From 2c6100c5211a9cc73e645f503d7ad03cdf5d2bcb Mon Sep 17 00:00:00 2001 From: Andi Buzer <78602630+AndiBuzer@users.noreply.github.com> Date: Thu, 18 Jul 2024 19:28:05 +0200 Subject: [PATCH] final notebook cleanup AB --- CRM/Customer Churn Prediction/notebook.ipynb | 8557 ++++++++--------- .../notebook.ipynb | 1075 ++- 2 files changed, 4819 insertions(+), 4813 deletions(-) diff --git a/CRM/Customer Churn Prediction/notebook.ipynb b/CRM/Customer Churn Prediction/notebook.ipynb index 8e89194..a960b64 100644 --- a/CRM/Customer Churn Prediction/notebook.ipynb +++ b/CRM/Customer Churn Prediction/notebook.ipynb @@ -1,4318 +1,4243 @@ { - "metadata": { - "branche": "Telekommunikation", - "dataSource": "https://storage.googleapis.com/ml-service-repository-datastorage/Customer_Churn_Prediction_data.csv", - "funktion": "Marketing", - "interpreter": { - "hash": "07673f924689cda9590af2124148040e2ce6fe7ee39bbd541ae69d9c32a71079" - }, - "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": "3.8.9" - }, - "repoLink": "https://gitlab.reutlingen-university.de/ki_lab/machine-learning-services/-/blob/main/CRM/Customer%20Churn%20Prediction/notebook.ipynb?ref_type=heads", - "skipNotebookInDeployment": false, - "teaser": "Ein wichtiges Ziel f\u00fcr jedes Unternehmen liegt in der Erhaltung wertvoller Kundenbeziehungen. Problematisch ist die Abwanderung von Kunden zu Wettbewerbern (= Churn). Der Datensatz f\u00fcr diese Demo wurde auf der Kaggle Data Science Plattform ver\u00f6ffentlicht. Die Zeilen des Datensatzes stellen jeweils einen Kunden dar. Die Spalten beschreiben die Merkmale der Kunden. Auf Basis der Merkmale wird versucht zu klassifizieren, ob ein Kunde das Unternehmen verl\u00e4sst oder nicht. Verschiedene Schritte zur Datenvorbereitung werden umgesetzt. Als Datenmodell wird eine logisitische Regression verwendet. Das finale Datenmodell erreicht eine Genauigkeit von 76% und einen Recall von 73%. Fast drei Viertel aller abwanderungswilligen Kunden werden durch dieses Modell erkannt.", - "title": "Vorhersage der Abwanderung von Kunden" + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Business", + "slideshow": { + "slide_type": "" }, - "nbformat": 4, - "nbformat_minor": 4, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Business" - }, - "source": [ - "Ein wichtiges Ziel f\u00fcr jedes Unternehmen liegt in der Erhaltung wertvoller Kundenbeziehungen. F\u00fcr Unternehmen ist daher eine Einsch\u00e4tzung der Qualit\u00e4t der Kundenbeziehung wesentlich. Problematisch ist in diesem Sinne die Abwanderung von Kunden zu Wettbewerbern (= Churn). Soweit sich das Risiko der Abwanderung eines Kunden vorab einsch\u00e4tzen l\u00e4sst, k\u00f6nnen Gegenma\u00dfnahmen eingeleitet werden. Die Absch\u00e4tzung der Wahrscheinlichkeit, mit der ein Kunde abwandert oder zu einem Wettbewerber wechselt ist in diesem Sinne wesentlich. Dar\u00fcber hinaus stellt sich die Frage, anhand welcher Merkmale abwanderungswillige Kunden zu erkennen sind. Mit dieser Demo kann die Abwanderung eines Kunden vorhergesagt werden, so dass fr\u00fchzeitig entsprechende Ma\u00dfnahmen ergriffen werden k\u00f6nnen.\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Daten" - }, - "source": [ - "Der Datensatz f\u00fcr diese Demo wurde auf der [Kaggle Data Science Plattform](https://www.kaggle.com/) ver\u00f6ffentlicht. Die Daten stammen von einem Unternehmen aus der Telekommunikationsbranche und wurde von IBM zur Verf\u00fcgung gestellt. Die Zeilen des Datensatzes stellen jeweils einen Kunden dar. Die Spalten beschreiben die Merkmale der Kunden. Auf Basis der Merkmale wird versucht zu klassifizieren, ob ein Kunde das Unternehmen verl\u00e4sst oder nicht. Daher enthalten die historischen Daten auch die Zielvariable \u201eChurn\u201c (= Abwanderung), die Auskunft dar\u00fcber gibt, ob ein Kunde abgewandert ist. Die Kundenmerkmale sind in drei numerische Variablen (z.B. monatlicher Rechnungsbetrag, Alter der Kundenbeziehung, etc.) und 18 kategoriale Variablen (z.B. Geschlecht, diverse Servicekategorien, etc.) unterteilt." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "Zun\u00e4chst wird der Typ der Daten nach dem Einlesen in das Notebook \u00fcberpr\u00fcft. Einlesefehler werden entsprechend korrigiert. Danach werden die einzelnen Kundenmerkmale einer deskriptiven Analyse unterzogen. Damit l\u00e4sst sich der Zusammenhang zur Zielvariable Kundenabwanderung visuell darstellen. Auf der Grundlage einer Korrelationsanalyse werden die Zusammenh\u00e4nge zwischen Kundenmerkmalen und der Zielvariable untersucht. Kundenmerkmale die keinen Mehrwert bieten werden entfernt (= Dimensionsreduktion). Die Ausgewogenheit des Datensatzes in Bezug auf die Zielvariable wird grafisch dargestellt. Die Kunden mit Abwanderung machen etwa 27 % des gesamten Datensatzes aus, w\u00e4hrend loyale Kunden etwa 73% ausmachen. Daher liegt ein unausgewogener Datensatz vor. Anschlie\u00dfend werden die kategorialen Werte umgewandelt (= Bildung von Dummy Variablen). Die einzelnen Kundenmerkmale werden auf Multikollinearit\u00e4t und statistische Signifikanz gepr\u00fcft. Schlie\u00dflich werden alle Kundenmerkmale auf ein gemeinsames Messniveau gebracht (= Standardisierung). Durch ein Undersampling wird die Unausgewogenheit des Datensatzes ausgeglichen. Abschlie\u00dfend werden Trainings- und Testdaten gebildet." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Datenmodell" - }, - "source": [ - "Als Datenmodell wird eine logisitische Regression verwendet. Dies bietet sich zur Klassifikation der Kunden auf eine bin\u00e4re Zielvariable (= Kundenabwanderung) an." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Evaluation" - }, - "source": [ - "F\u00fcr die Bewertung der Qualit\u00e4t einer Klassifikation werden Metriken wir Accuracy (= allgemeine Genauigkeit der Klassifikation), Precision (= Pr\u00e4zision der Vorhersage der Kundenabwanderung) und Recall (= Menge der abwanderungswilligen Kunden die korrekt klassifiziert wurden) genutzt. In einer ersten Modellstufe wird eine Accuracy von 80%, ein Recall von 53% sowie eine Precision von 68% erreicht. Insbesondere der Recall ist hier zu schlecht, da nur etwas mehr als die H\u00e4lfte der abwanderungswilligen Kunden erkannt werden. In einer zweiten Modellstufe wird eine Hyperparameteroptimierung vorgenommen. Durch eine Ver\u00e4nderung des Treshholds f\u00fcr die Klassifikation wird eine Accuracy von 76%, ein Recall von 73% und eine Precision von 53% erreicht. Fast drei Viertel aller abwanderungswilligen Kunden werden durch dieses Modell erkannt." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "include": true, - "paragraph": "Umsetzung" - }, - "source": [ - "Die Umsetzung bzw. Einbindung des Datenmodells bietet sich in CRM-Systemen an. Auf Basis von Kundenmerkmalen kann automatisiert eine Vorhersage \u00fcber eine potentielle Kundenabwanderung erstellt werden. Auf diese Weise lassen sich gef\u00e4hrdete Kundenbeziehungen identifizieren, in Form von Dashboards visualisieren sowie teil-automatisiert bearbeiten." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": false, - "paragraph": "Business", - "slideshow": { - "slide_type": "" - }, - "tags": [ - ] - }, - "source": [ - "# 1. Business Understanding" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": false, - "paragraph": "Daten", - "slideshow": { - "slide_type": "" - }, - "tags": [ - ] - }, - "source": [ - "# 2. Daten und Datenverst\u00e4ndnis" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.1. Import von relevanten Modulen" - ] - }, - { - "cell_type": "code", - "execution_count": 141, - "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 statsmodels.api as sm\n", - "import warnings\n", - "import imblearn\n", - "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.linear_model import LogisticRegression\n", - "from imblearn.under_sampling import InstanceHardnessThreshold\n", - "from sklearn import metrics\n", - "from sklearn.metrics import classification_report, confusion_matrix\n", - "from sklearn.model_selection import train_test_split\n", - "sns.set()\n", - "# remove warnings\n", - "warnings.filterwarnings('ignore')" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.2. Daten einlesen" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "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>customerID</th>\n", - " <th>gender</th>\n", - " <th>SeniorCitizen</th>\n", - " <th>Partner</th>\n", - " <th>Dependents</th>\n", - " <th>tenure</th>\n", - " <th>PhoneService</th>\n", - " <th>MultipleLines</th>\n", - " <th>InternetService</th>\n", - " <th>OnlineSecurity</th>\n", - " <th>...</th>\n", - " <th>DeviceProtection</th>\n", - " <th>TechSupport</th>\n", - " <th>StreamingTV</th>\n", - " <th>StreamingMovies</th>\n", - " <th>Contract</th>\n", - " <th>PaperlessBilling</th>\n", - " <th>PaymentMethod</th>\n", - " <th>MonthlyCharges</th>\n", - " <th>TotalCharges</th>\n", - " <th>Churn</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>7590-VHVEG</td>\n", - " <td>Female</td>\n", - " <td>0</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>1</td>\n", - " <td>No</td>\n", - " <td>No phone service</td>\n", - " <td>DSL</td>\n", - " <td>No</td>\n", - " <td>...</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>Yes</td>\n", - " <td>Electronic check</td>\n", - " <td>29.85</td>\n", - " <td>29.85</td>\n", - " <td>No</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>5575-GNVDE</td>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>34</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>...</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>One year</td>\n", - " <td>No</td>\n", - " <td>Mailed check</td>\n", - " <td>56.95</td>\n", - " <td>1889.5</td>\n", - " <td>No</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>3668-QPYBK</td>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>2</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>...</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>Yes</td>\n", - " <td>Mailed check</td>\n", - " <td>53.85</td>\n", - " <td>108.15</td>\n", - " <td>Yes</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>7795-CFOCW</td>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>45</td>\n", - " <td>No</td>\n", - " <td>No phone service</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>...</td>\n", - " <td>Yes</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>One year</td>\n", - " <td>No</td>\n", - " <td>Bank transfer (automatic)</td>\n", - " <td>42.30</td>\n", - " <td>1840.75</td>\n", - " <td>No</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>9237-HQITU</td>\n", - " <td>Female</td>\n", - " <td>0</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>2</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>Fiber optic</td>\n", - " <td>No</td>\n", - " <td>...</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>Yes</td>\n", - " <td>Electronic check</td>\n", - " <td>70.70</td>\n", - " <td>151.65</td>\n", - " <td>Yes</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>5 rows \u00d7 21 columns</p>\n", - "</div>" - ], - "text/plain": [ - " customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", - "0 7590-VHVEG Female 0 Yes No 1 No \n", - "1 5575-GNVDE Male 0 No No 34 Yes \n", - "2 3668-QPYBK Male 0 No No 2 Yes \n", - "3 7795-CFOCW Male 0 No No 45 No \n", - "4 9237-HQITU Female 0 No No 2 Yes \n", - "\n", - " MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n", - "0 No phone service DSL No ... No \n", - "1 No DSL Yes ... Yes \n", - "2 No DSL Yes ... No \n", - "3 No phone service DSL Yes ... Yes \n", - "4 No Fiber optic No ... No \n", - "\n", - " TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n", - "0 No No No Month-to-month Yes \n", - "1 No No No One year No \n", - "2 No No No Month-to-month Yes \n", - "3 Yes No No One year No \n", - "4 No No No Month-to-month Yes \n", - "\n", - " PaymentMethod MonthlyCharges TotalCharges Churn \n", - "0 Electronic check 29.85 29.85 No \n", - "1 Mailed check 56.95 1889.5 No \n", - "2 Mailed check 53.85 108.15 Yes \n", - "3 Bank transfer (automatic) 42.30 1840.75 No \n", - "4 Electronic check 70.70 151.65 Yes \n", - "\n", - "[5 rows x 21 columns]" - ] - }, - "execution_count": 142, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "data_raw = pd.read_csv(\"https://storage.googleapis.com/ml-service-repository-datastorage/Customer_Churn_Prediction_data.csv\")\n", - "data_raw.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<class 'pandas.core.frame.DataFrame'>\n", - "RangeIndex: 7043 entries, 0 to 7042\n", - "Data columns (total 21 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 customerID 7043 non-null object \n", - " 1 gender 7043 non-null object \n", - " 2 SeniorCitizen 7043 non-null int64 \n", - " 3 Partner 7043 non-null object \n", - " 4 Dependents 7043 non-null object \n", - " 5 tenure 7043 non-null int64 \n", - " 6 PhoneService 7043 non-null object \n", - " 7 MultipleLines 7043 non-null object \n", - " 8 InternetService 7043 non-null object \n", - " 9 OnlineSecurity 7043 non-null object \n", - " 10 OnlineBackup 7043 non-null object \n", - " 11 DeviceProtection 7043 non-null object \n", - " 12 TechSupport 7043 non-null object \n", - " 13 StreamingTV 7043 non-null object \n", - " 14 StreamingMovies 7043 non-null object \n", - " 15 Contract 7043 non-null object \n", - " 16 PaperlessBilling 7043 non-null object \n", - " 17 PaymentMethod 7043 non-null object \n", - " 18 MonthlyCharges 7043 non-null float64\n", - " 19 TotalCharges 7043 non-null object \n", - " 20 Churn 7043 non-null object \n", - "dtypes: float64(1), int64(2), object(18)\n", - "memory usage: 1.1+ MB\n" - ] - } - ], - "source": [ - "data_raw.info()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "Der Datensatz besteht aus 7.043 Zeilen und 21 Attributen:\n", - "\n", - "- Zu prognostizierendes Attribut: Abwanderung\n", - "- Numerische Attribute: Vertragsdauer, Monatsgeb\u00fchren und Gesamtgeb\u00fchren.\n", - "- Kategorische Attribute: CustomerID, Gender, SeniorCitizen, Partner, Angeh\u00f6rige, PhoneService, MultipleLines, InternetService, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, Contract, PaperlessBilling, PaymentMethod.\n", - "Es wurden nicht alle Datentypen korrekt eingelesen:\n", - "\n", - "- TotalCharges muss ein numerischer Wert sein -> in Float umwandeln\n" - ] - }, - { - "cell_type": "code", - "execution_count": 144, - "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>customerID</th>\n", - " <th>gender</th>\n", - " <th>SeniorCitizen</th>\n", - " <th>Partner</th>\n", - " <th>Dependents</th>\n", - " <th>tenure</th>\n", - " <th>PhoneService</th>\n", - " <th>MultipleLines</th>\n", - " <th>InternetService</th>\n", - " <th>OnlineSecurity</th>\n", - " <th>...</th>\n", - " <th>DeviceProtection</th>\n", - " <th>TechSupport</th>\n", - " <th>StreamingTV</th>\n", - " <th>StreamingMovies</th>\n", - " <th>Contract</th>\n", - " <th>PaperlessBilling</th>\n", - " <th>PaymentMethod</th>\n", - " <th>MonthlyCharges</th>\n", - " <th>TotalCharges</th>\n", - " <th>Churn</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " </tbody>\n", - "</table>\n", - "<p>0 rows \u00d7 21 columns</p>\n", - "</div>" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [customerID, gender, SeniorCitizen, Partner, Dependents, tenure, PhoneService, MultipleLines, InternetService, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, Contract, PaperlessBilling, PaymentMethod, MonthlyCharges, TotalCharges, Churn]\n", - "Index: []\n", - "\n", - "[0 rows x 21 columns]" - ] - }, - "execution_count": 144, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "# test for duplicates\n", - "data_raw[data_raw.duplicated(keep=False)]" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Keine Duplikate im Datensatz" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.3. Datenbereinigung" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Hier sollten die ersten Lesefehler korrigiert werden, bevor die eigentliche Datenaufbereitung erfolgt." - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<class 'pandas.core.frame.DataFrame'>\n", - "RangeIndex: 7043 entries, 0 to 7042\n", - "Data columns (total 21 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 customerID 7043 non-null object \n", - " 1 gender 7043 non-null object \n", - " 2 SeniorCitizen 7043 non-null int64 \n", - " 3 Partner 7043 non-null object \n", - " 4 Dependents 7043 non-null object \n", - " 5 tenure 7043 non-null int64 \n", - " 6 PhoneService 7043 non-null object \n", - " 7 MultipleLines 7043 non-null object \n", - " 8 InternetService 7043 non-null object \n", - " 9 OnlineSecurity 7043 non-null object \n", - " 10 OnlineBackup 7043 non-null object \n", - " 11 DeviceProtection 7043 non-null object \n", - " 12 TechSupport 7043 non-null object \n", - " 13 StreamingTV 7043 non-null object \n", - " 14 StreamingMovies 7043 non-null object \n", - " 15 Contract 7043 non-null object \n", - " 16 PaperlessBilling 7043 non-null object \n", - " 17 PaymentMethod 7043 non-null object \n", - " 18 MonthlyCharges 7043 non-null float64\n", - " 19 TotalCharges 7032 non-null float64\n", - " 20 Churn 7043 non-null object \n", - "dtypes: float64(2), int64(2), object(17)\n", - "memory usage: 1.1+ MB\n" - ] - } - ], - "source": [ - "# convert total charges\n", - "data_raw['TotalCharges'] = pd.to_numeric(data_raw['TotalCharges'], errors='coerce')\n", - "data_raw.info()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die Konvertierung der TotalCharges hat zu Nullwerten gef\u00fchrt. Diese Nullwerte m\u00fcssen korrigiert werden." - ] - }, - { - "cell_type": "code", - "execution_count": 146, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Remove zero values\n", - "# axis = 0 rows / axis = 1 columns\n", - "data_no_mv = data_raw.dropna(axis=0)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.4. Deskriptive Analytik" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "In diesem Teil des Notebooks soll das Datenverst\u00e4ndnis mit Hilfe der deskriptiven Analytik ber\u00fccksichtigt werden. Nach dem Entfernen der Nullwerte besteht der Datensatz aus 7032 Zeilen, von denen jeweils eine einen Kunden beschreibt, und 21 Spalten, die die Attribute des Kunden definieren. Mit Hilfe dieser Daten soll versucht werden, zu klassifizieren, ob ein Kunde abwandert oder nicht. Zu diesem Zweck enthalten die historischen Daten die Zielvariable \"Churn\", die Auskunft dar\u00fcber gibt, ob ein Kunde abgewandert ist.\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.4.1. Kontinuierliche Merkmale" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Zun\u00e4chst werden die Verteilungen der kontinuierlichen Merkmale einzeln untersucht und in einem zweiten Schritt die kategorialen Merkmale in Zusammenhang mit der Zielvariablen gesetzt." - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# load continous features\n", - "numeric_data = data_no_mv.select_dtypes(include=[np.number])" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Besitz" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<seaborn.axisgrid.FacetGrid at 0x23e942418e0>" - ] - }, - "execution_count": 148, - "metadata": { - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.displot(numeric_data[\"tenure\"])" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Keine Normalverteilung erkennbar.\n", - "- Keine Ausrei\u00dfer erkennbar.\n", - "- Kunden sind potentiell gleichm\u00e4\u00dfig \u00fcber die einzelnen Monate verteilt, aber eine gro\u00dfe Anzahl von Kunden ist noch nicht lange im Unternehmen.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='tenure', ylabel='Density'>" - ] - }, - "execution_count": 149, - "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(data_no_mv[data_no_mv.Churn == 'No'][\"tenure\"],\n", - " bins=10,\n", - " color='orange',\n", - " label='Non-Churn',\n", - " kde=True)\n", - "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"tenure\"],\n", - " bins=10,\n", - " color='blue',\n", - " label='Churn',\n", - " kde=True)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die noch nicht lange bei dem Unternehmen sind, werden eher abwandern als langj\u00e4hrige Kunden." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Monatliche Kosten" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='MonthlyCharges', ylabel='Density'>" - ] - }, - "execution_count": 150, - "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[\"MonthlyCharges\"])" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Es ist keine Normalverteilung erkennbar.\n", - "- Die meisten Kunden befinden sich im vorderen Teil der Verteilung und zahlen relativ niedrige monatliche Geb\u00fchren.\n", - "- Dennoch verl\u00e4uft die Kurve gleichm\u00e4\u00dfig mit einem erneuten Anstieg nach hinten und dementsprechend k\u00f6nnen keine Ausrei\u00dfer identifiziert werden.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='MonthlyCharges', ylabel='Density'>" - ] - }, - "execution_count": 151, - "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(data_no_mv[data_no_mv.Churn == 'No'][\"MonthlyCharges\"],\n", - " bins=10,\n", - " color='orange',\n", - " label='Non-Churn',\n", - " kde=True)\n", - "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"MonthlyCharges\"],\n", - " bins=10,\n", - " color='blue',\n", - " label='Churn',\n", - " kde=True)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Kunden mit niedrigen monatlichen Geb\u00fchren sind eher abwanderungsbereit.\n", - "- Der Abwanderungstrend zwischen Kunden, die abwandern, und Kunden, die nicht abwandern, gleicht sich an, wenn die monatlichen Geb\u00fchren steigen.\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Gesamtkosten" - ] - }, - { - "cell_type": "code", - "execution_count": 152, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" - ] - }, - "execution_count": 152, - "metadata": { - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAEJCAYAAACt9OGOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA+cElEQVR4nO3deXxU9b3/8ddsmWQyk4SEmSSEXVAwBFGHRWoTtZawxSUXqpdU9OoNF24t6O9KGwWxqEhrI6BWFOvWKlyhCEnjDQGrjahQDNQFNOxbNiaTBZJMtlnO74/I1AAJCXJIMnyejwcPOOd8z8n3EyDv+Z7lezSKoigIIYQQKtF2dQeEEEIENgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKn1Xd6A7qK524fP1vMeJoqLMVFbWdXU3VBPI9QVybRDY9UltoNVq6NUrtMPHlaABfD6lRwYN0GP73VGBXF8g1waBXZ/U1jmqBk1OTg4vv/wyHo+He++9l7S0tFbbCwsLWbBgAS6XC7vdzuLFi9Hr9ZSWljJ//nwqKysZNGgQmZmZhIaGUlNTwyOPPEJRURGRkZGsWLECq9XK7NmzKSsrA8Dn87F//37Wr19PQkKCmuUJIYToANWu0TgcDpYvX86aNWvIyspi7dq1HDx4sFWb+fPns2jRIjZv3oyiKKxbtw6AxYsXM2PGDPLy8hgxYgQrV64EYMWKFdjtdjZt2sT06dNZsmQJAK+88grZ2dlkZ2dz66238rOf/UxCRgghugnVgmbbtm2MGzeOiIgITCYTycnJ5OXl+beXlJTQ2NjIqFGjAEhNTSUvLw+3201BQQHJycmt1gPk5+eTkpICwNSpU9m6dStut9t/zMOHD5OVlcWvf/1rtcoSQgjRSaoFTXl5OVar1b9ss9lwOBxtbrdarTgcDqqrqzGbzej1+lbrz9xHr9djNpupqqryH2PlypU88MADmM1mtcoSQgjRSapdo/H5fGg0Gv+yoiitltvafmY74Kzl7++j1bZk5alTp/jss8/8p9M6Iyqq5waT1Wrp6i6oKpDrC+TaILDrk9o6R7WgiYmJYefOnf5lp9OJzWZrtd3pdPqXKyoqsNlsREZGUltbi9frRafTtdrPZrNRUVFBTEwMHo8Hl8tFREQEAB9//DGJiYkYjcZO97Wysq5H3kVitVpwOmu7uhuqCeT6Ark2COz6pLaW25s78wFdtVNn48ePZ/v27VRVVdHQ0MCWLVtITEz0b4+Li8NoNLJr1y4AsrOzSUxMxGAwYLfbyc3NBSArK8u/X1JSEllZWQDk5uZit9sxGAwAfPnll9jtdrXKEUIIcYFUC5ro6GgefvhhZs6cyR133MHUqVMZOXIk6enp7N69G4DMzEyWLl3KxIkTqa+vZ+bMmQA88cQTrFu3jsmTJ7Nz504eeughAObNm8eXX37JlClTWLNmDYsWLfJ/vaKiIqKjo9Uqp9vy+MDV5Gn3l8fX1b0UQlzONPKGzZ596uxocTUFhY52240eHk2osec9myunKHquQK5PautGp86EEEIIkKARQgihMgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqlI1aHJycpg8eTITJkxg9erVZ20vLCwkNTWV5ORkFixYgMfjAaC0tJS0tDQmTpzInDlzcLlcANTU1DBr1iwmTZpEWloaTqcTgObmZp5++mnuuOMOpkyZwqeffqpmWUIIITpBtaBxOBwsX76cNWvWkJWVxdq1azl48GCrNvPnz2fRokVs3rwZRVFYt24dAIsXL2bGjBnk5eUxYsQIVq5cCcCKFSuw2+1s2rSJ6dOns2TJEgBee+01qqur2bhxIytWrODRRx9FURS1ShNCCNEJqgXNtm3bGDduHBEREZhMJpKTk8nLy/NvLykpobGxkVGjRgGQmppKXl4ebrebgoICkpOTW60HyM/PJyUlBYCpU6eydetW3G43mzZtIj09HY1Gw9ChQ3nzzTclaIQQoptQLWjKy8uxWq3+ZZvNhsPhaHO71WrF4XBQXV2N2WxGr9e3Wn/mPnq9HrPZTFVVFceOHaOgoIAZM2Zw1113UVFRgVYrl5+EEKI70Kt1YJ/Ph0aj8S8ritJqua3tZ7YDzlr+/j5arRav18uJEydYvXo1+/bt4z//8z/ZtGkTFoulQ32NijJ3prRuxWQyYjEHn7eNNdJ0iXp0cVmtHfs77IkCuTYI7Pqkts5RLWhiYmLYuXOnf9npdGKz2VptP30xH6CiogKbzUZkZCS1tbV4vV50Ol2r/Ww2GxUVFcTExODxeHC5XERERNC7d2+mTJmCRqNh2LBhxMTEcOTIEUaOHNmhvlZW1uHz9bxTbVarhfr6JmrrGtttV1/fhNPrvUS9unisVgtOZ21Xd0MVgVwbBHZ9UhtotZpOfUBX7fzS+PHj2b59O1VVVTQ0NLBlyxYSExP92+Pi4jAajezatQuA7OxsEhMTMRgM2O12cnNzAcjKyvLvl5SURFZWFgC5ubnY7XYMBgM333yzv31RURFlZWUMGjRIrdKEEEJ0gkZR8ap5Tk4Oq1atwu12M23aNNLT00lPT2fu3LkkJCSwd+9eFi5cSF1dHfHx8SxdupSgoCBKSkrIyMigsrKS2NhYli1bRnh4OCdPniQjI4OioiIsFguZmZn07duXuro6nnzySb755hsAHnnkEW6++eYO97Mnj2iOFldTUOhot93o4dGEGlUbvKpGPjn2XIFcn9TW+RGNqkHTU0jQdE/yH7rnCuT6pLZudOpMCCGEAAkaIYQQKpOgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSpVgyYnJ4fJkyczYcIEVq9efdb2wsJCUlNTSU5OZsGCBXg8HgBKS0tJS0tj4sSJzJkzB5fLBUBNTQ2zZs1i0qRJpKWl4XQ6ASgpKeHaa6/l9ttv5/bbb+eBBx5QsywhhBCdoFrQOBwOli9fzpo1a8jKymLt2rUcPHiwVZv58+ezaNEiNm/ejKIorFu3DoDFixczY8YM8vLyGDFiBCtXrgRgxYoV2O12Nm3axPTp01myZAkAe/bsISUlhezsbLKzs3n99dfVKksIIUQnqRY027ZtY9y4cURERGAymUhOTiYvL8+/vaSkhMbGRkaNGgVAamoqeXl5uN1uCgoKSE5ObrUeID8/n5SUFACmTp3K1q1bcbvd7N69m/3793P77bczc+ZM9u3bp1ZZQgghOkm1oCkvL8dqtfqXbTYbDoejze1WqxWHw0F1dTVmsxm9Xt9q/Zn76PV6zGYzVVVVGI1GbrvtNjZu3MgDDzzAL37xC5qbm9UqTQghRCfo1Tqwz+dDo9H4lxVFabXc1vYz2wFnLX9/H61Wyy9/+Uv/uqSkJJ577jkOHz7MsGHDOtTXqChzh9p1RyaTEYs5+LxtrJGmS9Sji8tqtXR1F1QTyLVBYNcntXWOakETExPDzp07/ctOpxObzdZq++mL+QAVFRXYbDYiIyOpra3F6/Wi0+la7Wez2aioqCAmJgaPx4PL5SIiIoK3336bqVOn0qtXL6AlgE6PiDqisrIOn0/5oSVfclarhfr6JmrrGtttV1/fhNPrvUS9unisVgtOZ21Xd0MVgVwbBHZ9UhtotZpOfUBX7dTZ+PHj2b59O1VVVTQ0NLBlyxYSExP92+Pi4jAajezatQuA7OxsEhMTMRgM2O12cnNzAcjKyvLvl5SURFZWFgC5ubnY7XYMBgMFBQWsX78egM8//xyfz8fgwYPVKk0IIUQnaBRFUe2jfE5ODqtWrcLtdjNt2jTS09NJT09n7ty5JCQksHfvXhYuXEhdXR3x8fEsXbqUoKAgSkpKyMjIoLKyktjYWJYtW0Z4eDgnT54kIyODoqIiLBYLmZmZ9O3bF4fDQUZGBk6nE6PRyJIlSzp82gx69ojmaHE1BYWOdtuNHh5NqFG1watq5JNjzxXI9UltnR/RqBo0PYUETfck/6F7rkCuT2rrRqfOhBBCCJCgEUIIoTIJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqpKgEUIIoSoJGiGEEKqSoBFCCKEqCRohhBCqkqARQgihKgkaIYQQqupQ0Pzyl79k27ZtavdFCCFEAOpQ0Pz0pz9l5cqVJCcn8/rrr3Py5EmVuyWEECJQdChobrvtNt555x1WrlxJZWUl06ZNY/78+Xz99dft7peTk8PkyZOZMGECq1evPmt7YWEhqampJCcns2DBAjweDwClpaWkpaUxceJE5syZg8vlAqCmpoZZs2YxadIk0tLScDqdrY5XV1fHrbfeyo4dOzpUvBBCCPV1+BqNz+fj2LFjHD16FK/XS1RUFL/5zW944YUXztne4XCwfPly1qxZQ1ZWFmvXruXgwYOt2syfP59FixaxefNmFEVh3bp1ACxevJgZM2aQl5fHiBEjWLlyJQArVqzAbrezadMmpk+fzpIlS1od76mnnqKmpqZT3wAhhBDq6lDQLF++nKSkJF577TUmT57Mli1byMjI4J133jnnSAVg27ZtjBs3joiICEwmE8nJyeTl5fm3l5SU0NjYyKhRowBITU0lLy8Pt9tNQUEBycnJrdYD5Ofnk5KSAsDUqVPZunUrbrcbgNzcXEJDQ7nqqqsu7DshhBBCFfqONKqqquKPf/wjw4YNa7XeZDLx3HPPnXOf8vJyrFarf9lms7U61XbmdqvVisPhoLq6GrPZjF6vb7X+zH30ej1ms5mqqiq8Xi9/+tOf+NOf/kR6enpHShJCCHGJdChovF7vWSEzd+5cXnjhBW688cZz7uPz+dBoNP5lRVFaLbe1/cx2wFnL398HYMGCBTz++OMEBwd3pJyzREWZL2i/7sBkMmIxt1+3yWTEGmm6RD26uKxWS1d3QTWBXBsEdn1SW+e0GzRPPPEEDoeDXbt2UVVV5V/v8XgoKipq98AxMTHs3LnTv+x0OrHZbK22f/9ifkVFBTabjcjISGpra/F6veh0ulb72Ww2KioqiImJwePx4HK5qK6u5vDhwyxYsACA48ePs3DhQp566inGjRvXoW9CZWUdPp/SobbdidVqob6+idq6xnbb1dc34fR6L1GvLh6r1YLTWdvV3VBFINcGgV2f1AZaraZTH9DbDZpp06Zx4MAB9u3b579mAqDT6fzXVtoyfvx4XnzxRaqqqggJCWHLli089dRT/u1xcXEYjUZ27drF9ddfT3Z2NomJiRgMBux2O7m5uaSkpJCVlUViYiIASUlJZGVlMXv2bHJzc7Hb7QwbNoyPP/7Yf9x77rmHBx98kLFjx3b4myCEEEI97QZNQkICCQkJ/OhHPyI6OrpTB46Ojubhhx9m5syZuN1upk2bxsiRI0lPT2fu3LkkJCSQmZnJwoULqaurIz4+npkzZwItI6mMjAxefvllYmNjWbZsGQDz5s0jIyODKVOmYLFYyMzMvMCyhRBCXCoa5fSFjnOYN28ezz//vP9OrzPl5OSo1rFLqSefOjtaXE1BoaPddqOHRxNq7NDluG5FTlH0XIFcn9R2kU+dnb6D6/HHH+/wAYUQQojva/c5mhEjRgAwZswYYmNjGTNmDPX19RQUFDB8+PBL0kEhhBA9W4ce2Fy0aBF//OMfOXToEAsXLqS4uJjHHntM7b4JIYQIAB0Kmj179vCb3/yGDz74gDvvvJOlS5dSUlKidt+EEEIEgA4FjaIoaLVaPvvsM/+zKY2N7T+7IYQQQkAHg6Z///6kp6dTXFzMmDFj+J//+R+ZU0wIIUSHdOie16VLl/LBBx9w/fXX+x+ovOOOO1TumhBCiEDQoRGNyWTCbrdTU1PDN998w8iRIzl8+LDafRNCCBEAOjSief7553njjTeIioryr9NoNHz44YeqdUwIIURg6FDQZGdns2XLlk5PQyOEEEJ06NRZbGyshIwQQogL0qERzQ033MCzzz7LT37yk1bvfImPj1etY+KHcXt87DteTXVtE0XldUwa05/eESFd3S0hxGWoQ0GzYcMGgFavYpZrNN2Xq9HNR7tKqK5tIjRYz3FHHR9/Ucp9k4Zx48jYru6eEOIy06Gg+eijj9Tuh7hIvD4ffysopr7Jw632vvTpHcqQvhG8+7f9vJlbCCBhI4S4pDp0jcblcvHkk09y7733cvLkSRYtWoTL5VK7b+IC7DlcxSlXM4nX9KFP71AAelmMzP23kQwf2Is/5e3luCMwpzgXQnRPHQqap59+GovFQmVlJUajkbq6OhYtWqR230Qn1bia2X2oioGxFuKsoa22BRl0/Ndt8ZhNBl7N+ZZmd897tbMQomfqUNAUFhby8MMPo9frCQkJITMzk8LCQrX7Jjrp26NVoAH7VbZzbreYgnhgynBKK1y8v/3YJe6dEOJy1aGg0WpbN/N6vWetE12r2e3lcGkNg2ItmILbvvQ2YlAUY6+OZvPnx6k42XAJeyiEuFx1KC1Gjx7N73//exobG/nkk0948MEHGTt2rNp9E51wsOQUHq/CsP69ztt2+k1XoAHW5R9Sv2NCiMteh4LmkUcewWQyYbFYWLFiBcOGDeNXv/qV2n0THaQoCvuLTmGNCCYqPPi87SPDgpk4tj8795Zz7ITcGCCEUNd5g+aDDz7gnnvu4bXXXqO4uBiLxcJ1112H0Wi8FP0THXCyrpkaVzNXxIV3eJ8Jo/sRYtTz18+OqNgzIYQ4T9Bs2rSJ3//+9/z85z/nL3/5C++88w533HEHS5YsYcuWLec9eE5ODpMnT2bChAmsXr36rO2FhYWkpqaSnJzMggUL8Hg8AJSWlpKWlsbEiROZM2eO/1bqmpoaZs2axaRJk0hLS8PpdAJQXl7Offfdx2233cb06dMvuxsVjp2oRQP0s5k7vI8p2EDy6H58caBCRjVCCFW1GzR//vOfeeutt5g6dSpDhgzhiiuu4I477mDVqlW8+eab7R7Y4XCwfPly1qxZQ1ZWFmvXruXgwYOt2syfP59FixaxefNmFEVh3bp1ACxevJgZM2aQl5fHiBEjWLlyJQArVqzAbrezadMmpk+fzpIlSwBYvnw5ycnJ/PWvf+WXv/wlixcvvuBvSE90zFGLLTKEEGOHnr/1u9XeD5NRT/anMqoRQqin3aBxuVz06dPnrPWDBg2iqamp3QNv27aNcePGERERgclkIjk5udUUNiUlJTQ2NjJq1CgAUlNTycvLw+12U1BQQHJycqv1APn5+aSkpAAwdepUtm7ditvtZsmSJdx1110AFBcXExYW1sHye74TlfWcqmtmQLSl0/uagvUkj+nHlwcrOHqiRoXeCSHEeYJGp9O1uU1RlHYPXF5ejtVq9S/bbDYcDkeb261WKw6Hg+rqasxmM3q9vtX6M/fR6/WYzWaqqqrQarVotVomTpzI0qVLueeee9rtWyDZc7gSgP7RHT9t9n232vsRGqwn+xMZ1Qgh1NG5cy2d4PP50Gg0/mVFUVott7X9zHbAWcvf3+f7z/Pk5eVRWFjI/fffz6ZNm4iIiOhQX6OiLuyHdHdwoOQUkWHBRPdue0QTZDSg6M79mSLYpGPC2AFs/PgQpScbuWao9ZztuorV2vmRWk8RyLVBYNcntXVOu0Gzb98+rrvuurPWK4pCc3NzuweOiYlh586d/mWn04nNZmu1/fTFfICKigpsNhuRkZHU1tbi9XrR6XSt9rPZbFRUVBATE4PH48HlchEREUF+fj6jR48mNDSU4cOH06dPH4qKijocNJWVdfh87Y/QuqOwCBP7j1cztG8EtXWNbbarq2/iq/3ONrcbDRqC9FrWfrCPPhHnvz36UrFaLTidgXmjQiDXBoFdn9QGWq2mUx/Q2w2aDz74oMMHOtP48eN58cUXqaqqIiQkhC1btvDUU0/5t8fFxWE0Gtm1axfXX3892dnZJCYmYjAYsNvt5ObmkpKSQlZWFomJiQAkJSWRlZXF7Nmzyc3NxW63YzAY2LhxI0eOHOE//uM/OHjwIBUVFQwePPiC+95TfHO4Eo9XoU9v0w86TpBex/CBvfjqYCXHHbX0v4DrPUII0RaNcr6LLT9ATk4Oq1atwu12M23aNNLT00lPT2fu3LkkJCSwd+9eFi5cSF1dHfHx8SxdupSgoCBKSkrIyMigsrKS2NhYli1bRnh4OCdPniQjI4OioiIsFguZmZn07dsXh8PBY489htPpxGg08utf/xq73d7hfvbUEU3OP46T88khpt88BIO+7ctt11xpbXdEAy1T2GR/eoSrB0Tyi9SEi93VCyKfHHuuQK5Pauv8iEbVoOkpemrQPPXnnei1Gm4YEdNuu44EDUB5dQN5O46z+P4xnXomRy3yH7rnCuT6pLbOB43MjNlDuRrdHC2r4cp+ERftmDddF0dwkI6cbUcv2jGFEEKCpoc6WHwKRaFT086cT2iwgZ9c35dde8spcdZdtOMKIS5vEjQ91IHiU+i0GgbEXNwL98lj+hNkkFGNEOLikaDpoQ4Un2RI3wiCDG0/VHshzCEGbrk+joLCcsoq5XXdQogfToKmB3J7vBwpq+HqwVGqHD95TH8MBi0bZbYAIcRFIEHTAx0pq8XjVbh6UKQqxw8zBTFxTMv7ag6WnFLlawghLh8SND3Q6R/+wweqEzQAE8f2Jzw0iHUfHTzvvHZCCNEeCZoe6EhZDdaIYMLN6r18LjhIzx0/HsTBklPs2nf+Z3CEEKItEjQ90NGyWgbFqv8qhBtHxhLXO5T1+YfweH2qfz0hRGCSoOlhauqbqaxpZGCM+kGj02qZfvMQyk828NGuYtW/nhAiMEnQ9DBHy1qmhxgUe2kmvkwYHMmIwZFs/PQIVTVtzxAthBBtkaDpYY6eqEEDl2yGZY1Gwz0TrkLxKaz+YP8l+ZpCiMAiQdPDHC2rJSbKRIhRtXfWncUaEcLtNw7iiwMVcmOAEKLTJGh6mCMnalS7PqPRanA1ec7560cjY4mzhvLOln3UNHhU+fpCiMB06T4Wix+suraJU3XNDFTp+kyT29vu6wSuuSKK3H8c5y8fHeCBKcNV6YMQIvDIiKYHOVpWA3BJbm0+l94RIVw9sBef7S7jq4MVXdIHIUTPI0HTgxw5UYNWo+nSl5Jde2Vv+vQO5c3cQmpczV3WDyFEzyFB04McLaslzhqK8SLP2NwZOq2W+yYNo77Jyxu5hTI9jRDivCRoeghFUTh6opaBF/n9Mxcitnco02++gq8PVfL3L0q6ujtCiG5ObgboISpONVLX4GZgF12f+T6NVsO4ETF8ebCCdz88QJ/eofQ747keo0GPXj7GCCGQoOkxjp64tDMCtOf03WkJgyM5dqKWlRv3MGX8gFan9EYPj0Z/CZ/1EUJ0X6p+5szJyWHy5MlMmDCB1atXn7W9sLCQ1NRUkpOTWbBgAR5Py/MZpaWlpKWlMXHiRObMmYPL1fKmx5qaGmbNmsWkSZNIS0vD6Wy5Fbe8vJwHHniA22+/nTvvvJPt27erWVaXOFJWg16noa+1624EOFNwkJ6kUX2ob3Tz2ddlcr1GCHFOqgWNw+Fg+fLlrFmzhqysLNauXcvBgwdbtZk/fz6LFi1i8+bNKIrCunXrAFi8eDEzZswgLy+PESNGsHLlSgBWrFiB3W5n06ZNTJ8+nSVLlgDw7LPPcsstt5Cdnc1zzz3HI488gtfrVau0LnG0rIZ+NjN6Xfc6H2WNCOH6YTaKnS72HKnq6u4IIboh1X5qbdu2jXHjxhEREYHJZCI5OZm8vDz/9pKSEhobGxk1ahQAqamp5OXl4Xa7KSgoIDk5udV6gPz8fFJSUgCYOnUqW7duxe1289Of/pSpU6cCMGDAAJqamqivr1ertEvOpygcc9RekhmbL8Sw/hEMiLHw5f4KTlQGzvddCHFxqBY05eXlWK1W/7LNZsPhcLS53Wq14nA4qK6uxmw2o9frW60/cx+9Xo/ZbKaqqork5GTCw8MBeP311xk+fDgWS9dfy7hYHFX1NDR5VZsR4IfSaDSMHxFDWGgQW78qpb5RpqgRQvyLaldrfT4fGo3Gv6woSqvltraf2Q44a/n7+2i1/8rKt956i7Vr1/LOO+90qq9RUd3nuse5fHP8JADXXR2L1do6bEwmIxZzcLv7Gwz687a5GO0mjR/E+o8O8OnXZdw6diDWi3A96cx6A0kg1waBXZ/U1jmqBU1MTAw7d+70LzudTmw2W6vtpy/mA1RUVGCz2YiMjKS2thav14tOp2u1n81mo6KigpiYGDweDy6Xi4iICKDlOs3HH3/M6tWriYmJ6VRfKyvr8Pm674Xsr/aXE6TXEqxVcDpr/eutVgv19U3U1rX/nhi323PeNhejXZAOxifEsPXLUt7O/fYHz4dmtVpa1RtIArk2COz6pDbQajWd+oCu2qmz8ePHs337dqqqqmhoaGDLli0kJib6t8fFxWE0Gtm1axcA2dnZJCYmYjAYsNvt5ObmApCVleXfLykpiaysLAByc3Ox2+0YDAbeeustduzYwf/+7/92OmR6gqMnaukfY0Gn7V43ApzLwBgL8YMi+Wx3GR9/KQ9zCiFUHNFER0fz8MMPM3PmTNxuN9OmTWPkyJGkp6czd+5cEhISyMzMZOHChdTV1REfH8/MmTMBeOKJJ8jIyODll18mNjaWZcuWATBv3jwyMjKYMmUKFouFzMxMFEXhpZdewmw2c8899/i//quvvkp0dLRa5V0yXp+P4ydqSRzVp6u70mHXXtkb73cvSutrNXNFXHhXd0kI0YU0ijz80K1PnRWX17Hojc9JT7maG+Jbj9asVgtHi6spKHS0sXeLa660tjv9vxrtrh4USeaaL/B4fTxx32jCzcbzHvdMcoqi5wrk+qS2bnTqTFwcR757NUB3mOOsM0KDDTyYmkB9o4eVWXvweH1d3SUhRBeRoOnmjp6oJcSoIzrS1NVd6bT+0RbumzyMA8WnePfDA13dHSFEF5HJqLq5I2U1DIi2oG3jFu/ubtzVMRw7Ucvmz4sYGBPGjSNju7pLQohLTEY03Zjb46OovK5bzNj8Q0y76QqGD+jFnzfv858KFEJcPiRourGSijq8PqXLXt18sei0WmbfHk94aBAvbdwtb+YU4jIjQdONHSlrufujp90IAC3vrHE1efy/tDotD0wdTq3LzR827qamvhlXkweP3CMgRMCTazTd2JGyGswhBnqHn39amO7m9DtrzjTmahuf7T7By1l7GHt1tLy3RojLgIxourHDpTUM7hPW5lxvPdEVceFcPbAX+46fpPBYdVd3RwhxCUjQdFP1jR7KKlwM7tOzr8+cy3VXWelrM7OzsJxv5B02QgQ8CZpu6siJGhQIyKDRajT8eGQsERYjb+UWUlxe19VdEkKoSIKmmzpc2nIb8OAefsdZWwx6LbdcH4fRoOP59V9xqq6pq7skhFCJBE03dbjkFLFRJkzBhq7uimpCgw3Muj2e2gY3L7y3m6bmwHr9thCihQRNN6QoCofLagLytNmZ+kdbmJUSz9ETNfxh427ccr+zEAFHgqYbcp5qpLbezeA+l8f0+tddaeW+icP45kgVf8z5ptvOpC2EuDASNN3Q4dJTAFxxGYxoTvvxNX2465Yh7Nzn5E95e/HJ2yuECBjypFw3dLikhiCDljhraFd35ZJKHtOf+kYPOduOogCP3DO6q7skhLgIJGi6ocNlNQyMCesRr27+oU5PVXPaT8f0w+31kbfjOM1v7mDGrUMxBQehD/xvhRABS4Kmm3F7fBx31PJTe7+u7solca6pamy9QrjuKiuff+ugtMLFw3ddQ6/Qzr+hUwjRPcjnxG7meHktHq9yWdxx1p4RgyJJvDaO4vI6Vqz9iupaec5GiJ5KgqabOVzy3YOal8kdZ+1JuKI3N18XR3l1A0++VcCh726SEEL0LBI03cyh0lP0shjpZZFTRQD9bGb+5+5RBBm0/G71F3yws0juSBOih5Gg6UYURWHf8ZNc1S+iq7vSrcT2DuXxe0dz9cBe/O/fDvDcu19SVdPY1d0SQnSQqkGTk5PD5MmTmTBhAqtXrz5re2FhIampqSQnJ7NgwQI8npa7j0pLS0lLS2PixInMmTMHl8sFQE1NDbNmzWLSpEmkpaXhdLa+iPzZZ59x7733qlmSqk5U1XPK1cyV/SO6uivdjjnEwLxpI7l34lUcLq3h8dc/58NdxXh9MpOAEN2dakHjcDhYvnw5a9asISsri7Vr13Lw4MFWbebPn8+iRYvYvHkziqKwbt06ABYvXsyMGTPIy8tjxIgRrFy5EoAVK1Zgt9vZtGkT06dPZ8mSJQD4fD7eeOMN/t//+3/4evAPnn1FJwFkRNMGjUZD0qg4fnP/aAZEm1n9wX6eeKOAPYcru7prQoh2qBY027ZtY9y4cURERGAymUhOTiYvL8+/vaSkhMbGRkaNGgVAamoqeXl5uN1uCgoKSE5ObrUeID8/n5SUFACmTp3K1q1bcbvdHDp0iEOHDvHUU0+pVc4lsf/4ScJCg4iJNHV1V7q16F4m5v/7tfwyNQGPx8eydV+x9J1dfHmwQq7fCNENqfYcTXl5OVar1b9ss9n4+uuv29xutVpxOBxUV1djNpvR6/Wt1p+5j16vx2w2U1VVxdChQ1myZAk7duy4oL5GRZkvaL+LSVEUDpScYuSQ3thsHb+12WQyYjG3/6png0F/3jYXu93FOpbFHEyQ0YCiO/sz0ajhMcQPtbH1i2I27zjGC+u/pn+Mhck3DCTxur5YTEHn/fpdyWq1dHUXVBXI9UltnaNa0Ph8vlavIFYUpdVyW9vPbAe0+SpjRVHQXoSn5ysr67p8IkdHdT2VpxoZGG3G6azt0D5Wq4X6+iZq69q/MO52e87b5mK3uxjHspiDqa1rpK6+6ayHOr9Pr4VJY/uj1WrI/2cJr2zczWt/3cOooVbGDLMRPyiSEGP3ejbZarV0+O+5Jwrk+qQ20Go1nfqArtr/vpiYGHbu3Olfdjqd2Gy2Vtu/fzG/oqICm81GZGQktbW1eL1edDpdq/1sNhsVFRXExMTg8XhwuVxERESoVcIldfqVxlcPjOzinvRMWq2G0cOjuWlUHMcdtXz6dRn/+NbBzr3l6HUahg3oRfzASK7sF0H/aPNlMb2PEN2FakEzfvx4XnzxRaqqqggJCWHLli2trqHExcVhNBrZtWsX119/PdnZ2SQmJmIwGLDb7eTm5pKSkkJWVhaJiYkAJCUlkZWVxezZs8nNzcVut2MwBMaLwfYcrqJ3eDDRvUK6uis9Xv9oCzN+auGunwzhYPEpvjhQwVcHK1h7uOVmFKNBx5C4MIb0jWBAtIX+0WZ6WYxtjpyFED+MakETHR3Nww8/zMyZM3G73UybNo2RI0eSnp7O3LlzSUhIIDMzk4ULF1JXV0d8fDwzZ84E4IknniAjI4OXX36Z2NhYli1bBsC8efPIyMhgypQpWCwWMjMz1er+JeXx+ig8Xs0NV0fLD7sf4MwJOgH6RlvoG20h5cZBnKxr4lDJKY6W1XKw+CR//fQIp0+Yhgbr6WczE9fbTEyUiejIEGIiTUSGBaOVvxMhfhBVT1ynpKT47xI77Y9//KP/z8OGDWP9+vVn7RcXF8fbb7991vqIiAheeeWVNr/e2LFjGTt27A/ocdc4VHKKpmYv8YOiurorPdq5Jug8l2m3DEHxKTQ2eyitcFHsdFHqrKPY6eLT3WU0uf/1SmmDXkt0rxCsESFEhQUTGRZMVHgwkWFGosKCCQsNkiAS4jy61xXSy9SeI1VoNRqGD+jV1V25LJwZSCFBOq6IC+eKuHAURaGhyUuczYyjqh5ndQOO6npOVNVTeKyaxmZvq2PptBp6WYyEm4MIMwVhMRmwmIKwmIII++7PphADBr2W0BA9QXodAEpVPfVnjL6MBr28DkEEJAmabuCrg5UMiQvDFCx/HV1No9FgCtbTP8ZCdU0jcdZQ/wvoFEXB7fHhanTjavBQ1+gmzGSktr6ZGlcz5ScbOFRaQ129u83nefQ6DUEGHaZgAwadBqNBhzFIh9Gg48p+EURajJhDDJhNBszBLb8bDTo5pSp6NPnJ1sXKq+spdtZx90+GdnVXxHloNC0hEWTQ0eu7Rw1GD48m9Ixbp32KQn2jxx9AFTWNfHOkiqZmL01uL03NXjw+BVeDm7oGN01uL81uH18fOvcMB3qdhtAQA5YQQ0sIfffr9LrQ0+tMLb+HmYIIDpJwEt2HBE0X++f+CgCuu7J3F/dEXIhz3YBwen2Y2UiY2UgfmwW3p/XUSKefETrN51O4elAkik+hrsFNXX1LCJ3rV7HTRV2Dm/pGN209/hVk0BIeGkS42djy+xl/jjAbCQsNIizUILd6C9VJ0HSxXfvLGRBtoXe43NbcE3XkBoRrrrS2ux1angMKMxtRfAph5vZfEeFTYNdeB4qi0OzxtRopNbm9NDR7CQ8Nor7Rw6m6JkorXOw9Vo2r8RyBCFhMBsJCgwg26jHqtRj0OoIM2pbRm77ld4Neh16vISRIR3CQnuDvfg8x6gk3BxFi1Ms1JtEmCZouVF3bxKGSGu5MHNzVXRHdQEfvmjsdXBrNd9d4DLqz2oyJj0E5Y7jj9vj8p/NOuZqpdTXj+t4pvsZmL41uLzX1bprdXpo9Pv/vZ47IzmTQaYkMb7kTr3d4CEMH9MJi1BMbZSIqXG4Rv9xJ0HShf3x7AoDRw2znaSlE53QktIxBOn58bdxZgXQuHq/Cjm/K/KFz+leT20tDk4f6Rg/GIB3VtU0cdzjZ+lWpf1+DTovtu+eS+vQOZWBsOAOjzUSYg+Q60mVCgqaLKIrCZ7tPMCQuXGZrFl2mM6Oo0zdCtNfm9LH0Bj0l5TXU1LWMnk65mtl7rJpd+/71tcwhBvrZzK1+xUaFYpDzbwFHgqaLHCmrpbTCxb0Tr+rqrghx0YUY9UT3MhHdq/WHqGa3l5jeoRQ76iipcFHidPH3f5bg9racmtNqNUT3CqH/d1MDtQSQhfDQ7j0Tt2ifBE0X+XR3GUF6LaOHRXd1V4S4ZIIMOvpFW6g61cjQvuEM7RuOT1GodTVTVdtE9Xe/9h2vZse3Dv9+YSaDP3T62cz0tZmJjTKhP8frI0T3I0HTBeoa3GzfcwL7MJs8pCkue1qNpuXWa7ORQbEt68bEx1Dnav5u1FNHidNFSYWLfbuK8HhbrinpdRr69DYzINrcagQUHCT/p7ob+RvpAh9/WUKT20vymP5d3RUhuqUmt5dvj7a8OsMcYuCq/hFc1T8Cn0+hxj/6acTjVfjiQAWffF0GtNyubYs0MeC70GmZndtCmJx661ISNJeY2+PjbzuLGTEokn62rn+zpxA9iVarIcJiJMJiBMIYEx+Dz+vjZF0TxeUuip11FJfXcbDkFJ8Xlvv3izAH+Uc9/W0W+sdYsIYHy11vl4gEzSX28ZclnHI1859jZTQjxA915l1zvcOD6R0ezKihvWlq9lJd20RVTSMajYbSChd7Dlf556ELMerpbzPTL/pfIx+57qMOCZpLyNXoJvvTI1w9sBdXy0zNQqjKGKQjJspETJTJ/wBrs8dLWUU9xeV1/tHPx1+W+h9I1eu0xFlD6W8zMyDGwpC4cPpazWi1MvL5ISRoLqG/fnqU+kYPd90yVIbsQlxCZ458ggxaBvcJY3CfMHxKy3WfXmHBFDvqKCqvY9d+p/+6T4hRx6DYMP+rJK41yo/NzpLv2CWy73g1f9tZRNKoPnJtRohuRKvREGE2MnJIbxSfQpw1FEWx4WrwUH6yHkdVAyVOF98erQZaRj1X9QsnflAUCYMj6dM7VD44nocEzSXganTzx/e/xdorhJ/dMqSruyOEOA+NRtPy2gVTOIP7hAPQ2OyhvLoBnV7Ht4crWff3g6z7e8uNBsMHRjJ8QC+u6t8LU7BMMHomCRqVNbm9vLD+a07VNfPoz6+Xe/yF6KGCg/T0j7Zgj48lLsqEq8FNaYWL0goXO/eWs33PCTQasEaEMObqaK4faqV/tFlGO0jQqKqhycPLWXs4WHyK/7o9nsF9wrq6S0KIiyQ0xMDQfhEM7dfyfE/FqQb/g6Xvf3aU9z87SnhoECMGR5IwOIr4QZGEBhu6uttdQoJGJSUVLl7J3kNZRT33ThrGmOEy1YwQgUqr1WDrZcLWy8S1V1q5qn8vDpecYvfhSr48UMFnu0+g1WgYHBdGwuAoRg6Oop/t8rmbTdWgycnJ4eWXX8bj8XDvvfeSlpbWanthYSELFizA5XJht9tZvHgxer2e0tJS5s+fT2VlJYMGDSIzM5PQ0FBqamp45JFHKCoqIjIykhUrVmC1WmlubmbBggXs2bOH4OBgMjMzueKKK9QsrU1VNY1sKSjiw13FBAfpePiua4gfGNklfRFCdI1wi5FRV1oZdaUVr0/h2Ikavj1azbdHqti49TAbtx7GaGi5m21I33CGxIUxMCYsYGcwUC1oHA4Hy5cvZ8OGDQQFBXH33XczduxYhgz518Xw+fPn8/TTTzNq1Cgee+wx1q1bx4wZM1i8eDEzZsxgypQpvPTSS6xcuZL58+ezYsUK7HY7r776KllZWSxZsoQVK1bw9ttvExISwqZNmygoKODRRx9l3bp1apXWSn2jh2JnHccctew+VMm3R6tRUPhRQizTbrqCMFNg/sMRQrTtXK9fiO4VQnSvOBqaPJRV1uM82YCr0U3u9mP+h0jNIQb6RJmI7R1KbFQoUWFGIsxGellaXr3dUx8mVS1otm3bxrhx44iIiAAgOTmZvLw8HnzwQQBKSkpobGxk1KhRAKSmpvLCCy8wffp0CgoKeOmll/zrf/7znzN//nzy8/NZvXo1AFOnTuXJJ5/E7XaTn5/PvHnzABg9ejRVVVWUlpbSp0+fDvX1Qoevq7L3cKi0xr8cFR7MtJuv4Iaro+kVFnxBx+wsvU6L6TznfTvS5mK3uxjHCjHq8XoMPbb/7bU5Xdul/Jpqt/t+m3PVd6HHulTtOn4szQ86linYQNR3r26/ZkhvdBoNReW1lFbWU15dj6O6gWMnaik8Vn32vkY9xu+9TtsYpMOg06LVatBpNWi1GvQ6rf/POq0GDRr89yNo/vWbRgND4v51V91pHfl52NmfmaoFTXl5OVbrv96VbrPZ+Prrr9vcbrVacTgcVFdXYzab0ev1rdafuY9er8dsNlNVVXXOY504caLDQdOrV+gF1fjY/eMuaL+LqW9sOH1jw8/bbnDfjs1EcDHbdddjdcXX7On974qv2Z373y/6/Df2dPRYALEx3edGoaioi/+cn2rjMJ/P1+q2PkVRWi23tf3MdkCbtwcqioJWqz1rn9PrhRBCdD3VfhrHxMTgdP7rHKXT6cRms7W5vaKiApvNRmRkJLW1tXi93rP2s9lsVFRUAODxeHC5XERERBAdHU15eflZxxJCCNH1VAua8ePHs337dqqqqmhoaGDLli0kJib6t8fFxWE0Gtm1axcA2dnZJCYmYjAYsNvt5ObmApCVleXfLykpiaysLAByc3Ox2+0YDAaSkpLIzs4GYOfOnRiNxg6fNhNCCKEujaJ8d7uDCnJycli1ahVut5tp06aRnp5Oeno6c+fOJSEhgb1797Jw4ULq6uqIj49n6dKlBAUFUVJSQkZGBpWVlcTGxrJs2TLCw8M5efIkGRkZFBUVYbFYyMzMpG/fvjQ1NbFo0SL27NlDUFAQTz/9NPHx8WqVJYQQohNUDRohhBBCrpgLIYRQlQSNEEIIVUnQCCGEUJUEjRBCCFVJ0PRQOTk5TJ48mQkTJvin5ekJ/vCHPzBlyhSmTJnCs88+C7RMV5SSksKECRNYvny5v21hYSGpqakkJyezYMECPB4PAKWlpaSlpTFx4kTmzJmDy+Xqklra8rvf/Y6MjAwgsGr76KOPSE1NZdKkSTz99NNA4NSXnZ3t/3f5u9/9Duj5tdXV1TF16lSKi4uBi1dPTU0Ns2bNYtKkSaSlpbV6HrJNiuhxTpw4odx8881KdXW14nK5lJSUFOXAgQNd3a3z+uyzz5S77rpLaWpqUpqbm5WZM2cqOTk5SlJSknL8+HHF7XYr999/v5Kfn68oiqJMmTJF+eKLLxRFUZRHH31UWb16taIoijJr1izl/fffVxRFUf7whz8ozz77bJfUcy7btm1Txo4dq/z6179WGhoaAqa248ePKzfeeKNSVlamNDc3K//+7/+u5OfnB0R99fX1yujRo5XKykrF7XYr06ZNUz788MMeXduXX36pTJ06VYmPj1eKioou6r/FxYsXK6tWrVIURVE2btyozJs377z9kRFND/T9CUtNJpN/wtLuzmq1kpGRQVBQEAaDgSuuuIKjR48yYMAA+vXrh16vJyUlhby8vHNOupqXl4fb7aagoIDk5ORW67uDkydPsnz5cmbPng3A119/HTC1ffDBB0yePJmYmBgMBgPLly8nJCQkIOrzer34fD4aGhrweDx4PB7MZnOPrm3dunU88cQT/hlSLua/xfz8fFJSUoCWyY23bt2K2+1utz/y4rMe6HwTlnZXQ4cO9f/56NGjbNq0iZ///Odn1eJwOC5o0tWutmjRIh5++GHKysqAc/899dTajh07hsFgYPbs2ZSVlXHTTTcxdOjQgKjPbDYzb948Jk2aREhICKNHj+7xf3dLlixptXwx62lrcuPo6LZf7igjmh7ofBOWdncHDhzg/vvv51e/+hX9+vU7Zy0XY9LVS+kvf/kLsbGx3HDDDf51bdXQ02qDlk/927dv55lnnmHt2rV8/fXXFBUVBUR9e/fu5b333uPvf/87n3zyCVqtlqNHjwZEbaep+W9R6cAkxjKi6YFiYmLYuXOnf/nMCUu7s127djF37lwee+wxpkyZwueff37OyVc7MumqTqfrNrXn5ubidDq5/fbbOXXqFPX19ZSUlKDT6fxtemptAL179+aGG24gMrLlbbG33noreXl5AVHfp59+yg033EBUVBTQcpro9ddfD4jaTmtrkuMLqef05MYxMTGtJjduj4xoeqDzTVjaXZWVlfGLX/yCzMxMpkyZAsA111zDkSNHOHbsGF6vl/fff5/ExMQLmnS1K7355pu8//77ZGdnM3fuXG655RZee+21gKgN4Oabb+bTTz+lpqYGr9fLJ598wsSJEwOivmHDhrFt2zbq6+tRFIWPPvooYP5dnnYx62lrcuP2yFxnPdS5Jizt7p5++mnee+89+vfv71939913M3DgQJYuXUpTUxNJSUk8+uijaDSaTk+62l1s2LCBzz//nN/+9rds3749YGpbv349b731Fm63mx/96EcsXLiQHTt2BER9r776Khs2bMBgMJCQkMATTzzBP//5zx5f2y233MKf//xn+vbte9H+LbY1uXF7JGiEEEKoSk6dCSGEUJUEjRBCCFVJ0AghhFCVBI0QQghVSdAIIYRQlTywKcQZnn76aQoKCgA4dOgQcXFxBAcHA7B27Vr/n0/Lz8/nq6++Yt68ee0e95577vHPhguwceNG3n33XRobG3G73Vx//fXMnz+fsLAwXnzxRaqrq1m0aJEKFQpxaUnQCHGGhQsX+v98yy23kJmZSUJCQpvtd+/ezalTpzr1NV555RW2bt3KSy+9RO/evXG73TzzzDPMnj2bNWvWXHDfheiOJGiE6KCXXnqJ//u//0On0zFo0CAef/xxSktLeffdd/F6vVgsFv7rv/6L3/zmNxw7doyTJ08SGhpKZmYmgwcP9h+nvr6eVatWsXHjRnr37g2AwWDgV7/6FR988AHNzc0AHD58mHvuuQen00nv3r1ZtmwZNpuNv//976xatYrm5maqqqq44447eOihh9ixYwdLlizBZDLhcrl47733eOutt1i/fj2hoaHY7XY+/PBDPvroI5qbm8nMzKSgoACv18vVV1/NwoULMZvNrFmzhnfffReDwYDRaOTJJ59kyJAhXfI9F4FBrtEI0QHvvfcen3zyCevXrycnJ4ehQ4eSkZHBNddcw913383kyZN5+OGH2bp1K2FhYaxdu5bNmzczYsSIs15Md/jwYYKDgxk4cGCr9SEhIdx2220EBQUBUFRUxPPPP09eXh5hYWH85S9/QVEU3njjDX7729+yYcMG1q5dy6uvvkpVVRXQMmHpc889R05ODjt27GDDhg2sX7+eDRs2tHoR16uvvopOp2PDhg389a9/xWazkZmZidfr5ZlnnuG1117jvffe42c/+5l/ehIhLpSMaITogK1bt5KamorJZAJg5syZvPLKK/7Rx2kTJ06kX79+vP322xw7dozPP/+ca6+9tlUbrVaLz+c779f80Y9+5J/EctiwYVRVVaHRaHjllVfIz8/n/fff59ChQyiKQkNDAwCxsbHExcUB8PHHHzNx4kTCwsIASEtL4x//+AfQcl2ptraWbdu2AeB2u4mKikKn0zFx4kTuvvtubrrpJm688UaSkpIu9NsmBCBBI0SHnDmdus/n87/y9vvWrFnDunXrSEtLIyUlhYiICP+rdE8bMmQIHo+Ho0ePthrVNDU18eCDD/pfk3z6XSCAf+r2+vp67rzzTm699Vbsdjv/9m//xt/+9jdOzyR1OghP7//9Gaa+Pxuxz+fjscce84eIy+WiqakJgMzMTPbv38+2bdt49dVXyc7O5vnnn+/090yI0+TUmRAd8OMf/5j33nuP+vp6AN5++21Gjx5NUFAQOp3OHzqffvopd955J9OnT2fQoEF89NFHeL3eVscKCgoiPT2dBQsWUFFRAUBzczPPPPMMDQ0N7b5A6tixY9TV1fHQQw9xyy23sGPHDpqbm885QkpKSmLLli3U1tYCLZNinnbjjTeyevVq/76PP/44y5Yto6qqiqSkJCIiIrjvvvt46KGH2L179w/75onLnoxohOiAadOmUVZWxvTp0/H5fAwYMIDMzEwAxo0bxyOPPMJTTz3F/fffz6JFi/w/1EeNGsX+/fvPOt7s2bMJCQnhgQceAFpGM2PGjGHlypXt9uOqq67ipptuYtKkSQQFBXHllVcyZMgQjh075r+2c9oNN9zAz372M+666y6Cg4MZOnQoISEhAPz3f/83v/vd77jzzjvxer0MHz6cjIwMzGYzc+bM4b777iM4OBidTucfYQlxoWT2ZiEC1O7du/niiy+YOXMm0PLOnK+++ooVK1Z0bcfEZUeCRogAVVdXx2OPPcbhw4fRaDTExsby1FNPtXtqTgg1SNAIIYRQldwMIIQQQlUSNEIIIVQlQSOEEEJVEjRCCCFUJUEjhBBCVRI0QgghVPX/AWQ8H7K4Xk+GAAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.distplot(numeric_data[\"TotalCharges\"])" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Die Kurve flacht nach hinten hin extrem stark ab.\n", - "- Es sind \u00c4hnlichkeiten mit der Exponentialverteilung zu erkennen. -> Test der logarithmischen Transformation zur Erreichung einer Normalverteilung.\n", - "- Es ist fraglich, ob es Ausrei\u00dfer im hinteren Teil gibt. -> Boxplot\n" - ] - }, - { - "cell_type": "code", - "execution_count": 153, - "metadata": { - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "# Boxplot f\u00fcr TotalCharges erstellen, um sicherzustellen, dass keine Ausrei\u00dfer vorhanden sind.\n", - "plt.boxplot(numeric_data[\"TotalCharges\"])\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Boxplot zeigt keine Ausrei\u00dfer.\n", - "- Dies bedeutet, dass auch bei den Gesamtkosten keine Ausrei\u00dfer festgestellt werden k\u00f6nnen.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 154, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" - ] - }, - "execution_count": 154, - "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": [ - "# logarithmic transformation\n", - "log_charges = np.log(data_no_mv[\"TotalCharges\"])\n", - "sns.distplot(log_charges)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Auch die Transformation mit Hilfe des Logarithmus f\u00fchrt nicht zu einer Normalverteilung.\n", - "- Vor weiteren Transformationen sollte zun\u00e4chst die Korrelation mit anderen Variablen untersucht werden.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 155, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" - ] - }, - "execution_count": 155, - "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(data_no_mv[data_no_mv.Churn == 'No'][\"TotalCharges\"],\n", - " bins=10,\n", - " color='orange',\n", - " label='Non-Churn',\n", - " kde=True)\n", - "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"TotalCharges\"],\n", - " bins=10,\n", - " color='blue',\n", - " label='Churn',\n", - " kde=True)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "\n", - "Die Verteilung ist \u00fcber die gesamte Bandbreite der Kosten sowohl bei den abwandernden als auch bei den nicht abwandernden Kunden nahezu identisch.\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Korrelationsanalyse" - ] - }, - { - "cell_type": "code", - "execution_count": 156, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:>" - ] - }, - "execution_count": 156, - "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": [ - "# correlation between continous features\n", - "feature_corr = numeric_data.drop(\"SeniorCitizen\", axis=1).corr()\n", - "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die Korrelationsmatrix zeigt, dass die Attribute \"Tenure\" und \"TotalCharges\" eine kritische positive Korrelation von \u00fcber 0,8 aufweisen. Diese Beziehung wird sp\u00e4ter im Zusammenhang mit der Multikollinearit\u00e4t erneut untersucht und muss entfernt werden." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Streudiagramme mit kontinuierlichen Merkmalen und Ziel" - ] - }, - { - "cell_type": "code", - "execution_count": 157, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='tenure', ylabel='MonthlyCharges'>" - ] - }, - "execution_count": 157, - "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_no_mv, x=\"tenure\", y=\"MonthlyCharges\", hue=\"Churn\")" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Das Streudiagramm deutet darauf hin, dass Kunden im oberen linken Bereich, d. h. Kunden mit hohen monatlichen Kosten und kurzer Betriebszugeh\u00f6rigkeit, am ehesten abwandern." - ] - }, - { - "cell_type": "code", - "execution_count": 158, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<AxesSubplot:xlabel='tenure', ylabel='TotalCharges'>" - ] - }, - "execution_count": 158, - "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_no_mv, x=\"tenure\", y=\"TotalCharges\", hue=\"Churn\")" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Es besteht eine rein logische, lineare Beziehung zwischen der Dauer der Betriebszugeh\u00f6rigkeit und den in Rechnung gestellten Gesamtkosten. Je l\u00e4nger eine Person Kunde ist, desto mehr monatliche Betr\u00e4ge musste sie bereits zahlen." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 2.4.2. Kategorische Merkmale" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Abwanderung (Ziel)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Zun\u00e4chst wird die Verteilung der Zielvariablen Churn untersucht." - ] - }, - { - "cell_type": "code", - "execution_count": 159, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Abwanderung im Vergleich zur Nicht-Abwanderung')" - ] - }, - "execution_count": 159, - "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": [ - "# produce pie chart for churn\n", - "# generate procentage relationship\n", - "churn_rate = data_no_mv.Churn.value_counts() / len(data_no_mv.Churn)\n", - "\n", - "# Plot\n", - "labels = 'Keine Abwanderung', 'Abwanderung'\n", - "fig, ax = plt.subplots()\n", - "ax.pie(churn_rate, labels=labels, autopct='%.f%%') \n", - "ax.set_title('Abwanderung im Vergleich zur Nicht-Abwanderung')" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "- Die Abwanderungen machen etwa 27 % des gesamten Datensatzes aus, w\u00e4hrend die Nicht-Abwanderungen etwa 73 % ausmachen.\n", - "- Dies ist ein unausgewogener Datensatz und eine andere Metrik muss in der Bewertungsphase verwendet werden.\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Geschlecht" - ] - }, - { - "cell_type": "code", - "execution_count": 160, - "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=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die Abwanderungsrate zwischen M\u00e4nnern und Frauen ist ungef\u00e4hr gleich hoch." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Senioren" - ] - }, - { - "cell_type": "code", - "execution_count": 161, - "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=\"SeniorCitizen\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Bei Kunden, die als Senioren eingestuft werden, ist die Wahrscheinlichkeit h\u00f6her, dass sie abwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Partner" - ] - }, - { - "cell_type": "code", - "execution_count": 162, - "metadata": { - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEJCAYAAABohnsfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAfO0lEQVR4nO3de1iUdf7/8efAcFIwD80IkV+/ymp+F7b0K+VhDSu/HlKpPOyVgrJWllm6ZQaLghKax8jSTawtO/w8lKwHaA0xf7lrPzK/EdeuZetWW0IJLgyKyqAgzMzvj3KSPN0ow6C+HtfFBffnPr2H64bX3J/P3PdtcrlcLkRERAzw8XYBIiJy5VBoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcPM3i7A0yorq3E6dSmKiIgRPj4m2rVrfd75V31oOJ0uhYaISBNR95SIiBim0BAREcOu+u4pEZFL4XK5qKy0cepUDXD1dXH7+poJDm5LUND5xy/ORaEhInIOdvsxTCYTHTveiMl0dXXKuFwu6upOcfSoDaBRwXF1/SZERJrIyZN2QkLaXnWBAWAymfD3D6BtWwt2+9FGrXv1/TZERJqA0+nA1/fq7ozx8/PH4ahv1DoKDRGR8zCZTN4uwaMu5fVd3THaBELaBBIY4OftMlqEmto6qo7XeLsMkRbN4XDwpz+9zY4d23E4HNTX19G//+1Mnvwozz23kC5dIoiLm+jtMi+ZQuMiAgP8iEta5+0yWoT1S+OpQqEhciEZGYupqjrO8uWrCA4O5uTJk8ybl8qSJfPx8fH1dnmXTaEhItJEDh0qZceObeTk5NG6dTAAQUFBPP30LD7/fC8fffT/2LfvMx599EGOHDlM164RpKUtICgoiAEDotm69f/Stm1bAPf0t9/+i+XLnycoKIiTJ0/w2GNP8Oabr3LDDeF8++031NfXk5g4m5tv7tksr1FjGiIiTeTLL/fTpUtXd2Cc1qHD9dxxxyAAbLZyXnwxk7ff3kx5eTm7du286HYPHPiGZ55ZwFtvvYOfnx//+McXjBs3gTfeWM/w4ffwxz9meuT1nItCQ0SkiZhMPhe9111MzB0EBgbi6+tL164RVFZWXnS7VmtHQkPD3NMdO4bSrdtNANx0Uw+OHz92eYU3gkJDRKSJREZGUVx8gBMnqhu022zlJCY+QW1tbYOP8ZpMJlyun0Lm9M91dXUN1g8KCmowHRAQ0GD6zG14mkJDRKSJXH+9hcGD72bhwnlUV9sBqK628/zzi2nT5rqz/tmfqW3bdvzzn/8AYMeOvGap91JoIFxEpAnNnPl73nprNY8++iC+vmbq6k5x++138NBDU1i6dMF513vyyadZtmwpISHBREf3oUOH65uxauNMruY8r/GCw4ftl/U8DYslRB+5/dH6pfHYbFXeLkOkWfz738WEhnb2dhke9/PX6eNjokOH4PMur+4pERExTKEhIiKGKTRERMQwhYaIiBim0BAREcM8+pHbl156iW3btgEwcOBAkpKSmDVrFoWFhe6LVaZNm8bgwYPZv38/KSkpVFdXEx0dTXp6OmazmdLSUhITEzl8+DBdunQhIyOD1q0b93hCERFpGh4709i9ezf5+fls2bKF7OxsvvjiC3bs2MG+fftYu3YtOTk55OTkMHjwYAASExOZO3cu27dvx+VykZWVBUB6ejpxcXHk5eURFRVFZmbz3WNFREQa8lhoWCwWkpOT8ff3x8/Pj4iICEpLSyktLWX27NnExsayYsUKnE4nJSUl1NTU0LNnTwBGjx5NXl4edXV1FBQUMHTo0AbtIiLNLaRNIBZLSJN/hbQJNLT/Q4dKGTAgmoKCPQ3ax46N5dChUk+85HPyWPdUt27d3D8XFRWxbds21q1bxyeffEJaWhohISFMmTKFjRs30q1bNywWi3t5i8VCWVkZlZWVBAcHYzabG7Q3xoUuUpHGs1hCvF2CSLMoL/fBbP7pfbWnnq2zfmk8J82nLrqcr68PZrOZJUsWsG5dVoNu+h/mXdo5gI+PT6P+rj1+G5Gvv/6aKVOmkJSURNeuXVm5cqV73sSJE8nOziYiIqLBYwddLpf7Rl4/fxxhYx9P2BRXhMtPdEW4XCucTif19c5m2ZeR/TgcTq6/3sKtt/bhxReX8fvfpzSY9/rrr/H++9vw8fHh1lv78thjv8PX9+IPfXI6nQ3+rr16RXhhYSGTJk1i5syZjBo1ii+//JLt27e757tcLsxmM6GhodhsNnd7RUUFVquV9u3bU1VVhcPhAMBms2G1Wj1ZsohIizZt2pN88snHDbqp9uzZTX7+h7z22hpef30dJSXfk529ySP791hoHDp0iMcff5yMjAxGjBgB/BASCxcu5NixY9TV1bFhwwYGDx5MeHg4AQEBFBYWApCTk0NMTAx+fn5ER0eTm5sLQHZ2NjExMZ4qWUSkxWvdOpjf/z6VJUsWuG/BXlj4Cf/zP0MJDAzEbDYzYsQ9FBYWeGT/HuueWr16NbW1tSxevNjdNm7cOB555BHGjx9PfX09Q4YMYeTIkQBkZGSQmpqK3W4nMjKShIQEANLS0khOTmbVqlWEhYWxbNkyT5UsInJFuO22vtx6ax/+8IcXAc7qgne5wOGo98i+PRYaqamppKamnnNefHz8WW09evRg48aNZ7WHh4ezZs2aJq9P5EoX0iaQwAA/b5fRItTU1lF1vMbbZTSradOeJCFhHEeOHKZ372i2b9/GvfeOwtfXTG7uu/z3f0d7ZL96nobIFcpTn+a5Eq1fGk8Vng2Nmto61i89+w1vU2z3UpzupnrqqWn07387VVVVPPRQAg5HPbfd1pcxY+5v4kp/oNAQETGg6niNx4PpQsLCbmDjxj83aLvttr7k538KwKRJk5k0abLH69C9p0RExDCFhoiIGKbQEBERwxQaIiJimEJDREQMU2iIiIhh+sitiIgB7a7zx+wf0OTbrT9VS+WxC9/ldtmyJRw5cphnn13qbvvkkz0899wi3nprPa1aNd+D6RQaIiIGmP0DKFza9NdB9E56DbhwaDz66HR++9tx5OfvYsCAgZw8eZKMjEXMmjWnWQMDFBoiIi1eq1atSEpKYdGiefTufRuvvfYyAwbEEBQUxNSpD1FbW8N117UlMXE2N9wQzjvvrGXbtvfw8THxX/8VSVJSysV3YpBCQ0TkCnDrrX3o06cfCxemU1x8gMzM1Tz++MMsWfICoaGh/O//fsySJQtYtuwPrF37JtnZefj4+LB48XxstnIslqZ5rIRCQ0TkCjFt2pOMGTOShQszKC//N6WlB0lOfso9v7q6Gl9fX6Kibmby5ARuv30g48bFN1lggEJDROSK0bp1MMHBIYSF3YDdbueGG8J58831ADgcDiorjwCwaNHzfPHF5+zZs5uZM3/H3Lnz6dWrd5PUoI/ciohcgTp3/k+OHz/O3r1/A+C9997lmWdSqKysZMKE39C16y+YPPlRbr21D99883WT7VdnGiIiVyB/f3/mz1/M8uUZnDp1ilatWpOamk67du24555RPPxwAgEBgfzHf3RmxIh7m2y/Cg0REQPqT9X++PHYpt9uY5x5e/SoqJt59dX/c9Yy998fz/33N/2zP0ChISJiyA8X4F34eoprgcY0RETEMIWGiIgYptAQETkPl8vl7RI8yuVyAqZGraPQEBE5B7PZn+rq41dlcLhcLurr6zh6tAJ//8BGrauBcBGRc2jXzkJlpQ27/ai3S/EIHx9fgoKCCQ6+rlHrKTRERM7B19fM9deHebuMFkfdUyIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGeTQ0XnrpJUaMGMGIESNYuvSHB6Lv3r2b2NhYhgwZwgsvvOBedv/+/YwePZqhQ4eSkpJCfX09AKWlpcTHxzNs2DCmTp1KdXW1J0sWEZEL8Fho7N69m/z8fLZs2UJ2djZffPEFW7duZfbs2WRmZpKbm8u+ffvYtWsXAImJicydO5ft27fjcrnIysoCID09nbi4OPLy8oiKiiIzM9NTJYuIyEV4LDQsFgvJycn4+/vj5+dHREQERUVFdO7cmU6dOmE2m4mNjSUvL4+SkhJqamro2bMnAKNHjyYvL4+6ujoKCgoYOnRog3YREfEOj13c161bN/fPRUVFbNu2jQkTJmCxWNztVquVsrIyysvLG7RbLBbKysqorKwkODgYs9ncoL0xOnQIvsxXImeyWEK8XYLIOenYbB4evyL866+/ZsqUKSQlJeHr60tRUZF7nsvlwmQy4XQ6MZlMZ7Wf/n6mn09fzOHDdpzOS793jA7Ehmy2Km+XID/SsdmQjs2m4eNjuuCbbY8OhBcWFjJp0iRmzpzJqFGjCA0NxWazuefbbDasVutZ7RUVFVitVtq3b09VVRUOh6PB8iIi4h0eC41Dhw7x+OOPk5GRwYgRIwC45ZZbOHDgAMXFxTgcDrZu3UpMTAzh4eEEBARQWFgIQE5ODjExMfj5+REdHU1ubi4A2dnZxMTEeKpkERG5CI91T61evZra2loWL17sbhs3bhyLFy9m+vTp1NbWMnDgQIYNGwZARkYGqamp2O12IiMjSUhIACAtLY3k5GRWrVpFWFgYy5Yt81TJIiJyESbX1Xiz+DM0xZhGXNK6JqzoyrV+abz6jVsQHZs/0bHZdLw6piEiIlcXhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwQ6FRVlZ2Vtu//vWvJi9GRERatguGxtGjRzl69CgPP/wwx44dc09XVFQwbdq05qpRRERaCPOFZs6cOZOPPvoIgD59+vy0ktnM0KFDPVuZiIi0OBcMjdWrVwMwa9YsFi1a1CwFiYhIy3XB0Dht0aJFlJSUcOzYMVwul7s9MjLyguvZ7XbGjRvHyy+/zI033sisWbMoLCwkKCgIgGnTpjF48GD2799PSkoK1dXVREdHk56ejtlsprS0lMTERA4fPkyXLl3IyMigdevWl/FyRUTkchgKjRUrVrB69Wo6dOjgbjOZTHzwwQfnXWfv3r2kpqZSVFTkbtu3bx9r167FarU2WDYxMZFnn32Wnj17Mnv2bLKysoiLiyM9PZ24uDhGjBjBypUryczMJDExsZEvUUREmoqhT09lZ2fz/vvvs3PnTvfXhQIDICsri7S0NHdAnDx5ktLSUmbPnk1sbCwrVqzA6XRSUlJCTU0NPXv2BGD06NHk5eVRV1dHQUGBe+zkdLuIiHiPoTONsLAwOnbs2KgNL1iwoMF0RUUFffv2JS0tjZCQEKZMmcLGjRvp1q0bFovFvZzFYqGsrIzKykqCg4Mxm80N2hurQ4fgRq8j52exhHi7BJFz0rHZPAyFRr9+/Vi6dCmDBg0iMDDQ3X6xMY0zderUiZUrV7qnJ06cSHZ2NhEREZhMJne7y+XCZDK5v5/p59NGHD5sx+l0XXzB89CB2JDNVuXtEuRHOjYb0rHZNHx8TBd8s20oNDZv3gzQoHvoYmMaP/fll19SVFTk7m5yuVyYzWZCQ0Ox2Wzu5SoqKrBarbRv356qqiocDge+vr7YbLazxkJERKR5GQqNnTt3XvaOXC4XCxcupG/fvrRq1YoNGzYwatQowsPDCQgIoLCwkN69e5OTk0NMTAx+fn5ER0eTm5tLbGws2dnZxMTEXHYdIiJy6QyFxhtvvHHO9gceeMDwjnr06MEjjzzC+PHjqa+vZ8iQIYwcORKAjIwMUlNTsdvtREZGkpCQAEBaWhrJycmsWrWKsLAwli1bZnh/IiLS9AyFxldffeX++dSpUxQUFNCvXz9DOzjzLCU+Pp74+PizlunRowcbN248qz08PJw1a9YY2o+IiHie4Yv7zlRWVkZKSopHChIRkZbrkm6N3rFjR0pKSpq6FhERaeEaPabhcrnYt29fg6vDRUTk2tDoMQ344WK/pKQkjxQkIiItV6PGNEpKSqivr6dz584eLUpERFomQ6FRXFzMY489Rnl5OU6nk3bt2vHKK68QERHh6fpERKQFMTQQPm/ePCZPnkxBQQGFhYVMnTqV9PR0T9cmIiItjKHQOHz4MKNGjXJPjxkzhsrKSo8VJSIiLZOh0HA4HBw9etQ9feTIEU/VIyIiLZihMY0JEyZw//33c/fdd2MymcjNzeW3v/2tp2sTEZEWxtCZxsCBAwGoq6vjm2++oaysjMGDB3u0MBERaXkMnWkkJycTHx9PQkICtbW1vP3228yePZtXX33V0/WJiEgLYuhMo7Ky0n3n2YCAACZNmtTgGRgiInJtMDwQfuajVisqKnC5Lv1peCIicmUy1D01adIk7rvvPm6//XZMJhO7d+/WbURERK5BhkJj7NixREVFsWfPHnx9fXnooYfo3r27p2sTEZEWxlBowA8PSurRo4cnaxERkRbOcGiIiLRUzvo6LJYQb5fRItSfqqXy2CmPbV+hISJXPB+zH4VLJ3u7jBahd9JrgOdC45Ke3CciItcmhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBjm0dCw2+2MHDmSgwcPArB7925iY2MZMmQIL7zwgnu5/fv3M3r0aIYOHUpKSgr19fUAlJaWEh8fz7Bhw5g6dSrV1dWeLFdERC7CY6Gxd+9exo8fT1FREQA1NTXMnj2bzMxMcnNz2bdvH7t27QIgMTGRuXPnsn37dlwuF1lZWQCkp6cTFxdHXl4eUVFRZGZmeqpcERExwGOhkZWVRVpaGlarFYDPPvuMzp0706lTJ8xmM7GxseTl5VFSUkJNTQ09e/YEYPTo0eTl5VFXV0dBQQFDhw5t0C4iIt7jsbvcLliwoMF0eXk5FovFPW21WikrKzur3WKxUFZWRmVlJcHBwZjN5gbtjdWhQ/AlvgI5F91+WqTl8+TfabPdGt3pdGIymdzTLpcLk8l03vbT38/082kjDh+243Re+vPM9U+yIZutytslyI90bMr5XM7fqY+P6YJvtpvt01OhoaHYbDb3tM1mw2q1ntVeUVGB1Wqlffv2VFVV4XA4GiwvIiLe02yhccstt3DgwAGKi4txOBxs3bqVmJgYwsPDCQgIoLCwEICcnBxiYmLw8/MjOjqa3NxcALKzs4mJiWmuckVE5ByarXsqICCAxYsXM336dGpraxk4cCDDhg0DICMjg9TUVOx2O5GRkSQkJACQlpZGcnIyq1atIiwsjGXLljVXuSIicg4eD42dO3e6f+7Xrx/vvvvuWcv06NGDjRs3ntUeHh7OmjVrPFqfiIgYpyvCRUTEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDPP6McLl6OOvrsFhCvF1Gi1B/qpbKY6e8XYZIs1NoiGE+Zj8Kl072dhktQu+k1wCFhlx71D0lIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExzCsX902cOJEjR45gNv+w+3nz5lFdXc2iRYuora3l7rvvZsaMGQDs37+flJQUqquriY6OJj093b2eiIg0r2b/7+tyuSgqKuIvf/mL+59/TU0Nw4YNY82aNYSFhTFlyhR27drFwIEDSUxM5Nlnn6Vnz57Mnj2brKws4uLimrtsERHBC91T3377LQAPPvgg99xzD2vXruWzzz6jc+fOdOrUCbPZTGxsLHl5eZSUlFBTU0PPnj0BGD16NHl5ec1dsoiI/KjZzzSOHz9Ov379mDNnDnV1dSQkJDB58mQsFot7GavVSllZGeXl5Q3aLRYLZWVljdpfhw7BTVa7yJl080ZpqTx5bDZ7aPTq1YtevXq5p8eOHcuKFSvo3bu3u83lcmEymXA6nZhMprPaG+PwYTtOp+uS69U/Bjkfm63Kq/vXsSnncznHpo+P6YJvtpu9e+rTTz/l448/dk+7XC7Cw8Ox2WzuNpvNhtVqJTQ0tEF7RUUFVqu1WesVEZGfNHtoVFVVsXTpUmpra7Hb7WzZsoWnnnqKAwcOUFxcjMPhYOvWrcTExBAeHk5AQACFhYUA5OTkEBMT09wli4jIj5q9e+rOO+9k79693HfffTidTuLi4ujVqxeLFy9m+vTp1NbWMnDgQIYNGwZARkYGqamp2O12IiMjSUhIaO6SRUTkR1654OHJJ5/kySefbNDWr18/3n333bOW7dGjBxs3bmymykRE5EJ0RbiIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYVdEaPz5z39m+PDhDBkyhHXr1nm7HBGRa5bZ2wVcTFlZGS+88AKbN2/G39+fcePG0adPH37xi194uzQRkWtOiw+N3bt307dvX9q2bQvA0KFDycvLY9q0aYbW9/ExXXYN17drfdnbuFr4t+ng7RJajKY4ti6Xjs2f6Nj8yeUcmxdb1+RyuVyXvPVm8Morr3DixAlmzJgBwJ/+9Cc+++wz5s+f7+XKRESuPS1+TMPpdGIy/ZR8LperwbSIiDSfFh8aoaGh2Gw297TNZsNqtXqxIhGRa1eLD43+/fvz8ccfc+TIEU6ePMn7779PTEyMt8sSEbkmtfiB8I4dOzJjxgwSEhKoq6tj7Nix3Hzzzd4uS0TkmtTiB8JFRKTlaPHdUyIi0nIoNERExDCFhoiIGKbQEBERwxQaAsC8efP43e9+16AtPz+fQYMGYbfbvVSVSEMHDx7kpptu4qOPPmrQftddd3Hw4EEvVXVtUWgIADNnzmTfvn188MEHAJw4cYJnnnmGhQsXEhwc7OXqRH7i5+fHnDlz9GbGSxQaAkDr1q159tlnmT9/PidOnGDFihXcddddBAUFMX78eEaNGsWDDz7I999/D8Abb7zBPffcw3333cfcuXO9XL1cS6xWK/3792fJkiVnzXv55ZcZPnw4sbGxLF68GIfD4YUKr24KDXHr378/AwYMYNasWXz00UdMnz6d1NRUnn/+ebZs2cIDDzzAnDlzcDgcvPLKK2zatInNmzdTV1dHWVmZt8uXa0hycjL5+fkNuqk+/PBDdu7cyaZNm9iyZQvFxcW88847Xqzy6tTirwiX5pWcnMwdd9zBypUrOXToEN9//z1Tp051z7fb7fj6+tKrVy/Gjh3LoEGDeOCBB+jYsaMXq5ZrTXBwMPPnz2fOnDm8++67AOzZs4cRI0YQFBQEwJgxY8jOziY+Pt6bpV51FBrSQHBwMG3atCE8PBy73c6NN95ITk4OAA6Hg4qKCgAyMzP5+9//zocffsjkyZPJyMjgtttu82bpco0ZMGBAg24qp9N51jL19fXNXdZVT91Tcl5du3bl2LFjfPrppwBs2rSJp59+miNHjjB8+HC6d+/OE088wa9//Wu+/PJLL1cr16LT3VTl5eX07duX9957j5qaGurr69m0aRN9+/b1dolXHZ1pyHn5+/uzfPlyFixYQG1tLcHBwSxZsoT27dtz//33M3bsWIKCgujSpQtjxozxdrlyDTrdTfXQQw9xxx13cPz4ccaMGUN9fT0DBgxgwoQJ3i7xqqMbFoqIiGHqnhIREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTB+5FWmEgwcPMnjwYLp37+5uc7lcJCQkMHbsWMPb+etf/8revXt54oknPFGmiMcoNEQaKTAw0H2VPEBZWRkjR44kKiqKHj16GNrG559/zrFjxzxVoojHKDRELlPHjh3p3Lkz+/fv5/XXX6e4uJijR4/SunVrMjIy6Nq1KxMnTuS6667j22+/Zfjw4bzzzjs4HA5CQkLo3LkzO3bswMfHh+LiYgIDA1myZAkRERFUVVWxYMECvvrqK+rq6ujXrx9JSUmYzWaioqIYNGgQ//znP8nIyOBXv/qVt38Vcg3QmIbIZfrb3/7Gd999h8lkok2bNmzYsIHt27cTFRXFunXr3Mu1adOG3Nxcpk2bxrhx4xg+fDgzZswAoKCggDlz5rB161ZuueUW/vjHPwKwcOFCIiMj2bx5M9nZ2VRWVvLGG28AUFdXx5133sn27dsVGNJsdKYh0kg1NTXce++9wA83cWzXrh3PPfccAwcOpFu3bqxZs4bi4mI++eQTevXq5V4vOjr6vNuMjIwkNDQUgF/+8pfs2LED+GHs4/PPP2fjxo3ufZ/pQtsU8QSFhkgj/XxM47T169eTlZVFfHw8sbGxtG3btsEjSFu1anXBbZ5mMpk4fXcfp9PJ8uXLiYiIAOD48eOYTCZD2xTxBHVPiTSR/Px8Ro0axW9+8xu6dOnCzp07z/vkOF9fX0O37R4wYABvvvkmLpeLU6dOMXXqVNauXdvUpYsYptAQaSIPPvggGzZsIDY2lvj4eCIjI/nuu+/OuWzfvn3Jz89n/vz5F9xmSkoKJ06cIDY2ltjYWLp3787kyZM9Ub6IIbrLrYiIGKYzDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGH/H/L5ypVCM+aPAAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.countplot(x=\"Partner\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die keinen Partner haben, sind eher bereit, abzuwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Angeh\u00f6rige" - ] - }, - { - "cell_type": "code", - "execution_count": 163, - "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=\"Dependents\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die Verwandte haben, sind eher bereit, abzuwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Mehrere Anschl\u00fcsse" - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "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=\"MultipleLines\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Bei Kunden, die mehrere Anschl\u00fcsse haben, ist die Wahrscheinlichkeit einer Abwanderung geringer." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Internet Service" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "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=\"InternetService\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Wenn ein Kunde einen Glasfaseranschluss hat, ist es wahrscheinlicher, dass er ausf\u00e4llt als ein Kunde mit DSL." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Online-Sicherheit" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "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=\"OnlineSecurity\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die den Internet-Sicherheitsdienst nicht nutzen, werden eher abwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Online Backup" - ] - }, - { - "cell_type": "code", - "execution_count": 167, - "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=\"OnlineBackup\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Personen, die keine Online-Datensicherung nutzen, sind eher bereit, umzuziehen." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Ger\u00e4teschutz\n" - ] - }, - { - "cell_type": "code", - "execution_count": 168, - "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=\"DeviceProtection\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die keinen zus\u00e4tzlichen Ger\u00e4teschutz erworben haben, werden mit gr\u00f6\u00dferer Wahrscheinlichkeit migrieren." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Technischer Support" - ] - }, - { - "cell_type": "code", - "execution_count": 169, - "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=\"TechSupport\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die keinen technischen Support in Anspruch nehmen, werden eher abwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Streaming-TV/ Streaming-Filme" - ] - }, - { - "cell_type": "code", - "execution_count": 170, - "metadata": { - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "for col in [\"StreamingTV\", \"StreamingMovies\"]:\n", - " sns.countplot(x=col, hue='Churn', data=data_no_mv)\n", - " plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die Hinzunahme von Film- und TV-Streaming-Angeboten hat kaum Auswirkungen auf die Abwanderungsrate." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Papierlose Abrechnung" - ] - }, - { - "cell_type": "code", - "execution_count": 171, - "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=\"PaperlessBilling\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die ohne Rechnung bezahlen, werden eher abwandern." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Zahlungsmethode" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "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=\"PaymentMethod\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Kunden, die mit elektronischen Schecks bezahlen, wandern deutlich h\u00e4ufiger ab als Kunden, die eine andere Zahlungsmethode verwenden." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Vertrag" - ] - }, - { - "cell_type": "code", - "execution_count": 173, - "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=\"Contract\", hue=\"Churn\", data=data_no_mv)\n", - "plt.show()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Bei Kunden mit kurzfristigen Vertr\u00e4gen ist die Wahrscheinlichkeit gr\u00f6\u00dfer, dass sie das Unternehmen verlassen, als bei Kunden mit l\u00e4ngerfristigen Vertr\u00e4gen." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "# 3. Aufbereitung der Daten" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "## 3.1. Reduzieren der Kunden-ID" - ] - }, - { - "cell_type": "code", - "execution_count": 174, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Removing the Customer ID, it does not add value to the model\n", - "data_prep = data_no_mv.drop(\"customerID\", axis = 1)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "## 3.2. Umkodierung der kategorialen Variablen" - ] - }, - { - "cell_type": "code", - "execution_count": 175, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Convert binary variables to 1 and 0 with Yes and No\n", - "bin_var = [\"Partner\",\"Dependents\",\"PhoneService\",\"PaperlessBilling\",\"Churn\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 176, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "def binaer_umwandeln(x):\n", - " return x.map({'Yes':1,'No':0})" - ] - }, - { - "cell_type": "code", - "execution_count": 177, - "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>SeniorCitizen</th>\n", - " <th>Partner</th>\n", - " <th>Dependents</th>\n", - " <th>tenure</th>\n", - " <th>PhoneService</th>\n", - " <th>MultipleLines</th>\n", - " <th>InternetService</th>\n", - " <th>OnlineSecurity</th>\n", - " <th>OnlineBackup</th>\n", - " <th>DeviceProtection</th>\n", - " <th>TechSupport</th>\n", - " <th>StreamingTV</th>\n", - " <th>StreamingMovies</th>\n", - " <th>Contract</th>\n", - " <th>PaperlessBilling</th>\n", - " <th>PaymentMethod</th>\n", - " <th>MonthlyCharges</th>\n", - " <th>TotalCharges</th>\n", - " <th>Churn</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>Female</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>No phone service</td>\n", - " <td>DSL</td>\n", - " <td>No</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>1</td>\n", - " <td>Electronic check</td>\n", - " <td>29.85</td>\n", - " <td>29.85</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>34</td>\n", - " <td>1</td>\n", - " <td>No</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>One year</td>\n", - " <td>0</td>\n", - " <td>Mailed check</td>\n", - " <td>56.95</td>\n", - " <td>1889.50</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>2</td>\n", - " <td>1</td>\n", - " <td>No</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>1</td>\n", - " <td>Mailed check</td>\n", - " <td>53.85</td>\n", - " <td>108.15</td>\n", - " <td>1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>Male</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>45</td>\n", - " <td>0</td>\n", - " <td>No phone service</td>\n", - " <td>DSL</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>Yes</td>\n", - " <td>Yes</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>One year</td>\n", - " <td>0</td>\n", - " <td>Bank transfer (automatic)</td>\n", - " <td>42.30</td>\n", - " <td>1840.75</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>Female</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>2</td>\n", - " <td>1</td>\n", - " <td>No</td>\n", - " <td>Fiber optic</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>No</td>\n", - " <td>Month-to-month</td>\n", - " <td>1</td>\n", - " <td>Electronic check</td>\n", - " <td>70.70</td>\n", - " <td>151.65</td>\n", - " <td>1</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", - "0 Female 0 1 0 1 0 \n", - "1 Male 0 0 0 34 1 \n", - "2 Male 0 0 0 2 1 \n", - "3 Male 0 0 0 45 0 \n", - "4 Female 0 0 0 2 1 \n", - "\n", - " MultipleLines InternetService OnlineSecurity OnlineBackup \\\n", - "0 No phone service DSL No Yes \n", - "1 No DSL Yes No \n", - "2 No DSL Yes Yes \n", - "3 No phone service DSL Yes No \n", - "4 No Fiber optic No No \n", - "\n", - " DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n", - "0 No No No No Month-to-month \n", - "1 Yes No No No One year \n", - "2 No No No No Month-to-month \n", - "3 Yes Yes No No One year \n", - "4 No No No No Month-to-month \n", - "\n", - " PaperlessBilling PaymentMethod MonthlyCharges TotalCharges \\\n", - "0 1 Electronic check 29.85 29.85 \n", - "1 0 Mailed check 56.95 1889.50 \n", - "2 1 Mailed check 53.85 108.15 \n", - "3 0 Bank transfer (automatic) 42.30 1840.75 \n", - "4 1 Electronic check 70.70 151.65 \n", - "\n", - " Churn \n", - "0 0 \n", - "1 0 \n", - "2 1 \n", - "3 0 \n", - "4 1 " - ] - }, - "execution_count": 177, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "data_prep[bin_var]=data_prep[bin_var].apply(binaer_umwandeln)\n", - "data_prep.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 178, - "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>SeniorCitizen</th>\n", - " <th>Partner</th>\n", - " <th>Dependents</th>\n", - " <th>tenure</th>\n", - " <th>PhoneService</th>\n", - " <th>PaperlessBilling</th>\n", - " <th>MonthlyCharges</th>\n", - " <th>TotalCharges</th>\n", - " <th>Churn</th>\n", - " <th>gender_Male</th>\n", - " <th>...</th>\n", - " <th>TechSupport_Yes</th>\n", - " <th>StreamingTV_No internet service</th>\n", - " <th>StreamingTV_Yes</th>\n", - " <th>StreamingMovies_No internet service</th>\n", - " <th>StreamingMovies_Yes</th>\n", - " <th>Contract_One year</th>\n", - " <th>Contract_Two year</th>\n", - " <th>PaymentMethod_Credit card (automatic)</th>\n", - " <th>PaymentMethod_Electronic check</th>\n", - " <th>PaymentMethod_Mailed check</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>29.85</td>\n", - " <td>29.85</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>34</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>56.95</td>\n", - " <td>1889.50</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>2</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>53.85</td>\n", - " <td>108.15</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>45</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>42.30</td>\n", - " <td>1840.75</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>...</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>2</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>70.70</td>\n", - " <td>151.65</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>5 rows \u00d7 31 columns</p>\n", - "</div>" - ], - "text/plain": [ - " SeniorCitizen Partner Dependents tenure PhoneService PaperlessBilling \\\n", - "0 0 1 0 1 0 1 \n", - "1 0 0 0 34 1 0 \n", - "2 0 0 0 2 1 1 \n", - "3 0 0 0 45 0 0 \n", - "4 0 0 0 2 1 1 \n", - "\n", - " MonthlyCharges TotalCharges Churn gender_Male ... TechSupport_Yes \\\n", - "0 29.85 29.85 0 0 ... 0 \n", - "1 56.95 1889.50 0 1 ... 0 \n", - "2 53.85 108.15 1 1 ... 0 \n", - "3 42.30 1840.75 0 1 ... 1 \n", - "4 70.70 151.65 1 0 ... 0 \n", - "\n", - " StreamingTV_No internet service StreamingTV_Yes \\\n", - "0 0 0 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 0 \n", - "\n", - " StreamingMovies_No internet service StreamingMovies_Yes \\\n", - "0 0 0 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 0 \n", - "\n", - " Contract_One year Contract_Two year \\\n", - "0 0 0 \n", - "1 1 0 \n", - "2 0 0 \n", - "3 1 0 \n", - "4 0 0 \n", - "\n", - " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", - "0 0 1 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 1 \n", - "\n", - " PaymentMethod_Mailed check \n", - "0 0 \n", - "1 1 \n", - "2 1 \n", - "3 0 \n", - "4 0 \n", - "\n", - "[5 rows x 31 columns]" - ] - }, - "execution_count": 178, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "# create dummies\n", - "data_enc = pd.get_dummies(data_prep, drop_first=True)\n", - "data_enc.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 179, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Dropping of dummies that also contain No phone service and No Internet service\n", - "dup_variables = [\"OnlineSecurity_No internet service\",\"OnlineBackup_No internet service\", \"TechSupport_No internet service\",\"StreamingTV_No internet service\",\"StreamingMovies_No internet service\", \"DeviceProtection_No internet service\",\"MultipleLines_No phone service\"]\n", - "data_enc.drop(dup_variables, axis=1, inplace=True)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "## 3.3. Test auf Multikollinearit\u00e4t" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenvorbereitung" - }, - "source": [ - "Um ein korrektes Funktionieren der sp\u00e4teren Regression zu gew\u00e4hrleisten, darf keine Multikollinearit\u00e4t zwischen den Variablen bestehen. Das Vorhandensein einer solchen wird mit Hilfe der Bibliothek Statsmodel \u00fcberpr\u00fcft." - ] - }, - { - "cell_type": "code", - "execution_count": 180, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " feature VIF\n", - "0 SeniorCitizen 1.376564\n", - "1 Partner 2.824725\n", - "2 Dependents 1.969391\n", - "3 tenure 20.482153\n", - "4 PhoneService 47.244378\n", - "5 PaperlessBilling 2.956951\n", - "6 MonthlyCharges 212.353073\n", - "7 TotalCharges 21.374002\n", - "8 gender_Male 2.021331\n", - "9 MultipleLines_Yes 2.861614\n", - "10 InternetService_Fiber optic 17.695260\n", - "11 InternetService_No 8.234451\n", - "12 OnlineSecurity_Yes 2.682712\n", - "13 OnlineBackup_Yes 2.909898\n", - "14 DeviceProtection_Yes 2.992570\n", - "15 TechSupport_Yes 2.758343\n", - "16 StreamingTV_Yes 4.928957\n", - "17 StreamingMovies_Yes 5.090603\n", - "18 Contract_One year 2.056188\n", - "19 Contract_Two year 3.487502\n", - "20 PaymentMethod_Credit card (automatic) 1.984196\n", - "21 PaymentMethod_Electronic check 2.955994\n", - "22 PaymentMethod_Mailed check 2.383290\n" - ] - } - ], - "source": [ - "# independent variables\n", - "vif_test = data_enc.drop(\"Churn\", 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": { - "include": false - }, - "source": [ - "\"MonthlyCharges\" hat den h\u00f6chsten VIF und wird aus dem Datensatz entfernt." - ] - }, - { - "cell_type": "code", - "execution_count": 181, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "data_enc.drop(\"MonthlyCharges\", axis=1, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 182, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " feature VIF\n", - "0 SeniorCitizen 1.366018\n", - "1 Partner 2.817414\n", - "2 Dependents 1.961947\n", - "3 tenure 17.073930\n", - "4 PhoneService 9.277446\n", - "5 PaperlessBilling 2.796488\n", - "6 TotalCharges 18.028499\n", - "7 gender_Male 1.942509\n", - "8 MultipleLines_Yes 2.514269\n", - "9 InternetService_Fiber optic 4.186492\n", - "10 InternetService_No 3.473225\n", - "11 OnlineSecurity_Yes 1.986701\n", - "12 OnlineBackup_Yes 2.182678\n", - "13 DeviceProtection_Yes 2.299462\n", - "14 TechSupport_Yes 2.099655\n", - "15 StreamingTV_Yes 2.749724\n", - "16 StreamingMovies_Yes 2.771330\n", - "17 Contract_One year 2.056169\n", - "18 Contract_Two year 3.468149\n", - "19 PaymentMethod_Credit card (automatic) 1.820729\n", - "20 PaymentMethod_Electronic check 2.535918\n", - "21 PaymentMethod_Mailed check 1.982063\n" - ] - } - ], - "source": [ - "# the independent variables set \n", - "vif_test = data_enc.drop(\"Churn\", 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": { - "include": false - }, - "source": [ - "\"TotalCharges\" hat den h\u00f6chsten VIF und wird aus dem Datensatz entfernt." - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "data_enc.drop(\"TotalCharges\", axis=1, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 184, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " feature VIF\n", - "0 SeniorCitizen 1.363244\n", - "1 Partner 2.816895\n", - "2 Dependents 1.956413\n", - "3 tenure 7.530356\n", - "4 PhoneService 9.260839\n", - "5 PaperlessBilling 2.757816\n", - "6 gender_Male 1.931277\n", - "7 MultipleLines_Yes 2.426699\n", - "8 InternetService_Fiber optic 3.581328\n", - "9 InternetService_No 3.321342\n", - "10 OnlineSecurity_Yes 1.947904\n", - "11 OnlineBackup_Yes 2.093763\n", - "12 DeviceProtection_Yes 2.241375\n", - "13 TechSupport_Yes 2.060410\n", - "14 StreamingTV_Yes 2.636855\n", - "15 StreamingMovies_Yes 2.661529\n", - "16 Contract_One year 2.055971\n", - "17 Contract_Two year 3.456061\n", - "18 PaymentMethod_Credit card (automatic) 1.794059\n", - "19 PaymentMethod_Electronic check 2.401970\n", - "20 PaymentMethod_Mailed check 1.967082\n" - ] - } - ], - "source": [ - "# the independent variables set \n", - "vif_test = data_enc.drop(\"Churn\", axis=1)\n", - " \n", - "# VIF dataframe \n", - "vif_data = pd.DataFrame() \n", - "vif_data[\"feature\"] = vif_test.columns \n", - " \n", - "# calculating 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": { - "include": false - }, - "source": [ - "Keine der Variablen hat jetzt einen VIF von mehr als 10." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 3.4. Merkmalsskalierung" - ] - }, - { - "cell_type": "code", - "execution_count": 185, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Separate target variable and predictors\n", - "y = data_enc[\"Churn\"]\n", - "X = data_enc.drop(labels = [\"Churn\"], axis = 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 186, - "metadata": { - "scrolled": true - }, - "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>SeniorCitizen</th>\n", - " <th>Partner</th>\n", - " <th>Dependents</th>\n", - " <th>tenure</th>\n", - " <th>PhoneService</th>\n", - " <th>PaperlessBilling</th>\n", - " <th>gender_Male</th>\n", - " <th>MultipleLines_Yes</th>\n", - " <th>InternetService_Fiber optic</th>\n", - " <th>InternetService_No</th>\n", - " <th>...</th>\n", - " <th>OnlineBackup_Yes</th>\n", - " <th>DeviceProtection_Yes</th>\n", - " <th>TechSupport_Yes</th>\n", - " <th>StreamingTV_Yes</th>\n", - " <th>StreamingMovies_Yes</th>\n", - " <th>Contract_One year</th>\n", - " <th>Contract_Two year</th>\n", - " <th>PaymentMethod_Credit card (automatic)</th>\n", - " <th>PaymentMethod_Electronic check</th>\n", - " <th>PaymentMethod_Mailed check</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>-1.280248</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0.064303</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>-1.239504</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0.512486</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>-1.239504</td>\n", - " <td>1</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>...</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>5 rows \u00d7 21 columns</p>\n", - "</div>" - ], - "text/plain": [ - " SeniorCitizen Partner Dependents tenure PhoneService \\\n", - "0 0 1 0 -1.280248 0 \n", - "1 0 0 0 0.064303 1 \n", - "2 0 0 0 -1.239504 1 \n", - "3 0 0 0 0.512486 0 \n", - "4 0 0 0 -1.239504 1 \n", - "\n", - " PaperlessBilling gender_Male MultipleLines_Yes \\\n", - "0 1 0 0 \n", - "1 0 1 0 \n", - "2 1 1 0 \n", - "3 0 1 0 \n", - "4 1 0 0 \n", - "\n", - " InternetService_Fiber optic InternetService_No ... OnlineBackup_Yes \\\n", - "0 0 0 ... 1 \n", - "1 0 0 ... 0 \n", - "2 0 0 ... 1 \n", - "3 0 0 ... 0 \n", - "4 1 0 ... 0 \n", - "\n", - " DeviceProtection_Yes TechSupport_Yes StreamingTV_Yes \\\n", - "0 0 0 0 \n", - "1 1 0 0 \n", - "2 0 0 0 \n", - "3 1 1 0 \n", - "4 0 0 0 \n", - "\n", - " StreamingMovies_Yes Contract_One year Contract_Two year \\\n", - "0 0 0 0 \n", - "1 0 1 0 \n", - "2 0 0 0 \n", - "3 0 1 0 \n", - "4 0 0 0 \n", - "\n", - " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", - "0 0 1 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 1 \n", - "\n", - " PaymentMethod_Mailed check \n", - "0 0 \n", - "1 1 \n", - "2 1 \n", - "3 0 \n", - "4 0 \n", - "\n", - "[5 rows x 21 columns]" - ] - }, - "execution_count": 186, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "# Scaling the variables\n", - "num_features = ['tenure']\n", - "\n", - "scaler = StandardScaler()\n", - "\n", - "X[num_features] = scaler.fit_transform(X[num_features])\n", - "X.head()" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 3.5. Undersampling " - ] - }, - { - "cell_type": "code", - "execution_count": 187, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "iht = InstanceHardnessThreshold(random_state=0,estimator=LogisticRegression (solver='lbfgs', multi_class='auto'))\n", - " \n", - "X_resampled, y_resampled = iht.fit_resample(X, y)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 3.6. Erstellen von Test- & Trainingsdaten" - ] - }, - { - "cell_type": "code", - "execution_count": 188, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Split dataset in train and test datasets\n", - "# The default value of 80% to 20% is used.\n", - "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, random_state=110)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "# 4. Modellierung und Auswertung" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 4.1. Logistische Regression" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "Zur L\u00f6sung des Problems wird die logistische Regression verwendet. Hierf\u00fcr werden die beiden Bibliotheken Statsmodels und Scikit-Learn verwendet. Die komplette Auswertung des Modells findet erst im Unterkapitel zu Scikit-Learn statt." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "## Statistische Modelle" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "### Training und Vorhersage" - ] - }, - { - "cell_type": "code", - "execution_count": 189, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimization terminated successfully.\n", - " Current function value: 0.082006\n", - " Iterations 11\n", - " Logit Regression Results \n", - "==============================================================================\n", - "Dep. Variable: Churn No. Observations: 2803\n", - "Model: Logit Df Residuals: 2781\n", - "Method: MLE Df Model: 21\n", - "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8817\n", - "Time: 15:00:28 Log-Likelihood: -229.86\n", - "converged: True LL-Null: -1942.4\n", - "Covariance Type: nonrobust LLR p-value: 0.000\n", - "=========================================================================================================\n", - " coef std err z P>|z| [0.025 0.975]\n", - "---------------------------------------------------------------------------------------------------------\n", - "const 5.1912 0.828 6.266 0.000 3.567 6.815\n", - "SeniorCitizen 0.4609 0.457 1.008 0.313 -0.435 1.357\n", - "Partner -0.4112 0.302 -1.362 0.173 -1.003 0.181\n", - "Dependents -0.5746 0.294 -1.952 0.051 -1.151 0.002\n", - "tenure -2.9281 0.309 -9.468 0.000 -3.534 -2.322\n", - "PhoneService -1.2307 0.544 -2.261 0.024 -2.298 -0.164\n", - "PaperlessBilling 1.2621 0.288 4.385 0.000 0.698 1.826\n", - "gender_Male -0.1334 0.255 -0.524 0.600 -0.633 0.366\n", - "MultipleLines_Yes 1.0865 0.336 3.231 0.001 0.427 1.746\n", - "InternetService_Fiber optic 3.1681 0.400 7.916 0.000 2.384 3.952\n", - "InternetService_No -2.8314 0.567 -4.992 0.000 -3.943 -1.720\n", - "OnlineSecurity_Yes -1.7901 0.321 -5.581 0.000 -2.419 -1.161\n", - "OnlineBackup_Yes -0.3203 0.309 -1.036 0.300 -0.926 0.286\n", - "DeviceProtection_Yes 0.4336 0.331 1.312 0.190 -0.214 1.082\n", - "TechSupport_Yes -0.8710 0.329 -2.648 0.008 -1.516 -0.226\n", - "StreamingTV_Yes 1.1971 0.351 3.414 0.001 0.510 1.884\n", - "StreamingMovies_Yes 1.4263 0.374 3.815 0.000 0.693 2.159\n", - "Contract_One year -3.5720 0.488 -7.317 0.000 -4.529 -2.615\n", - "Contract_Two year -6.5206 0.584 -11.164 0.000 -7.665 -5.376\n", - "PaymentMethod_Credit card (automatic) -0.0720 0.313 -0.230 0.818 -0.686 0.542\n", - "PaymentMethod_Electronic check 1.2794 0.406 3.154 0.002 0.484 2.075\n", - "PaymentMethod_Mailed check -0.3240 0.398 -0.813 0.416 -1.105 0.457\n", - "=========================================================================================================\n", - "\n", - "Possibly complete quasi-separation: A fraction 0.37 of observations can be\n", - "perfectly predicted. This might indicate that there is complete\n", - "quasi-separation. In this case some parameters will not be identified.\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": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "Das trainierte Modell zeigt statistisch nicht-signifikante Variablen an. Dies ist gegeben, wenn der Wert P>|z| gr\u00f6\u00dfer als 0,05 ist und es sich nicht um die Konstante handelt." - ] - }, - { - "cell_type": "code", - "execution_count": 190, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Removing the statistically non-significant features (P>|z|> 0.05)\n", - "insignificant_features = [\"Partner\", \"gender_Male\", \"OnlineBackup_Yes\", \"DeviceProtection_Yes\", \"PaymentMethod_Credit card (automatic)\",\"PaymentMethod_Mailed check\"]\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": { - "include": false, - "paragraph": "Datenmodell" - }, - "source": [ - "Nun kann ein zweites Modell erstellt werden:" - ] - }, - { - "cell_type": "code", - "execution_count": 191, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimization terminated successfully.\n", - " Current function value: 0.083077\n", - " Iterations 11\n", - " Logit Regression Results \n", - "==============================================================================\n", - "Dep. Variable: Churn No. Observations: 2803\n", - "Model: Logit Df Residuals: 2787\n", - "Method: MLE Df Model: 15\n", - "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8801\n", - "Time: 15:00:28 Log-Likelihood: -232.87\n", - "converged: True LL-Null: -1942.4\n", - "Covariance Type: nonrobust LLR p-value: 0.000\n", - "==================================================================================================\n", - " coef std err z P>|z| [0.025 0.975]\n", - "--------------------------------------------------------------------------------------------------\n", - "const 4.7119 0.718 6.566 0.000 3.305 6.118\n", - "SeniorCitizen 0.3954 0.458 0.864 0.387 -0.501 1.292\n", - "Dependents -0.7328 0.262 -2.797 0.005 -1.246 -0.219\n", - "tenure -2.9242 0.297 -9.845 0.000 -3.506 -2.342\n", - "PhoneService -1.2073 0.540 -2.235 0.025 -2.266 -0.149\n", - "PaperlessBilling 1.2161 0.285 4.273 0.000 0.658 1.774\n", - "MultipleLines_Yes 1.0989 0.331 3.320 0.001 0.450 1.748\n", - "InternetService_Fiber optic 3.1159 0.391 7.966 0.000 2.349 3.883\n", - "InternetService_No -2.8462 0.529 -5.381 0.000 -3.883 -1.809\n", - "OnlineSecurity_Yes -1.7441 0.313 -5.576 0.000 -2.357 -1.131\n", - "TechSupport_Yes -0.8357 0.325 -2.569 0.010 -1.473 -0.198\n", - "StreamingTV_Yes 1.2193 0.348 3.508 0.000 0.538 1.901\n", - "StreamingMovies_Yes 1.4394 0.368 3.908 0.000 0.717 2.161\n", - "Contract_One year -3.4572 0.471 -7.337 0.000 -4.381 -2.534\n", - "Contract_Two year -6.3299 0.557 -11.372 0.000 -7.421 -5.239\n", - "PaymentMethod_Electronic check 1.3103 0.362 3.623 0.000 0.601 2.019\n", - "==================================================================================================\n", - "\n", - "Possibly complete quasi-separation: A fraction 0.36 of observations can be\n", - "perfectly predicted. This might indicate that there is complete\n", - "quasi-separation. In this case some parameters will not be identified.\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": { - "include": false - }, - "source": [ - "Keine statistisch nicht signifikanten Variablen mehr. Das endg\u00fcltige Modell wurde modelliert:" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimization terminated successfully.\n", - " Current function value: 0.083077\n", - " Iterations 11\n", - " Logit Regression Results \n", - "==============================================================================\n", - "Dep. Variable: Churn No. Observations: 2803\n", - "Model: Logit Df Residuals: 2787\n", - "Method: MLE Df Model: 15\n", - "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8801\n", - "Time: 15:00:28 Log-Likelihood: -232.87\n", - "converged: True LL-Null: -1942.4\n", - "Covariance Type: nonrobust LLR p-value: 0.000\n", - "==================================================================================================\n", - " coef std err z P>|z| [0.025 0.975]\n", - "--------------------------------------------------------------------------------------------------\n", - "const 4.7119 0.718 6.566 0.000 3.305 6.118\n", - "SeniorCitizen 0.3954 0.458 0.864 0.387 -0.501 1.292\n", - "Dependents -0.7328 0.262 -2.797 0.005 -1.246 -0.219\n", - "tenure -2.9242 0.297 -9.845 0.000 -3.506 -2.342\n", - "PhoneService -1.2073 0.540 -2.235 0.025 -2.266 -0.149\n", - "PaperlessBilling 1.2161 0.285 4.273 0.000 0.658 1.774\n", - "MultipleLines_Yes 1.0989 0.331 3.320 0.001 0.450 1.748\n", - "InternetService_Fiber optic 3.1159 0.391 7.966 0.000 2.349 3.883\n", - "InternetService_No -2.8462 0.529 -5.381 0.000 -3.883 -1.809\n", - "OnlineSecurity_Yes -1.7441 0.313 -5.576 0.000 -2.357 -1.131\n", - "TechSupport_Yes -0.8357 0.325 -2.569 0.010 -1.473 -0.198\n", - "StreamingTV_Yes 1.2193 0.348 3.508 0.000 0.538 1.901\n", - "StreamingMovies_Yes 1.4394 0.368 3.908 0.000 0.717 2.161\n", - "Contract_One year -3.4572 0.471 -7.337 0.000 -4.381 -2.534\n", - "Contract_Two year -6.3299 0.557 -11.372 0.000 -7.421 -5.239\n", - "PaymentMethod_Electronic check 1.3103 0.362 3.623 0.000 0.601 2.019\n", - "==================================================================================================\n", - "\n", - "Possibly complete quasi-separation: A fraction 0.36 of observations can be\n", - "perfectly predicted. This might indicate that there is complete\n", - "quasi-separation. In this case some parameters will not be identified.\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": 193, - "metadata": { - "scrolled": true - }, - "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": { - "include": false - }, - "source": [ - "## 4.1. Auswertung" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Zur Evaluation sollen mehrere Metriken verwendet werden, die komfortabler mittels Scikit-Learn erzeugt werden k\u00f6nnen. Deshalb wird das identische Modell wie mit Statsmodels nochmals in Scikit-Learn erzeugt." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## Scikit-Learn" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "### Training und Vorhersage" - ] - }, - { - "cell_type": "code", - "execution_count": 194, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# C is needed to build the exact same model as with Statsmodels; source: https://www.kdnuggets.com/2016/06/regularization-logistic-regression.html\n", - "logistic_model = LogisticRegression(random_state=0, C=1e8)" - ] - }, - { - "cell_type": "code", - "execution_count": 195, - "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": { - "include": false, - "paragraph": "Evaluation" - }, - "source": [ - "### Evaluation" - ] - }, - { - "cell_type": "code", - "execution_count": 196, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy with testdata: 0.9882352941176471\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": { - "include": false, - "paragraph": "Evaluation" - }, - "source": [ - "Die Genauigkeit deutet auf ein \u00fcberdurchschnittliches Modell hin. Allerdings handelt es sich um einen unausgewogenen Datensatz. Daher m\u00fcssen weitere Metriken analysiert werden.\n", - "\t\n" - ] - }, - { - "cell_type": "code", - "execution_count": 197, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "traindata:\n", - " precision recall f1-score support\n", - "\n", - " 0 0.96 1.00 0.98 1374\n", - " 1 1.00 0.96 0.98 1429\n", - "\n", - " accuracy 0.98 2803\n", - " macro avg 0.98 0.98 0.98 2803\n", - "weighted avg 0.98 0.98 0.98 2803\n", - "\n", - "testdata:\n", - " precision recall f1-score support\n", - "\n", - " 0 0.98 1.00 0.99 495\n", - " 1 1.00 0.98 0.99 440\n", - "\n", - " accuracy 0.99 935\n", - " macro avg 0.99 0.99 0.99 935\n", - "weighted avg 0.99 0.99 0.99 935\n", - "\n" - ] - } - ], - "source": [ - "# classification report\n", - "\n", - "print(\"traindata:\")\n", - "print(classification_report(y_train,prediction_train))\n", - "print(\"testdata:\")\n", - "print(classification_report(y_test,prediction_test))" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "H\u00f6here Genauigkeit f\u00fcr das Training als f\u00fcr den Testdatensatz. Insgesamt sind die Werte f\u00fcr den Test- und den Trainingsdatensatz sehr \u00e4hnlich. Daher sollte nicht von einem Overfitting oder Underfitting ausgegangen werden." - ] - }, - { - "cell_type": "code", - "execution_count": 198, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 39.5, 'Predicted label')" - ] - }, - "execution_count": 198, - "metadata": { - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAHWCAYAAADHMqXsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4D0lEQVR4nO3deVyVZf7/8feRTRTXGchcJzdwLNGsaRWdxpRUUrEyy93KDbPNNNdSc4u01Ewzt9RKMpdvZphjabmkpY7gliu4lICioiIInPP7w5+nFBXNwzk3F6/nPO7HwHXuc5/P/ZhBPnw+13XdNofD4RAAAAAsp4inAwAAAMDVkagBAABYFIkaAACARZGoAQAAWBSJGgAAgEWRqAEAAFiUt6cDKCyyjh/wdAhAoeRfvoGnQwAKrewLR936ea78Xevz96ouu9atoKIGAABgUVTUAACAGew5no7A5UjUAACAGRx2T0fgcrQ+AQAALIqKGgAAMIPdvIoaiRoAADCCg9YnAAAA3IWKGgAAMAOtTwAAAIui9QkAAAB3oaIGAADMwIa3AAAAFkXrEwAAAO5CRQ0AAJiBVZ8AAADWZOKGtyRqAADADAZW1JijBgAAYFFU1AAAgBlofQIAAFiUgfuo0foEAACwKCpqAADADLQ+AQAALIpVnwAAAHAXKmoAAMAMtD4BAAAsitYnAAAA3IWKGgAAMILDYd4+aiRqAADADAbOUaP1CQAAYFFU1AAAgBkMXExAogYAAMxA6xMAAADuQkUNAACYwc6qTwAAAGui9QkAAAB3oaIGAADMwKpPAAAAi6L1CQAAAHehogYAAMxA6xMAAMCiDEzUaH0CAABYFBU1AABgBIeDDW8BAACsidYnAAAA3IWKGgAAMIOB+6iRqAEAADPQ+gQAAIC7UFEDAABmoPUJAABgUbQ+AQAA4C5U1AAAgBlofQIAAFgUrU8AAAC4CxU1AABgBgMraiRqAADADAbOUaP1CQAAYFFU1AAAgBlofQIAAFgUrU8AAAC4CxU1AABgBlqfAAAAFkXrEwAAAO5CRQ0AAJiB1icAAIBFGZio0foEAACwKCpqAADADA6HpyNwORI1AABgBlqfAAAAuNLYsWM1YMAASdL69esVERGhJk2aaMKECc5zdu3apcjISDVt2lSDBg1SdnZ2ntclUQMAAGaw21133IQNGzZo8eLFkqSMjAwNHDhQU6ZM0fLly7V9+3atWbNGktSvXz8NHTpUK1askMPhUExMTJ7XJlEDAABmcNhdd9ygU6dOacKECerRo4ckKS4uTlWqVFGlSpXk7e2tiIgIxcbG6ujRo8rIyFDdunUlSZGRkYqNjc3z+sxRAwAAZnDhHLW0tDSlpaXlGi9ZsqRKlizp/H7o0KF6+eWX9fvvv0uSkpOTFRgY6Hw9KChISUlJucYDAwOVlJSUZxwkagAAAFeYM2eOJk+enGs8KipKffr0kSR98cUXuv322/XAAw9o0aJFkiS73S6bzeY83+FwyGazXXM8LyRqAADADC7cnqNTp05q3bp1rvE/V9OWL1+ulJQUtWzZUqdPn1Z6erqOHj0qLy8v5zkpKSkKCgpSuXLllJKS4hw/fvy4goKC8oyDRA0AAJjBha3PK1ucVzNr1izn14sWLdKmTZv01ltvqUmTJkpMTFTFihW1bNkytWnTRhUqVJCfn582b96s+vXra+nSpQoLC8szDhI1AAAAF/Hz89OYMWPUp08fZWZmqmHDhgoPD5ckRUdHa/DgwTp79qxq166tjh075nk9m8Nh4Da+FpR1/ICnQwAKJf/yDTwdAlBoZV846tbPOz/jNZddy79btMuudSuoqAEAADPcxLYaBQX7qAEAAFgUFTUAAGAEh9282VwkagAAwAw8lB0AAADuQkUNAACYwcDFBCRqAADADAbOUaP1CQAAYFFU1AAAgBkMXExAogYAAMxgYKJG6xMAAMCiqKgBAAAzGPj4chI1AABgBlqfN+6RRx5R27Zt5bgiu924caOCg4OVnZ39l6+9f/9+vfrqq3rooYdUr149Pfnkk1qxYoVLPwOFz6of1utfjSMlSafTzujVIaPV4unn9GSXKM3/YqnzvE2bt+mpri8qslMvPfP8S4rf+aunQgaM9cwzkdr8y0r98vO3+nHNUtW/u46nQwI8Il/nqP3vf//TF1984dJrbt26VU8++aSKFi2qadOmacmSJWrevLleeeUVxcTEuPSzUHgkHj6q6Mkfy6GLf1iMfX+aihUrqqXzp+nTjyZo7U+/aPW6jcrKytJrQ0frrQEvatGcKXqhczu9MfwdD0cPmKVmzWoaO3qwmrd4Vvfc20SjRr+vL2I+9nRYKAjsDtcdFpGviVqFChX07rvvKjU11SXXczgcGjBggMLDw/X222/rzjvvVJUqVdS5c2f17NlT7777rs6fP++Sz0LhcT4jQwOGv6PX+7zgHNv56z5FNP2PvLy85OPjo7AH/6WV36+Vj4+PVi2dp1o1q8vhcOjIb8dUqlRJD0YPmCczM1Pde/TTsWPJkqRfNm9TuXKB8vHx8XBksDyH3XWHReRrota5c2cVL15c77xz7YrD6dOnNWTIED344IO6++679eqrr+rUqVNXPXfLli1KSEhQt27dcr3WoUMHffTRR/Lz83OOxcTEKCwsTHXr1tXrr7+uzMxMSdKkSZPUrl27y97/yCOPOKt/HTp00PDhw/Xoo4+qQYMGio+PV3BwsFasWKFHH31U9evXV48ePVyWgMKz3ho3SU+2fEw1q9/hHLurdrC+WrFKWdnZSk8/r5Wr1ynlxMX/vX28vXU89aT+06qD3v3gY3V99glPhQ4YKTHxiJZ/s8r5ffQ7w/TVspXKysryYFSAZ+Rroubv76+BAwdq8eLF2rx581XPiYqK0q5duzR16lTNnj1bBw8e1Ouvv37Vc3fv3q3ixYurWrVquV4rVaqUQkNDVaTIH7f0zTffaPr06ZoyZYpWrlx5U23YRYsWafTo0ZoyZYrKlCkjSZo2bZqio6M1depUxcXFacaMGTd8PVjT54uWydvLS5Etml423i/qedlk05Odo/TiG8P1wL315OPzx9qbv5cto++WztP8aRM0ZNQEJRw64u7QAeMVK+avzz+bpurV7tAL3V/zdDgoCAxsfeb7qs/GjRurUaNGeuutt7Ro0aLLXtu9e7c2bdqk5cuXO5Ov6OhoPfbYY9q7d69q1Khx2flnzpxRQEDADX/2sGHDVL16dUnSgw8+qN27d9/we8PCwnTPPfdIko4cufhLOCoqSqGhoZKkiIgIxcfH3/D1YE1Llq9URkam2nTqrazsLGVmXlCbTr01eewwvdq7m0qVLCFJ+mjO56pcobzOnD2njZv/p8YNH5Ik/TO4umpWv0N79yfoH5UrevJWAKNUqlReSxbP0e7de/WfR59URkaGp0NCAeBg1edfM3jwYCUmJmru3LmXjR84cCBXhaxq1aoqVaqU9u/fn+s6ZcqU0ZkzZ274cytXruz8ukSJEs7W542oUKHCda8XEBDAqlIDfP7x+1oyb6q+nPOBPoweIT8/X3055wMtWLJck6df/P/r8dSTWrRshZo1aSSvIkU0dPR72hK3Q5K070CiDiYe0V21gz15G4BRAgKKa9XKhVqyZLmebd+LJA2Fmlv2UatYsaJ69OihSZMm6c0333SO+/r6XvX8nJwc2a+SFd91111KT0+/arXtxIkTeu211zRkyBDn2J/boJKcW4XYbLZc174y6bpabFdOZL1y6xGY4/kOT+mNEdFq1b6HHA6Hej/XQXfVupiMvT96iMa+P03Z2Tny9fXRuDdfV7mgQA9HDJijd68uqlKlolq2fEwtWz7mHG/StK1SU096MDJYnoValq7itg1vu3XrpqVLl+q9995zjlWtWlXnzp3T/v37nVW1ffv26ezZs7rjjjtyXeOf//ynatasqZkzZ2r06NGXvTZ//nzFxcXp9ttvV0pKynVj8fHx0dmzZ53fp6enszAAqnD7bfr5v4slScWLF9PEMUOvet699epowYyJ7gwNKFTGjpusseMmezoMFEQWWq3pKm571qevr6+GDRumo0ePOseqVq2qf//73+rfv7/i4uIUFxen/v37q379+qpVq9ZVrzNs2DB9/fXXGjJkiHbt2qX9+/dr0qRJmjp1qgYPHix/f/88Y7nrrru0Z88eLV26VAkJCRo6dGiu6hsAAICnuTU7eeCBB9SiRYvLxsaMGePcC61bt26qUaOGPvzww2te45577tG8efOUkpKirl276oknntDatWs1adIktW7d+obj6Natm0aOHKm2bduqatWquvvuu2/p3gAAgIcZuOrT5mCilVtkHT/g6RCAQsm/fANPhwAUWtkXjuZ9kgude7Nd3ifdoOJvfuaya90K+n0AAAAW5bbFBAAAAPnKQi1LVyFRAwAAZmDVJwAAANyFihoAADADrU8AAABr4lmfAAAAcBsqagAAwAy0PgEAACzKwESN1icAAIBFUVEDAABmMHAfNRI1AABgBlqfAAAAcBcqagAAwAgOAytqJGoAAMAMBiZqtD4BAAAsiooaAAAwg4GPkCJRAwAAZqD1CQAAAHehogYAAMxgYEWNRA0AABjB4TAvUaP1CQAAYFFU1AAAgBlofQIAAFgUiRoAAIA1mfgIKeaoAQAAWBQVNQAAYAYDK2okagAAwAzmPUGK1icAAIBVUVEDAABGMHExAYkaAAAwg4GJGq1PAAAAi6KiBgAAzGDgYgISNQAAYAQT56jR+gQAALAoKmoAAMAMtD4BAACsidYnAAAA3IaKGgAAMAOtTwAAAGtyGJio0foEAACwKCpqAADADAZW1EjUAACAEWh9AgAAwG1I1AAAgBnsLjxuwvvvv69mzZqpefPmmjVrliRp/fr1ioiIUJMmTTRhwgTnubt27VJkZKSaNm2qQYMGKTs7+7rXJlEDAABGcNhdd9yoTZs26aefftL//d//6csvv9TcuXO1e/duDRw4UFOmTNHy5cu1fft2rVmzRpLUr18/DR06VCtWrJDD4VBMTMx1r0+iBgAAcIW0tDQdOXIk15GWlnbZef/617/0ySefyNvbWydOnFBOTo7S0tJUpUoVVapUSd7e3oqIiFBsbKyOHj2qjIwM1a1bV5IUGRmp2NjY68bBYgIAAGAEVy4mmDNnjiZPnpxrPCoqSn369LlszMfHRxMnTtTMmTMVHh6u5ORkBQYGOl8PCgpSUlJSrvHAwEAlJSVdNw4SNQAAYARXJmqdOnVS69atc42XLFnyque/+OKLev7559WjRw8lJCTIZrP9EZfDIZvNJrvdftXx6yFRAwAAuELJkiWvmZT92f79+3XhwgXVqlVL/v7+atKkiWJjY+Xl5eU8JyUlRUFBQSpXrpxSUlKc48ePH1dQUNB1r88cNQAAYAaHzXXHDTpy5IgGDx6sCxcu6MKFC1q1apWefvppHTx4UImJicrJydGyZcsUFhamChUqyM/PT5s3b5YkLV26VGFhYde9PhU1AABgBE9seNuwYUPFxcWpVatW8vLyUpMmTdS8eXOVLVtWffr0UWZmpho2bKjw8HBJUnR0tAYPHqyzZ8+qdu3a6tix43Wvb3M4HA533Ehhl3X8gKdDAAol//INPB0CUGhlXzjq1s87FtbIZdcq98Nql13rVlBRAwAARnDYb7xlWVCQqAEAACPwrE8AAAC4DRU1AABgBMdNrNYsKEjUAACAEWh9AgAAwG2oqAEAACOw6hMAAMCiTNwZltYnAACARVFRAwAARihUrc9Tp05d942lS5d2cSgAAAB/XaFK1O6//37ZbDZd7VGgNptNu3btytfAAAAACrtrJmq7d+92ZxwAAAC3pFAuJrDb7ZoxY4YGDBigs2fPatq0acrJyXFHbAAAADfMYbe57LCKPBO1cePG6ddff9W2bdvkcDj0448/avTo0e6IDQAAoFDLM1HbsGGDxowZIz8/P5UoUUIzZ87UunXr3BEbAADADXM4bC47rCLP7Tm8vb1VpMgf+Zyvr6+8vdnVAwAAWIuJz/rMM+OqWbOm5s+fr5ycHB04cECzZ89WSEiIO2IDAAAo1PJsfQ4aNEg7duzQiRMn1K5dO507d04DBw50R2wAAAA3zO6wueywijwragEBARo1apQ7YgEAAPjLrDS3zFXyrKidOHFCr7zyiu677z49/PDDGjhwoNLS0twRGwAAQKGWZ6I2ePBgVapUSQsXLtS8efNUqlQpDR061B2xAQAA3DAT91HLs/V59OhRffjhh87v+/fvr4iIiHwNCgAA4GYVyicTBAUF6fDhw87vjx07psDAwHwNCgAA4GYVqopajx49JEmpqalq1aqVHnzwQRUpUkQbN25UcHCw2wIEAAAorK6ZqDVt2vSq440aNcqvWAAAAP4yK22r4SrXTNRat2591XGHw6HExMR8CwgAAOCvMHF7jjwXE3z++ecaN26czp8/7xwrW7Ysz/sEAADIZ3kmah999JFmzZqlDz/8UC+99JK+//57HTt2zB2xAQAA3DATV33mmaiVLl1aoaGhqlWrlk6cOKGePXuqWbNm7ogNAADghpk4Ry3P7Tm8vb11+vRpValSRXFxcZKknJycfA8MAACgsMszUXvqqafUvXt3NWrUSAsWLFBkZKSqVq3qjtgAAABumMNhc9lhFTaHI++Obnp6uooVK6akpCTFx8erQYMG8vPzc0d8xsg6fsDTIQCFkn/5Bp4OASi0si8cdevnbanU0mXXuvvwUpdd61Zcc47arFmzrvmmTz/9VF26dMmXgAAAAHDRNRO1PXv2uDMO4wVUbOjpEIBC6czyIZ4OAYCbmLiY4JqJ2ujRo90ZBwAAwC2x0twyV8lzMQEAAAA8I8991AAAAAqCQtX6BAAAKEgMfDBB3q1Pu92ujz/+WP3799fZs2c1bdo0NrwFAABwgzwrauPGjVNqaqri4+MlST/++KNSUlI0ePDgfA8OAADgRpnY+syzorZhwwaNGTNGfn5+CggI0MyZM7Vu3Tp3xAYAAHDDTHwywQ0967NIkT9O8/X1lbc3U9sAAADyW54ZV82aNTV//nzl5OTowIEDmj17tkJCQtwRGwAAwA2zezqAfJBnRW3QoEHasWOHTpw4oXbt2uncuXMaOHCgO2IDAAC4YQ7ZXHZYRZ4VtYCAAI0aNcodsQAAAOBP8kzURo4cedVxVn0CAAArsRu4kVqerc/SpUs7j+LFi2vTpk3uiAsAAOCm2GVz2WEVeVbUoqKiLvv++eefV8+ePfMtIAAAAFx00/tsBAQEKDk5OT9iAQAA+MustAjAVfJM1EaMGCGb7eKNOxwO7dixQ1WrVs33wAAAAG6Gidtz5JmolSlT5rLvH3/8cT3++OP5FhAAAAAuyjNRO3TokMaNG+eOWAAAAP6yQtn63L17txwOh7P9CQAAYEWFsvUZGBio5s2bKzQ0VMWLF3eOs48aAABA/rpmonbhwgX5+vqqXr16qlevnjtjAgAAuGmFqqLWtm1bLV68ONc+agAAAFZk4hy1az6ZwOEw8DkMAAAABcg1K2qZmZnauXPnNRO22rVr51tQAAAAN8tuXkHt2ona4cOH1adPn6smajabTatWrcrXwAAAAG6GlZ7R6SrXTNSqV6+uJUuWuDEUAAAA/NlNP+sTAADAikycXX/NRO2ee+5xZxwAAAC3xMTtOa656pMNbQEAADyL1icAADCC3cDHXZKoAQAAI5g4R+2arU8AAAB4FhU1AABghEK1mAAAAKAgsdtcd9yMyZMnq3nz5mrevLnGjRsnSVq/fr0iIiLUpEkTTZgwwXnurl27FBkZqaZNm2rQoEHKzs6+7rVJ1AAAAP6i9evXa+3atVq8eLGWLFmiHTt2aNmyZRo4cKCmTJmi5cuXa/v27VqzZo0kqV+/fho6dKhWrFghh8OhmJiY616fRA0AABjBLpvLjhsVGBioAQMGyNfXVz4+PqpWrZoSEhJUpUoVVapUSd7e3oqIiFBsbKyOHj2qjIwM1a1bV5IUGRmp2NjY616fOWoAAMAIrlz1mZaWprS0tFzjJUuWVMmSJZ3f16hRw/l1QkKCvvnmG7Vv316BgYHO8aCgICUlJSk5Ofmy8cDAQCUlJV03DhI1AACAK8yZM0eTJ0/ONR4VFaU+ffrkGt+7d6+6d++u119/XV5eXkpISHC+5nA4ZLPZZLfbZfvTXm+Xxq+HRA0AABjhZhcBXE+nTp3UunXrXON/rqZdsnnzZr344osaOHCgmjdvrk2bNiklJcX5ekpKioKCglSuXLnLxo8fP66goKDrxkGiBgAAjODK7TmubHFey++//67evXtrwoQJeuCBByRJoaGhOnjwoBITE1WxYkUtW7ZMbdq0UYUKFeTn56fNmzerfv36Wrp0qcLCwq57fRI1AACAv2jGjBnKzMzUmDFjnGNPP/20xowZoz59+igzM1MNGzZUeHi4JCk6OlqDBw/W2bNnVbt2bXXs2PG617c5HA4Tn7hgOX5FK3k6BKBQOrVskKdDAAot/8Y93Pp5syq0d9m1uhyd57Jr3QoqagAAwAiunKNmFSRqAADACDxCCgAAAG5DRQ0AABjBxIoaiRoAADCCw8A5arQ+AQAALIqKGgAAMAKtTwAAAIsyMVGj9QkAAGBRVNQAAIARTHzUEokaAAAwgolPJqD1CQAAYFFU1AAAgBFMXExAogYAAIxgYqJG6xMAAMCiqKgBAAAjsOoTAADAolj1CQAAALehogYAAIxg4mICEjUAAGAEE+eo0foEAACwKCpqAADACHYDa2okagAAwAgmzlGj9QkAAGBRVNQAAIARzGt8kqgBAABD0PoEAACA21BRAwAARjDxEVIkagAAwAgmbs9B6xMAAMCiqKgBAAAjmFdPI1EDAACGYNUnAAAA3IaKGgAAMIKJiwlI1AAAgBHMS9NofQIAAFgWFTUAAGAEExcTkKgBAAAjmDhHjdYnAACARVFRAwAARjCvnkaiBgAADGHiHDVanwAAABZFRQ0AABjBYWDzk0QNAAAYgdYnAAAA3IaKGgAAMIKJ+6iRqAEAACOYl6bR+gQAALCsApuopaWlaezYsfrPf/6j0NBQNW3aVB999JGysrIkScHBwVq/fr2HowQAAO5il8Nlh1UUyNbnqVOn1LZtW/3tb3/TyJEjVbFiRe3cuVMjR47Unj17FB0d7ekQYYhePTurZ8/OOn8+Q7t/3ae+fQfr5MlTng4LMMp32/Zp8JxYrR8fpTPnM/XWvG91MOmkHA6HIu77p7o0ufey85es367vtu3TxJ6tPBMwLMvEVZ8FMlGLjo6Wj4+PZs2aJT8/P0lSpUqVVKZMGXXo0EEdOnTwcIQwQcOGD+jVV3sprOHjOnr0mJ55JlJTPhijds/08HRogDESk09qwqIf5Pj/BYwpX61XUJkSin4+QuczsxQ58hPdXb2CQquW1+lzGZr0f2u1/Ofdql+jomcDB9ykwLU+L1y4oK+//lrPPvusM0m75F//+pfmzJmjmjVrSpK2bNmixx9/XHfddZeeeeYZHT58WJK0ceNGBQcHKzs72/neAQMG6LXXXpMkTZo0ST169FCHDh1077336ocfftAjjzyiefPm6emnn1ZoaKieeOIJxcXFuemu4Ql316uj775fq6NHj0mSliz5Rs2bN5aPj4+HIwPMcP5ClgbNjtWrbRo6x15/spFeaR0mSUo5fU5Z2dkK8L/4b/23W35VYKkA5+vAlRwu/I9VFLhE7dChQ0pPT9ddd9111dfvv/9++fv7S5JiYmL0xhtvaOHChTpz5ozeeeedG/6c77//Xk2bNtXcuXN19913S5ImT56s5557TgsWLJCfn59GjBhx6zcEy9r081Y1avSgKleuIEnq1PEp+fn56W9/K+PhyAAzjPz0v3ri4btUo8LfnWM2m03eXkU0cPY3euLtT3RPjUr6x20Xf+aebBCq7s3ul4+3l6dChsXZXXhYRYFL1NLS0iRJJUqUyPPc7t2764EHHlBwcLCeeOIJ7d69+4Y/p3Tp0mrfvr1CQkIUEBAgSWrVqpUaN26skJAQde3aVdu3b/9rN4ECYd26TXr77QmKWTBd69d9LbvdoRMnTurChQueDg0o8Bb8sE1eXkXU6sE7r/r6qM6PafXYHjqdnqFpy39yc3SAdRS4OWplylz8y+r06dN5nlu5cmXn1yVKlFBmZuYNf06FChVyjVWqVMn5dUBAgOx2u3JycuTlxV93JgoIKK4ff9io2bMXSJLKly+nYcNeU2rqKc8GBhjg/37aoYwL2Xpq1Dxl5+QoM+vi1+0fqaf7Q6ooqHSAihX1VXj9YK36315Ph4sCwkotS1cpcBW1ypUrq3Tp0oqPj7/q6y+99JL++9//SlKuBMrx/2er2my2XO/783w1Sbnmv0mSr69vrrFL14R5yt9+m779NkYlSlysqA7o30cxMUs9HBVghvmvP6MvB3dUzMD2mtSrlfx8vBUzsL227Duqact/ksPh0IWsbH27ZY/uDa6c9wUB0fq0BC8vLzVv3lzz5s3L1YL66aef9M033zirbtdyaTL42bNnnWNHjhxxfbAo0PbsPaDo6A+09sf/U3zcavn6+WrAG297OizAaK9EhulsRqaeeHuu2o39VP+sfJuebVTP02GhgLA7HC47rKLAtT4lKSoqSqtXr1aXLl3Up08flS9fXps3b9bYsWMVGRmp+vXrX/f9NWrUUNGiRTV58mR16tRJ//3vf7Vz505VrMhyb1zuw6lz9OHUOZ4OAzBahb+V0oYJUZKkksWKamzX5tc9v+UDtdXygdruCA3wuAJXUZOksmXL6rPPPlO1atXUv39/tWjRQtOnT9cLL7yg4cOH5/n+gIAAjRgxQqtWrVKLFi20fft2dezY0Q2RAwCA/OJw4WEVNgeTrNzCr2ilvE8C4HKnlg3ydAhAoeXf2L0bhD9TpbXLrvVp4mKXXetWFMiKGgAAQGFQIOeoAQAAXMnE7TlI1AAAgBGstK2Gq9D6BAAAsCgqagAAwAh2Wp8AAADWZOIcNVqfAAAAFkVFDQAAGMHExQQkagAAwAgm7uFP6xMAAOAWnD17Vi1atNCRI0ckSevXr1dERISaNGmiCRMmOM/btWuXIiMj1bRpUw0aNEjZ2dl5XptEDQAAGMEuh8uOG7Vt2za1a9dOCQkJkqSMjAwNHDhQU6ZM0fLly7V9+3atWbNGktSvXz8NHTpUK1askMPhUExMTJ7XJ1EDAABGsLvwSEtL05EjR3IdaWlpl31mTEyMhg0bpqCgIElSXFycqlSpokqVKsnb21sRERGKjY3V0aNHlZGRobp160qSIiMjFRsbm+c9MUcNAADgCnPmzNHkyZNzjUdFRalPnz7O799+++3LXk9OTlZgYKDz+6CgICUlJeUaDwwMVFJSUp5xkKgBAAAjuHIftU6dOql169a5xkuWLHnd99ntdtlstj9icjhks9muOZ4XEjUAAGAEVz6ZoGTJknkmZVdTrlw5paSkOL9PSUlRUFBQrvHjx48726XXwxw1AAAAFwkNDdXBgweVmJionJwcLVu2TGFhYapQoYL8/Py0efNmSdLSpUsVFhaW5/WoqAEAACNYYR81Pz8/jRkzRn369FFmZqYaNmyo8PBwSVJ0dLQGDx6ss2fPqnbt2urYsWOe17M5rHBXhYBf0UqeDgEolE4tG+TpEIBCy79xD7d+XtNKj7nsWisOf+Oya90KWp8AAAAWResTAAAYwZWrPq2CRA0AABjBlas+rYLWJwAAgEVRUQMAAEYwcX0kiRoAADACrU8AAAC4DRU1AABgBFZ9AgAAWJTdwDlqtD4BAAAsiooaAAAwgnn1NBI1AABgCFZ9AgAAwG2oqAEAACOYWFEjUQMAAEYw8ckEtD4BAAAsiooaAAAwAq1PAAAAizLxyQS0PgEAACyKihoAADCCiYsJSNQAAIARTJyjRusTAADAoqioAQAAI9D6BAAAsChanwAAAHAbKmoAAMAIJu6jRqIGAACMYDdwjhqtTwAAAIuiogYAAIxA6xMAAMCiaH0CAADAbaioAQAAI9D6BAAAsCgTW58kagAAwAgmVtSYowYAAGBRVNQAAIARaH0CAABYFK1PAAAAuA0VNQAAYASHw+7pEFyORA0AABjBTusTAAAA7kJFDQAAGMHBqk8AAABrovUJAAAAt6GiBgAAjEDrEwAAwKJMfDIBrU8AAACLoqIGAACMYOIjpEjUAACAEUyco0brEwAAwKKoqAEAACOYuI8aiRoAADACrU8AAAC4DRU1AABgBBP3USNRAwAARqD1CQAAALehogYAAIzAqk8AAACLovUJAAAAt6GiBgAAjMCqTwAAAIsy8aHstD4BAAAsiooaAAAwAq1PAAAAi2LVJwAAANyGihoAADCCiYsJSNQAAIARaH0CAADAbaioAQAAI5hYUSNRAwAARjAvTZNsDhPTTwAAAAMwRw0AAMCiSNQAAAAsikQNAADAokjUAAAALIpEDQAAwKJI1AAAACyKRA0AAMCiSNQAAAAsikQNAADAokjUAAAALIpEDQAAwKJI1AAAACyKRA2FksPhkCSdOnVK2dnZysnJ8XBEAADk5u3pAABPsNls+u677zR58mT5+/urbt266tmzpwICAjwdGmA0h8Mhm82mjIwMSVLRokUvGwdwOZvjUmkBKAQu/TLYvXu32rZtq86dO+v333/Xb7/9pqCgIA0fPpxkDcgnl37+Vq9erXnz5slms+mRRx5Ru3btLnsdwB9I1FDo/Pzzz0pKStLBgwfVp08f5eTkaNmyZVq4cKECAwNJ1oB8tGnTJvXs2VOPPvqoMjIy9O233yoqKkq9evWSRLIGXInWJwqFS//4nz59Wp9//rm+/vprNWnSRDk5OfLy8lKzZs3kcDj05Zdf6s0339SwYcNUokQJT4cNGOXQoUOKi4tTt27d1KtXL50/f15hYWEaMmSIHA6HevfuLZvNRrIG/AmJGgoFm82mFStWaOrUqfrggw/k7++vlStXateuXbrzzjvl4+OjFi1aqEiRIpo5c6bGjBmjkSNH8ssCuEWXkq6kpCQ9//zzOnLkiNq0aSNJ8vf3V4sWLWS32zVs2DB5eXmpR48e/NwBf0KihkLh8OHDmjdvnlq1aqWgoCANHTpUJ0+eVI8ePTRjxgwFBwfL29tbzZo1k7e3t0JDQ/llAbiAzWbTypUr9csvv2jUqFEaPXq09u/fr61bt6pevXry9fXV448/riJFimjgwIHy8fFRt27dPB02YBlszwHjHTlyRK+99pr27t2rGjVqyNvbW76+vpowYYLq1Kmjbt26ac+ePZLkTNYqVKjg4agBM+zevVszZsxQ2bJlVb9+fY0bN06nT5/WzJkzFR8fL0ny9fVVixYtNG7cODVq1MizAQMWQ6IGo50+fVoVK1ZURESEvL29tXTpUv3222+SLv5yeO+993T33XcrMjJS+/bt83C0gFkOHz6sSZMmKTk5WeHh4ZKkqlWr6v3339eBAwc0ffp0bd++XZKclbVq1ap5MmTAckjUYKz4+Hh16dJF69atU/v27dWzZ0/t3r1bCxYs0LFjxyRd/OUQHR2t8PBweXszEwBwlTNnzigoKEi1atVSamqqZsyY4XytWrVqmjhxohITEzV+/Hjt3LnTg5EC1kaiBmMFBwfL19dXkyZN0k8//aRnn31WkZGR+vHHH7VgwQIlJSVJ+iNZ+8c//uHZgAFD7Nq1Sy+//LLi4+PVu3dv9erVSz///LPee+895znVqlXTO++8o3Pnzqls2bKeCxawOEoIMMal1WWX/tvX11effPKJevTooejoaL322mvq1KmTJOnrr7/W+fPn1aVLF912220ejhwwy9mzZ+VwODRjxgwVKVJEXbt2lSTFxsbKZrOpb9++kqSaNWtq7ty58vX19WS4gKVRUYMxbDab4uLi9PrrrzsfT+Pr66upU6eqZMmSGj16tH7++Wd16tRJjRs31o4dO+Tj4+PhqIGC78p90++991716tVLXl5e+vDDDxUXF6cuXbooPDxca9eu1ZgxY5zn8jMIXB+JGoxgt9vlcDj066+/au/evXrrrbcuS9ZmzJghu92uMWPGaM2aNXrhhRc0efJkWi6AC9hsNv3444/6+OOPnWP169dX586dVbRoUU2ZMkW7du1S586d1aBBA+3YsUOpqanO9wK4NhI1FFhZWVnOv+RzcnJks9nUunVrde3aVQcPHtTQoUOVnp4u6eIvg0cffVSHDx/Wt99+q/T0dJUqVcqT4QPGcDgcOnTokKKjozV79mzn+D333KNOnTopOTlZ7777ruLi4tSrVy9NnDiRP5KAG8QcNRQ4q1at0n/+8x9ny+THH3/U4sWLFRgYqMaNG+vxxx+XJH322WcaPny43nzzTRUtWlTZ2dmKiopSeHi4ihUr5slbAAo8u92uIkUu/q1vs9n07LPPSpJGjBihnJwc56a199xzj+rUqaN169Zp4cKFql27tsqUKeOxuIGChkQNBcqRI0fUu3dvNWvWTOPHj9cvv/yi559/XuHh4Vq9erV2796tp556ypmszZ07V02aNFGtWrW0fv16ff311woKCvLwXQAFU3x8vKpXry5/f38VKVJE69ev1w8//KASJUqoefPmevbZZ+VwODRy5Eh5eXmpc+fOkqSSJUvqiSee0LPPPit/f3/P3gRQwNgcV84CBSzMbrdr3bp1eu211/TQQw+pfv36ys7OVqdOnZSYmKjp06crMTFRTz/9tJo3b67t27dr8eLFysrKUocOHVSjRg1P3wJQ4NjtdsXFxenpp5/WgAED1LlzZ61Zs0Z9+vTRnXfeqbS0NNntdo0fP14hISGaN2+eRo0apfr168vf31//+9//9OWXX6pSpUqevhWgwCFRQ4GQkZGhrKwseXl5qVixYlq7dq0GDBig1NRUDRgwQB07dpQkJSYm6qOPPtKhQ4f05JNPOitr2dnZbGgL3KKFCxfqzTffVL9+/ZSYmKiQkBA99dRT2r59u2bPnq1t27Zp0qRJCgkJ0Q8//KBPP/1UpUqVUteuXRUcHOzp8IECiUQNljdr1ixt3bpVW7Zska+vr15//XWFh4dr/fr1GjJkiEJCQvTBBx84zz906JA+/vhjbd++XR07dlSrVq2ce6sBuDnff/+99u7dq+TkZD300EPau3evxo8fr4CAAA0ZMkQtW7aUdPGZntOnT9e2bdv0/vvvq3bt2srMzFSRIkXYggO4BSRqsLR3331XixcvVlRUlDIzM5Wdna377rtPd955p3JycvTTTz/p5ZdfVlhYmKKjo53vO3jwoObPn6+uXbuqfPnyHrwDoOCKjo7WihUrVLFiRWVlZen06dP66quv9OWXX2rQoEHq3r27unfv7lyc8+uvv2rGjBn6/vvv9cknn6hWrVoevgOg4KMXBMtas2aNVq5cqSlTpqhOnTqS/lhp5nA45OXlpYceekgTJkzQyy+/rH79+umdd96RJN1xxx3q378/f8kDf9H8+fP11VdfaeLEiapVq5Z8fX2Vmpoqu92uNm3a6Pz58xo5cqQCAwPVunVrFS9eXMHBwercubP8/PxYWQ24CPuowbKOHj2qmjVrqlatWsrOzpaky7YDkKStW7fq/vvv1/jx47V27Vr16tXL+X6SNODmORwO2e12/fzzz+rSpYtCQ0Odj3gqW7asc+/C9u3b64UXXtCYMWO0aNEinT9/XpL0z3/+U0OGDFGVKlU8dg+ASUjUYFk7d+7UuXPn5OPjc9WFAKmpqerXr58WLVqkhx9+WKNHj9avv/7qfNg6gL/mzJkz2rJli+644w5Jlz8iysvLS5K0YsUK/f3vf1evXr00duxYzZ0797KngQBwDRI1WNZtt92mkydPOqtpdrvd+ZrdblfZsmVVt25dbdy4UZIUFhamZcuW8ZB14BbYbDaVKlVKpUqV0sGDB51jVypdurRGjRqlZs2aqX///poxY4YyMzPdHS5gPBI1WFazZs20f/9+TZ8+XdLFtuelZO1SCzQrK0tpaWnOMTbTBG6Nw+FQZmamKlSooA0bNujMmTNXPS80NFRBQUGKi4tThw4dFBsby2PZgHxAogZLstvtuuOOO9SjRw/NmjVL8+bNk/RHgpadne2stF1aaADg1tlsNvn5+alXr15at26d8w+lSy79sZSSkqLSpUsrMDBQkkjSgHzCqk9Y0qWELCIiQqmpqXr33Xd17NgxdejQQbfddptOnDihmJgYbdq0SX379vVwtIB56tSpo6FDh+rNN9/UhQsX1LlzZ5UrV875sxkTEyO73a7q1atL+uNnFoBrsY8aLC8pKUmrV6/W+PHjVbZsWZ05c0aVK1fW6dOnFR0dzV5NQD6x2+1atmyZhg0bppCQEAUHB6tUqVI6cuSI1q9fr5kzZ/LzB+QzEjVY0qX/W/55EnNqaqq2bNmiI0eOKDg4WFWrVmXhAOAGBw4c0Jdffqm4uDgVKVJEISEhatu2rapWrerp0ADjkajBoy492ikhIUEZGRlKT0/X3Xffnev1nJwc57YAADyLR7IB7kOiBo9bsWKFRo0aJV9fX6Wlpal27dp69dVXVatWLea9ABbx5+SMRA1wHxI1uN2f/5HftWuXXnjhBb3yyiuqU6eOfH191bdvX/n4+Gjo0KGqXbs2vxQAAIUW5Qq4zdSpU/XVV1/JZrM5l/gnJCSoQoUKatq0qapWrapKlSrps88+U3p6usaPHy/p6pttAgBQGJCowS2ys7N18uRJ9evXT99++62zpfn7778rNTVVxYoVk81m0/nz5+Xn56exY8dqy5Ytio+P93DkAAB4Doka3MLb21t9+/ZVr1699OKLLyo2NlaS9MgjjygpKUmTJk2SJOeTBbKzs1WuXDmVLVvWYzEDAOBpbHiLfHPlis1ixYqpW7dustvteumllzR+/Hg1a9ZM/fr108SJE5Wdna2oqCilp6drzZo18vb25pFQAIBCjUQN+SY+Pl61atWS3W53bq1RvHhxPffcc8rJydErr7wiX19ftW/fXsWLF9eIESO0fPlyFS1aVCdPntS0adOoqAEACjVWfSJffPHFFxoyZIhq1aqlsmXL6pFHHlFQUJAaNmwoX19fSdLkyZOdR+PGjXXs2DFt2bJFxYoVU82aNVW+fHkP3wUAAJ5FooZ8sX//fr300kvau3evqlevrvT0dJ07d07FixdXYGCgmjRpoqCgIP3888+KiYnR9OnT1aBBA0+HDQCApZCoId8kJiYqKipK9erVU+PGjfWPf/xDa9euVVxcnHbt2qUDBw6oTJkySk5OliSSNQAArkCihny1Z88e9e3bV9WrV9fLL7/sfDZgamqqzp07p61bt2rnzp3asmWLRo0aperVq3s4YgAArINEDflu7969zmTtueeeU506dXKdk5GRoaJFi3ogOgAArIt91JDvatSooYkTJ2rfvn36+OOPtWPHDudrOTk5kiQ/Pz9PhQcAgGVRUYPb7Nu3Ty+++KJCQkLUqVMnhYaGejokAAAsjYoa3KZ69eqaOHGiNm3apM8//1wXLlzwdEgAAFgaFTW43f79++Xj46PKlSt7OhQAACyNRA0AAMCiaH0CAABYFIkaAACARZGoAQAAWBSJGgAAgEWRqAEAAFgUiRqAW3bkyBHVqlVLLVu2dB6PP/64Fi5ceMvX7t69uxYtWiRJatmypdLS0q557pkzZ9SxY8eb/ozY2Fh16NAh1/jGjRvVokWLPN8fHBys1NTUm/rMAQMGaMaMGTf1HgCFj7enAwBghqJFi2rp0qXO75OSktSiRQvdeeedCgkJccln/Pn6V3P69GnFx8e75LMAwApI1ADki9tuu01VqlRRQkKCdu7cqYULF+r8+fMKCAjQ3Llz9cUXX+izzz6T3W5X6dKlNWTIEFWrVk1JSUkaMGCAkpOTVb58eZ04ccJ5zeDgYG3YsEFly5bVtGnTtHjxYnl7e6tKlSoaM2aM3njjDWVkZKhly5ZatGiREhIS9Pbbb+vUqVPKyclRhw4d9MQTT0iS3n//fX311VcqXbq0qlSpkuf9HDx4UMOHD9e5c+eUkpKikJAQvffee87n1L733nuKj4+X3W7XSy+9pH//+9+SdM37BIAbQaIGIF9s3bpVhw4dUmhoqDZs2KB9+/bpu+++U0BAgDZt2qQlS5Zo/vz58vf319q1axUVFaVvvvlGw4cPV2hoqF566SUlJiaqVatWua69atUqLVq0SDExMSpVqpRGjx6tefPmafTo0YqIiNDSpUuVnZ2tF198UePGjVPt2rV15swZtW3bVtWrV9fx48f17bffasmSJSpatKh69+6d5/3ExMSoVatWatmypbKyshQZGanVq1eradOmkqSKFStq+PDh2rNnjzp06KBvvvlG+/btu+Z9AsCNIFED4BKXKlmSlJOTozJlyuidd97R7bffLuliNSwgIECStHr1aiUmJurpp592vj8tLU2nTp3S+vXr1b9/f0lSlSpVdN999+X6rA0bNig8PFylSpWSJL3xxhuSLs6VuyQhIUGHDh3SwIEDL4tx586d2r9/vx599FFnPG3atNHcuXOve3/9+vXTunXrNH36dCUkJCg5OVnp6enO19u1aydJqlmzpqpVq6atW7dq8+bN17xPALgRJGoAXOLKOWpXKlasmPNru92uli1bql+/fs7vk5OTVapUKdlsNv35yXbe3rn/mfLy8pLNZnN+n5aWlmuRQU5OjkqUKHFZTMePH1eJEiU0bty4yz7Dy8srz/t75ZVXlJOTo8cee0yNGjXS77//ftk1ihT5Y22W3W6Xt7f3de8TAG4Eqz4BuN3DDz+sr7/+WsnJyZKkzz77TJ06dZIkNWjQQAsWLJAk/fbbb9q4cWOu9z/44INauXKlzp49K0maNGmSZs+eLW9vb+Xk5MjhcOiOO+64LHn8/fff1aJFC23fvl1hYWGKjY1VWlqa7HZ7nosUJGnt2rXq3bu3mjVrJknatm2bcnJynK8vXrxYkrRjxw5ny/d69wkAN4KKGgC3e/jhh/X888+ra9eustlsCggI0OTJk2Wz2TRs2DC98cYbeuyxx1SuXLmrrhht2LCh9u3b52w3Vq9eXSNGjJC/v7/q1Kmj5s2ba/78+ZoyZYrefvttffzxx8rOzlbfvn1Vv359SdKvv/6qNm3aqGTJkgoJCdHJkyevG/PLL7+s3r17q1ixYgoICNC9996rQ4cOOV8/fPiwWrVqJZvNpvHjx6t06dLXvU8AuBE2x59r9wAAALAMWp8AAAAWRaIGAABgUSRqAAAAFkWiBgAAYFEkagAAABZFogYAAGBRJGoAAAAWRaIGAABgUf8PRu8q0Oq0RiQAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 720x504 with 2 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "# Confusion matrix testdata\n", - "cm = confusion_matrix(y_test,prediction_test)\n", - "df_cm = pd.DataFrame(cm, index=['No Churn','Churn'], columns=['No Churn', 'Churn'],)\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": 199, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "True Negatives: 493\n", - "False Positives: 2\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 0.9953810623556582\n" - ] - } - ], - "source": [ - "# metrics from 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": { - "include": false - }, - "source": [ - "Pr\u00e4zision und Recall vermitteln ein viel realistischeres Bild des Modells. Es erreicht eine Pr\u00e4zision von rund 68 % und eine Wiederauffindbarkeit von 52 %. Der Recall ist f\u00fcr den Anwendungsfall eindeutig wichtiger und muss daher auf Kosten der Pr\u00e4zision verbessert werden." - ] - }, - { - "cell_type": "code", - "execution_count": 200, - "metadata": { - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - }, - "output_type": "display_data" - } - ], - "source": [ - "# ROC-Kurve, AUC\n", - "fig, ax = plt.subplots(figsize=(8,6))\n", - "ax.set_title('ROC Kurve')\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": { - "include": false - }, - "source": [ - "Der AUC der ROC-Kurve ergibt einen guten Wert von 0,84. Daraus l\u00e4sst sich schlie\u00dfen, dass durch die Optimierung des Schwellenwertes Optimierungspotenzial besteht." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 4.3. Interpretation" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Zun\u00e4chst sollen jedoch die Ergebnisse f\u00fcr das Unternehmen veranschaulicht werden und es soll gekl\u00e4rt werden, welche Kunden zur Abwanderung f\u00fchren und welche gegen eine Abwanderung sprechen." - ] - }, - { - "cell_type": "code", - "execution_count": 201, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "InternetService_Fiber optic 3.115901\n", - "StreamingMovies_Yes 1.439381\n", - "PaymentMethod_Electronic check 1.310265\n", - "StreamingTV_Yes 1.219198\n", - "PaperlessBilling 1.216093\n", - "MultipleLines_Yes 1.098867\n", - "SeniorCitizen 0.395488\n", - "Dependents -0.732812\n", - "TechSupport_Yes -0.835712\n", - "PhoneService -1.207319\n", - "OnlineSecurity_Yes -1.744166\n", - "InternetService_No -2.846463\n", - "tenure -2.924275\n", - "Contract_One year -3.457173\n", - "Contract_Two year -6.329852\n", - "dtype: float64" - ] - }, - "execution_count": 201, - "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": 202, - "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 representation of key features that lead to churn.\n", - "weights = pd.Series(logistic_model.coef_[0],\n", - " index=X_train.columns.values)\n", - "print (weights.sort_values(ascending = False)[:7].plot(kind='bar'))" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die drei Hauptmerkmale, die zur Abwanderung f\u00fchren, sind:\n", - "\n", - "- Der Glasfaserdienst (InternetService_Glasfaser),\n", - "- Die Online-Zahlungen (PaperlessBilling) und\n", - "- Das Abonnement des zus\u00e4tzlichen Filmstreamingdienstes (StreamingMovies_Yes).\n" - ] - }, - { - "cell_type": "code", - "execution_count": 203, - "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": [ - "# Most important features that keep customers from churning\n", - "print(weights.sort_values(ascending = False)[-8:].plot(kind='bar'))" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die drei wichtigsten Merkmale, die Kunden von der Abwanderung abhalten, sind:\n", - "\n", - "- Die Vertr\u00e4ge, die f\u00fcr zwei Jahre gek\u00fcndigt werden k\u00f6nnen (Contract_Two year),\n", - "- Die Zeit, die man Kunde eines Unternehmens ist (Tenure) und\n", - "- kein Abonnement f\u00fcr den Internetdienst (InternetService_No).\n" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "## 4.4. Modell-Optimierung" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Die Recall-Rate ist als Zielmetrik zu niedrig und muss daher erh\u00f6ht werden. Daher werden die Metriken bei verschiedenen Schwellenwerten der logistischen Regression analysiert." - ] - }, - { - "cell_type": "code", - "execution_count": 204, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "******** For a Threshold about 0.05 ******\n", - "Accuracy: 0.8588235294117647\n", - "True Negatives: 367\n", - "False Positives: 128\n", - "False Negatives: 4\n", - "True Positives: 436\n", - "Recall: 0.990909090909091\n", - "Precision: 0.7730496453900709\n", - "\n", - "******** For a Threshold about 0.1 ******\n", - "Accuracy: 0.9144385026737968\n", - "True Negatives: 420\n", - "False Positives: 75\n", - "False Negatives: 5\n", - "True Positives: 435\n", - "Recall: 0.9886363636363636\n", - "Precision: 0.8529411764705882\n", - "\n", - "******** For a Threshold about 0.15 ******\n", - "Accuracy: 0.9422459893048128\n", - "True Negatives: 446\n", - "False Positives: 49\n", - "False Negatives: 5\n", - "True Positives: 435\n", - "Recall: 0.9886363636363636\n", - "Precision: 0.8987603305785123\n", - "\n", - "******** For a Threshold about 0.2 ******\n", - "Accuracy: 0.9657754010695188\n", - "True Negatives: 468\n", - "False Positives: 27\n", - "False Negatives: 5\n", - "True Positives: 435\n", - "Recall: 0.9886363636363636\n", - "Precision: 0.9415584415584416\n", - "\n", - "******** For a Threshold about 0.25 ******\n", - "Accuracy: 0.9786096256684492\n", - "True Negatives: 481\n", - "False Positives: 14\n", - "False Negatives: 6\n", - "True Positives: 434\n", - "Recall: 0.9863636363636363\n", - "Precision: 0.96875\n", - "\n", - "******** For a Threshold about 0.3 ******\n", - "Accuracy: 0.9818181818181818\n", - "True Negatives: 486\n", - "False Positives: 9\n", - "False Negatives: 8\n", - "True Positives: 432\n", - "Recall: 0.9818181818181818\n", - "Precision: 0.9795918367346939\n", - "\n", - "******** For a Threshold about 0.35 ******\n", - "Accuracy: 0.986096256684492\n", - "True Negatives: 490\n", - "False Positives: 5\n", - "False Negatives: 8\n", - "True Positives: 432\n", - "Recall: 0.9818181818181818\n", - "Precision: 0.988558352402746\n", - "\n", - "******** For a Threshold about 0.4 ******\n", - "Accuracy: 0.9871657754010695\n", - "True Negatives: 491\n", - "False Positives: 4\n", - "False Negatives: 8\n", - "True Positives: 432\n", - "Recall: 0.9818181818181818\n", - "Precision: 0.9908256880733946\n", - "\n", - "******** For a Threshold about 0.45 ******\n", - "Accuracy: 0.9893048128342246\n", - "True Negatives: 493\n", - "False Positives: 2\n", - "False Negatives: 8\n", - "True Positives: 432\n", - "Recall: 0.9818181818181818\n", - "Precision: 0.9953917050691244\n", - "\n", - "******** For a Threshold about 0.5 ******\n", - "Accuracy: 0.9882352941176471\n", - "True Negatives: 493\n", - "False Positives: 2\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 0.9953810623556582\n", - "\n", - "******** For a Threshold about 0.55 ******\n", - "Accuracy: 0.9882352941176471\n", - "True Negatives: 493\n", - "False Positives: 2\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 0.9953810623556582\n", - "\n", - "******** For a Threshold about 0.6 ******\n", - "Accuracy: 0.9893048128342246\n", - "True Negatives: 494\n", - "False Positives: 1\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 0.9976851851851852\n", - "\n", - "******** For a Threshold about 0.65 ******\n", - "Accuracy: 0.9893048128342246\n", - "True Negatives: 494\n", - "False Positives: 1\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 0.9976851851851852\n", - "\n", - "******** For a Threshold about 0.7 ******\n", - "Accuracy: 0.9903743315508021\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.75 ******\n", - "Accuracy: 0.9903743315508021\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 9\n", - "True Positives: 431\n", - "Recall: 0.9795454545454545\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.8 ******\n", - "Accuracy: 0.9893048128342246\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 10\n", - "True Positives: 430\n", - "Recall: 0.9772727272727273\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.85 ******\n", - "Accuracy: 0.9882352941176471\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 11\n", - "True Positives: 429\n", - "Recall: 0.975\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.9 ******\n", - "Accuracy: 0.9871657754010695\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 12\n", - "True Positives: 428\n", - "Recall: 0.9727272727272728\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.95 ******\n", - "Accuracy: 0.9807486631016042\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 18\n", - "True Positives: 422\n", - "Recall: 0.9590909090909091\n", - "Precision: 1.0\n", - "\n", - "******** For a Threshold about 0.99 ******\n", - "Accuracy: 0.9497326203208556\n", - "True Negatives: 495\n", - "False Positives: 0\n", - "False Negatives: 47\n", - "True Positives: 393\n", - "Recall: 0.8931818181818182\n", - "Precision: 1.0\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 about {} ******'.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", - " # read 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 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": { - "include": false - }, - "source": [ - "Ein Schwellenwert von 0,3 bietet ein besseres Ergebnis f\u00fcr die Anwendung. Er erh\u00f6ht die Wiederauffindbarkeit auf ein zufriedenstellendes Niveau von 73,21 %, was zu Lasten der Pr\u00e4zision geht. Die Pr\u00e4zision ist jedoch vernachl\u00e4ssigbar." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Daraus ergeben sich die folgenden Werte:" - ] - }, - { - "cell_type": "code", - "execution_count": 205, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.98 0.98 0.98 495\n", - " 1 0.98 0.98 0.98 440\n", - "\n", - " accuracy 0.98 935\n", - " macro avg 0.98 0.98 0.98 935\n", - "weighted avg 0.98 0.98 0.98 935\n", - "\n", - "Confusion matrix for the new threshold:\n" - ] - }, - { - "data": { - "image/png": "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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: 0.9818181818181818\n", - "True Negatives: 486\n", - "False Positives: 9\n", - "False Negatives: 8\n", - "True Positives: 432\n", - "Recall: 0.9818181818181818\n", - "Precision: 0.9795918367346939\n" - ] - } - ], - "source": [ - "# Threshold about 0,3\n", - "y_test_pred = pred_proba_df.apply(lambda x: 1 if x>0.30 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 for the new threshold:\")\n", - "df_cm = pd.DataFrame(c, index=['No Churn','Churn'], columns=['No Churn', 'Churn'],)\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": { - "include": false, - "paragraph": "Evaluation" - }, - "source": [ - "Erwartungsgem\u00e4\u00df steigt die Rate der f\u00e4lschlicherweise als abgewandert eingestuften Kunden. Im Gegenzug steigt aber auch die Anzahl der Kunden, die korrekt als Abwanderer vorhergesagt werden (True Positives). Wie in der Hausarbeit ausgef\u00fchrt, ist dies essentiell, denn im Zweifelsfall w\u00fcrde ein Kunde f\u00e4lschlicherweise vom Serviceteam angerufen werden und diesen Anruf sogar als guten Service wahrnehmen und l\u00e4ngerfristig an das Unternehmen binden." - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false, - "paragraph": "Umsetzung" - }, - "source": [ - "# 5. Deployment" - ] - }, - { - "cell_type": "code", - "execution_count": 206, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# Separate individual (scaled) customer\n", - "customer_df = X_test.iloc[896]" - ] - }, - { - "cell_type": "code", - "execution_count": 207, - "metadata": { - }, - "outputs": [ - { - "data": { - "text/plain": [ - "SeniorCitizen 0.000000\n", - "Dependents 0.000000\n", - "tenure -0.302393\n", - "PhoneService 1.000000\n", - "PaperlessBilling 0.000000\n", - "MultipleLines_Yes 0.000000\n", - "InternetService_Fiber optic 0.000000\n", - "InternetService_No 1.000000\n", - "OnlineSecurity_Yes 0.000000\n", - "TechSupport_Yes 0.000000\n", - "StreamingTV_Yes 0.000000\n", - "StreamingMovies_Yes 0.000000\n", - "Contract_One year 0.000000\n", - "Contract_Two year 1.000000\n", - "PaymentMethod_Electronic check 0.000000\n", - "Name: 1544, dtype: float64" - ] - }, - "execution_count": 207, - "metadata": { - }, - "output_type": "execute_result" - } - ], - "source": [ - "# Overview about the customer\n", - "customer_df" - ] - }, - { - "cell_type": "code", - "execution_count": 208, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# execute prediction\n", - "cust_pred = logistic_model.predict([customer_df])" - ] - }, - { - "cell_type": "code", - "execution_count": 209, - "metadata": { - }, - "outputs": [ - ], - "source": [ - "# evaluate results\n", - "def check_prediction(pred):\n", - " if pred[0] == 1:\n", - " print(\"The customer will probably churn! Inform Customer Relationship Management!\")\n", - " else:\n", - " print(\"The customer probably will not churn.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 210, - "metadata": { - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The customer probably will not churn.\n" - ] - } - ], - "source": [ - "check_prediction(cust_pred)" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "# Zusammenfassung" - ] - }, - { - "attachments": { - }, - "cell_type": "markdown", - "metadata": { - "include": false - }, - "source": [ - "Das Notebook hat gezeigt, wie eine logistische Regression verwendet werden kann, um die Abwanderung von Kunden im Telekommunikationssegment vorherzusagen." - ] - } - ] -} \ No newline at end of file + "tags": [] + }, + "source": [ + "# 1. Business Understanding" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Business" + }, + "source": [ + "Ein wichtiges Ziel für jedes Unternehmen liegt in der Erhaltung wertvoller Kundenbeziehungen. Für Unternehmen ist daher eine Einschätzung der Qualität der Kundenbeziehung wesentlich. Problematisch ist in diesem Sinne die Abwanderung von Kunden zu Wettbewerbern (= Churn). Soweit sich das Risiko der Abwanderung eines Kunden vorab einschätzen lässt, können Gegenmaßnahmen eingeleitet werden. Die Abschätzung der Wahrscheinlichkeit, mit der ein Kunde abwandert oder zu einem Wettbewerber wechselt ist in diesem Sinne wesentlich. Darüber hinaus stellt sich die Frage, anhand welcher Merkmale abwanderungswillige Kunden zu erkennen sind. Mit dieser Demo kann die Abwanderung eines Kunden vorhergesagt werden, so dass frühzeitig entsprechende Maßnahmen ergriffen werden können.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 2. Daten und Datenverständnis" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Daten" + }, + "source": [ + "Der Datensatz für diese Demo wurde auf der [Kaggle Data Science Plattform](https://www.kaggle.com/) veröffentlicht. Die Daten stammen von einem Unternehmen aus der Telekommunikationsbranche und wurde von IBM zur Verfügung gestellt. Die Zeilen des Datensatzes stellen jeweils einen Kunden dar. Die Spalten beschreiben die Merkmale der Kunden. Auf Basis der Merkmale wird versucht zu klassifizieren, ob ein Kunde das Unternehmen verlässt oder nicht. Daher enthalten die historischen Daten auch die Zielvariable „Churn“ (= Abwanderung), die Auskunft darüber gibt, ob ein Kunde abgewandert ist. Die Kundenmerkmale sind in drei numerische Variablen (z.B. monatlicher Rechnungsbetrag, Alter der Kundenbeziehung, etc.) und 18 kategoriale Variablen (z.B. Geschlecht, diverse Servicekategorien, etc.) unterteilt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 3. Datenvorbereitung" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "Zunächst wird der Typ der Daten nach dem Einlesen in das Notebook überprüft. Einlesefehler werden entsprechend korrigiert. Danach werden die einzelnen Kundenmerkmale einer deskriptiven Analyse unterzogen. Damit lässt sich der Zusammenhang zur Zielvariable Kundenabwanderung visuell darstellen. Auf der Grundlage einer Korrelationsanalyse werden die Zusammenhänge zwischen Kundenmerkmalen und der Zielvariable untersucht. Kundenmerkmale die keinen Mehrwert bieten werden entfernt (= Dimensionsreduktion). Die Ausgewogenheit des Datensatzes in Bezug auf die Zielvariable wird grafisch dargestellt. Die Kunden mit Abwanderung machen etwa 27 % des gesamten Datensatzes aus, während loyale Kunden etwa 73% ausmachen. Daher liegt ein unausgewogener Datensatz vor. Anschließend werden die kategorialen Werte umgewandelt (= Bildung von Dummy Variablen). Die einzelnen Kundenmerkmale werden auf Multikollinearität und statistische Signifikanz geprüft. Schließlich werden alle Kundenmerkmale auf ein gemeinsames Messniveau gebracht (= Standardisierung). Durch ein Undersampling wird die Unausgewogenheit des Datensatzes ausgeglichen. Abschließend werden Trainings- und Testdaten gebildet." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 4. Datenmodell" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Datenmodell" + }, + "source": [ + "Als Datenmodell wird eine logisitische Regression verwendet. Dies bietet sich zur Klassifikation der Kunden auf eine binäre Zielvariable (= Kundenabwanderung) an." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 5. Evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Evaluation" + }, + "source": [ + "Für die Bewertung der Qualität einer Klassifikation werden Metriken wir Accuracy (= allgemeine Genauigkeit der Klassifikation), Precision (= Präzision der Vorhersage der Kundenabwanderung) und Recall (= Menge der abwanderungswilligen Kunden die korrekt klassifiziert wurden) genutzt. In einer ersten Modellstufe wird eine Accuracy von 80%, ein Recall von 53% sowie eine Precision von 68% erreicht. Insbesondere der Recall ist hier zu schlecht, da nur etwas mehr als die Hälfte der abwanderungswilligen Kunden erkannt werden. In einer zweiten Modellstufe wird eine Hyperparameteroptimierung vorgenommen. Durch eine Veränderung des Treshholds für die Klassifikation wird eine Accuracy von 76%, ein Recall von 73% und eine Precision von 53% erreicht. Fast drei Viertel aller abwanderungswilligen Kunden werden durch dieses Modell erkannt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 6. Deployment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": true, + "paragraph": "Umsetzung" + }, + "source": [ + "Die Umsetzung bzw. Einbindung des Datenmodells bietet sich in CRM-Systemen an. Auf Basis von Kundenmerkmalen kann automatisiert eine Vorhersage über eine potentielle Kundenabwanderung erstellt werden. Auf diese Weise lassen sich gefährdete Kundenbeziehungen identifizieren, in Form von Dashboards visualisieren sowie teil-automatisiert bearbeiten." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + " " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Business", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 1. Business Understanding" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Business" + }, + "source": [ + "Ein wichtiges Ziel für jedes Unternehmen liegt in der Erhaltung wertvoller Kundenbeziehungen. Für Unternehmen ist daher eine Einschätzung der Qualität der Kundenbeziehung wesentlich. Problematisch ist in diesem Sinne die Abwanderung von Kunden zu Wettbewerbern (= Churn). Soweit sich das Risiko der Abwanderung eines Kunden vorab einschätzen lässt, können Gegenmaßnahmen eingeleitet werden. Die Abschätzung der Wahrscheinlichkeit, mit der ein Kunde abwandert oder zu einem Wettbewerber wechselt ist in diesem Sinne wesentlich. Darüber hinaus stellt sich die Frage, anhand welcher Merkmale abwanderungswillige Kunden zu erkennen sind. Mit dieser Demo kann die Abwanderung eines Kunden vorhergesagt werden, so dass frühzeitig entsprechende Maßnahmen ergriffen werden können.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# 2. Daten und Datenverständnis" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Daten" + }, + "source": [ + "Der Datensatz für diese Demo wurde auf der [Kaggle Data Science Plattform](https://www.kaggle.com/) veröffentlicht. Die Daten stammen von einem Unternehmen aus der Telekommunikationsbranche und wurde von IBM zur Verfügung gestellt. Die Zeilen des Datensatzes stellen jeweils einen Kunden dar. Die Spalten beschreiben die Merkmale der Kunden. Auf Basis der Merkmale wird versucht zu klassifizieren, ob ein Kunde das Unternehmen verlässt oder nicht. Daher enthalten die historischen Daten auch die Zielvariable „Churn“ (= Abwanderung), die Auskunft darüber gibt, ob ein Kunde abgewandert ist. Die Kundenmerkmale sind in drei numerische Variablen (z.B. monatlicher Rechnungsbetrag, Alter der Kundenbeziehung, etc.) und 18 kategoriale Variablen (z.B. Geschlecht, diverse Servicekategorien, etc.) unterteilt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.1. Import von relevanten Modulen" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "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 statsmodels.api as sm\n", + "import warnings\n", + "import imblearn\n", + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LogisticRegression\n", + "from imblearn.under_sampling import InstanceHardnessThreshold\n", + "from sklearn import metrics\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "from sklearn.model_selection import train_test_split\n", + "sns.set()\n", + "# remove warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.2. Daten einlesen" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "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>customerID</th>\n", + " <th>gender</th>\n", + " <th>SeniorCitizen</th>\n", + " <th>Partner</th>\n", + " <th>Dependents</th>\n", + " <th>tenure</th>\n", + " <th>PhoneService</th>\n", + " <th>MultipleLines</th>\n", + " <th>InternetService</th>\n", + " <th>OnlineSecurity</th>\n", + " <th>...</th>\n", + " <th>DeviceProtection</th>\n", + " <th>TechSupport</th>\n", + " <th>StreamingTV</th>\n", + " <th>StreamingMovies</th>\n", + " <th>Contract</th>\n", + " <th>PaperlessBilling</th>\n", + " <th>PaymentMethod</th>\n", + " <th>MonthlyCharges</th>\n", + " <th>TotalCharges</th>\n", + " <th>Churn</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>7590-VHVEG</td>\n", + " <td>Female</td>\n", + " <td>0</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>1</td>\n", + " <td>No</td>\n", + " <td>No phone service</td>\n", + " <td>DSL</td>\n", + " <td>No</td>\n", + " <td>...</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>Yes</td>\n", + " <td>Electronic check</td>\n", + " <td>29.85</td>\n", + " <td>29.85</td>\n", + " <td>No</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>5575-GNVDE</td>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>34</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>...</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>One year</td>\n", + " <td>No</td>\n", + " <td>Mailed check</td>\n", + " <td>56.95</td>\n", + " <td>1889.5</td>\n", + " <td>No</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3668-QPYBK</td>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>2</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>...</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>Yes</td>\n", + " <td>Mailed check</td>\n", + " <td>53.85</td>\n", + " <td>108.15</td>\n", + " <td>Yes</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>7795-CFOCW</td>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>45</td>\n", + " <td>No</td>\n", + " <td>No phone service</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>...</td>\n", + " <td>Yes</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>One year</td>\n", + " <td>No</td>\n", + " <td>Bank transfer (automatic)</td>\n", + " <td>42.30</td>\n", + " <td>1840.75</td>\n", + " <td>No</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>9237-HQITU</td>\n", + " <td>Female</td>\n", + " <td>0</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>2</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>Fiber optic</td>\n", + " <td>No</td>\n", + " <td>...</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>Yes</td>\n", + " <td>Electronic check</td>\n", + " <td>70.70</td>\n", + " <td>151.65</td>\n", + " <td>Yes</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 21 columns</p>\n", + "</div>" + ], + "text/plain": [ + " customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 7590-VHVEG Female 0 Yes No 1 No \n", + "1 5575-GNVDE Male 0 No No 34 Yes \n", + "2 3668-QPYBK Male 0 No No 2 Yes \n", + "3 7795-CFOCW Male 0 No No 45 No \n", + "4 9237-HQITU Female 0 No No 2 Yes \n", + "\n", + " MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n", + "0 No phone service DSL No ... No \n", + "1 No DSL Yes ... Yes \n", + "2 No DSL Yes ... No \n", + "3 No phone service DSL Yes ... Yes \n", + "4 No Fiber optic No ... No \n", + "\n", + " TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n", + "0 No No No Month-to-month Yes \n", + "1 No No No One year No \n", + "2 No No No Month-to-month Yes \n", + "3 Yes No No One year No \n", + "4 No No No Month-to-month Yes \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn \n", + "0 Electronic check 29.85 29.85 No \n", + "1 Mailed check 56.95 1889.5 No \n", + "2 Mailed check 53.85 108.15 Yes \n", + "3 Bank transfer (automatic) 42.30 1840.75 No \n", + "4 Electronic check 70.70 151.65 Yes \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_raw = pd.read_csv(\"https://storage.googleapis.com/ml-service-repository-datastorage/Customer_Churn_Prediction_data.csv\")\n", + "data_raw.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null object \n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "data_raw.info()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "Der Datensatz besteht aus 7.043 Zeilen und 21 Attributen:\n", + "\n", + "- Zu prognostizierendes Attribut: Abwanderung\n", + "- Numerische Attribute: Vertragsdauer, Monatsgebühren und Gesamtgebühren.\n", + "- Kategorische Attribute: CustomerID, Gender, SeniorCitizen, Partner, Angehörige, PhoneService, MultipleLines, InternetService, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, Contract, PaperlessBilling, PaymentMethod.\n", + "Es wurden nicht alle Datentypen korrekt eingelesen:\n", + "\n", + "- TotalCharges muss ein numerischer Wert sein -> in Float umwandeln\n" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "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>customerID</th>\n", + " <th>gender</th>\n", + " <th>SeniorCitizen</th>\n", + " <th>Partner</th>\n", + " <th>Dependents</th>\n", + " <th>tenure</th>\n", + " <th>PhoneService</th>\n", + " <th>MultipleLines</th>\n", + " <th>InternetService</th>\n", + " <th>OnlineSecurity</th>\n", + " <th>...</th>\n", + " <th>DeviceProtection</th>\n", + " <th>TechSupport</th>\n", + " <th>StreamingTV</th>\n", + " <th>StreamingMovies</th>\n", + " <th>Contract</th>\n", + " <th>PaperlessBilling</th>\n", + " <th>PaymentMethod</th>\n", + " <th>MonthlyCharges</th>\n", + " <th>TotalCharges</th>\n", + " <th>Churn</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " </tbody>\n", + "</table>\n", + "<p>0 rows × 21 columns</p>\n", + "</div>" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [customerID, gender, SeniorCitizen, Partner, Dependents, tenure, PhoneService, MultipleLines, InternetService, OnlineSecurity, OnlineBackup, DeviceProtection, TechSupport, StreamingTV, StreamingMovies, Contract, PaperlessBilling, PaymentMethod, MonthlyCharges, TotalCharges, Churn]\n", + "Index: []\n", + "\n", + "[0 rows x 21 columns]" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# test for duplicates\n", + "data_raw[data_raw.duplicated(keep=False)]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Keine Duplikate im Datensatz" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.3. Datenbereinigung" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Hier sollten die ersten Lesefehler korrigiert werden, bevor die eigentliche Datenaufbereitung erfolgt." + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7032 non-null float64\n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(2), int64(2), object(17)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "# convert total charges\n", + "data_raw['TotalCharges'] = pd.to_numeric(data_raw['TotalCharges'], errors='coerce')\n", + "data_raw.info()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die Konvertierung der TotalCharges hat zu Nullwerten geführt. Diese Nullwerte müssen korrigiert werden." + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove zero values\n", + "# axis = 0 rows / axis = 1 columns\n", + "data_no_mv = data_raw.dropna(axis=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.4. Deskriptive Analytik" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "In diesem Teil des Notebooks soll das Datenverständnis mit Hilfe der deskriptiven Analytik berücksichtigt werden. Nach dem Entfernen der Nullwerte besteht der Datensatz aus 7032 Zeilen, von denen jeweils eine einen Kunden beschreibt, und 21 Spalten, die die Attribute des Kunden definieren. Mit Hilfe dieser Daten soll versucht werden, zu klassifizieren, ob ein Kunde abwandert oder nicht. Zu diesem Zweck enthalten die historischen Daten die Zielvariable \"Churn\", die Auskunft darüber gibt, ob ein Kunde abgewandert ist.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.4.1. Kontinuierliche Merkmale" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Zunächst werden die Verteilungen der kontinuierlichen Merkmale einzeln untersucht und in einem zweiten Schritt die kategorialen Merkmale in Zusammenhang mit der Zielvariablen gesetzt." + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [], + "source": [ + "# load continous features\n", + "numeric_data = data_no_mv.select_dtypes(include=[np.number])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Besitz" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x23e942418e0>" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(numeric_data[\"tenure\"])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Keine Normalverteilung erkennbar.\n", + "- Keine Ausreißer erkennbar.\n", + "- Kunden sind potentiell gleichmäßig über die einzelnen Monate verteilt, aber eine große Anzahl von Kunden ist noch nicht lange im Unternehmen.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='tenure', ylabel='Density'>" + ] + }, + "execution_count": 149, + "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(data_no_mv[data_no_mv.Churn == 'No'][\"tenure\"],\n", + " bins=10,\n", + " color='orange',\n", + " label='Non-Churn',\n", + " kde=True)\n", + "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"tenure\"],\n", + " bins=10,\n", + " color='blue',\n", + " label='Churn',\n", + " kde=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die noch nicht lange bei dem Unternehmen sind, werden eher abwandern als langjährige Kunden." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Monatliche Kosten" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='MonthlyCharges', ylabel='Density'>" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEJCAYAAACpATGzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABCMklEQVR4nO3deXxU9bn48c9MZjLJZCb7TBISdsIiW9SwCAjVIhFIDEasCi2uVLsIcltaFItXi5fqxYLWaqul9qqoUPSXiIUAoogaFAhLCISwbyFkJfs2y/n9ERkNkJBATmYmed6vV15wzvecM89MJvPM+a4aRVEUhBBCiHamdXcAQgghOidJMEIIIVQhCUYIIYQqJMEIIYRQhSQYIYQQqpAEI4QQQhWSYIQQQqhC5+4AOtL589U4nc0P+wkLM1FSUtWBEbUPb40bvDd2ibvjeWvs3ho3NMZ+LbpUgnE6lRYTzIVjvJG3xg3eG7vE3fG8NXZvjftaSRWZEEIIVUiCEUIIoQpJMEIIIVQhCUYIIYQqJMEIIYRQhSQYIYQQqpAEI4QQQhWqJpi1a9cyZcoUJk2axMqVKy8pz8nJISUlhYSEBBYuXIjdbgdg586dpKSkkJSUxGOPPUZ5eTkAFRUV/PznP2fy5MnMnDmToqIiNcP3WHYnVNfbXT+FpTVNti/3Y3e6O2ohRFejWoIpKChg2bJlvPfee6SmprJq1SqOHDnS5Jj58+ezaNEiNmzYgKIorF69GoAnn3ySF198kbVr19KvXz9WrFgBwPLly4mPj2f9+vXcfffdPP/882qF79HqbXZ25BS4fnblFjbZvtxPvc3u7rCFEF2MagkmIyOD0aNHExwcjNFoJCEhgfT0dFd5Xl4edXV1xMXFAZCSkuIqX7duHf369cNms1FQUEBgYCAAW7ZsISkpCYDExES2bt2KzWZT6ykIIYS4BqpNFVNYWIjFYnFtW61WsrKymi23WCwUFBQAoNfryc3N5cEHH0Sn0/Ff//Vfl5yj0+kwmUyUlpYSERHRqphaM6+OxWJu1bXcSSmtwWzya7Lv4u2LGY0GLKFGNcO6at7wml+OxN3xvDV2b437WqmWYJxOJxqNxrWtKEqT7SuVDxgwgIyMDD744APmzZvHBx98cMljKIqCVtv6m7CSkqoW5wSyWMwUFVW2+nruUlNvp7KqzrVtNvk12b7sOTX1FDkcaofWZt7yml9M4u543hq7t8YN154YVasii4yMbNIIX1RUhNVqbba8uLgYq9VKfX09n376qWv/HXfcQW5uLtB4F1RcXAyA3W6nurqa4OBgtZ6CEEKIa6BaghkzZgzbtm2jtLSU2tpaNm7cyPjx413l0dHRGAwGMjMzAUhLS2P8+PHodDqeffZZsrOzAVi/fj033HADABMmTCA1NRVobKeJj49Hr9er9RSEEEJcA9WqyCIiIpg3bx6zZs3CZrMxffp0hg0bxuzZs5kzZw5Dhw5l6dKlPP3001RVVTF48GBmzZqFj48Py5YtY9GiRTgcDiIiIly9xebOncuCBQuYOnUqZrOZpUuXqhW+EEKIa6RRFKXLLFTQWdpgqusbuylf0Jo2mBGDIggweN7yP97yml9M4u543hq7t8YNHtwGI4QQomuTBCOEEEIVkmCEEEKoQhKMEEIIVUiCEUIIoQpJMEIIIVQhCUYIIYQqJMEIIYRQhSQYIYQQqpAEI4QQQhWSYIQQQqhCEowQQghVSIIRQgihCkkwQgghVCEJRgghhCokwQghhFCFJBghhBCqkAQjhBBCFZJghBBCqEISjBBCCFVIghFCCKEKSTBCCCFUIQlGCCGEKiTBCCGEUIUkGCGEEKpQNcGsXbuWKVOmMGnSJFauXHlJeU5ODikpKSQkJLBw4ULsdjsAmZmZTJ8+neTkZO6//37y8vIA2L59O6NGjSI5OZnk5GSefPJJNcMXQghxDVRLMAUFBSxbtoz33nuP1NRUVq1axZEjR5ocM3/+fBYtWsSGDRtQFIXVq1e79i9evJi0tDSSkpJYvHgxANnZ2Tz00EOkpaWRlpbGkiVL1ApfCCHENVItwWRkZDB69GiCg4MxGo0kJCSQnp7uKs/Ly6Ouro64uDgAUlJSSE9Pp6Ghgblz5zJw4EAABgwYQH5+PgD79u3jq6++Iikpiccee8y1XwghhOfRqXXhwsJCLBaLa9tqtZKVldVsucVioaCgAF9fX5KTkwFwOp28+uqrTJw4EQCz2czkyZOZNGkS77//PvPmzeODDz5odUxhYaYrHmOxmFt9PXdRSmswm/ya7Lt4+2JGowFLqFHNsK6aN7zmlyNxdzxvjd1b475WqiUYp9OJRqNxbSuK0mT7SuUNDQ0sWLAAu93Oo48+CsBzzz3nKr/vvvt46aWXqKysxGxu3S+vpKQKp1NpttxiMVNUVNmqa7lTTb2dyqo617bZ5Ndk+7Ln1NRT5HCoHVqbectrfjGJu+N5a+zeGjdce2JUrYosMjKSoqIi13ZRURFWq7XZ8uLiYld5dXU1jzzyCHa7nddffx29Xo/T6eT111/HcdGHpI+Pj1pPQQghxDVQLcGMGTOGbdu2UVpaSm1tLRs3bmT8+PGu8ujoaAwGA5mZmQCkpaW5yufPn0/Pnj1Zvnw5vr6+jYFqtWzatIkNGzYAkJqayvDhwzEaPbPaRwghujrVqsgiIiKYN28es2bNwmazMX36dIYNG8bs2bOZM2cOQ4cOZenSpTz99NNUVVUxePBgZs2axYEDB9i8eTP9+vXjzjvvBBrbb958801eeOEF/vCHP/DXv/6V0NBQXnzxRbXCF0IIcY00iqI03yjRyXSWNpjqejs7cgpc261pgxkxKIIAg2rfJ66at7zmF5O4O563xu6tcYMHt8EIIYTo2iTBCCGEUIUkGCGEEKqQBCOEEEIVkmCEEEKoQhKMEEIIVUiCEUIIoQpJMEIIIVQhCUYIIYQqJMEIIYRQhSQYIYQQqpAEI4QQQhWSYIQQQqhCEowQQghVSIIRQgihCkkwQgghVCEJRgghhCokwQghhFCFJBghhBCqkAQjhBBCFZJghBBCqEISjBBCCFVIghFCCKEKSTBCCCFUIQlGCCGEKlRNMGvXrmXKlClMmjSJlStXXlKek5NDSkoKCQkJLFy4ELvdDkBmZibTp08nOTmZ+++/n7y8PAAqKir4+c9/zuTJk5k5cyZFRUVqhi+EEOIaqJZgCgoKWLZsGe+99x6pqamsWrWKI0eONDlm/vz5LFq0iA0bNqAoCqtXr3btX7x4MWlpaSQlJbF48WIAli9fTnx8POvXr+fuu+/m+eefVyt8IYQQ10i1BJORkcHo0aMJDg7GaDSSkJBAenq6qzwvL4+6ujri4uIASElJIT09nYaGBubOncvAgQMBGDBgAPn5+QBs2bKFpKQkABITE9m6dSs2m02tpyCEEOIa6NS6cGFhIRaLxbVttVrJyspqttxisVBQUICvry/JyckAOJ1OXn31VSZOnHjJOTqdDpPJRGlpKREREa2KKSzMdMVjLBZzq67lTkppDWaTX5N9F29fzGg0YAk1qhnWVfOG1/xyJO6O562xe2vc10q1BON0OtFoNK5tRVGabF+pvKGhgQULFmC323n00Ucv+xiKoqDVtv4mrKSkCqdTabbcYjFTVFTZ6uu5S029ncqqOte22eTXZPuy59TUU+RwqB1am3nLa34xibvjeWvs3ho3XHtiVK2KLDIyskkjfFFREVartdny4uJiV3l1dTWPPPIIdrud119/Hb1eDzTeBRUXFwNgt9uprq4mODhYracghBDiGqiWYMaMGcO2bdsoLS2ltraWjRs3Mn78eFd5dHQ0BoOBzMxMANLS0lzl8+fPp2fPnixfvhxfX1/XORMmTCA1NRWAdevWER8f70o+QgghPItqVWQRERHMmzePWbNmYbPZmD59OsOGDWP27NnMmTOHoUOHsnTpUp5++mmqqqoYPHgws2bN4sCBA2zevJl+/fpx5513Ao13Lm+++SZz585lwYIFTJ06FbPZzNKlS9UKXwghxDXSKIrSfKNEJ9NZ2mCq6+3syClwbbemDWbEoAgCDKp9n7hq3vKaX0zi7njeGru3xg0e3AYjhBCia5MEI4QQQhWSYIQQQqhCEowQQghVtCrBPP7442RkZKgdixBCiE6kVQnmtttu47XXXiMhIYEVK1ZQVlamclhCCCG8XasSzB133MG7777La6+9RklJCdOnT2f+/PlN5hYTQgghfqjVbTBOp5OTJ09y4sQJHA4HYWFh/Pd//zevvPKKmvEJIYTwUq0aebds2TI++ugjunfvzowZM3j55ZfR6/XU1NRwyy23MGfOHLXjFEII4WValWBKS0t58803XWu0XGA0GnnppZdUCUwIIYR3a1UVmcPhuCS5XLhrGTduXPtHJYQQwuu1eAfzzDPPUFBQQGZmJqWlpa79drud06dPqx6cEEII79Vigpk+fTqHDx8mNzeXhIQE134fHx/XUsdCCCHE5bSYYIYOHcrQoUMZO3Zsq5clFkIIIeAKCWbu3Lm8/PLLPPLII5ctX7t2rSpBCSGE8H4tJpjZs2cD8Ic//KFDghFCCNF5tNiLbMiQIQCMHDmSqKgoRo4cSU1NDTt27GDQoEEdEqAQQgjv1KpuyosWLeLNN9/k6NGjPP3005w5c4annnpK7dhEG9nsTiprGtwdhhBCAK0caJmdnc2aNWt44403uPPOO/nNb35DSkqK2rGJVnI4nHy+K48zhVUoQN/oQEYOikCvk9UYhBDu06pPIEVR0Gq1fP3114wePRqAurqW14AXHUNRFD7fdYbThVUM6hXCdb1COJZXwWe7zqAoirvDE0J0Ya26g+nRowezZ8/mzJkzjBw5kt/85jcMGDBA7dhEKxzNqyD35HmG9wtjeL9wAAIDfPlmfwFH8sqJjQl2b4BCiC6rVQlmyZIlbNq0iRtvvBG9Xk98fDzTpk1TOTRxJU5FYd+xEiwh/gzrG+baHxsTxPGzFWQeLKK71YSfb6t+zUII0a5aVUVmNBqJj4+noqKC/fv3M2zYMI4dO6Z2bOIKTp6rpLLGxo0DrWg0Gtd+jUbDqOsiaLA7OXS63I0RCiG6slZ9tX355Zf55z//SVjY99+SNRoNmzdvVi0wcWX7j5cSFOBLn25BVFXXNykLNhuICjNy6FQZQ3qHuilCIURX1qoEk5aWxsaNG2W6GA9SVllPaUU9Iwc1vXv5oYE9Q/h8Vx6nC6sYNbiDAxRCdHmtqiKLioq6quSydu1apkyZwqRJk1i5cuUl5Tk5OaSkpJCQkMDChQux2+1NypcvX85f/vIX1/b27dsZNWoUycnJJCcn8+STT7Y5ps7ixLlKNEDPSHOzx0RbAgjw03HodFmHxSWEEBe0KsHcdNNNvPjii2RmZrJ//37XT0sKCgpYtmwZ7733HqmpqaxatYojR440OWb+/PksWrSIDRs2oCgKq1evBqCyspKnnnqKt956q8nx2dnZPPTQQ6SlpZGWlsaSJUva8lw7DUVROHmukohQI/6G5m9CtRoNfboFcq60RgZgCiE6XKuqyD766CMA0tPTXfuu1AaTkZHB6NGjCQ4OBiAhIYH09HR+/etfA5CXl0ddXZ1r2v+UlBReeeUVZsyYwebNm+nVqxcPPvhgk2vu27eP4uJiPvnkE6Kjo3nmmWeIiopq9ZPtLPJLaiivbmBgz5ArHtsz0sy+Y6XsO1pCZLyxA6ITQohGrUown332WZsvXFhYiMVicW1brVaysrKaLbdYLBQUFAC4ukD/sHoMwGw2M3nyZCZNmsT777/PvHnz+OCDD1odU1iY6YrHWCzNVzl5irSMEwBc1ycMo58eALPJ77LHmgIMBAb4su9YKTMmX9dRIbaJN7zmlyNxdzxvjd1b475WrUow1dXVvPTSSxw9epSXX36ZP//5z/z+978nICCg2XOcTmeTxmdFUZpsX6n8cp577jnX/++77z5eeuklKisrMZtb98srKanC6Wx+dLvFYqaoqLJV13KnfUeKCQv0w2F3UFnlwGzyo7Kq+ZkVelhNHDhRyvFTpZj89R0Y6ZV5y2t+MYm743lr7N4aN1x7YmxVG8zixYsxm82UlJRgMBioqqpi0aJFLZ4TGRlJUVGRa7uoqAir1dpseXFxcZPyizmdTl5//XUcDkeT/T4+Pq15Cp1Gbb2dE+cqiQpvfXVXj0gTTqfCvqMlKkYmhBBNtSrB5OTkMG/ePHQ6Hf7+/ixdupScnJwWzxkzZgzbtm2jtLSU2tpaNm7cyPjx413l0dHRGAwGMjMzgcau0D8svyRQrZZNmzaxYcMGAFJTUxk+fDhGY9dqV8g9XYbTqRAV1vrnHRboh8lfT/ZxSTBCiI7TqgSj1TY9zOFwXLLvYhEREcybN49Zs2Yxbdo0EhMTGTZsGLNnz2bfvn0ALF26lCVLlnD77bdTU1PDrFmzWrzmCy+8wNtvv83UqVP58MMPWbx4cWvC71QOHC9Fr9NiDfZv9TkajYaBPUPIPl6KUybAFEJ0EI3Siil3lyxZgk6nY/PmzSxcuJB3332XmJgYr1vpsjO0wTz9j28JDPBl5KDvqxOv1AYDoCjwzoZcnnlgRItjZzqaN7zml+OtcfsFGCgprW7TOQa9Dk9Y+cFbX3NvjRuuvQ2mVY38v/3tb3njjTcwm80sX76ccePG8ctf/vKaHli0XUV1A2eLq4kf2HxbVXMudGned6zEoxKMuHp2J9Tb7Fc+8AfqnLAjp6BN54wYFIGuhfFWQjTniu+aTZs2sWLFCnJzc/Hz82PAgAHccMMNGAyGjohP/MDRvMaJK/t0C6S0om3r8QQG+NIjwkT2sRISx/RSITrR0ept9jYni/jBXW/cmHCfFhPM+vXrWbZsGXPmzGHgwIFoNBr27dvH888/T319PZMmTeqoOAVwOK8cH62GHhHmNicYgOt6hvJp5mkabA589V2r950QouO1mGDefvtt/vWvf9GtWzfXvr59+zJ8+HCeeuopSTAd7EheOb0izVe9FHL/HsGkbz/FsbMVrZoFQAgAjVZDdX3bquI8pd1GuFeLCaa6urpJcrmgd+/e1NfXX+YMoRab3cmJ/Ep+fGP0VV+jf0wQGuDQ6TJJMKLV6m0O9h4quvKBPyDtNgKukGBaGsQo6713rJMFldgdTvpFB131NYx+erpbTeTK7MpdjqIo1Nsc5JdUU1Bag8OpoPPRovPR4Kv3weinQ3uFmTSEaCv5iuEljpxpbOC/lgQD0L97MFv3nsXucKLzkTqMzsrpVCg4X8O50lqKy2opLq/DZncCRy97vFYDAf56ggJ8CQvyIyzQj/BgP1luW1yTFt89ubm53HDDDZfsVxSFhgaZ/r0jHcuvICzQjyCToc314T80oEcwn2ae4UR+Jf1iri1ZCc9TVWsj91QZR/PKqWtwoNFAiNlA76hAgky+XNcnjLOFlWg1GhxOBbvDSV2Dg8oaG1W1Nsqq6jlT9P04mWCTL8fzK9D5aIkI8ZfOIaJNWkwwmzZt6qg4xBWcyK+gd9S1j1+J7R4MQO7p85JgOpHaejt7jxRz+Ew5KBBjNdGnWyDdwgOadAq5cWAEisPZ4rVsdielFXUUnq/lXGkN3+wvwGZ3ogHCg/2ItpiIsQQQYjZccYJa0bW1mGCio6++QVm0n8qaBorL67jl+mv/fQQafekWHkDu6TKm3tQOwQm3UhSF3FNl7D5cjMPhJDYmmCF9Qq9p1my9TktEqJGIUCND+4YxuE8Ym3ee5lxJDXlF1ew5XMyew8UY/XTEWAKItpiICjNKlau4hFSweoET5xqnmejVTiPw+3cP5pv953A4nfhcYU454bnKq+r5dOcZ8ktqiAozMuq6CAIDfNv9cXQ6LZGhRiJDjcTFhlNTZyevuJq8oiqOna3g0OnG8VmRoUZ6RJjoHnHldZdE1yAJxgucyK8AoGdkYLtcb0D3YLbszuNUQRW9o9rnmqJjHc0r5y8f7aOmzsbowRHExgR1WHWV0U9HbEwQsTFBOJxOCkprySuq5nRhFdv2F/DNgQL2HC5h1CArN/S3EGSSWT+6KkkwXuB4fiWRoUaMfu3z6+r/XTvModNlkmA8RFvmFdt7pJh/rcshKMDA5NE9CTG77wPcR6ulW3gA3cIDiB9oobSynlPnKik4X8s7Gw/x7sZDxMYEMXpwJCMHWV0rsIquQRKMFzh+roLr2nFgZIjZgDXEn9xTZSSM7NFu1xVXr7Xzih3NKydj3znCgvx4/CfDOepBY5o0Gg1hgY1dnOMHWimvrGdnbhE7Dhby9oZc3vv0MDf0D2fs0CgG9wpFq5UOAp2dJBgPV1ZVT3lVQ7tVj13Qv3swuw8V4VQUGWDnJU6eqyRj3zkiwozccn20xy1//UMajYZoi4loi4k7xvbixHexf3PgHNtzCgkxG7j1hmgmxHn28xDXRhKMhztVUAVAz3ZuOI2NCeKrrHzyS2qIDg9o12uL9pdXVM2Xe88SHuzHLddHX/V8dO6g0WjoHRVI76hAfnJrP/YeKebz3Xl8+MUx1macYOyQKCbGxxAVJu/DzkYSjIc7VdDYg6y7tX3XcOkfEwzA4TNlkmA8XOH5WrbsziPIZODHN8Z4RXJpaYLMQb1DGdQ7lLyiKrbszuPLrLN8vjuPG/pbuPPm3kRbpBdaZyEJxsOdKqjEEuzXbg38F1hD/Ak06jl8upwfxcl4J09VXWtjy+48jH46JsbHeM1I+tZOkNm/e3Dj/HinyjhwopTdh4oYPTiCaTf3wdKGZcGFZ5IE4+FOFVbRI6L9V6DUaDTExgRz+ExZu19btA+7w8mW3Xk4HAoJI6Px76SzE/sbdMTFhjPjtv58sTuPzZln2JlbxNTRPZk8ugd6nXckVXEpz7/X7sJq6+0Unq+lh1WdKoPYmCCKy+s4XylLL3gaRVH4Zn8BJRX1jBse1SXGkgT467n7ln4sefQmro8NJ/Wr4zz9j2/Zf7zU3aGJqyQJxoOdLmxs4FfjDga+n5dM7mI8T+6pMo6drWB4vzC6q/QFw1OFmA08ljyE394bh49Wy0ur9vD+p4dpsDncHZpoI0kwHuxCA79aCaa71YSvXts4QaLwGKUVdew8WESMJYBhfcPcHU6HudAx4MJPz6hA5s+8nvFx3di08zRz/7yFI3nlrnJ7y3N2Cg/QOSt1O4lThVWYjXqCTe0/vxSAzkdL325BcgfjQewOJ19m5WPw1TJmaGSXmq24uY4BvSLN6G+MJiO7gBff28X44d2IsZpk1UwvIHcwHuxUQSU9rKZ2+ZC5+Nuh61tipJnThVUUV9RdUibfEDteZm4R5VUNjB0aJYt9/UC0xcRPJvYnKMCXz3blceB4qayq6wXkHeyh7A4neUXVTBrRvV2u19y3Q7vDiaLAxu2n6HbReBj5htixzhRWkXuqjOt6hVzyuxBg8teTMKoHX2XlszO3CH8/HfffPlBmovBgqt7BrF27lilTpjBp0iRWrlx5SXlOTg4pKSkkJCSwcOFC7PamA7OWL1/OX/7yF9d2RUUFP//5z5k8eTIzZ86kqOjK/ey91dniahxORbX2lwsswf5oaBzMJ9ynorqBr/edI8Rs4Pr+4e4Ox2PpfLRMiOvGdb1C+HJvPu9uyMUpdzIeS7UEU1BQwLJly3jvvfdITU1l1apVHDlypMkx8+fPZ9GiRWzYsAFFUVi9ejUAlZWVPPXUU7z11ltNjl++fDnx8fGsX7+eu+++m+eff16t8N3uwhQxPVReW0Ov0xISaJAE40ZOReHdDbnYHU5uHh4la/RcgUaj4cYBFibGd2fLnrOs3HhIqss8lGrv5IyMDEaPHk1wcDBGo5GEhATS09Nd5Xl5edTV1REXFwdASkqKq3zz5s306tWLBx98sMk1t2zZQlJSEgCJiYls3boVm82m1lNwq1OFlfjqtUSEGFV/LGuIP0VltTid8kfqDp/uPEPOyfPED7QQ3AXGu7QHjUbDHeN6MXlUDz7fncd7nx6WJOOBVKtgLywsxGKxuLatVitZWVnNllssFgoKGqcrnzZtGkCT6rGLz9HpdJhMJkpLS4mIiGhVTGFhV74bsFjUrZJqrfzSWnp3CyIi4tJZlJXSGswmvyb7Lt6+mF6va/aYnlFBHDxZRp1dISL0++k5jEYDllD1E5ynvOZt1R5xHz9bzpotR4mLtXDjoLb1Gmvpd9qStp5zNY+j1jk/LA8I8OMXd8dh8NOT+sVRescEkzy+b5ses6N463v8WqmWYJxOZ5M/FkVRmmxfqbw1FEVB24bqhJKSqha/pVssZoqKKtsUgxoUReFYXhmjr4u8bDw19XYqq+pc22aTX5Pty7HZ7M0eY/5unrMTeWUYfb9/PWtq6ilyqDu4zVNe87Zqj7jrbQ7+9H87CfDT8ZNb+3Lw5Pk2nd/S77QlbT3nah5HjXMufp/X1NRT7HCQOLoHp/IrWJGWjVGvJa6fZ7Vheet7HK49MapWRRYZGdmkEb6oqAir1dpseXFxcZPyy7FarRQXFwNgt9uprq4mODi4fQP3AEXlddTWO1Rvf7nA6KfD5K+nsEzaYTrS+58e5mxxNY8kXofZqM5Yp87sQtf72gYHMyb1J8Zq4m9p2eSeKbtsl3zpet/xVEswY8aMYdu2bZSWllJbW8vGjRsZP368qzw6OhqDwUBmZiYAaWlpTcovZ8KECaSmpgKwbt064uPj0es732JFp86pO4L/cqwh/hSer5V67A6y42AhW/eeZfLoHgzuHerucLxSvc3BjpwCduQUkHWkmFHXRaDTanl1TRZfZZ11lf3wp7XLUov2oVqCiYiIYN68ecyaNYtp06aRmJjIsGHDmD17Nvv27QNg6dKlLFmyhNtvv52amhpmzZrV4jXnzp3Lnj17mDp1Ku+99x6LFi1SK3y3OlVYhVaj6dB1Wqwh/tQ1OKis6ZydJjxJcVkt/1p/kD7dArnz5j7uDqfTMPrp+NH13aipt7Mt+5x8WfIAqo6iS0pKcvX6uuDNN990/X/gwIGsWbOm2fMff/zxJtvBwcH87W9/a98gPdCpgkqiwowduvaHNaSxcb/gfA2BAVJdoxab3cHrafsBhUfvGIzOR7okt6fwYH+u729hV24Rh06XM6BHsLtD6tLk3e2BThdWdVj7ywVBAb74+fpwrqSmQx+3K1EUhbfWH+R4fgUPTblOFtRSyeBeIXQLN7LjYKEsReFmkmA8TEVNA+cr69t9ieQr0Wg0RIYaOVdaI1ULKln3zUm+2V/AneP7cOMAy5VPEFdFo9EwdmgUvjotW/eexeGQln13kQTjYU5/N4K/ZwffwQBEhRmprXdQXt3Q4Y/d2e0+VMRHXxxj1HURJN7U093hdHr+Bh1jh0ZRXtVA1tESd4fTZUmC8TAX1oDp3oE9yC6ICmvsVJBfLNVk7engyfP8/eP99Ioy8+DkgV1qCn53irYE0LdbINnHSymtaPt4IXHtJMF4mJMFlYQFGjD5d3z3a5NRj8lfT36pJJj2knPyPC+vySI82J+5dw/v0I4bAuIHWjHofcjIPidTIbmBzMXuYU6eq6Rn5KXTw3SUqDAjJ85Vdqo/xsKyWvYcLuZIXjlni6spr6rH7lDw0WoIDPAlMtRI7ygzvaMC6RsdhH87LVGwLfsc/1yXQ2Sokd/eG0egDKbscAZfH0ZdF8EXe86y/0QpowZHujukLkUSjAepqbNTcL6WMUOj3BZDZJiRw2fKKfHyKgWnorD7UBGbdpzm0HdLQocF+dEtPIA+3QLx1ftgdzipqG4gv6SaPUcaZ4jw0Wro3yOYYX3DGNonDGtIALo23ufX1tv5YPNhvszKZ2CPYH6dMhSjX+cbEOwtekaa6RFhYu+REorKaglwQ/VzVyUJxoNcaH/p6cY/gKiwxskt8z28u7LdSbOjso+frWDNlqOcKqgkLNCP5HG9iYsNJzTIn8yDBZccP6xvGA02ByUVdeQVVXO6sIqcE+dZtfkIvaLM3BBrYXi/cGIsAS22n9TbHGzLPkfaV8epqG5g6k09SR7XW8a6eICRgyI4W3yMj7Yc5b/uiXN3OF2GJBgPcuK7KWJ6Rbovwfj56ggxGzx+PEy9zc6OnKbJwuF0svtQMQdOnMfop2Ps0Eh6dwtEq9FwPL+CQHPzU+H76n2ICgsgKiyAGwdYKKtq4HRhFSXldXy09RgfbT1GiNlAbEwQPSPM9O4eQkOdDbvDSUlFHUfzytl3rJTaejt9uwXy65Sh9I0OUvtlEK1k9NMxvF84mblF7DlS7HETYnZWkmA8yMmCSkLMBrePpI8KM3LwZBkNNgcBXrJkclWtjS/2nKWkvI7+3YO4cYAVfVvrtr6j0WgIMRsIMRsYMSgCm83BvqMl7DtWwuEz5WzPKbzknGCTL9fHhnPzsCj6dw+WnmIeaFDPEPKKqnn/00MM7hWCXicdLtTmHZ8eXcSJc5VuvXu5ICrMyIET5zl2toIb+3v+gMCyyno27TyD3e5kQlw3erbzaxhsMnDz8G7cPLwb0NhWpuh8OFdYgY9WQ7DJQFCAryQVD6fVaph+S19e/XAf6785xR3jers7pE5PKoc9RG29nYLSmnb/cLwa1hAjWg1tXp/EHYrKaknffgpQuH10jw55/Yx+OnpFBdK3WxC9IgMJNhkkuXiJAT1CiB9o5T/fnKSk3Ls7sngDSTAe4kIDvyfcweh1WqyhRvYfL3V3KC3KL6lm047T+Op8uH1UD0JaaGMR4oJ7bukHwIdbj7o5ks5PEoyHOPldA787x8D8UHeLiXOlNRSe98zG/hP5FXy+Kw+Tv57bR/WQBbtEq4UF+TFpRHe+2V/A8fwKd4fTqUmC8RAnvmvgD/KQqfJjrI3Txuw54nnzOOWXVPO31Gz8fHXcNqI7Rj9pShRtM2V0TwKNej7YfFgmd1WRJBgPcfJcpVvHv1zMbGwc4b73uwGInqK0oo6XVu1Bq9Vw24iYdht1L7oWf4OOaeP7cPhMObsOFV35BHFVJMF4gNp6O+dKajyi/eWHhvYN49DpMqpqPWOVy/oGB8v/nUVNnZ1f3DlUqsXENbl5WBTR4QH8+/Oj2GVKf1VIgvEApwurUMAjepD9UFy/cBzOxilX1GR3QnW9vcWfqjobb35ygLyiKh6cOohoS8csZ6DRai4bT2FpTbOx2uWzyiv4aLXcc2s/Cstq+SzzjLvD6ZSkfsEDnHA18HtWgukeYcIS7Mf2g4WuMSBquNyo/ItlHy9l16Eiru8fTnWtDbuzYz7F620O9l4mwZpNflRWXb6b64hBEeik6s4rDOkTxpDeoXz89QnGDI1yyyzmnZncwXiAk+cqCDL5EmzyrG62Go2GEQMjyDlxnooa9y1Cdra4mt25RfSMNDOkd6jb4hCd009u7Udtg52Pvz7u7lA6HUkwHuDo2Qr6RHlG9+SLjRxkxako7Mp1T0NoZU0DW/eeJcjky5ghkTKgUbS7GIuJ8cO78fmuPApkLaR2JQnGzSprGig8X+uxEyN2t5qICjOSkX2uwx/bZneyZfdZAG65Ifqq5xYT4kqmjeuNTqdlzRYZfNmepKLYzY6ebRzo1bebZ97BaDQabh7WjdWfHyGvuJro8IAOeVxFUdiWfY6yynpuvTHGq3qMXegY0BadaH03j9bc70an92FifAz/yThJ1rGSJl/4DHpdm9cEEo0kwbjZ0bxytBoNvTy0igxgzJBIPvziKF/uPcu9P47tkMfcf+I8J85VckP/cKItHZPU2ktzHQNaMtwLJhXtDFr63QQF+OJv0PHuhlwmj+7hqo6VThtXT/Kymx3NK6e71YTBg9dqDwxonIo+I/sctg7og/vDRv3B0qgvOojOR8v1seEUl9e5enaKa6Nqglm7di1Tpkxh0qRJrFy58pLynJwcUlJSSEhIYOHChdjtjbeuZ8+eZebMmdx+++384he/oLq6GoDt27czatQokpOTSU5O5sknn1QzfNU5nQrH8yvpG+25dy8X/Oj6aKpqbWzbr25bjDTqC3fqEx1IiNnA7kPFOGTw5TVTLcEUFBSwbNky3nvvPVJTU1m1ahVHjhxpcsz8+fNZtGgRGzZsQFEUVq9eDcCzzz7LjBkzSE9PZ8iQIbz22msAZGdn89BDD5GWlkZaWhpLlixRK/wOcaaoinqbw2Mb+H9oUM8QekSY2LD9FE6V5m5qsDn4bFceII36wj20Gg03DrBQVWvj4Kkyd4fj9VT7C87IyGD06NEEBwdjNBpJSEggPT3dVZ6Xl0ddXR1xcXEApKSkkJ6ejs1mY8eOHSQkJDTZD7Bv3z6++uorkpKSeOyxx8jPz1cr/A5x6HQZALExnp9gNBoNk0f1JL+kRpX5yZxOha1786mobuBHcdFe1agvOpdu4QFEWwLIOlpCXYPD3eF4NdVargoLC7FYvm+4tFqtZGVlNVtusVgoKCjg/PnzmEwmdDpdk/0AZrOZyZMnM2nSJN5//33mzZvHBx980OqYwsKuPL2IxdJxo+lPFFZhDfFnUD9rm85TSmswm/ya7Lt4+2J6ve6Kx1zMaDRgCTW6tiePCyD1q+P8Z9spJo7ujVbbPtVXRqOBfcdKOVtczYQbYojteeV2l6t5Pu19TnP7PSG2lnhqbK0554flasZ1c1wMqzblcvBUGQk39W7yd3A1OvJzxZOolmCcTmeT+nNFUZpsN1d+8XGAa/u5555z7bvvvvt46aWXqKysxGxu3S+vpKQKZwv9QS0WM0VFHdO4pygK+44UM6R3WJsfs6be3mSakpamLbnAZrNf8ZhLHqemniJH029wyeN68cbHB/h4y2HGDo1q0/Uux2Ixsz7jGHuPFDOoZwg9rQGtivNqnk97ntPSa+7u2K7EU2O70jkXv+ZqxuXrA/1igth3tJgTeWVoHFd/J9ORnyvt7VoTo2pVZJGRkRQVfd8dsKioCKvV2mx5cXExVquV0NBQKisrcXz3C71wntPp5PXXX3ftv8DHx3N7X7Ukv6SGyhobA3oEuzuUNhk5KILeUWY+2nqMuoa2jfW4nI3fnmTN50eJsZq4cYB01RWeIy42HB+thrQvj7k7FK+lWoIZM2YM27Zto7S0lNraWjZu3Mj48eNd5dHR0RgMBjIzMwFIS0tj/Pjx6PV64uPjWbduHQCpqamMHz8erVbLpk2b2LBhg2v/8OHDMRqv7dbVXXK/a3/xtgSj1Wi498exlFXWs/rzaxv1/M3+c7z67z0M6hnChLiodqtyE6I9+Bt0DO0TRtbREvaf8Ozlwz2VagkmIiKCefPmMWvWLKZNm0ZiYiLDhg1j9uzZ7Nu3D4ClS5eyZMkSbr/9dmpqapg1axYAzzzzDKtXr2bKlCns3LmTJ554AoAXXniBt99+m6lTp/Lhhx+yePFitcJX3aHTZQSbfLEG+7s7lDaLjQkmYWQPtuzOu+oG/28PFPCPT3IY0iecR5Kuw0crPcaE57muVwjhQX68/+lhWTPmKqg6PDUpKYmkpKQm+958803X/wcOHMiaNWsuOS86Opp33nnnkv2xsbFtatT3VE5F4cCJUgb3DvXacR53ju/D/hOlvLF2P7+fcQM9Wrkap6IopH97in9vOUr/7sH84eFRFHhp/bTo/Hx8tKRM6MsbH+/n81153Daiu7tD8irytdENThdUUVlj8+qp5/U6LXOnD8PfoOPPq/dyshUjn6tqbbz60T7+veUoIwdZ+c09w2XJY+HxhvQJZUjvUFK/Ok5FtfuWrfBGkmDcIPt4CQCDe4e5OZJrExrox2/uicNHq+F/3s1kc+aZy1Yj1Dc4+HTnaZ78+zayjpZw749jefSOweh13tlBQ3QtGo2G+ybG0mBz8OEXMttyW8jXRzfIPlZKD6uJoADvH0wYFRbAMw+M4I21+1m56RDrvz3JsL7hRIYacTicnCqsIutoCbX1dgb2CGbGxP7EWDtmuWMh2ktUWAC3xXcnffspxg6Non/3YHeH5BUkwXSw2no7R/LKmTSy89TlBgb48pt74th/vJRNO8/wzf5zrhHQIWYDcf3CmBAXTWxMkNe2OQmRPK43Ow4W8vaGXP77wRHofKQC6EokwXSwnJPncTgVhvTy3vaXy9FoNI3rm/cJw+lUqG2wo9VopI1FdBoGXx9+ltCf5f/OYv23p0ga08vdIXk8+evvYLsOFRHgpyO2k95i252Na26g0eCEKy68pZTWyGJbwmsM6xvOiIFW1n59gpEDrURc4xQynZ0kmA5kdzjZc7iY62PDO+3tdb3Nzo6cglYfbzb50adb15ynSXinGRNjyT5eyv+lH+S3912PVqp9m9U5P+U8VO6pMmrq7dwgU6II4bWCTAbuubUfB0+VsTnzjLvD8WiSYDpQ5qEiDHofBney9hchupqbh0UxvG8Ya7Yc5WxxtbvD8ViSYDqI3eFk58FChvYNw9eDl0cWQjSl0Wqorrc3+alpcPCTH8fiq9Py94/3U1HT0KS8A1YW9wrSBtNBso6WUFVrY+yQSHeH0moX/rDaQhrsRWdTb3Ow91DRZcviB1r5Ys9Z/vmfHOJiw137RwyKQCc9KCXBdJSv9+UTFODLkD7eUz3W0h9Wc4b3l/Yl0XX0jDTTp1sg+46WYA3xp1t4gLtD8ihSRdYBKqobyDpawk1DImXWYCE6mVHXRRBk8uXLvflU1drcHY5HkU+7DvBl1lkcToVx7bACpBDCs+h1Wn50fTROReGL3WdxyLT+LpJgVGazO/l05xmG9AmV22chOqnAAF/GDo2kpKKOb3MKURRpjARJMKr7Zv85yqsbuH1kD3eHIoRQUY8IM0P7hHLkTDkbt592dzgeQRr5VeRwOln/7Sl6WE0M6hni7nCEECqLiw2nus7OJxknCDUb+NH10e4Oya3kDkZFX+7N51xpDUlje8sswkJ0ARqNhjFDIhncO5R3NuSy82Chu0NyK0kwKqmtt5P65TH6xwRxQ//wK58ghOgUtFoND00dRN+YIP7+8X6+2NV1p5ORBKOSj744RkWNjZ/cGit3L0J0Mb56H56YPoy+0UEsXZnJxu2n3B2SW0iCUUH2sRI27zrDbfHd6dMt0N3hCCHcwOin5zf3DGfMsCg++OwIqz47jLOLTXUhCaadFZfXsuI/OXQLD+CuCX3cHY4Qwo30Oh9+97MR/PiGGDZsP81Lq/ZQXt3g7rA6jCSYdlRVa2PZ6r002J38InmwTGophMBHq2HGbbE8MHkgR/LK+cM/vuXbAwVdYqyMJJh2UlxWy5J3Mykqq+XxlKFEW0zuDkkI4SE0Gg3jh3dj0QMjsAT78/eP97Pk3V0cOl3m7tBUJeNg2sHOg4W8szEXh0Phv34Sx0AZ8yKEuIzo8ACe+tkNfJmVz8dfHedPK3cxtE8YE+NjGNwrFK22c3UIUjXBrF27ltdffx273c7999/PzJkzm5Tn5OSwcOFCqquriY+P59lnn0Wn03H27Fnmz59PSUkJvXv3ZunSpQQEBFBRUcFvf/tbTp8+TWhoKMuXL8dicc/svU5FIffkeT7ZdpKck+fpGWnm50nXERUm08EIIZrno9Xyo7hobhocyWeZZ1j/7SmWrd5LiNnAmCGRDO8bTq8oc6dYVl21BFNQUMCyZcv46KOP8PX15d5772XUqFH069fPdcz8+fNZvHgxcXFxPPXUU6xevZoZM2bw7LPPMmPGDKZOncpf//pXXnvtNebPn8/y5cuJj4/njTfeIDU1leeff57ly5er9RSasNmdFJbVkl9cTe7pMvYcLqakoo7AAF/u/XEsP74xWmZKFkK0mkHvw+TRPZkY3529R4r5al8+6745yX+2ncSg9yG2exA9I8x0CwugW3gAoYEGTP56rxr2oFqCycjIYPTo0QQHBwOQkJBAeno6v/71rwHIy8ujrq6OuLg4AFJSUnjllVe4++672bFjB3/9619d+3/6058yf/58tmzZwsqVKwFITEzkueeew2azodfrWxVTa24/Lz6mwe7k72n7OVNUyYU2Ob1Oy3W9Q4mLDWNYn3D0uo5NLDofLUa/75+zv0GHw97ya3DxOVfzOGqc42/QeWxsLZ3T0mvu7thaPkfjwbG1fM7Fr7mnxNXcOT/8LGnps8fg68PI6yIYeV0ENXV2jp0t50heOcfyK9h1qIgdzu9nA/Dx0RDo74vBoMPg64NBr8Wg12HQadBqNWg1jf9qvvu/z3fbQ/uEEW3p+NoV1RJMYWFhk+orq9VKVlZWs+UWi4WCggLOnz+PyWRCp9M12X/xOTqdDpPJRGlpKREREa2KKSTkyi9wWNiljfP//fObWnX9jhQTFdTmc/rEtL1tSM7pfOd0j2j72CxPfT6eGtfFLve5ctnjgO7RwUwYcU0P5zFU++rtdDqb3MopitJku7nyi48Dmr0lVBQFrVRLCSGER1Lt0zkyMpKiou+X2y0qKsJqtTZbXlxcjNVqJTQ0lMrKShwOxyXnWa1WiouLAbDb7VRXV7uq4IQQQngW1RLMmDFj2LZtG6WlpdTW1rJx40bGjx/vKo+OjsZgMJCZmQlAWloa48ePR6/XEx8fz7p16wBITU11nTdhwgRSU1MBWLduHfHx8a1ufxFCCNGxNIqKw0nXrl3L3//+d2w2G9OnT2f27NnMnj2bOXPmMHToUA4ePMjTTz9NVVUVgwcPZsmSJfj6+pKXl8eCBQsoKSkhKiqKP//5zwQFBVFWVsaCBQs4ffo0ZrOZpUuXEhMTo1b4QgghroGqCUYIIUTXJS3kQgghVCEJRgghhCokwQghhFCFJBghhBCqkARDY2+3KVOmMGnSJNdUNJ7q1VdfZerUqUydOpUXX3wRaJyWJykpiUmTJrFs2TI3R3hlL7zwAgsWLAC8I/bPPvuMlJQUJk+ezOLFiwHviBsau/9feL+88MILgGfHXlVVRWJiImfONK5j31ysOTk5pKSkkJCQwMKFC7Hb7e4KGbg07lWrVpGYmEhSUhJPPvkkDQ2Ni4x5WtxwaewXvPvuu/zsZz9zbV9V7EoXd+7cOeWWW25Rzp8/r1RXVytJSUnK4cOH3R3WZX399dfKPffco9TX1ysNDQ3KrFmzlLVr1yoTJkxQTp06pdhsNuWhhx5StmzZ4u5Qm5WRkaGMGjVK+f3vf6/U1tZ6fOynTp1Sxo0bp+Tn5ysNDQ3Kfffdp2zZssXj41YURampqVFGjBihlJSUKDabTZk+fbqyefNmj419z549SmJiojJ48GDl9OnTLb4/pk6dquzevVtRFEV58sknlZUrV3pM3MeOHVNuu+02pbKyUnE6ncrvfvc75a233vK4uBXl0tgvOHz4sHLzzTcrP/3pT137rib2Ln8H88NJOY1Go2tSTk9ksVhYsGABvr6+6PV6+vbty4kTJ+jZsyfdu3dHp9ORlJTksfGXlZWxbNkyHnvsMQCysrI8PvZNmzYxZcoUIiMj0ev1LFu2DH9/f4+PG8DhcOB0OqmtrcVut2O32zGZTB4b++rVq3nmmWdcM3c09/643ES57nwOF8ft6+vLM888g8lkQqPR0L9/f86ePetxccOlsQM0NDSwaNEi5syZ49p3tbF3+QXHrjQppyeJjY11/f/EiROsX7+en/70p5fEf2FyUE+zaNEi5s2bR35+PnD5197TYj958iR6vZ7HHnuM/Px8fvSjHxEbG+vxcQOYTCbmzp3L5MmT8ff3Z8SIER79mj///PNNtpuLtbmJct3l4rijo6OJjo4GoLS0lJUrV7JkyRKPixsujR3gpZde4q677moyiP1qY+/ydzBXmpTTEx0+fJiHHnqI3/3ud3Tv3t0r4v/3v/9NVFQUN930/czU3vDaOxwOtm3bxv/8z/+watUqsrKyOH36tMfHDXDw4EE+/PBDPv/8c7788ku0Wi0nTpzwitih+feHN7xvoHFNrPvvv5+77rqLUaNGeUXcX3/9Nfn5+dx1111N9l9t7F3+DiYyMpKdO3e6ti+elNPTZGZmMmfOHJ566immTp3K9u3bW5xU1FOsW7eOoqIikpOTKS8vp6amhry8PHx8fFzHeGLs4eHh3HTTTYSGhgIwceJE0tPTPT5ugK+++oqbbrqJsLAwoLFaY8WKFV4ROzQ/YW5zE+V6kqNHj/LII4/ws5/9jIceeghofoJfT/LJJ59w+PBhkpOTqampobi4mCeeeIL58+dfVexd/g7mSpNyepL8/Hx+9atfsXTpUqZOnQrA8OHDOX78OCdPnsThcPDJJ594ZPxvvfUWn3zyCWlpacyZM4dbb72Vf/zjHx4f+y233MJXX31FRUUFDoeDL7/8kttvv93j4wYYOHAgGRkZ1NTUoCgKn332mde8X6D593ZzE+V6iqqqKh5++GHmzp3rSi7Q/AS/nmTJkiWsX7+etLQ0Fi9ezJAhQ1i+fPlVx97l72AiIiKYN28es2bNck3KOWzYMHeHdVkrVqygvr6eP/3pT6599957L3/60594/PHHqa+vZ8KECdx+++1ujLL1DAaDx8c+fPhwHnnkEWbMmIHNZmPs2LHcd9999OnTx6PjBhg3bhwHDhwgJSUFvV7P0KFDefzxxxk7dqzHxw4tvz+WLl3aZKLcWbNmuTna761Zs4bi4mLeeust3nrrLQBuvfVW5s6d69FxX8nVxC6TXQohhFBFl68iE0IIoQ5JMEIIIVQhCUYIIYQqJMEIIYRQhSQYIYQQqpAEIzqtM2fOMGDAAH76059eUrZgwQIGDBhAaWnpVV371Vdf5dNPP3Vda8WKFZc9rjWPUV9fz/Lly5k2bRrJyckkJSXxxhtvcKGD589+9jO3z1klxNXo8uNgROdmMBg4fvw4eXl5rvmhampq2LVr1zVd99tvv6Vfv37XHJ+iKPzyl7+kd+/erFq1CoPBwPnz53n00UepqanhiSeeuObHEMJdJMGITs3Hx4fJkyezdu1a1yzOGzdu5Mc//jH//Oc/gca1O9555x20Wi3h4eH84Q9/oHfv3ixYsACTyURubi7nzp1jwIABvPDCC6SmppKdnc2LL77omnZl9+7d3HvvvRQXFxMbG8tLL72E0Wh0xfHggw8yefJkfvKTnwDw2muvUVZWxsSJEzl27BhvvPGG61ohISG8+OKL5OXluc7fvHkzK1asoLi4mJtuuonFixej1Wr529/+xubNm6mrq6O2tpbf//733HbbbfzlL39hz549FBYWMmDAAP74xz/yzDPPsHfvXsxmsys5/ulPf6KgoIDnnnuO/Px8bDYbU6dO5bHHHsNut/PHP/6RXbt2odfriYmJYcmSJQQEBKj/ixOdglSRiU5v2rRppKWlubZTU1O58847Afjmm2/4xz/+wdtvv83HH39MYmIiv/rVr1zVU9nZ2axYsYJ169aRl5dHeno6M2fOZMiQIfzud7/jtttuAxonNnzrrbfYsGEDBQUFbNy4sUkMM2fOZPXq1UDjxIFr1qzh3nvvJTs7m2HDhjWZHwygV69ejB071rVdXV3NBx98wLp169i6dSu7du0iLy+PjIwM3nnnHdauXcu8efN45ZVXXOfk5eXx//7f/2Pp0qW89tprOBwO1q9fz7/+9S8OHDjgOm7+/PncddddfPTRR6xZs4aMjAzWrVvHnj172L59Ox9//DEfffQR3bt3Jzc3tz1+JaKLkDsY0ekNGTIEHx8fsrOzCQsLo7q6mv79+wPw5ZdfMmXKFNdklikpKTz//POu1f1uvvlmfH19Aejfvz/l5eWXfYyJEyfi7+8PNC6rcHG7yy233MLzzz/PwYMHKSgoICYmhj59+rB161ZaM5nGlClT8PHxwd/fn169elFSUkJ8fDwvvvgia9eu5eTJk+zdu5fq6mrXOXFxceh0jX/iX3zxBU8++SRarRaTycSdd95Jbm4uNTU17Nixg/Lycl5++WWgsQrx4MGDjBs3Dh8fH+6++27GjRtHQkKCx06jJDyTJBjRJdxxxx18/PHHhIaGkpyc7Np/uSnHFUVxLQfr5+fX5NjmksGFD/LmjvPx8eGee+5hzZo1FBYWcu+99wKNc5393//9Hw6Ho8ldTFZWFu+88w7/+7//2+z19+/fzy9/+UseeOABxo4dy4gRI3j22Wddx/2wik6n0zWJSattrLxwOp0oisIHH3zgSpClpaUYDAYCAgJIS0tj165dfPPNNzzxxBM8/PDDzJw587KvgRAXkyoy0SUkJyeTnp7OunXrSExMdO2/+eabWbduneuO48MPPyQ4OJiePXu2eD0fH582r6d+99138+mnn7J//35X1dr1119Pnz59WLJkCfX19UDjVOiLFy9usuDT5ezYsYMhQ4bw4IMPMnLkSDZv3ozD4bjssRMmTODDDz90rXD5ySefoNFoMJlMxMXFuSZlrKio4L777mPz5s18/vnnPPDAA1x//fU8/vjjTJs2jezs7DY9Z9G1yR2M6BIiIiLo27cvZrOZ4OBg1/5Ro0bxwAMPcP/99+N0OgkNDeXvf/+76xt+c2699Vb+/Oc/Y7PZWh1DWFgYQ4YMoW/fvuj1etf+V155hWXLlpGSkoKPjw9Op5Np06bx8MMPt3i9xMRENm7cyOTJk3E6ndxyyy2Ul5dTVVV1ybGPPvoozz33HElJSZjNZsLCwlx3Z0uXLuWPf/wjSUlJNDQ0kJiYyB133IHD4WDr1q0kJiZiNBoJCgrij3/8Y6ufrxAym7IQHaS0tJTp06ezcuVKoqKiOvSx//Of/2AymZgwYQJOp9M1bf+MGTM6NA7RtUgVmRAdYPXq1UyZMoWHH364w5MLNHY8eP3110lOTiYxMRGr1crdd9/d4XGIrkXuYIQQQqhC7mCEEEKoQhKMEEIIVUiCEUIIoQpJMEIIIVQhCUYIIYQqJMEIIYRQxf8HZHetoFm8M4MAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(numeric_data[\"MonthlyCharges\"])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Es ist keine Normalverteilung erkennbar.\n", + "- Die meisten Kunden befinden sich im vorderen Teil der Verteilung und zahlen relativ niedrige monatliche Gebühren.\n", + "- Dennoch verläuft die Kurve gleichmäßig mit einem erneuten Anstieg nach hinten und dementsprechend können keine Ausreißer identifiziert werden.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='MonthlyCharges', ylabel='Density'>" + ] + }, + "execution_count": 151, + "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(data_no_mv[data_no_mv.Churn == 'No'][\"MonthlyCharges\"],\n", + " bins=10,\n", + " color='orange',\n", + " label='Non-Churn',\n", + " kde=True)\n", + "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"MonthlyCharges\"],\n", + " bins=10,\n", + " color='blue',\n", + " label='Churn',\n", + " kde=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Kunden mit niedrigen monatlichen Gebühren sind eher abwanderungsbereit.\n", + "- Der Abwanderungstrend zwischen Kunden, die abwandern, und Kunden, die nicht abwandern, gleicht sich an, wenn die monatlichen Gebühren steigen.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Gesamtkosten" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" + ] + }, + "execution_count": 152, + "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[\"TotalCharges\"])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Die Kurve flacht nach hinten hin extrem stark ab.\n", + "- Es sind Ähnlichkeiten mit der Exponentialverteilung zu erkennen. -> Test der logarithmischen Transformation zur Erreichung einer Normalverteilung.\n", + "- Es ist fraglich, ob es Ausreißer im hinteren Teil gibt. -> Boxplot\n" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für TotalCharges erstellen, um sicherzustellen, dass keine Ausreißer vorhanden sind.\n", + "plt.boxplot(numeric_data[\"TotalCharges\"])\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Boxplot zeigt keine Ausreißer.\n", + "- Dies bedeutet, dass auch bei den Gesamtkosten keine Ausreißer festgestellt werden können.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" + ] + }, + "execution_count": 154, + "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": [ + "# logarithmic transformation\n", + "log_charges = np.log(data_no_mv[\"TotalCharges\"])\n", + "sns.distplot(log_charges)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Auch die Transformation mit Hilfe des Logarithmus führt nicht zu einer Normalverteilung.\n", + "- Vor weiteren Transformationen sollte zunächst die Korrelation mit anderen Variablen untersucht werden.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='TotalCharges', ylabel='Density'>" + ] + }, + "execution_count": 155, + "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(data_no_mv[data_no_mv.Churn == 'No'][\"TotalCharges\"],\n", + " bins=10,\n", + " color='orange',\n", + " label='Non-Churn',\n", + " kde=True)\n", + "sns.distplot(data_no_mv[data_no_mv.Churn == 'Yes'][\"TotalCharges\"],\n", + " bins=10,\n", + " color='blue',\n", + " label='Churn',\n", + " kde=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "\n", + "Die Verteilung ist über die gesamte Bandbreite der Kosten sowohl bei den abwandernden als auch bei den nicht abwandernden Kunden nahezu identisch.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Korrelationsanalyse" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:>" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD/CAYAAACkTkI7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA7NklEQVR4nO3deXzM1/748ddksocIslVDS6mlBEUTuZZKiSJpaitKk5ar9CuJ+qldS+1CRSXaomho3aJVmi6W0rq3dnpra2y1pmSRiIlsZjLn90euIQ1pUpKZmPfz8fg8Hs7ncz7nc86MzHvOMp+PRimlEEIIISyMjbkrIIQQQtyNBCghhBAWSQKUEEIIiyQBSgghhEWSACWEEMIiSYASQghhkSRACSGEeCBu3LhBcHAwSUlJxY4lJibSq1cvunbtyqRJkzAYDH9ZngQoIYQQ9+3w4cMMGDCA8+fP3/X4mDFjeOedd9iyZQtKKdatW/eXZUqAEkIIcd/WrVvHlClT8PT0LHbsjz/+IC8vjxYtWgDQq1cvNm/e/Jdl2j7oSgohhHh46HQ6dDpdsf2urq64urqa0jNnzrxnGampqXh4eJjSHh4epKSk/OW1JUBZgG/tGpq7Cg+92c8vNXcVHnrfB31j7ipYhaqR8+67jLJ85pxdEEFcXFyx/REREURGRpaqDKPRiEajMaWVUkXS9yIBSgghrIzG7q+Dwy3h4eH07Nmz2P47e09/xdvbm7S0NFP66tWrdx0K/DMJUEIIYWVsbEsfoP48lPd3PProozg4OHDo0CFatWrFpk2b6NChw1+eJ4skhBDCymjsbEq93Y+hQ4dy9OhRAObPn8/s2bN5/vnnycnJISws7C/Plx6UEEJYmbL0oMpqx44dpn8vW7bM9O9GjRrxxRdflKksCVBCCGFltE6VY/BMApQQQliZsiySMCcJUEIIYWXKc4jvQZIAJYQQVkajlQAlhBDCAtlIgBJCCGGJNDYSoIQQQlggrb3W3FUoFQlQQghhZaQHJYQQwiLJHJQQQgiLJKv4hBBCWCSNjdxJQgghhAXS3udNYCuKBCghhLAyskhCCCGERZIhPiGEEBZJelBCCCEskiwzF0IIYZGkByWEEMIi2djKrY6EEEJYIOlBCSGEsEiVJUBVjrWGQgghHhiNjU2pt7JISEige/fuBAUF8dlnnxU7vnPnTkJCQggJCWH06NFkZ2eXWJ4EKCGEsDI2Wk2pt9JKSUkhJiaGNWvWsHHjRtauXcuZM2dMx3U6HePHjycmJoaEhAQaNWpETExMyfX82y0UQghRKdnYaku9ldbu3bvx9/fHzc0NZ2dnunbtyubNm03Hz58/T61atahfvz4AnTp14ocffiixTJmDEkIIK1OWOSidTodOpyu239XVFVdXV1M6NTUVDw8PU9rT05MjR46Y0o8//jjJycmcOHGCRo0a8f3333P16tUSry0BSgghrExZAlR8fDxxcXHF9kdERBAZGWlKG41GNJrb5SqliqRdXV2ZO3cub7/9NkajkZdeegk7O7sSry0BSgghrExZFj+Eh4fTs2fPYvvv7D0BeHt7c/DgQVM6LS0NT09PU7qgoABvb2/Wr18PwJEjR6hdu3aJ15YAJf6W5ivmkHX0FGdjVpi7KpVO29Y1GBZWF3s7G34/n83sRSfJyS0okifoWU9e7lUbpSAvv4CFS89w8swNAL75LIC0q/mmvGs2XGLbztQKbYOl0z7eCIe23dFotRRcvULe9vWgzy+Sx7ZeU+z9gkApVF4OeTu+QOnSwd4Rx+f6YlPdEzQaDIkHufnLT+ZpSDkpSw/qz0N59xIQEEBsbCwZGRk4OTmxdetWpk+ffvuaGg2DBw9m/fr1eHp68sknn9C9e/cSy3zoF0lkZWUxYsQIc1fjoVGlUT38tsbj3auruatSKbm52jFxZEMmz/6Nl984wOXkXN54tW6RPLUfdeL/XqvH6ClHeW3kIeLXXmTWxKdMx7Ky9Lw28pBpk+BUlMbRBcfn+pH73SqyP52HUZeBQ8CfPgi1tjgGDSD3u3hyPo/BcP43HDuGAuDg3xV14zo5a94jZ+372DVri433Y2ZoSfkpj2XmXl5ejBo1irCwMF588UWCg4Px9fVl6NChHD16FBsbG6ZNm8Y///lPnn/+eVxdXRkyZEiJZT70Pajr16+TmJho7mo8NB57YyCXVqwn99Jlc1elUmrTsjqJp7NIupILwFffX+aTRa1578Pby3H1eiNzY0+Rfu0mACfOZFHDzR5bWw3NGrlSYFQsntMCF2ctP+2+yqp1FzAazdIci6St8yTG1Euo64UT8Pqje3AZMIr8nV/dzvS/D16NvSMK0Ng5oAwGAPL/vQk0/zvu4gpaW8jPrdA2lDeNtnz6Jrd+43SnZcuWmf797LPP8uyzz5a6vIc+QM2YMYPU1FRGjBhBly5diI+Px2g08tRTTzFlyhQcHBxo164dXbt25dChQ2i1WhYuXEjt2rUJDAxk1apV+Pj4sG/fPuLi4li9ejWvvPIK1apV4/Tp0yxcuJC0tDQWLVqEwWDAx8eH6dOnU716dXM3vVwcH1nYZXfv8g8z16Ry8vJwIPWO4bm0q/lUcbHF2UlrGuZLTs0nOfV2nsghT/Dz/nQMBoVWq+Hgr5l8FH8WW1sN0e80IzvHwPqv/6jwtlgqm6puGLMyTWl14zoaByewc7g9zKe/Sd5PG3DuG4HKzQYbG3K+WHy7EGXEscsAbOs3w3D2GMbMtIptRDmrLM+Dqhy1vA+TJ0/G09OTN998k3Xr1vH555+zadMmatasyfLly4HCyby2bduyceNG2rRpc9dfQP9Zw4YN2bJlC15eXrz33nssX76cjRs30q5dO+bPn1/ezRKVlEajQani+43G4jsdHWyYPq4JPo84MTf2JAAJW5NZuPQMeflGbmQXsHZTEh3aupd3tSsXzT3mV9TtbqZNTW8c2nQm+9P5ZK+cwc0D23HqHlYke962f3Hj46loHJyxf6ZLeda4wmlsNKXezOmh70Hdsm/fPi5cuMBLL70EgF6vp0mTJqbj7du3B6BBgwZFVqLci6+vLwCHDx/mypUrhIUV/uc2Go1Uq1btQVdfPCRS0vJo8mRVU9q9pgO6LD15+UXH6Lw8HJj7dlPOX8ohctJhbt4sPN61kydnzmXz+/nCW8RogALDXSKeFTNmZWLrVceU1lRxReXlgEFv2qet05CCK+cLF0UA+qO7cWj/AhpHZ2w8fTCmJ6OydaC/if7Ur9jVb1bh7ShPlaUHZTUBqqCggG7dujF58mQAsrOzKSi4vXLKwcEBuPUN9/Yf/K1/G/43Pn2Lo6Ojqdynn36ajz76CID8/Py/vL+UsF77/3uNiMFP4POIE0lXcnmxWy3+sy+9SB4nJy2xs5rz/fYUVn5+ocixenVc6BjgweTZx7G1taF38KNs/SmlIptg8QounsShXTCaau6o61exa9oWw9njRfIY05Kw9w1A41QFlXsD23pNUboMVF4OtvWbwxPNyP/xS7DRYtfAF8Ol02ZqTfkwd8+otCpHGL0Ptra2GAwG/Pz82LZtG+np6SilmDp1KvHx8SWeW716ddO9pLZv337XPM2bN+fXX3/l3LlzAHzwwQdER0c/2EaIh0bmdT2z3j/JjAlN+PSD1tR73IW45b/TsH4VVr7fCoDePWrh5eFIh7burHy/lWlzrWrLis8vkJWlJz62NfGxrTiaqCNha7KZW2VZVG42eT+sw6n7KzgPfAttTW/yfk7AxtMH5/6jAChI+p2bv+zEqddwnAeMws43gNxvPwEg/+cENPaOOL88Guf+b1KQ+gf6X382Y4sePBnisxA1a9akVq1azJw5k4iICMLDwzEajTRu3JjXX3+9xHOjoqKYPn06cXFxtGvX7q55PDw8mDVrFm+++SZGoxEvLy/mzZtXHk2xKEeGTDB3FSqtvYcy2Hsoo8i+k2du8NrIQwB8+sUlPv3i0j3Pn73oVLnW72FQcOEEORdOFNlnTE0i5/PbNyfVH92N/uju4iffzCNvy1/PQ1dmGm3leGChRqm7TdmKivStXUNzV+GhN/v5peauwkPv+6BvzF0Fq1A18v6/AF99p+TfH93Jfdry+77e3/XQ96CEEEIUZe6hu9KSACWEENZGVvEJIYSwRNKDEkIIYZEqyyIJCVBCCGFl5Ie6QgghLJIM8QkhhLBMGulBCSGEsEDSgxJCCGGZZA5KCCGEJZJVfEIIISySDPEJIYSwTLJIQgghhEWqJD2oyhFGhRBCPDAajU2pt7JISEige/fuBAUF8dlnxR9Zcvz4cXr37s0LL7zAsGHD0Ol0JZYnAUoIIayNjab0WymlpKQQExPDmjVr2LhxI2vXrjU98PWWmTNnEhUVxddff03dunVZvrzkR3lIgBJCCCuj0WpLvZXW7t278ff3x83NDWdnZ7p27crmzZuL5DEajWRnZwOQm5uLo6NjiWXKHJQQQlibMvwOSqfT3XUoztXVFVdXV1M6NTUVDw8PU9rT05MjR44UOWf8+PEMHjyYWbNm4eTkxLp160q8tgQoIYSwNprSD93Fx8cTFxdXbH9ERASRkZGmtNFoRHNHuUqpIum8vDwmTZrEJ598gq+vLytXrmTcuHEsXXrvp11LgBJCCCtTlruZh4eH07Nnz2L77+w9AXh7e3Pw4EFTOi0tDU9PT1P61KlTODg44OvrC0C/fv14//33S7y2BCghhLA2ZVid9+ehvHsJCAggNjaWjIwMnJyc2Lp1K9OnTzcdf+yxx0hOTubs2bPUq1eP7du306xZsxLLlAAlhBBWpjxudeTl5cWoUaMICwtDr9fTp08ffH19GTp0KFFRUTRr1ozZs2fz5ptvopSiZs2azJo1q8QyJUAJIYS1Kacf6oaEhBASElJk37Jly0z/7tixIx07dix1eRKghBDC2sitjoQQQlikMqziMycJUEIIYW3keVBCCCEskgzxCSGEsEjywEIhhBAWSeaghBBCWCSZgxJCCGGRpAclhBDCIskiCVFas5+/9918xYMxYfPr5q7CQ+/GvLXmroJVqPogCpEhPiGEEBbJRlbxCSGEsEQyByWEEMIiyRCfEEIIS6SkByWEEMIiySo+IYQQlkjJIgkhhBAWSXpQQgghLJLMQQkhhLBIsopPCCGEJZJVfEIIISxTOc1BJSQk8OGHH2IwGAgPD2fgwIGmY4mJiYwfP96UzsjIoFq1anzzzTf3LE8ClBBCWJnyWMWXkpJCTEwMGzZswN7env79++Pn50f9+vUBaNy4MZs2bQIgNzeXvn37MnXq1BLLlAAlhBBWRpWhB6XT6dDpdMX2u7q64urqakrv3r0bf39/3NzcAOjatSubN28mIiKi2LlLliyhTZs2tG7dusRrS4ASQghrU4Y5qPj4eOLi4ortj4iIIDIy0pROTU3Fw8PDlPb09OTIkSPFzsvKymLdunUkJCT85bUlQAkhhLUpQw8qPDycnj17Ftt/Z+8JwGg0orkj8CmliqRv+frrr+ncuTM1a9b8y2tLgBJCCCtTllV8fx7Kuxdvb28OHjxoSqelpeHp6Vks3w8//MCwYcNKde3KsRheCCHEA6M02lJvpRUQEMCePXvIyMggNzeXrVu30qFDh6LXVYrjx4/TsmXLUpUpAUoIIayM0tiUeistLy8vRo0aRVhYGC+++CLBwcH4+voydOhQjh49ChQuLbezs8PBwaFUZcoQnxBCWJty+h1USEgIISEhRfYtW7bM9O+aNWuya9euUpcnAUoIIayM3ElCCCGERSrL0J05SYASQghrIz0oIYQQlshYhtV55iQBSgghrIwM8QkhhLBMMsQnhBDCEqlK8hNYCVBCCGFlZJm5EEIIiyRzUEIIISySrOITQghhkWSITwghhEVSSIASlVDb1jUYFlYXezsbfj+fzexFJ8nJLSiSJ+hZT17uVRulIC+/gIVLz3DyzA0AvvksgLSr+aa8azZcYtvO1Aptw8Oi+Yo5ZB09xdmYFeauSqWz5+AvLFv1L/R6PfUer8PYyOG4ODsXyXP2/EXeX7aS7OwcbGxsGP1/Q2lYvx4ALwz6Jx7uNUx5+78YQpdn21doG8rTQzMHlZSUxHPPPUe/fv2YNm2aaX9iYiIvvvgis2fPplevXmW66Lp163B2diY4OJjx48fzzDPPFCsjNjYWoMgjhf/s7NmzREdH88cffwDw5JNPMmnSJGrUqFGq80VRbq52TBzZkDfG/krSlVzeCK/LG6/W5b0Pz5jy1H7Uif97rR5D3vyF9Gs38W9Vg1kTn6L34H3UftSJrCw9r408ZMZWVH5VGtXjqUVTcHvGl6yjp8xdnUon87qOuYs+JG7ONHxqPcKS+M9YumoNo4b/05QnLz+ft6bOZGzEcPxbt+TnfQeYsSCW1R/EcDHpMq5Vq7B8YbQZW1G+KksPqlRh1M3Njf/85z8UFNz+Jv3dd99Ro0aNEs66t19++YWbN2/+rXNvSUlJISwsjJdeeomEhAS+/vprGjRoQERExH2Va83atKxO4ukskq7kAvDV95fp0tGrSB693sjc2FOkXyt8/06cyaKGmz22thqaNXKlwKhYPKcFnyxqxav9H8OmcnxRsyiPvTGQSyvWc+XLzeauSqV04L+HaVT/CXxqPQLAC8934YedP6OUuiPPEWp5e+HfuvDBef94pjVTx74JwPETJ7Gx0RA5YQqDo8YQ//kXFBQYK7wd5cmo0ZZ6M6dSDfG5uLjQqFEjDhw4gL+/PwC7du0iICAAgB9//JGFCxdiNBqpXbs206ZNw93dncDAQF544QV+/vlncnNzmTt3Ljqdjh07drB37148PDwA+Omnn1izZg3p6ekMHz6cfv36ma69fv169u7dy3vvvQcU9qwcHBzIycnB39+fwMBAADQaDUOHDsXHxweDwQDAkSNH6N+/PykpKfTq1YvIyEhu3LjBxIkTSUlJITU1lbZt2zJz5kz279/PvHnzMBqNNGjQgMmTJzN27FguXrxI7dq1SU5OJi4ujkceeYTo6Gj2799PQUEBvXr14tVXXyU5OZm33nqLnJzC4YLJkyfTokWLB/MuVRAvDwdS7xieS7uaTxUXW5ydtKZhvuTUfJJTb+eJHPIEP+9Px2BQaLUaDv6ayUfxZ7G11RD9TjOycwys//qPCm9LZXZ85HQA3Lv8w8w1qZxSr6bj4V7TlPZwr0l2Ti45ubmmYb6ky5ep4eZGdOxHnDl3gSouzgx/dSAABUYjrZo34/WwlzEYCpgwfQ7Ozk70faGHWdpTHirLEF+pa9mtWze2bNkCFH7wN2zYEDs7O9LT03nnnXdYvHgxCQkJPP3000WGAt3c3Pjiiy/o378/S5YsISAggMDAQKKiomjfvnBM9+bNm6xfv54lS5YQExNT5Lrdu3dnz5493LjxvzmOb74hNDSUxMREnnrqqSJ5tVotwcHB2NoWxt309HRWrVrFl19+yfLly7lx4wY//fQTjRs3Zu3atWzZsoUDBw5w/PhxAM6fP098fDxz585l8eLF1K1bl2+//ZYRI0Zw6lThUMu6desA+Oqrr/jiiy/Yvn07Bw8e5IsvvuDZZ59lw4YNREVFcehQ5Rvm0mg03PEl08RoLL7T0cGG6eOa4POIE3NjTwKQsDWZhUvPkJdv5EZ2AWs3JdGhrXt5V1uIIpRSaO6ySs3mju68wVDAvkP/JTjoOZYumE2v4OcZN20ON/V6goOeY+Trg3FydKRqFRf6hgbz894DFdmEcqfQlHozp1IHqMDAQP79739jNBr5/vvv6datGwBOTk74+vri4+MDQL9+/di7d6/pvFtBqEGDBmRmZt617Oeeew6NRkODBg24du1akWMuLi507NiRbdu2cfDgQWrXro2XlxcajQZ7e/sS69y+fXvs7e2pUaMG1atX5/r16wQHB/OPf/yDTz75hBkzZpCZmUlOTg4AdevWpWrVqkBhDzE0NBSAZs2a8eSTTwKwZ88eduzYQWhoKH379iU5OZmTJ0/Stm1bVqxYwejRo8nMzGTQoEGlfWktRkpaHu41br+m7jUd0GXpycsvOrzh5eHAR/NaUmBURE46zI3swt5V106ePPG4iymfBigw3CXiCVGOPD3cSc+4/TlyNT2DqlVccHJ0NO1zr1Gdx2o/SpOGDQBo59cGo9HIleQUtv74b34/f8GUVymFVls5fjdUWkqjKfVmTqUOULeG+Q4dOsTevXtNw3tGY9EPL6WUaYgNMD17/m7faG659ebfK0/v3r355ptvSEhIMC2maNq0KceOHSuSz2g0EhERwdWrVwFMPalbZSulWL16NdHR0dSoUYNBgwbxxBNPmMamHe/4D6zVaouMWd9SUFDAmDFj2LRpE5s2bWLt2rX06dOHVq1a8e2339KuXTu+++47hg8ffs/2Wqr9/73GUw1d8XnECYAXu9XiP/vSi+RxctISO6s5O3dfZeq8RG7evP3+16vjwpCBj2NjA/b2NvQOfpTt/5EVfKJitWnhy28nT5N0+QoAX2/exj+eaV0kzzOtWnIlJZWTZ84CcPj4b2g0Gry9PDl38RIr1qyjoMBIfv5NvvpuC4HtAyq8HeVJKU2pN3Mq0zLzbt268d5779G0aVPTh39eXh6HDx8mKSkJHx8f1q5di5+fX4nlaLXaIgsu/krr1q1JTk7mjz/+YNKkSUBhTy00NJSdO3fSsWNHlFJ88MEHpKen4+5+72GlXbt20a9fP0JCQjh69CgnTpzAaDQW6f4DtG3bloSEBBo1asTJkyc5ffo0Go0Gf39/1q1bR6dOnbh58yYvv/wy7777Ljt37sTLy4vw8HD8/Pzo2bNnqdtnKTKv65n1/klmTGiCra2GP5LzmLHgBA3rV2F8ZENeG3mI3j1q4eXhSIe27kWG70ZOPsyKzy/w/4bVJz62Nba2Gn78+SoJW5PN2CJhjaq7VWNc1BtMmbsAvcFALW9vJr45ghOnf2fe4iUsXxhNzepuzJj4Fgs/Wk5ufh72dnZMGz8aB3t7wvv34f0lKxgc9RaGggKe/Yc/PboEmrtZD9RDebPYTp06MWnSJEaOHGna5+7uzrRp04iIiECv11OrVi1mzpxZYjkBAQEsWLDANJxWGl26dCEzM9M0rOfh4cGyZcuIjo5m/vz5FBQU0KRJExYvXlxiOeHh4UydOpWlS5dSpUoVWrZsSVJSEnXq1CmSb8SIEUyYMIGQkBDq1KmDu7s7jo6O9O/fnwsXLtCzZ08MBgO9evXCz8+POnXqMHr0aDZs2IBWq2Xu3Lmlbpsl2Xsog72HMorsO3nmhmnp+KdfXOLTLy7d8/zZi2RZ9INyZMgEc1eh0vJv3dK0Qu+WPy8db/5UEz6cX/yzytHBgXFRb5R7Hc3JWE4BKiEhgQ8//BCDwUB4eDgDBw4scvzs2bNMmTKF69ev4+HhwYIFC6hWrdo9y9Oou41jWRClFHq9ntdee42JEycWWxhRXjZt2oSPjw+tWrXi8uXLDBo0iB9++KFYT+tBaBey84GXKYqasPl1c1fhoff00bXmroJVeKRRi/su48TvSaXO2+gJn1LlS0lJYcCAAWzYsAF7e3v69+/PggULqF+/PlD4Wf78888zadIkOnTowPz581FKMWbMmHuWafF3kkhLS6NHjx707du3woITQL169ZgyZYpp+G/atGnlEpyEEKKilWV1nk6nQ6fTFdvv6uqKq6urKb179278/f1xc3MDoGvXrmzevNn029Tjx4/j7OxMhw4dABg+fPhdy72TxQcoT09PDhyo+CWezZo1Y8OGDRV+XSGEKG9lWfwQHx9PXFxcsf0RERFF7tSTmppq+m0rFH52HzlyxJS+ePEi7u7uTJw4kcTEROrVq8fbb79d4rUtPkAJIYR4sMrSgwoPD7/roq87e09QuIr6zpXYf/49msFgYP/+/Xz66ac0a9aMhQsXMmfOHObMmXPPa0uAEkIIK1OWAPXnobx78fb25uDBg6Z0Wloanp6eprSHhwePPfYYzZo1AyA4OJioqKgSy5RJFSGEsDJGZVPqrbQCAgLYs2cPGRkZ5ObmsnXrVtN8E0DLli3JyMjgxIkTAOzYseMv1xVID0oIIayMsRxuYeTl5cWoUaMICwtDr9fTp08ffH19GTp0KFFRUTRr1ozFixczefJkcnNz8fb2Jjq65DvGW/wyc2sgy8zLnywzL3+yzLxiPIhl5v89fbXUeVs2MN/9NKUHJYQQVsbctzAqLQlQQghhZcx9l/LSkgAlhBBWpiyLH8xJApQQQlgZGeITQghhkSrLA+wlQAkhhJWRHpQQQgiLJIskhBBCWCTpQQkhhLBIBRKghBBCWCIZ4hNCCGGRZIhPCCGERaosd2CVACWEEFamPO5mXh4kQAkhhJWRIT4hhBAWySgBSgghhCUyyhyUEEIISyRDfEIIISySrOITQghhkWQVnxBCCItkNFaOAFU5HqsohBDigTGq0m9lkZCQQPfu3QkKCuKzzz4rdjwuLo5OnToRGhpKaGjoXfPcSXpQQghhZcpjDiolJYWYmBg2bNiAvb09/fv3x8/Pj/r165vyHDt2jAULFtCyZctSlSkBSgghrExZbhar0+nQ6XTF9ru6uuLq6mpK7969G39/f9zc3ADo2rUrmzdvJiIiwpTn2LFjLFmyhD/++IM2bdowbtw4HBwc7nltCVAW4Pugb8xdhYfejXlrzV2Fh94vzfqZuwpWoYf+5H2XUZahu/j4eOLi4ortj4iIIDIy0pROTU3Fw8PDlPb09OTIkSOmdHZ2No0bN2bMmDE89thjjB8/ng8++IBRo0bd89oSoIQQwsqUZYgvPDycnj17Ftt/Z+8JwGg0otHc7pkppYqkXVxcWLZsmSk9ePBgJk6cKAFKCCHEbQVlWMX356G8e/H29ubgwYOmdFpaGp6enqb05cuX2b17N3369AEKA5itbckhSFbxCSGElVGq9FtpBQQEsGfPHjIyMsjNzWXr1q106NDBdNzR0ZF58+Zx6dIllFJ89tlndOnSpcQyJUAJIYSVKY8A5eXlxahRowgLC+PFF18kODgYX19fhg4dytGjR6lRowbTpk3jjTfe4Pnnn0cpxWuvvVZimRqlKstNLx5eWbFjzF2Fh96NLgPNXYWHniySqBgPYpHEp/8p/cf+oPbm+1GvzEEJIYSVkZvFCiGEsEgFRnPXoHQkQAkhhJWpLBM7EqCEEMLKSIASQghhkeSJukIIISyS9KCEEEJYJKMskhBCCGGJJEAJIYSwSDIHJYQQwiKV7QZCcicJIYQQFUQWSQghhLBIMgclhBDCIkkPSgghhEWSe/EJIYSwSKpMy/hkkYQQQogKIsvMhRBCWCSZgxJCCGGRjJWkCyUBSgghrExlWWZuY+4KCCGEqFhGpUq9lUVCQgLdu3cnKCiIzz777J75fvrpJwIDA/+yPOlBCSGElVHl0INKSUkhJiaGDRs2YG9vT//+/fHz86N+/fpF8l29epW5c+eWqkzpQQkhhJVRSpV6K63du3fj7++Pm5sbzs7OdO3alc2bNxfLN3nyZCIiIkpVpvSghBDCypRlDkqn06HT6Yrtd3V1xdXV1ZROTU3Fw8PDlPb09OTIkSNFzlm1ahVNmjShefPmpbq2BCghhLAyZekZxcfHExcXV2x/REQEkZGRprTRaESjuf2jXqVUkfSpU6fYunUrn3zyCcnJyaW6tgQoIYSwMgUFpQ9Q4eHh9OzZs9j+O3tPAN7e3hw8eNCUTktLw9PT05TevHkzaWlp9O7dG71eT2pqKi+//DJr1qy557UlQAkhhJUpy+K8Pw/l3UtAQACxsbFkZGTg5OTE1q1bmT59uul4VFQUUVFRACQlJREWFlZicAIJUOJPtI83wqFtdzRaLQVXr5C3fT3o84vksa3XFHu/IFAKlZdD3o4vULp0sHfE8bm+2FT3BI0GQ+JBbv7yk3kaYsH2HPyFZav+hV6vp97jdRgbORwXZ+ciec6ev8j7y1aSnZ2DjY0No/9vKA3r1wPghUH/xMO9hilv/xdD6PJs+wptw8Oi+Yo5ZB09xdmYFeauSoUqjx/qenl5MWrUKMLCwtDr9fTp0wdfX1+GDh1KVFQUzZo1K3OZ5Rqg3n33XX755Rf0ej0XL17kiSeeACAsLIzevXsXyfvjjz9y/vx5XnvttXuWt2HDBvbv38+cOXMA2LhxI6tXr8ZgMGA0Gunbty9hYWEABAYGsmrVKnx8fMqpdQ8fjaMLjs/1I+eLxajrV7EP6I5DQHfyd351O5PWFsegAWT/awHqejp2Ldrj2DGU3IQVOPh3Rd24Ts73q8HWDpeBb2G4fA5j8gXzNcrCZF7XMXfRh8TNmYZPrUdYEv8ZS1etYdTwf5ry5OXn89bUmYyNGI5/65b8vO8AMxbEsvqDGC4mXca1ahWWL4w2YysqvyqN6vHUoim4PeNL1tFT5q5OhSvbE3VLLyQkhJCQkCL7li1bViyfj48PO3bs+MvyyjVATZkyBbjdndu0adM98x47dqxMZa9du5bPP/+cJUuW4OnpiU6nY/DgwTg5OdG3b9/7qre10tZ5EmPqJdT1qwDoj+7BZcCoogHKpvCXCRp7RxSgsXNAGQwA5P97E2j+d9zFFbS2kJ9boW2wdAf+e5hG9Z/Ap9YjALzwfBf++eZY3hw2xDShfOC/R6jl7YV/65YA/OOZ1jziVTiWf/zESWxsNEROmEJ2dg4dA/wY1LcXWq38YqQsHntjIJdWrCf30mVzV8UsyuN3UOWhwof4zp07xzvvvENmZibOzs5MmjQJZ2dnPv/8cwBq1apFu3btmDhxIllZWaSmptKzZ09GjhxZpJwPP/yQWbNmmSbhXF1dmTt3Ljdu3DDlWbx4MYmJieTm5hIdHU3z5s3Zv38/MTEx5OXlodPpmDBhAp07d2b8+PFkZmZy4cIFxowZg4uLCzNmzECr1dKiRQt+//13Vq9ezYULF5g6dSqZmZk4Ojry9ttv06RJExISEvj444/RarX4+Pgwb948HBwcKu6FfQBsqrphzMo0pdWN62gcnMDO4fYwn/4meT9twLlvBCo3G2xsyPli8e1ClBHHLgOwrd8Mw9ljGDPTKrYRFi71ajoe7jVNaQ/3mmTn5JKTm2sa5ku6fJkabm5Ex37EmXMXqOLizPBXBwJQYDTSqnkzXg97GYOhgAnT5+Ds7ETfF3qYpT2V1fGRhXMj7l3+YeaamEdZ7xBhLhX+tWvMmDG88sorJCQkMGHCBEaOHEmdOnXo378//fv3p3fv3nzzzTcEBwezbt06EhISiI+PJyMjw1RGRkYGV65coUmTJkXKfuKJJ4qsr69fvz4bN27klVdeYfny5QB8+umnzJgxg6+++ooZM2bw/vvvm/K7ubnx/fff0759e8aOHcu8efPYuHEjtra34/i4ceMYM2YMX331FdOnT2fUqFEALFy4kBUrVrBhwwYeffRRzp49Wy6vX7nS3OO5L3d83bKp6Y1Dm85kfzqf7JUzuHlgO07dw4pkz9v2L258PBWNgzP2z3QpzxpXOn9eenuLjc3tP0WDoYB9h/5LcNBzLF0wm17BzzNu2hxu6vUEBz3HyNcH4+ToSNUqLvQNDebnvQcqsgniIVBQYCz1Zk4VGqCys7O5ePEiQUFBALRo0YJq1aoV+zAfMmQIjzzyCMuXL2fmzJno9Xpyc28PFd36Y/6rHkrnzp2BwkB17do1AObNm8fp06dZvHgxK1euJDs725Tf19cXKFyvX7NmTRo1agRAnz59TPU/duwYEyZMIDQ0lNGjR5OTk8O1a9fo1KkTAwYMIDo6mq5du9K4ceO//TqZizErs3Bo7n80VVxReTlg0Jv2aes0pODK+cJFEYD+6G5sanijcXRGW+fJ2+frb6I/9Staj0crtA2WztPDnfSMa6b01fQMqlZxwcnR0bTPvUZ1Hqv9KE0aNgCgnV8bjEYjV5JT2Prjv/n9/O05PaUUWq224hogHgpKlX4zpwoNUHebmFNKUVBQUGTfnDlzWL16NbVq1eKNN96gevXqRc51c3Ojdu3axeat9u/fz/z5803pW3+4d35jffnllzly5AhNmzZl+PDhRc53/N+HhFarxXiXn1objUbs7e3ZtGmTaVu/fj1ubm5MnjyZRYsWUa1aNcaMGVPifJulKrh4Eq13HTTV3AGwa9oWw9njRfIY05LQPloPjVMVoHBFn9JloPJysK3f/HaPyUaLXQNfDElnKrQNlq5NC19+O3mapMtXAPh68zb+8UzrInmeadWSKympnDxT+MXt8PHf0Gg0eHt5cu7iJVasWUdBgZH8/Jt89d0WAtsHVHg7ROWmjKrUmzlVaICqUqUKPj4+bN26FYBff/2Vq1ev0qBBA7RaLYb/Tbbv2rWLIUOG0K1bN86dO0dKSkqxgDFkyBDmzJlDWlrhHEdGRgZz5szhscceu+f1MzMzOX/+PCNHjqRDhw5s3769WHAEqFevHjqdjpMnTwKFd+gFqFq1Ko8//rgp+OzatYuBAwdiMBgICgqievXqDBs2jNDQUBITE+/z1ap4KjebvB/W4dT9FZwHvoW2pjd5Pydg4+mDc//CocyCpN+5+ctOnHoNx3nAKOx8A8j99hMA8n9OQGPviPPLo3Hu/yYFqX+g//VnM7bI8lR3q8a4qDeYMncBYSNGcfbCJf5vcBgnTv/OkDfHAlCzuhszJr7Fwo+W82rkaBYvX8W08aNxsLcnvH8fXKtUYXDUWwweOYamjZ6kR5e/viu0EHcqr7uZP2gVvkhi3rx5TJ06ldjYWOzs7IiNjcXe3p42bdowbtw43N3dGTZsGGPHjsXR0RFvb2+aNm1KUlJSkXIGDBiAwWBg8ODBaDQalFL069evxBV8bm5u9OnThx49emBra4u/vz95eXnk5OQUyWdvb090dDTjxo3DxsaGunXrmnpXt+r/8ccfY2dnR0xMDHZ2dkRFRTF48GAcHByoWbOmaSl8ZVNw4QQ5F04U2WdMTSLn8xhTWn90N/qju4uffDOPvC33vsW+KOTfuqVphd4tf1463vypJnw4f2axcx0dHBgX9Ua519FaHBkywdxVMAtz94xKS6PKa0F8JWY0Gpk/fz4RERE4OzuzcuVKUlJSGD9+fLlcLyt2TLmUK2670WWguavw0PulWT9zV8Eq9NCfvO8y3piXWeq8H45xu+/r/V1yJ4m7sLGxMfW27OzsePTRR5k5s/i3WSGEqIwqSw9KAtQ9vP7667z++uvmroYQQjxwlWXgTAKUEEJYmfK4F195kAAlhBBWRnpQQgghLJLMQQkhhLBI5r6FUWlJgBJCCCsjPSghhBAWSeaghBBCWCRZxSeEEMIiyRCfEEIIiyRDfEIIISxSgaH4UxwsUYU/UVcIIYR5KaVKvZVFQkIC3bt3JygoiM8+K/5kg23bthESEkKPHj0YP348N2/eLLE8CVBCCGFlyuOBhSkpKcTExLBmzRo2btzI2rVrOXPm9gNLc3JymDZtGitXruTbb78lPz+fr776qsQyJUAJIYSVKY8AtXv3bvz9/XFzc8PZ2ZmuXbuyefNm03FnZ2d27NiBu7s7ubm5pKen4+rqWmKZMgclhBBWxqhKfycJnU6HTqcrtt/V1bVIgElNTcXDw8OU9vT05MiRI0XOsbOzY+fOnYwdOxZPT0/atWtX4rWlByWEEFbGaDCWeouPj+e5554rtsXHxxct02hEo9GY0kqpIulbOnbsyL59++jUqRNTp04tsZ7SgxJCCCtTlsUP4eHh9OzZs9j+Pw/PeXt7c/DgQVM6LS0NT09PUzozM5Njx46Zek0hISGMGjWqxGtLD0oIIayM0Wgs9ebq6oqPj0+x7c8BKiAggD179pCRkUFubi5bt26lQ4cOpuNKKcaMGcPly5cB2Lx5M08//XSJ9ZQelBBCWJnyuJOEl5cXo0aNIiwsDL1eT58+ffD19WXo0KFERUXRrFkzpk+fzrBhw9BoNNSvX5933323xDI1qrL8pPghlhU7xtxVeOjd6DLQ3FV46P3SrJ+5q2AVeuhP3n8Z/zxW6rzfftz0vq/3d0kPSgghrIzci08IIYRFKiioHLc6kgAlhBBWRnpQQgghLJIyyiPfhRBCWCDpQQkhhLBIqgy3OjInCVBCCGFl5JHvQgghLJKxkjywUAKUEEJYGRniE0IIYZEqyyIJudWREEIIiyR3MxdCCGGRJEAJIYSwSBKghBBCWCQJUEIIISySBCghhBAWSQKUEEIIiyQBSgghhEWSACWEEMIiSYASQghhkSRAWamsrCxGjBhh7mqYXVJSEg0bNuSdd94psj8xMZGGDRuyYcOGMpe5bt06vvnmGwDGjx9/1zJiY2OJjY0tsZyzZ88yfPhwQkJCCAkJYfTo0WRkZJT6/Mrg3XffJTQ0lO7du9O0aVNCQ0MJDQ3lyy+/LJb3xx9/ZOXKlSWWt2HDBsaPH29Kb9y4kd69exMaGkpISAirVq0yHQsMDCQpKenBNUY8cHIvPit1/fp1EhMTzV0Ni+Dm5sZ//vMfCgoK0Gq1AHz33XfUqFHjb5X3yy+/8Mwzz9xXnVJSUggLC2PatGkEBgailGLJkiVERESwZs2a+yrbkkyZMgUo/KIQFhbGpk2b7pn32LFjZSp77dq1fP755yxZsgRPT090Oh2DBw/GycmJvn373le9RcWQAGWlZsyYQWpqKiNGjKBLly7Ex8djNBp56qmnmDJlCg4ODrRr146uXbty6NAhtFotCxcupHbt2gQGBrJq1Sp8fHzYt28fcXFxrF69mldeeYVq1apx+vRpFi5cSFpaGosWLcJgMODj48P06dOpXr26uZtejIuLC40aNeLAgQP4+/sDsGvXLgICAoDCb+4LFy7EaDRSu3Ztpk2bhru7O4GBgbzwwgv8/PPP5ObmMnfuXHQ6HTt27GDv3r14eHgA8NNPP7FmzRrS09MZPnw4/fr1M117/fr17N27l/feew8o7Bk5ODiQk5ODv78/gYGBAGg0GoYOHYqPjw8GgwGAI0eO0L9/f1JSUujVqxeRkZHcuHGDiRMnkpKSQmpqKm3btmXmzJns37+fefPmYTQaadCgAZMnT2bs2LFcvHiR2rVrk5ycTFxcHI888gjR0dHs37+fgoICevXqxauvvkpycjJvvfUWOTk52NjYMHnyZFq0aFEu78e5c+d45513yMzMxNnZmUmTJuHs7Mznn38OQK1atWjXrh0TJ04kKyuL1NRUevbsyciRI4uU8+GHHzJr1iw8PT0BcHV1Ze7cudy4ccOUZ/HixSQmJpKbm0t0dDTNmzdn//79xMTEkJeXh06nY8KECXTu3Jnx48eTmZnJhQsXGDNmDC4uLsyYMQOtVkuLFi34/fffWb16NRcuXGDq1KlkZmbi6OjI22+/TZMmTUhISODjjz9Gq9Xi4+PDvHnzcHBwKJfX8KGhhFW6dOmS6tSpkzp16pQaMGCAysvLU0opNX/+fLV48WKllFJPPvmk2rZtm1JKqdmzZ6vZs2crpZTq1KmTunTpklJKqb1796pBgwYppZQaNGiQWrRokVJKqfT0dPXCCy+ozMxMpZRS//rXv9TEiRMrroGldOt1+Prrr9XUqVOVUkodPnxYjR8/Xo0bN04tXbpUtWvXztTeZcuWqcjISKVU4euwcuVKpZRSq1atUhEREUoppcaNG6e+/PJL07+HDRumjEajOnnypPLz81NKKbVo0SK1aNEidePGDdW2bVuVlZWllFIqKChIJScnq9dff12tWLHinvVetGiR6tmzp8rPz1fp6emqefPmKisrSyUkJKgPPvhAKaVUfn6+6ty5szp69Kjau3evatWqldLpdEqpwvdz7ty5Simljhw5oho3bqwuXbqk1qxZo2bNmmU6f9CgQerAgQMqNjZWLVu2TCml1M6dO9XHH3/8AF792269D0op1bt3b7VlyxallFL//e9/1bPPPqvy8/NNr5lSSn388cdqw4YNSimldDqdatmypUpPT1dffvmlGjdunEpPT1dPPvmkunbt2j2v2alTJ1M7Vq9ebXpfIyMj1ZkzZ5RSSu3evVsFBwcrpQrfy3HjximllLp586bq0KGDSkxMVEopNX36dNPfQb9+/dTx48eVUkqdPn1aBQUFKaWUCgwMVFevXlVKKTVnzhz122+/3e/L9tCTHpSV27dvHxcuXOCll14CQK/X06RJE9Px9u3bA9CgQQMOHjz4l+X5+voCcPjwYa5cuUJYWBgARqORatWqPejqPzCBgYGmXtL3339Pt27d+O6773BycsLX1xcfHx8A+vXrx9KlS03n3fn6bN269a5lP/fcc2g0Gho0aMC1a9eKHHNxcaFjx45s27aN2rVrU7t2bby8vNBoNNjb25dY5/bt22Nvb0+NGjWoXr06169fJzg4mCNHjvDJJ59w9uxZMjMzycnJAaBu3bpUrVoVKOwhzp8/H4BmzZrx5JNPArBnzx4SExPZu3cvADk5OZw8eZK2bdsSGRlJYmIiHTt2ZNCgQWV6fUsrOzubixcvEhQUBECLFi2oVq0aZ8+eLZJvyJAh7N27l+XLl3P69Gn0ej25ubmm4zY2hdPrf9VD6dy5MwD169dny5YtAMybN48ff/yRzZs3c/jwYbKzs035b/3/PnXqFDVr1qRRo0YA9OnTh5kzZ5Kdnc2xY8eYMGGC6ZycnByuXbtGp06dGDBgAJ07d6Zr1640btz4b71G1kQClJUrKCigW7duTJ48GSj8gCgouP20zVt/4BqNBnXHk1lu/fvWcNMtjo6OpnKffvppPvroIwDy8/OL/KFbmlvDfIcOHWLv3r2MHj2a7777DqOx6IPdlFJF2nzn63Mvt+a17pWnd+/efPjhh/j4+NCrVy8AmjZtWmzOxWg0EhUVxdSpUwGwtb3953vr/Vm9ejVbtmzhpZdeIiAggFOnTpneq1vvza06qbs8aaegoIAxY8aYAkRGRgYuLi44ODjw7bff8tNPP/Hdd9/x1Vdf/eWChb/jbnVSShX5PwkwZ84cLl26RHBwMJ07d2b37t1FznVzc6N27docO3aMNm3amPbv37+ff//737z11lvA3d+bl19+GT8/P/z8/Gjbtq0pL9x+DbVabbH/G1D4Htnb2xeZS0tOTsbNzY3Jkydz4sQJdu7cyZgxY4iIiCA0NLRMr4+1kVV8VsrW1haDwYCfnx/btm0jPT0dpRRTp04lPj6+xHOrV6/OmTNnANi+fftd8zRv3pxff/2Vc+fOAfDBBx8QHR39YBvxgHXr1o333nuPpk2bmj788/LyOHz4sGm119q1a/Hz8yuxHK1WW+wDtSStW7cmOTmZffv2mb7R9+vXj507d7Jz506g8EP6gw8+ID09HXd393uWtWvXLvr168cLL7xAfn4+J06cuOsHadu2bUlISADg5MmTnD59Go1Gg7+/P+vWrUOv15Odnc3LL7/Mr7/+SnR0NF9//TU9e/bknXfe4bfffit1+8qiSpUq+Pj4mHqjv/76K1evXqVBgwZotVrTl4Ndu3YxZMgQunXrxrlz50hJSSnWziFDhjBnzhzS0tKAwmA7Z84cHnvssXtePzMzk/PnzzNy5Eg6dOjA9u3b7/pe1qtXD51Ox8mTJwFMr2XVqlV5/PHHTQFq165dDBw4EIPBQFBQENWrV2fYsGGEhobKIqVSkB6UlapZsya1atVi5syZREREEB4ejtFopHHjxrz++uslnhsVFcX06dOJi4ujXbt2d83j4eHBrFmzePPNNzEajXh5eTFv3rzyaMoD06lTJyZNmlRkst3d3Z1p06YRERGBXq83vWYlCQgIYMGCBabhtNLo0qULmZmZpmE9Dw8Pli1bRnR0NPPnz6egoIAmTZqwePHiEssJDw9n6tSpLF26lCpVqtCyZUuSkpKoU6dOkXwjRoxgwoQJhISEUKdOHdzd3XF0dKR///5cuHCBnj17YjAY6NWrF35+ftSpU4fRo0ezYcMGtFotc+fOLXXbymrevHlMnTqV2NhY7OzsiI2Nxd7enjZt2jBu3Djc3d0ZNmwYY8eOxdHREW9vb5o2bVpsyfiAAQMwGAwMHjzY1MPs169fiSv43Nzc6NOnDz169MDW1hZ/f3/y8vJMw6S32NvbEx0dzbhx47CxsaFu3bqm3tWt+n/88cfY2dkRExODnZ0dUVFRDB48GAcHB2rWrMmcOXMe/Iv3kJEn6gphRkop9Ho9r732GhMnTuSpp56qkOtu2rQJHx8fWrVqxeXLlxk0aBA//PCDae5GlMxoNDJ//nwiIiJwdnZm5cqVpKSkFPkNlrh/0oMSwozS0tLo0aMHffv2rbDgBIVDVFOmTMFoNGJjY8O0adMkOJWBjY2NqbdlZ2fHo48++pc9a1F20oMSQghhkeQrkxBCCIskAUoIIYRFkgAlhBDCIkmAEkIIYZEkQAkhhLBIEqCEEEJYpP8PIh9r7sEd4kwAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# correlation between continous features\n", + "feature_corr = numeric_data.drop(\"SeniorCitizen\", axis=1).corr()\n", + "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die Korrelationsmatrix zeigt, dass die Attribute \"Tenure\" und \"TotalCharges\" eine kritische positive Korrelation von über 0,8 aufweisen. Diese Beziehung wird später im Zusammenhang mit der Multikollinearität erneut untersucht und muss entfernt werden." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Streudiagramme mit kontinuierlichen Merkmalen und Ziel" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='tenure', ylabel='MonthlyCharges'>" + ] + }, + "execution_count": 157, + "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_no_mv, x=\"tenure\", y=\"MonthlyCharges\", hue=\"Churn\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Das Streudiagramm deutet darauf hin, dass Kunden im oberen linken Bereich, d. h. Kunden mit hohen monatlichen Kosten und kurzer Betriebszugehörigkeit, am ehesten abwandern." + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<AxesSubplot:xlabel='tenure', ylabel='TotalCharges'>" + ] + }, + "execution_count": 158, + "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_no_mv, x=\"tenure\", y=\"TotalCharges\", hue=\"Churn\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Es besteht eine rein logische, lineare Beziehung zwischen der Dauer der Betriebszugehörigkeit und den in Rechnung gestellten Gesamtkosten. Je länger eine Person Kunde ist, desto mehr monatliche Beträge musste sie bereits zahlen." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 2.4.2. Kategorische Merkmale" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Abwanderung (Ziel)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Zunächst wird die Verteilung der Zielvariablen Churn untersucht." + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Abwanderung im Vergleich zur Nicht-Abwanderung')" + ] + }, + "execution_count": 159, + "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": [ + "# produce pie chart for churn\n", + "# generate procentage relationship\n", + "churn_rate = data_no_mv.Churn.value_counts() / len(data_no_mv.Churn)\n", + "\n", + "# Plot\n", + "labels = 'Keine Abwanderung', 'Abwanderung'\n", + "fig, ax = plt.subplots()\n", + "ax.pie(churn_rate, labels=labels, autopct='%.f%%') \n", + "ax.set_title('Abwanderung im Vergleich zur Nicht-Abwanderung')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "- Die Abwanderungen machen etwa 27 % des gesamten Datensatzes aus, während die Nicht-Abwanderungen etwa 73 % ausmachen.\n", + "- Dies ist ein unausgewogener Datensatz und eine andere Metrik muss in der Bewertungsphase verwendet werden.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Geschlecht" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEJCAYAAABohnsfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAgFElEQVR4nO3de1iUdf7/8efAIB6wVXFGkF9fNl1XdnELVwptCzb7ekrJxFoVFN3NMstazcU1JAnLQy5qWuqvLTush5Tlp1CG5KFdfxm6Erur2fI1S/FKIRgUlUFBmJnvH9UYebpRhkF9Pa7LS+7P3Pfnfg/X5+I19+c+jMnlcrkQERExwMfbBYiIyLVDoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMM3u7AE+rqKjC6dStKCIiRvj4mGjfvs1FX7/uQ8PpdCk0REQaiaanRETEMIWGiIgYdt1PT4mIXAmXy0VFhY2zZ6uB62+K29fXTEBAO1q1uvj5iwtRaIiIXIDdfhKTyUSnTv8Hk+n6mpRxuVzU1p7lxAkbQIOC4/r6TYiINJIzZ+y0bdvuugsMAJPJRIsW/rRrZ8FuP9Ggba+/34aISCNwOh34+l7fkzF+fi1wOOoatI1CQ0TkIkwmk7dL8KgreX/Xd4yKXMfa3tSSlv5+3i6jWaiuqaXyVLW3ywDA4XDw17++w5YtH+BwOKirq+XOO+9m/PjH+NOf5nDLLV2Jjx/j7TKvmEJD5BrV0t+P+GmrvV1Gs7BmfgKVNI/QSE+fR2XlKRYvXk5AQABnzpxh1qwUXnzxeXx8fL1d3lVTaIiINJKSkmK2bNlEdnYubdoEANCqVSv+8Idn+PTTPXz88Ufs27eXxx77HcePH6NLl66kps6mVatW3HVXJBs3bqVdu3YA7uWDB79g8eIFtGrVijNnTvP447/nrbdeo3PnEA4e/JK6ujqSkpK59daIJnmPOqchItJI9u8v5JZburgD4zuBgR359a/vBcBmK+Oll5bxzjvrKSsrY/v2Dy/b76FDX/Lcc7N5++21+Pn58Z//fMbIkaN588013Hff/fz5z8s88n4uRKEhItJITCafyz7rLjr617Rs2RJfX1+6dOlKRUXFZfu1WjsRFBTsXu7UKYhu3boD0L17GKdOnby6whtAoSEi0kjCw3tw+PAhTp+uqtdus5WRlPR7ampq6l3GazKZcLnOhcx3P9fW1tbbvlWrVvWW/f396y1/vw9P8+g5jVdeeYVNmzYBEBMTw7Rp03jmmWcoKChw/xImTZpEv379KCwsZMaMGVRVVREZGUlaWhpms5ni4mKSkpI4duwYt9xyC+np6bRp07Db3q+GrlA5pzldoSLSHHXsaKFfv0HMmTOLZ555ljZtAqiqsrNgwTxuuulH+Phc/HN6u3bt+Z//+Q99+vyKLVtym7DqhvFYaOTl5bFjxw42bNiAyWRi/PjxbNmyhX379rFq1SqsVmu99ZOSknjhhReIiIggOTmZjIwM4uPjSUtLIz4+nsGDB7N06VKWLVtGUlKSp8o+j65QOac5XaEi0lxNnfpH3n57BY899jt8fc3U1p7l7rt/zcMPT2D+/NkX3W7y5D+wcOF82rYNIDIyisDAjk1YtXEml4eOaw4cOEBVVRUREREAzJo1i9DQUJYsWULPnj0pLS2lX79+TJo0iZKSEsaOHcvWrVsB+OSTT1iyZAkrVqwgKiqK3bt3YzabKSkpYfTo0Wzbts1wHceO2a/q+zQslrYKjW+tmZ+AzVbp7TLkWxqb53hibH799WGCgkIbtc/m6Ifv08fHRGBgwEXX99iRRrdu3dw/FxUVsWnTJlavXs3u3btJTU2lbdu2TJgwgczMTLp164bFYnGvb7FYKC0tpaKigoCAAMxmc712ERHxDo/fp3HgwAEmTJjAtGnT6NKlC0uXLnW/NmbMGLKysujatWu929ldLpf7BNEPb3Nv6G3vl0pMaTiLpa23SxC5oMYem2VlPpjN1/+1Qj4+Pg363Xk0NAoKCnjqqadITk5m8ODB7N+/n6KiIgYMGAB8Ew5ms5mgoCBsNpt7u/LycqxWKx06dKCyshKHw4Gvry82m+28cyGX0xjTU3KOpqeaD43N+hp7bDqdTurqnI3aZ3PkdDrr/e4uNz3lsRgtKSnhiSeeID09ncGDBwPfhMScOXM4efIktbW1rFu3jn79+hESEoK/vz8FBQUAZGdnEx0djZ+fH5GRkeTk5ACQlZVFdHS0p0oWEZHL8NiRxooVK6ipqWHevHnutpEjR/Loo48yatQo6urq6N+/P0OGDAEgPT2dlJQU7HY74eHhJCYmApCamsr06dNZvnw5wcHBLFy40FMli4jIZXgsNFJSUkhJSbngawkJCee1hYWFkZmZeV57SEgIK1eubPT6RESk4a7/szwiItJo9JRbEREDPPV0CKNPWigpKeahh+5n0aJXuP323u72Bx+M5eWXXyU4uHOj13YhCg0REQM89XSIhjxpwWw28+KLs/nLX9bSunXTPU7p+zQ9JSJyjejY0cLtt0fx8ssvnffaX/7yBqNHP0Ri4ghefnkRDofDIzUoNEREriGTJk1m9+6d5Ofvcrft2pXHjh3/n9dfX8kbb6zm6NGvyMr6fx7Zv0JDROQa0qZNAH/8Ywovvjjb/Qj2goLd/Pd/D6Bly5aYzWYGD76fgoJ8j+xfoSEico25447e9aapfvjUC5cLHI46j+xboSEicg36bprq2LFyevWKZOvWD6ipqaauro6cnHf55S8jPbJfXT0lImJAdU0ta+aff2NyY/R7Jb6bpnr66UnceefdVFZW8vDDiTgcddxxR2+GDx/RyJV+Q6EhImJA5alqr34JWXBwZzIz36vXdscdvdmx4xMAxo0bz7hx4z1eh6anRETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGG65FZExID2P2qBuYV/o/dbd7aGipNnL7nOwoUvcvz4MV54Yb67bffuXfzpT3N5++01TfrEW4WGiIgB5hb+FMxv/Psgek17Hbh0aDz22JOMHTuSHTu2c9ddMZw5c4b09Lk888yzTf6IdIWGiEgz17p1a6ZNm8HcubPo1esOXn/9/3LXXdG0atWKiRMfpqammh/9qB1JScl07hzC2rWr2LTpfXx8TPzsZ+FMmzaj0WpRaIiIXANuvz2KqKg+zJmTxuHDh1i2bAVPPPEIL764iKCgIP7xj528+OJsFi58mVWr3iIrKxcfHx/mzXsem60Mi8XaKHUoNERErhGTJk1m+PAhzJmTTlnZ1xQXH2H69Kfdr1dVVeHr60uPHrcyfnwid98dw8iRCY0WGKDQEBG5ZrRpE0BAQFuCgztjt9vp3DmEt95aA4DD4aCi4jgAc+cu4LPPPmXXrjymTn2KmTOfp2fPXo1Sgy65FRG5BoWG/phTp06xZ8+/AHj//Xd57rkZVFRUMHr0Q3Tp8hPGj3+M22+P4ssvDzTafnWkISJyDWrRogXPPz+PxYvTOXv2LK1btyElJY327dtz//3DeOSRRPz9W/Jf/xXK4MFDG22/Cg0REQPqztZ8e3ls4/fbEN9/PHqPHrfy2mt/OW+dESMSGDGi8b/7AxQaIiKGfHMD3qXvp7gR6JyGiIgYptAQERHDFBoiIhfhcrm8XYJHuVxOwNSgbRQaIiIXYDa3oKrq1HUZHC6Xi7q6Wk6cKKdFi5YN2tajJ8JfeeUVNm3aBEBMTAzTpk0jLy+PuXPnUlNTw6BBg5gyZQoAhYWFzJgxg6qqKiIjI0lLS8NsNlNcXExSUhLHjh3jlltuIT09nTZtmvYBXSJy42nf3kJFhQ27/YS3S/EIHx9fWrUKICDgRw3azmOhkZeXx44dO9iwYQMmk4nx48ezceNG0tPTWblyJcHBwUyYMIHt27cTExNDUlISL7zwAhERESQnJ5ORkUF8fDxpaWnEx8czePBgli5dyrJly0hKSvJU2SIiAPj6munYMdjbZTQ7HpueslgsTJ8+nRYtWuDn50fXrl0pKioiNDSUm2++GbPZTGxsLLm5uRw9epTq6moiIiIAiIuLIzc3l9raWvLz8xkwYEC9dhER8Q6PhUa3bt3cIVBUVMSmTZswmUxYLBb3OlarldLSUsrKyuq1WywWSktLqaioICAgALPZXK9dRES8w+M39x04cIAJEyYwbdo0fH19KSoqcr/mcrkwmUw4nU5MJtN57d/9/30/XL6cwMCAq6pf6rNY2nq7BJEL0thsGh4NjYKCAp566imSk5MZPHgwu3fvxmazuV+32WxYrVaCgoLqtZeXl2O1WunQoQOVlZU4HA58fX3d6zfEsWN2nM4rv/pBA7E+m63S2yXItzQ269PYbBw+PqZLftj22PRUSUkJTzzxBOnp6QwePBiA2267jUOHDnH48GEcDgcbN24kOjqakJAQ/P39KSgoACA7O5vo6Gj8/PyIjIwkJycHgKysLKKjoz1VsoiIXIbHjjRWrFhBTU0N8+bNc7eNHDmSefPm8eSTT1JTU0NMTAwDBw4EID09nZSUFOx2O+Hh4SQmJgKQmprK9OnTWb58OcHBwSxcuNBTJYuIyGWYXNfjnSvf0xjTU/HTVjdiRdeuNfMTNAXQjGhsnqOx2Xi8Nj0lIiLXH4WGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMcyjoWG32xkyZAhHjhwB4JlnnqF///4MHTqUoUOHsmXLFgAKCwuJi4tjwIABzJgxg7q6OgCKi4tJSEhg4MCBTJw4kaqqKk+WKyIil2EoNEpLS89r++KLLy65zZ49exg1ahRFRUXutn379rFq1Sqys7PJzs6mX79+ACQlJTFz5kw++OADXC4XGRkZAKSlpREfH09ubi49evRg2bJlRt+XiIh4wCVD48SJE5w4cYJHHnmEkydPupfLy8uZNGnSJTvOyMggNTUVq9UKwJkzZyguLiY5OZnY2FiWLFmC0+nk6NGjVFdXExERAUBcXBy5ubnU1taSn5/PgAED6rWLiIj3mC/14tSpU/n4448BiIqKOreR2ez+Y34xs2fPrrdcXl5O7969SU1NpW3btkyYMIHMzEy6deuGxWJxr2exWCgtLaWiooKAgADMZnO9dhER8Z5LhsaKFSuAb85FzJ0796p2dPPNN7N06VL38pgxY8jKyqJr166YTCZ3u8vlwmQyuf//vh8uGxEYGHDlRct5LJa23i5B5II0NpvGJUPjO3PnzuXo0aOcPHkSl8vlbg8PDze8o/3791NUVOQ+QnG5XJjNZoKCgrDZbO71ysvLsVqtdOjQgcrKShwOB76+vthsNvdUV0McO2bH6XRdfsWL0ECsz2ar9HYJ8i2Nzfo0NhuHj4/pkh+2DYXGkiVLWLFiBYGBge42k8nEtm3bDBficrmYM2cOvXv3pnXr1qxbt45hw4YREhKCv78/BQUF9OrVi+zsbKKjo/Hz8yMyMpKcnBxiY2PJysoiOjra8P5ERKTxGQqNrKwsNm/eTKdOna54R2FhYTz66KOMGjWKuro6+vfvz5AhQwBIT08nJSUFu91OeHg4iYmJAKSmpjJ9+nSWL19OcHAwCxcuvOL9i4jI1TMUGsHBwVccGB9++KH754SEBBISEs5bJywsjMzMzPPaQ0JCWLly5RXtV0REGp+h0OjTpw/z58/n3nvvpWXLlu72hpzTEBGRa5+h0Fi/fj1AvfskGnpOQ0RErn2GQuP7U0wiInLjMhQab7755gXbf/vb3zZqMSIi0rwZCo3PP//c/fPZs2fJz8+nT58+HitKRESaJ8M3931faWkpM2bM8EhBIiLSfF3Ro9E7derE0aNHG7sWERFp5hp8TsPlcrFv3756d4eLiMiNocHnNOCbm/2mTZvmkYJERKT5atA5jaNHj1JXV0doaKhHixIRkebJUGgcPnyYxx9/nLKyMpxOJ+3bt+fVV1+la9eunq5PRESaEUMnwmfNmsX48ePJz8+noKCAiRMnkpaW5unaRESkmTEUGseOHWPYsGHu5eHDh1NRUeGxokREpHkyFBoOh4MTJ064l48fP+6pekREpBkzdE5j9OjRjBgxgkGDBmEymcjJyWHs2LGerk1ERJoZQ0caMTExANTW1vLll19SWlpKv379PFqYiIg0P4aONKZPn05CQgKJiYnU1NTwzjvvkJyczGuvvebp+kREpBkxdKRRUVHh/gpWf39/xo0bh81m82hhIiLS/Bg+EV5aWupeLi8vx+VyeawoERFpngxNT40bN44HHniAu+++G5PJRF5enh4jIiJyAzIUGg8++CA9evRg165d+Pr68vDDD/PTn/7U07WJiEgzYyg0AMLCwggLC/NkLSIi0sxd0fdpiIjIjUmhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMcyjoWG32xkyZAhHjhwBIC8vj9jYWPr378+iRYvc6xUWFhIXF8eAAQOYMWMGdXV1ABQXF5OQkMDAgQOZOHEiVVVVnixXREQuw2OhsWfPHkaNGkVRUREA1dXVJCcns2zZMnJycti3bx/bt28HICkpiZkzZ/LBBx/gcrnIyMgAIC0tjfj4eHJzc+nRowfLli3zVLkiImKAx0IjIyOD1NRUrFYrAHv37iU0NJSbb74Zs9lMbGwsubm5HD16lOrqaiIiIgCIi4sjNzeX2tpa8vPzGTBgQL12ERHxHsMPLGyo2bNn11suKyvDYrG4l61WK6Wlpee1WywWSktLqaioICAgALPZXK+9oQIDA67wHciFWCxtvV2CyAVpbDYNj4XGDzmdTkwmk3vZ5XJhMpku2v7d/9/3w2Ujjh2z43Re+RdGaSDWZ7NVersE+ZbGZn0am43Dx8d0yQ/bTXb1VFBQUL2viLXZbFit1vPay8vLsVqtdOjQgcrKShwOR731RUTEe5osNG677TYOHTrE4cOHcTgcbNy4kejoaEJCQvD396egoACA7OxsoqOj8fPzIzIykpycHACysrKIjo5uqnJFROQCmmx6yt/fn3nz5vHkk09SU1NDTEwMAwcOBCA9PZ2UlBTsdjvh4eEkJiYCkJqayvTp01m+fDnBwcEsXLiwqcoVEZEL8HhofPjhh+6f+/Tpw7vvvnveOmFhYWRmZp7XHhISwsqVKz1anxjnrKvVPPq36s7WUHHyrLfLEGlyTXakIdc+H7MfBfPHe7uMZqHXtNcBhUZzoQ8053j6A41CQ0SuefpAc46nP9Do2VMiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMczsjZ2OGTOG48ePYzZ/s/tZs2ZRVVXF3LlzqampYdCgQUyZMgWAwsJCZsyYQVVVFZGRkaSlpbm3ExGRptXkf31dLhdFRUX87W9/c//xr66uZuDAgaxcuZLg4GAmTJjA9u3biYmJISkpiRdeeIGIiAiSk5PJyMggPj6+qcsWERG8MD118OBBAH73u99x//33s2rVKvbu3UtoaCg333wzZrOZ2NhYcnNzOXr0KNXV1URERAAQFxdHbm5uU5csIiLfavLQOHXqFH369GHp0qW89dZbrF27luLiYiwWi3sdq9VKaWkpZWVl9dotFgulpaVNXbKIiHyryaenevbsSc+ePd3LDz74IEuWLKFXr17uNpfLhclkwul0YjKZzmtviMDAgKsvWuQCLJa23i5B5II8OTabPDQ++eQTamtr6dOnD/BNEISEhGCz2dzr2Gw2rFYrQUFB9drLy8uxWq0N2t+xY3acTtcV16s/DHIxNlulV/evsSkXczVj08fHdMkP200+PVVZWcn8+fOpqanBbrezYcMGnn76aQ4dOsThw4dxOBxs3LiR6OhoQkJC8Pf3p6CgAIDs7Gyio6ObumQREflWkx9p3HPPPezZs4cHHngAp9NJfHw8PXv2ZN68eTz55JPU1NQQExPDwIEDAUhPTyclJQW73U54eDiJiYlNXbKIiHzLKzc8TJ48mcmTJ9dr69OnD+++++5564aFhZGZmdlElYmIyKXojnARETFMoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMU2iIiIhhCg0RETFMoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMU2iIiIhhCg0RETFMoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMU2iIiIhhCg0RETFMoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMuyZC47333uO+++6jf//+rF692tvliIjcsMzeLuBySktLWbRoEevXr6dFixaMHDmSqKgofvKTn3i7NBGRG06zD428vDx69+5Nu3btABgwYAC5ublMmjTJ0PY+PqarrqFj+zZX3cf1osVNgd4uodlojLF1tTQ2z9HYPOdqxubltjW5XC7XFffeBF599VVOnz7NlClTAPjrX//K3r17ef75571cmYjIjafZn9NwOp2YTOeSz+Vy1VsWEZGm0+xDIygoCJvN5l622WxYrVYvViQicuNq9qFx5513snPnTo4fP86ZM2fYvHkz0dHR3i5LROSG1OxPhHfq1IkpU6aQmJhIbW0tDz74ILfeequ3yxIRuSE1+xPhIiLSfDT76SkREWk+FBoiImKYQkNERAxTaIiIiGEKjRvAkSNH6NGjB0OHDq33r6SkxCP76tu3b6P3KzeeI0eO0L17d2bOnFmvvbCwkO7du7N+/fqLbtu3b1+OHDni6RJvSM3+kltpHFarlezsbG+XIdIg7dq146OPPsLhcODr6wtATk4OHTp08HJlNy6Fxg2svLycmTNn8vXXX2MymZg6dSp33nknL7/8MsXFxRQVFXH8+HEmTpzIzp072bNnD2FhYSxatAiHw8Fzzz3HgQMHKC8vp3v37ixcuNBQ/yJGtWnThrCwMPLz8+nduzcAH3/8sXscrVq1iuzsbM6cOYOfnx8LFiygS5cu7u0dDgfz589n9+7dOBwO4uLiGDdunDfeynVDoXGDKCsrY+jQoe7l2NhYPvvsM4YPH869995LWVkZ8fHxZGVlAfD555+zbt06/vnPfzJ27Fjee+89fvzjH3Pfffexf/9+Kisr8fPzY926dTidTsaOHcv27dsJDw9372P27NkX7D8gIKCp375cwwYNGsQHH3xA79692bt3L927d8flcmG32/nwww9ZuXIlLVu2ZPHixaxevZpnn33WvW1GRgYAGzZs4OzZszz88MP06NGDyMhIb72da55C4wZxoempqKgoDh48yJIlSwCoq6vjq6++AuBXv/oVZrOZzp07Y7FY3N9f0qlTJ06ePElUVBTt2rVj9erVHDx4kKKiIk6fPl2v/7y8vAv2/7Of/czTb1euI3379uWll17C6XSyadMmBg0aRE5ODgEBASxYsID333+foqIiPvroo/PG1s6dOyksLGTXrl0AnD59mv379ys0roJC4wbmdDp5++233d9VUlZWRmBgIFu3bsXPz8+9ntl8/jDZtm0bS5YsITExkbi4OCoqKvjhwwUu1r9IQ3w3RVVQUMCuXbuYOnUqOTk5lJSUMGLECEaPHk10dDQdO3aksLCw3rYOh4OkpCT69+8PwPHjx2nTRt9BcjV09dQNrHfv3qxZswaAL774gtjYWM6cOWNo2507dzJo0CCGDx/OTTfdxD/+8Q8cDkej9S/yfYMGDWLBggX06NHD/SGmdevWhIaGMm7cOH7xi1+wdevWC47BjIwMamtrqaqqIj4+nn//+99eeAfXDx1p3MBSUlKYOXMmsbGxAMyfP9/w+YaHHnqIP/zhD7z//vv4+fnxy1/+8rxLHK+mf5Hvu+eee5gxYwa///3v3W1+fn44nU7uu+8+XC4Xt99+OwcOHKi33ciRIzl8+DDDhg2jrq6OuLg4oqKimrr864oeWCgiIoZpekpERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGSDORm5vLmDFjvF2GyCUpNERExDDd3CfSQH/+85/JzMykTZs2REZGsm3bNnJzc0lPTyc/Px+Hw8HPf/5zUlJSCAgIoG/fvgwbNoydO3dSUlLC0KFDmTx5MgCLFy/mvffeo127doSGhrr3cfbs2Uv2d+utt7J//36efvpp+vXr56XfhNyIdKQh0gAfffQR69evJzMzk/Xr11NVVQV8EyS+vr6sX7+ed999F6vVSnp6unu706dPs2bNGtauXcsbb7zBV199xdatW9m8eTNZWVmsXbsWu93uXv9y/XXr1o1NmzYpMKTJ6UhDpAG2b9/OwIEDuemmmwBISEhg165d/P3vf6eyspK8vDwAamtr6z2c8d577wW+eUpwYGAgJ0+eZOfOnfTr18/9aJXhw4ezcuVKgMv2p6e0ircoNEQawGw213ua73ffJud0OklOTiYmJgaAqqoqampq3Ov5+/u7fzaZTO4+LtSXkf5at27dmG9LxDBNT4k0QExMDJs3b6ayshKAzMxMAO666y5Wr17N2bNncTqdPPvss+d9k+EPRUdHk5uby6lTp3A6nfW+7+RK+hNpCgoNkQbo06cPv/nNbxgxYgRxcXFUVlbSqlUrHn/8cUJCQhg2bJj7qavTp0+/ZF8xMTEMHz6c4cOH89BDD9G2bVv3a1fSn0hT0FNuRRrg008/5V//+heJiYkAvPnmm+zZs4eXXnrJu4WJNBGFhkgD2O12kpOTOXjwICaTieDgYJ5//nk6derk7dJEmoRCQ0REDNM5DRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImLY/wLqjLpwL4cdqQAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"gender\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die Abwanderungsrate zwischen Männern und Frauen ist ungefähr gleich hoch." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Senioren" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "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=\"SeniorCitizen\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Bei Kunden, die als Senioren eingestuft werden, ist die Wahrscheinlichkeit höher, dass sie abwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Partner" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "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=\"Partner\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die keinen Partner haben, sind eher bereit, abzuwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Angehörige" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEJCAYAAABohnsfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAlDUlEQVR4nO3de1yUdd7/8dfAIJDYQZsRI9dN02x1N7y1FNewwwqsiCbaIwMzK8sstYNhCCh5Pizhiitu92a1a3YwTSgXcV29b/en5Gr8freu3Va7rroJLgxKCiiHmbl+f1STeOLCGAbl/fwHru9ch8/AwHuu73e+12UxDMNARETEBD9fFyAiIlcOhYaIiJim0BAREdMUGiIiYppCQ0RETFNoiIiIaV4NjWXLljF06FBiY2N58803AZgxYwZRUVGMGDGCESNGsGXLFgAOHDhAfHw80dHRpKam4nQ6ASguLiYxMZGYmBgmTZpEVVWVN0sWEZFLsHhrnsbu3btZunQpq1evxul0MnToUF5//XWee+45Vq1ahd1ur7f+sGHDmDdvHuHh4aSkpNC7d28SEhKYOHEiw4cPJzY2lhUrVnD69GmSkpJM11FeXoXbrakoIiJm+PlZuOGGthd93GuhAVBXV0dAQABFRUUkJCTw7rvvEhcXR58+fSgpKWHIkCFMnjyZY8eO8eijj/LnP/8ZgE8//ZSsrCxWrVpF//792b17N1arlWPHjjF27Fi2bt1quobjxysVGiIiJvn5WejQIeSij1u9efCAgACysrJ44403iImJwel0MmDAANLT02nXrh0TJ05k3bp1dO/eHZvN5tnOZrNRUlJCeXk5ISEhWK3Weu2NcaknLyIijePV0ACYOnUqTz75JE8//TSffPIJK1as8Dz2yCOPkJOTQ7du3bBYLJ52wzCwWCyer2c7d7khOtMQETHPZ2caBw8epLa2lttvv53g4GCioqLIy8vj+uuvJzo6GvgmHKxWK6GhoTgcDs+2ZWVl2O122rdvT0VFBS6XC39/fxwOx3ljISIi3mAYBuXlDmprq4Gr742nv7+VkJDrCQ6++PjFhXgtNI4ePUpWVhbvvvsuAFu3buXOO+9kwYIFDBgwgGuuuYb333+fkSNHEhYWRmBgIIWFhfTt25fc3FwiIyMJCAigX79+5OXlERcXR05ODpGRkd4qWUTEo7LyJBaLhY4db8ZiubpmJxiGQV1dLV9//c2b9cYEh1cHwpcvX86mTZvw9/cnKiqKKVOmsGbNGtasWYPT6SQqKoqXXnoJgM8//5y0tDQqKyvp1asXCxcupE2bNhQVFZGcnMzx48fp1KkTmZmZXHfddaZrUPeUiFyO0tKjtG/fEas1wNeleE1tbQ0nT5Zhs4V52hrqnvJqaLQECg0RuRz//vcROnb8UaPHUa8khmFQUvIvQkO7eNoaCo2r65xLRKQJXc2BAZf3/Lz+6akrXbtrgwgKvHpPTxujuqaOilPVvi5DpEVzuVx88MG7bNmyGZfLhdNZx8CBdzNhwtP86lcLuOWWbiQkPOLrMi+bQqMBQYEBJExf4+syWoR3liRSgUJD5FIyMhZRUXGKZctWEhISwpkzZ5gzJ43Fi+fi5+fv6/J+MIWGiEgTOXasmC1bNpGbm0/btt+MCwQHB/PSSzP429/2snPn/2H//n08/fTjnDhxnK5du5GePp/g4GAGDerHxo1/5vrrrwfwLP/zn/9g2bJXCQ4O5syZ0zzzzHO89dbvuOmmMP75z4M4nU6SklL42c/Cm+U5akxDRKSJfPHFAW65pasnML7TocON3HPP/QA4HKX8+tfZvPvuh5SWlrJ9+7YG93vo0EFeeWU+v//9ewQEBPC///sZY8aM5c0332Ho0OH8539me+X5XIhCQ0SkiVgsfg1+WjMy8h6CgoLw9/ena9dulJeXN7hfu70joaGdPMsdO4bSvfttANx2W09OnTr5wwpvBIWGiEgT6dWrN0eOHOL06fq3cHA4SklKeo6amhr8/b8fFfjucknf+e77urq6etsHBwfXWw4MDKy33JwzJxQaIiJN5MYbbQwZ8ksWLJhDVVUlAFVVlbz66iKuvfa68/7Zn+3662/g88//F4AtW/Kbpd7LoYFwEZEmNG3ay/z+96t4+unH8fe3UldXy91338MTT0xkyZL5F93u+edfIjNzCe3ahdCvX386dLixGas2TzPCG2CztdNHbr/1zpJEHI4KX5ch0iz+/e8j9WZKX63OfZ6aES4iIk1GoSEiIqYpNERExDSFhoiImKbQEBER0xQaIiJimkJDRERM0+Q+ERETvHVvHbP3qTl2rJgHHxzO0qW/4c47B3jaR4+OY/ny1+jU6aYmr+1CFBoiIiZ46946jblPjdVqZfHi+fzhD+9xzTVtm7wWM9Q9JSJyhbjxRht33tmf5ct/fd5jf/jDG4wd+yDjxj3E8uVLcblcXqlBoSEicgWZPPl5du/+hD17dnnadu0qYMeOv/D666t54401FBV9RU7Oeq8cX6EhInIFads2hJdfTmPx4vmeS7AXFu7mF7+IJigoCKvVSmzscAoL93jl+F4NjWXLljF06FBiY2N58803ASgoKCAuLo6oqCiWLl3qWffAgQPEx8cTHR1NamoqTqcTgOLiYhITE4mJiWHSpElUVVVd8FgiIq3FXXcNqNdNde5FWQ0DXC6nV47ttdDYvXs3u3bt4qOPPmL9+vWsXr2azz//nJSUFLKzs8nLy2P//v1s374dgKSkJGbNmsXmzZsxDIO1a9cCMHv2bBISEsjPz6d3795kZzffbQ1FRFqq77qpjh8vo2/ffvz5z5upqanG6XSSl/cR//Ef/bxyXK99euquu+7iD3/4A1arlZKSElwuF6dOnaJLly507twZgLi4OPLz87n11luprq4mPDwcgPj4eLKysnjwwQfZs2cPK1as8LSPHTuWpKQkb5UtInJB1TV1vLMk0Sv7vRzfdVO9+OJkBg68m4qKCp54Yhwul5O77hrAqFEPNXGl3/DqR24DAgLIysrijTfeICYmhtLSUmw2m+dxu91OSUnJee02m42SkhLKy8sJCQnBarXWa2+MS10XXhrPZmvn6xJEmkVpqR9W6/edMWdO13LmdK1XjnX2cS6mc+ebycn5Y722gQMHsmvX/wVgwoSnmDDhqUYf28/Pr1F/116fpzF16lSefPJJnn76aQ4fPozFYvE8ZhgGFosFt9t9wfbvvp7t3OWGNMVNmOR7ugmTtBZutxun0+3rMrzO7XbX+7v22U2YDh48yIEDB4BvbooeFRXFX//6VxwOh2cdh8OB3W4nNDS0XntZWRl2u5327dtTUVHh+bzxd+uLiIhveC00jh49SlpaGrW1tdTW1rJ161bGjBnDoUOHOHLkCC6Xi40bNxIZGUlYWBiBgYEUFhYCkJubS2RkJAEBAfTr14+8vDwAcnJyiIyM9FbJIiLSAK91Tw0ePJh9+/bxwAMP4O/vT1RUFLGxsbRv354pU6ZQU1PD4MGDiYmJASAjI4O0tDQqKyvp1asX48aNAyA9PZ3k5GRWrlxJp06dyMzM9FbJIiLSAIthGJff4X8FaIoxDW9cb+ZK9M6SRI1pSKvx738fITS0i6/L8Lpzn6fPxjREROTqo6vcioiYcMN1bbC2CWzy/Tprayg/eemP8mZmLubEiePMm7fE07Z79y5+9auF/P737zTrFW8VGiIiJljbBFK4ZEKT77fv9NeBS4fG009P4dFHx7Bjx3YGDRrMmTNnyMhYyIwZM5v9EukKDRGRFu6aa65h+vRUFi6cQ9++d/H6679l0KBIgoODmTTpCWpqqrnuuutJSkrhppvCeO+9t9m06Y/4+Vm4/fZeTJ+e2mS1KDRERK4Ad97Zn/79I1iwYDZHjhwiO3sVzz77JIsXLyU0NJS//vUTFi+eT2bmct5++y1ycvLx8/Nj0aK5OByl2GxNM8dNoSEicoWYPPl5Ro0axoIFGZSW/pvi4qMkJ7/oebyqqgp/f3969/4ZEyaM4+67BzNmTGKTBQYoNERErhht24YQEtKOTp1uorKykptuCuOtt94BwOVyUV5+AoCFC1/ls8/+xq5dBUybNpVZs+bSp0/fJqlBH7kVEbkCdenyY06dOsXevf8PgD/+8SNeeSWV8vJyxo59kK5db2XChKe5887+HDz49yY7rs40RESuQG3atGHu3EUsW5ZBbW0t11zTlrS02dxwww0MHz6SJ58cR2BgED/6URdiY0c02XE1I7wBmhH+Pc0Il9bk3JnSvpyn4U2NnRGuMw0RERO++cfuu3/uLYXGNERExDSFhoiImKbQEBG5iKt8yBfDcAONuxuqQkNE5AKs1jZUVZ26KoPDMAyczjq+/rqMNm2CGrWtBsJFRC7ghhtslJc7qKz82teleIWfnz/BwSGEhFzXqO0UGiIiF+Dvb+XGGzv5uowWR91TIiJimkJDRERMU2iIiIhpCg0RETHNqwPhv/nNb9i0aRMAgwcPZvr06cyYMYPCwkKCg4MBmDx5MkOGDOHAgQOkpqZSVVVFv379mD17NlarleLiYpKSkjh+/Di33HILGRkZtG3bvLc3FBGRb3jtTKOgoIAdO3awYcMGcnJy+Oyzz9iyZQv79+/n7bffJjc3l9zcXIYMGQJAUlISs2bNYvPmzRiGwdq1awGYPXs2CQkJ5Ofn07t3b7Kzs71VsoiINMBroWGz2UhOTqZNmzYEBATQrVs3iouLKS4uJiUlhbi4OLKysnC73RQVFVFdXU14eDgA8fHx5OfnU1dXx549e4iOjq7XLiIivuG17qnu3bt7vj98+DCbNm1izZo17N69m/T0dNq1a8fEiRNZt24d3bt3x2azeda32WyUlJRQXl5OSEgIVqu1XruIiPiG1yf3/f3vf2fixIlMnz6drl27smLFCs9jjzzyCDk5OXTr1g2L5fvrnxiGgcVi8Xw927nLDbnUdeGl8Wy2dr4uQUR8yKuhUVhYyNSpU0lJSSE2NpYvvviCw4cPe7qbDMPAarUSGhqKw+HwbFdWVobdbqd9+/ZUVFTgcrnw9/fH4XBgtzfuBulNcRMm+Z5uwiRydWvoJkxeG9M4duwYzz77LBkZGcTGxgLfhMSCBQs4efIkdXV1vP/++wwZMoSwsDACAwMpLCwEIDc3l8jISAICAujXrx95eXkA5OTkEBkZ6a2SRUSkAV4701i1ahU1NTUsWrTI0zZmzBieeuopHn74YZxOJ1FRUQwbNgyAjIwM0tLSqKyspFevXowbNw6A9PR0kpOTWblyJZ06dSIzM9NbJYuISAN0j/AG6B7h39M9wkWufj7rnhIRkauPQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENK+Gxm9+8xtiY2OJjY1lyZIlABQUFBAXF0dUVBRLly71rHvgwAHi4+OJjo4mNTUVp9MJQHFxMYmJicTExDBp0iSqqqq8WbKIiFyC10KjoKCAHTt2sGHDBnJycvjss8/YuHEjKSkpZGdnk5eXx/79+9m+fTsASUlJzJo1i82bN2MYBmvXrgVg9uzZJCQkkJ+fT+/evcnOzvZWySIi0gCvhYbNZiM5OZk2bdoQEBBAt27dOHz4MF26dKFz585YrVbi4uLIz8+nqKiI6upqwsPDAYiPjyc/P5+6ujr27NlDdHR0vXYREfENq7d23L17d8/3hw8fZtOmTYwdOxabzeZpt9vtlJSUUFpaWq/dZrNRUlJCeXk5ISEhWK3Weu2N0aFDyA98JnI2m62dr0sQER8yFRolJSV07NixXts//vEPbr311ga3/fvf/87EiROZPn06/v7+HD582POYYRhYLBbcbjcWi+W89u++nu3c5YYcP16J2200apuz6Z9kfQ5Hha9LEBEv8vOzXPLN9iW7p77++mu+/vprnnzySU6ePOlZLisrY/LkyQ0evLCwkPHjxzNt2jRGjhxJaGgoDofD87jD4cBut5/XXlZWht1up3379lRUVOByueqtLyIivnHJM41p06axc+dOAPr37//9RlarZ5zhYo4dO8azzz7L0qVLiYiIAOCOO+7g0KFDHDlyhJtvvpmNGzcyatQowsLCCAwMpLCwkL59+5Kbm0tkZCQBAQH069ePvLw84uLiyMnJITIy8oc+ZxERuUwWwzAa7LuZMWMGCxcubNSO582bx/r16/nRj37kaRszZgw//vGPWbhwITU1NQwePJgZM2ZgsVj4/PPPSUtLo7Kykl69erFw4ULatGlDUVERycnJHD9+nE6dOpGZmcl1111nuo6m6J5KmL7msre/mryzJFHdUyJXuYa6p0yFBkBRUREnT57k7NV79er1wyv0MoVG01FoiFz9GgoNUwPhWVlZrFq1ig4dOnjaLBYLW7du/eEViojIFcNUaOTk5PCnP/3pvE9QiYhI62Jqcl+nTp0UGCIiYu5MIyIigiVLlnD//fcTFBTkab8SxjRERKTpmAqNDz/8EKDeJTw0piEi0vqYCo1t27Z5uw4REbkCmAqNN99884Ltjz32WJMWIyIiLZup0Pjyyy8939fW1rJnzx7PLG8REWk9TIXGubPBS0pKSE1N9UpBImJOu2uDCAoM8HUZLUJ1TR0Vp6p9XUarcFmXRu/YsSNFRUVNXYuINEJQYICuVvCtd5YkUoFCozk0ekzDMAz2799fb3a4iIi0Do0e04BvJvtNnz7dKwWJiEjL1agxjaKiIpxOJ126dPFqUSIi0jKZCo0jR47wzDPPUFpaitvt5oYbbuC1116jW7du3q5PRERaEFPXnpozZw4TJkxgz549FBYWMmnSJGbPnu3t2kREpIUxFRrHjx9n5MiRnuVRo0ZRXl7utaJERKRlMhUaLpeLr7/+2rN84sQJb9UjIiItmKkxjbFjx/LQQw/xy1/+EovFQl5eHo8++qi3axMRkRbG1JnG4MGDAairq+PgwYOUlJQwZMgQrxYmIiItj6kzjeTkZBITExk3bhw1NTW8++67pKSk8Lvf/c7b9YmISAti6kyjvLyccePGARAYGMj48eNxOBxeLUxERFoe0wPhJSUlnuWysjIMw2hwu8rKSoYNG8bRo0cBmDFjBlFRUYwYMYIRI0awZcsWAA4cOEB8fDzR0dGkpqbidDoBKC4uJjExkZiYGCZNmkRVVVWjn6CIiDQdU91T48eP54EHHuDuu+/GYrFQUFDQ4GVE9u7dS1paGocPH/a07d+/n7fffhu73V5v3aSkJObNm0d4eDgpKSmsXbuWhIQEZs+eTUJCArGxsaxYsYLs7GySkpIa/yylSbidddhs7XxdRovgrK2h/GStr8sQaXamQmP06NH07t2bXbt24e/vzxNPPEGPHj0uuc3atWtJT0/3hMuZM2coLi4mJSXFM5A+efJkjh07RnV1NeHh4QDEx8eTlZXFgw8+yJ49e1ixYoWnfezYsQoNH/KzBlC4ZIKvy2gR+k5/HVBoSOtj+tLoPXv2pGfPnqZ3PH/+/HrLZWVlDBgwgPT0dNq1a8fEiRNZt24d3bt3x2azedaz2WyUlJRQXl5OSEgIVqu1XruIiPjOZd1P43J07tzZc9YA8Mgjj5CTk0O3bt2wWCyedsMwsFgsnq9nO3fZjA4dQi6/aJFLUFddy6LfR/NottD44osvOHz4MNHR0cA34WC1WgkNDa33SayysjLsdjvt27enoqICl8uFv78/DofjvLEQM44fr8TtbnjQ/mL0QpSLcTgqfHp8vTbr8/Xv42rh52e55JttU5+eagqGYbBgwQJOnjxJXV0d77//PkOGDCEsLIzAwEAKCwsByM3NJTIykoCAAPr160deXh4AOTk5REZGNle5IiJyAc12ptGzZ0+eeuopHn74YZxOJ1FRUQwbNgyAjIwM0tLSqKyspFevXp45Ienp6SQnJ7Ny5Uo6depEZmZmc5UrIiIX4PXQ2LZtm+f7xMREEhMTz1unZ8+erFu37rz2sLAwVq9e7dX6RETEvGbrnhIRkSufQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENK+GRmVlJcOGDePo0aMAFBQUEBcXR1RUFEuXLvWsd+DAAeLj44mOjiY1NRWn0wlAcXExiYmJxMTEMGnSJKqqqrxZroiINMBrobF3714efvhhDh8+DEB1dTUpKSlkZ2eTl5fH/v372b59OwBJSUnMmjWLzZs3YxgGa9euBWD27NkkJCSQn59P7969yc7O9la5IiJigtdCY+3ataSnp2O32wHYt28fXbp0oXPnzlitVuLi4sjPz6eoqIjq6mrCw8MBiI+PJz8/n7q6Ovbs2UN0dHS9dhER8R2rt3Y8f/78esulpaXYbDbPst1up6Sk5Lx2m81GSUkJ5eXlhISEYLVa67U3VocOIZf5DEQuzWZr5+sS5Cz6fTQPr4XGudxuNxaLxbNsGAYWi+Wi7d99Pdu5y2YcP16J221cdt16IcrFOBwVPj2+Xpv1+fr3cbXw87Nc8s12s316KjQ0FIfD4Vl2OBzY7fbz2svKyrDb7bRv356KigpcLle99UVExHeaLTTuuOMODh06xJEjR3C5XGzcuJHIyEjCwsIIDAyksLAQgNzcXCIjIwkICKBfv37k5eUBkJOTQ2RkZHOVKyIiF9Bs3VOBgYEsWrSIKVOmUFNTw+DBg4mJiQEgIyODtLQ0Kisr6dWrF+PGjQMgPT2d5ORkVq5cSadOncjMzGyuckVE5AK8Hhrbtm3zfB8REcFHH3103jo9e/Zk3bp157WHhYWxevVqr9YnIiLmaUa4iIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGlWXxz0kUce4cSJE1it3xx+zpw5VFVVsXDhQmpqavjlL3/JCy+8AMCBAwdITU2lqqqKfv36MXv2bM92IiLSvJr9v69hGBw+fJj/+q//8vzzr66uJiYmhtWrV9OpUycmTpzI9u3bGTx4MElJScybN4/w8HBSUlJYu3YtCQkJzV22iIjgg+6pf/7znwA8/vjjDB8+nLfffpt9+/bRpUsXOnfujNVqJS4ujvz8fIqKiqiuriY8PByA+Ph48vPzm7tkERH5VrOHxqlTp4iIiGDFihW89dZbvPfeexQXF2Oz2Tzr2O12SkpKKC0trddus9koKSlp7pJFRORbzd491adPH/r06eNZHj16NFlZWfTt29fTZhgGFosFt9uNxWI5r70xOnQI+eFFi1yAzdbO1yXIWfT7aB7NHhqffvopdXV1REREAN8EQVhYGA6Hw7OOw+HAbrcTGhpar72srAy73d6o4x0/XonbbVx2vXohysU4HBU+Pb5em/X5+vdxtfDzs1zyzXazd09VVFSwZMkSampqqKysZMOGDbz44oscOnSII0eO4HK52LhxI5GRkYSFhREYGEhhYSEAubm5REZGNnfJIiLyrWY/07j33nvZu3cvDzzwAG63m4SEBPr06cOiRYuYMmUKNTU1DB48mJiYGAAyMjJIS0ujsrKSXr16MW7cuOYuWUREvuWTCQ/PP/88zz//fL22iIgIPvroo/PW7dmzJ+vWrWumykRE5FI0I1xERExTaIiIiGkKDRERMU2hISIipik0RETENF0uVkSueG5nnSY7fstZW0P5yVqv7V+hISJXPD9rAIVLJvi6jBah7/TXAe+FhrqnRETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMU2hISIipik0RETENIWGiIiYptAQERHTFBoiImKaQkNERExTaIiIiGkKDRERMe2KCI2PP/6YoUOHEhUVxZo1a3xdjohIq9Xib8JUUlLC0qVL+fDDD2nTpg1jxoyhf//+3Hrrrb4uTUSk1WnxoVFQUMCAAQO4/vrrAYiOjiY/P5/Jkyeb2t7Pz/KDa7jxhrY/eB9XizbXdvB1CS1GU7y2fii9Nr+n1+b3fshrs6FtLYZhGJe992bw2muvcfr0aV544QUAPvjgA/bt28fcuXN9XJmISOvT4sc03G43Fsv3yWcYRr1lERFpPi0+NEJDQ3E4HJ5lh8OB3W73YUUiIq1Xiw+NgQMH8sknn3DixAnOnDnDn/70JyIjI31dlohIq9TiB8I7duzICy+8wLhx46irq2P06NH87Gc/83VZIiKtUosfCBcRkZajxXdPiYhIy6HQEBER0xQaIiJimkJDRERMU2iIiIhpCg05z9GjR7ntttvYuXNnvfb77ruPo0eP+qgqaa3mzJnD1KlT67Xt2LGD+++/n8rKSh9V1XopNOSCAgICmDlzpv4oxeemTZvG/v372bp1KwCnT5/mlVdeYcGCBYSEhPi4utZHoSEXZLfbGThwIIsXLz7vsd/+9rcMHTqUuLg4Fi1ahMvl8kGF0lq0bduWefPmMXfuXE6fPk1WVhb33XcfwcHBPPzww4wcOZLHH3+cr776CoA333yT4cOH88ADDzBr1iwfV3/1UWjIRSUnJ7Njx4563VR/+ctf2LZtG+vXr2fDhg0cOXKE9957z4dVSmswcOBABg0axIwZM9i5cydTpkwhLS2NV199lQ0bNvDYY48xc+ZMXC4Xr732GuvXr+fDDz+krq6OkpISX5d/VWnxlxER3wkJCWHu3LnMnDmTjz76CIBdu3YRGxtLcHAwAKNGjSInJ4fExERfliqtQHJyMvfccw8rVqzg2LFjfPXVV0yaNMnzeGVlJf7+/vTp04fRo0dz//3389hjj9GxY0cfVn31UWjIJQ0aNKheN5Xb7T5vHafT2dxlSSsUEhLCtddeS1hYGJWVldx8883k5uYC4HK5KCsrAyA7O5v/+Z//4S9/+QsTJkwgIyODu+66y5elX1XUPSUN+q6bqrS0lAEDBvDHP/6R6upqnE4n69evZ8CAAb4uUVqZrl27cvLkST799FMA1q9fz0svvcSJEycYOnQoPXr04LnnnuPnP/85X3zxhY+rvbroTEMa9F031RNPPME999zDqVOnGDVqFE6nk0GDBjF27FhflyitTJs2bVi2bBnz58+npqaGkJAQFi9eTPv27XnooYcYPXo0wcHB3HLLLYwaNcrX5V5VdJVbERExTd1TIiJimkJDRERMU2iIiIhpCg0RETFNoSEiIqbpI7fSah09epQhQ4bQo0cP4JuJi23btmXcuHEMHTrUp7X16dOHjz/+mJtvvvmytv/ggw+ora3VTH1pcgoNadWCgoI8s4oBioqKGD9+PP7+/kRHR/uwsh+msLCQ7t27+7oMuQopNETOEhYWxtSpU1m1ahX33nsvGRkZ7NmzB5fLxU9+8hPS0tIICQnhvvvuIzY2lp07d1JRUcFjjz1GQkICANu2bWPlypXU1dURFBTEyy+/TJ8+fVi+fDlFRUU4HA6Kioro2LEjv/rVr7Db7Xz66afMnTsXi8XCT3/603qXa2ns/vbu3cu2bdvYuXMnQUFBDBgwgNTUVGprazEMg9GjR+sMRC6fIdJKffXVV0Z4ePh57V9++aVxxx13GMuXLzcWLVpkuN1uwzAM49VXXzXS09MNwzCMe++915g5c6bhdruNY8eOGf379zc+//xz49ChQ8awYcOMEydOePb185//3KiqqjKysrKM+++/36ioqDAMwzAmTpxoLFu2zKipqTEGDhxoFBQUGIZhGB9//LHRo0cP46uvvrqs/RmGYbz88svG66+/bhiGYcyYMcN47bXXDMMwjNLSUuP55583XC6XN36k0groTEPkHBaLhaCgIP77v/+biooKCgoKAKirq6NDhw6e9RISErBYLISGhnL33Xezc+dOAgMDKS0tZfz48fX2969//QuAu+66y3PjoJ/85CecPHmSL7/8EqvVSkREBADDhg3z3Adi586djd7fuYYMGcLLL7/Mvn37iIiIIC0tDT8/fQZGLo9CQ+Qcf/vb3+jRoweVlZWkpKQwePBgAKqqqqipqfGsZ7V+/+fjdrvx8/PD7XYTERHBr3/9a89jx44dw263s2XLFoKCgjztFosF49ur+BjnXM3nu31f7v7Odu+997J582YKCgr45JNPWLFiBR9++CGhoaGX8dOR1k5vN0TOcujQIbKzs3n88ccZNGgQa9asoba2FrfbzcyZM8nMzPSsm5OTA0BxcTE7d+4kMjKSiIgIdu7cycGDBwHYvn07w4cPp7q6+qLHvO222zAMg+3btwOwdetWzxnD5ewPwN/f33PJ+mnTppGXl0dsbCzp6emEhIR4zlREGktnGtKqVVdXM2LECAD8/PwIDAzkxRdf5J577mHAgAEsXryYkSNH4nK5uP3220lOTvZse/ToUeLj46muriYtLY2uXbsCMGfOHF588UUMw8BqtbJy5Uratm170RoCAgJYsWIFr7zyCpmZmdx+++2ebrBbb7210fsDiIyMZNGiRQA888wzpKam8v777+Pv788vfvEL7rzzzh/0c5PWS1e5FbkM9913H8uWLeOnP/2pr0sRaVbqnhIREdN0piEiIqbpTENERExTaIiIiGkKDRERMU2hISIipik0RETEtP8Phh5wOtg9uLkAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"Dependents\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die Verwandte haben, sind eher bereit, abzuwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Mehrere Anschlüsse" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "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=\"MultipleLines\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Bei Kunden, die mehrere Anschlüsse haben, ist die Wahrscheinlichkeit einer Abwanderung geringer." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Internet Service" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "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=\"InternetService\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Wenn ein Kunde einen Glasfaseranschluss hat, ist es wahrscheinlicher, dass er ausfällt als ein Kunde mit DSL." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Online-Sicherheit" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "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=\"OnlineSecurity\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die den Internet-Sicherheitsdienst nicht nutzen, werden eher abwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Online Backup" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "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=\"OnlineBackup\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Personen, die keine Online-Datensicherung nutzen, sind eher bereit, umzuziehen." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Geräteschutz\n" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "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=\"DeviceProtection\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die keinen zusätzlichen Geräteschutz erworben haben, werden mit größerer Wahrscheinlichkeit migrieren." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Technischer Support" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "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=\"TechSupport\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die keinen technischen Support in Anspruch nehmen, werden eher abwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Streaming-TV/ Streaming-Filme" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for col in [\"StreamingTV\", \"StreamingMovies\"]:\n", + " sns.countplot(x=col, hue='Churn', data=data_no_mv)\n", + " plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die Hinzunahme von Film- und TV-Streaming-Angeboten hat kaum Auswirkungen auf die Abwanderungsrate." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Papierlose Abrechnung" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEJCAYAAABohnsfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAhu0lEQVR4nO3de1yUdd7/8dfAAKLj2RkgNFdZV3dxW1wpxdugtVUsRfPQapiupbtmaWu3wSKihGeNdNO0ujc7bFpmHsBMcdv1vutn6i2xbWZrZ+VOcMcBUQEBgZnfH+UkebpQhkF4Px8PH871vU6fGS54z/W9Zr6XyeVyuRARETHAx9sFiIjIjUOhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAwze7sATysqKsXp1FdRRESM8PEx0bZti8vOb/Sh4XS6FBoiInVE3VMiImKYQkNERAxr9N1TIiLXwuVyUVTk4Ny5cqDxdXH7+pqxWNoQGHj56xeXotAQEbmEkpLTmEwmgoI6YjI1rk4Zl8tFZeU5Tp1yANQqOBrXKyEiUkfKykpo2bJNowsMAJPJhL9/AG3aWCkpOVWrdRvfqyEiUgeczmp8fRt3Z4yfnz/V1VW1WkehISJyGSaTydsleNS1PL/GHaN1oGWrZjQL8PN2GQ1CeUUlxWfKvV2GSINWXV3Nm2++zjvv7KK6upqqqkr69budyZMf4sknF9GlSxjx8eO9XeY1U2hcRbMAP+IT13u7jAbhtWXjKEahIXIl6elLKC4+w9NPP4vFYqGsrIx581JYunQ+Pj6+3i7vuik0RETqyPHj+bzzzk4yM7No0cICQGBgII8/PouPP/6I99//fxw6dJCHHnqQkycL6do1jNTUhQQGBtK/fyTbt/+NNm3aALinv/76S55++ikCAwMpKzvLww//gZdf/jM33RTK119/RVVVFQkJydxyS0S9PEdd0xARqSOffXaYLl26ugPjvPbtO3DHHXcC4HCc4E9/WsPrr2/hxIkTvPvu7qtu98iRr3jiiYW88soG/Pz8+Ne/PmHs2Pt56aXXuPvuYfzXf63xyPO5FIWGiEgdMZl8rjrWXXT0HTRr1gxfX1+6dg2jqKjoqtu12YIIDg5xTwcFBdOtW3cAunfvwZkzp6+v8FpQaIiI1JHw8J7k5h7h7NnSGu0OxwkSEv5ARUVFjY/xmkwmXK7vQ+b848rKyhrrBwYG1pgOCAioMX3hNjxNoSEiUkc6dLAycOBdLFo0j9LSEgBKS0t46qkltGrV+qI/9hdq06Ytn376LwDeeSerXuq9FroQLiJSh2bO/COvvLKWhx56EF9fM5WV57j99juYNGkKy5YtvOx6M2Y8zvLly2jZ0kJkZB/at+9Qj1UbZ3LV53mNFxQWllzX/TSs1pb6yO13Xls2Doej2NtliNSLf/87l+Dgzt4uw+N++Dx9fEy0b2+57PLqnhIREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwfblPRMQAT91bx+h9ao4fz+fee4exYsUz3HprX3f76NFxrFr1PCEhN9V5bZfi0dB45pln2LlzJwAxMTEkJiYya9YscnJy3GOpTJs2jYEDB3L48GFmz55NaWkpkZGRpKWlYTabyc/PJyEhgcLCQrp06UJ6ejotWhi/CbqISF3w1L11anOfGrPZzNKlC/nLXzbQvLl3/g56rHtq79697Nmzh61bt5KRkcEnn3zCO++8w6FDh1i3bh2ZmZlkZmYycOBAABISEpg7dy67du3C5XKxceNGANLS0oiPjycrK4uePXuyZk39DQEsItKQdOhg5dZb+7Bq1Z8umveXv7zI/fffy4QJY1i1agXV1dUeqcFjoWG1WklKSsLf3x8/Pz/CwsLIz88nPz+f5ORk4uLiWLlyJU6nk7y8PMrLy4mIiABg5MiRZGVlUVlZSXZ2NrGxsTXaRUSaqmnTZnDgwD6ys/e72/bv38uePe/xwguv8uKL68nL+4aMjM0e2b/Huqe6devmfnz06FF27tzJ+vXrOXDgAKmpqbRs2ZIpU6awadMmunXrhtVqdS9vtVqx2+0UFRVhsVgwm8012mvjSmOoSO1ZrS29XYJIvThxwgezuX4+K2RkP76+3y7TunUrkpPnsHjxAtav/7ZH5h//yCY2djAWS3MAhg27h7fffosxY8Zedbs+Pj61+r32+IXwL774gilTppCYmEjXrl1ZvXq1e9748ePJyMggLCwMk8nkbne5XO5x5i9sBy6avpq6GLBQvqcBC6WpcDqdVFU562VfRvZTXe10L9u7dx9uvbUPf/rTcve86mqXeztVVU6qqqoMbdfpdNb4vfbqgIU5OTlMnDiRmTNnMmLECD777DN27drlnu9yuTCbzQQHB+NwONztBQUF2Gw22rVrR3FxsbtvzuFwYLPZPFmyiMgN4Xw3VWFhAb17R/K3v+2ioqKcqqoqduzYxi9/GemR/XrsTOP48eM88sgjrFixgqioKODbkFi0aBF9+/alefPmvPHGG4wYMYLQ0FACAgLIycmhd+/eZGZmEh0djZ+fH5GRkezYsYO4uDgyMjKIjo72VMkiIpdVXlHJa8vGeWS716JFCwt//GMK//mf0+jX73aKi4uZNGkC1dVV3HZbX0aNGlPHlX7LY/fTWLBgAZs3b+bmm292t40dOxan08n69eupqqpi0KBBPP744wB8+umnpKSkUFJSQnh4OIsXL8bf35+8vDySkpIoLCwkJCSE5cuX07p1a8N16H4adUf305CmRPfTuDTdhOkqFBrfU2hIU6LQuDQNIyIiIoYpNERExDCNPSVyg/LUWEg3IqPjN8n1U2iI3KA8NRbSjag24zfJ9VH3lIiIGKYzDRERA9q29sfsH1Dn2606V0HR6XNXXGb58qWcPFnIggXL3G0HDuznyScX88orr9XriLcKDRERA8z+AeQsm1zn2+2d+AJw5dB46KHp/Pa3Y9mz513694+hrKyM9PTFzJo1p96HSFdoiIg0cM2bNycxcTaLF8+jd+/beOGF5+jfP5rAwECmTp1ERUU5rVu3ISEhmZtuCmXDhnXs3Pk2Pj4mfvrTcBITZ9dZLQoNEZEbwK239qFPnygWLUojN/cIa9as5ZFHfsfSpSsIDg7mf/93H0uXLmT58lWsW/cyGRlZ+Pj4sGTJfByOE1itdTNun0JDROQGMW3aDEaNGsqiRemcOPFv8vOPkZT0n+75paWl+Pr60rPnLUyePIHbb49h7NhxdRYYoNAQEblhtGhhwWJpSUjITZSUlHDTTaG8/PJrAFRXV1NUdBKAxYuf4pNPPmb//r3MnPkoc+fOp1ev3nVSgz5yKyJyA+rc+UecOXOGjz76EIC3397GE0/MpqioiPvvv5euXX/M5MkPceutffjqqy/qbL860xARuQH5+/szf/4Snn46nXPnztG8eQtSUtJo27Ytw4aN4He/m0BAQDNuvrkzQ4YMr7P9KjRERAyoOlfx3cdj6367tbFp01vuxz173sKf//yXi5YZM2YcY8bU/b0/QKEhImLIt1/Au/L3KZoCXdMQERHDFBoiImKYQkNE5DIa+Y1NcbmcgKlW6yg0REQuwWz2p7T0TKMMDpfLRVVVJadOFeDv36xW6+pCuIjIJbRta6WoyEFJySlvl+IRPj6+BAZasFha12o9hYaIyCX4+prp0CHE22U0OOqeEhERwxQaIiJimEJDREQMU2iIiIhhCg0RETFMoSEiIoYpNERExDCPhsYzzzzDkCFDGDJkCMuWLQNg7969xMXFMWjQIFasWOFe9vDhw4wcOZLY2Fhmz55NVVUVAPn5+YwbN47BgwczdepUSktLPVmyiIhcgcdCY+/evezZs4etW7eSkZHBJ598wvbt20lOTmbNmjXs2LGDQ4cO8e677wKQkJDA3Llz2bVrFy6Xi40bNwKQlpZGfHw8WVlZ9OzZkzVr1niqZBERuQqPhYbVaiUpKQl/f3/8/PwICwvj6NGjdO7cmU6dOmE2m4mLiyMrK4u8vDzKy8uJiIgAYOTIkWRlZVFZWUl2djaxsbE12kVExDs8FhrdunVzh8DRo0fZuXMnJpMJq9XqXsZms2G32zlx4kSNdqvVit1up6ioCIvFgtlsrtEuIiLe4fGxp7744gumTJlCYmIivr6+HD161D3P5XJhMplwOp2YTKaL2s//f6EfTl9N+/aW66pfarJaW3q7BJFL0rFZPzwaGjk5OTz66KMkJyczZMgQDhw4gMPhcM93OBzYbDaCg4NrtBcUFGCz2WjXrh3FxcVUV1fj6+vrXr42CgtLcDqvfWhjHYg1ORzF3i5BvqNjsyYdm3XDx8d0xTfbHuueOn78OI888gjp6ekMGTIEgF/84hccOXKE3Nxcqqur2b59O9HR0YSGhhIQEEBOTg4AmZmZREdH4+fnR2RkJDt27AAgIyOD6OhoT5UsIiJX4bEzjbVr11JRUcGSJUvcbWPHjmXJkiVMnz6diooKYmJiGDx4MADp6emkpKRQUlJCeHg4EyZMACA1NZWkpCSeffZZQkJCWL58uadKFhGRqzC5GuNtqS5QF91T8Ynr67CiG9dry8apC6AB0bH5PR2bdcdr3VMiItL4KDRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYYZCw263X9T25Zdf1nkxIiLSsF0xNE6dOsWpU6f43e9+x+nTp93TBQUFTJs2rb5qFBGRBsJ8pZkzZ87k/fffB6BPnz7fr2Q2Exsb69nKRESkwbliaKxduxaAWbNmsXjx4nopSEREGq4rhsZ5ixcvJi8vj9OnT+Nyudzt4eHhHitMREQaHkOhsXLlStauXUv79u3dbSaTib///e9XXK+kpISxY8fy3HPP0bFjR2bNmkVOTg6BgYEATJs2jYEDB3L48GFmz55NaWkpkZGRpKWlYTabyc/PJyEhgcLCQrp06UJ6ejotWrS4jqcrIiLXw1BoZGRk8Ne//pWgoCDDG/7oo49ISUnh6NGj7rZDhw6xbt06bDZbjWUTEhJYsGABERERJCcns3HjRuLj40lLSyM+Pp4hQ4awevVq1qxZQ0JCguEaRESkbhn6yG1ISEitAgNg48aNpKamugOirKyM/Px8kpOTiYuLY+XKlTidTvLy8igvLyciIgKAkSNHkpWVRWVlJdnZ2e4L7ufbRUTEewydaURFRbFs2TLuvPNOmjVr5m6/0jWNhQsX1pguKCigb9++pKam0rJlS6ZMmcKmTZvo1q0bVqvVvZzVasVut1NUVITFYsFsNtdoFxER7zEUGlu2bAGo8U7fyDWNC3Xq1InVq1e7p8ePH09GRgZhYWGYTCZ3u8vlwmQyuf+/0A+njWjf3lLrdeTyrNaW3i5B5JJ0bNYPQ6Gxe/fu697RZ599xtGjR93dTS6XC7PZTHBwMA6Hw71cQUEBNpuNdu3aUVxcTHV1Nb6+vjgcjouuhRhRWFiC0+m6+oKXoQOxJoej2NslyHd0bNakY7Nu+PiYrvhm21BovPTSS5dsf+CBBwwX4nK5WLRoEX379qV58+a88cYbjBgxgtDQUAICAsjJyaF3795kZmYSHR2Nn58fkZGR7Nixg7i4ODIyMoiOjja8PxERqXuGQuPzzz93Pz537hzZ2dlERUXVakc9evTg97//Pffddx9VVVUMGjSIoUOHApCenk5KSgolJSWEh4czYcIEAFJTU0lKSuLZZ58lJCSE5cuX12qfIiJSt0yuC7+tZ5Ddbmf27Nm88MILnqipTtVF91R84vo6rOjG9dqyceoCaEB0bH5Px2bduVr31DUNjR4UFEReXt41FyUiIjemWl/TcLlcHDp0qMa3w0VEpGmo9TUN+PbLfomJiR4pSEREGi7DAxYC5OXlUVVVRefOnT1alDRMzqpKfczzO1XnKig6fc7bZYjUO0OhkZuby8MPP8yJEydwOp20bduW559/nrCwME/XJw2Ij9mPnGWTvV1Gg9A78QVAoSFNj6EL4fPmzWPy5MlkZ2eTk5PD1KlTSUtL83RtIiLSwBgKjcLCQkaMGOGeHjVqFEVFRR4rSkREGiZDoVFdXc2pU6fc0ydPnvRUPSIi0oAZuqZx//33M2bMGO666y5MJhM7duzgt7/9radrExGRBsbQmUZMTAwAlZWVfPXVV9jtdgYOHOjRwkREpOExdKaRlJTEuHHjmDBhAhUVFbz++uskJyfz5z//2dP1iYhIA2LoTKOoqMg9iGBAQAATJ06sMZy5iIg0DYYvhF9417yCggKuYZxDERG5wRnqnpo4cSL33HMPt99+OyaTib1792oYERGRJshQaIwePZqePXuyf/9+fH19mTRpEj/5yU88XZuIiDQwhkIDvr2JUo8ePTxZi4iINHDXdD8NERFpmhQaIiJimEJDREQMU2iIiIhhCg0RETFMoSEiIoYpNERExDCFhoiIGKbQEBERwxQaIiJimEJDREQMU2iIiIhhCg0RETHMo6FRUlLC0KFDOXbsGAB79+4lLi6OQYMGsWLFCvdyhw8fZuTIkcTGxjJ79myqqqoAyM/PZ9y4cQwePJipU6dSWlrqyXJFROQqPBYaH330Effddx9Hjx4FoLy8nOTkZNasWcOOHTs4dOgQ7777LgAJCQnMnTuXXbt24XK52LhxIwBpaWnEx8eTlZVFz549WbNmjafKFRERAzwWGhs3biQ1NRWbzQbAwYMH6dy5M506dcJsNhMXF0dWVhZ5eXmUl5cTEREBwMiRI8nKyqKyspLs7GxiY2NrtIuIiPcYvglTbS1cuLDG9IkTJ7Bare5pm82G3W6/qN1qtWK32ykqKsJisWA2m2u011b79pZrfAYiV2a1tvR2CXIB/Tzqh8dC44ecTicmk8k97XK5MJlMl20///+FfjhtRGFhCU6n65rr1oEol+NwFHt1/zo2a/L2z6Ox8PExXfHNdr19eio4OBiHw+Gedjgc2Gy2i9oLCgqw2Wy0a9eO4uJiqquraywvIiLeU2+h8Ytf/IIjR46Qm5tLdXU127dvJzo6mtDQUAICAsjJyQEgMzOT6Oho/Pz8iIyMZMeOHQBkZGQQHR1dX+WKiMgl1Fv3VEBAAEuWLGH69OlUVFQQExPD4MGDAUhPTyclJYWSkhLCw8OZMGECAKmpqSQlJfHss88SEhLC8uXL66tcERG5BI+Hxu7du92Po6Ki2LZt20XL9OjRg02bNl3UHhoayquvvurR+kRExDh9I1xERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihik0RETEMIWGiIgYptAQERHDFBoiImKYQkNERAxTaIiIiGEKDRERMUyhISIihpm9sdPx48dz8uRJzOZvdz9v3jxKS0tZvHgxFRUV3HXXXTz22GMAHD58mNmzZ1NaWkpkZCRpaWnu9UREpH7V+19fl8vF0aNH+e///m/3H//y8nIGDx7Mq6++SkhICFOmTOHdd98lJiaGhIQEFixYQEREBMnJyWzcuJH4+Pj6LltERPBC99TXX38NwIMPPsiwYcNYt24dBw8epHPnznTq1Amz2UxcXBxZWVnk5eVRXl5OREQEACNHjiQrK6u+SxYRke/Ue2icOXOGqKgoVq9ezcsvv8yGDRvIz8/HarW6l7HZbNjtdk6cOFGj3Wq1Yrfb67tkERH5Tr13T/Xq1YtevXq5p0ePHs3KlSvp3bu3u83lcmEymXA6nZhMpovaa6N9e8v1Fy1yCVZrS2+XIBfQz6N+1HtofPDBB1RWVhIVFQV8GwShoaE4HA73Mg6HA5vNRnBwcI32goICbDZbrfZXWFiC0+m65np1IMrlOBzFXt2/js2avP3zaCx8fExXfLNd76FRXFzMypUr2bBhA5WVlWzdupW0tDRmzJhBbm4uHTt2ZPv27YwaNYrQ0FACAgLIycmhd+/eZGZmEh0dXd8li0gD56yqVIh+p+pcBUWnz3ls+/UeGr/61a/46KOPuOeee3A6ncTHx9OrVy+WLFnC9OnTqaioICYmhsGDBwOQnp5OSkoKJSUlhIeHM2HChPouWUQaOB+zHznLJnu7jAahd+ILQCMKDYAZM2YwY8aMGm1RUVFs27btomV79OjBpk2b6qkyERG5En0jXEREDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMQwhYaIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKGKTRERMSwGyI03nrrLe6++24GDRrE+vXrvV2OiEiTZfZ2AVdjt9tZsWIFW7Zswd/fn7Fjx9KnTx9+/OMfe7s0EZEmp8GHxt69e+nbty9t2rQBIDY2lqysLKZNm2ZofR8f03XX0KFti+veRmPh36q9t0toMOri2LpeOja/p2Pze9dzbF5tXZPL5XJd89brwfPPP8/Zs2d57LHHAHjzzTc5ePAg8+fP93JlIiJNT4O/puF0OjGZvk8+l8tVY1pEROpPgw+N4OBgHA6He9rhcGCz2bxYkYhI09XgQ6Nfv37s27ePkydPUlZWxl//+leio6O9XZaISJPU4C+EBwUF8dhjjzFhwgQqKysZPXo0t9xyi7fLEhFpkhr8hXAREWk4Gnz3lIiINBwKDRERMUyhISIihik0RETEMIWGADBv3jweffTRGm179uzhzjvvpKSkxEtVidR07Ngxunfvzvvvv1+jfcCAARw7dsxLVTUtCg0BYObMmRw6dIi///3vAJw9e5YnnniCRYsWYbFYvFydyPf8/PyYM2eO3sx4iUJDAGjRogULFixg/vz5nD17lpUrVzJgwAACAwO57777GDFiBA8++CDffPMNAC+99BLDhg3jnnvuYe7cuV6uXpoSm81Gv379WLp06UXznnvuOe6++27i4uJYsmQJ1dXVXqiwcVNoiFu/fv3o378/s2bN4v3332f69OmkpKTw1FNPsXXrVh544AHmzJlDdXU1zz//PJs3b2bLli1UVlZit9u9Xb40IUlJSezZs6dGN9V7773H7t272bx5M1u3biU3N5cNGzZ4scrGqcF/I1zqV1JSEnfccQerV6/m+PHjfPPNN0ydOtU9v6SkBF9fX3r16sXo0aO58847eeCBBwgKCvJi1dLUWCwW5s+fz5w5c9i2bRsA+/fvZ8iQIQQGBgIwatQoMjIyGDdunDdLbXQUGlKDxWKhVatWhIaGUlJSQseOHcnMzASgurqagoICANasWcM///lP3nvvPSZPnkx6ejq33XabN0uXJqZ///41uqmcTudFy1RVVdV3WY2euqfksrp27crp06f54IMPANi8eTOPP/44J0+e5O677+YnP/kJf/jDH/iP//gPPvvsMy9XK03R+W6qEydO0LdvX95++23Ky8upqqpi8+bN9O3b19slNjo605DL8vf35+mnn2bhwoVUVFRgsVhYunQp7dq1Y8yYMYwePZrAwEC6dOnCqFGjvF2uNEHnu6kmTZrEHXfcwZkzZxg1ahRVVVX079+f+++/39slNjoasFBERAxT95SIiBim0BAREcMUGiIiYphCQ0REDFNoiIiIYQoNaXSOHTvGT3/6U4YPH+7+N2zYMDZt2uTxfW/ZsoUpU6bU+XYHDBhAbGwsw4cPJy4ujiFDhvDGG2+45w8fPpwzZ87U2P/48ePJysrCbrczduzYOq9JmiZ9T0MapWbNmrm/yQ5gt9sZOnQoPXv2pEePHl6s7Nqlp6fz85//HIDjx48TGxtLdHQ0ISEhNZ7rDwUFBWkMJqkzCg1pEoKCgujcuTOHDx/mxRdfJDc3l1OnTtGiRQvS09Pp2rUr48eP52c/+xk5OTkUFRUxfPhw9z1G/vGPf5Cenk5ZWRk+Pj5MmzaNX/3qV2zZsoVNmzZRVlaGxWJhxIgR7n0WFxezcOFCPv/8cyorK4mKiiIxMRGz2czKlSt555138PPzo23btixevBibzXbZ9h86ffo0gYGBNG/eHIDu3buzb9++Sz73Y8eOERcXx4cffsiqVavIy8vD4XCQl5dHUFAQTz75JDabjYMHD/LEE09QWVnJzTffTH5+PklJSfTp08cDPxG5USk0pEn48MMP+b//+z9MJhOtWrVyd+3MnTuX9evXM2fOHACOHDnC66+/TllZGb/5zW/4+c9/zi9/+UtmzZrF2rVr6dixI3a7nd/85jd0794dgC+//JLdu3djsVjYsmWLe5+LFi0iPDzcPUR3UlISL730EkOHDuWVV15h3759+Pv78+KLL3Lw4EHCw8Mv2f7rX/8agMcff5xmzZpRUVFBbm4uv//972ndunWtX4sPPviAjIwMLBYLDz30EBs2bODhhx9m+vTpzJs3j5iYGPbv38/EiROv81WXxkihIY1SeXk5w4cPB74daLFt27Y8+eSTxMTE0K1bN1599VVyc3M5cOAAvXr1cq83ZswY/Pz88PPzY/DgwezZswcfHx8cDgePPPKIezmTyeQeb6t79+6XvFHV//zP//Dxxx+7r6WUl5cD35719OjRgxEjRhAdHU10dDRRUVE4nc5Ltp93YffUN998w8SJE+nWrRtDhw6t1Wtz2223uev92c9+xunTp/n8888BiImJAaBv375069atVtuVpkGhIY3SD69pnPfaa6+xceNGxo0bR1xcHG3atKlxm1Cz+ftfCZfLhY+PD9XV1YSFhfHmm2+659ntdtq1a8dbb73l7iL6IafTydNPP01YWBgAZ86cwWQy4ePjw7p16/j444/Zt28fixYt4vbbbycxMfGy7T/UqVMnBgwYQHZ2dq1Do1mzZu7HJpMJl8uFr68vPxxRyNfXt1bblaZBn56SJmXPnj2MGDGCe++9ly5durB79+4ad3fbtm0bTqeT06dPs3PnTgYMGEBERAS5ublkZ2cDcPjwYWJjY69646n+/fvz8ssv43K5OHfuHFOnTmXdunV8+umnDB06lLCwMKZMmcLEiRP5+OOPL9t+KWfPniU7O5tbbrmlTl6XsLAw/P39ee+99wA4ePAgn3/+OSaTqU62L42HzjSkSXnwwQeZO3euu8soIiLC3TUD33YhjR49mtLSUuLj493dQytXrmTZsmVUVFTgcrlYtmwZHTt25MCBA5fd1+zZs1m4cCFxcXFUVlbSr18/Jk+ejJ+fH3fddRejRo2iefPmNGvWjJSUFHr06HHJ9vPOX9MwmUyUlZW5l60LZrOZVatWkZqayvLly/nRj35Ehw4dapyViIBGuRVxGz9+POPGjWPw4MHeLsUrli5dyqRJk+jQoQPHjx9n+PDh/O1vf6NVq1beLk0aEJ1piAgAoaGhTJw4EbPZjMvlYsGCBQoMuYjONERExDBdCBcREcMUGiIiYphCQ0REDFNoiIiIYQoNERExTKEhIiKG/X9/ayo18vdzCgAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"PaperlessBilling\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die ohne Rechnung bezahlen, werden eher abwandern." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Zahlungsmethode" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "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=\"PaymentMethod\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Kunden, die mit elektronischen Schecks bezahlen, wandern deutlich häufiger ab als Kunden, die eine andere Zahlungsmethode verwenden." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Vertrag" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEJCAYAAABohnsfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAlHklEQVR4nO3deUBVZf7H8feFK2hiruCWOa3a4M8lyW0UMvcELKRUTJvK3NLS/Lmho5JraFpaWFajptNibpSjqGU/W8x0qLEsdWpcRrHYRAUUvNz7/P4w70huB+NyQT+vf/Q8nPOc770H7uee7Tk2Y4xBRETEAh9vFyAiImWHQkNERCxTaIiIiGUKDRERsUyhISIilik0RETEMoWGiIhYZvd2AZ6WlZWLy6VbUURErPDxsVG1asVL/vyaDw2Xyyg0RESKiQ5PiYiIZQoNERGx7Jo/PCUicjWMMWRlpXPmTB5w7R3i9vW1ExBQhQoVLn3+4mIUGiIiF5GTcwKbzUbNmjdhs11bB2WMMTgcZzh+PB2gSMFxbb0TIiLF5PTpHCpVqnLNBQaAzWbDz8+fKlUCyck5XqRlr713Q0SkGLhcTnx9r+2DMeXK+eF0FhRpGYWGiMgl2Gw2b5fgUVfz+q7tGC2CSjeWp7x/OW+XUSR5+Q6yT+Z5uwwROY/T6eT9999h8+aNOJ1OCgoctGnTjgEDBjN79gxuueU2YmL6ebvMq6bQ+FV5/3LEjPmbt8sokrfj+5KNQkOkNJkzZxbZ2Sd56aWFBAQEcPr0aZ57biLPPz8VHx9fb5f3uyk0RESKyc8/H2Xz5g0kJiZRsWIAABUqVOB//3c83323iy+++Izdu79l8ODHOXYsk1tvvY3Jk6dToUIF2rYNYd26j6hSpQqAe3r//p946aUXqFChAqdPn2Lo0GdYsuR16tSpy/79/6agoIDRo2Np3LhpibxGndMQESkm+/bt4ZZbbnUHxjnVq9fg3ns7AJCensaLLybwzjurSUtLY+vWLVfs98CBfzNlynSWLn2XcuXK8cMP39O79yMsXvw2998fyaJFCR55PRej0BARKSY2m88Vx7oLDb2X8uXL4+vry6233kZWVtYV+w0KqkmtWrXd0zVr1uKOOxoA0KBBQ06ePPH7Ci8ChYaISDEJDm7EoUMHOHUqt1B7enoao0c/Q35+fqHLeG02G8b8N2TO/d/hcBRavkKFCoWm/f39C02f34enKTRERIpJjRqBdOrUjRkzniM3NweA3NwcXnhhFjfeWPmCD/vzValSlb17fwBg8+akEqn3auhEuIhIMRo1aixLl77J4MGP4+trx+E4Q7t29/LEE4OIj59+yeVGjPhf5s6Np1KlAEJCWlK9eo0SrNo6mynJ/RovyMzMsfQ8jcDASmXyktv09GxvlyFyTfrll0PUqlXf22V43G9fp4+PjerVAy45vw5PiYiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplu7hMRscBTz9yx+lycn38+ykMPRTJv3svcc08rd3t0dAQLFrxG7dp1ir22i/FoaLz88sts2LABgLCwMMaMGcO2bduYOXMm+fn5dOvWjZEjRwKwZ88eJkyYQG5uLiEhIcTFxWG32zl69CijR48mMzOTW265hTlz5lCxovWHoIuIFAdPPXOnKM/FsdvtPP/8dN56611uuME7n4MeOzy1bds2Pv/8c9asWcPatWv5/vvvWbduHbGxsSQkJLB+/Xp2797N1q1bARg9ejSTJk1i48aNGGNYsWIFAHFxccTExJCUlESjRo1ISCi5IYBFREqTGjUCueeelixY8OIFP3vrrb/yyCMP0b9/LxYsmIfT6fRIDR4LjcDAQMaNG4efnx/lypXjtttu4+DBg9SvX5969epht9uJiIggKSmJlJQU8vLyaNq0KQBRUVEkJSXhcDjYuXMnXbp0KdQuInK9GjZsBDt2fMnOndvdbdu3b+Pzzz/ljTeW8de//o2UlMOsXbvKI+v3WGjccccd7hA4ePAgGzZswGazERgY6J4nKCiI1NRU0tLSCrUHBgaSmppKVlYWAQEB2O32Qu0iIterihUDGDt2Is8/P909BHty8g46duxC+fLlsdvtdO8eSXLyTo+s3+Mnwn/88UcGDRrEmDFj8PX15eDBg+6fGWOw2Wy4XC5sNtsF7ef+Pd9vp6/kcgNvXQsCAyt5uwSRa1Jamg92e8lcYGplPb6+Pu5527RpQ4sWrXjllReBs5+Zvr42dz8+PjZcLqelfn18fIr0OeLR0EhOTubpp58mNjaW7t27s2PHDtLT090/T09PJygoiFq1ahVqz8jIICgoiGrVqpGdnY3T6cTX19c9f1EUZZTbskij3Ip4hsvloqDAVSLrsrIep9NVaN6nnnqG/v17c+xYJnffHcLGjRsID38AX187H36YSLNmzS3163K5Cn2OXGmUW4+Fxs8//8xTTz3FvHnzaN26NQBNmjThwIEDHDp0iJtuuol169bRs2dP6tati7+/P8nJyTRv3pzExERCQ0MpV64cISEhrF+/noiICNauXUtoaKinShYRuaS8fAdvx/f1SL9X49xhqmefHUabNu3Izs7miSf643QW0KJFK3r27FXMlZ7lsedpTJs2jVWrVnHzzTe723r37s0f/vAH9yW3YWFhjB8/HpvNxt69e5k4cSI5OTkEBwczc+ZM/Pz8SElJYdy4cWRmZlK7dm3mzp1L5cqVLdeh52mIyNXQ8zQuTg9h+pVCQ0TOp9C4OA0jIiIilik0RETEMoWGiIhYptAQERHLFBoiImKZhkYXEbGgamU/7H7+xd5vwZl8sk6cuew8c+c+z7FjmUybFu9u27FjO7Nnz2Tp0rdLdMRbhYaIiAV2P3+S4wcUe7/Nx7wBXD40Bg8ezqOP9ubzz7fStm0Yp0+fZs6cmYwf/5cSHyJdoSEiUsrdcMMNjBkzgZkzn6N58xa88cartG0bSoUKFRgy5Any8/OoXLkKo0fHUqdOXd59dzkbNvwdHx8bd90VzJgxE4qtFoWGiEgZcM89LWnZsjUzZsRx6NABEhLe5KmnnuT55+dRq1YtvvrqS55/fjpz5y5g+fIlrF2bhI+PD7NmTSU9PY3AwKKN23cpCg0RkTJi2LAR9OwZzowZc0hL+4WjR48wbtyz7p/n5ubi6+tLo0aNGTCgP+3ahdG7d99iCwxQaIiIlBkVKwYQEFCJ2rXrkJOTQ506dVmy5G0AnE4nWVnHAJg58wW+//47tm/fxqhRTzNp0lSaNWteLDXoklsRkTKofv0/cPLkSXbt+gaAv//9A6ZMmUBWVhaPPPIQt956OwMGDOaee1ry73//WGzr1Z6GiEgZ5Ofnx9Sps3jppTmcOXOGG26oyMSJcVStWpXIyAd58sn++PuX5+ab69O9e49iW69Guf2VRrkVkfP9dvRXb96n4UlFHeVWexoiIhac/WD33od7aaFzGiIiYplCQ0RELFNoiIhcwjV+yhdjXICtSMsoNERELsJu9yM39+Q1GRzGGAoKHBw/noGfX/kiLasT4SIiF1G1aiBZWenk5Bz3dike4ePjS4UKAQQEVC7ScgoNEZGL8PW1U6NGbW+XUero8JSIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTJfclmGuAgeBgZW8XUaReHtETxH5fRQaZZiPvRzJ8QO8XUaRNB/zBhopVKTsUmiIiNdVurE85f3LebsMy/LyHWSfzPN2GV6h0BARryvvX65MPQTt7fi+ZHN9hoZOhIuIiGUKDRERsUyhISIilik0RETEMoWGiIhYptAQERHLFBoiImKZR0MjJyeH8PBwjhw5AsD48ePp3LkzPXr0oEePHmzevBmAPXv2EBUVRZcuXZgwYQIFBQUAHD16lL59+9K1a1eGDBlCbm6uJ8sVEZEr8Fho7Nq1iz59+nDw4EF32+7du1m+fDmJiYkkJibSqVMnAEaPHs2kSZPYuHEjxhhWrFgBQFxcHDExMSQlJdGoUSMSEhI8Va6IiFjgsdBYsWIFkydPJigoCIDTp09z9OhRYmNjiYiIYP78+bhcLlJSUsjLy6Np06YAREVFkZSUhMPhYOfOnXTp0qVQu4iIeI/HhhGZPn16oemMjAxatWrF5MmTqVSpEoMGDWLlypXccccdBAYGuucLDAwkNTWVrKwsAgICsNvthdqLqnr1gN/3QqTYlbWReUUu5nr9PS6xsafq1avHK6+84p7u168fa9eu5bbbbsNms7nbjTHYbDb3v+f77bQVmZk5uFzmivNdr78A3pCenu3tEqSUKYt/f9fq77GPj+2yX7ZL7Oqpffv2sXHjRve0MQa73U6tWrVIT093t2dkZBAUFES1atXIzs7G6XQCkJ6e7j7UJSIi3lFioWGMYcaMGZw4cQKHw8F7771Hp06dqFu3Lv7+/iQnJwOQmJhIaGgo5cqVIyQkhPXr1wOwdu1aQkNDS6pcERG5iBI7PNWwYUMGDhxInz59KCgooHPnzoSHhwMwZ84cJk6cSE5ODsHBwfTv3x+AyZMnM27cOBYuXEjt2rWZO3duSZUrIiIX4fHQ2LJli/v/ffv2pW/fvhfM07BhQ1auXHlBe926dVm2bJlH6xMREet0R7iIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELCuxUW5FPKnSjeUp71/O22UUSV6+g+yTed4uQ6RILIVGamoqNWvWLNT2008/cfvtt3ukKJGiKu9fjpgxf/N2GUXydnxfslFoSNly2cNTx48f5/jx4zz55JOcOHHCPZ2RkcGwYcNKqkYRESklLrunMWrUKL744gsAWrZs+d+F7Ha6dOni2cpERKTUuWxovPnmmwCMHz+emTNnlkhBIiJSelk6pzFz5kxSUlI4ceIExhh3e3BwsMcKExGR0sdSaMyfP58333yT6tWru9tsNhsff/yxxwoTEZHSx1JorF27lk2bNl1wBZWIiFxfLN3cV7t2bQWGiIhY29No3bo18fHxdOjQgfLly7vbdU5DROT6Yik0Vq9eDUBSUpK7Tec0RESuP5ZCY8uWLZ6uQ0REygBLobF48eKLtj/22GPFWoyIiJRulkLjX//6l/v/Z86cYefOnbRu3dpjRYmISOlk+ea+86WmpjJhwgSPFCQiIqXXVT1Po2bNmqSkpBR3LSIiUsoV+ZyGMYbdu3cXujtcRESuD0U+pwFnb/YbM2aMRwoSEZHSq0jnNFJSUigoKKB+/foeLUpEREonS6Fx6NAhhg4dSlpaGi6Xi6pVq/Laa69x2223ebo+EREpRSydCH/uuecYMGAAO3fuJDk5mSFDhhAXF+fp2kREpJSxFBqZmZk8+OCD7umePXuSlZXlsaJERKR0shQaTqeT48ePu6ePHTvmqXpERKQUs3RO45FHHqFXr15069YNm83G+vXrefTRRz1dm4iIlDKW9jTCwsIAcDgc/Pvf/yY1NZVOnTp5tDARESl9LIXGuHHj6Nu3L6NHj2b27NmMGDGC2NjYKy6Xk5NDeHg4R44cAWDbtm1ERETQuXNn5s2b555vz549REVF0aVLFyZMmEBBQQEAR48epW/fvnTt2pUhQ4aQm5t7Na9RRESKiaXQyMrKon///gD4+/vz5z//mfT09Msus2vXLvr06cPBgwcByMvLIzY2loSEBNavX8/u3bvZunUrAKNHj2bSpEls3LgRYwwrVqwAIC4ujpiYGJKSkmjUqBEJCQlX+zpFRKQYWD4Rnpqa6p7OyMjAGHPZZVasWMHkyZMJCgoC4Ntvv6V+/frUq1cPu91OREQESUlJpKSkkJeXR9OmTQGIiooiKSkJh8PBzp076dKlS6F2ERHxHksnwv/85z/zwAMP0K5dO2w2G9u2bbviMCLTp08vNJ2WlkZgYKB7OigoiNTU1AvaAwMDSU1NJSsri4CAAOx2e6F2ERHxHkuhER0dTaNGjdi+fTu+vr488cQT3HnnnUVakcvlwmazuaeNMdhstku2n/v3fL+dtqJ69YAiLyOeFRhYydsllBp6L8qu63XbWQoNgIYNG9KwYcOrXlGtWrUKnQdJT08nKCjogvaMjAyCgoKoVq0a2dnZOJ1OfH193fMXVWZmDi7X5Q+lwfX7C+AN6enZxd5nWd1+nngvyqKyuP2u1W3n42O77Jftq3qextVo0qQJBw4c4NChQzidTtatW0doaCh169bF39+f5ORkABITEwkNDaVcuXKEhISwfv16ANauXUtoaGhJlSsiIhdheU/j9/L392fWrFkMHz6c/Px8wsLC6Nq1KwBz5sxh4sSJ5OTkEBwc7L5Sa/LkyYwbN46FCxdSu3Zt5s6dW1LliojIRXg8NLZs2eL+f+vWrfnggw8umKdhw4asXLnygva6deuybNkyj9YnIiLWldjhKRERKfsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKW2b2x0n79+nHs2DHs9rOrf+6558jNzWXmzJnk5+fTrVs3Ro4cCcCePXuYMGECubm5hISEEBcX515ORERKVol/+hpjOHjwIJ988on7wz8vL4+uXbuybNkyateuzaBBg9i6dSthYWGMHj2aadOm0bRpU2JjY1mxYgUxMTElXbaIiOCFw1P79+8H4PHHHycyMpLly5fz7bffUr9+ferVq4fdbiciIoKkpCRSUlLIy8ujadOmAERFRZGUlFTSJYuIyK9KPDROnjxJ69ateeWVV1iyZAnvvvsuR48eJTAw0D1PUFAQqamppKWlFWoPDAwkNTW1pEsWEZFflfjhqWbNmtGsWTP3dHR0NPPnz6d58+buNmMMNpsNl8uFzWa7oL0oqlcP+P1FS7EKDKzk7RJKDb0XZdf1uu1KPDT+8Y9/4HA4aN26NXA2COrWrUt6erp7nvT0dIKCgqhVq1ah9oyMDIKCgoq0vszMHFwuc8X5rtdfAG9IT88u9j7L6vbzxHtRFpXF7XetbjsfH9tlv2yX+OGp7Oxs4uPjyc/PJycnhzVr1vDss89y4MABDh06hNPpZN26dYSGhlK3bl38/f1JTk4GIDExkdDQ0JIuWUREflXiexrt27dn165dPPDAA7hcLmJiYmjWrBmzZs1i+PDh5OfnExYWRteuXQGYM2cOEydOJCcnh+DgYPr371/SJYuIyK+8csPDiBEjGDFiRKG21q1b88EHH1wwb8OGDVm5cmUJVSYiIpejO8JFRMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFim0BAREcsUGiIiYplCQ0RELFNoiIiIZQoNERGxTKEhIiKWKTRERMQyhYaIiFhm93YBItcrV4GDwMBK3i7DsoIz+WSdOOPtMsTLFBoiXuJjL0dy/ABvl2FZ8zFvAAqN650OT4mIiGUKDRERsUyhISIilik0RETEMoWGiIhYptAQERHLFBoiImKZQkNERCxTaIiIiGW6I1xEpIjK2hAwUHzDwJSJ0Pjwww9ZuHAhBQUFPProo/Tt29fbJYnIdaysDQEDxTcMTKkPjdTUVObNm8fq1avx8/Ojd+/etGzZkttvv93bpYmIXHdKfWhs27aNVq1aUaVKFQC6dOlCUlISw4YNs7S8j4/N8rpqVK14NSV6ld+N1b1dQpEVZZsUhbaf53lq20HZ235lbduBte13pXlsxhhTXAV5wmuvvcapU6cYOXIkAO+//z7ffvstU6dO9XJlIiLXn1J/9ZTL5cJm+2/yGWMKTYuISMkp9aFRq1Yt0tPT3dPp6ekEBQV5sSIRketXqQ+NNm3a8OWXX3Ls2DFOnz7Npk2bCA0N9XZZIiLXpVJ/IrxmzZqMHDmS/v3743A4iI6OpnHjxt4uS0TkulTqT4SLiEjpUeoPT4mISOmh0BAREcsUGiIiYplCQ0RELFNoWHDkyBEaNGjApEmTCrXv2bOHBg0asHr16iL3uWLFCtatWwfAuHHjLPVx/jLelJ2dzVNPPQWcfW/uu+8+L1fkWbm5ucTFxdGpUyciIyOJiYnhyy+/9HZZYkFcXBw9evTg/vvvp1GjRvTo0YMePXqwatUqb5dWZpX6S25LiypVqvDZZ5/hdDrx9fUFYP369VSrVu2q+vv6669p0aKFx5fxhBMnTrBnzx5vl1EijDEMHjyYu+66i7///e/4+fnxww8/MHDgQF544QVatmzp7RLlMiZPngyc/XLTv39/EhMTvVxR2ac9DYsqVqzIXXfdxc6dO91tX3zxBW3atAHgk08+oUePHkRERDB06FAyMjIAuO+++3jxxReJjo6me/fu7N69m23btrFlyxbmz5/PZ599BsD//d//ER0dTfv27XnvvfcuWP9vl8nIyGDQoEFERETw4IMP8umnn1607n79+jFz5kyio6OJiIhg69atPPHEE9x7770sWbIEgNOnTzNq1CjCw8OJiIhg7dq1AKxevZqRI0fy+OOP06lTJ6ZMmQLAtGnTSEtLc+9t5OXlMXLkSMLDw4mJiSErK+t3v9+lxY4dOzh69Cjjx4/Hz88PgD/+8Y8MGTKEhIQE4Ox7HB8fT69evejUqRNbt24FICMjg6FDhxIVFUXPnj3Ztm1bob5dLhf33XcfBw4cAODUqVOEhYWRn5/Pp59+SnR0NA888ADDhg1zv6cbNmzg4YcfJjIykq5du/L111+7axg2bBhdunS5bgL99xg8eLB7O82dO5cBA84Oc56WlkZ4eDgAq1atcv9NjBs3jtzc3EJ9vP/++4waNco9vWDBAhYtWkRubi5jx44lKiqKHj16uI8O5OTk8PTTT9OrVy/at29PbGwsxhi++uoroqOjiYqKYuzYsSXx8n8fI1d0+PBh0759e/PBBx+YKVOmGGOM2bVrlxk3bpwZO3asWbRokWnbtq05fPiwMcaY119/3QwfPtwYY0z79u3N4sWLjTHGvPXWW2bYsGHGGGPGjh1rVq1a5f7/oEGDjMvlMvv27TMtW7a8aB3nL/P000+bv/71r8YYY/7zn/+YP/3pTyY9Pf2CZR555BEzffp0Y4wxCxYsMB07djSnTp0yR44cMSEhIcYYY55//nkzdepUY4wxmZmZ5r777jN79uwxq1atMmFhYSY7O9ucOnXKhIaGmr1797rfj3PvTYMGDcyuXbuMMcYMHz7cLF++/Grf6lLn9ddfN08//fQF7fv27TPNmjUzxpx9j6dNm2aMMebjjz82Dz74oDHGmBEjRpiPPvrIGGNMamqq6dChg8nOzi7Uz0svvWRefPFFY4wxa9asMZMmTTKZmZkmMjLSHD9+3BhjzDvvvGNiY2ON0+k0/fv3N5mZmcYYY95//30zaNAgdw3z588v7pd/zTj/d9YYY95++20za9YsY4wxffr0Me3btzcFBQVm5cqVJj4+3uzdu9d07NjRHDt2zBhjzJQpU9zzn5OTk2Nat27t3qadO3c2v/zyi5k9e7ZZunSpMcaY7Oxs0717d/Of//zHfPjhhyYhIcEYY0x+fr7p2LGj+e6778z27dtN8+bNzcmTJz3+PhQHHZ4qgnN7DS6Xiw0bNtCtWzfWr19PhQoVaNy4MTfddBMAvXr1YtGiRe7l2rVrB8Add9zBpk2bLtp3hw4dsNls3HHHHZa+qW/fvp1p06YBUK9ePZo0acKuXbvo0KHDBfOeG3alTp06NGnShAoVKlC3bl1Onjzp7mvGjBkAVKtWjQ4dOrBjxw4CAgJo1qwZAQEB7vWcOHGCihULD2EdFBTkvkv/9ttvv6b2NGw2G06n84J2h8NRaODM87fx8ePHgbN7h/v372f+/PkAFBQUcPjwYe666y73clFRUTz22GM888wzrFmzhmeffZZdu3bx888/079/f+DsHknlypXx8fHhlVdeYcuWLRw4cIAdO3bg4/PfgwUaKcG6e++9lyFDhpCTkwNAgwYN+P777/n000/p168fO3fupH379lStWhU4+zc9fvz4Qn1UrFiRsLAwNm/eTL169ahXrx41a9Zk27Zt5OXluc+bnDp1ih9//JHw8HC+/fZblixZwv79+zl+/DinTp0C4JZbbqFSpbLxJECFRhFUrFiRhg0bkpyczPbt2xk1ahTr16/H5XIVms8YQ0FBgXva398f4LKj8547T3L+PE8++SRpaWkAhULo3Dp+O+10Oi+6TLly5dzz2e0XbvJL9XV+7edq++28v+3zUvOUVU2aNGHZsmU4HI5C7+M///lPGjVq5J6+2DZ2uVwsXbrU/SyYtLQ0qlcv/AyGm266iTp16rBp0yYyMzNp0qQJH330EXfffTevvvoqAPn5+eTm5pKbm0t0dDSRkZHcc889NGjQgL/97W/uvsqXL1/sr/9aVbt2bVwuF5s2beLuu++mRo0abN++ne+//55mzZrxww8/FJr/t3/T5/Ts2ZOFCxdy0003ERUVBZzd7rNnzyY4OBg4e5iycuXKLFu2jI0bN/Lwww/Tpk0b/vWvf7n/VsrSttM5jSLq1q0bL7zwAo0aNXJ/WObl5bFr1y6OHDkCwHvvvXfFE6S+vr4X/QZ7vtdff53ExEQSExOpWbNmoWVatWrFypUrATh8+DBff/01TZs2vWAZK87v69ixY3z88ceXPeFut9sv+gd0LQoJCeH2229nxowZOBwOAHbv3s3ChQsZOnToZZdt1aoVb7/9NgA//fQTERERnD59+oL5evbsybRp04iMjATOBtU///lP97mOhIQE4uPjOXjwIDabjcGDB9OyZUs2b958xd8hubTQ0FAWLlxIixYtaNWqFcuWLaNJkyb4+vrSokULtmzZ4t5rXLFixUX/pkNCQvjll1/46quv6NixI3B2u7/zzjvA2S8KkZGR/Pzzz3zxxRf06tWLyMhI8vPz2bt37wVfOMsC7WkUUfv27ZkwYQLPPPOMu61GjRo899xzDBs2DIfDQZ06dZg+ffpl+2nTpg1z584t0i7p+ctMmDCBSZMmuS/VnTZt2lUPGf/UU08xZcoUIiIicDqdDB48mODgYPbt23fR+atXr06dOnXcJ9mvdS+//DLz5s0jPDwcX19fKleuzOzZs6/4xWDixIlMmjSJiIgIAOLj492H+s7XuXNn/vKXv9CjRw8AAgMDmTFjBiNGjMDlclGzZk1mz57NjTfeyF133UW3bt2w2Wy0bduW5OTk4n/B14l7772XxYsX07x5c2644QYcDgft27cHoGHDhgwaNIh+/frhcDgIDg4mLi7uov106tSJ48ePuy+UGDZsGFOmTCE8PByn08no0aO5+eabefTRR5kyZQqLFi1yH/o9cuQIN998c4m95uKgAQtFvMgYw6effso777zjPhwlZYMxBofDwWOPPUZsbKz7cNS1TnsaIl40Y8YMPvnkE15//XVvlyJFlJ6eTvfu3XnooYeum8AA7WmIiEgR6ES4iIhYptAQERHLFBoiImKZQkPEAqfTyeLFi93jCd1///3Mnj2bM2fOXFV/2dnZ7ju+i0Nx9ydyKQoNEQumTJnCN998w9KlS0lMTGTlypUcOHCACRMmXFV/J06c4Lvvviu2+oq7P5FL0dVTIldw5MgRwsPD+fzzzwvdnJeens7XX39NmzZtiIuLY+/evdhsNtq1a8ezzz6L3W7nf/7nfxg4cCBffPEFaWlpDBgwgJiYGPr168c//vEP7rzzTlavXk2TJk3o0KEDe/fuZc6cOezbt4/33nsPh8PBiRMnePLJJ4mJiQHgtddeY82aNdjtdurXr8+sWbMYOnRoof7ODUsjUuxKfIhEkTImKSnJ9OzZ85I/HzNmjJk6dapxuVwmPz/fPP744+a1114zxhhz5513mmXLlhljjPnuu+9Mo0aNTF5enjl8+LBp2rSpu48777zTrFmzxhhzdvTUhx9+2D3C6jfffOOe96OPPjKdO3d2j4A7Y8YMk5CQcEF/Ip6im/tErsDHx+eyYwSdu6PbZrPh5+dH7969Wbp0KQMHDgRwjzwcHBzMmTNn3COb/lZISAhwdmDMV199la1bt3Lw4EH27t3rXubLL7+ka9euVK5cGcA98uq5cc9EPE3nNESuoHHjxuzfv989jPY5qampDBw4EJfLdcHotpcb5dhc4ojwDTfcAMAvv/zCAw88QEpKCs2bN2fEiBHueXx9fQut6+TJkwoMKVEKDZErqFmzJhEREcTGxrqDIycnhylTplClShXatm3L8uXLMcZw5swZVqxY4X6i46XY7XacTudFA2T37t1Uq1aNoUOH0rZtWz755BPg7BVcbdq0YfPmze46FixYwJIlSy7bn0hx0uEpEQsmT55MQkICvXv3xtfXlzNnztCxY0eGDx9Obm4u06ZNIyIiAofDQbt27Rg8ePBl+wsMDKRx48Z079690DMxAP70pz+xcuVKunbtis1mo0WLFlSrVo1Dhw4RFhbGTz/9RJ8+fYCzD72aOnWq+0Fg5/o79/AgkeKmq6dERMQyHZ4SERHLFBoiImKZQkNERCxTaIiIiGUKDRERsUyhISIilik0RETEMoWGiIhY9v+wC1pChZXi1wAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"Contract\", hue=\"Churn\", data=data_no_mv)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Bei Kunden mit kurzfristigen Verträgen ist die Wahrscheinlichkeit größer, dass sie das Unternehmen verlassen, als bei Kunden mit längerfristigen Verträgen." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "# 3. Aufbereitung der Daten" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "Zunächst wird der Typ der Daten nach dem Einlesen in das Notebook überprüft. Einlesefehler werden entsprechend korrigiert. Danach werden die einzelnen Kundenmerkmale einer deskriptiven Analyse unterzogen. Damit lässt sich der Zusammenhang zur Zielvariable Kundenabwanderung visuell darstellen. Auf der Grundlage einer Korrelationsanalyse werden die Zusammenhänge zwischen Kundenmerkmalen und der Zielvariable untersucht. Kundenmerkmale die keinen Mehrwert bieten werden entfernt (= Dimensionsreduktion). Die Ausgewogenheit des Datensatzes in Bezug auf die Zielvariable wird grafisch dargestellt. Die Kunden mit Abwanderung machen etwa 27 % des gesamten Datensatzes aus, während loyale Kunden etwa 73% ausmachen. Daher liegt ein unausgewogener Datensatz vor. Anschließend werden die kategorialen Werte umgewandelt (= Bildung von Dummy Variablen). Die einzelnen Kundenmerkmale werden auf Multikollinearität und statistische Signifikanz geprüft. Schließlich werden alle Kundenmerkmale auf ein gemeinsames Messniveau gebracht (= Standardisierung). Durch ein Undersampling wird die Unausgewogenheit des Datensatzes ausgeglichen. Abschließend werden Trainings- und Testdaten gebildet." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "## 3.1. Reduzieren der Kunden-ID" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [], + "source": [ + "# Removing the Customer ID, it does not add value to the model\n", + "data_prep = data_no_mv.drop(\"customerID\", axis = 1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "## 3.2. Umkodierung der kategorialen Variablen" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert binary variables to 1 and 0 with Yes and No\n", + "bin_var = [\"Partner\",\"Dependents\",\"PhoneService\",\"PaperlessBilling\",\"Churn\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [], + "source": [ + "def binaer_umwandeln(x):\n", + " return x.map({'Yes':1,'No':0})" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "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>SeniorCitizen</th>\n", + " <th>Partner</th>\n", + " <th>Dependents</th>\n", + " <th>tenure</th>\n", + " <th>PhoneService</th>\n", + " <th>MultipleLines</th>\n", + " <th>InternetService</th>\n", + " <th>OnlineSecurity</th>\n", + " <th>OnlineBackup</th>\n", + " <th>DeviceProtection</th>\n", + " <th>TechSupport</th>\n", + " <th>StreamingTV</th>\n", + " <th>StreamingMovies</th>\n", + " <th>Contract</th>\n", + " <th>PaperlessBilling</th>\n", + " <th>PaymentMethod</th>\n", + " <th>MonthlyCharges</th>\n", + " <th>TotalCharges</th>\n", + " <th>Churn</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Female</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>No phone service</td>\n", + " <td>DSL</td>\n", + " <td>No</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>1</td>\n", + " <td>Electronic check</td>\n", + " <td>29.85</td>\n", + " <td>29.85</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>34</td>\n", + " <td>1</td>\n", + " <td>No</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>One year</td>\n", + " <td>0</td>\n", + " <td>Mailed check</td>\n", + " <td>56.95</td>\n", + " <td>1889.50</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>No</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>1</td>\n", + " <td>Mailed check</td>\n", + " <td>53.85</td>\n", + " <td>108.15</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Male</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>45</td>\n", + " <td>0</td>\n", + " <td>No phone service</td>\n", + " <td>DSL</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>Yes</td>\n", + " <td>Yes</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>One year</td>\n", + " <td>0</td>\n", + " <td>Bank transfer (automatic)</td>\n", + " <td>42.30</td>\n", + " <td>1840.75</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Female</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>No</td>\n", + " <td>Fiber optic</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>No</td>\n", + " <td>Month-to-month</td>\n", + " <td>1</td>\n", + " <td>Electronic check</td>\n", + " <td>70.70</td>\n", + " <td>151.65</td>\n", + " <td>1</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 Female 0 1 0 1 0 \n", + "1 Male 0 0 0 34 1 \n", + "2 Male 0 0 0 2 1 \n", + "3 Male 0 0 0 45 0 \n", + "4 Female 0 0 0 2 1 \n", + "\n", + " MultipleLines InternetService OnlineSecurity OnlineBackup \\\n", + "0 No phone service DSL No Yes \n", + "1 No DSL Yes No \n", + "2 No DSL Yes Yes \n", + "3 No phone service DSL Yes No \n", + "4 No Fiber optic No No \n", + "\n", + " DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n", + "0 No No No No Month-to-month \n", + "1 Yes No No No One year \n", + "2 No No No No Month-to-month \n", + "3 Yes Yes No No One year \n", + "4 No No No No Month-to-month \n", + "\n", + " PaperlessBilling PaymentMethod MonthlyCharges TotalCharges \\\n", + "0 1 Electronic check 29.85 29.85 \n", + "1 0 Mailed check 56.95 1889.50 \n", + "2 1 Mailed check 53.85 108.15 \n", + "3 0 Bank transfer (automatic) 42.30 1840.75 \n", + "4 1 Electronic check 70.70 151.65 \n", + "\n", + " Churn \n", + "0 0 \n", + "1 0 \n", + "2 1 \n", + "3 0 \n", + "4 1 " + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_prep[bin_var]=data_prep[bin_var].apply(binaer_umwandeln)\n", + "data_prep.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "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>SeniorCitizen</th>\n", + " <th>Partner</th>\n", + " <th>Dependents</th>\n", + " <th>tenure</th>\n", + " <th>PhoneService</th>\n", + " <th>PaperlessBilling</th>\n", + " <th>MonthlyCharges</th>\n", + " <th>TotalCharges</th>\n", + " <th>Churn</th>\n", + " <th>gender_Male</th>\n", + " <th>...</th>\n", + " <th>TechSupport_Yes</th>\n", + " <th>StreamingTV_No internet service</th>\n", + " <th>StreamingTV_Yes</th>\n", + " <th>StreamingMovies_No internet service</th>\n", + " <th>StreamingMovies_Yes</th>\n", + " <th>Contract_One year</th>\n", + " <th>Contract_Two year</th>\n", + " <th>PaymentMethod_Credit card (automatic)</th>\n", + " <th>PaymentMethod_Electronic check</th>\n", + " <th>PaymentMethod_Mailed check</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>29.85</td>\n", + " <td>29.85</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>34</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>56.95</td>\n", + " <td>1889.50</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>53.85</td>\n", + " <td>108.15</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>45</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>42.30</td>\n", + " <td>1840.75</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>...</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>70.70</td>\n", + " <td>151.65</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 31 columns</p>\n", + "</div>" + ], + "text/plain": [ + " SeniorCitizen Partner Dependents tenure PhoneService PaperlessBilling \\\n", + "0 0 1 0 1 0 1 \n", + "1 0 0 0 34 1 0 \n", + "2 0 0 0 2 1 1 \n", + "3 0 0 0 45 0 0 \n", + "4 0 0 0 2 1 1 \n", + "\n", + " MonthlyCharges TotalCharges Churn gender_Male ... TechSupport_Yes \\\n", + "0 29.85 29.85 0 0 ... 0 \n", + "1 56.95 1889.50 0 1 ... 0 \n", + "2 53.85 108.15 1 1 ... 0 \n", + "3 42.30 1840.75 0 1 ... 1 \n", + "4 70.70 151.65 1 0 ... 0 \n", + "\n", + " StreamingTV_No internet service StreamingTV_Yes \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " StreamingMovies_No internet service StreamingMovies_Yes \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " Contract_One year Contract_Two year \\\n", + "0 0 0 \n", + "1 1 0 \n", + "2 0 0 \n", + "3 1 0 \n", + "4 0 0 \n", + "\n", + " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", + "0 0 1 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 1 \n", + "\n", + " PaymentMethod_Mailed check \n", + "0 0 \n", + "1 1 \n", + "2 1 \n", + "3 0 \n", + "4 0 \n", + "\n", + "[5 rows x 31 columns]" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create dummies\n", + "data_enc = pd.get_dummies(data_prep, drop_first=True)\n", + "data_enc.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping of dummies that also contain No phone service and No Internet service\n", + "dup_variables = [\"OnlineSecurity_No internet service\",\"OnlineBackup_No internet service\", \"TechSupport_No internet service\",\"StreamingTV_No internet service\",\"StreamingMovies_No internet service\", \"DeviceProtection_No internet service\",\"MultipleLines_No phone service\"]\n", + "data_enc.drop(dup_variables, axis=1, inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "## 3.3. Test auf Multikollinearität" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "Um ein korrektes Funktionieren der späteren Regression zu gewährleisten, darf keine Multikollinearität zwischen den Variablen bestehen. Das Vorhandensein einer solchen wird mit Hilfe der Bibliothek Statsmodel überprüft." + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature VIF\n", + "0 SeniorCitizen 1.376564\n", + "1 Partner 2.824725\n", + "2 Dependents 1.969391\n", + "3 tenure 20.482153\n", + "4 PhoneService 47.244378\n", + "5 PaperlessBilling 2.956951\n", + "6 MonthlyCharges 212.353073\n", + "7 TotalCharges 21.374002\n", + "8 gender_Male 2.021331\n", + "9 MultipleLines_Yes 2.861614\n", + "10 InternetService_Fiber optic 17.695260\n", + "11 InternetService_No 8.234451\n", + "12 OnlineSecurity_Yes 2.682712\n", + "13 OnlineBackup_Yes 2.909898\n", + "14 DeviceProtection_Yes 2.992570\n", + "15 TechSupport_Yes 2.758343\n", + "16 StreamingTV_Yes 4.928957\n", + "17 StreamingMovies_Yes 5.090603\n", + "18 Contract_One year 2.056188\n", + "19 Contract_Two year 3.487502\n", + "20 PaymentMethod_Credit card (automatic) 1.984196\n", + "21 PaymentMethod_Electronic check 2.955994\n", + "22 PaymentMethod_Mailed check 2.383290\n" + ] + } + ], + "source": [ + "# independent variables\n", + "vif_test = data_enc.drop(\"Churn\", 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": { + "include": false + }, + "source": [ + "\"MonthlyCharges\" hat den höchsten VIF und wird aus dem Datensatz entfernt." + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [], + "source": [ + "data_enc.drop(\"MonthlyCharges\", axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature VIF\n", + "0 SeniorCitizen 1.366018\n", + "1 Partner 2.817414\n", + "2 Dependents 1.961947\n", + "3 tenure 17.073930\n", + "4 PhoneService 9.277446\n", + "5 PaperlessBilling 2.796488\n", + "6 TotalCharges 18.028499\n", + "7 gender_Male 1.942509\n", + "8 MultipleLines_Yes 2.514269\n", + "9 InternetService_Fiber optic 4.186492\n", + "10 InternetService_No 3.473225\n", + "11 OnlineSecurity_Yes 1.986701\n", + "12 OnlineBackup_Yes 2.182678\n", + "13 DeviceProtection_Yes 2.299462\n", + "14 TechSupport_Yes 2.099655\n", + "15 StreamingTV_Yes 2.749724\n", + "16 StreamingMovies_Yes 2.771330\n", + "17 Contract_One year 2.056169\n", + "18 Contract_Two year 3.468149\n", + "19 PaymentMethod_Credit card (automatic) 1.820729\n", + "20 PaymentMethod_Electronic check 2.535918\n", + "21 PaymentMethod_Mailed check 1.982063\n" + ] + } + ], + "source": [ + "# the independent variables set \n", + "vif_test = data_enc.drop(\"Churn\", 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": { + "include": false + }, + "source": [ + "\"TotalCharges\" hat den höchsten VIF und wird aus dem Datensatz entfernt." + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [], + "source": [ + "data_enc.drop(\"TotalCharges\", axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature VIF\n", + "0 SeniorCitizen 1.363244\n", + "1 Partner 2.816895\n", + "2 Dependents 1.956413\n", + "3 tenure 7.530356\n", + "4 PhoneService 9.260839\n", + "5 PaperlessBilling 2.757816\n", + "6 gender_Male 1.931277\n", + "7 MultipleLines_Yes 2.426699\n", + "8 InternetService_Fiber optic 3.581328\n", + "9 InternetService_No 3.321342\n", + "10 OnlineSecurity_Yes 1.947904\n", + "11 OnlineBackup_Yes 2.093763\n", + "12 DeviceProtection_Yes 2.241375\n", + "13 TechSupport_Yes 2.060410\n", + "14 StreamingTV_Yes 2.636855\n", + "15 StreamingMovies_Yes 2.661529\n", + "16 Contract_One year 2.055971\n", + "17 Contract_Two year 3.456061\n", + "18 PaymentMethod_Credit card (automatic) 1.794059\n", + "19 PaymentMethod_Electronic check 2.401970\n", + "20 PaymentMethod_Mailed check 1.967082\n" + ] + } + ], + "source": [ + "# the independent variables set \n", + "vif_test = data_enc.drop(\"Churn\", axis=1)\n", + " \n", + "# VIF dataframe \n", + "vif_data = pd.DataFrame() \n", + "vif_data[\"feature\"] = vif_test.columns \n", + " \n", + "# calculating 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": { + "include": false + }, + "source": [ + "Keine der Variablen hat jetzt einen VIF von mehr als 10." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 3.4. Merkmalsskalierung" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [], + "source": [ + "# Separate target variable and predictors\n", + "y = data_enc[\"Churn\"]\n", + "X = data_enc.drop(labels = [\"Churn\"], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": { + "scrolled": true + }, + "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>SeniorCitizen</th>\n", + " <th>Partner</th>\n", + " <th>Dependents</th>\n", + " <th>tenure</th>\n", + " <th>PhoneService</th>\n", + " <th>PaperlessBilling</th>\n", + " <th>gender_Male</th>\n", + " <th>MultipleLines_Yes</th>\n", + " <th>InternetService_Fiber optic</th>\n", + " <th>InternetService_No</th>\n", + " <th>...</th>\n", + " <th>OnlineBackup_Yes</th>\n", + " <th>DeviceProtection_Yes</th>\n", + " <th>TechSupport_Yes</th>\n", + " <th>StreamingTV_Yes</th>\n", + " <th>StreamingMovies_Yes</th>\n", + " <th>Contract_One year</th>\n", + " <th>Contract_Two year</th>\n", + " <th>PaymentMethod_Credit card (automatic)</th>\n", + " <th>PaymentMethod_Electronic check</th>\n", + " <th>PaymentMethod_Mailed check</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>-1.280248</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0.064303</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>-1.239504</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0.512486</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>-1.239504</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>...</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 21 columns</p>\n", + "</div>" + ], + "text/plain": [ + " SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 0 1 0 -1.280248 0 \n", + "1 0 0 0 0.064303 1 \n", + "2 0 0 0 -1.239504 1 \n", + "3 0 0 0 0.512486 0 \n", + "4 0 0 0 -1.239504 1 \n", + "\n", + " PaperlessBilling gender_Male MultipleLines_Yes \\\n", + "0 1 0 0 \n", + "1 0 1 0 \n", + "2 1 1 0 \n", + "3 0 1 0 \n", + "4 1 0 0 \n", + "\n", + " InternetService_Fiber optic InternetService_No ... OnlineBackup_Yes \\\n", + "0 0 0 ... 1 \n", + "1 0 0 ... 0 \n", + "2 0 0 ... 1 \n", + "3 0 0 ... 0 \n", + "4 1 0 ... 0 \n", + "\n", + " DeviceProtection_Yes TechSupport_Yes StreamingTV_Yes \\\n", + "0 0 0 0 \n", + "1 1 0 0 \n", + "2 0 0 0 \n", + "3 1 1 0 \n", + "4 0 0 0 \n", + "\n", + " StreamingMovies_Yes Contract_One year Contract_Two year \\\n", + "0 0 0 0 \n", + "1 0 1 0 \n", + "2 0 0 0 \n", + "3 0 1 0 \n", + "4 0 0 0 \n", + "\n", + " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", + "0 0 1 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 1 \n", + "\n", + " PaymentMethod_Mailed check \n", + "0 0 \n", + "1 1 \n", + "2 1 \n", + "3 0 \n", + "4 0 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Scaling the variables\n", + "num_features = ['tenure']\n", + "\n", + "scaler = StandardScaler()\n", + "\n", + "X[num_features] = scaler.fit_transform(X[num_features])\n", + "X.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 3.5. Undersampling " + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [], + "source": [ + "iht = InstanceHardnessThreshold(random_state=0,estimator=LogisticRegression (solver='lbfgs', multi_class='auto'))\n", + " \n", + "X_resampled, y_resampled = iht.fit_resample(X, y)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 3.6. Erstellen von Test- & Trainingsdaten" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [], + "source": [ + "# Split dataset in train and test datasets\n", + "# The default value of 80% to 20% is used.\n", + "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, random_state=110)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "# 4. Modellierung und Auswertung" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "Als Datenmodell wird eine logisitische Regression verwendet. Dies bietet sich zur Klassifikation der Kunden auf eine binäre Zielvariable (= Kundenabwanderung) an." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 4.1. Logistische Regression" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "Zur Lösung des Problems wird die logistische Regression verwendet. Hierfür werden die beiden Bibliotheken Statsmodels und Scikit-Learn verwendet. Die komplette Auswertung des Modells findet erst im Unterkapitel zu Scikit-Learn statt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "## Statistische Modelle" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "### Training und Vorhersage" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 0.082006\n", + " Iterations 11\n", + " Logit Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2803\n", + "Model: Logit Df Residuals: 2781\n", + "Method: MLE Df Model: 21\n", + "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8817\n", + "Time: 15:00:28 Log-Likelihood: -229.86\n", + "converged: True LL-Null: -1942.4\n", + "Covariance Type: nonrobust LLR p-value: 0.000\n", + "=========================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "---------------------------------------------------------------------------------------------------------\n", + "const 5.1912 0.828 6.266 0.000 3.567 6.815\n", + "SeniorCitizen 0.4609 0.457 1.008 0.313 -0.435 1.357\n", + "Partner -0.4112 0.302 -1.362 0.173 -1.003 0.181\n", + "Dependents -0.5746 0.294 -1.952 0.051 -1.151 0.002\n", + "tenure -2.9281 0.309 -9.468 0.000 -3.534 -2.322\n", + "PhoneService -1.2307 0.544 -2.261 0.024 -2.298 -0.164\n", + "PaperlessBilling 1.2621 0.288 4.385 0.000 0.698 1.826\n", + "gender_Male -0.1334 0.255 -0.524 0.600 -0.633 0.366\n", + "MultipleLines_Yes 1.0865 0.336 3.231 0.001 0.427 1.746\n", + "InternetService_Fiber optic 3.1681 0.400 7.916 0.000 2.384 3.952\n", + "InternetService_No -2.8314 0.567 -4.992 0.000 -3.943 -1.720\n", + "OnlineSecurity_Yes -1.7901 0.321 -5.581 0.000 -2.419 -1.161\n", + "OnlineBackup_Yes -0.3203 0.309 -1.036 0.300 -0.926 0.286\n", + "DeviceProtection_Yes 0.4336 0.331 1.312 0.190 -0.214 1.082\n", + "TechSupport_Yes -0.8710 0.329 -2.648 0.008 -1.516 -0.226\n", + "StreamingTV_Yes 1.1971 0.351 3.414 0.001 0.510 1.884\n", + "StreamingMovies_Yes 1.4263 0.374 3.815 0.000 0.693 2.159\n", + "Contract_One year -3.5720 0.488 -7.317 0.000 -4.529 -2.615\n", + "Contract_Two year -6.5206 0.584 -11.164 0.000 -7.665 -5.376\n", + "PaymentMethod_Credit card (automatic) -0.0720 0.313 -0.230 0.818 -0.686 0.542\n", + "PaymentMethod_Electronic check 1.2794 0.406 3.154 0.002 0.484 2.075\n", + "PaymentMethod_Mailed check -0.3240 0.398 -0.813 0.416 -1.105 0.457\n", + "=========================================================================================================\n", + "\n", + "Possibly complete quasi-separation: A fraction 0.37 of observations can be\n", + "perfectly predicted. This might indicate that there is complete\n", + "quasi-separation. In this case some parameters will not be identified.\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": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "Das trainierte Modell zeigt statistisch nicht-signifikante Variablen an. Dies ist gegeben, wenn der Wert P>|z| größer als 0,05 ist und es sich nicht um die Konstante handelt." + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [], + "source": [ + "# Removing the statistically non-significant features (P>|z|> 0.05)\n", + "insignificant_features = [\"Partner\", \"gender_Male\", \"OnlineBackup_Yes\", \"DeviceProtection_Yes\", \"PaymentMethod_Credit card (automatic)\",\"PaymentMethod_Mailed check\"]\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": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "Nun kann ein zweites Modell erstellt werden:" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 0.083077\n", + " Iterations 11\n", + " Logit Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2803\n", + "Model: Logit Df Residuals: 2787\n", + "Method: MLE Df Model: 15\n", + "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8801\n", + "Time: 15:00:28 Log-Likelihood: -232.87\n", + "converged: True LL-Null: -1942.4\n", + "Covariance Type: nonrobust LLR p-value: 0.000\n", + "==================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------\n", + "const 4.7119 0.718 6.566 0.000 3.305 6.118\n", + "SeniorCitizen 0.3954 0.458 0.864 0.387 -0.501 1.292\n", + "Dependents -0.7328 0.262 -2.797 0.005 -1.246 -0.219\n", + "tenure -2.9242 0.297 -9.845 0.000 -3.506 -2.342\n", + "PhoneService -1.2073 0.540 -2.235 0.025 -2.266 -0.149\n", + "PaperlessBilling 1.2161 0.285 4.273 0.000 0.658 1.774\n", + "MultipleLines_Yes 1.0989 0.331 3.320 0.001 0.450 1.748\n", + "InternetService_Fiber optic 3.1159 0.391 7.966 0.000 2.349 3.883\n", + "InternetService_No -2.8462 0.529 -5.381 0.000 -3.883 -1.809\n", + "OnlineSecurity_Yes -1.7441 0.313 -5.576 0.000 -2.357 -1.131\n", + "TechSupport_Yes -0.8357 0.325 -2.569 0.010 -1.473 -0.198\n", + "StreamingTV_Yes 1.2193 0.348 3.508 0.000 0.538 1.901\n", + "StreamingMovies_Yes 1.4394 0.368 3.908 0.000 0.717 2.161\n", + "Contract_One year -3.4572 0.471 -7.337 0.000 -4.381 -2.534\n", + "Contract_Two year -6.3299 0.557 -11.372 0.000 -7.421 -5.239\n", + "PaymentMethod_Electronic check 1.3103 0.362 3.623 0.000 0.601 2.019\n", + "==================================================================================================\n", + "\n", + "Possibly complete quasi-separation: A fraction 0.36 of observations can be\n", + "perfectly predicted. This might indicate that there is complete\n", + "quasi-separation. In this case some parameters will not be identified.\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": { + "include": false + }, + "source": [ + "Keine statistisch nicht signifikanten Variablen mehr. Das endgültige Modell wurde modelliert:" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 0.083077\n", + " Iterations 11\n", + " Logit Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2803\n", + "Model: Logit Df Residuals: 2787\n", + "Method: MLE Df Model: 15\n", + "Date: Thu, 21 Oct 2021 Pseudo R-squ.: 0.8801\n", + "Time: 15:00:28 Log-Likelihood: -232.87\n", + "converged: True LL-Null: -1942.4\n", + "Covariance Type: nonrobust LLR p-value: 0.000\n", + "==================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------\n", + "const 4.7119 0.718 6.566 0.000 3.305 6.118\n", + "SeniorCitizen 0.3954 0.458 0.864 0.387 -0.501 1.292\n", + "Dependents -0.7328 0.262 -2.797 0.005 -1.246 -0.219\n", + "tenure -2.9242 0.297 -9.845 0.000 -3.506 -2.342\n", + "PhoneService -1.2073 0.540 -2.235 0.025 -2.266 -0.149\n", + "PaperlessBilling 1.2161 0.285 4.273 0.000 0.658 1.774\n", + "MultipleLines_Yes 1.0989 0.331 3.320 0.001 0.450 1.748\n", + "InternetService_Fiber optic 3.1159 0.391 7.966 0.000 2.349 3.883\n", + "InternetService_No -2.8462 0.529 -5.381 0.000 -3.883 -1.809\n", + "OnlineSecurity_Yes -1.7441 0.313 -5.576 0.000 -2.357 -1.131\n", + "TechSupport_Yes -0.8357 0.325 -2.569 0.010 -1.473 -0.198\n", + "StreamingTV_Yes 1.2193 0.348 3.508 0.000 0.538 1.901\n", + "StreamingMovies_Yes 1.4394 0.368 3.908 0.000 0.717 2.161\n", + "Contract_One year -3.4572 0.471 -7.337 0.000 -4.381 -2.534\n", + "Contract_Two year -6.3299 0.557 -11.372 0.000 -7.421 -5.239\n", + "PaymentMethod_Electronic check 1.3103 0.362 3.623 0.000 0.601 2.019\n", + "==================================================================================================\n", + "\n", + "Possibly complete quasi-separation: A fraction 0.36 of observations can be\n", + "perfectly predicted. This might indicate that there is complete\n", + "quasi-separation. In this case some parameters will not be identified.\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": 193, + "metadata": { + "scrolled": true + }, + "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": { + "include": false + }, + "source": [ + "## 4.1. Auswertung" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Zur Evaluation sollen mehrere Metriken verwendet werden, die komfortabler mittels Scikit-Learn erzeugt werden können. Deshalb wird das identische Modell wie mit Statsmodels nochmals in Scikit-Learn erzeugt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## Scikit-Learn" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "### Training und Vorhersage" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": {}, + "outputs": [], + "source": [ + "# C is needed to build the exact same model as with Statsmodels; source: https://www.kdnuggets.com/2016/06/regularization-logistic-regression.html\n", + "logistic_model = LogisticRegression(random_state=0, C=1e8)" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "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": { + "include": false, + "paragraph": "Evaluation" + }, + "source": [ + "### Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy with testdata: 0.9882352941176471\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": { + "include": false, + "paragraph": "Evaluation" + }, + "source": [ + "Die Genauigkeit deutet auf ein überdurchschnittliches Modell hin. Allerdings handelt es sich um einen unausgewogenen Datensatz. Daher müssen weitere Metriken analysiert werden.\n", + "\t\n" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "traindata:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.96 1.00 0.98 1374\n", + " 1 1.00 0.96 0.98 1429\n", + "\n", + " accuracy 0.98 2803\n", + " macro avg 0.98 0.98 0.98 2803\n", + "weighted avg 0.98 0.98 0.98 2803\n", + "\n", + "testdata:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 1.00 0.99 495\n", + " 1 1.00 0.98 0.99 440\n", + "\n", + " accuracy 0.99 935\n", + " macro avg 0.99 0.99 0.99 935\n", + "weighted avg 0.99 0.99 0.99 935\n", + "\n" + ] + } + ], + "source": [ + "# classification report\n", + "\n", + "print(\"traindata:\")\n", + "print(classification_report(y_train,prediction_train))\n", + "print(\"testdata:\")\n", + "print(classification_report(y_test,prediction_test))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Höhere Genauigkeit für das Training als für den Testdatensatz. Insgesamt sind die Werte für den Test- und den Trainingsdatensatz sehr ähnlich. Daher sollte nicht von einem Overfitting oder Underfitting ausgegangen werden." + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 39.5, 'Predicted label')" + ] + }, + "execution_count": 198, + "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", + "cm = confusion_matrix(y_test,prediction_test)\n", + "df_cm = pd.DataFrame(cm, index=['No Churn','Churn'], columns=['No Churn', 'Churn'],)\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": 199, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True Negatives: 493\n", + "False Positives: 2\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 0.9953810623556582\n" + ] + } + ], + "source": [ + "# metrics from 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": { + "include": false + }, + "source": [ + "Präzision und Recall vermitteln ein viel realistischeres Bild des Modells. Es erreicht eine Präzision von rund 68 % und eine Wiederauffindbarkeit von 52 %. Der Recall ist für den Anwendungsfall eindeutig wichtiger und muss daher auf Kosten der Präzision verbessert werden." + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ROC-Kurve, AUC\n", + "fig, ax = plt.subplots(figsize=(8,6))\n", + "ax.set_title('ROC Kurve')\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": { + "include": false + }, + "source": [ + "Der AUC der ROC-Kurve ergibt einen guten Wert von 0,84. Daraus lässt sich schließen, dass durch die Optimierung des Schwellenwertes Optimierungspotenzial besteht." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 4.3. Interpretation" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Zunächst sollen jedoch die Ergebnisse für das Unternehmen veranschaulicht werden und es soll geklärt werden, welche Kunden zur Abwanderung führen und welche gegen eine Abwanderung sprechen." + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "InternetService_Fiber optic 3.115901\n", + "StreamingMovies_Yes 1.439381\n", + "PaymentMethod_Electronic check 1.310265\n", + "StreamingTV_Yes 1.219198\n", + "PaperlessBilling 1.216093\n", + "MultipleLines_Yes 1.098867\n", + "SeniorCitizen 0.395488\n", + "Dependents -0.732812\n", + "TechSupport_Yes -0.835712\n", + "PhoneService -1.207319\n", + "OnlineSecurity_Yes -1.744166\n", + "InternetService_No -2.846463\n", + "tenure -2.924275\n", + "Contract_One year -3.457173\n", + "Contract_Two year -6.329852\n", + "dtype: float64" + ] + }, + "execution_count": 201, + "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": 202, + "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 representation of key features that lead to churn.\n", + "weights = pd.Series(logistic_model.coef_[0],\n", + " index=X_train.columns.values)\n", + "print (weights.sort_values(ascending = False)[:7].plot(kind='bar'))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die drei Hauptmerkmale, die zur Abwanderung führen, sind:\n", + "\n", + "- Der Glasfaserdienst (InternetService_Glasfaser),\n", + "- Die Online-Zahlungen (PaperlessBilling) und\n", + "- Das Abonnement des zusätzlichen Filmstreamingdienstes (StreamingMovies_Yes).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "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": [ + "# Most important features that keep customers from churning\n", + "print(weights.sort_values(ascending = False)[-8:].plot(kind='bar'))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die drei wichtigsten Merkmale, die Kunden von der Abwanderung abhalten, sind:\n", + "\n", + "- Die Verträge, die für zwei Jahre gekündigt werden können (Contract_Two year),\n", + "- Die Zeit, die man Kunde eines Unternehmens ist (Tenure) und\n", + "- kein Abonnement für den Internetdienst (InternetService_No).\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 4.4. Modell-Optimierung" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Evaluation" + }, + "source": [ + "Für die Bewertung der Qualität einer Klassifikation werden Metriken wir Accuracy (= allgemeine Genauigkeit der Klassifikation), Precision (= Präzision der Vorhersage der Kundenabwanderung) und Recall (= Menge der abwanderungswilligen Kunden die korrekt klassifiziert wurden) genutzt. In einer ersten Modellstufe wird eine Accuracy von 80%, ein Recall von 53% sowie eine Precision von 68% erreicht. Insbesondere der Recall ist hier zu schlecht, da nur etwas mehr als die Hälfte der abwanderungswilligen Kunden erkannt werden. In einer zweiten Modellstufe wird eine Hyperparameteroptimierung vorgenommen. Durch eine Veränderung des Treshholds für die Klassifikation wird eine Accuracy von 76%, ein Recall von 73% und eine Precision von 53% erreicht. Fast drei Viertel aller abwanderungswilligen Kunden werden durch dieses Modell erkannt." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Die Recall-Rate 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": 204, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "******** For a Threshold about 0.05 ******\n", + "Accuracy: 0.8588235294117647\n", + "True Negatives: 367\n", + "False Positives: 128\n", + "False Negatives: 4\n", + "True Positives: 436\n", + "Recall: 0.990909090909091\n", + "Precision: 0.7730496453900709\n", + "\n", + "******** For a Threshold about 0.1 ******\n", + "Accuracy: 0.9144385026737968\n", + "True Negatives: 420\n", + "False Positives: 75\n", + "False Negatives: 5\n", + "True Positives: 435\n", + "Recall: 0.9886363636363636\n", + "Precision: 0.8529411764705882\n", + "\n", + "******** For a Threshold about 0.15 ******\n", + "Accuracy: 0.9422459893048128\n", + "True Negatives: 446\n", + "False Positives: 49\n", + "False Negatives: 5\n", + "True Positives: 435\n", + "Recall: 0.9886363636363636\n", + "Precision: 0.8987603305785123\n", + "\n", + "******** For a Threshold about 0.2 ******\n", + "Accuracy: 0.9657754010695188\n", + "True Negatives: 468\n", + "False Positives: 27\n", + "False Negatives: 5\n", + "True Positives: 435\n", + "Recall: 0.9886363636363636\n", + "Precision: 0.9415584415584416\n", + "\n", + "******** For a Threshold about 0.25 ******\n", + "Accuracy: 0.9786096256684492\n", + "True Negatives: 481\n", + "False Positives: 14\n", + "False Negatives: 6\n", + "True Positives: 434\n", + "Recall: 0.9863636363636363\n", + "Precision: 0.96875\n", + "\n", + "******** For a Threshold about 0.3 ******\n", + "Accuracy: 0.9818181818181818\n", + "True Negatives: 486\n", + "False Positives: 9\n", + "False Negatives: 8\n", + "True Positives: 432\n", + "Recall: 0.9818181818181818\n", + "Precision: 0.9795918367346939\n", + "\n", + "******** For a Threshold about 0.35 ******\n", + "Accuracy: 0.986096256684492\n", + "True Negatives: 490\n", + "False Positives: 5\n", + "False Negatives: 8\n", + "True Positives: 432\n", + "Recall: 0.9818181818181818\n", + "Precision: 0.988558352402746\n", + "\n", + "******** For a Threshold about 0.4 ******\n", + "Accuracy: 0.9871657754010695\n", + "True Negatives: 491\n", + "False Positives: 4\n", + "False Negatives: 8\n", + "True Positives: 432\n", + "Recall: 0.9818181818181818\n", + "Precision: 0.9908256880733946\n", + "\n", + "******** For a Threshold about 0.45 ******\n", + "Accuracy: 0.9893048128342246\n", + "True Negatives: 493\n", + "False Positives: 2\n", + "False Negatives: 8\n", + "True Positives: 432\n", + "Recall: 0.9818181818181818\n", + "Precision: 0.9953917050691244\n", + "\n", + "******** For a Threshold about 0.5 ******\n", + "Accuracy: 0.9882352941176471\n", + "True Negatives: 493\n", + "False Positives: 2\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 0.9953810623556582\n", + "\n", + "******** For a Threshold about 0.55 ******\n", + "Accuracy: 0.9882352941176471\n", + "True Negatives: 493\n", + "False Positives: 2\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 0.9953810623556582\n", + "\n", + "******** For a Threshold about 0.6 ******\n", + "Accuracy: 0.9893048128342246\n", + "True Negatives: 494\n", + "False Positives: 1\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 0.9976851851851852\n", + "\n", + "******** For a Threshold about 0.65 ******\n", + "Accuracy: 0.9893048128342246\n", + "True Negatives: 494\n", + "False Positives: 1\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 0.9976851851851852\n", + "\n", + "******** For a Threshold about 0.7 ******\n", + "Accuracy: 0.9903743315508021\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.75 ******\n", + "Accuracy: 0.9903743315508021\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 9\n", + "True Positives: 431\n", + "Recall: 0.9795454545454545\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.8 ******\n", + "Accuracy: 0.9893048128342246\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 10\n", + "True Positives: 430\n", + "Recall: 0.9772727272727273\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.85 ******\n", + "Accuracy: 0.9882352941176471\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 11\n", + "True Positives: 429\n", + "Recall: 0.975\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.9 ******\n", + "Accuracy: 0.9871657754010695\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 12\n", + "True Positives: 428\n", + "Recall: 0.9727272727272728\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.95 ******\n", + "Accuracy: 0.9807486631016042\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 18\n", + "True Positives: 422\n", + "Recall: 0.9590909090909091\n", + "Precision: 1.0\n", + "\n", + "******** For a Threshold about 0.99 ******\n", + "Accuracy: 0.9497326203208556\n", + "True Negatives: 495\n", + "False Positives: 0\n", + "False Negatives: 47\n", + "True Positives: 393\n", + "Recall: 0.8931818181818182\n", + "Precision: 1.0\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 about {} ******'.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", + " # read 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 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": { + "include": false + }, + "source": [ + "Ein Schwellenwert von 0,3 bietet ein besseres Ergebnis für die Anwendung. Er erhöht die Wiederauffindbarkeit auf ein zufriedenstellendes Niveau von 73,21 %, was zu Lasten der Präzision geht. Die Präzision ist jedoch vernachlässigbar." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Daraus ergeben sich die folgenden Werte:" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.98 0.98 495\n", + " 1 0.98 0.98 0.98 440\n", + "\n", + " accuracy 0.98 935\n", + " macro avg 0.98 0.98 0.98 935\n", + "weighted avg 0.98 0.98 0.98 935\n", + "\n", + "Confusion matrix for the new threshold:\n" + ] + }, + { + "data": { + "image/png": "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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: 0.9818181818181818\n", + "True Negatives: 486\n", + "False Positives: 9\n", + "False Negatives: 8\n", + "True Positives: 432\n", + "Recall: 0.9818181818181818\n", + "Precision: 0.9795918367346939\n" + ] + } + ], + "source": [ + "# Threshold about 0,3\n", + "y_test_pred = pred_proba_df.apply(lambda x: 1 if x>0.30 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 for the new threshold:\")\n", + "df_cm = pd.DataFrame(c, index=['No Churn','Churn'], columns=['No Churn', 'Churn'],)\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": { + "include": false, + "paragraph": "Evaluation" + }, + "source": [ + "Erwartungsgemäß steigt die Rate der fälschlicherweise als abgewandert eingestuften Kunden. Im Gegenzug steigt aber auch die Anzahl der Kunden, die korrekt als Abwanderer vorhergesagt werden (True Positives). Wie in der Hausarbeit ausgeführt, ist dies essentiell, denn im Zweifelsfall würde ein Kunde fälschlicherweise vom Serviceteam angerufen werden und diesen Anruf sogar als guten Service wahrnehmen und längerfristig an das Unternehmen binden." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Umsetzung" + }, + "source": [ + "# 5. Deployment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Umsetzung" + }, + "source": [ + "Die Umsetzung bzw. Einbindung des Datenmodells bietet sich in CRM-Systemen an. Auf Basis von Kundenmerkmalen kann automatisiert eine Vorhersage über eine potentielle Kundenabwanderung erstellt werden. Auf diese Weise lassen sich gefährdete Kundenbeziehungen identifizieren, in Form von Dashboards visualisieren sowie teil-automatisiert bearbeiten." + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "metadata": {}, + "outputs": [], + "source": [ + "# Separate individual (scaled) customer\n", + "customer_df = X_test.iloc[896]" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SeniorCitizen 0.000000\n", + "Dependents 0.000000\n", + "tenure -0.302393\n", + "PhoneService 1.000000\n", + "PaperlessBilling 0.000000\n", + "MultipleLines_Yes 0.000000\n", + "InternetService_Fiber optic 0.000000\n", + "InternetService_No 1.000000\n", + "OnlineSecurity_Yes 0.000000\n", + "TechSupport_Yes 0.000000\n", + "StreamingTV_Yes 0.000000\n", + "StreamingMovies_Yes 0.000000\n", + "Contract_One year 0.000000\n", + "Contract_Two year 1.000000\n", + "PaymentMethod_Electronic check 0.000000\n", + "Name: 1544, dtype: float64" + ] + }, + "execution_count": 207, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Overview about the customer\n", + "customer_df" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [], + "source": [ + "# execute prediction\n", + "cust_pred = logistic_model.predict([customer_df])" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [], + "source": [ + "# evaluate results\n", + "def check_prediction(pred):\n", + " if pred[0] == 1:\n", + " print(\"The customer will probably churn! Inform Customer Relationship Management!\")\n", + " else:\n", + " print(\"The customer probably will not churn.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The customer probably will not churn.\n" + ] + } + ], + "source": [ + "check_prediction(cust_pred)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "# Zusammenfassung" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "Das Notebook hat gezeigt, wie eine logistische Regression verwendet werden kann, um die Abwanderung von Kunden im Telekommunikationssegment vorherzusagen." + ] + } + ], + "metadata": { + "branche": "Telekommunikation", + "dataSource": "https://storage.googleapis.com/ml-service-repository-datastorage/Customer_Churn_Prediction_data.csv", + "funktion": "Marketing", + "interpreter": { + "hash": "07673f924689cda9590af2124148040e2ce6fe7ee39bbd541ae69d9c32a71079" + }, + "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" + }, + "repoLink": "https://gitlab.reutlingen-university.de/ki_lab/machine-learning-services/-/blob/main/CRM/Customer%20Churn%20Prediction/notebook.ipynb?ref_type=heads", + "skipNotebookInDeployment": false, + "teaser": "Ein wichtiges Ziel für jedes Unternehmen liegt in der Erhaltung wertvoller Kundenbeziehungen. Problematisch ist die Abwanderung von Kunden zu Wettbewerbern (= Churn). Der Datensatz für diese Demo wurde auf der Kaggle Data Science Plattform veröffentlicht. Die Zeilen des Datensatzes stellen jeweils einen Kunden dar. Die Spalten beschreiben die Merkmale der Kunden. Auf Basis der Merkmale wird versucht zu klassifizieren, ob ein Kunde das Unternehmen verlässt oder nicht. Verschiedene Schritte zur Datenvorbereitung werden umgesetzt. Als Datenmodell wird eine logisitische Regression verwendet. Das finale Datenmodell erreicht eine Genauigkeit von 76% und einen Recall von 73%. Fast drei Viertel aller abwanderungswilligen Kunden werden durch dieses Modell erkannt.", + "title": "Vorhersage der Abwanderung von Kunden" + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Marketing/Predicting clicks on online advertising by Facebook/notebook.ipynb b/Marketing/Predicting clicks on online advertising by Facebook/notebook.ipynb index b939e5f..46e50bf 100644 --- a/Marketing/Predicting clicks on online advertising by Facebook/notebook.ipynb +++ b/Marketing/Predicting clicks on online advertising by Facebook/notebook.ipynb @@ -163,6 +163,16 @@ "Es würde sich anbieten dieses Modell beim Ausspielen der Anzeigen zu implementieren, um vor dem Ausspielen einer Anzeige vorherzusagen ob sie geklickt werden würde oder nicht. Hierdurch kann vermieden werden das Nutzer von Werbeanzeigen genervt werden, welche sie sowieso nicht anklicken werden. Dadurch entsteht ein Mehrwert für den Werbekunden sowie für den Nutzer." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + " " + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -179,6 +189,22 @@ "## 1. Business Understanding" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Business", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Für Anbieter einer Werbeplattform ist es wichtig, dass möglichst viele der Nutzer, welchen eine Werbeanzeige ausgespielt wird diese auch anklicken. Erreicht ein Anbieter hier besonders gute Ergebnisse ist er interesanter für portentzielle Kunden und kann höhere Preise verlangen. Darum wird in diesem Beispiel anhand von demographischen Merkmalen eines Nutzers sowie Daten zu seiner Internetnutzung, vorhergesagt ob ein Nutzer mit einer Anzeige interagieren wird oder nicht." + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -216,6 +242,22 @@ "## 2. Daten und Datenverständnis" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Daten", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Der Datensatz welcher in diesem Beispiel verwendet wird, wurde ursprünglich auf [Kaggle](https://www.kaggle.com/) veröffentlicht, steht dort jedoch nichtmehr zur Verfügung, daher kann er nun vom [Google Cloud Storage](https://storage.googleapis.com/ml-service-repository-datastorage/Predicting_clicks_on_online_advertising_by_Facebook_data.csv) bezogen werden. Jede Zeile des Datensatzes stellt einen Nutzer dar. Die Spalten beinhalten Informationen zum Nutzer in numerischer sowie kategorialer Form. Ein Beispiel für ein numerisches Merkmal ist Zeit welche der Nutzer täglich auf der Seite verbringt oder auch sein Alter, kategoriale Merkmale sind Wohnort und Gechlecht. Zusätzlich sind auch noch Spalten vorhanden welche Merkmale der Werbeanzeige beinhalten nämlich das Thema der Anzeige sowie ob der Nutzer sie angeklickt hat." + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -228,12 +270,14 @@ }, { "cell_type": "code", + "execution_count": 255, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:03.271071Z", "start_time": "2024-07-03T18:40:03.251875Z" } }, + "outputs": [], "source": [ "# Import required libraries\n", "import pandas as pd\n", @@ -247,9 +291,7 @@ "%matplotlib inline\n", "sns.set_style('whitegrid')\n", "plt.style.use(\"fivethirtyeight\")" - ], - "outputs": [], - "execution_count": 255 + ] }, { "attachments": {}, @@ -263,43 +305,17 @@ }, { "cell_type": "code", + "execution_count": 256, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:03.997738Z", "start_time": "2024-07-03T18:40:03.605523Z" - } + }, + "scrolled": true }, - "source": [ - "# Load the CSV-file in a DataFrame\n", - "data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Predicting_clicks_on_online_advertising_by_Facebook_data.csv')\n", - "data.head()" - ], "outputs": [ { "data": { - "text/plain": [ - " Daily Time Spent on Site Age Area Income Daily Internet Usage \\\n", - "0 68.95 35 61833.90 256.09 \n", - "1 80.23 31 68441.85 193.77 \n", - "2 69.47 26 59785.94 236.50 \n", - "3 74.15 29 54806.18 245.89 \n", - "4 68.37 35 73889.99 225.58 \n", - "\n", - " Ad Topic Line City Male Country \\\n", - "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n", - "1 Monitored national standardization West Jodi 1 Nauru \n", - "2 Organic bottom-line service-desk Davidton 0 San Marino \n", - "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", - "4 Robust logistical utilization South Manuel 0 Iceland \n", - "\n", - " Timestamp Clicked on Ad \n", - "0 2016-03-27 00:53:11 0 \n", - "1 2016-04-04 01:39:02 0 \n", - "2 2016-03-13 20:35:42 0 \n", - "3 2016-01-10 02:31:19 0 \n", - "4 2016-06-03 03:36:18 0 " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -400,6 +416,28 @@ " </tbody>\n", "</table>\n", "</div>" + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income Daily Internet Usage \\\n", + "0 68.95 35 61833.90 256.09 \n", + "1 80.23 31 68441.85 193.77 \n", + "2 69.47 26 59785.94 236.50 \n", + "3 74.15 29 54806.18 245.89 \n", + "4 68.37 35 73889.99 225.58 \n", + "\n", + " Ad Topic Line City Male Country \\\n", + "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n", + "1 Monitored national standardization West Jodi 1 Nauru \n", + "2 Organic bottom-line service-desk Davidton 0 San Marino \n", + "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", + "4 Robust logistical utilization South Manuel 0 Iceland \n", + "\n", + " Timestamp Clicked on Ad \n", + "0 2016-03-27 00:53:11 0 \n", + "1 2016-04-04 01:39:02 0 \n", + "2 2016-03-13 20:35:42 0 \n", + "3 2016-01-10 02:31:19 0 \n", + "4 2016-06-03 03:36:18 0 " ] }, "execution_count": 256, @@ -407,7 +445,11 @@ "output_type": "execute_result" } ], - "execution_count": 256 + "source": [ + "# Load the CSV-file in a DataFrame\n", + "data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Predicting_clicks_on_online_advertising_by_Facebook_data.csv')\n", + "data.head()" + ] }, { "attachments": {}, @@ -421,23 +463,39 @@ "tags": [] }, "source": [ - "# 3. Datenanalyse\n", - "\n", - "Zweck dieses Kapitels ist die Überprüfung, Analyse und Aufbereitung der Daten." + "# 3. Datenanalyse\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "editable": true, + "include": false, + "paragraph": "Datenvorbereitung", + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Um später ein Modell zur Vorhersage effektiv trainieren zu können muss die Qualität der Daten sichergestellt werden. \n", + "Hierzu wird in einem ersten Schritt überprüft ob es Spalten gibt, welche fehlende Werte für Zeilen aufweisen, zusätzlich wird der Datensatz auf Duplikate gechekt. Im nächsten Schritt wird die Ausgewogenheit des Datensatzes überprüft, bei einer Klassifikationsaufgabe wie dieser sollte der Datensatz möglichst die gleiche Anzahl an Einträgen für jede Klassifikationsmöglichkeit enthalten. Dieser Datensatz ist enthält 500 Einträge in welchen die Anzeige angeklickt wurde und 500 Einträge in welchen die Anzeige nicht angeklickt wurde und ist somit schon perfekt ausgewogen. \n", + "Nun beginnt die explorative Datenanalyse, in ihr werden die verschiedenen Merkmale in Verhältnis zueinander gesetzt und das Ergebnis visuell dargestellt und eine Korrelationsanalyse durchgeführt. Das dient dazu mögliche Zusammenhänge zwischen der Zielvariable, in unserem Fall \"Anzeige angeklickt\", und den Merkmalen zu finden. \n", + "Zusätzlich wird aus dem Timestamp an welchem die Werbeanzeige angezeigt wurde, folgende Merkmale Monat, Tag, Stund sowie Wochentag extrahiert und in neuen Spalten gespeichert. Das Alter wurde in Altersgruppen eingeteilt und in einer neuen Spalte gespeichert. Mit disen neuen Spalten wird nochmal eine explorative Analyse ausgeführt.\n", + "Die Ergebnisse dieser Analyse werden verwendet um Merkmale bei welchen sich kein Zusammenhang finden lässt werden aus dem Datensatz entfernt, dieser Schritt wird Dimensionsreduktion genannt. Im Falle dieses Datensatzes betrifft es die Spalten Land, Stadt, Thema der Anzeige, Tag, Monat, Stunde, Wochentag, Alter und Altersgruppe. \n", + "Dieser Datensatz wird abschließend auf ein gemeinsames Messniveau skaliert, auch Standardisierung gennant, und in einen Trainings- sowie Testdatensatz aufgeteilt." ] }, { "cell_type": "code", + "execution_count": 257, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:04.010289Z", "start_time": "2024-07-03T18:40:03.998742Z" } }, - "source": [ - "# Info of the DataFrame\n", - "data.info()" - ], "outputs": [ { "name": "stdout", @@ -463,63 +521,23 @@ ] } ], - "execution_count": 257 + "source": [ + "# Info of the DataFrame\n", + "data.info()" + ] }, { "cell_type": "code", + "execution_count": 258, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:04.031833Z", "start_time": "2024-07-03T18:40:04.011293Z" } }, - "source": [ - "# Compute different metrics for each column\n", - "data.describe(include=\"all\")" - ], "outputs": [ { "data": { - "text/plain": [ - " Daily Time Spent on Site Age Area Income \\\n", - "count 1000.000000 1000.000000 1000.000000 \n", - "unique NaN NaN NaN \n", - "top NaN NaN NaN \n", - "freq NaN NaN NaN \n", - "mean 65.000200 36.009000 55000.000080 \n", - "std 15.853615 8.785562 13414.634022 \n", - "min 32.600000 19.000000 13996.500000 \n", - "25% 51.360000 29.000000 47031.802500 \n", - "50% 68.215000 35.000000 57012.300000 \n", - "75% 78.547500 42.000000 65470.635000 \n", - "max 91.430000 61.000000 79484.800000 \n", - "\n", - " Daily Internet Usage Ad Topic Line City \\\n", - "count 1000.000000 1000 1000 \n", - "unique NaN 1000 969 \n", - "top NaN Cloned 5thgeneration orchestration Lisamouth \n", - "freq NaN 1 3 \n", - "mean 180.000100 NaN NaN \n", - "std 43.902339 NaN NaN \n", - "min 104.780000 NaN NaN \n", - "25% 138.830000 NaN NaN \n", - "50% 183.130000 NaN NaN \n", - "75% 218.792500 NaN NaN \n", - "max 269.960000 NaN NaN \n", - "\n", - " Male Country Timestamp Clicked on Ad \n", - "count 1000.000000 1000 1000 1000.00000 \n", - "unique NaN 237 1000 NaN \n", - "top NaN France 2016-03-27 00:53:11 NaN \n", - "freq NaN 9 1 NaN \n", - "mean 0.481000 NaN NaN 0.50000 \n", - "std 0.499889 NaN NaN 0.50025 \n", - "min 0.000000 NaN NaN 0.00000 \n", - "25% 0.000000 NaN NaN 0.00000 \n", - "50% 0.000000 NaN NaN 0.50000 \n", - "75% 1.000000 NaN NaN 1.00000 \n", - "max 1.000000 NaN NaN 1.00000 " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -698,6 +716,46 @@ " </tbody>\n", "</table>\n", "</div>" + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income \\\n", + "count 1000.000000 1000.000000 1000.000000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 65.000200 36.009000 55000.000080 \n", + "std 15.853615 8.785562 13414.634022 \n", + "min 32.600000 19.000000 13996.500000 \n", + "25% 51.360000 29.000000 47031.802500 \n", + "50% 68.215000 35.000000 57012.300000 \n", + "75% 78.547500 42.000000 65470.635000 \n", + "max 91.430000 61.000000 79484.800000 \n", + "\n", + " Daily Internet Usage Ad Topic Line City \\\n", + "count 1000.000000 1000 1000 \n", + "unique NaN 1000 969 \n", + "top NaN Cloned 5thgeneration orchestration Lisamouth \n", + "freq NaN 1 3 \n", + "mean 180.000100 NaN NaN \n", + "std 43.902339 NaN NaN \n", + "min 104.780000 NaN NaN \n", + "25% 138.830000 NaN NaN \n", + "50% 183.130000 NaN NaN \n", + "75% 218.792500 NaN NaN \n", + "max 269.960000 NaN NaN \n", + "\n", + " Male Country Timestamp Clicked on Ad \n", + "count 1000.000000 1000 1000 1000.00000 \n", + "unique NaN 237 1000 NaN \n", + "top NaN France 2016-03-27 00:53:11 NaN \n", + "freq NaN 9 1 NaN \n", + "mean 0.481000 NaN NaN 0.50000 \n", + "std 0.499889 NaN NaN 0.50025 \n", + "min 0.000000 NaN NaN 0.00000 \n", + "25% 0.000000 NaN NaN 0.00000 \n", + "50% 0.000000 NaN NaN 0.50000 \n", + "75% 1.000000 NaN NaN 1.00000 \n", + "max 1.000000 NaN NaN 1.00000 " ] }, "execution_count": 258, @@ -705,7 +763,10 @@ "output_type": "execute_result" } ], - "execution_count": 258 + "source": [ + "# Compute different metrics for each column\n", + "data.describe(include=\"all\")" + ] }, { "attachments": {}, @@ -719,16 +780,13 @@ }, { "cell_type": "code", + "execution_count": 259, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:04.038820Z", "start_time": "2024-07-03T18:40:04.033350Z" } }, - "source": [ - "# Number of missing values in each column\n", - "data.isnull().sum() " - ], "outputs": [ { "data": { @@ -751,7 +809,10 @@ "output_type": "execute_result" } ], - "execution_count": 259 + "source": [ + "# Number of missing values in each column\n", + "data.isnull().sum() " + ] }, { "attachments": {}, @@ -765,16 +826,13 @@ }, { "cell_type": "code", + "execution_count": 260, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:04.048076Z", "start_time": "2024-07-03T18:40:04.039829Z" } }, - "source": [ - "# Displays duplicate records\n", - "data.duplicated().sum() " - ], "outputs": [ { "data": { @@ -787,7 +845,10 @@ "output_type": "execute_result" } ], - "execution_count": 260 + "source": [ + "# Displays duplicate records\n", + "data.duplicated().sum() " + ] }, { "attachments": {}, @@ -802,17 +863,14 @@ }, { "cell_type": "code", + "execution_count": 261, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:09.387607Z", "start_time": "2024-07-03T18:40:04.049082Z" - } + }, + "scrolled": true }, - "source": [ - "# Create Pairplots\n", - "sns.pairplot(data, hue='Clicked on Ad')" - ], "outputs": [ { "data": { @@ -826,26 +884,26 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1364.22x1250 with 30 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 261 + "source": [ + "# Create Pairplots\n", + "sns.pairplot(data, hue='Clicked on Ad')" + ] }, { "cell_type": "code", + "execution_count": 262, "metadata": { "scrolled": true }, - "source": [ - "# For each label, count the occurence\n", - "data['Clicked on Ad'].value_counts()" - ], "outputs": [ { "data": { @@ -861,10 +919,13 @@ "output_type": "execute_result" } ], - "execution_count": 262 - }, - { - "attachments": {}, + "source": [ + "# For each label, count the occurence\n", + "data['Clicked on Ad'].value_counts()" + ] + }, + { + "attachments": {}, "cell_type": "markdown", "metadata": { "include": false @@ -875,31 +936,16 @@ }, { "cell_type": "code", + "execution_count": 263, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:09.416895Z", "start_time": "2024-07-03T18:40:09.393004Z" } }, - "source": [ - "# User profile analysis\n", - "data.groupby('Clicked on Ad')[['Daily Time Spent on Site', 'Age', 'Area Income', \n", - " 'Daily Internet Usage']].mean()" - ], "outputs": [ { "data": { - "text/plain": [ - " Daily Time Spent on Site Age Area Income \\\n", - "Clicked on Ad \n", - "0 76.85462 31.684 61385.58642 \n", - "1 53.14578 40.334 48614.41374 \n", - "\n", - " Daily Internet Usage \n", - "Clicked on Ad \n", - "0 214.51374 \n", - "1 145.48646 " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -950,6 +996,17 @@ " </tbody>\n", "</table>\n", "</div>" + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income \\\n", + "Clicked on Ad \n", + "0 76.85462 31.684 61385.58642 \n", + "1 53.14578 40.334 48614.41374 \n", + "\n", + " Daily Internet Usage \n", + "Clicked on Ad \n", + "0 214.51374 \n", + "1 145.48646 " ] }, "execution_count": 263, @@ -957,21 +1014,22 @@ "output_type": "execute_result" } ], - "execution_count": 263 + "source": [ + "# User profile analysis\n", + "data.groupby('Clicked on Ad')[['Daily Time Spent on Site', 'Age', 'Area Income', \n", + " 'Daily Internet Usage']].mean()" + ] }, { "cell_type": "code", + "execution_count": 264, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:09.700204Z", "start_time": "2024-07-03T18:40:09.417901Z" - } + }, + "scrolled": true }, - "source": [ - "# Scatterplot: Daily Time Spent on Site vs. Age in context of Clicked on Ad\n", - "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Age\", data=data, hue=\"Clicked on Ad\")" - ], "outputs": [ { "data": { @@ -985,29 +1043,29 @@ }, { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABQUAAASuCAYAAAB7rE+ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5gkVaGG8beqc0/YvEtacpIgkkFARAEVVETFgKIIgoiCOYMYUK9eRAFFTIg5oKACgnBFMSEiSRABkbTk3WVnJ3Wuun80G4aZnk0z3T3b7+95eIA6VV1nuk6dqvr6VFXQ19cXI0mSJEmSJKljhK2ugCRJkiRJkqTmMhSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiRJkiRJUocxFJQkSZIkSZI6TEeHgsVikfvuu49isdjqqkiTzvauTmJ7V6exzauT2N7VSWzv6iS29+br6FAQoFartboKUtPY3tVJbO/qNLZ5dRLbuzqJ7V2dxPbeXB0fCkqSJEmSJEmdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOkyy1RWQJEmSJElS85TLZfr7+4njuNVVWS6KItLpNEuXLmVgYKDV1WlbQRDQ29tLOp1e588yFJQkSZIkSeoQ5XKZpUuXMmvWLMKwfW4gjaKIcrlMOp1uq3q1myiKWLx4MdOmTVvnYNBvWZIkSZIkqUP09/e3XSCo1ReGIbNmzaK/v3/dP2sC6iNJkiRJkqQpII5jA8EpLgzDCbn121YgSZIkSZIkdRhDQUmSJEmSJKnDGApKkiRJkiRJHcZQUJIkSZIkScvdeeednHHGGbzsZS/jgAMO4Mgjj+Szn/0sjzzyyIj59tprL77xjW8AcNNNN7HXXntx0003rdY61nT+NfHoo4+y1157cfnll0/4Z6+Jhx56iL322otDDjmEcrm82suddNJJnHTSSZNYszpDQUmSJEmSJAFw8cUXc/zxx/PUU0/xjne8gy9/+cu8+c1v5qabbuLNb34z99xzz5jLbbfddnz7299mu+22a3KN29dll13GFltsweDgINdee22rqzOKoaAkSZIkSZK47bbbOPvssznqqKM477zzePGLX8zuu+/OK17xCr71rW+RzWY588wzx1y2u7ubnXfeme7u7ibXuj3VajV+85vfcPDBB7Pnnnvyi1/8otVVGsVQUJIkSZIkSXz/+9+nu7ubk08+eVTZjBkzeNe73sWBBx5IoVAYVT7W7cC33347p5xyCgcddBCHHnoop512Gk8++eSY6y6Xy7z3ve/l0EMPHTEa8Ze//CWvfe1r2W+//XjZy17GN77xDWq12ohlf//733P00UdzwAEHcMwxxzQczfhMN9xwAyeccAIHHXQQBx98MKeddhpPPPHE8vLLL7+cfffdlzvuuIPjjjuO/fffn5e//OX84Ac/WOVn/+1vf2PhwoXsv//+vOQlL+G2227jvvvuGzXf448/zgc/+EEOOuggXvziF/PDH/5wteo+EQwFJUmSJEmSOlwcx9xwww3sueeeZLPZMec55JBDOP7448nlcqv8vLvvvpuTTjqJUqnEGWecwYc//GH+/e9/c+qpp1KtVkfMW61WOf3007n77rs599xz2XbbbQG46KKL+NznPsdee+3FF7/4RY466ii+//3v89nPfnb5sn/605/48Ic/zDbbbMMXvvAFDj74YM4444xV1u83v/kNp5xyCvPmzePMM8/kPe95D7fffvvyW6eXiaKIj370oxx66KF86UtfYpddduHcc8/l+uuvH/fzL7vsMrbcckue9axncdBBB9HV1cUll1wyYp5CocDb3vY2/vvf//LRj36UD3zgA/z617/mn//85yrrPxGSTVmLJEmSJEmS2lZfXx+lUomNNtpoQj7vO9/5DtOmTeO8884jk8kAMHv2bE4//fQRI+aiKOJTn/oUN910E2effTbbb789AIODg3z729/myCOP5H3vex8A++yzD9OmTeMzn/kMRx99NFtttRXf+ta32HHHHfnkJz8JwL777gvAV7/61YZ1i6KI8847j3322WfE7dC77LILr33ta/nBD37AqaeeCtTD0uOPP54jjjhi+Tx/+MMf+POf/7x8Xc/U19fHn/70p+UjLrPZLAcffDBXXnkl73znO5eHrpdffjmPP/44P/7xj9lyyy0B2GmnnXjlK1+5Jl/1WnOkoCRJkiRJUodLJBJAPTCbCLfeeiv77rvv8kAQ4NnPfja/+tWvlo8EBPjKV77CVVddxWtf+9rlgSDUbz0ulUo873nPo1qtLv/ngAMOAODvf/87xWKRu+66i/3333/Eug8++OBx6/bggw+yePFiDj300BHTN9lkE3beeWduvvnmEdN33nnn5f+dTqeZPn06xWKx4edfddVV1Go19t9/fwYGBhgYGOCggw5iYGCAa665ZsR3tMkmmywPBAHmzZvHTjvtNG79J4ojBSVJkiRJkjpcb28vXV1dPPbYYw3nKRQKVCoVent7V/l5S5cuZebMmauc76GHHmLXXXflJz/5CYcddhgbb7zx8uUB3v3ud4+53MKFCxkYGCCOY6ZPnz6ibPbs2eOus7+/H4BZs2aNKps1axZ33XXXiGnPvJ06DMNxw9PLLruMKIo46qijRpVdcsklvOxlL1tej2nTpo2aZ/bs2SxevHjcv2EiGApKkiRJkiSJvffem5tuuolSqTRihN8yv/zlLznnnHO46KKLRozqG0tPTw9LliwZNf0vf/kL22233fL//8hHPsJuu+3Ga17zGr70pS9x1llnASx/i/GnPvUpNt1001GfM2vWLHp7ewnDcMQzAGFFoNjIslBzrOBt0aJFo0LGNXHXXXfxn//8h7e97W085znPGVH2hz/8gZ/+9Kfcc889bLvttkybNo0FCxaM+oxV1X+iePuwJEmSJEmSeMMb3sDSpUu54IILRpUtWrSIH/7wh2yxxRarDAQBnvOc53DDDTdQqVSWT7v77rt5z3vew7///e/l02bNmsXs2bN5+9vfzp///Gd+97vfAfVn66VSKRYuXMgOO+yw/J9kMsn555/PI488QiaTYeedd+baa68ljuPln/mnP/1p3LptttlmzJo1i6uvvnrE9EceeYTbb7+dXXbZZZV/XyOXXXYZmUyG173udey+++4j/nnjG99IGIb84he/AGDPPffk0Ucf5c4771y+fF9fH3fcccdar39NOFJQkiRJkiRJ7LzzzrztbW/jggsu4IEHHuCwww5j+vTp3HfffXz/+9+nWCxy3nnnrdZnHX/88Rx//PG85z3v4bWvfS2lUokLLriAHXfckX322WfUG3aPPPJIrrjiCs4++2z23ntvpk+fzjHHHMPXv/51hoaG2G233Vi4cCFf//rXCYJg+XMJTz75ZE4++WQ++MEP8spXvpIHH3yQ73znO+PWLQxD3vGOd/CpT32K0047jcMOO4y+vj6++c1v0tvby9FHH71W31+5XOa3v/0t++23H11dXaPK582bx2677cZvf/tbTj31VA477DB++tOf8sEPfpCTTz6Zrq4uLrzwQmq12lqtf00ZCkqSJEmSJAmA4447ju23356LL76YL33pS/T39zNv3jz2339/3vKWtzBv3rzV+pztttuOr33ta5x//vl89KMfpauri/32249TTjmFVCo1av4wDHn/+9/PCSecwDnnnMPpp5/OSSedxOzZs7n44ov5/ve/T09PD3vttRcnn3zy8tuLd911V8455xzOP/98PvjBD7LRRhtx2mmnLX9jcSMvfelLyefzXHTRRXzgAx+gq6uLfffdl5NPPnmVzyRs5LrrrqO/v59DDjmk4TyHHXYY//jHP7jqqqt41atexfnnn8/ZZ5/NF7/4RYIg4BWveAUbb7zxqFuiJ0PQ19cXr3q29VOxWGTBggXMnz9/1EMjpfWN7V2dxPauTmObVyexvauT2N41GRYuXMicOXNaXY1RoiiiXC6TTqcJQ592tyoTsR39liVJkiRJkqQOYygoSZIkSZIkdRhDQUmSJEmSJKnDGApKkiRJkiRJHcZQUJIkSZIkSeowhoKSJEmSJElShzEUlCRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiSNIYoivvGNb3D44YfzvOc9j3e/+9088sgjra7WhDAUlCRJkiRJksbw7W9/m5///Od85CMf4Vvf+ha1Wo1TTz2VSqXS6qqtM0NBSZIkSZIktaVhUjxSSXPnUJJHK2mGSTVt3ZVKhR/96EeceOKJ7L///my77bZ89rOf5cknn+Taa69tWj0mS7LVFZAkSZIkSZKeaUmc4W3XPsHVDw0tn3bopl18/QXzmBGUJn3999xzD0NDQ+y5557Lp/X09LD99ttzyy238KIXvWjS6zCZHCkoSZIkSZKktjJMalQgCHD1Q0O87donmjJi8MknnwRg3rx5I6bPnj2bJ554YtLXP9kMBSVJkiRJktRWllSCUYHgMlc/NMSSSjDpdSgWiwCk0+kR09PpNOVyedLXP9kMBSVJkiRJktRWlpajccv7V1E+ETKZDMCoALBcLpPL5SZ9/ZPNUFCSJEmSJEltZVp6/MiqdxXlE2HZbcOLFi0aMX3RokXMmTNn0tc/2QwFJUmSJEmS1FZmpGIO3bRrzLJDN+1iRiqe9Dpss802dHV1cdNNNy2fNjAwwF133cWuu+466eufbL59WJIkSZIkSW0lT4Wvv2Bew7cP55n8tw+n02mOOuoovvKVrzBjxgw23HBDzj33XObNm8cLXvCCSV//ZDMUlCRJklosDEOS1TJBHFNJZYiiyX9OkiRJ7W5GUOKiF85hSWUu/eWI3nTIjFTclEBwmbe97W3UajU+85nPUCqV2HXXXTn33HNJJqd+pDb1/wJJkiRpCsuXhgnvuR1++3Oo1Ui94OVEO+9JIddNHE/+rVGSJLWzPBXyKdg41Zr1JxIJTjnlFE455ZTWVGASGQpKkiRJLZIvDROc+3G44x8rJt55M8FmW5P/6DkMZcd+lpIkSdK68kUjkiRJUguEYUj43zsJVg4EnxY8eC/BDdeSCD1dlyRJk8OzDEmSJKkFkrUqXHVx4xmuuZRUcahxuSRJ0jowFJQkSZJaIY7r/zQSReOXS5IkrQNDQUmSJKkFqskUvPCIxjM8/6VUcj5TUJIkTQ5DQUmSJKkFoigi2v45xFs+a3ThvI2Jn/diapEjBSVJ0uTw7cOSJElSiwxnu8h/6CyCm/8CV/8cajV4/uHEzz2U4VyPtw9LkqRJYygoSZIktdBwtovEAS8huccBBDFUcl3UfJ6gJEmaZIaCkiRJUovVajVq6Vz9f6KotZWRJEkdwWcKSpIkSZIkSR3GUFCSJEmSJElahYsuuoiTTjqp1dWYMIaCkiRJkiRJakuZapnupYvofuwBuvsXk6mWW1KPn//851xwwQUtWfdk8ZmCkiRJkiRJajtdxUGCr50Jt/5t+bTUrvuSPOljDGW7m1KHhQsX8rnPfY6bbrqJTTfdtCnrbBZHCkqSJEmSJKmtZKrlUYEgALdcT3DBZ5o2YvCuu+4ilUrxox/9iB133LEp62wWRwpKkiRJkiSpraSG+kcHgsvccj2poX5K02ZPej0OOOAADjjggElfTys4UlCSJEmSJEntZXhwFeVDzanHesxQUJIkSZIkSe0lv4pnBua7mlOP9ZihoCRJkiRJktpKpasXdt137MJd962Xa50YCkqSJEmSJKmtlJJp4pM+NjoY3HVf4pNOo5RMt6Zi6xFfNCJJkiRJkqS2M5TtJvPOT9ZfOjI8BPkuKl29BoITxFBQkiRJkiRJbamUTNffMtyENw13GkNBSZIkSZIkaRXOOOOMVldhQvlMQUmSJEmSJKnDtO1IwSuuuILvfe97PPLII2y88caccMIJHHzwwQA8+uij/O///i+33nor2WyWI444ghNOOIFEItHiWkuSJLVOMpEgXxwkHBqAIKDW1Usp100URa2u2hoLgoBsaZjE0ADUqkRdvZTyPdTiuNVVa6lMrUJyeICgVITuXqiUoVggzndTzvdQCfzNX5IkrZ62DAWvvPJKzjzzTN73vvexzz77cPXVV3Paaacxd+5cdthhB0499VTmz5/Pt771LRYsWMCZZ55JGIaceOKJra66JElSS8zsyjP9/jvha2fCUwsBSGwwn/y7PkVho82pEbS4hqsvDALyix6FL58GD/23Pq13Brm3fpDyjntQTqZaXMPW6CoOEnzrC3DHTYTv/SzRj78GN/0Z4pggmSLz4leTOuJNDKdzra6qJEmaAtouFIzjmAsuuIDXv/71vPrVrwbguOOO45ZbbuHmm2/mscce4/HHH+fCCy+kt7eXrbbaiiVLlnDuuedy7LHHkk77BhpJktRZgiBg46AGn3sPrDwq8PEF8PG3kfvSTxnsmdG6Cq6h/GAfnHYCDA+umNi/BM7+COlPf4PKZtsRd9iIwVy5AGd/FO7+J8GbTiX6xYVw120rZqhW4PIfExKQevUJVIKpEwJLkqTWaLv7Cx566CEee+wxXvSiF42Yft5553Hsscdy6623st1229Hb27u8bI899mBoaIh77rmn2dWVJElquWwAiV9eNDIQXKZSht/9iuQUCYkSiUR99NvKgeBK4h9+lXS52ORatV5ioI/g7n9CmCCYv+XIQHBlV11Meri/uZWTJElTUtuNFHzwwQcBKBQKnHLKKdxzzz1stNFGHHfccRxwwAE8+eSTzJs3b8Qyc+bMAeCJJ55gp512Gvfzi8UVJ5HlcnnEv6X1me1dncT2rk7TXS0S3H934xnu/idRcZhi3P7BYDadhjtvblgePHAPQblEsdY5IwWDIKDriUfrN4B3dRMvWdR45moFhgcpJjLNql7T2cerk9jeNRmiKGrL5w0vuwsgjuO2rF+7iaJoRMa1TDabXe3PaLtQcGhoCIBPfOITvPWtb+WUU07h2muv5f3vfz/nnXcexWKR7u7uEcssu2V4dTrKRx99lFqtNmLaE088MUG1l9qf7V2dxPauTrHRtF6yczaCJx4ZszzecFMWLu3nqaXtP4Ksp6eHLTfZovHtLHM3or9QYMGSztm/gyBgWu+M+ol7YYigZzoNI9EwpBwmWbBgQfMq2CL28eoktndNpFQqRbFYJAzb7uZRACqVSqur0PaiKKJQKNDfP/LcLpFIsOWWW67257RdKJhM1qv0xje+kZe+9KUAbLvtttx99938+Mc/JpPJjGogy8LA1UlDN9pooxHLPfHEE8ybN89nEWq9Z3tXJ7G9q9NUq1WqrzyW5B03ji4MAjjsNXR1T6Ord1rzK7cWggNeApdcBLXqqLL4qBMIps1kfvfU+FsmShxVYINN4PGHifuXwIabwmMPjZ5x74Oo9Uxjftf6+/3Yx6uT2N41GSqVCv39/cyePbutgsE4jqlUKqRSKYIp8tiTVoiiiEWLFjFr1ixSqXV7+VrbhYJz584FYOuttx4xfYsttuAvf/kLu+22G/fee++IsoULF45YdjxjBYfpdHqNhldKU5ntXZ3E9q5OUSwWWdwzi7lveS/B98+F6tNhWiYL7zyD8sy5ZMO2O+1rqJRJk/3ol+GLH17xbMEwAa98M9GznkMqlVrnk+CpphzkSH3sXPjsu4l/+g3CUz5B9M3Pw6MrgsF4x93g2PcSpbN0Qs9nH69OYnvXRMpms2QyGfr6+trqxV3LbofNZrNtFVa2myAImDlz5oT8UNB2Z4fbbbcdXV1d3HHHHTznOc9ZPv2///0vm2yyCbvuuitXXHEFg4ODy28j/sc//kFXVxfbbrtti2otSZLUWo8uHaBr30Pp3vPA+m3EiQTxnA0p5XqoTrFf26tBSGHrncie/WOCRU9AqQgbbEIp100l0Xanr00RxzFD02aR/cQFJPqfIhoaIPjYOTA0SLz0KZizAbXuaRRThgaSpFVLp9PMnj271dUYoVgs0t/fz7x58wzBm6Ttzqqy2SxvfOMb+fa3v82cOXPYcccdufrqq7nhhhv46le/yk477cQFF1zAxz72Md75znfy6KOP8tWvfpWjjz66434xliRJWlkxBrqmwZZT/9bRGjCU64H5Pa2uStuI45hCNg/Z/IqJ3TNg3vzWVUqSJE1ZbRcKAhx//PFks1m+9rWvsXDhQjbffHM+//nPs/vuuwNwzjnn8IUvfIHjjjuO3t5ejjrqKI4//vgW11qSJEmSJEmaGtoyFAR4wxvewBve8IYxy+bPn895553X5BpJkiRJkiRJ6wef3ChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiStpWQySSoMSSQSra6K1HJBEJBKhCSTyVZXRZIkSavBszZJktZQMqqSHeiDay+Dxx6EnfeC3fdnuGsaURy3unpS0+WLQ4T33wXX/QZyXXDwkVTnbkgxlW111SRJktSAoaAkSWsgGcdk77wZvvhhiKL6xBv+AD/+Gvkzv8XQrA2IDQbVQbqKQ/C598AD96yYeO2vSb7kNWRfdZzBoCRJUpvy9mFJktZApjAAXz5tRSC4zNAAnP8pMuViayomtUAyCAj+cBnByoHgMlf+jOTCx5tfKUmSJK0WQ0FJklZTEAQED98PlfLYM/znXyQKg82tlNRCqcIgXH1J4xmuucRnDEqSJLUpQ0FJktZEafyRgEGt1qSKSK0XxPH4+0RhuD6PJEmS2o6hoCRJqymOY9hsm8YzzNmQKNfVvApJLVbJ5mHPAxvP8PzDqD7zVntJkiS1BUNBSZLWQDnfDS99/eiCIIATP0wx39P8SkktUglCeNVxkO8eVRZvsT3RFtv54h1JkqQ25UNeJElaA+VkmsQr3kxim53hF9+GxU/AljvAG06mNG8TIkdFqcMM984k/4XvwyXfgRuvg0wWDn0VPP+lDGfyra6eJEmSGjAUlCRpDRVSWcLd9if9rF0Joxq1VIZyKu2IKHWkKI4Z7JlB6k3vJvWaE4mDgHK+m1rk/iBJktTODAUlSVoLURRRzORWTDAQVIerBCGV3NO3ERsISpIktT2fKShJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiRJkiRJUocxFJQkSZIkSZI6TLLVFZCk9V0qjkgPD0ClTJzJUurqpRbFra6WNCUlwpDMUD9BqQCpNOV8N5Ug0epqTYpUHD/dd5SIM1nK+V6qsX2HJHWyRBCQGR5Y6TjYQyVwrI+ktWMoKEmTqKs0THDxN+H3l0O1QtA7g9zr3kZ1r+dTTGVbXT1pSslUSqRu+TP84Kuw9ClIJskc8BLSrzuJoWxXq6s3obpKBYJffBuu/TVUygQ908ge9VZqzz2Egn2HJHWkTLVE6ta/wffPhb7FkEiS2f9Q0kefzFC2u9XVkzQF+ZOCJE2SXLkI55wG11wK1Up9Yv8S+Mb/kLz+dySDoLUVlKaQRBjWA8GvfroeCAJUq/D7y+CLHyZXLrS2ghMoWykSfO3T8NufQ6VcnziwFC78IonrriBp1yFJHSeVTJL659/hvDPqgSBArQrX/Qb+5/3kSsOtraCkKclQUJImSaL/KYJ/3Tx24U+/Tnqov7kVkqawzFB/fYTgGIJ7bifx1MIm12jyJAeWwi1/Hbvw5xfWvwtJUkfJl4brIwTHENx/F4lFjze5RpLWB4aCkjQJgiCABfc1nmGwn7C0/oxskiZbUCqsGCE4lgfuIQyn/mlNEATw2ILGMxSGCAqOBpGkTpOolGC8H8Duu2u9OA5Kai57DUmaBHEcw4zZjWcIQ+JUunkVkqa6VBoS4zwKeeac+n43xcVxDNNmNJ4hCIjTmeZVSJLUFuJkCpKpxjPMnLteHAclNZehoCRNkmjeJtAzbezCvV9AJe8DoaXVVc53wwEvHrsw3028yZbrzcVQNGseTJ81duFu+1G175CkjlPM5OGgl45dmM0Rb7HtenMclNQ8hoKSNEmKuW74+Fegq2fE9HiL7Yjf/G7KoS+Al1ZXJUgQv/7txNvsNLIgX9/PCs/Yz6ayYr4HTj8PeqaPmB5vtjWc8CFKiXFGikiS1kuFWkR81FuJt3/2yIJsHk7/CsV8b2sqJmlK84pUkiZJBAzP25TcWT8ieOQBWPwEbLY10cx5FDK5VldPmnKGsl3kPvi/9ZeKPHBP/ZbhTbak0NVDtB4NjojimOE5G5P73+8TPPogPPlYve+YNY9itgscCSJJHWko00XufZ8nsWQR3H93/Tg4f0uKuR5qra6cpCnJUFCSJlEUxwzlewi2fTZBEBBFUaurJE1phXQONtiUcKPNieO4fqvUepiRRXHMUK6HYOudCbZ59oq+w0BQkjpaIZ2DefMJN9xsxXFQktaSoaAkNYEnbdLE6pSA3b5DkjSWTjkOSppcPlNQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiRJkiRJUocxFJQkSZIkSZI6jKGgJEmSJEmS1GEMBSVJkiRJkqQOk2x1BSRJ6yaRSABQq9VaXBNp/bBsn4qiiDiOJ209QRAQhvXfZ91/NZma0aaXtec4jomiaFLWIU2kIAhIJBJEUWSbldSxDAUlaYrKVookFz8Bf/s9JJOwzwuoTJtFKZVpddWkKSlVrZAZWgp//wP098HuB1DbcD6FTH5C1xMEAbniEOHD98Et18OsubDHARS7eqmGnppp4iSjKtmhfrjxT/DUk7DrvkSbbEkh2zVh4WAQBOQKA4QP/Afu+AfM2xh2fW69PQfelKT2s7zN3nc33HkzbDAfdt2HQr6Xmm1WUofxzFOSpqBcuUDiwi/C9f+3YuLF3yJ1+OsIjjyWYirbuspJU1CqWiHz99/D1z+7YuKvf0C49Y50ffB/GZrAYDA/PEBw5qnw8H0rJn7vHLLv+QzFnfaiGiYmbF3qXMmoRvb2v8OXPgbLAsDLfkgwf0vyHzuXoVz3hKyna6gPzng7PPnoiomJJNmPnE1h650MWdR2ugaWwBknwaLHV0xMJsl97FwKWz6LGkHrKidJTeZRWpKmmDAMSfz7lpGB4DJX/ITkYw8RBJ7QSmsiM9g3MhB8WnDvvwh++3OSE7RLpeKI4OJvjgwEAaIIvvQxssMDE7MidbzsUD98+bQVgeDTggX3Efzi26QmYKRgplaBC88eGQgC1Krw+feTHR5c53VIEylTLcM3PjcyEASoVuF/3msfLKnjGApK0hSTKhXgVz9oPMPlPyYZ+2wcaXUlEgm4/neNZ7jyZ6QLQxOyrnRhEK77zdiFUQR33Lj8OYPS2grDEG6/sd6mxvKHK+ptcR0lC0Pwjz+OXVgpEzxwjz9Sqa0kC4Nw2w1jF5aKBI88YJuV1FE865SkKSaIajA0zi/ZA0sJa9XmVUia4oIggKVPNZ5heJBgooL2qAbVSuPypX1ekGqdBUFQfy5mI5VyvS2uq2pl1EjEEQZsz2ovQXUV50eD/c2piCS1CUNBSZpiatk87PbcxjPsfRBVXzYirbZarQZ7PK9hebzTHhO2T0XpLGy2deMZdt7DNxFrndVqNdh5j8YzbL5tvS2uozibhzkbNp5hm518q6vaSpTNw4zZjWfYfNtJfeu8JLUbQ0FJmmIqMXD46yHXNbpwxmzivZ9PzYswabXFcUy0yRbEm20zujBMELz53ZQnKBQsZbvg+A/CGKOn4h12pTZrgwlZj1SbsyHxs54zuiAI4Pj3U8qu+8tzivkeOP4DYxfu+TyqvdPXeR3SRCp19cJx7xu78LmHUOme1twKSVKLGQpK0hQ03DMDPv9d2PNACENIJuHAw+Ez32I439vq6klTznC2Cz76ZXjp0ZCpj6CKd9gV/uciinM2nLCRI1EUUdpkSzjzW7D1DvWJ+W541XHw7s9QyOQmZD1SIZ2D93wWXvmWehuDepv7zLcobrzlhIzgi6KI8jY7wRnnw7JQvWcavP5kohM/QjG17qMRpYlUiyLKO+wOp50H87esT+ydAcecSvSW91HyTgtJHSbo6+vr2PHRxWKRBQsWMH/+fLJZT1q0frO9r58ytSrJUgECKGfzVIJEq6vUFmzvWltJ6i8DCeKYajpDOZWZlFvJgiAgUy6QqJSJw5ByrpvqOqzGNq9GkkFAujBAEEXUUmlK6dyEt+kwDEkXh0hUK0+35x6qk3gLpu1d6yoMQzLFIcJqhThMUMp3U4va87LY9q5OYntvvmSrKyBJWnulRJJSvqfV1ZDWG1WgmuteMWGSgo04juujqJaNpGrPa1GtB6pxTDU7uW06iiKK6Rykc5O2DmkiRVFUH027rM22aSAoSZPN24clSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiRJkiRJUocxFJQkSZIkSZI6jKGgJEmSJEmS1GEMBSVJkiRJkqQOYygoSZIkSZIkdRhDQUmSJEmSJKnDGApKkiRJkiRJHcZQUJIkSZIkSeowhoKSJEmSJElSh0m2ugKS1EgqrpEuDAMx1XSWcipDHMetrtaUFgQB6WqJZKkIQUAlk6ccJlpdLUmSJElSkxkKSmo7QRDQNdgHP/0G/OW3UK2S3GkPUm95L4XZG1IjaHUVp6QEkHvqcfjO2XDbDRAmSO/7AtJHv4OhnhkGrpIkSZLUQbx9WFLbyQ/3w8dPhOuugGoVgOCOf8CHjyXXt6jFtZu6cgNPwYfeXA8EAaIa/OUa+Njx9e9ckiRJktQxDAUltZUwDAlu/wcsemJ0YaUMF3+LVFRrfsWmuBQR/Or7UCqOLuxbTHDjdSRCDwmSJEmS1Cm8ApTUVhJxDH//feMZ/vl3UuVC8yq0nkgWi3Db3xrPcMMfSFTLzauQJEmSJKmlDAUltZU4DGDazMYzdPcSB3ZdaypOhNA9rfEM02YSJ3zMrCRJkiR1Cq+sJbWVai2CQ1/VeIaXv5FSrrt5FVpPlDN5OOKYxjMc/joqvmdEkiRJkjqGoaCktlOZNQ+OPnl0we4HEO2+P1EUNb9SU1wURdR22A32O3R04aveQmXuxs2vlCRJkiSpZbxXTFLbKSXTxC98Bem9D4J//LH+cozd96c2cx6FdLbV1ZuyCukc2be8l+Qr3gQ3/hFSKdjzQCo90ykl062uniRJkiSpiQwFJbWlcjJNefocEi96DQC1mm8cngjFVBbmbkLi5fVbif1eJUmSJKkzGQpKamuGVpPD71WSJEmSOpvPFJQkSZIkSZI6jKGgJEmSJEmS1GEMBSVJkiRJkqQOYygoSZIkSZIkdRhDQUmSJEmSJKnDGApKkiRJkiRJHcZQUJIkSZIkSeowhoKSJEmSJElShzEUlCRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqaMsIwJAzttrRqyWSSVCrV6mpIDY3Vn9nHaRnbQvMEQdCS7zoMQ4IgaPp6JUlaWbLVFZCkVUnVqmQKg3DXbVAqwva7UOmdQSmVaXXV1EaCICBbHCKx8DHi++6ie8YcgtkzKAdZanGrayfVZSslkv1Pwb9vg1wetns2tUyWxGA//PsWSKbhWc+hlO+mkjDY7jSZaonUwFLbQhMk44js8ADc+y8YWArb7kxt+mwK6eykrjdXLpJYshD+cwf0TIetd6CY76EaGAJLkprPUFBSW0vVqmT+cR1c8BmIohXTDzyM8I2nUEjnWlg7tZP88AB87j3w4H8IePoAl+sid8ZXGd5ocyKDQbVYvlwkvOhs+MvVKyaGCZInfgj+fSvxdb+pTwsCMm9+D+EBL6aUTLemsmq6XKVI4hffhisvXjHRtjApklGN7D23wf9+EKrV5dMTz9mXrnd8nKFJOrfoKhUIvnIG/PPvK1UmRfZDZ1HcZieqQWJS1itJUiP+JCWprWWWLoLzPz0iEATgut+QuO0Gb68SAOmoSvDdLxM8+J+RBYUh+PQ7yQ0NtKZi0tMSYUj4j+tGBoIAUY34658jOODFkHj6t9o4hovOJrX48eZXVC0RhiGJe24fGQiCbWGSZIf64fMfGBEIAnDr9QT/dynJcOJv600GAcFvfz4yEASoVuB/3kfW45QkqQW8mpbUtpKJBPzfLxvP8MvvkikMNa0+al+p4UG44dqxC4cGCR57yGc3qaXShUG49LtjF8Yx8S1/hZ33GDn9ip+Qstl2hFSpAJde1HiG3/zUtjBBEokE3PwXiGpjz3D5j0kPD074etOFAbjyp2MX1qrgD52SpBbwyCOpbQVxBAvHGR3Rt5ggbnBSr44SVMqjR5OurG9x8yojjSGIIuh7qvEMfYsJunpGTlv8JEGtOvb8Wq+Eter47cO2MLEWPda4bGigvr9OsKBWg/HCxkWP++OVJKnpDAUlta0aAey+X+MZtn8ONV82IiDK5qB3RuMZNt2aOPahgmqdWioD2+/SeIZtdyZ+6L8jpz1nX2o+R64jVNNZ2GG3xjPYFiZMFEWw816NZ9hiW2rJiX+xS5RKw6ZbNZ5hp93rdZMkqYkMBSW1rSiKiJ+9D0ybObowTMDrT6LkGxkFlLp64eiTxyyLd96T2lhtSGqicioNb3wnjHV74Mw5BPM2hgX3rZjW1QP7HULNkKAjVMIEvPJYGCuM6uqB5x5sW5ggcRwTbbo1bDB/7BmOfS+lzMS/aKSU7YK3vG/swo02I9p4C3+8kiQ1naGgpLZW6J4Gn/kW7PZcWHZbzWZbw6e/TnHWBq2tnNpGLYqp7PE8eOcZMGN2fWI6Q/yiV8Mpn6SQzra2gup4cRxTnLMRfPIC2GTL+sQggD2eR3jG+UTXXLpi5p33gs9eyHDXtNZUVi1RmDarfrzbcvsVE20Lk6KQ64Yzvgr7HVL/kRHqIeHHzqE0f6tJCeeiKKK82Tbw0S/DBpvUJ4YJ2O9Q+PhX6nWSJKnJgr6+vo79SapYLLJgwQLmz59PNusFo9ZvU729Z2oVksVhqNWIsjlK2S5vs9EoiTAkM9wPxQKlKKbWPR3S3nKn9hGGIZniEGGxAGFINddFOZkmUy6QKA5DEFLN5imnMmsUTEz1Pl51QRCsc1voBBPV3tNRlVRhCGpVokyOUq570s8twjAkUxgkLBUgkaSS66a8LJiUxmD/rk5ie2++ZKsrIEmro5RIUVp5pISBoMZQiyKGs90USdZPKPK9eDqhdhJFEYV0DtIr3Z4YxxRTWUhlR0xT54ltC01VDpOUm3xuEUURhUweMvlJX5ckSavi7cOSJEmSJElShzEUlCRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwyRbXQFJqycVx6RKQ0BAOddFNW51jdYviTAkPTxAEMdUM1nK4frVPQZBQLpSIlEpE4ch5XwPtVqt1dVaqV1DOdtNtcX1WR/Vt32ZRKVU3/a5bmpRNKHrSBGTKtS3YyXXRYVgQj9f0tSVimukigUIAsq5bqrx6p/AhGFIujhMWKsSJZKUs3miCe6/1kUQBKTLRRLVCnEiQSnb1Vb1kyRpVdavq15pPRQGAfmBJXDJd+D630EiSfYFLyN+yWsYzvcSr8HJtcbWVRom+NNVcMWPYWiA9C77kH792ynMmEstmPrhRjKqkl34KHzvPLjndpgxi9yRx1LbfX8K6VxL6rS8XV96Efz1/yCRIHvQy4gPfx3DuR7b9QRJxhHZhY/BD78C/7oFps0gd8QbifZ+AcMTsO2DIKBraCn8+gfwxysByDzvJWRe/kaGuqa5HaUOFgaQX/oUXPxN+Pt1kMmQPeSVxIe8kuFc9yr7h0y1TOq/d8KPz4dHHiTcaDOSR59MZctnUWzS3zCedLVC+tEHiH9wHsH998DcDckfdQK1HXejkMq2unqSJK2WoK+vr2PP2IvFIgsWLGD+/Plksx681Z66h/rhQ2+Cgb6RBRtsQvyJCxjKda/W59jex5YrFQi//DGCO28eWZBMwRe+x9DsjaZ0sBGGIfn7/gWfOBme+XcceBiVY95FKZVper26h5bCh948ul3P25j4k19f7XbdiO396cDukfvgY2+F6BmjQvc8kOqJH6GYXrfvpqswQPDR4+CphSMLZswh/tyFDOV61unztfps82o33QNPwQeOgadHES8Tb7oV8cfOZTjb1XDZZByT/eMVcOFZowuPex8Dzz2Uex94qGXtPREE5G77K3zxI6MLX/Emyi8/hnIi1fR6af1k/65OYntvPp8pKLWxJDFc9bPRwQnA4w8T/PMGwtDdeG0FQUDiyYdHB4IA1Qpc9GXSlXLzKzaBMoVB+Pr/jA4EAa77DanBpU2vUzIArv752O36iUcIbvub7XoCZEoF+Mb/jA4EAW68juTSxev0+YkwJPjz1aMDQYAlCwn+fDUJt6PUkVJE8IvvjAoEAYKH/kv43zvH7eczhQH4wVfGLvzBV+kqt3asYGZ4AL71hbELf/0D0oXB5lZIkqS15Nm61MaSxWG44feNZ/jTVSSrUzu0aqUwDOu3NDXyzxtIVtrhJqW1FxaH4dEHG89w9z+bHsAli8Pwtz80nsF2PSESpQLcf3fjGW6/cZ22fbI4DNf/X+MZ/noNydLwWn++pKkrVRiGf/yx8QzX/YbEOMsH/UugUfBXLtbLWygcGoClDeoQRfDoQwTrweNHJEnrP0NBqZ2FIWTzjcuzeeJwvNNqrVLXOLepprPEU/2FCYkkjHdhkss3//boIITsOM+zy3XZridCIgHjfY+5xrfurfbnZ8bZjtkcBG5HqRPFQTD++Uu+uz5PI6u69TbR4seiJ1ex/kxuSj96RJLUOQwFpTZWznbB4a9rPMPhr6MauBuvrVqtBvu8sPEML3wZlXUNTlqsmuuC5+w7dmEiCVvv2PQLl3I2P367Puy1tusJUMnmYZ+Dxi4MAthpj3V6S2YllYGXvr7xDIcfTSXd/OdVSmq9cr4HXnxU4xle9CqqtTEebfC0qGcazJo7duHMOdS6p61jDddNLd8Dm287dmE2Tzxnw+ZWSJKkteRVl9TGoigies6+xDvvObrw+S+ltvHm/hK9jsrd0+CYU0cXbLQp8RFvpjLFRwqWk2k4/gMwY/bIgiCAUz9JcR1f6LE2oigi2mUf4p33Gl144OHUNtnCdj0BymES3ngKzN5gdOFJH6PUtW4vAYmiiNo2O8Hezx9duOeB1LbZaZ1CR0lTVy2KiA94MfHWO44uPPx1VGePH5oVc93wgS/AM1+GlM7C+7/AQIvf7lvM5OBdn4Zn9qOJJLz/8xTzzT+2SpK0Nnz7sG+20RSQKw2TePRB+P1lkErDC4+gOnsDiulxbt17Btt7Y5lqmdTSxXDtZbBkMex3MNFWz6KQ61kvwqkgCMgP9xP862a4+S+wwcZw4OGUeqZTCVt3C1auNEzisYfg2l/X3/Z88Cuozt5wnd+IC7b3ZerbfoDg7tvqz8+cswE8/6WUemdQmaA3Y+ZKBRJPPAy//zXEwAteTm2DTSisQf+kdWebVzvKF4cIH74P/nAF5LvgBUdQmTVvtd56nwByQ31wwx/gP3fA0z9CFLqmM9QG7T0MAvJDS+HW6+GOf8D8rWD/Qyl2T3e0uyaU/bs6ie29+QwFbXCaIoIgIJGoP5+rWq2u8fK291VLPv2MoCiK1ssRTmEYkghDYtauDU2GdW3XjdjeR5rsbb/ydqzVautFmD7V2ObVrta1n08kEoRBQBTH9cd+0F7tfVn/unL9pInUTu1dmmy29+Zr8VN6Ja2uOI7bJshZX63v3287hp226+aY7G3vdpTUyLr2D7VajXaO2trx2CpJ0upybLskSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFDqIMlksqnrC4KgqetbG2tTxyAIlv+j5vI7l9rL2vahrVq3JGkk+1KpszU3IZDUdGEYkh3up2vxk0wfWEiiJ0stnEExnZ2U9SUCyA4PECx8HIb6YaPNqXT1UEqmJ2V9ayN8uo7hoidgoA823pxKV+8q65iMamQLgwSPPAhxRDBnA6IoJurqoZjvIYrj5vwBHSYIArLFIRJ9i2HREzBnA2rTZlHM5on9zqWmSxCTHR4kePIRKA7DxptTzvdQTqRWscwAwZOPPr3MFpRz3ZSTjZdpJFcukuhfAk8+AjNmE82YQyHXbX8gSaupEiToqya4p68CwDbT08xI1EhRa3HNJDWboaC0HgvDkPzix+HMU2DRE8t3+MTOe9B1yqcYyuQndH0JIPfQvfC598DQwPLpqYNeRuLokxlO5yZ0fWsjAeQefQA+8y4YWLp8emq/F5E49t0N65iulknfcC1ceBZxtQpAnEwSvPZtJIaHyO93CMNzNzEYnGBBENA12AeffQ88fN/y6YnNtqHrw19kqGuaQYDURMk4Invfv+ELH6iHewBBQPolryXxymMppEb/4JSMI7L33gFnfXjkMoe/nsQr3jTmMo10FQfhSx+Du25bPi2cuyFdp53H0PQ59geStApFklx6f5FTr3uCSlSflgrhiwfM5agtc+SotraCkprK24el9Vh2qB8+/c766KqVBLf/g+CHXyEVTeyvgbmhpfCpd4wIBAH4/WWEf/4tibD1tydkh/vhE28fEQgC8JffEv7ulyTHuIUiCALSTz4K3/gfqK50olStEv/wqwRb7wBf+AC54f5Jrn3nyZYKcNaHRgSCADz4H+JzTidTLrSmYlKHyg4urf+osizcA4hj+M1PSNx6PWE4+tQyO9AHn3vv6GUu/xGJ228cc5mxZGpVgu+cTbBSIAjAk4/BmaeSKwyuxV8kSZ3l/iF4++9XBIIAlQhOve5J/jsYezux1GEMBaX1WLj4cVj85NiFf76a9PDA2GVrs64whDtugnJp7Bku/S6Z4dZesIVhSHDPHVBsECRd9qMxv5NUrQq/vKjh50Z/uILgOfsQLLjPE6kJlhjqh/vuGrMsuOs2ks8MoCVNmkQiAX/7HdQajCL5+bfJPCOYSyQS8JerGy9z8TdHLdNIcngA/v6HsQuffJSwb9FqfY4kdapqkOSsm59qWP75fzxFmUQTaySp1QwFpfVUEASNA0GAWpWgXJzY9T36QOMZ+pcQNLoobJIgCOCxhxrPMDRAUKuMXq5WgScfbbzcosdg2kx4/GFDwYlWGBq/vFHAK2nCBUEAC+5rPMPCxwmiaMSkMAzh4fsbL7PoiVHLNFx/qQjjzbtkkX2wJI2jFAXct3T0ue4y9/dXKK1elyxpPWEoKK2n4jiGjTZrPEM2T5yduGcKRlEE2+3SeIYNNyVaiwfKT6QoimDrHRvPMGdDojFeNhKlMrDNzg0XCzbfDh5bAFtsW1+HJk7PtMZlYQhdPc2ri9ThoiiCnfZoPMPm2xI94y33tVpt3GXizbeltprHhjiXh3Sm8QxzN/KZgpI0jnwiZp8NGj/Hde95WfIJ+1GpkxgKSuux2rSZxI1CsFe8iVJX74StK45j4i22g5lzxp7hmFMo5bonbH1rI45jovlbwpwNx57h6HdQHuM7qRDAS18PyTHezZRMEhzwIuKH7iWau/EE11iVfDc89+CxC593GGVDQalpoigi3mlP6Jk+9gxvOpXSM17WFEUR8S57Q/fYx5vgmFMop1fvRSPlrt56XzyGeIddqfXOWK3PkaROFURV3rnLDNKJ0aOqUyG8Z7eZhBP8zHFJ7c1QUFqPFdI5+MDnYe+DYNktVZksvOYEage/guoE/xA4nO+BT32D+FnPWTGxZxq843Qq2+3SFqPoCrlu+OQFxCuPXOnqgRM/TGXnPeujWsZQ7J0Jn7gANpi/YuIG8wne8xmi22+Ej3yJQrZrkmvfeUqJNPFb3gcvPAIST4eyyRS86NVEb3gH5XCMoFbSpCl0T4Mzvwlb7bBi4rSZ8L7PUd5kyzFH6hW6psGZ34Itt18xcfoseP/nKW+8xWqP7qsQUHvJ6+CVx8KyIDEM4bmHwLvPXKO3GEtSp9owVeP/jpzP1tNX3B2z5bQU1xy5KRumDQSlThP09fV17PjgYrHIggULmD9/PtmsJ5Jaf2VqFRJDA1SHBkn09FLpns5kPd0vCALS5SLJwiBBpUyU76aU76HWRj1NEASkKyWSw4MElRJxrptSVy/VVVyYhmFIpjBIYnig/gysdIYomaKaylJq8a3R67tUXCM9NEBQLBDn8pTzPVSCxr9r2b+r0zSzzQdBQKZcrL/4o1ol6uqmlOuhNk4fGgQBmVKBZGFwtZdpJEVMeqifoDBMnM1Syff4A0GHsY9XJ5mM9h6GIX21BH2V+svgp6dhRqLWFj/gq7PZvzefZ1BSByglUhTTeRY8sZj5M7JMZvcaxzGlVIZSaqXnPrVRIAhP1zGZptQ7c+WJq1wuiiIKmTxkJu5ZjFo9lSBBpXs6dE9vdVWkjhfHMcVUBqat3M+P34fGcUwxnV0xwm81lmmkQkClaxp0jfPMUUlSQ1EU0RtE9KZXnta6+khqHW8fliRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR0m2eoKSJMpDEPSxSGIY6rZLqpxvM6fmYprJMslgjAkjmOiRJJqOkuqMDih65nKwjAkVSoQ1mpUszkqBJOynvq2KBIlUpRTGeK1+N7rbWQY4ohqNk91Cm66RBiSekY7T0c1EpV1+240cRKJhH1EG0nFEclSgSiZpJzKtmz/SBGRLBaIEkkqmRxRFLWkHpLqEmFAqjAEBFRyXdQ6fJ8MgoB0tUxYKROlMpSTKc8nNEIyCEgW3WekqcxQUOutfGmY8Oa/wJU/hXKZ5L4vhEOOZLh7+lpdeCXjGtkli+AXF8J/7oCZcwhe9GrYdCvS/7qZ+JpLoFIhud8h8MIjGOqa1pEnTrlygcS/b4Ff/QCG+knsui+Zw49muHcG0QR9Hc/cFomZc0i9+niqm21DMZVd7c/Jl4YJb70efvNTKBZI7nMQHPqqehuZItuuqzhEcON1cPUvoFohedRbCedvRfSLC+G//yYxdyNSRx1PZZMtKSUzra5uR8qXhglv+hNcdXG9L9rvYHjhKzq2j2ilRByRW7oYLrkI7rqVxPTZpF79FqpbPItiqnn7RwLI9T8Fv/4+/PPvJHqnk3rFm6ht+2wK6VzT6iGpLggC8sMDBH+6Cv5wOQQByRceQfzcgxnO9XRkX52uVkg/+TD87JvwyAMk5m9B6qgTKM3dhErCS8hOV99n+gn+cAX88UoIEyQPOZJ4nxcwlO1qdfUkrYGgr6+v845yTysWiyxYsID58+eTza5+kKD2lysNE375YwR33jKyYNpM+J+LGMz3rtHnhWFI/oG74RNvh1p1RFnw8mOgMEh8zaUrJs6YA5/99hqvZzI1o71ny0WSF30R/nLNMwry8PnvMjRj7jqfWIdhSP7Bu+GM0duCo95K+SWvpZxIrfJzcqVhwvPOILj9xpEFvTPqbaRr2jrVsxnyxSGCL3yA4L931idssS3BEW8iPvfj8Mzg+03vonTQy6iEnXEi3y79e740THDWhwjuuX1kwYzZ8NkL26qPWN8FQUDXI/fB6SdA9Rl9xxHHUH75MZST6ebUY9Gj8OG3QLk4svAFL6dy9DsorUVA2S5tXmqGiW7vXcVBgjPeDo8vGFmwyRbEp3+l40KOJDHZm/4I554xuvA9n6HwnP2oNb9aHasd+/euwgDB6SfCwsdGTI8335b4I19iuMP2GU2cdmzv6zufKaj1ThAEJB66d3QgCLD0KbjsR6RYs2AqUxiEr316dAgFxJf9gGCfF0Cw0i2ySxbCb39OcnLumm1bySULRweCAMVh+N45pKuVdV5HpjAI55855rbg598mPTy4ys8IgoDEIw+MDgQB+pfApd9d4zbSbGEYEv7njhWBIBAc9jriH3xldCAI8MOvkikMNbGGCoKA8P67RgeCAEsWwZU/c7h+E2VLw3DBZ0YHggC/+v5q9R0TIV0pEX/7rNGBIMC1vybV/1RT6iGpLhEEBNdfOzoQBHj4foJbrycMO+uSKTM8CN/4/NiF3/gc2cJAcyuktpIIAoLrfjMqEAQIHriH8N+3dNw+I01l7q1a7yTDAK79deMZ/vJbUsXhNfrMsDAEjz40dmEcEz+2AGbOGTn9z799+rk0nSGRSMDfr2s8w81/IVlas+99LPVt8eDYhXEM999NEIyfxiYSCfj9ZY1n+OvVbb/tElFtVDsPunth0eNjL1CrNv7eNCmSAL8bpy/682/rz4JUU4TFYXjw3sYz3HN7Uy5ikqUCwb9uajzDrX+r91GSmiJZLsB1lzee4dpfkxorxF+PBf1L6j/ojmVokKC/r6n1UXtJFYfqtww38rtfkZyAgQCSmsNQUOuhAMZ71kmYXPMxYKsImUgkRo/OCjvwoi453veegIl44cjqbIvVkRznFuOpcovtmj7TpxPbZCsFq+iLfCZTc61G39G054aNV5dEsiOfXya1TjD+cT+RWHX/sb5Z1Q8knfZ9aKQgGP98O5GYkFN+Sc1hKKj1TjWK4NBXNp7hhUdQyXWv0WfW8t2wxXZjFyaSBLM3qN8OuLKDX0E5v2brmcpqtRrs/fzGMzz3YMrZ/LqvZxXbgs23XeUFda1Wgxce0XiGF7687bddNQjhRa8aMS1+aiFstNnYC6QzxBvOb0LNtEw1jkdtoxEOXvO+SGuvlu0i3u7ZYxeGIWyzU1PCuGo2D7sf0HiG5+zjW4ilJqpkcvDiVzee4cWvodLEFxG1g6hnOvRMH7tw2kyi3gZl6giVbBccMs611kte0zHPsJbWB4aCWu/EcUxtg/mw3yGjCzfclPjgV9Qv1tdAKZ2Dd5wB2dFvhQze9C6iZ96uvMkWxAceTm2iXrc7RVR6Z8IRx4wumD4LXncSlQkYqTbetuDED1PMrfrBxnEcU527MRx42OjCDTYhfvFrqLb5povjmNqm24wIF+LLf0z45ndBeoyLl5NPp2QA1VRxHFPbeHPY+6DRhRtvTvz8l65xX6S1V0pnCU76GIzVR7zl/U3bP0qJFBz77rEvuF9zIuXu9n/JkbQ+iaKIaJe9ibfZaVRZvONuRNvv0nFBfSnfDe/+9Og7DBJJePenKeV6WlMxtYVaFBHv/XziLbYdXbjLPtS22N4R79IU4tuHfbPNeitXLpBY8F/4zU+hWIADDyd+9p4M53rW6kCVCCA30Ad/uBzuvIVg9jyCAw8j7pkGSxYT//ZiKJfh+S8l2ml3Cmu5nsnSrPaerZRIPr4Arvgx9PfBXs8n3vv5DOd7J+z7SASQG+yDP1wB/7oZ5m4Eh72W8qx5q/Xm4WVy5WK9jVz5UygMwwEvJt5lH4bz7bXtxpMrDZN48D9w5c+gUoaXH0Ow4SbEv/s13P1P2HBTOOw1lGbMpdJBt6u2U/+eKxVILLi33heVS/D8lxLvtPta90Vae2EQkB/sgz9dCf+8EWbPhcOPrvcdTXjz8PJ6hGG9Htf/Dm76M0yfCYe/nsrcjdfqzcPQXm1emmyT0d7zpSHCe26Hqy+FMIBDX0209Q4MZ9b9LoepKBlHZJcuht9eDA/cW79L40Wvotg7s363gpqmXfv3fHGI8K5b4Xe/qgfILzmK2hbbU+jQfUYTo13b+/rMUNAGt14LgoBkHBFEEdVkakJ+6U2GAYlKBVIpqFSopVLUYkhGNYI4oppMt+Uvys1s7yu+9xq1ZJraJH0fy7ZFlExSWcuebDLaSLMFQUAqrkG0ov1NxHczlbVb/x4EQdv3EZ0kEQYkqxWiRGv3j0QYkqiWiRMJKvG6PYCp3dq8NJkmq72HYUiyVn9DeTWRtK9mxblWLZWi2mF3wLSLdu7f6/tMBQiohE18Nq/WW+3c3tdXnTNsRB0pjmMqBPVfryboxK4axVQTSYji+m0UT58gVYIQgnDC1jOVrfjek5P6fSzfFutw/jEZbaTZ4jimTFh/LtrTf8NEfDeaOHEc20e0kVoUUwtbv3/Uoqgt6iGpLooiystGwdlXA88475Weob7PPH2buYGgNCU59luSJEmSJEnqMIaCkiRJkiRJUocxFJQkSZIkSZI6jKGgJEmSJEmS1GEMBSVJkiRJkqQOYygoSZIkSZIkdRhDQUmSJEmSJKnDGApKkiRJkiRJHcZQUJIkSZIkSeowhoKSJEmSJElShzEUlCRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1mGSrKyCtShAEZEvDJIb6oTAMPdOp5LspJVItqU+SmMzwIEH/UxCERL0zKOW7qcUtqc6UlopqZAqDsHQJpNPUeqZRyvUQRVGrq9bxMtUyqeEBGOyHfDfVrl6KqUyrqzWpEgFkhgcJ+5dAHBH3zqCU76FK0JTlx5Mkqvc7S5+CZIqoZxrFXA9RbMfTCZJxtOK4k0wR9UynmOt2+zdBplomNdQPQwPQ1UM137Pe94UTKghZUkvyZDEiimFuLmRGokYY11pdM2lCpKMq6eFB6F8CmRy17l6K2S7iVfTPYRjyVC3J4mJMqRYzJxcyIxmRjKtNqrkk1RkKqq0FQUDX4BL43w/B/Xcvm0hq/xeROOZdDGdyTa1PulYhfdvf4Oufg+IwAGHPNHKnfpri1jtSDRNNrc9UlqsUSVz5M/jl96BWPwFKzN2I/IfOYnjOxl7stlBXaZjggjPh5r8un5bYYTe6Tv0UQ7nuFtZs8iTjiOx9d8GXPlY/sQeCbI7sce+nvPsBlJPptVv++PdT3m3Vy48nUymR+vNV8KPzoVwCIJwxh/wHPk9h4y3x0nr9lqmUSP3xN/Djr0GlDEA4cw75D3yBwsZb+IPUJOoqDhGc/ym47Ybl0xI77UHXKZ9gKLt+9oUTqUqCGxdHvPG3D7G4WO+pulIB5x44j8PnZ8hi+KGpLVcpkrjkO3DVzyGqt/HERpvR9aGzGJ45r/GP3EHIXYMhr/rNAhYM1PeDdCLgI3vM4sQduumi0qw/QZK8fVjtLVscgjPftSIQBIhj+NNVhL/4NimaN6IsCALSTz4C55y+PBAEYGApfO49ZJcublpdprpEGJK46U/wiwuXB4IAPPkofPxEckNLW1e5DpepVQi+9YURgSBAcOfN8OXTyFZKLarZ5Mr2L4EzT10e6AFQLMD5nyb92IMEwfij/bIDDZb/6qdJP/bQKpdvJAxDUv+9Ey760vJAEIAlC+ETb3dfWc+FYUjqP7fD985ZHggC8NRCOOPt5Abd/pMlUy0TfP0zIwJBgOCOfxCc98n1ti+cSI9XErzssoeXB4IAQ5WY4//vce4ZiNe6X5TaQTIISPz+cvjNT5cHggA8+iCccRLZ4f6Gyy6qpXjhpSsCQYByLeaTNyzid4+UCEMv0SU1jz2O2lpiycL6wXUsv/sV6aGBptUlVavCz789dmFUgyt/RtLz29WSGR6An35j7MKhQYJ77vCEqEVSwwNw43VjlgV33UpyqPFJ7lSVTITwf78cGVCv7CffIF1tHAAkEyFcM87yPx1/+fGki8P1EWJjKZfghmtJJByhvL7KjLv9i3DjH93+kyQ1PDDqx5Hl7riRZBPPP6aiIJHgG3f0UW3w2+2n/r6YgjcsaQpLD/fDL787dmHfYsIF940ZfIdhyO8fHmagPPbOccbfFrGkZr8uqXm86lbbCoIAnnys8QzVCkGx0LT6hJUSPHx/4xkeupdE1eH+qyOoVesjXRp54G5HELTK8FB9NG4jA+vfyKSwUoEH7mk8w6MP1OcZd/m7G5bzyP3jLj9u3WrVxj+MAPznX4TuK+utIFrF9r/3TvvKyTI8uIpyQ8HxlKKAfy5q/GPI3UtKlHx8sKawoFKuP2u0kYcbh4I3P1lsuNj9/RVqsf26pOYxFFTbiuMY5m7UeIZUmjjbvGcKRqk0zN+y8Qybb0st2ZqXn0w1USIJs+c1nmGL7Vf5gGZNknw3jBcy9ExrXl2aJEqmYMvtGs+wyZZE4zwTsL789mu9/Lh1SyRh480bz7Dtzj5/cz0WhUnYeIvGM2y7k33lZMmv4pmBXT3NqccUlQljdp3T+IUsO8zMkA1su5q64lR6/HOi+VuP2T9HUcQe87INF9tyWoqk+4akJjIUVFurzZgNmzQI4g45knK+t2l1KYdJePVbxy4ME/Dio6h6DF8t5XwPvPZtYxd29xJvs5NvIG6RSr4b9nnBmGXxDrtRXQ8vhKtRBC98BSQb3Mr22hMppxqHevXlj1jr5cdTzubh6HeMXZjJwl7Pp1bzVSPrq3I2D69/+9iF2Rzsvr/bf5JU8j2wx/PGLtxl73q5GoprNd6643SSDa40Tt9rFtnAtqupq5zvhSOPHbtwxhyiTTZvGAoeuHGO3vTYO8en953D9IT7hqTmMRRUWytmu+CjX4JtdloxMQzhBS8nOvJYKk2+bao0Z0N43+dGjhCYNhM+dg7FabOaWpeprBZF1HZ9bj0YXDks2XBT+PQ3KHQ1L+zVSKVEivgt74O9DxpZ8Oy94dRPUUw1/nV7Kiv2zICPfxVmzF4xMd8Np3yS8gbzVzkaq9gzc+zlT/3Uai3fSBRFVLbYDt76wXoIuMzsDeCTF1DoXv9GbmqFKIqobL0jHPf+kdt/zobwya+7/SdRKZkmPuFDsOczgsFdn0t88scppRqPglPdBukaVx4xn3n5Fc9Hm5YJ+f6hG7JNd+AoV01p1TimdsBL4OXHQGKlHwU33ap+fM41/uFgTrLKta/alC16V9xhlE0EfPa5s3n+hml/GJfUVEFfX1/HHpGLxSILFixg/vz5ZLPr54Xu+iAIAjLlQv2h3oVh6O6l3NVTH7nXAgkgWxgg6O+DICDqmU4p30OtzU9u27G9p+KI9PDT32U6Ta17GsVslxcKbSBTK5MaGqw/NyvXRaWrl9Ja3gLbCmvT3sMwJDvUTzi4FKKIuHc6xXwPtdVsjmEQkB0eWOvlx5MkJrNsX0kmibqnUcz3eOHQIZJxTKYw/vZvxz5+fZCplusvHRkehFw3la6eKdUXtloQhjxVTbK4FFGLYXY2ZGaiRhCv20go27vaRSqq1c9lB/shnaHW1Usxm1/luWwYhiypJXiqBMVazJxsyIxkjcQY+4btXZ3E9t58vvZLbS+O4/ropOlZmN7q2kANGMr1wMq/ABpirZVKEFLpmgZdK4128btsC6VEmlLvTOid2eqqNE0URQznuiG30rPE1qA5RnG8TsuPp0pANd8LKz8ywUCwY1QDt3+rlJJpSr2zoNe7AdZGHEXMCMvMWPkR0B7mtR6phAkq3dOhe/qKiatxLhtFEdOCiGkrZx7uG5JawNuHJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMIaCkiRJkiRJUodpy1DwySefZK+99hr1z+WXXw7APffcw9ve9jae97znccQRR/DTn/60xTXWukiEIZlqmXQcEQRBS+oQhiGZWoV0VBtRh0QYkKmWSbWwblNBEASk4ohMtUzS72m5JNTbT6sr8gzJYHLrlQye3m+IJ2kNa2/luqWI6/8drmi/iXDi2+9Y30dq2TYYZ3XLl7P/GWFN+uUU9e85OWHrXv3j1cr94mS0K0laHUEQUA2SFEgRhIlWV6cjLDvGT9SxRxOnHa47pXbTln3VvffeSyaT4dJLLx0xvbu7m76+Pt75zndywAEH8OEPf5g77riDL3zhC+TzeV72spe1qMZaG2EYkh9cCn+9Bv5+HXT3kn7Z0VQ33oJiOtuUOgRBQL4wQHDr3+C6KyCZJn3Ya4i23IGwVoE/XQU3/RmmzSDz0jdQ3WgziqlMU+o2VWQqJVKPL4DLfgB9T5Ha9blw4GEMd00jitsvFGqGZByRXfoUXPUzuO8u2GQLMoe/ntKM2VTC1nW7yTgm2/90vf77b9hoMzIvPZrSjDlUEuterwSQG+yD//sl3HkzzN6AzMvfQGX2hpSS6XX+/HWrW0xuYAlcfSlBNkew0+7E115G/NhDBFs+i2D/Q4j+8n+kps+EA148Ie03AeT6F8PVl8A9t8MGm5B51VsIahHxb34CD94Lm29L5rDXUpw+i2pQv1gLg4D8YB/88Tdwy/UwYzaZlx1NZd58Sh3c/4RBQH5oaf17ufmvMH0mmZe+gcqGm476XlJRlcySRXD5j+CRB0htuT28+DX175k1vwhYfry6/hq4YdXHq0ylROqxh+r94tIlpHbbr96uuqd3bL8oqfmGSHFXX40v37qYRYUah2/ezeu27WFuskIURa2u3nonFdXI9C2Ey38MD99Paovt4CWvoThtFtWgLcfidIwgCMgP9RPccC387Vro6ib90jdQ22RLCk267pTaVdDX19d2Z6ff+973uOqqq/jRj340quyiiy7i4osv5le/+hXJZP0i9vzzz+faa6/l5z//+Rqtp1gssmDBAubPn082a2fQbN2DffDR42DpUyMLXnIUlVe9tSkXv13FQYJPngyPPjSyYLf9CPZ9IfFXPzVy+pFvpvLSN7Q84Fgbk9He09Uy6St/Cj//9siCrh747HcYmjGHuMMugMMwJH/fv+BTp0CtuqIgCOADX6Cw457UWlWvB+6CT54M1WfU672fpbjz3ut0whoEAV1PPgwfOx5KxZGFx3+A0v4vamogunJ7z+fz5B+5Hz5+IuywG8GezyP+5udHLpBMErz7TOKffROWLILPfofB3plrvf4wDMk//F/4+NugUq5P3H4XgoNfQXz+p2Hli7EwAR/9MoVtdyYioGvJk/DRt8DQ4MgPfe2JlA89inKy3caeTr4gCOjqWwgfeQsMDYwsfNVxVA573fJ+OQHk7vg7nPUhWLn/SSTh4+cxvOWOa3wx3PB49eKjqLx65PEqUy2TuuJHcMlFz/iQ3nq7mjZrjda9ujynUSexva/aMEnOunWAs28Z2W/Nyib481GbsmGy3KKarZ8SQO7Om+AL7x957AkTcPp5DG+901oHsbb3ddc9tLR+jrpk0ciCQ46k+tqTHPTRRmzvzdeWP1nce++9bLHFFmOW3Xrrrey6667LA0GAPfbYg4ceeojFixc3q4paR6moBj+5YPQFFsCVF5NaOvnbMhkEBL+/fHQgCHDzXyAMYeackdMv/S6pgb5Jr9tUkR5cOjoQhPpF+0Vnk6503glndrgfvvzxkYEg1E8Qz/sE2eGBsRec9HoNwDkfHxkILqvXVz9FpjA49oKrKVMqwPmfHh0IAnznbDLD6/b56yJTGILzzoByifDFryb+3jmjZ6pWib97DsFLXw8DS+F7XyZTq6zDOgfh3DNWBIJAcNjriC/60shAECCqwXkfJzM8SLpSgm//7+hAEOCn3yA91L/WdZrK0pUyfOfs0YEgwC8uJDW4dPn/ZocH4CufHHlRBvV98pyPr/E+OO7x6qrRx6vU4NLRgSDAYD9890tkntk3SNIkWFgKRgWCAIuLNT7yl4WUg7a8YWzKyhYG4CtnjD72RDU45/SWnf8JUnEEF39zdCAIcM2lJJcsbH6lpDbSlkeDe++9l+nTp3PiiSfy0EMPMX/+fI477jj23XdfnnzySbbaaqsR88+ePRuAJ554glmzxv8FvlhcccFaLpdH/FvNk6uV4a//13iGv11L7SWvp1JZ+4vyVemNKnDtrxqWx3//A8Gz9yb+w+Ujp9/8F6oHvozqM8OVNjfR7T2ZTBL/84bGN+Ldej1hYZBiKjch65squgaWQqOTi8IQ9C2iGDZ/pFfX4FJY9PjYhcUCLH6CYrj2I2DzxYH6rdJjiWrE991Fefvdmna70srtPagW4JEHIJUmLpfGDi4BFj5G0DO9/uS/m/5MWBiimFy7XyjzQ/3w2MgfHIJUiniwQai3dAlB/xIS+S74598bfm58+41U9n4htVorxpu2Tq5SgFuvb1ge3/Y3qvu9hGq1SteShfV9bSxPLSQY6KPI6j9Xa02OV8lkkviWvzbuF2/+S71fXMt2NR7PadRJbO/jSyaTXP5AqWH5r+8f5H/3m01PtcHxUGusq2/x2D/oAfQtJuhfskbHnpXZ3tdNrlaGP/228Qx/uZroiGP9ftuE7X1irMkoy7YLBavVKg8++CBhGPLud7+brq4urr76at797ndz3nnnUSwWSadHXrhmMvXhvqvTcB599NFRF1NPPPHExP0BWi1ds6eTixuHA1GlwsKFCxkYmLxf1baY0Us6GufW1iiqjxYco25PPvkkQ0MNLjrb3ES193w+T0+l0vj0Jo6pVMoseHyMX+XWY9O6UuO+wKNWqbBgwYKm1WeZad3pVdbr4YcfXuvbvXum5Rnvxotapcxjjz3W9AP8E088wezeLGmo3yq9uqFkFFEpl1nw2Nr9etzb8/Q610C1UqFWrjDeITyqlnniiScoFAprVa+pqntmL4lx2mZUqSz/XqanonFPbqpruA+uyfEqn8/TU62O3y+uQ7taHZ7TqJPY3sfW1dVFtTajYXkcQ6lcou+R5p+PrK+mZ4MJPfaMxfa+dvKzZ5Af7xyiWmXhwoX093fm3Rjtyva+9hKJBFtuueVqz992oWAymeSaa64hDMPl6eaznvUs7rvvPn74wx+SyWRGXVSWSvVfwnK5VY9I2mijjZb/d7lcv7iaN2/eqKBRkysOgD0PhBt+P2Z5sO8LmTFjBtOnT5+0OoTJBBzwYrj0orHrsOfziMe4NTbcfX9m9sxk5sy1f95YK0xGew+fsy+MdSsmEO+4O+R7mJ+fNiHrmiqCWhl6Z0D/ktGFmSzBrHnMTzb/uSVBrQwzZo9960Q6Qzh3IzZZh9FLQVyF+VvCgvvGKAwIt9mReemutf78NbVyew+SAWywCTz+MEG+mziVHnFb73Iz5hAvu815l72Ju3qYn+9dq/UHUQXmbghPPrZiYhxDrmvsUWxdPYQzZlNLJIm334XgrtvG/Nxwl32YnVu7Ok1tEfGOuxP866YxS8Ndn8usrukABNUipLNQHmMEzLQZBNNmMn/m6veBa3q8Cnd9LvzgvLE/bKc9ifPda92uxuM5jTqJ7X3VDp/RzRk3jPHYA+DQzbqYng6ZPX9+k2u1/gpqJcjm6ndfPFPPdMLps5g/a+3aqu193cRhAPscBH+5ZszyYL9DmD59OtOmddY1S7uyvTdf24WCUB+B9ExbbbUV119/PfPmzWPRopEXtcv+f86cOaOWe6axhlGm02kfYtlkEcAb3gF33Dh6qP0BL6I2cy6ZdBOCkxe9Cv50JSx6xi8R2z8bkumRF/QAB7+C6vSZZFNTt71MZHuvJmaQevFRcNXFIwsyWYLj308t10W2w140UgmyJN9xOvzP+0Y/V+aED1Hp7iW7Fm8/Xfd65UiefDp87j2jR8sd937KXb1k1+FFI9UwJH3y6XD6CaOfW3jUCVS7eskmmn/bdDqdppLPkzr54/DJk4l+90uC155I/IOvjJwxDAmOOYX4ih/XT+rf8l6ibH6t228lzJN6x8fhk++sP08IiK66mOCN7xz9khOAt59GuauXKAgITvgQfOS40aHWYa+j2jONbAtC5VarBQHB8R+Ajxw7+vbvF72K6rQZy7+XSpwmccIH4ZkvigoCOPl0Kt3T1mi7RgBvfOfYx6v9X0Rt1lwyKz2gvJqYSeqQV8I1l4ycN5uD499PNMn9ouc06iS298Y2jAOOfVYvF/175Oin7lTI/+4/l55UhXgSHmXQqSpxhsSJH64/T3hlQQAnn0Z5DY89Y7G9r50Y4HVvh1v/NvrZxPu8kGj2hs257tQasb03T9u9ffi///0vb33rWznrrLPYfffdl08/6aSTmDVrFttuuy2XXHIJl1xyCYlE/Qad888/n9///vdcfPHFjT52TL7ZprXCICA/2FcPlG76c/3NjC9/I7Vtd6aQbs5z6IIgID/cT/DHK+FPV0EqDS95DfEu+xBUy3D5T+C2v0HvdDjiTdS23oHCFA0EJ6u958pFEvffBb/8LixdAs/eCw5/PYWeGS15y247SNWqZJ56En5xITz4H9h4M3jVcZTnbky5BcHYMsmoRvapJ+GSC+H+e2DDTeBVx1PeYP6E1CsRR+SWLoZffx/u+ifMmguvPJbq/K0oNjnIemZ7T8Y1sn2L4dLvEmw4H7bcjvi3P4fHHoYttiU85JVEf/8DEMDhr62333U8OibjiOyShfV94z//grkbExzzTqhWiH/xHXj4fpi/Fbz6OEqzNqCSqP9OlwByA0/BFT+Gf94I02bAkcdS22K7Kdv/TIT697IEfvMTuO2Ger/8ijdT2+pZo76XdLVM+slH4JLvwCMPwhbbwivfQmnmPCrhmj/Tafnx6rc/h3/8aZXHq1y5SOK+O+GX34P+Pthlbzj8dRPSrhrxnEadxPa+egbiFDcurHDWzU+xuFjjRZt28Y5dZjAvWYFxHougtZOuVerHnl9cWD/2bLYNvOotlGbNoxKu/Vgc2/u6W34cv+YSuPGPkO+Gl7+B2na7NO26U6vH9t58bRcKRlHEcccdR6FQ4MMf/jAzZszg0ksv5Re/+AXf/e53mTFjBq95zWs44IADOOaYY7jzzjv5/Oc/z4c+9CFe+tKXrtG6bHDtIUlMslQgTiSopHNNexHByhJhQKo4TBwEVDL55XVIAsnSMHEiSTmVWevnrbWDyWzvQRCQrpQIajVqmSyVFoyEa0epqEaiUiJKpakkUm3TflJxjUR58uqVimMS5QJxMkU5mW7J392ovafiiES5SJxKExMQVkpE6SxBrUZQq1DN5JnoVwgtX+dK30c6qhJWykSpDOUGIVWKmESpSJxITPn+ZyKtOGaM3y8HQUCqViGslKmlMmsVBjZe96qPVyv6xSrVTI7qJPeLntOok9jeV18QBAzFCapxQHciJoym1ovypprJOPbY3idOMoBkcdlxPNuS606Nz/befG13+3AYhnzxi1/k/PPP56Mf/SiDg4Nst912nHfeecvfOnzuuedy1lln8aY3vYlZs2ZxyimnrHEgqPZRJaCaefqW8RZ1zLUoprbsV6KV6lCFFXXzgryhOI4pJdNt2KO0ViVMUGnD9lMJJrdelafD9cn6/HVRCcIVdQNY9t/JEJKTM4pzxDqf/j7KYRIy4+8wFQIqmdyI5fSMY8Y430scx6v1Pa/1uldxvFrRL/o8HEmtE8cxeaoQ8PTzEDSZJuPYo4lTjaGaGX3NJ3WytuytZs2axemnn96wfIcdduDCCy9sYo0kSZIkSZKk9cfaP1VekiRJkiRJ0pRkKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHUYQ0FJkiRJkiSpwxgKSpIkSZIkSR3GUFCSJEmSJEnqMMlWV0DS1BSGIZnhARJDA0BM1NVLMd9DFEUNl0kEkBkeIBzsh1SaKN9NUKsRDC4lzuap5nsoJdaPbikRBGQKA4SDAxCG1Lp6KOW6R30/mWqZ5PAAQalI3NVDKd9LtUV1HksYhmSHBwiH+iEIqOV7KK1iO68sU6vW/77iMHG+m3K+h0qw+r9HBUFAtjRMYngQqhWirh5KXb3Uonht/6RJVd8vBkkM90O8evtFpxvRxoCoexrlrl5SQ/31/iVMQDoNpQJBtQrZHDFQS2Up5UfvU1NdKo5IDw8QDA8+3S92U0qkJnQdySAgM9RPMFTvi6v5HkqZHHHcnvtVO0vFMenh/qe3V45qrodScu22VwKePm48vV26eiilO3e7hGHI4mqSJeWYRAAz0jA9UVvv9nlJklpp/bj6ltRUyTgm++DdcO4Z8OSjAISzNyD/zjMobr4d1TFCn0ylTOrWv8BFX4LB+sV/uMW2hMecSnThFwkeeYDUXgeRPO69DGW7m/r3TLRUrUrmP/+ECz4LSxYBkNhoM/Lv+jSFDTelFtfDrq6hpXD+mXD73wEIMlmyR76Z2sFHUkhlW/knAJCMamTv/zd85ZOw6HEAEnM3In/qJylusjXVIBh3+a7iEMGFZ8Hf/wBxTJBMkXnxq0kd8SaG07lVrj8MAvKLH4dzTocH7qlP65lG7i3vo/zsfSin0uv8N06kZByRffA/Y+wXH6e42XZUw0SLa9h+knFE9v674SufgCcfAyCcuyG5t59O/OffwoL7CF91HNF3vwyPPkgMMH0WwRveQfLBe0ns8wIKm2xJbQ2C5naWLxcIL/kOXHMJVKsEQUBqnxeQPPa9DGW7JmQdmUqJ1E1/hO+dC0MDACS3ehbJd32a4RlzDVzWQK5cIHHZD+HKn0GlXN9eexxA8q0fXOPjWKZaJnXzn+CiL6/YLltuX98uM+d13HapBAluWBhx4u8W8OhQ/aeyraen+e4hG7JDT4srJ0nSemT9OIuW1FTZ/sXwibcvDz6Aemj0qXeS7Vs0av4wDEndf1c9XHo6EATg/nuIvnQa4TGnQhzDDdfCOR8nWy424a+YHEEQkFn0GPzP+5YHggA8+iB8/ERyg30A5IpDcOapywNBAEpF+MnXSfzpKpLh+IFbM2SXLoJPvXN5IAjUt/kn3l5vA+MtWynCOafBDb+vb1uAagUu/zHhr75PKl71BW5uaCmcfsLyQBCAgaVw7sdJL7iXYBWhZLNl+59qsF+cUv8uNUp26WL45DuWB4IAPPkY8ZmnEj73EMLXn0R09kfq+88yfYuJz/80wU67wxc/RK5/SfMrPglSUa0eCF75M6g+PV44juH638F5Z9T3qXUUhiGp/9wBX/vM8uAJgP/+G04/sb7PabWkiElc8RP49Q+gUq5PjGO48Y/wxY+QKxdW+7PCMCR1753w1U+P3C733dWx2+XB4ZCX/frh5YEgwL19ZV54yUM8UXFMgyRJE8VQUNIaSQL85qcrLlpXFtXgV98n9YxbndLFIfjBeWN/4EAf8WMPwfwtAQjuvJnk4NS9AEpXy/DTC1YEYSsrFeGPV5IIQ8KFj8EjD4z9Ib+4kPTK4WkLpOIYfvn9+jZ9pmoVrvzZuEPNkwN9BHfeMnbhVReTHh4Yu+xpYRgS/PPvI0Pklf3gPDJrcNE92ZIwMsxZWVSDX65eENpJUsRw+Y+gNsZ3VqsS//kq4r7F9f3mmeKY6MqfERzwErhq/LY4VaQLg/URgmMI7vgHyaF17xMyhUH4/rljFy59iuA/dxCGnhqujvRQP/zmJ2OWBffcTmINwupMcajxdulfQnD3Pztqu1SCJJ+5cRFj3TRdrMVc9O9+EqmJvaVekqRO1TlnGJImRKJSgv/8q/EM9/6LxDNGtCSiGjx0b+NlHrwXNthkxf+vPDJtigkrZbjvnsYz/PtWEnEED/238TyD/QTl0sRXbg0kKkX4752NZ/jPHfW2MIYgCMbfhtUKQWFo3PWHYQh33tx4hgf+QzhWANci9f3ijsYz/PdOEi3epu0mrJTh3sZ9SfzAPVCpNP6AB++FeRuP2xankmB4cOxQeZlFT67zOsJabeSoy2e667aOCp/WRVAswHj79BOPrvZo5rBWg4fvazzDnbd01HYZrgXcvLDxd3v94wXK+DgGSZImQuecYUiaEFEqDRtu0niGDTapz7PyMkEIczZovMzcDaFvpdtRp89ax1q2TpRM1f+eRjbZgigM62FGI+ls/cUKLRSl0iOD2mfacP6o7bxMHMcwbZxtGIbEmfGfKRjHMWy6deMZ5m5E3EYXyfX9Yn7jGTbYhMiRLSNEyRTMG6eNzd2o/pKRRuZsCEufgg03bdgWp5RsHsYLkabNXOdVxGEIM+Y0nmH+Vh337Lq1FWey47fPmbNX+wUhURjCrLmNZ9i0s7ZLJoTNexr3l9tNT5Oic74PSZImU/tcUUmaEioEcMQxjWd45VuohCNv5ivne+CoE8aeP5Um2HbnFaMPN9qM2gRc/LZKOZWB15w4dmEYwqGvpFqLiDbaFKbNGHu+Q15R/85aqBIm4chjG8/w8jfW20IDtemzYMNNxy7c6/lUu8b/+2q1GuzzAmj0Fs/XnEAp1z4vpKkQwMvH2S+OPJbKBL9BdqqrBCEc+eaG5eFBLyOYPbe+34wheNGriP9wObxs/LY4VVTy3bDHAWMXbrIFtd7p67yOUr4Hjjpu7MJ0Fp69V0eFT+uiku+G/Q4Zu3DexkTjha/PUM51j3uM5Dn7dtR2yQVVTttr7B+WAuDkZ08nWvYcR0mStE4MBSWtsfKsDeCUT0A6s2JiKg1v+yjluRuPGh1Rq9Wo7fpceOnRIy/wu3oI3vUpoku/W///jTaDj36Z4gS9ZbMV4jimstk2cMwpkFgpHM3m4ANfoNhbDzyL+V74xAUwe97ID9j7IOJXvKnlIUccx5TnbQJv+2h92y6TzsApn6y3gXEUs13wsS/DRiODwXjH3Yjf8j5K4aqfAlfo6oXTz4OulcK/MIRXHENt5z3b7iK5PGsenPLJsfeLeZus9qihTlKevSG84/SRbSyVJnjbR4jv+AfRb39BcNLH6vvPMokkwZHHwlML4XUnUZo1b9TnTkWlRIr4rR8k3mHXkQUbbw4fOXtC+sVaFFHb8yB4yWtGjkrsmQZnfJVC17R1XkenKIdJ4jeeArvsNbJgg/lw2rkU1uBHi1oUUdvjADjsdSO3S3dvfbt0d9Z2ieOYHaeHnHXAXFIrnTLkkwE/fslGbJyxL5UkaaIEfX19HXtkLRaLLFiwgPnz55PNZltdHWlSTXR7T8YRmcIgwZOPQhwTz92IUq6b6ji3U6VrFdLDg/DEw/Vb5WbMhloNHl8A02dRmzaTYrZrvQhPUlGVTGEIHn8YkiniORtQzHVTC1Zc4YRhSHZ4gLBvMQz0wdyNqHT1Ukq2z62Qyai2YjsHwYrtHKz6N6UgCMgWh0gsfap+e/icDah2TaOYXv32lwCyhQGCxU9AsQAbzKec66K8ilF3rerfn7lfMG9jitmucfeLTpeMa2SGhwiefASAeN7GVLJdpIpDBAsfh1SasHca8eInoVImmD2PuFIm6upd7bY4lWQrRZIDS+vP5VyDfnFN2vzyvvjxBZDrIpo1l2K+h2jqd71Nl60USQ72w8LHYNpMatNnrfVxLF2t1F848/QxMpo1l1K+h1qHbpdKkKCvmuS+/jLJMGCzniQzEjUScc1zeHUU27s6ie29+daHF/ZJaoFqEFLN98Lmvau9TDmRotwzA3qecdts70q3C68HgSDUb7+tdE2DrRqP8IiiiOFsF2zQBRs0uNW2xaphgmrXNNhizUeqxHFMIZOHuXmYO86z48ZRA4ZyPbBJa2+nXl1rs190umqQoNrVC1uM/M7K+V7YbKVp3Q1ut1/PFFNZmJmFmSuNgJzgfnHMvnj96HqbrpjKwowszFjpmYBrub3KSbfLylJxjTmJGnNmQP2LKHf09yFJ0mRYv35elyRJkiRJkrRKhoKSJEmSJElShzEUlCRJkiRJkjqMoaAkSZIkSZLUYQwFJUmSJEmSpA5jKChJkiRJkiR1GENBSZIkSZIkqcMYCkqSJEmSJEkdxlBQkiRJkiRJ6jCGgpIkSZIkSVKHMRSUJEmSJEmSOoyhoCRJkiRJktRhDAUlSZIkSZKkDmMoKEmSJEmSJHWYZKsroPVbEAQkw3r2XI0i4jhereWSySRBFFEDoiia9PoFYUAcxcRBQLVanbT1jWXZ3xoFAbVabUI/OwxDEkAcmv+3g0QiQRjHk7KtV0e9vQfEQdj0dt7OVt5P/F6mtlbvY2q+MAxJBEz5fs22u8L60ievL21TmkqadQ2pdReGIYQhIdhHtpihoCZNrjRM4qF74feXQTJF5pAjqc3bhEI613CZdK1Ceuli+N2vYeGjsPsBxM/ei+F872oHiqtdv3KBxGMPwTWXEkQR7HMQdPcST59FuXcW5WRqQtf3TMmoRnZgCVx3BTx8P+y4O+zxPIa7pxOt498aBAH54X6Cf90Mf/89zJxL5oVHUO7pmqDaa00kiMkN9MFfrob//hu23gH2O5RC93SademXLw4R3vdv+OOVkOuCQ15Jdc4GFFPZJtWg/YRhSG5wKcHtf4eb/gRzNoIXvpzStFlUEpO7/2tiJYjJDS6t72P33glbPau+j/XMaNo+puYb0a/lu+GQI6nM3oDSFOrXEkBuqA+uvxbu+Sdstg087yUUu2dQDYJWV6+pxjp34eBXUJ4+Z9LPySZSEATkCgOE99wOf7kGeqbX2+bMuZRSmVZXT1ovpWpVMv1PwbW/hicehl2fS/ycfSl0TTMcbDNBEPBUlOJvj5T42X/6mJ1N8NadpjE/B/nAcLAVgr6+volNWqaQYrHIggULmD9/Ptns1DmBnArypWGCL32U4N+3jiw44MXU3vSuMYPBVK1K5sY/wNfOHFkwYzZ8+psM9syYsPrlygUS3/o83PCHkQU77U7wgiOIi8OU9nnhpAUDCWJyd90Cn38/rHygynfDmd9iaPaG6xSCdg8thY+fCIueGDE9OvY9FPY9hDibX+vP1poJg4D8Q/+BT54MlfKKgnQGPvE1hjfZap1D4FXpKg7B595D8MA9IwsOex3VV76F4np4kbI6/Xv3wBI47a3Qt3hkwTs+Tmn351FJ+LvZVBAGAfmH74VPnAzl0oqCVBrOOJ/hTbeZ9H2sHXTaOU1XcQg++y6CB+8dWXD466gc+ZYpEb6EYUj+0Qfqx+tScUVBMgmnnUthix06KtRudO7Cce+ntN+LqKwUDLZze+8qDBJ88mR47KGRBUe9lcqLXkMplW5NxTRltXN7bwfJqEb21r/CuR+HlY/3vTPq11XTZ0/44BKtvafiDIf+8mHu7SuPmH7anrN4x47dBKVB23uTeU+hJlwikSC86U+jA0GAP11F4uH7Ccb49TtTGICvf3b0MksWwUVfIlOrTEj9giAgcd+/RweCAHfcBANL4aqLyQwPTsj6xpIdHoCzPzoyEAQYHoTzPk62VFjrz05HNfjhV0efVAPhRV8iXxpe68/WmssWBuCsD40MBKEeXnzxw2QLk9fOAJJhQHDtr0cHggC/+QnJxY9P6vrbVaZWgQv/d3QgCPC1M8lM8nbRxMkWBuGsD48MBKG+z33xI/V9UOuVZBAQ/N+lowNBgCt+Qmrx6ONfO8oUBuFLHx0ZCAJUq/DFj3RUPzTeuQsXnkVmuL/5lVoLKWKCX31vdCAIcPG3SPU/1fxKSeu5bGEQvvLJkYEgQP8S+Mb/kK6Uxl5QTReFCc6+5alRgSDAmTcu5vFyZ42QbxeGgppwqcIgXPmzxjP85qck45FhWBiG8O9bR4dky9z0J5LFiQmzUrUqXPGThuXxn68i2OtAuOPGer0mQfDEI6MvApa5/x4S6xBIpopDcP3vGs9w2w2T9ndptHBg6djBE8DiJwkHl07q+lPDg3D1JY1nuOZSksnOGxGXLAzBLdePXRhFcPdt7idTRDiwFJ5aOHbhkoX1cq1X0oVBuObSxjP87pdTol9LDPbD4w+PXTiwlHBpg2PHemh9OXdJFYbqty828tdrSCQSzauQtJ4LgqD+aJ5ag9tO77ixfs6ntrC0luDCfzU+L7v4PwOkUlPncRHri/Y/umrKCaKoceAFUCoQxGOEf+OFfnEME/Tg7SCqraJ+RUimoTA5I+qCIIDyOOuHxge21RFHEI3zXRWGxxypqUmyqgfnTvKDdYM4hvI4I08LQ/V5Ok1UG/2L8soKaz9aV022qv5yXfpTtac4Hv84PknH7wm3qrZZmZg7JKaEVZ67DE2Jc5cARt8ZsLIp8ndIU0UQBLCqO6w6/OVN7SSOoVhrfP7dX47sI1vAUFATrpLrgn1f0HiGAw+j+oxn9UVRBDvs1niZzbclmqDn4FXTWdj/RQ3Lg12fS/zvW2DnvSblwbRxHMNGm0OjX7xnzCHq6l7rz6+lc8Tb7tx4hufs0/FvNmymeNoMSDd4HkY2R9w7fVLXX8nmYY8DG89w4OFUO/ABzFE2D5tu1XiGHXb1wdRTRNw7HTIN9rFMlrh34p5Hq/ZQyeZgz3H6tee9ZEoc5+KeadDoeJ9Mwcw5za1QC6363GXfKbFNq+ks7Lpv4xn2eeGU+DukqSKKIthmp8YzbLQZUc5nqbeLrkTEizdr/OLLV23dQ6WTfhBrE4aCmnDVGHjRq2HaGBdiG21KvNMeY15sV3tnwgEvHr1MmIATPkQx0/itxWuiFkXEez4P5m44unDGHIJn7w35XqrTZ07I+sZSznfDEW8au/DED1PK9671Z5fSWYK3frD+oPJniPc8kHLv5P1dGq2U64FjTh278M3vppTvmdT1V4IQjjq+/hKbZ4i3fBbRZtt05MOXS9kueNtH6v3LMx14GJWe6U2vk9ZOKd8Db3732IXHnFrfB7VeqQQJOOqt9TepP0O81Q5Em209Jfq1Yq4HjvvA2IWvO4nSGP32+qqUzhIc/4Exz13Y6/lUZ8xufqXWQimRhGPeNeaPgfEOu1Gbt8mUaJvSVFLp6oWDXzG6IAzhbR+hlOucvrTdZeIq/7PfHHLJ0aMBn7dxjq16QvvIFvDtw77ZZlKEYUh+YAlc9gP48zX1k7wXHkF88JEM53sa7uy5coHELX+FX34Xlj4F2+8KR7+d4qwNqAYTl2EHQUDXcD/89ufw+8shjgj2ej7BAS8hWrKQaIfdGB7jDckTKVcpkrjrNrj4m7DoceLNtyN4wzsobbgplXDdnoWUjCOyS56En3wd7vgH9EwnfvkbGNpxT4rZLtt7k2WqZVIP3A0//lr94eMbbQavP5nKZttQSk7+WwjDICDfvxguuQj+/gfI5uDQVxE//3CGMo1/rZvKVqd/T0Y1sk89AT/6Ktx1G0ybBUe+mdpznkuh0ehOtaVMtUzqwf/Aj8+HRx+EDTet72Obb9uUfawddNo5TRhAvv8p+MV34Mbr6v3ai44iPvAwhjJTZ1RIuloh/ch9xD86n2DBf2HeJvC6t1HZcocp8QbliZSII3LPOHfhiDcQ7XHgqHOydm7vCSC3dBH87Jtwy1/ro0EPez3Rcw9meAq1TbWPdm7v7SJX/n/27jtMkqJ84Pi3OkzeeLuX8wFHOnJGcs5RggEjoiiYQERRQbKCiuEnkgQEEUFAooEkOQgeGY4Djstp807u7vr90Xd7Ozczm3d2duf9PI+PXFdvd013dYW3q7tTmG+86Pd1W9bAZvPgU18n1TAJp9ANYDFitDJYlrG45KW1/OPjODVBk7O2qeOkTWNUk5byPgIkKCgFbljZaOxUHI0iG47h9CHybxgGwWQcpV1cO0jaHL6XjVrKfym0qT20ZeN5HplIVcke7TAMg0AqjuG6uHaAjB0c0rsjAc/BSqfQhkGHGeCjjz6S8j5ClFIEMykMJ4tr2WQCoZLfCbPxsJMJtFJkIjFcb+xW/32t35VSBJwMZjaNVibpcFQeGx6llFIEMilMJ4tn2aRH4BobSZXap7G1h50a3fVabtm1yAQjFV0Pde+7FOuTjYbybnsudiaJRpEJx3ArqD4SQ2s0lPdykDOGtIJk7EBF9QNGm6yy6HQVBlBrueh17Z6U99Ir/0+ziVEtiyIbWjdlu4+Vsud5JIfoUeHeOBqc0EYzpUr4rhfP80h1v/s9xA1XxrDIrJsy76R6+biJGFZaa1J2ENbP/BiBTkoWg+z6RyhG4cB5OGit/RsP628+VPBAfLTTWvszq0bwGhOll1Wjv17LK7sVXg9177uM5g8EZA2z331gIcTA5Y0h5bora7Z2qFv3IGChb5CK0pF3CgohhBBCCCGEEEIIUWEkKCiEEEIIIYQQQgghRIWRoKAQQgghhBBCCCGEEBVGgoJCCCGEEEIIIYQQQlQYCQoKIYQQQgghhBBCCFFhJCgohBBCCCGEEEIIIUSFkaCgEEIIIYQQQgghhBAVRoKCQgghhBBCCCGEEEJUGAkKCiGEEEIIIYQQQghRYSQoKIQQQgghhBBCCCFEhZGgoBBCCCGEEEIIIYQQFUaCgkIIIYQQQgghhBBCVBgJCgohhBBCCCGEEEIIUWEkKCiEEEIIIYQQQgghRIWxRjoDQmzM9lwCyU7IZtDBMOloNa7n5axjKQjG2yGThkCQdKQaBzANg2CiA5VKgGWTjcTIGIMv5kHXwUp2guPghSOkwzG8jfIkiss5L3aAbDg6JOelPwzDIJjsxEglwDBxIlEyVhCtdUnzIcRIMA2DYLwdlU6CHSATjpE1zJHOlqgwSikC2TRWMg6e57enoeiYb0/99qcDI5kEy8IJRUlbdo9/Y6MJJDogk0YHQ2Qi1Th9aK+CbtY/vr30VwzDIJiKYyTjfpsYjpKxpU3sD8+waHYMUo4mbCnGWS547khnSwghhOgXCQqKshJNdaJu/x08+29wHVRdA+HPnk12m11J20EAwpkU5qP3wP23QzIOoTChw0+GQz8J774ON/8CmteAYRLYfX8Cnz2beKR6QB1dpRTRzha48Sp49VnQGnPCFCKnn0d69hZkzZ479QICTobAO6/CH38BTavBMAjsuh+Bz31rwOelvyzPJbToPfjDZbD8YwDsbXbBPv08ErWNY35AKipbKJvGeuVp+PPvoK0FLIvgXocROOWrxEPRkc6eqBCGUkRaVqP/cDnq7VcBMKfOJvLVH5CaOhtHjc2HV2zXIbjwXbj+Cli5FJTC3n537C99j3hVXcE2MJJJYtx/G/zzb5BJoaIxQsd9HnefI0kGQgX3o5Qi2tECN/0cXn3O769MnErky+v7Kxu6/Jb2CC1eCL+/DJZ+6C/bcgfsM84nUTceTwKDveogwDX/a+P/Xm8h4WiqAwbn7FDPF7eoIkZmpLMnhBBC9NnY7IGJUSmcTsAV34GnHgHX8Re2rIVf/xj7zf9iGga2djHvuwXuvM4PCAKkknDPzag7rkW997ofEAT/bu2z/4ZLziacig8oT5FEB/z4DHjlGVjfSV61DC45m+Dyj1FKDfJXj22GYRBY+CZc9X0/IAjgefD8Y/DTbwz4vPSHUorQmuVw0de6AoIAvP4SXPBlwp1tw54HIUaKaRh+QPD3l/gBQQDHgScegF+cTziTHNkMiooRibfBD7/UFRAE/IDUj88g1LJ65DI2jJRSBFcuhou/4QcEwe9LvPoc/Oh0v4+xkaCTwbj5F/DA7ZBJ+QvjnXDbbzH/cRc2hW9i+f2Vr8Arz27or6xcCpecRXBFbn8l1LwKfnRGV0AQ8M/LD7/knyfRoxQ25z/fxFWvNpNw/GPdnvH48Qtr+cVrrThK5lwIIYQYPSQoKMqGuWYF6qMFhRP/dA3BRAeBeAf8466Cq+gnH0Rtv3t+wtKPMFYs6XcAzzAM1AdvwdpVhVe4+RcEZUDdo2CyE27+VeHE5R9jlCCwGshm/BlShWYDtrWgXnsBw5CqUIxNwXibX/4LUO+9jtmytsQ5EpXINAx48UnobM9P9Fy48zoCnlPyfA23QCaFvvWawonNa1ALXs9rf+xEh39Ds5AHbvP7QRsxDAP1/hsbbr5tRN96DYF1AcaA5/g3Vgs95trZDi8+6Z8vUVSLo7j93QJlGfjN/BaaHTl+QgghRg9ptURZMAwDPnin+ApNq1GZNKqzbcMswo1pjU4loFCQqUDHu095mv9i8RU+eAfDGXuDmKFkZDOwYnHxFd6ZP+wBOTObhgVvFl/hf88hb1YTY5VKpzbMECzk4/clKC6GneG58NoLxVd473XMTLp0GSoR082iemx/ns+//ordiATIpFFFgoLML3581ftvYrpZP0+ZNLz3evF9vPaCf75EUasSLsUesM560JKWV5IIIYQYPWQkIMqC1hrGjS++gh0Ay4JguMftqEBow2Mz3TVM7Pe767TWMHFq8RVq6gsHIEUXbZoQihRfobH/52VAeahrKL7ChCloCYqIscoOgNnDo2x1DfJhATHstGFC46TiK9SO89cZYzQK6ntpfza+/mLVPW80mP9OQa01TJhS/G9qx/l5Yd256KlNbJw4Js/FUKoK9NxniFjSNxRCCDF6yEhYlAWtNXr25hAqEvTb/2gykRhOrBpmb154nSkz0WtW5C+3AzB3m35/TMJ1Xdh1PyjWOT7ms6QjVf3aZqXJRKrgsE8WTrRs2HKHYf/IRzoUheM+XzhRKdj/aByZ8SnGqEykCj5xcOHEaAw9ZZYEBcWwczwPDjmx+AonfJFMTzeQRqlMpAqOOa1womHAngf5fY1uvJp6GF84gKq33J5sgX6H67qw+wH+Ngs59jQ/L+Af5+O/UDzTh5zony9RVEMQNqkNFEzbeUKI+sJJQgghRFmSoKAoG6lINfzot3kzy/SW26NP+AJZDNKBMHz3chg/OfePx41Hfe/neG//L3d5MAQX/JpkpJc778XyFK2G7/3MD2B1t9sBeJ84BFc6zj1yNOjDToZtd81NCITggmtIRgd2XvrD8zzcbXeF/Y/OTTAtOOsi0tX1w54HIUZKVhnoT52J3mSr3IRIDH70O5JRubEhSiNT1wBf+2H+jbZDP4m7+bZj8ivwrufh7bY/7HlQboJlwXevIBWrzfubZCgKP7gGasflJkyejvrGhWSKfH04FauFc670t93dHgfi7X5gV3/F8zzczbeDQze6YWeY8LULyNQ19v0HVqhaw+G+I6cwOZp7rGfX2Nx2yCRiSm40CiGEGD1Ua2trxU4RSKVSLFmyhGnTphEKFe5kidIygVCiHbXkQ//Lw7Pm4tY1kuzWCVZKEU52YqxeDssWwaTpeBOnkAxXEUonMdua/PcT1tajp29CKlKFy8Af5bC0RzDRgfroPYh3wKZb4VTVkbKDg//BJTSS5T2cSWG2NcMHb0NNPXrG4M9LfwWdNHZnOyx4w38MfZMtSYVjOPKY1Jgk9XuucCaJ2bwGPnoPGiagp8wiGa3Cq9gewNgzGsq85TmEEp2w8C3IZGDuPLLRatLW2J5aFcymsTta4f03/YD87M1JRWI4qnD7YxgGoXg7xsol/heEp83Ga5xEMhTtcWavpT1CiQ7/Oo93wKZb41TVFuyvBJ0Mdrwd3nsDAgHYdGvSoSjZnl43UEZGurwrpWh2bT5od1jYlmHzuiCzqkxqjazMvhZDbqTLuxClJOW99CQoKAWuLCmlUEr1OnPAMAz/0eONOmDFlpciT+WqHMr7cJyX0ZgHMfzKobyXIyn/Y9doKvOjvT0dqP5efwM9Tv35u9FaJ5RLea/UsixKq1zKuxClIOW99EbH7UBRcfraQS3WCRuOztlo7DSXm3LoNJdDHoQYKVL+RTmo1Pa0v9ffQI9Tf/5O6oTBqdSyLIQQYuyQdwoKIYQQQgghhBBCCFFhJCgohBBCCCGEEEIIIUSFkaCgEEIIIYQQQgghhBAVRoKCQgghhBBCCCGEEEJUGAkKCiGEEEIIIYQQQghRYSQoKIQQQgghhBBCCCFEhZGgoBBCCCGEEEIIIYQQFUaCgkIIIYQQQgghhBBCVBgJCgohhBBCCCGEEEIIUWEkKCiEEEIIIYQQQgghRIWRoKAQQgghhBBCCCGEEBVGgoJCCCGEEEIIIYQQQlQYCQoKIYQQQgghhBBCCFFhrJHOgBA9MQwDwzDwPA/P80Y6O0L0yDRNAFzXHdb9lNt1MVy/uz+/c30ePM9Daz2k2+4rpRSG4d9rG+4yIEqn3K43MToNdznqbx04EtbnUWuNUgqQurJclVO9t75t1VqPaF427utImy+GQ6nGEkJ0J0FBUZYMwyAcb0MteBPefxOmzYF5O5GMVCNVpCg3wWwau3UtvPA4aA277odT30jKDg3pfrqui/ffhAXrroutdyQZrRmR6yKUSWE1r4IXngDLgt32J1s7jrQVHNR2DaXWXf9vwMK3YcYm6K12JBWtxt1orGt5DqF4O7z8NDSvhu13x5syi7Qq3Lx1bfud+fDhOzBnS/Tm25KM1uANYiAdSScwli2C/z0HteNg571JR2vImtLMjlb+9daOWvgWvPc6TJ0J83YZsetNjE6mgnC8Hd58BRYvhE23Qm82z69zhiDAkcJibcbgvg87aUm7HDEzyibVNtUqMwS5HxppTNZmTR5+v5NDatJskliJ/epTqGg17LovmVgtGcse6WwKQBkGaxyLp5emmL8mxU7jQ+wxKUSDmS15sFkpRYtn89raDE8s6WBmtc2hM6I0WA4WpQsOxrXNspTm3oWdKAXHzYkxLmTxdlOaRxd3ML3K5vBZURosF0tL6yAGphObpQnNvQs7sE3F8XOqmBiCCNmRzpqoAKq1tbU8byeWQCqVYsmSJUybNo1QaGgH72LglFJEW1bDj74C7S0bEoIhuOhaEpNmlrArMHZIeR8e4UwK867r4V9/y03Y+zDcz55NMhAekv30el1MnjWooFZ/hdNJzD9eDc8/mptw5Kk4x35uwAFRpRTRppXwo9Ohs31DQigCP/0DiYnTu36n5bmE3ngRfvlDPxi7jp42G/2Da3h9+SqmTp3aVd4NwyCyeql/DBOdG7YdjcFPrycxfsqABunRVCdc9m3Ux+93/yFw1kWkt9tDAoOjkFKKaOta+PFXoLVpQ0IgBD/5HYlpc/DKrPckdXz5MZQismIR/OSrkEpuSKiqhYuvI14/YVCBlhQWd3yQ5NtPrc5ZvuekMH8+dBI1pAe87aGSxuSeRWnOfGIVzx4UZYc/XYj17vzclb74XTJ7HkLGCvR5u1Leh55hGLwXN9j/niV0ZDa0hbVBgydPmM6skFPSwOBaL8hB9y7ho/YNQRHLgHuPmMoejQZmCQJwHdrmghebueWd9pzln55bzfbjw5zz9CrAD/7ffcQU9mo0hiVgKeV9bGvXAb77zFruWtiRs/ysbev4/g41RCssMCjlvfTknYKi7ITSCfjFD3IDHwDpFFz+HULJzsJ/KESJKaUwl3yQHxAEeOoRzIVvdT0iNVihdMIPfhW7LhIdhf9wGBiGgfnOq/kBQYAH78BasWTAvzuUisNV5+UGBAFSCbjyuznXfyjeDr+6ICcgCKCWfIi65ybGVcVyt53ogCu/mxsQBIh3ws/PJZjs/zG00aj7bs0NCIKfp9/8hGCivfAfirIWzCTh1z/KDQgCZFJwRWmvNzF6hRIdcMV3cwOCAB2t8Ivz/Xp9EFamVV5AEODZFUlueacdZZiD2v5QWJM1+doTqzh4apjNX/1HfkAQ4KarCWzctomSa3Ytjn9oWU5AEKA17XHiw8tp9Up3gyutLM59ZnVOQBDA8eDEh5fR7Ax/2VZK8WpTNi8gCHD7e+3UBg2mxPxj4mo46eFltLgy41X0j2EYPLMynRcQBPjNay282+YO2VhCiGIkKCjKjhnvgI0H2Ou1NWO0NRVOE6LEbM+BB24vvsL9txHIDs0jXGa8AxYtKJzY1oyxcfBiGNnpBNx/W/EVHroDSw/sTrkZb4dliwonNq3G6GgF/E4Ur78ERWb2qScfosHObeKMzjZYvaLwtlcuxdw4ENkHdrITHru/cKLW8OpzXe8cEqOHFe/wH10vpKMNoyk/ECPExoy2ZmhZWzhx8Qd+vT5AlmVx+3vF66zfvt5CSwkCJz0xTZO/rRvofmOmpvrRO4uv/NTDWJbMqh5JTSnNkg6nYNrC1gzNJZx42uYY/P3DwpMA0q5m/tr0sAdKklhc/WrxYPUd77Vz/CbVXf/OevDSqqQEcES/dHgmv/hfc9H0X89vwVEjf4NHjG0yUhHlx+llinRycHfWhRgqynXzZ7R119mO8gp3sPutt+BiqnTXheF60NNgtqPNPzYDke3l+k+nAP8OPusChIW3k0FtHDDs7Rhm+h/AVZ7nzx4rpr1ZBgijUW/t0MazTYUoJN1D3QC910m9WJ0oXs+2pFxG+gl3pVRXHqts1XO70SI3fEdaauOX9m4kXcJ3JmRc3eMrGtYmh3/2lONpWtM9XGNpl6idm4dS5EuMLY72Z+MW05TycOS9WWKYSVBQlB0drfbfH1aIYUDjpNJmSIginEAQdt67+Ao77Y0TLFKW+0nHqiEcLZxY4uvCCYVh+z2Kr7Dbfrh2398N1Z2OVfvvbSvEtKCuAVj3VbZ5Oxff0MzNSGzUxOnqOij2Mns74Kf3kxsIwpwti6+w3e4j/uVG0X86UgXRqsKJSsGkaaXNkBidxo336+dCQmF0rGbAm3Zdl2Nnx4qmHzAtStgc2bCg67ocMctvt55sAnfrXYqvvPv+8rXNEdYYNrCKFVdT0RAq3bCxylbMrC7+KO6uE8PD3rbGTM2Rs4pfY/tOjfDfVbmB/z0mD3++xNhSZWoOm1Gkf4//YZuwIWVKDC8JCoqyk45Uwae/XjjxsJPJhIs30EKUkutp2OtQqCkQTIpWwUHH4QzRS7nTkeqyuS6yKDjy1MJByroG9M774A6wU5yOVsMpXymcePRnSHf7nW7jJPQW2+WvpxT6i+ewMpHbWc9EYnD85wtv+8Qv+en9zW8gDF86p+DAX2+6Fe74KSX/YqMYvHS0Gk47u3DiQceRDRcJGArRTToc8+vKQk79GukB1Dnraa3ZvjHA5nX5N2BsAy7bo5EwQzRTfYC01mxVZzNvXJBfL8iw6oQz/S/Vb2zqLLyZc6WuHGF1lse5O4wrmPajXcZRZ5YuaFtnOlyzz/iCaUfMjDKhFN8e8Fy+sGUNdcH89n1cyOTA6TEeWxzvWnbw9AiTQjJLUPSP4Tl8Y9s6qgL55WxCxOTY2TEJNIthJ0FBUXYcILv7gXDOlTBx3WyMukb4yvm4x32OjHzJU5SRRKwWLrsJPnGIP5PNMGD3A+CKm/20IeIA2d0OKHBdfH9ErotEVR1ccQvsvI//my0L9jkCLr2RRKS69w0U4aBw9j4CvnUpjJ/sLxw3Hr52Ae4Rp5Dt9uL8ZCAM374Mjv8CrB9cb7IlXHoD8QnTSKdzX4CUVSbuwSfANy6Ehon+wsZJcNZFOAccQ1b1v0nUWpOaNAMuvRG92Tx/YTgKx30Ozv05ySGaKSpKy9Ga7I57w/d+DpOn+wvrGuBL38P95FdIF5txKkQ3WdPCPfqzcMb5UN/oL5w4Fb5zOdk9D8FhcAGEOiPLI8dM5Rvb1hK2/G3tOzXC8yfNZEbIK4sgW43K8MBRUzht82q+uTDE8h/dhLf1Tn5iIASHn4z+0W9Iyg3fEWdrh6/Pq+aGAyYyrcrvU8ystrn14El8fvNYSb72u57neezaYPKv46axTUMQgLqgwU93a+D3+00o2ddYx5sZnjtpBiduWoWp/K8Mn7xZNY+fMJ0/vN6Cxv868092beCGAyYSU5X1lVgxNCbaWV44aQbHzI5hKP8r25+eW81TJ06nwRyad5ML0RPV2to68j2GESKfuy5vhmEQTHZiuA7aMElHqgY8+0hIeR9utucSWPclyWwwTMYYniBduV0XQc/BSiVBQSYUITtEL0Pu/js9wyTTw++0lCKQ7EB5Hq4dIB0Ik0wmi5Z30zQJJDr8bZuWv+1BPramlCKYSWFm02jDIBOO4VRs6zp2lNv11hOp48uXaRgEEx0oz8UzLdLhoZ354RkmrY6JBsKGJqqcsggIducZFm2OgVJQ7yYIZ5NoFNlw1J993k9S3oePaZo0OwZZrbCVps50R2ymkmEYtLsmaa0wgHrLRXulf8w8oyw6Xf/GYZXpEcClw7P8fCn8WZTDmC8p75Uhva6cKaDa9LD0yM72HilS3ktPplyJsuV5Xu4smzIdiAkBkDXMkjxSWG7XRdqw/Ef+h1h/fqejNU6o2yyTXgbDruvmbnsI3mOltSZlB8EOrlsw6E2KMlBu15sYnVzPIxHq9rqFIS5HhudSb2yox8osHgj4j8jVrZuM7VkWcUsewS9XrutSo1zWx2pHstrzPI+Y8oity4seobwEtEP9+ocJtN/Ex1S2K19I0yCGQFA7BLuVMyFKRR4fFkIIIYQQQgghhBCiwkhQUAghhBBCCCGEEEKICiNBQSGEEEIIIYQQQgghKowEBYUQQgghhBBCCCGEqDASFBRCCCGEEEIIIYQQosJIUFAIIYQQQgghhBBCiAojQUEhhBBCCCGEEEIIISqMBAWFEEIIIYQQQgghhKgwEhQUQgghhBBCCCGEEKLCSFBQCCGEEEIIIYQQQogKI0FBIYQQQgghhBBCCCEqjAQFhRBCCCGEEEIIIYSoMBIUFEIIIYQQQgghhBCiwkhQUAghhBBCCCGEEEKICmONdAbEwCilCGTTWJkUKEUmFCGrzK50CwgkO1Gei2sHSQfDaK0xDINgshPDyaJNk0y4Ckfrkfsh65iGQTDRgXIdtGmRjlThel6vyw3XQSnwrACe1qTDMTzPG+mfU1b8Y9VOOJslUF+DZ+Vf9rb2CKTioDVOIETGDqLLoFwMpfxrJkpW+fdFul8vnh0kHYoMqBx1HUdP4wSCZAKhITmOllIEEh1+/iy7T+XcNE0C8XYM10FbAbRlYaSToBTZYISMYfb496K4nsqSWHd8nAxWOglANhQhY0h3YyQM9lwY3dpabZrr2uDidZoFhJIdKMcByyIbjpIa4vvP3fsFnmmRiVbjuu6Q7mM9pRTBdBIzm0Ybht9nGpY9jQxTKYLJDpTrDvuxFEJUluHsKymliGuLhKswFFSbHpYeS7VzaSjDpNkxcTQEDU2t6fZ7/LP+PBtas0qFySiLgAG1plPWY/KA52CnEgA4gTAZOzDmxr79Ib30UcgEwmtXwE1Xw5svg2kR3ONAgqd+jXislkiqE3X/bfDveyGdwpo1F+uL5+BOmoa58G249VewfDEqWkXoqE/hHXAsiUB4xH5POJvCfPEJuPtGaFmLaphA+OQz0Nvuinr1OfjrddC8BlXfSPikr8AOe8D8F+DOP0DTanRdA8ZhJ2HUN2IGw2S32J60HRyx31NOwtkU5jP/hHtvhrYWqsdPQp96Ju68XUjZQZRSRDtb4I5r4blHwXWwt9kF+/PfITluImNlaGCiCa9ehr7patTbr4JlEdzrUIInfQVtB/zr5V9/g1QSc8amRL74XdLT5pA17T5tXylFNNEOd90A/3kYnCzW5ttif/EckuOn4A6iExRJJzEe/zs8cDvEOzAnTydy2jfJbjKPtB0o+DehbArr5efhL9dC/XjMU76Kd98t8PpLYFoEdtufwKfPJB6rq+gGcCBM7RFes6JgWYpHayr+eBoKIi2r4OZfwfznQRkEdt2XwKe/QaJmXFl3EMeawZ6LYDaN/dZ/4fbfwerlqOo6wsd9Du8Th5IIhPLWj6bjGH+/Df3oveh0CmbNxT7lDOyps4lX1eENwbURzqQwX3zc7y+0NmE2TCB88ldxtt+D1BC3+7brEFy+CG66Cj58FxUMETroOPRRnyEeig7pvkZC0WO53e6kCpxfIYToq66x6s2/6Op7dh+rDqav5CmTDxMG33l6NU8tS2Ab8Km5Nfxol3E0mpmK74f1VQcB/vhWB7/8XzMtaY9NagNcuWcju4+3iPTx9tf68dXqeJabmqu5+l1/W3NqbK7Yczx7Tuj7tkrFMAwibU1w+2/hxSdBe9jb7Y79+W+RqBtPD/c9xzTV2tpaoT8dUqkUS5YsYdq0aYRCo6cDFGtbC+d8GjLp3IT6RtSlN+BddT7qg7dz05RC/eg36D9cDquW5abtui/O6ecPeYe6L2zPJXjfzfD3P+UsV/seAbUN6PtuyV2+58EwaTr67hvytqUO/SRkM+hNtiK15yFlMQNyJAXdLPad18I//5af+MVzSO1zpD9D4AdfhOY1uemBIFx1O501DaXJ7DCLtaz2rxknm5swfhLqqxegf/r1/D/6yf+R2GTrPgUxIqlOjJ98FVYuzU0wLfj5n4g3TB5QJyWUTWPdcCW88Hh+4rcuIbnDXrgbbddCE/r33+C230IgiPGDX+Jd9h3IpHL/vq4BffkfiYer+p2v0WC46vdY8yo49zMFy5K++HriodiQ7Ws0inW2wHc/DevuvnapqYMrbqUzMjbLWznYuMwXPRfVdXBlz+fCUhB66mG44Wf5iQceS/bUM0lbG25KhNMJzCvPgUJ9j+9egd50KzoHeW3YnkPw3j/C/bfnJ37q66QOOQFniGYlKqWILn4ffnQ6bFTH6tlb4H3/apLByJDsayT4x/JmuP+2/MRTzyR16IlDdiyHy2jtwwsxEKOtvBcdq9Y1oi+/aVB9z8UZm53+8jEZN7dunl5l8+TxU6k3MgPedqVIYPPNZ5q46/2OvLSbD5rE8dOtPo1/Yi2raX3pOb4e/AR3fpTOS7/hwIl8coaN7ucN4eEs77FEB3z/NGhryU0IReDq2+mM1Q3p/kaL8m7xRR7bc/27uhtXsuAHdua/gNIFLjyt0X/6NergE/LTXnwSq6N1yPPaF8FEBzzw57zlao+D0A/md/zV3oei/35rwW3pf9+L2m1/uO03BBLtQ57X0cZOdMK/7imceMfv/YDg/OfzA4Lgl697bsYuVJZGmYDnwB2/zw/iAKxeAUs/hKmz89NuvIpgMt7r9g3DwHj/zfyAIIDrwO2/I+AMrINidbQWDggC3PxLgsn8xjyY6IC/+kFztcdB6Mfvzw8Igj8r95VnME15jLivAp7jz74sUpbUu69hGJXbrNpoePCO/CAU+J2v5x/FrODjU0pWT+eivQWe/3eP5yIY74A//1/hxMf+jp3s7PqnUgpz1bL8gCD4fY+/3YhatghLqf7+jNw8JTrhwb8UTrz7Rj/PQySYTsKNP8sLCAKoD9/BXLUUNcjfM5L8Y3lH4cS/3einCyHEANjag7/9sfBYtWUNav7zA+57ZpXFhS+uzQsIAizuyPLMilRF98P6am2GggFBgHOfWU2T0/vDpAHPgb9ex6qtCwcEAb7/7Jo+batUTMOA5x/NDwiC31968A6/L1uB5KoZZaxMCt54uWi6fvkp1OzNCyd+tAA1aVrhtEULRqaD29YMXoGHVJ0sOAWmG7suZIsEWFwHnU5CohNjCAcHo9bq5QUHNAAk4xid7f606WJeexErXWBAOcpYmZT/mH0R+u3/oWZvlp+w9EOMQsG0jRiG0fNxfOO/mIU6Rr1QSsHH7xdfobUJI5EftFQdbRuCgLPnot+eX3wbLz6JWSjAJQqy0j3Xvzz/GOYoDhQMlplO+q92KObl/2Bl+38tiP6z0kl4radz8VSP50LFO6BYYEjrnCcODMOAN14qvq+PFqA8zy8fg9HaVLi/AJBJoTqH7magmU3DRwuKr/Dai6N74NnjsUz77YgQQgyAlU723Ca88ASGO7BHSjtdg8eXFB+b3PNBJ4zmurkElFK81VR8ssKapEtbtvfAmJVJwccLebuHIffapEt7H7ZVKlY2Df99qvgK/3t+8H2VUUqumlFGKwOi1UXTVXUtJItUloEQutgLpKtqBp+5gSj23hqzyF2FYsvXUXbQn5kQkHcKEun5nUfaDkBNffEVqqrRY+BjFFoZECtevlWsBp0s0ADYAejrncy6Hh6zrqpGDzRQ1NN1qZR/DjfWfVkqCbHi9QU19WjpPPWZVqrn41nXMPBzPQZow+z5+FTX4fVSh4uhoU2rx74C1bU9n4tA4feVdglveBRYa42qGdfDtkJ+PVzgI1f9EuzlEaLe8twP2jB63l/duNH93qoSHkshRGXRhtFr33OggTtDaepDxfvmEyMmajTXzSWgtaY+1PPxD5m992U1BtgB6oM9byvYh22VimdaUFVbfIWqmjEx9h0IGQ2OMplwFI7+dNF0dciJ6P89Vzht38PhhcfyE0Jh9JSZI9LB9apqoHFS3nLdvAYmTs1fvmYFTJlZeGONk9BtTegttsMJV/Z7vQC82obiQb85W+JEq+DQE4tv4OjPkhkDL1PPhGNw5KeKpqud94LXXsxP2PcIMn1454njOLDfkcVXOPJTZAbwHjWtNXryDP8dF4Vsv3vBcu7GqmH6HH8bz/4Ltd9RxXdy+EmU0Q28speJVMFRxcsSBx7rl4cKlQ2G4djPFl/hyE/hyFeaSyIbCMGxpxVfoZdz4URisMmWhROr6/DqG7v+6Xkeervdig7y1N6HQlUNmT5+uKkYr6oWGiYUTpw6G7enIGg/ZcMxOODYwomGAdvuPqo/muNV1UDDxMKJQ3wshRCVJROKwtE99AUO+yTZAX7Noc50+dZ2xd/59uWtauUL6n2wSY1NVaBwm33Q9Cg1Vu/tWyYSgwOPY47TQk2RwOB+UyPU9mFbpeIoo8cxIcd81u/LViDpnY8ynufhbb8H7LJvfuIpXyXbOAm+9sO8zrmeNRd13OfRH76X+zd2AH7wK1KRkekApiJV8P2rIZob3ND/vhfj3J/l3WnS/74X47uX50f5ozGMr3wf/cSDqK//hIx8OY9UOAY/+GV+UKmuAb51MelAmGzDJDj5jPw/3nU/vG13HdWDnvVcz8PbbX/Yfo/8xNO+ia6pz3tHnJ6xCfrEL5Ht46yvTHU9fOncvOV6m13wPnEI7gCPYypS7Z/DjWcEjp8MXz6PtJU/yE4FI/DdK/wPO3y80L+2dt47f+Mnfpls4+QB5atS+WXpgMJl6XPfIlM7Nj7MM1Ce5+Futi3sfXh+4jGfxZk0bXTPrhpF/HOxTcFzoY/+DM6k6T2ei3QgDN+8GOoacxNCYfjBL/22u5tUpAr17UvzA4MzN0MddBxOXeOgz73fX/gFRDa6GVJdB+de4dd9QySLQh/7WfTsLXITDAO+fSmp6Oj+YE4qUg3n/yKv7zUcx1IIUVk8z8PbdlfYdf/8xJO+4o89BrHtY2dHOXRG/qSFK/ZsZEpY+hh9UW863H/U1LwZgdOrbP5v3wlEVO+BVdfz8Hbdl0nzH+OBvSJ525pWZXHt/n3bVqlorXEmTYdjCgSt9z4Md+62Y2LsOxDy9eFR9CWn7sKZFGbLGv+5+GAIdtqbTKyGjBXA8lxC8XaY/zy0roVtdsWdOI1UKEo42YmxeCG8+xpMmAJb70QyWo3LyE3tNZQiHG9DLXgTFi+EWXPRm2xJOlZLsKMFtfAtWPQ+zNwUvenW/vLOVv8Lyx+8g5oyEzVlFl4miTd+KslIlQw81zEVhDrbUe+9Bks+xJm1OWrOFqRiNV3HKJDNEOhshVeehnQadtoLp76RlD26ronehDNJzKZV8Moz/qPVO+5FJlqDZxqE4h3+9dKyBrbeGW/yDBL9HBTZbpZgZ7u//XgH7LgnbsNEkoHB3XEy0YTj7fDWK/7HTDbfFm/6JiTDsaLl3DAM/5r64B3/fV477eU/bvzKM/5jYTvtTbaqNufroWPNcNbv4UwKs2kl/PcZiG4oS5kCQdpKFMqmsFqb4OWn/Efwd97HL28j8IX7SlKozIeyaazWtQM6F0opIokO1KIF8P6bMGUmeovtSEWrKfCOdyzPJRxvg/89B02rYcvtYfJMMuHokNU1G/oLb8DiD2D25ug5W5CM1gxLRz6cTmCuXAKvvwi1DbDd7qSiVTjG6H8MPq/vNXsues6Ww3Ysh9po7sML0V+jsbyHsims5jXw36f9vufO+3SNVQerQ9ssTWgeWtRJlW1wxKwYDbZHiMp9WqO/tDJY69g8uSzBB21Z9pwUZutxNvVGtl/j6HAmiY53ssyI8Z+1mvfjsPukCPMaAv3e1nrDXd6D2TR2Ryu8/B//ewU7741TO27MjX37Q4KCo6yC3dj6rzcVmiptGAZKKf/Rnm4XpFIKwzDQWpdVx69Yftcv3zi/63/Hehv/ndjAMAyy2SxLly5lwoQJBct7T2VpLCn2O4uVv6Ha/mANJH8bX+uVco6hNPV7JR3PgZDjU1o9lfnBnIv+9hkMw8A0TX+24jCd+6Gqr/uiXPtMQ6WUx3IojYU+vBB9NZrL+3D2BaSfMXhDOf7pPl4fzLZKVd6l/Gww+m91VrieCnGxzqvWuiwLf7H8jrbfUY48zyObzZLJFP/aVKUcy2K/c6gGe8N1HAeSv42vkUo5x6Uix7NncnzKx2DORX/bWs/zhj14Vsrg3Fjva4zFQKcQonwMZ/05luvmUin38c9wGo15Hi7yTkEhhBBCCCGEEEIIISqMBAWFEEIIIYQQQgghhKgwEhQUQgghhBBCCCGEEKLCSFBQCCGEEEIIIYQQQogKI0FBIYQQQgghhBBCCCEqjAQFhRBCCCGEEEIIIYSoMBIUFEIIIYQQQgghhBCiwkhQUAghhBBCCCGEEEKICiNBQSGEEEIIIYQQQgghKowEBYUQQgghhBBCCCGEqDASFBRCCCGEEEIIIYQQosJIUFAIIYQQQgghhBBCiAojQUEhhBBCCCGEEEIIISqMBAXFqGIYBoYxMsVWKYVhGCilRmT/oncjWT6E6K/1dUpv+lrvlKL8D/U+pE719VQWhrPtKUWZ6Ws5F6VTqDzJeSoPUsdWnt6uPaUUlmURi8Xy1qvkfm8l/3Yhhpo10hkQoi+CTga7sw3e/h9YJmyxPelIFVnTHvZ9K6UIJzsxVi2FjxfCpGnoqbNIRqrxtB72/YveBZwsgUQ7vDMfPA+23J5stIq0FRzprAmRx9Qe4UQHLHwb2ltgs3m4dQ0kA+Gc9cLpBOaaFfDRu9AwCT1jU1KRGC65A7yAkyGQ6PDLv9awxfZkolVkrMCQ5TngZgnEO+Cd/4Hnwhbbk43WkLYHto9QJoXV1gTvvQ6xath0a1KRGI4yhyzPo0FPZUEpRYtn82Gbwxtr08yuCbBlfYAGM4seZNtjeS6hRAcseAMScdh8G5yaelJ2aIh+GRhKEY63oxYvhNXLYdZcvPGTSYaig86/GJhwOonZvAoWvgV1jejZm5OJVhGId6A+XghrV8CszXEbJ5GS81RSASdDINnp93OHoI7txGZlUvP8ihR1IYNdJoSoNx0svCHOuRgopRRrXZs3mzMsasuwbWOIWVUmtYZfxxuGQZNrs6A5zbtNDltW1RPNQp1O4Fo2Vluz3+4Hg7D5dqTDMbLm2B/aZzBpcU2eW5okkdXsOTnM+CBEyI501oQYtcZ+zSFGvXA2hXnPzfDwXzYsVIrgZ8/G2OcI0kM48N2YUopoZyv89OuwcumG5dV1RC78PYnGyXiedLBGUtDJYD96D9xxbc5y+9jTUEd+mpQtgUFRPiztEVr4Jlx5DmQzXcuNeTsTPesi4sEIANFUJ1z+HVi0oGsdFY4S/snvSEyeibdurB7MprH/dTf89fqc/QRO+CLGYScPSfkPOhnsx++HP//ODzquYx/9adRRnyUV6F8gKZJJYlx7Cbzy7IaFlkXoO5eT2mIHHKMyAoNdZeGK74KzYTBjzNuZ6Nk/ZZFVy2F/X8rC1g3lpD5k8u/jprFJ2BlwwMZ2HYJvvAjX/NgPPqzPz677E/nyuSQ2Ck4PhAFEVi2BC78G8Y4Ny6fOIvrDa+iMVA96H6J/oqk4XP19PxC8jgqECP3gF+j7/gTzn+9abszYlMj5vyQejo1EVitOMJvGfuJ++PP/5dexR3+238H6DoKc8cQqHl4U37AtA+44bAr7TDCxtdvDX4uSUIoFCYuD7v2Y1vSGccTcugAPHT2VRjPD4rTFQfcuZkXc6UqfGrN4dO8Am2VX4P3hMlj8gZ9gGATP+AHsvO+YDgymMbl/cYYzHl/Z1Q8C+Mzm1Vy++ziqyBT/YyFEUTLnVpQ1pRTmB+/kBgTB7zTdeg32mhXDuv9gJoX+zU9yAoKAP6Pjsm/6My3EiFFKYa9cnBcQBOC+W7E+fl8emxFlJZTo8IN92dyOq3rjZdQjf8VSEPAc1K3XoLoFBAFIxuHib/gzy1hX/pcvygsIAvC3m7CWfTTo8q+Uwl61FG7/bc5gFYD7b8datKBf+zANhfHkg7kBQQDHgavOIxRvG1R+R5NQot0vC07u7Ab1xsu0Ll7C6Y+tzAkIAjSnXI66fynN7sBnyQc7W+FXF+QEBAF48XGM5x/FHILHsULJTrjkrJyAIABLP4LrryToyIyOUrLRqL/dhOoWEAQgk0Jf9h2Mw07KWaw+fh91y68IeA5ieCmlsFcvg9t/NyR1rDJMbnm3PScgCJD14KSHl7E2Wxk3Xcpds2tz+N+X5AQEAd5ryfCNJ1fR7AU4/qFlOQFBgKWdDie95LJ62UrUCV/ckOB58PtLCLatLUX2R8zKtMHpj+UGBAFue7edfy1JyuPEQgyQXDmirAWyabjnj8VXeOgO7GGM+ViJDtQ78wsnrl2F0dY8fDsXvbI8F/7+p+Ir3HcLARl8ijJhGAa88RK4RQba/7iLQKITOxmH5x8vvE68E7XsY38g6Tlw363Fd3jvrdjF9tVHlvbggdt62MfNfj3dR8FEJzzw58KJngcv/QfTHPuDVsMw4LXiZaEpVMuTSxMF05bHHVYkBzZD3TRNeOZf+cGH9e6/zX8UfZCMtSugraVw4v+ew0p2Dnofou8CiQ544oHCiZkUes0KGD85d/mLj2Mn5DwNt17r2HtuJuD0vY5tcU1+Nb/wtedpeOCjzoqoY8vd4k6XNcnCMzb/+XGcprRmQUvhWW+vr02zZspmoAwIbTSz+9H7sMbo+TVNkxvfKn7j8GevNNPqjs3fLsRwk6CgKGuG40BrU/EVmlb76wyXTC8dsY1nQYiSMtwstPRQPlqaUBIUFGVCKQVrVhZfIRlHea5f72w8i6u71rUopfyy3dLDrIDWtSh3cOXfcLLQ3MM11tqE6kfgUWntz7QuZs2Kipjdq5SCpuJlIen2/Ghwc2pgj/8ppWD1suIrtDahGNx75JRSxQOCAFqjMqlB7UP0k+PkzU7O0doE0arcZZ7X89+IIdGnOtbp+/XuaVhbJNgE8HG7UxF1bDlTSrEm2XO72Znt+cZPwlXQ0QqhSG7CmpUoPTZfa+ShWNRRvE+zKuHQS9MphChCgoKirDnBEGy1Y/EVtt0Vxx6+j43oSAx6el9Ww4Rh27fonWuHYJtdiq8wb0fc4NC9OF+IwfA8r+f6bOpsPCuADkWgpq74ejM2xfM83EAv5X/rnf1rZBDcQBC23bX4Clv17xpzLQs22bL4CtvuhuuO/fddeZ4HWxYvCzWGS7SHafCzqgfW7nmeBzt8omi63mwb3EG+p1drDZNnFF8hGkOHo4Pah+gfLxCE8ZOKrzBjU1i1UbC4ug698SwkMeT8OraHeryfdWxQaXaaUHz9A6dHKqKOLWdaazarLV7PVgcNxodNjCJNgG3AOJVGjZ8M7a25iTvsmfcxsrFCaY8jZhZ/z+kek8JEDIkKCjEQEhQUZS2rDDj2NLAKDICiMdj7MNyNXywxhNLRajj+c4UTP3EI2UhV4TRREo7WcMDRUGiAGQjBEaeSHaOdIzH6aK3xJs+AKTMLr/CF75AOR0lHq+DT3yi8ja13xK0ZB4CjgYNPyH98CCAYgsNOZLDzqB1Pw75HQKRARzwQhKM/TbYfXYl0IAyf+3bhxPGT8WZtVhFfPNVa402dWbQsTArBD3ZqKJh24iZV1NkDO0ae56E3m1f4hpZSqNO+SWYIPk7jVNXCTnsVTjz5DL9tFSWTjlTBad8qmKZnzfWfetj4UeFPnynnqQT8OvbIXurYvvdjYobDVZ8YXzBtZrXNdg2Biqhjy11DEI6YVfjmyI93aaAhoPnyVrUF08/aPMyED+ejP3ov96mCmnr0truN2Q8gep7HgdMiTIjkPyJsKrh490ZCSgLeQgyEBAVF2UtWj4PLboQ5W3Qt01vvBJfeRCJaM6z7dlC4Bx4HX/gOVNX6C0NhOO5zeJ/71rB++Vj0TSJWC5fdhN5y+65lerN5cNmNJKvqRy5jQhSQDMfgR7+BvQ6F9V8InDAFzv8FmZlz/RmAnia7wyfgGxdCXaO/jh2AQ06Esy8m2W32crKq1i//m2/btUxvvi1cdhPJWA+zDfthwzW2w4aFm2wJl95Isrp/15jWmvSUWfCj38Lk6f5Cw4TdD4CLriUZrpwbLcnQurLwiUM2Kgu/RNc18PnNY/xq7/E0hP0BUNRWfHeHen6xVyMRBv5YeCJSBT+9DnbeB9a/lH3qLPjJ/5GaMGVIAgYpO4j+yvlw5KkbZtvX1MMZP8DZ4yA/oC1KxvM8sptvD9+9Ahom+gstC/Y7CuO8q9DLP/YDUAB1DfD1H5Pdce9hvekqNvDr2BuHrI7dslrx8DFT2XTdbDRTwQmbxHj0uGnUG/JKlXIQJcv/7TuBs7erI2z5Qd/xEZP/228Cp2wSIeBl+NHOdfxkl3FUB/x6ujZocOl2Ec6dmiK64+7oF9a9e1gp2GEPuOQGkrHhHReNtEYry5MnTOfQGdGuUPnW44I8fvx0ZoQ8CXgLMUCqtbW1Yq+eVCrFkiVLmDZtGqGQPGJYzpRSBDMpzFQclIETipCxgyWr/E1DEYy3ozIZsG3SkepBz8AptbFc3pVSBLJprFQCtMYNRUgHQtI5qGDlXt5tzyWQ7ATXwQuGSYdjeXf3TcNYV++kwbbJRGIFZ+UppQhkUljppF/+wxHS9tCW//xrLEw6EB7wPgzDIJjsxEgnwbTIhqNkDGvI8jua9FQWlGHS7JgkXU3QVNRbHqrIF2H7W+aDroOV6gTXxQtGSIejQz7DxEb7H7nIZtGBIOloNe4YncUyGpimua5OSYG5rk5RBjYegUSnf56CIdKRqrI/T+Vex/fXcNSxra5Fp6OxDUWN5RHQo63nOvZ5hkmLY5J2NWFTMc5ycuvhdW1AOusSwmWiSuEFgriGSTAVx0glwTT9cZFVObNA08qmzVG4niZmQY3pjtkZkpVorNXvo0Fl9sDFqKO1JmUHoftjTSVs+FxPkwhXgbxepyxprUlbAdKxQPeFI5chIXqRNUyy3Wc6F+jMup5HIhyDcPF36MC68m8HSQ9j/TjU15jneSSDEQhGel95jOupLGjPpc5wqVsfCx7CMU/atEhHawvud6hkUWQj3R5BlUHbiHJdl0QoCqHcxxazGHKeRthw1LHVKkPX60elS1SWDM9lnOF2PbuXd+l5LvWGS0r7QZLwtGmEUOB5JANhCHQbmFRQvzeos4w3gXVPEkuVJcTgyOPDQgghhBBCCCGEEEJUGAkKCiGEEEIIIYQQQghRYSQoKIQQQgghhBBCCCFEhZGgoBBCCCGEEEIIIYQQFUaCgkIIIYQQQgghhBBCVBgJCgohhBBCCCGEEEIIUWEkKCiEEEIIIYQQQgghRIWRoKAQQgghhBBCCCGEEBVGgoJCCCGEEEIIIYQQQlQYCQoKIYQQQgghhBBCCFFhJCgohBBCCCGEEEIIIUSFkaCgEEIIIYQQQgghhBAVRoKCQgghhBBCCCGEEEJUGAkKCiGEEEIIIYQQQghRYayRzoAoDcMwCCY7UZ6Ha9lkAiG01piGQSDRgULj2iHSphSJ0SDoZjGzabBscF3wPJxgiIxR2vPnl6s4ynNzypXoG6UUwUwKw8miDRM3FMZKdgKQCcVwSpSPrnpAa9xAkIwVkPNYhgKei5VOglJkIjEcb3ScI7+cJzEcB880yYSieJ430tmqeBllEXcNFJp628Nz3ZLs1zAMAqk4huviWRbpQHhQ9Y0FBFJ+vZkNRcmiiq6rlCKQzWBm02jDIBOO4VZAWfR/dxozm0EbBulwDNNzsFMJoHB7k3Ncg1GyqvhxHWo2HnYy4dd14SjOuuJha42djgOgzWCft5fbxoXIWLa0cUL0g6dM2lwTgFrLQ3nD00NVSpHUFklPYShNnemWZX9BKUVCm6Q8A0Np6i0Pt0RtqBDDQSJAFSCcTWG+8TLcdQOsXYWaPRf7tLOhYSI880946C/Q2Y6xzS7Yn/o6ybpGXCWTSMuRqT3Czavhrhsw9j4U/cE76Mfvh3gHge12J3Dq10jWNuKWoPMezqQw39yoXH3mLDKTZ5Ax7WHf/2gXcDIEln4It/0G0mmM08/D+s9D6OcfBWUQ2vcoOPIU4pHqYR28RDJJjBceg/tvh7YWjK13wP70N0iNm4CjzGHbr+g7E024rQnuvA5eeQZCYUKHnIg+4GjiwehIZ69HQSeDvWgB/Pl3sOQjjElTsU75Ks6m80jZfR/Ui6HjKYOlaYsfP7+Gfy2OUxs0OWvbOj49t4pq0sO671A2jfX+G/CXa2HFUoxps7A+9XWyMzcjbQX6tS2lFNFEu9+HefJBcF2Cex5E8LjPk6iqyxtIWp5LqGmlX+e+PR9q6wgf/Vm8XfcjEQgP4a8sL7abJbhyKfq2X6MWvgObb0PsC9/Be+Sv8Oy/1rU3R8KRpxKPVAMQSbSjHr4TnngQXIfgHgduOK7D2B4ZShHpaIZ7/gjPPQaWTeiAo+Gwk0BruPtGeO5RME2q9j2SrQ46gU6j5/5qJJPEeO5ReOB26GjF2HpH7E+tb+OkrytET5RSrHEDXPVqM3csaMcAPr15Nd/arp5GMzOk/VNHmXyUMPjhc2t4enmC8RGL725fx3GzY1QNc9vUH1lMPowrzn9uDc+vSDIxYvG9Hes5cmaEKjIjnT0hBkS1trZW7K2yVCrFkiVLmDZtGqFQaKSzMywCbpbA3TfCw3/JWa5OPw/93KPw1iu5f2DZcOUtxBunyF3UMqOUIrpqMZz/BdSXvof+z0Pw7mu5K9kB//w1TM47f0NZ3gNOlsC9f4QH/5yfeO7PSG6zW0XMvhgo01CEX3kafnUBGAbGBb/Gu+ZH0NaSu2LjJPTF1xEPVw1LPsKZFOa1l/iBppwMWnDpDcQnzxq19cBYqt9j7U1w7mcglcxZrmdtjv7+1SRC5RkYtIDQ8/+Gay/NT/zMWaQPPJasBJ6HTF/KvFKKD5IWu//1Y9Ju7rW99+Qwtx08gWqVHZb82dol+Oh9flBuY1/9IandD+rX7OhoshP149Nh9YrchJo6uOIWOtcFuGBd+7n0A7jgdPA2ms2x6744p3+flD2664lCDMMg8s6rcNm31i9Y1978GNqac1dunIS++HoA1E/OgFXLctOrauHKW+iM1gxbfmPxVvjeadDZnpswcRrGF76Nd/l3cpePn4x30bUkup3r7sKZJOb/XQz/ey43wbTgspuIT5oxats4UVlGqk/T5AXZ867FrEzk1s5TYhZPnzidejU0wTqlFK+1G+z3t8Vs1DRx3JwqfrP3OGIMT9vUH4Zh8HILHHTvEjZ+WONTm1Vz1Z71RMogn6PdWOrDjxZyi2yMCyQ64JE7cxfGqv3O3cYBQQAnC3/8JYFs+dyREb5ANo2+6WoIxyAayw8IAmQzcMuvCDjDe6cqkOyAh+4onHjDzwjG2wunCQD/+Nz4c/8f2++BfuXZ/IAgwJoVqFeewexlJsRAmS1r8gOCAK7jn8dMMj9NlFTAc+Evf8gLCAKoj97F+Ph9VAkf6+uPYKIDbv5l4cS/XEsg0VnaDAmS2uR7z6zOCwgCPLU8yYcd3rCVp0Ci058hWMgtv/LLSx+Zpol69Zn8gCD4demj92F1+xmhdBKuuyI/IAjw4pNYrc35y8eAUKLD/93rbb8H+tVn8wOC4Lc3/30K9dF7+QFBgI5W+NfdOcd1KFkAD/81PyAIsHIJevlimLlZ7vLVy1HzX8A0C99cMJtX5wcEAVwHfdNVBDOpQedbiLFKGSa3vdeeFxAEWNbpcM8HHRhD1D/t8Cy+/uSqvIAgwL0fdLCqTLqjra7JmU+sygsIAvx5QTurZfgsRikJCo5hSilY/KH/yEV3MzeDd14t/odvvowlHaWyY2VSqHfmw6y58GaBgO56r704rOdPKQVLP8ovV+u1rMVIymC/J0ZnB3S0AaDmboOe/3zxlZ/5J9YwBOlN04TXXyi+wsK3MaUeGHFWOgmvPF18haf/UXRAPNJURyuse2dZHieLallb0vwISHgGjy4pck6Av384dIO8janWJv/GYyHJuF9e+sjKpPzXnxTz/GNY3cqekU7CogXF13/rv8P2u0eSkYzD2pVd/1abzUPP76Hef+afqG7r53nhCaxkfAhzuIGdisOLTxRN1/OfR202L2+5euafmJn8NtI0TeihbVXvvS5tnBA96HAVdy8sfrPmzgUddLpDU292uoo31hbv6z65LF4WdXSnA++1FJ948fyKZFnkU4j+klI7hmmtIVTgPTnZLIQixf8wEESX6cyTiqaU/3i3k4FwT+cvhO7hReuD5ZerHvYP/qM5ojir2/FxerkeQxH0MHQwtNb+rNNiTAvkfUsjT6mey0d0eB4tHxJWL/WA3b93yInBU0C4h6leNYFhDDBbvbxrth/thjbMntvBUDi33jQM/3/FhMvzEfzB0hsf02ymcL9wvVCk5+MUDPecPgjaMHrJW9jv/xRYXqiN1FpDpIc2zrL8+lUIUZCpIGYXv96jtoE1RNWBqcDo4XKsHs62qR8sQ/U4wooFDHklgRiVZMQ3xulJ0yC40bP4C99CbbVj8T/a70iyPQULxIjIhKKwz2Gw4A3UvJ2Lr3jA0WSHeYCjJ0wt3nmfswVOTx1xgRutgmmzAdAvPoHa+9DiKx9xCtlh+Kq053mw7a7FB0V7HEhG6oERl4nE4JATiq+w/9E4Tqm+U90/brQaJkwpnFhTj1ddV9oMCWosly9sWfydcMdvEhu2Lyh6NXVQU184ccIU3Kq+v6sua5hw+KnFVzjiVLLBDUHDbDgGu+xbeF3DgK12KMsvXA6WE46iN9+269/6pSdRex1W/A+OPBU9Y9Pi6Uec4vdFhkE2HIPDTy6arnY/AF3gdRf68FNwjPyAged5sN0exXe45yFkxmgwWIihEDU8zt62eDv9ze3qCDI07UWN5XHM7MJ9TkPB3lPCZVFHV5uaQ2YUrjcsA3adEJKgoBiVJCg4xqUiVfDdK6B7h8l10K+9iDrt7Pw/mDQdjvsC2WGcaSYGJqsM+OTp0DAR/crTqBO+mL/S5BnoY04b9vOXisTgu1fmlivw31d51kWkx/CXHIdCKhiBb13qz2L4eKH/js9Cgd5PHII7Y9Nh62CkI1XwlfPzExonwafO9MucGFGOp9EHHIOeNTc/8djTyNaPL32m+ii9vv3Z+AaCHYBzr/TbJ1FShudyzg71bFaXP0vz8j0aaQwM32AmFa6Cc3+WP0M0FIbvXk66HzchtNa40+fA3gUCXNvuhjdv55wBZMYw4bRvQsOE/PW/dgHpYfqY00jLBEKor/0I1gfgF38AVdWwzS75K+95MO6MTXEnTIF9jshL1vN2xttu92EbmLuui7fjXugtd8hP3P9oQOW9e9fb61CyU4p/ECsdrYLTz8tPGD8ZTjlDPnQkRA88z2PPiUGOmJkfBDt+kyp2aggMWf80oB2u3LORKbH8m+DXHTCROnN4blb1V4gsv9pnPJOiuflUwE0HTqLOKo98CtFf8vXhCviyjaVdQh1t/vt3ln4I83ZBb7srbiCE1dYEjz8ALU2wxwF4m2xJMlwldznKlFKKcLID4/23UPEO1OQZ6BceQ7e2wJ4H4s3Zouj5G+rybmmPUEdrt3K1M3rb3UhGa/Ck/PTKUIpIvA1efRbefQ118PHguugnH/QfozvgGNzGySQDw1s3BZwMgY4Wvx5oWg277oueuw2JUV4PjLX6PZKKY3z8Pjz9D4hU+TOC68eTtoMjnbUemQrCnW3w8lPw3mswZ0vYbX+Ssdohml8g1utrmVdK0ezZvLI6w10LO5gQMfn8FjVMCmnC/fr+b/+ZQLizFV54HD54G+ZuCzvvTTJWU/AF870JZ1KYa5bDY3/3X8Ww/9G4k2aQDObfmFJKEUl0oN6d75fHxomw75Gkq+vImr082jyKGYZBuLMN9cZL8NqLMG02aq9D0U2r4PH7/fZm/6Nxx08mue6GXiiTxFq70j+u2QzsdxTu5JkFj+tQC6cTmMsWwZMPQiAI+x+D0zARpTXm8kXwxANg2ej9j6YlFMOL1fRY3gNOlkB7EzzxoN/G7bYferN5o76NE5VlJPs0Hdrm/XaXW95pRyn4whY1zK4yqBriL9X7bVOAZ1YkeeDDODOqLT67eTUTAt6QzUgcCkopmtwATy1P8vCiOLOqbT6zeTUTAx72MLehlWKs9eFHAwkKVlCBM00TQylcz8u502ute++Tt9FyUb4Mw8h7kW1v52+4ynuxciX6Zv3x87TG87yuj0a4rlvSActYqwfGYv2ulOoqH+X6yHAx3cv5cD2eWun6W+a7tyOlLk9DWR66Xxd9qTcNw8A0DDSj7zoajPW/e/0x78txW98ulLo9KlbXdV8ej8dZvHhxn8v7WGvjRGUZ6T5Nf+vZwRjJtqk/Rks+R6ORLu+VSL4GUEFc1y14n0UqstGnnDq1xcqV6JuNj99IXY9SD5Q/rfWoPU9ST5SfkWxHhrI89Pe6KKf2s5Q2/t19OW4jVd8Uy1v35f0NSozWulOIclDK/sdoqaNHSz6F6At5YZQQQgghhBBCCCGEEBVGgoJCCCGEEEIIIYQQQlQYCQoKIYQQQgghhBBCCFFhJCgohBBCCCGEEEIIIUSFkaCgEEIIIYQQQgghhBAVRoKCQgghhBBCCCGEEEJUGAkKCiGEEEIIIYQQQghRYSQoKIQQQgghhBBCCCFEhZGgoBBCCCGEEEIIIYQQFUaCgkIIIYQQQgghhBBCVBgJCgohhBBCCCGEEEIIUWEkKCiEEEIIIYQQQgghRIWRoKAQQgghhBBCCCGEEBVGgoKi5JRSI52FsjDWj4NSakh+Yzkcp2J56E/eRuJ3DPc+y+HciJ6V+hpcv+5IlY2+7nc0lt2+5Nk0zX7/tuE4FkNV/4+0nn7DWPh9I2mslBEhyoVcT6KcSHkcXayRzoCoDIZShJIdGGtXQXsLTJqOE6shZQdHOmslZQKhRAdqzXJIdMKUmWQjVaStwEhnbciEsmnsVAKVTaNXLwfTQk+ZSSoUxTHMPm3DRBNKdqJWLYNUAqbMJBOpImPaw5z7DZRShFJxzNYmWLsKGifi1owjEwoTinegVi2FdGpd3mIF82YoCCc6UGtWQrwdJs8kGx3+8x3OpDA7WmDVMqhrxKtrIBmOobUeku0H3CyBRCcsWwTBEHrCFFKRKlykA1AOTK0JJTtQq5evu35mkQnHyFh9v36UUjS5Nos7XZpTLpvVBai3NRGyBdcPOhnseAdq2UcQjkJ1LToUJhuMlKR+C2bT2IkOWP4xRKvxGieSilThbVTkbc8huL7sWjZ60jTS4SqcMu682q5DMLkuz3YAPXEq6XAMRxk560SySWpTLZhLEjB5et46G0tg05xVLGjJUB8ymR4zGWdmB1VPWJ5LKNnpnweAyTNIhWN9rvvLgVKKNs9mZcpjcXuW6dU2E0OKGsMB8NuFlrXQvBoaJ+HW1JMKRoasfh3LXGXQ4lqQ6GRCtoPgyo9RkRiMn0QqHJM2RIgBSCuLVsfg3ZYMIdNgkxqLOtPF0O5IZ01UmP72HUX5kKCgGHaGUkTWLINLzoaWtV3LrR0/QfSMHxAPRkYwd6Vjogkveg+uPMcPCK5jH3QcxslnkLRDI5i7oRFNJzBefgo62/D+ej24/iAKyyZ0+nlkdtqbTC8BAktrQh++DT871w9oAChF4LCTMY//fEmOk1KKaGcrXPZtWPph13JzxqZEv3MZ3kVf9weE6/N27GmYR5yakzcTCC/5AC77FsQ7upbb+xyO+ZmzSATCw5L3aKoTfvlDePe1rmXG+MlEL/g18drGQQ9cw9kU5kN/gb/fCp4HgAqGCH/nMlKbbTuqBv9jkaU9Qu+/CVefB6mkv1ApAkd9GvPoz/Tt+lEGb3caHHn/YppSGwYVJ25SxS/3aqSKdM7qkUwS40+/hqceoat0xaoxvv5j7A/ewTzkxGEr7137v/UaePofXcuMqhoi5/+K5JRZrP8FoWwa69F74a/XbSi7gSChsy4ivfVOZI3y6xKFsimsf94Nf7upW55DhL75U9Jb7kjWMP2A6BP3wx3XYnjrfm0gSOjMH5PeZleyZv7v6iDAd59Zy1/f31A3jQuZPHj0VLaIeaC9fuc14GQIvPg43HQVOOvrfovQF88hs+v+vdb95UApxRo3wDEPLuOtpg3lfKtxQe47cgqzUmvg4rM2BD0BY9ZcouddRWe4aiSyPGpkMHlsuUNtqplPPH4D4ace3JAYrSJ8/i9JTtsECWMI0XdxbP7vjQ4u/29T102wsKX40yGT2We8iS1XlCgVZfBWp8FRG/UdT9q0iqs/0UAVmRHMnOiNPD4shl040Q4XnpkTEATglWdQ992MTWXcXQ93tvmDiW4BQQD+fS/mi09gGqP7crS1Rj34Z6itQ9/x+w0BQQAnC7+/hMDalb1uJ9TZCpd+c0NAEEBrePgvmPOfxyjBcQqlE3DVeTkBQQA+fh/v95egDjkhN2/33oL5zvycvIXjbXDR13MCggD852GMpx7BNIZ+RkTQzaJu+gWqW0AQgNXL4ZKzCSc7C/9hHxmGgfnua3DvzV0BCsCfMXnlOYQ6Wga1fTF4oY5WuPzbGwKC4JfR+2/DfPOVPl0/a12Lg+9bktOpA7h7YQfXvtkG3QK/llIYTz4ITz2Su5HOdrxfXYCx2TyMR+/DGqaZeJahMB5/ICcgCEBHG1z0NUKJdsAP9liL3oW/XJtbdjNp+MX5BNuahiV/g2EYBtbCt+GuGzbKcwquOo9gexNKKezFC+H234HX7Xxl0vCrHxJsXVtgwybXvdWeExAEaEq5HHTvEta6AwuOBlYvg+uu2BAQBP+/r7vCTxsFOjyLU/+xPCcgCPBWU5pP/WM5TW+/nRMQBFAfvYf+7UUEHRnw9GR52uCGN1rY5d3HcgOC4LeTP/26324KIfrEMAxeXJ3l0pebcmbFJx3NSQ8vY2VmdI8rxOiy1rU4+N78vuNf3+/g+rfac/qOovxIbSGGlVIKtWwRdLQWXuHRvxNIdBROG0MMw4D/PecHxwq5+6ZRfxwCiXaU66Ifu7/4Svf/CZviM1BM04QXHs8NKHZ31w3+Y3TDzOxshw/fLZz47muo2XPzl999A4FUHFh3vt961R+8F3LfrQSH4XxbiU54+cnCiauXYxQKEPRDIBWHu64vnOh58ORDWFb5zbaqFKZpwjP/zA0OdXfX9QTXldFilFK8sjpNR6bwdfqb11podjZ07AKJDrj/tsIbS6fQyz+GV54atvotEG+HB4rvX737GoZhEMik4K83FF5Pa/jn37CGIVA/GIF0svj1pjX8+z5CTgZ9d5HfBfDIX7E2+lnNjsk18wsH8DuzHv9dle73u4Bs7cF9txRf4b5b/HXKXHNW8fKqwvX2y6tSrJk4p2CaevO/2PH24czaqKZMiz+80co5czQ1Dxe5XjNpePO/JbnxJ8RY0O6aXPxS4Rtanoab3m7z+wVCDDPDMHhpVYrObOF2/pqN+o6i/EjLK4aVUgpWryi+QiYNmbF/d90wDFj2UfEVWtZgjPb3EWUzUFUDa3o43yuXYWSLv1dCKZU/O6+7tatQXgkGlslEz+mFyuyalRiuH4xRSuXNJsnR0Ypyh/6RDpVO5s4o2lhL06Be/Gu4LvQ023PZR6U5P6IgQylY8kHxFdas7LXcGYbBwrbi12h7xqN7vFC5jj8rr4d9Egj56w0D5brQ2UMwZvnHKKUwXMfPS0/rDcM1ORjKdXq+3lYsxshm/HeW9rTORsc+4/nnsZj3WzP9DswYTtafkVzM6uUY2fJv64sNaNbr8Ho4Lt1n54ocWQ8WtGapt7X/Xuli1l2vQojeZbVicUfx9vq9liyOvKdTlIBSioWtxctiW9ojO8qHuWOdBAXFsPI8D6YXvrMOQFUtOjj2PzbieR5ssUPxFabNxhvld/N0IAQta1CzNiu+0tx5uD18XMbzPNh6p+J/P3NTvFLMRKuqKZ5mGBDI/w161lxc2/+Qg+d5MHeb4tuYOA2vHx996CsdjhbMW5fxkwf1TkHXDqBnbV58ha12xJMB3YhxPQ/m7Vw0Xc+ei9tLufM8j53GFy9DU2IWIWNDGfIsG8ZPLr7BGZuAkx2W8g7g2b3sf7N5eJ6HZwdhTg9ld8vt8Qq8e28keXYAZveQ5y22wwmGYM4WPa7jbfQuv5AJU2PFf+tOE0J+HdbfvG46r/gKm2yN11PdVCbqgkbRIbQC6o0iwW3DREdiw5WtUS9gaPaaHObDhIJJ04uvuNk2/S57QlSqsKHZYXzx9wTvPSWMVSGvaBIjy/M8dppQvCxOq7IIyvCgrElQUAw7t3ESTJ1dOPGTXyYdrS5thkaA53nozbaGmvrCK5z2TdKhaGkzNcQy0Wr01FmofY+EQoNry4bDTqKn+UKe56G32hGqaguv8NmzSQ/jBwvWy0aqYPcDC6apPQ9Gz38+f/mnv05m3UcctNZ4MzeD+sbCO/jsWaTDQz+AzESr4YhTCqbpLXfAra4d3PbtIOpTZxZOjMZgp71xy2y2VSXxPA+22x2ihT94oD5zFplAzx8a0Vozt9ZmZnXhIN4luzdSb204x+lIFXz27MIba5gAkSgcdopfNodBOlwFnzmryP4n4k2fg9ba//LyyWdAoaB1KAx7HeoHVctIxgrAKV8rkucI7HEQaWXCJ7/s36zYWDAE+x6Bs9HvqjcdLtm9cN00s9pmizq73zcPsig48lQodNPGsuCoT/nrlLl62+OUzQqX1VM2q6JxxcLCf3jA0WQroC8zUJ7rcurcKn7xIaz95NcLr1TfiJ69uXzFWYg+CiuHn+7WULBmrQoYnDCnSvpkoiS01mxRZzOjSN/x0t0bGWdLWSxnEhQUwy4VisIF18D2e2wY3ISj8NmzcPc4ENerjA5gMloDl1yP3qzbbIrqOjj7IrKztxj1d8cdrXF3PxCvvRX1nUthwpQNiZOnw0//QLK6SFC0m2SsFi65HuZsuWFhTT185zIy0+aUZMCQtmz0F74DBxyzIcBp2XDIiXDq19DdP+RR1wjnXUV64rScvCUjVXDxdegtttuwblUNfO0CsnO3HZbznUXhHnEqHPd5WB/8MQzY4yD41sWD/nKz1pr0xOnw/av9373erM3g4htIxGoHtX0xeIloDVx6Q+4Ms7oGOPdnZCbP6NP1U2dk+fex09hv6oYvw9cEDa7ZZzyHTA3mlF3P88husT189YcQ6xYU2XJ7jG9ciM6kyc7bedgGJp7nkd1yBzjjBzn711vuABddS3LdF2G11qTHTYQf/toPVq43fQ5cfL1f75QZrTXp8ZPh/F/CuPEbEmZsCpfcQCLmz2hO1U+AC34DDRM3rDN1Nlx8Hcmqurztep7HQVOC/GbfCdQGN3QD95sa4V/HTqXOKP4IUE9S1fVw4bUwcdqGhROnwYXX+mmjQFA7XLlnA1/ZuhZ73aGxDTh9q1qu3LORqm22h/2Oym0XDj8Z76SvkJGXqPdoguXwf/tN4O+RubR86Yc5M/L15tvCT/9AIiJfcBair7TWzInCfUdNYUq32d/zGoI8ecJ0xtsDq8uFGIh6I8ujx05j3259x9qgwW/2ncCBU4ISoC5zqrW1tTIiMgWkUimWLFnCtGnTCIUGN1gWvQu6GaxEHJVJocNR0tFqnAorfUopgpkUZqIT5WTxIjHS0aqSBEZLVd4tNMFMEiOV8t8ZaRg40SrS4VifA2H+cUr6H85wHLxojHS4CrfEMwhs7RKId6BSSXQ4QiZahaNMgul1efMc/xxGqgvOMlJKEciksJKdqGxm3bpVuMP8M2w0gXg7KplAh0JkI1VkjKF7NNI0DIKJdoxEJxgWbiRGKhguqxkelVy/K6Xyy2g/rx+lFHFt0ZpVpF1NTUD5MwSLfMTEVIpQoh0j3uEHSkwTzwqSjsRwSlAuTKW6yqS2gziRGBk7mFcmDcMglOjASHSAYa4ru5GyKrsb60ueDcPA7mxDt7diBQLoWDXpULTnOtcwaXZM2jKakKWotTQR5QzqWBiGQTDZibnuq+tuP+v+cpFVFq2OQUdWE7MVdZaHrf157rbnEkh0axciVWSV3GPvC6UU7Z5F1tM0ptoIJDswAzbZcIxMINSvslfJdbyoPD2Vd8MwaHYtWjMaU0FtAKoHWZcLMRDr+45tjiLl9N53LEbq99IrrxfoiDEtbQZIV3V7t1EFtlVaa1J2EGq6vVtpjM2UdFA4gQgEIrkJ/RgU+scpBDWh7guHKId9l1Um2VgtdJ9FpDWpQGjDTDwo+tu01qTtIOnu71Eswc/IoshGayDaw7sRB8H1PBKhGIS6PQItnc+yoQuV0X6eH601EbJEbGD90yA9XMKu1sTDVRDeaKZPicqFqzWJjfdfYN+e55EIRaH76xrKvOz2Jc+e59Fm2CzpSDFtWiOhQKj3OtdzqTdc6oewmvU8j2QwAsFI94WD2+gIsLVDowmN6yf/dTsuWaNAuyD6RGtNlcqCCW40SjI6eq5DIcqV53nUqgy13buacjmJEdDVd7TYEGUafV2AiiS3NoUQQgghhBBCCCGEqDASFBRCCCGEEEIIIYQQosJIUFAIIYQQQgghhBBCiAojQUEhhBBCCCGEEEIIISqMBAWFEEIIIYQQQgghhKgwEhQUQgghhBBCCCGEEKLCSFBQCCGEEEIIIYQQQogKI0FBIYQQQgghhBBCCCEqjAQFhRBCCCGEEEIIIYSoMBIUFEIIIYQQQgghhBCiwkhQUAghhBBCCCGEEEKICiNBQSGEEEIIIYQQQgghKowEBYUQQgghhBBCCCGEqDASFBRCCCGEEEIIIYQQosJYI50BMXpZSmGl4qAU2XAM13VHOktlzTAMAqk4aI0TiuJo3eO6djqJ4bo4oTBZVI/b7ulcmIaBnYxjew7VsdiQ/Z5ClFIEsmkMN4tjh8gaZn66k8FwMrh2kIwxMlWQn48sRjaNFwiSMW10gfMR8BzMbBrPCpKxbCzPxUon8SyLjB0q+Ddi5BmGQUy7zKytwjJH970vvy5IYLhen+qC/m47kE6A6/p10pBtufyYhoHdx/p3va56wkmPaH1VKuvrb1Nr0B6e5w1ZubAUWKmE9Bf6wDAMOjwTx4NqS6O84bsyDcOg0zPJehCzNKbn5LbjgRBZZfa+IcA0TexkZ4/XmFKKNCZJVxEyNCHljlg76vfJEqA9nFAER5rzMWegZbnSKaVIaZOkNjCUwsIlZvhtAoBnWHQ4CttQmAakHE3M8jC9wdfrw1VHaMOkw7PIepoqC4I6K314IboZ2z1cMSyUUkTjbfDYffDso2DbWId+Em/HvUiEoiOdvbIUSScwXn0WHvkrpFNYux8ABx9PIlbb1ciuF84kMd/5H/z9Noi3Y263G8EjP02yug53o/Zrw7n4Ozz77w3nYqe9SQQjRFNx1IuPw7/uxfIcZn3iENjvKJIqPOSNYSibxvroPfjbjdCyFnPuNgSP/wKp2kYcpQg6Gezli+CuG2HlEsyZmxH45JdJj5tI1ixdVWS7DsHVS+Gu62HJR5hTZmKfdDqZ8VPJWPaGddau8Nf5eCHmxGkEPvklWLUMfdcNmLXjsI//Au6cLUjaoZLlXfQunElivvUq3P8nQolO9PZ7oI48lURVHd4o6/+FM0nMt1+F+2+DeAfm9nsQHKLfEskkMd54CR74MyTjWDvtA4ef5NdJY6yjHEnHMf77NPzjLshmsfY8GA48hnikumg9GHQy2CsWw1+v9+urGZv69VXDpJLWV6USzqYwP3gbpTWsXoF+4gGMZBxrp73gsJP9cjGA7eb1FwKBDf2FYGSof8ao106Axxen+NX8NbRnXI6eFePMbeqYYGWGvM3uxOaFFVl+9upa1iQc9psa4efbBalZ8h7cfQM0r8HcdGuCJ3yRVF0DTg8BlUg6gfHKumssk8Ha80A44Fji0ZqufKcx+bBTcfFLa3m7OcPmdQF+uPM4Nq1ShEp8SyKSTmC89gI89BdIJbF22xcOPnFM1n+VKpRNY328AO6+0S/Lm83zy3JtA44a3TcLh1MKiwXtmotfWsv7rRm2qA9y5jZ1RCzYojZAh6P47astPLSok+qAyee3rGF8xOLppXHO3q6OSbYDeiCthV9HfNSpuPilJt5qTjO3LsAFg6wjlGGwxrX5qMXhl6+u5u3mNHNqAlywSwObV0N4TN8OFaLvVGtra8W2fqlUiiVLljBt2jRCIRnY91Us0Q4/+CK0rM1Zrjebhz7nChJBCQx2F04nMH51AertV3MTaurg8pvpjNZ0LQplU1h//AU8+6/cdUNhuPIW4nUTcgYGPZ0L49uX4l15DmrRgtxtNU5CX3wd8XDVkPw+gICTIfDQHXDPH3MTLAsu+gOZqbMJPPMPuP7K3HSl4PtXk9xiR9wSdMRNIDz/WfjlD/MTz/4pqR33QiuD8Jsvwc+/BxvlSZ12Nvqd+fDyU/6CIz9F9rjPk7YCw5530btwJoV548/ghcc3SojClbfQWdMwMhkbgFA2hXXjVfD8o7kJ4ShccQudtQP/LeFMAvPaS+GVZ3MTolX+caqqH/C2y00kFUdddR7q/TdzE+oa4bIb6YxU5/2NpT1CLzwG116am6AUfO/nJLfauST1VX8NtE8TdDLYf7sJNXEK+tXnYP7zuStEY3DFrXRW979cxBLtcP4XoLUpZ7meuw36u1dIYLCbDm1zxpNreHhRPGd5bdDghZNmMNHKDNm+Etj85OUWrn+zrWvZtzcP8uNV/6Dq3htyVzYtuPD3JGbOzbuJCX6ATV39fdR7r+cm1I6Dy//oX2OGycPLHD71j+V5f//HgyZxzDQbQ/dvltFAy3s4ncD4zYWoN17KTaiqhStupjNW2698iPITcLIEHrnTD253Z1pw0bUkZmxWsCyXs1KMWT1lcvfHGb7y2Mq8tBsOnMhW40Icet9i2tK5x+7gGVEOmRHjR8+t5rmTZjAr5PT/JoZh8I/lLqc8kl9H3HDgRI6fHuh3HQGw1g3yxPIkX3l0BRvn6Pf7T+STMwNYA9iuGF4Soyk9uVUi+sVC+7PdNgpCAagFb2B89B5KDd3jbaOdUgpzyYf5AUGAthZ44Dbsbs2U1bI2PyAIkErCrdcQyG4YFFho/658kXPBB2+jEp3521qzAvWfh7CG8DwFEp1w7835CY4D115KsLMNbv5lfrrW8PtLCSY6hiwvPQklO+APlxdOvP5KgolOPy+/vzQvIAig/3IdxoHHbljw4J+x4+3Dk1nRb2bzqvyAIEAyDrf/jqA7eu4IW02r8gOC4P+W235D0M0OaLtKKczVy/MDggDxDrjzOuwheASoHBiGgfHhO/kBQYCWNfCve7AKVIPBZCfcdFV+Qonrq1KxO9vgPw9BfWN+QBAg3gl/uZZAP8uFBfDwnXkBQQD13usYixZIf2EdpRQfdnh5AUGA1rTHRS82kVVDN0N1dZqcgKACvjpdU3Xfjfkruw78/hL/uiiQb+Oj9/IDguCf90f+igU0OyZfeyI/0ABw1pOraHFLM/tWKYW5/OP8gCBARyvcdwt2GQb8Rf8Ekp3+Uysb66EsC2h2Tb75n1UF095qynD1K015AUGAf30cZ0rMImAqvvP0ahK6/49pNzsWX3u8cB3xzf+sosXt/zbTyuL99iznP7s6LyAI8J2nVtE6gO0KMRZJUFD0i51KwDP/LL7Co3/3g1UCAMsw4PH7i6/wzL+xk/4gwDTNDTPQCnn1OaxMsuufvZ0L/Z9HUFvvWDjxP4/47yAcAkop+ODtgkE0AFYuhbUrIVtklkNrE0aJAmuqvRUKBUoBknFUewtGZ5s/OCgkk0JnM9D9XYnvvoZhSFU60kzTLBwQXO/l/+RcP+XMNE148cniK7zyNFYmNfBt91SHP/8Ydnp0HKfemNrzX61QzNOPdNW/3anmNZBJF/6b9XXEGGEYBrzzP9hsHrz2YvEVX3i839ePnYrDMwVucq332H3yDpt1TNPkzgXF28G/fdBBpzc07YxhGDyxJJGzbFLUIrr0/eLt+PKPMRL514oF8HhP19g/sVNx1qa9gsEEgM6sx+pkaW5EmKYJTzxQfIVn/42dHpq+kRgZSin48N3iZXnZIoxkonBahVuV8EgWebnmrpPC3Pdh8Rtijy2Os+vEMI8vSdDp9r+uakp7tBSpI+JZzapk/2d2xl2DeFaztkj9knQ0y+Nj4yaoEIMlI1nRfz29T8myYAhfhD/aaVh3TIowzdzD1dO6yiDv2Jo93OEyTSj2eIRp5m9rMHoqE1pDb0GzUs0W6W0/htHrOsowoXvgewy+X2zU6ulcGAZ6NNVNPdUFgw1Cm3YPaeYYqsJVL2WiSP1ZLvVVqZgWeG7Px6qntqbHbffURtlj71gOgm0WPxaWgqG832obuftyte69LSt0rpTqvT6h98GGUcpiYPWeXzHK9XYepd4pqKfD4nr0+ISRZShc7V/LAzm6vf3NQOoIpXr/O1PKghCABAVFP2XDMTjwmOIrHHKivLK1G9fz4KDjiq9wwDFkwv4XgV3XhZ33Kb7u7geQDW14/1I2EoMDip8LdcAx6PkvFE48+ASy4aF596PWGmZvXnyAPXNTGDcBQkXeHTV+Em40/71ew8GrqvXf5VhIVS1eVS1erAbGjS+8TjSG1t6GYKtSMHebUfdumrHIdV3Y/YDiK3zi0Jzrp5y5rgu77l98hT0PITPA3+I4Dux9WPEV9j2S7Bj5YJQDcMiJxVc48DgykfwvsuvaBiiwHICGCX4dMUZ4ngdbbAfvvY7adtfiK+5zeL/LRW9tFIec0KevQFcCx3E4dW7xdvC0LWqoMYdmRovneew/Lbf+WJVwaZs0p3hgcNZc3Gj+NeFoDQcfX3xnBx5LNhxjXNBgQqRwH6E+ZNIYKs1wxHGcnsvkfkd19cnE6KS1hpmbFS/Lc7bAjYyNNm6oTQwb1AQLX4vPr0hwSg911EHTozy3PMExs2NUW/3vE48LGUyMFD5ndUGD8QOoI6oMj5BlMDVWeLvVAYOJEQmFCAESFBT95GiN3vcomDIzP3HX/XCnzJRPvHejtcadMBU+cUh+4sRp6IOPp/tM/Wx1HRz7ufx1a+rhU2eS6RZ4c7yez4WeNtvvGG2cp1mboXfd1w9YDpF0OAZfPjc/IRSBM39EMloDZ1+UfxvSsuGbF5OODN1HT3rMZ6QKvnVJfmfRMNflI0YqHPPX2XimlmGgPv8d9EN3blj2uW+XLO+id9macXDkqfkJdY1w0ulkR9EXB7M19XDUp/IT6hrg5NPJ9vAl0N449Y1w8An5CQ0T4djTyI6RqYJaa9ypswvfbJk6G73P4bgFPuOcisT8+mrjGYOWBd+8mNQYu+bTkSo4+Qz0RwtQ+x2Vv8K48XD8F/pdLhxPo/c/CibPyE/c7QDcyTOkv9DNtIji9K3zA87TqizO2aF+QC/ZL6be9rh499yPFV32vkfrF87LXzkUhq//mHQgnJektcadMhN2K3ATY/IM9H5H4mhNveXwp4MnY210SZkKbj14EvVm6W4nO42TYZ8j8hMmTEEffjJFnp4Uo0gqEoPTC5Vlv09aqCwLqDMdbj14Ut7sOtuAT0yJ8I1t65lSIMB22hY1/G9NiohtcPkejQR0/6/ncabDnw6ZlFdHGApuPXjygOoISztsWWfxy30mYhfY7s0lrnuEKGfy9WH5sk2/KaWIJDtRb/4XnnwQAkE47CTc6ZuSDEpDW0g4k8Rc8oH/0vVUEvY5HL3NLiTCVXmDolA2jbVqCTx4B7S3wi77onfZl2SsJm9GmlKKcLID481Xcs/FjE1JBsKE0wnMj97zPw7juTj7HonaYnuSwzCoDThZAs2r4KG/wJoVsPWOsM/hJGK1eBps1yHY1gSP3AlLF8GmW8GBx5GsrsMtYRDC0h6h9mb459/go/dg5iZwyCdJ1YzDWRc0srRHqKMF/n0vLHwbps3GOPREvCUf+n83bjwccSrZhony5eEyE8qmsFYs9sthRxvstj96571JRKpHXQAi/7fsh955nyH5LaFsCmvZIn/biQ7Y4yD0DnuOyuPUm3A6gbl4oV/3ZDKw75F4W+9EMhwr+lstzyHU1gSP3AVLPoRNtoSDjiNZVYdbpsHlwfRpgk4Ge+0K1Br/Re/6qYf996/ufiB6x08MuFz4/YUO1Bv/9T9mEgjCYSfjTt9E+gsFdGLzbqvLb15roTXj8clNqjh8RoRxZnbIr8sEFh91an79Wgsr4i6HzYjy5dk2da3L4KE7YfVy2HJ72O9IkrFa3B52H04nMRe/7/c1MmnY9wj01jvl9HFcZbAiY3Hdm638b02abRoCfHXrOiYF3QF9/XMw5T2cSWIu/cjvkyXjsNeh6G13IxHJ75OJ0SngZAg0r97QJ91qR9j38F7Lcrkq1ZjVUSbL0ya/f6OFN5sybF0f4OS5NUQtmBYxSLiKhxbFufuDDmoDBp/ZopaOjMvapMPxc6oYb2UH/PSMq0xWZkyue7OVV9ekmTcuwFfn1TF5gHUE+G1Qqw6wKqm5+e1W3mhKs0VdgDO3qWNK0MVG3ilYjiRGU3oSFJQCN2CGYWA5GbQycAxTOlK9UEphaQ/leTiW3WOjuWFdF9cK9Dqrr6dzoZTC9lycbJaPV62msbFxWMu7rcBwHFzbxikwC8dSYDoOrmWP6KNjlqEws9mi+QT//Smmk8W1LBwNpuH/W5sWWSnuZUsphc5k6GhpJlI/DrOn9/OVuf7WBQPbtodrB/zHlscopRSW56K0h2MF+jxoKZf6qi+Gok9jK1CeizJNtOPiWvaQlDnpL/SdUgpHmbgawoYe9utSG357FlJe13XRWzteSJ+vMcMirSGoAG/gs3QGW9770ycTo9dAynI5KvmY1bDIovwvjGsPU7td9bZhGKS0gWUoFJqsl1t/DJYyTVKeGnQd0Z1hGGSUhaMVIeX6X6IWZUtiNKU3ekdKYsR5nkfGWFeEpIPfK621//iV0cMHQPLWtXpdF3o+F1prMsog5WlSqYF9sbQ/spp1L64vXCYcDY5pjXiZcTzt56OHTqKj162zbhXX07iGNaQvfBdDT2tNynVZ2dbOtOqaUR0U7G9dMLBtmzCGA4Kw7rcqw/9gUz+OY7nUV6WS1YAywaNPbVVfSX+h77TWmNrBpDSXpfIcAuQ2hb2144X0+RrzHIIw4u1of/pkYvQaSFkWgOfQ/ZM83Y+e53kE8Fg/yW7j+mOwtOsOeR3heR4WGQl8CFHEoK+NV155hZdeeomVK1ey5ZZbcvLJJ/P4448zb948GhsbhyKPQgghhBBCCCGEEEKIITTgoOCqVav44Q9/yJtvvpmXduutt/LBBx9wySWXsM8+PXxNVQghhBBCCCGEEEIIUXIDelt2Z2cnZ555Jm+88QaTJk3iuOOOy3k/zLhx48hkMvzgBz/gww8/HLLMCiGEEEIIIYQQQgghBm9AQcHbb7+dpUuXcuyxx3LXXXdx3nm5n32/+uqr+cpXvoLjOPz5z38ekowKIYQQQgghhBBCCCGGxoCCgo8//jgNDQ2ce+65WEVe4P7FL36RSZMm8dprrw0qg0IIIYQQQgghhBBCiKE1oKDg8uXLmTdvXtGAIIBSirlz57Jq1aoBZ04IIYQQQgghhBBCCDH0BhQUtG2btra2XtdrbW3Ftu1e1xNCCCGEEEIIIYQQQpTOgIKCc+bM4d1332Xt2rVF11m9ejXvvvsus2fPHnDmhBBCCCGEEEIIIYQQQ29AQcEjjzySRCLBD3/4w4KBwc7OTi688ELS6TSHHHLIoDMphBBCCCGEEEIIIYQYOsVfCtiDo446ikcffZSXXnqJ4447jlmzZgHw5ptvcu655/Lqq6/S2dnJvHnzOPbYY4cyv0IIIYQQQgghhBBCiEEa0ExBwzC4+uqrOeGEE/A8j/feew+ApUuX8tRTT5FIJDj00EO55pprevwYiRBCCCGEEEIIIYQQovQGHLELBAJ873vf4/TTT+eVV15h5cqVuK7L+PHj2WGHHZgwYcJQ5lMIIYQQQgghhBBCCDFEBj2Nr66ujgMPPHAo8iKEEEIIIYQQQgghhCiBAT0+XEoff/wx++yzDw8++GDXsgULFnDGGWew9957c8wxx3DnnXeOYA6FEEIIIYQQQgghhBhdBjRTcLfdduvbxi2LWCzGtGnTOOiggzjppJP6tR/Hcfjxj39MMpnsWtba2so3vvEN9tprL77//e/z5ptv8rOf/YxIJMJRRx3Vr+2PJUopgukkVrwdknGI1ZCNVJG27JHOGkHXwU50QCaFCgQh3olGo6vrSEeqcFAF/04pRSgVx+xsh3QSqmvJhKvImD0XWwuPYKIT1dYMlo1XVUsqHMPTeoh/VxY70QkdrRCK4MaqSQUj6CHez1gTdDJ+eehsh0gMJ1pFOhAuu+NmoQkmOlDtLaAMvOo60pEYbnllc0RtfI1mGiaxwqxmdcrDVNAYMqi3HLTnlTxvAUOxRUMtoUQbRiaOTiYhFALXQaeS6+rIGGkrUPK8idIx0YQSnf51DHg1frsj1/HwU0oRSicx422QTEBVDdnwyPRLbO0RWF+fD2O/YFgog2bXYk3Kw9PQGDaoN10M7ZZs/y2uxep1+x8fNqgbxP4NwyCU6MDoaINsBmr8tjWrzCHO+PDqav862iCTgnV9hKxRuI9qKEUo2YHR3uq3QzX1pMMxHDUy8zOUUrR6Fk1pSDoejWGT8TpBrGkFaL+PnorEcIv00fu7rxbPZm1Kk3E148Mmtgmrky5Zzy9TIQNWpzRJR9MYNqizPGzt9Gn7njJpdk3WJD1MAxqDI9f3GAmFzmV/jt9A9tfmWTRnIJ71aFi3v8AQ7U8pRYf2t9+R0dSHDOosTYhsj3+XVRatjsGapEfIUowLKupMB6+My4FSimbXZm3a67oW6kwXs1T1+yCklE1rVtGUcokFDOoDUK2cAY/nkli0OAYtKZcqO0Z0/BSU6lv9o5SiXVs0p6Ez6zEuZFJra0I6i+5WP6j1YxPTAV2+5WIkDCgoOHnyZBKJBC0tfifbMAzq6urQWtPa2tp18WWzWVpaWmhpaeGNN97g5Zdf5uc//3mf93PdddcRjUZzlt13333Yts3555+PZVnMmjWLJUuWcMstt1RsUFApRTTehv7lD2DBm13L7d32w/riucSDkRHLWySTxLjtt9DZhtrrUPRNV8O6wZkKhQl96RwyO+xFZqOBuVKKaOsa+Nm5sPQjf6FhEDjoOKwTv0wiEC64v6CTwX7mH3D77yCT9v+sroHIOVeQnDpnSDo3Xb/rz7+DJx+CdZWfOWMTouf+nHh1fdkFuMpFNJ1A3fhzePGJrmXm3G2IfusS4tGasjluASdD4JWn4aarIOXflDCq6wh/+1JSszYfsU58OVFKEW1bC1eeC0s/pO34r3DnJodxzqvNJBz/PI6PmPz50MnsUGuWbgDLunrgv/9BffgOzJqL9/c/YXz1B3jXXw7vv9W1nr3rflhfGtk6Ugwf23UIvvEiXHuZf7MMMGLVhM++iNSm2+AYoysIMZoopYh2tsBV34cP312/EHuPgzA/9y0SJbzmQtk01pMPwp1/8INQgFHfSOR7Pyc5eWZZB4hdZfByM3zmn4tZm/Tr0KituGbvCRw5PUiI4Rn0r+dg8HKT5jP/XExTqtv+95nAkdP6v39DKSKrlsCV58CaFf5CyyJ4/BewDj6BpB0a6p8wLAzDINK00v8dKxavW2gSPPxkrGNOIxnI/R0mmvCShfDz86C1CQAVCBL6zDfI7nkwaStY8vwvSpkc9+AyPmjzAy2WAWdtHuY8cxkNv/k+KhwlfMb5pLfZlaw5iEC+MngnbnDiQ0tY2umXl4Cp+Nb29VQHDC54bg0hU3H+Lg2kHM3lL6/FVPD1ber43g61xMj0uPmktrh3UYpznl7d1fdoDJvccehkdqgrbd9jJBiGwUdJk+Mfyj2X39i2jnO26/349ZdSiqUZmxMeWsa7LevqUwWnb1XLBTvXUTXI/SmlWO0GOOWR5byyOtW1/MRNYly913hqSBf8u04C/Pb1dq56tQlnXaxnZrXN346YwiZhXTbji+48ZfJ6G5z8yGJWJfxyGjIVV+zZyElzwkSGuX4fjHaCnPfMWv6yoJ31R3a7xhB/PWwSE6xsv493G0G++Z/V3PdhZ9ey3SaG+NPBkxivet6eUopVjs1Jj6xg/hq/zCjglM2quXzPBp5dluSrTyylI+MXjLqgwc0HT2KPBhObsV0/9MeARrY333wzsViM6upqLrjgAh5//HEefvhhHnnkEZ544gkuvvhiGhoamD59Ovfeey833XQT8+bN4+mnn+aRRx7p0z5effVV7rnnHn7yk5/kLJ8/fz7bb799zleNd9ppJxYvXkxTU9NAfs6oF0on4GfnoLoFBAF44QnU7b8j4I1MpWJrjXHvzfDMPzEOPwX9mwu7AoKAH2z53cUEVizOuxMQTnbAhV/bEBAE8Dz4598wHrsPq8CdA8MwsD98B/74i66AIAAta+HCMwl3tg3N70JjPHA7PPFgV0AQgI8XwsXfIJzqLP7HFSzgOag//TonIAig3nsdfdV5hNLJIn9ZWkopAss/hv+7uCsgCPhl95KzCXW0FP/jChJOdsJFZ8LSD2HceOZvexhnvpTo6pQDrE64HHbfElZnSxd8UUphL/sIbvs1aqe90NddgTryU3i3XpMTEATgxSdQt/92xOpIMXyUUgTXLIdf/rArIAj4M5Sv+C6h9srsL5RKKBWHy769ISAIfnv57L8w/nYjdonu0BuGgfXea3Dbb7oCggA0r4GffHXI+gXDZWXG4sj7l3QFBAHiWc2XH1vJgg7d51kUA95/1uKoB5Z2BQS79v/owPYfjrfBj76yISAI4Djw1+sxX3sB0xwdgfpwvB1+csaGgCCA58KDf8Z85h9YxkZ92s42uPDMroAg4PdTb7oa+6P3hv08bmytY7H/PUu6gkgAjge/fDvJbYG5eNvs6tebv7qAYPdzNQBrXJsD7lncFRAEyLian/23iZqAybyGIClX85Pn17BJrc3sGhtXw69fa+HP73eierh5o5TirTaPM59YldP3WJN0OezvS1hVwr7HSFnrWBxwb/65/NX/WvjLwniPx28gml2bg+9b0hUQBPA0/OHNVq5/uwMGub92z+bYB5flBAQB7l7YyYUvNuGo/PlMhmHw0MdJrvjvhoAgwKL2LPvfs5i17sg/NVfIasfkkPuWdAUEAVKu5ltPrWZ+s1vyeqGvHGVx2X+buaNbQBBg/poURz2wjFavf8c7oyzOf25NTkAQ4IWVKU5+ZAXtuuc5bK2ezZEPLOsKCAJo4I4F7VzxSjP/XJzoCggCtKQ9jntwGSsyY79+6I8BzRS8/vrrWbZsGTfeeCNbbrllTlooFOLggw9mzpw5nHbaadx9992cffbZXH311Rx11FE89NBDHHbYYT1uv6OjgwsvvJBzzjkn7yvGq1evZs6cOTnLGhoaAFi1ahXjxo3rcdup1IYCk8lkcv5/tIp2NMNHCwonPv0PrBO/RHug9DNhwk4S/n0v7LAH+qUnwS0y8L7zOoyzLiKu/cpPKUV02cd+p72Q+2/H3vtwOs3cO6tV2oU//1/hv8lm0M89invAcWSzPU8/703YScE/7i6cuGoZavUK0uOnld1dqZEu75FMAp79V8E09cE7GO3NpGL1Jc5Vviga7ryucKLrwKP34R3zOTLZyg0kKaWIrlgMa1cB0HrQKfz43cKD/KwHt7zTxjlbBgZ97fVFFA/9lz9g7HkI3mP3g2GiJkxBF60j/4l14pdHpI4UwydiAHffUDjR89AP/gV9ytdIO2PnLvFI1/HdRVvX5N7U6+6xv2Mf9Rk67MIz/odSlXbgjmsLJ6ZT8MozOHscguOUX31u2QFueKs1Z5Db3UUvruWWfeuwnFThFYZi/28W3/9PX2ri5n36vn/TNOHNV3KD9N395Q9YW+5I3OjbgHKkyrthGEQXLYC2IjcI77kZa9f96TT9J2Bs20Y/+29Utkg+7/g91rlX0VGix6cNw2B+q84JNHd3xdtpPnnwZ5jy+ov+gr/dhHH6+SS8/vdpLcviX0sc4tnCf/vr+c2cuW0d3/6P35f47fwWPr9lLT9+3u//X/HfZo6fNZVYkTKWtcL85IW1hdM8uLWEfY/hVqi893ou/9vEsTOLH7/+UkqxIKFY1lm4vvzl/5r57GZRqgaxvxWeyVtNhWcD/undNs7boY5aN3f7CSvKRS8WLgdtaY/nVyQ5ZLyH65ZPe2/bNn9d0E66yFT1Hz2/lnsOaSTolMeEie7arCpuervwDbX3WjIsi7sErb6XgRazir8s6CiY9uqaFGuSGlsV394yx2RBS+H69aa32rjjsCnc+k5ufj3t1z+X7RjFyxYub2NBKNT32fcDCgo+8cQTbLfddnkBwe7mzJnD9ttvz7///W/OPvtsqqur2WabbVi4cGGv27/yyivZZpttOPTQQ/PSUqkUgUDuo6bBoB8c6kvHYPny5XmVwqpVq3r9u3Jlmia1qdbiJ9JzcTrbWRIv/ayI6qogZjaDGjcBvfzj4isuX0S6o50lLe0AhMNhahd/QNHuUaITJx5nSdvqnMWbjqsh2P2u7UbUh+/QusM+NLe09u+HbKSqOoyZKV45ecsXs9Kzy2JgVshIlfeaqI3Rw3s93KbVLGtLjvi7P2bXVhFetqj4CosW0NHUxOq29pLlqdyEQiFql3zYdY0mx0/jvfeLd7rnr82wpjVJR/Pw10Nz6qr987fdbvD2qxAOo1t72O8I1pFi+MyoqSKydFHRdLV4IfHmJla0Fe6IjmYj3aexbZvalmXF+yWO419znYUHcUNpbkMd9NT/+OBtWrbYhdbW1mHPS3/F6huZv6Z4IOa9lgwt8RSp1UuGb/9re9p/mpZ4ss/7r66uprb7zNGNrVmBk06xZO3KfuWz1OU9Go1Ss+j94n3UjlacZJwlLX6+6mtrqPng7eIbXL6YbCLOkubSzFqNRqO83lJbNH1t0iUTqd6wYOlHpNpaWNLa/7qypqaGV1YXD/6/35phctTK+ffU2IagcHPKJZ7O0rK8cBkLT5jBe63F+9r/K2Hfo1S6l/e+nMuejl9/hUIh3k41Fk3vyHh0pLK0rhjY/izL4uPQtKLpjgdtyQwdq3K3H54yh+Xx4jd25q9Js5PZTkdH+bT3NXX1vLKm+A2Q91szdKTSrB7gsRxOeuImZHp478ZHrSkizso+B+OdCf/P3n2H2VGVDxz/njMzt9/tJb0nJKG30Lv0XqQqNuRnL1hQFAWxYBcRexdBBQEFFAEBEek1QCghlPS2fffWmTm/P+4m2Ztbtrfs+3kenofcmb1z7sw775x558zMPMpdc1jTkcZ0rCl6fug4DiusqSX/NuOZkt/9fFOGTW0+iabxWwcqx7Is5syZ0+f5B1QUbGtrY5dddul1vlgstvW5g5DrEHR2lr+18h//+AfPPvssN9xwQ9HpwWCwoNiSTucqvOFw71edp0yZsvX/M5kMGzZsoLGxsaDQOJ5YHWWqwNrCjlUwvWbkR8FY2SQEgphN61BTZ2KWPl58xqmzCcYrmB6rBHJXonRmbvF5AaIxrGiU6RX5o8oc48HUWbDipaJ/ZubtTFV1DdFYfCA/ZyvbTUEwlBtlUISeOoNJ9ZPG5EjB0Yx3K5vI3VbgF79SZ9U1MjVaPcKtKhRQPkyfAy0lRqrOWUS8tpZgReXINmwMUUqh3W0HmvCGt1hUPYf/lrhavXdDkPoqh6ro8OchR/mY6bNRm9bl8sHat1BVtZTcG0cxR4rhE9QKZszNv72vBzNrAdGaWqZXVI1sw4bRaOf4nqxQmafT2E5un6se/pGClnFh2ixYuaLodDNvZ6qrq4nHB9cvGA62E2Cv+jT3r04Unb64Jkh1NIw9vfRJ9OCXn+KBMsuviYWxgn1bvmVZMK/0YAIapmAHQ0zv4+8ZrXjXWqPn7FR6hspq7HCU6bFcf8ZxHMz8XVDbPTplq6kzsaNRpkcrik8fYlprdrcdoPhIx/qwRTDRo4g2Yy7Bymqmx6v6vSzbttk3Ab9eVvwi6oLqQN5txTtVB1jVsa2QUBe2iAYdGkvERNYOsqg6yH+TxWN07/oA9VWBEel7DLdi8d6XbVlu/fWXUoqdE6XPOSuDmnjIIT6I5bl+6e93NFSGA1Rt9/0J22FazM6LpZ72bAhRW+tQVVU14HYNNcdxWNLg8rcVxQuVO1UHqAgHqRum/D4YbXaAgKVKFgbnVIeYZE3q8/e1WgEsRcnn+06rCDK5onThL+mWjpmgpdAl7sLevS5IfWUEPzJ+a0BDaUBFwcbGRpYuXUomkyl5IM5kMixdujTvdt7m5uZed8jbb7+dpqamgpeGXH311dxzzz00NjayeXP+1eUt/66vL331YotiwygDgUC/hleONb6uRs9dhCpWDDvsRNxYJaFReKC6GwpgHXMm/OPPqC9eg7nn1tyzY7Z37sX4oQihHkU0M2UWqq5x6+2JeU69EDdWlTc/gKsUwfM/BFd9tPBvAiHU/kdiWdagn1njqhDWCefArb8rnDhpOqZ+8tbRq2PRaMW7G7AJHHpc7uUs2zHzd8aPVxEKjP5+6CsF51wMW26d6cm24ciT0ZZNqJe3YO/ozOQZqPrJsGkdVff8ma984iiOWFs4X8BSXLBTBZaVGZHnRflKoc75AObrn0B/8mv4jz+AWb8K5i4qfsFgFHOkGD4G4Kz3FjzDFMjdUn7COSjbITQKb8IdbmOhT+NX12HNmFu8GHf06WRjlYRG4IVNntZw3gdzL4TYXiiM2usgbNvOe071WPK+nSv54XPNZIsMoL98SS1xx8fYw7et37dzFT98rqXoLcSXL6klZvsYqx/LX7wnRGPQVWSAwHkfzMVFP+8WGJV4nzEPqmrznxG4xZnvJRuvJNRjeIo64Cj4y8/zn3e9xfkfwgvHCvq0w2n3ugANEYuNicILeV/YOcjku36/7YMz3oMJBBnoGj56RpB4QOc902uLj+9Rw3XPbStofWSPGq58dNsF2c/vU0t9wJSM8bCCr+xfyxG3FBYFA5binQsrR6zvMVK2j/ey23LfWhqCBn8Ic8T8gMP0uM2qjsLzuU/tWUN9wMAgljfJaHarC7J0c+G+8u5FVdQFDLbJ//6INlyxXx0X/btwlHF1ULP/pBCOzuA4Y+t4f9b8CFc93kSqSDXsqgPqqbRN//LrCHG04eKdq/jR0sJi9KKaAFMimpDqe7trleH8nSr5w8uFo6X3bQxRF1KEymSgKcZiYXUg7zmXCaGoTgABAABJREFUW7x/lypuea2w8Gop+Oju1QSsDIzBdTwaBtQjO/LII2lqauLKK6/cOkqvp0wmw1e/+lWam5s55JBDAFi/fj3PP/88s2bNKvvdV155JX/5y1+4/vrrt/4HcPHFF/OFL3yBPffck2effTbvFuAnn3ySmTNnUlMz+s8jGw2pYAT1mW9hFu+57UOl4OBjMed/kMwonexm0finvhOOPBn/9htQH7sKquu2zRCJwce+QmbSjIJRdclwDL78E5g5f9uHlg0nnYd3xCm4RTpPxhiys3aCiz8HoR4jEOoa4cqfkIxVDc3vMuCfcC4cfUb+A3XnLoLLryUZig3JcnY0GW1jzv8wHHR0Lj67mcV7oT51NckSb5QeacYYMpOmw0evzMXoFtV18KXrSMUnZp7ZXm4f/THMWgDNm9j9qdv51f5R4oFth5UpUZu7T5tOozNyz3ExxpCZMgvzvk9jHnsA9YHLMHf+CX3Bh2HRHttm3JIjz/vAqOVIMbzStZPh09+EaI9RYJXV8IUfkKqU/Xg4pUJR+Pz3YX6Pu0q0hiNOxj/jPWRH6A3uvu+Tnb8rvOcS6HnRqWEyfOVnJGNje8R3Y8Djn6dOZ1JkW9GyIqD53TGTmR9Xw35HwqTu5TdGtuXIioDm98dMZn6s/8tPRivhK7+ASdO2fRgIwvkfxt11yag/PqSvktEKuPKnMK3HrVm2Dae/G++Ao/G2u18tGauCK36a649uEQrDxZ8jO3PBiN9ZUme7/PuMGSys3jaww9Fw6S4Rzk0sQ73wZC5vfvqbpOv6PuKn6LKsLPedMYNZFdsKMmFbcfmSOjYlPZY1p4k6im8cVM+ypjRvtmdxNHxmrxrOmRfFlLi7BHLH+0WVml++bVLRvkfDCPY9RkupbfnZvWs4a24Uf4ifo1ejs9x92nR2rds2+MHWuQLLexbFS94N1FcVOsstJ07lwMnbzgm0ggt2quDyJTXYprAY6fs+x88I8eX96gha284v5lUFuP/MGdRZY/OZkg12lnvOmMHU2Lb8HnUU1x3eyG7VeszdcbaF5bt8du8q3r24Mm8U3pJJYf5+8jSqdP+e0esYl68eUMvZC+L0HNR3yJQwNx47iTjlt1+VznL7KdPYt3HbMV4rePfiSj6zVzWnzY5RFdyWH+rDFn8/eRqTgzt+fugP1dra2u+Ia2tr473vfS9r1qyhqqqKAw88kMmTJ+P7PuvWrePRRx+lpaWFhoYGfv/732PbNqeddhpdXV185Stf4ZhjjunX8pYsWcKXvvQlTjrpJJqbmzn77LM55JBDeOc738myZcv45je/yaWXXspJJ53Ur+9NpVKsWrWK6dOnj/pV9aEQyqaxu9ohlYBoBdlInPQYGM0U8F0CiQ5Ip1GBICS7MMZgKqpIReIlhwsrpQilE1id7bmrq7EK0pE42V5O4G0MwUQHqr0VbBs/VkkqEh/yzmbud3VCZxsEw7ixCtKB8JhN4mMl3oNeFifRAV0dEIrgRitIOWNvZKWtINjVgepoBa1zcRStGDcnLSNh6z7a1Q6pFNmaBtbZlWxK+1gK6kKaap0dlX3Cz6RxOtsJKYO2LEgnIRgGz8OkkxCNk41UjIkcKYaPBYQS3fuxUvjxKtKRON4YzdODMVZy/BZKKYKZJHZXByQTEKsgE4mTGYV9zjaGYHL4+wXDQWlNs2vTlPbxDNSHNNWWhzIjc0Kz/fLrQpqaQSxfa00w2dHdt8tgKqrIROL9LhSPdrwrpQilunLHv0wGE68s+zu0UoSSnejONnBdTEUuF7mUuLdtmCmlaPNtmjOQdA11IU2jSRJpXgfG4FdsyZWDX5bWmhbPpiltyHiG+rBFQMPGlE+2+98hbdiUNqRcQ01IU237OEUKQMUYbdHsWmxK+dij3PcYLuXiffttWRvS1Nh+0QLaUFBK0e7bNGchme3/9urL93f6Ns1ZRWfWpzqY+/4g5b/fVRYtrsXmlE/IUtQEoUq7YzoOlFK0+A5NadO9L+Tyux6h/D4YGWXTnNW0pH1ijqY6YIirga/vlHJoySpa0z4xG6xkG7Vhu0933yml6DA2LZltMVPj+ASMi9GaFtdmU8pHK6gLaqotF8zYP/6PpAEVBSH3oNOvf/3rPProo7kv6h75syUQ9tprLy6//HKmTJnC8uXLecc73sHxxx/PFVdc0e9l9SwKAixbtozvfOc7vPrqq9TW1nLBBRdw9tln9/t7R7tDIcRIkngXE4nEu5hoJObFRCLxLiYSiXcxkUi8j7wBX65tbGzkmmuu4fXXX+eRRx5h/frcW2YmTZrEkiVLWLx4MalUiltuuYXjjjuOv/3tb0yaNLAh6I8/nv+CisWLF/PrX/96oE0XQgghhBBCCCGEEGJCG/Q9HHPmzCl43fHatWu55ppruP322+nq6uKMM84gEhn/b34SQgghhBBCCCGEEGJHMKQPdnn88cf5y1/+wv/+97/cM+OM2aHe+CSEEEIIIYQQQgghxI5g0EXBVCrFnXfeyU033cSbb7659ZmC06ZN4+STT+73yz+EEEIIIYQQQgghhBDDa8BFwTVr1nDTTTdxxx130NnZiTEGpRTHHHMMp556Kvvss89QtlMIIYQQQgghhBBCCDFE+l0UfOyxx/jLX/7Cww8/vPUW4VmzZpFIJNi0aRNXXXXVcLRTCCGEEEIIIYQQQggxRPpUFEylUtxxxx3cdNNNvPXWWxhjCAQCHHHEEZx++unsueeefOQjH2HTpk3D3V4hhBBCCCGEEEIIIcQg9akoeOKJJ9LV1YUxhrlz53LyySdz/PHHU1VVNczNE0IIIYQQQgghhBBCDLU+FQU7OzsJBoNceOGFnH/++UQikeFulxBCCCGEEEIIIYQQYpjovsw0f/580uk0v/zlLznuuOP4/Oc/zyOPPDLcbRNCCCGEEEIIIYQQQgyDPo0UvP7661m2bBl//etfuffee7nvvvu4//77aWxs5JRTTuGUU04Z7nYKIYQQQgghhBBCCCGGSJ/fPrx48WIWL17MJZdcwj//+U9uueUWVqxYwS9+8Qt+9atfEQgEAHBdF9vu90uNhRBCCCGEEEIIIYQQI6RPtw/3FI1GOeuss7jhhhv41a9+xQknnIDjOCSTSYwxHHfccVx99dUsXbp0ONorhBBCCCGEEEIIIYQYpEEN6dtll13YZZdduOSSS/jHP/7BbbfdxooVK7jtttu47bbbmDp1KieccALve9/7hqq9QgghhBBCCCGEEEKIQer3SMFiYrEYZ599NjfccAO/+MUvOP744wkEAqxevZpf/OIXQ7EIsYPSWhP0XIJeFq3zw9HBEHQz2Gpg362UImA8gm4GS/ce6rZSBN0MDmZgCxxCWmuCfuF60VoT8L2i62ss67ktbMsiYPw+b5fhYlkWQTdDwHdRaoBBJsYUB0PYzRDBp0JDdUV8tJs06srl2OGmlMLp3tdta3zmLiGGi1KKrLJJ4cg+MQq2rX97h1z/pfqRI0kphattkkMQ41prkji4yt6h+myW1t3nHpBSDkYP3yO4esa8bdukscmo0Y9/o22S2PglfrvWmrSySeoAvh0gpQJkd7A42J7WmhQOrt6xf+do25Kj5Dg8yJGCxey2227stttufOpTn+LOO+/ktttuG+pFiB1EJJ1Av7IU/nUzGIPztlPxd96bbCBEsGkD3HEDrF2JM29nOO4skvFqPNW3HTacSWKtWgF33AiJTpz9j8LsfwSJSAXG5Bf9LAXhjla47+/wwpNQ20jw5PPJNkwlbQeG4ZeXF0kn0K8+n1svnodz1Cn4u+yLUQrrtRfhrpvAdXGOOAmz234kwrGC3zSWbN0Wd/4JddAxEI5i7r0Fujpx9j8Ss/+RRbfLcFFKEUl0oJ75Hzz4TwgECZxwLt6chSQD4RFpgxhaAS9LcPN6uP0GzMY1qLmLsQ88ilnLX8DsdTDpYAC3j7ljR5LLsc/Bv/6al2MTweiwLzuYTeOsWwl3/BFamwnssT9qt/3w7/4rzqI9MXseQCIcH9O5S4jh0mEcnm92uebZzXRkfM6eH+eU2TFqrYzsEyOggwDPbc7yw+c205nxOXdBnJNmRam1sjvE+i/Vj0yOYH+xA4cXmnIx3p7xOWtenNPm9D/GlVJs9gLcsryDW1d0Uhm0+PgeVexS7RAjO4y/YHht6Yvy2P2oR+7FhGOoo8/hpZo5RGuqmRL0cfCGbHkdJsDTmzNc+9xmkq7PWfMq2KUuyE+XtnDugjhLGoJUqsyQLa8vfGWxPmPxk+dbeWJjigWVAT6+ZzXTQz6B7t/eZgI8sjbNT59vwjdw7oIKZlU4/OKFVt6zuJI9awPER7jdw0kpRZMf4G/LO7lpeQfxgObje1Sza41DfBzH+1jUYRxeaN6Wo86cF+f0uTFq9cQ8DqvW1taJ96u7pVIpVq1axfTp0wmFQqPdnAklkk6gvn8Z6qVn8z43s3fC+tiV+J88N/8PbBuu+CmJmQvwfb/sd4eyKew/Xgf3354/oaYevvYrOiMVWz9SShHdtBa+8F5IJfPnf/clpA89nqzl9PfnDVgknUBd80XUi0/nfa4+dXWukPbc4/l/MG0O5vJr6Qr1fpI/GvEeyqawb/gx3Pd31LkfgLVvYh68K3+m6rrcdolWjkiboslO1Jf/DzasyZ+w3+F4F10qhcFxxvY9Qk88AD++Kn9CIIi+5Ov4f7gWLr6UxJyde80dO5JyOZbPf4+uYSwMBt0Mzj/+BH/9df6EaBx9yTfwv38ZVFRhvvxjukKxYWvHRCN9mvGh0zh89uFmbni1Pe/zaTGb/5w5g1qdHqWWjS8DjfdO4/Cp/zXx5+UdeZ9Pj9s8cOYMatX4Xv+l+pFm5jy47Jo+9RcHqxOHyx5t5vcv5cf41O4Yr+tHjG/ygxxy00rWJ9y8z9+7cyVXLakmOk4LJbFEO3zhfdC8Ke/z5CEncsP+76WhsZYjGjSYXL9lMPm9wzh85MHN/O31zrzP51Q6XHv4JE7++yoOnxbhN0c1jlhhUGvN062Ko29dSXa7rtn1x07m+KkOnb7FO+9ez4Nr88/Pdq0LcsX+9Zx5x2rOmhfn+wfXElfjMw62t9kPcthfV7KmMz/e37Gwgqv3ryG2g/zO3gx3f6YLhy882sxvt8tRU6I2D57Vvxy1o5h4QyfEqNNao19+ruBkFUC98Qrmif/CvMX5E1wXfvglgomOgr/Znt20obAgCLkD7y2/xWHb0SeYSeaKCdsXBAF+/wOCyc7Cz4eJ1hq9/IWCjhwNkyHZWVgQBFj9Oup/d4/qbbjl2E0bciMwQ2HUzHmFBUGAls3w11/hmOEv2NgK1D23FBYEAR57AGvtWzJMf5wJJTvh598onJBJ41//I9RxZ8E1XyLUh9yxo+gtx6qnHsKyrGFbvtPZVlgQBOjqwL/9etRRp8Lalaj778CW/U1MMG92+gUFQYDVnS7ff7YZXw/fvjnRKaVY0ekXFAQBVnW4XPtsy7DevjnctNbo114s7EcC6q3XUI/fPyL9xZVdpqAgCLCm0+XbT/U9xl1l87XHmwoKggC/frGNNYnxOa7FwYdbf1dQEAQI//dOjgm18rEHNtDsDT4WlVK83OYVFAQBXm/LctdbXRw3M8Z9qxI8vTkzYn3gZs/mXfesKygIArz/3+tp9Wwe3ZAuKAgCPL85zfOb0+w3KczNr3WwosPfIfruvrL4ztPNBQVBgOtfbmflOI33sWhllykoCAKs7XL51lPNeOP4ODBQY7OSIHZoTjadu6WhBPPIvai9DiqcsHEtVi8n9rZt524JLeU//8BJJbb+00p2wYplxef1fXht2YgdaGw3k7vNbztq9/0xj95f+g/vvQ1nBIuXfZXbFt1FwJ12wzz3WOmZH7wrb7sMFyfZBfcVKRhvcfet2Hr8dywmCqUUrHkzd9GgmNVvoOomQfMmdGfbiLZtNPWWY7n7FuxU17AsW2sN5fb15x5DLdw99//3/W1M5i4hhott2/z2pdK56A8vt9PmSlFwuFiWxW+XlV7/v3+5nTZv/J4a2V4W7iqT+++5NdcPGs422DZ/fLnwZHuL619p63OMd/iaG4sU0Lf48/KOYb3ANVycVAL+c2fJ6fWP/4ud60JsSg3+YrnSFr98sXTM/3V5O8fPyo3Y/+nzrWQZmfXZmjG81V581FvSNbzV4fLrcu1+rZ3jutv9qxdbx2UcbK/Ns7i+zL7zh5facudWYlBs2+aPr5TJUS+30T6OjwMDNfF+sRgbyo0K830odSWzL/f4+2WewWF88t4j0tv3jfTthsXarnT5dvg+aqxePNrye/rwG0ZM2dhzGQPvmRH90dfYmWjPB+klxw5rziibg3sseALdzi3EFl6Zfc+TXWLYuX7pDeCN9+OEoff+9Qgotx77E+PGlP8u1zfjc4SYoWyfRHseloIyodp3qveYt/SW/8/NPxJ629V6a4vn554JD+CaHaTrrsAvs2KyQxIQAsAru0+wgwRU/0hRUIy4rBOEI08tOV3td3jxUWU19fjRisLPe3BdFw4+rvQMBx5NNrTtmXF+OAoz55VoiIL5O4/Yw0ZdOwBvO63gc/PCE6h9Dy39h4efSDY8/M+I6a/ctjg294/lz8PuS0rPfMBRZIPD/yy/bChaPj7edhrueD8pmECMMTBtNpS6FWnSNExrM1RW48dG5pmVY0FvOZYjTh62/c33fdh9v9Iz7Lw3Zsvo7EOOJxuWZwqKicPzPN65sHQ/5pz5cSpsqQwOF8/zeNei0seCc+dXELeG7uUOI821HTiqTO4//CSy4ciwtsHzPM5bUDrGz15QQdzqW4zHrdzD/0s5Z35Frq85zmSDYTjgbSWnb1pyLEs3pWgID/403Xge71lcOuZPnRvnnrdyo0cvWlxJgJHJP9VBxZRo8VFvQUsxu8Lmgp1Kx9Gpc+PcuzLX7vcsqsT3xu9+u0Vc+5w9v/RvfsfCSrwd4HeONs/zOK9MbJ09P06sjzlqRyJFQTHifN/H33VfzKwFhRMnz0DtdwRs/ywsreFDXyIVKd052MJrmAJLDi+cEK+Esy8iq7YVEFLBCHzwi2AXeZnIme8jM4InrL7v4y/aM/cigJ7WroTqWsy8nQv/qGEy5vCTxmwha+u26OqEjetgn0MKZ4pVwLn/R3YEnqPkApx4Tu7lJtsxu+yDN33uhHzj1HiWjsTgHR8pnGDZqAs+gvnHn+BDXyLdh9yxo+gtx5r9jxzWETHZeDUce1bhhGAIfdqFmHtug9oGOPbMMZu7hBgOxhjmV1icMKvwQl5d2OLSfWqx/PFX5BgvjDEsqLQ5dmZhYaw+bPGpvWqwyo10HuO29SMXFk5snIo5+NiyI2SGgjGGOXHNybMLY7w2ZPGFfWuxTd9i3DEuV+5XR3Ww8HT1jHlxZkTH4ShByPV3335R7rxkO+m9D+VBv5avHVhP9RAUqI0x7FrjcNjUwguBk6M2p8+t4PY3OtinMcT+k4Ij9kK2GsvlF2+bRLEn9nzvkAYqLZdDp4TYoz5YMH1upcMBk8M8uCbB26ZHWFhl7RB9d9u4fH7fWmpDhedDJ86KMjeud4jfOdqMMcyOaU6dU3iOXxOy+OKSOpw+5qgdibx9WN7UN2qi6S7UE/+Fe2/J3dJwxMmYA47CdYI461bCLb+Gdath7iI4/d2kqutx+1g4CmeSWC89A7ffAMmuXGHq6NNIRKsKhmZbGMJtTfD362HZM7mT1TPejTt9Himn8GA03KKpLtTTD8HdfwXPg8NPwhx0DCiFeuZhuOsm8Fw49ATMwceSiMT7dJAYrXjfui3u/DPqxHMgk8bcfQskOmHfw+Do00nECrfLcFFKEU20wwN3wkN3QzAEJ5yDv+u+JILDewVdDI9gNk1g7ZuYW34DG9eh5i5EHXUa/ivPw94Hka5pJGtNvOew5HLsg3DPrblbyrpzbCLct5wxGOFsCmvFS3Db76C9FbXLPqhDjsX/519g5nzMoceTiFRIB3cISZ9m/Gg3Af6zLsUPn22hI5MbDfWexZU02NkJ9Zb0wRhMvLcT4IE1KX74XAtd2dz6f/eiHWf9F+1HHnh0n/uLQ6HdBPjv+hQ/eCYX46fNjfO+nStpsDL9aoNSio1egJ8/38rtb3RSGbT45B7VHDQpSHyE3pQ7HLRSRLpa4d6/wWP3QzhK89Hn8uaM3fArapgdNQTZVhQcbH5vMwHuW5PkR8+1knB9Tp9bwVHTo3zn6SZOnR3luJkRqkZ4fWaxWJ3WfOvJJp7alGZepcPn9qllflwRzl3Gp9UEueOtLn7xQiuenxtpuv+kMN99uonzd6rgiCkhKsZxHGxPa81G1+FXL7Zx64oO4gHNx/eo5tApISrYcX5nb0aiP9NuAjy0PsUPnm2lPe1x6pwYF+1S1e8ctaOQoqB0oEeVpXX3CyYM2WBk6+gVpRSOm0W7GbxAMG90X19prXHSSZTv44YivY5IcYyPlUlhLIeMExjVhGBZFnayE2UgG47idXdSdff6Usbv/rzvbRzNeO+5LbxIDJ1OojwPNxTGHaXVbCuFnUpgtCYbDO8QJwITmVKKgJfFTqfBtvFclw0dHYQqqwkGR764P1aUyrEjQSlFIJtGeS5+KILKpFDGkA1Fhn20ykQkfZrxRWtNp2fhAhWWX/5ZnKLAYONda02Hb+H55G7Z3sHWf6l+5EjSWtPpW7hm8DFutEWHp7EVxLS3w/TZbAV2Koln2bQ5UWx8AkVGKQ1Fftda0+FZeAYqA9CeBYWh0jajeluqq2wSviKkc4XQ7c+/LMuizdW4aCKOIpn1sZUhvgPFQQFt0e5pbCBm7cC/s4SR6s8MZY4a7ybe0Akxpni+jxfo3tl7HASMMWQsGwYxusf3fdJbRvr14UQ4qzTZLSPFRvkKged5eIHuof49DgS+75Pesr7G0Ul13rbwPLADuewzij/BNQY3WLiOxfhkjCGtbdLhXM5IeYaNbR1Mr6ga3YaNslI5diQYY0jbgdz+bgBn/OUuIYaL7/tEVPexRw5BI873faL4uQcp7YDrv1Q/ciT5vk8EP/fCiEE2QfkeFcrr/t7Bt22scA1b+6IRM7wjwXzfJ6py28O4EO++dXe0H1NnG5cKBZR4YYjnecS6tz0uBLrbvSPFQYEdNN7HmqHMUeOdPFNQCCGEEEIIIYQQQogJRoqCQgghhBBCCCGEEEJMMFIUFEIIIYQQQgghhBBigpGioBBCCCGEEEIIIYQQE4wUBYUQQgghhBBCCCGEmGCkKCiEEEIIIYQQQgghxAQjRUEhhBBCCCGEEEIIISYYKQoKIYQQQgghhBBCCDHBSFFQCCGEEEIIIYQQQogJRoqCQgghhBBCCCGEEEJMMFIUFEIIIYQQQgghhBBigpGioBBCCCGEEEIIIYQQE4wUBYUQQgghhBBCCCGEmGCkKCiEEEIIIYQQQgghxARjj3YDxMBYShFMdKC7OsDSeJE46XAM3/dHu2kFgr6L3dWBSiUw4SiZSJystka7WaMq6GawEx2odAoTjZOOxHFRW6c7xhBItKMSnZhQGDccJ207/V9GshOVSmKiFQQtm8qaCgLtm1CZCL7W+HaAVCSemz/RgZXoAGPwoxWkIvFhiSdbQbCrA9XVDoEgbiROOhDCGDPkyypGa00k1YlOdkEyiYnEyMQrSavhicncvtqO7mwHJ5D7vcHwiP3e3iilCGZS2IkOyKS747ECd5TbFEonsLo6wHXxYxWko3E8v/Q6C7pZ7GRHLt4jMQiERrDFoyfgeziJDlSyCxOOko3EyQxRfnUwBLq681AwjBuNkbYCQ/LdfaW1JpToQHe1g1J40Yqix7qgl83l1O7tn4nGyfbjuqcNBBPtqK6OUclLE03ePu65+NE46WhF2X18e7ljSflt1nM5ys1AMIzvBHCdIGl7ZGN5vFJK0WlsWrOKpOtTHdTU2B4aQ7Nr05LxsZSiOgBVljcm+6E7oqyyaXE17RmfuKOpcXwcM7gjt6dtmrOatoxPzNFUO4agyQ66rVprmj2blnRu36wJKqotd0RjpTDnVJCOxPF6yfFK5drenPEJaEVVACqUK8eGftg+rqpsQ4iBx5XWmqYeuacqANXduUdrTatn05wx+MZQHdDU2C5G8lKeLXm9JavQGGyt6cj6OAqqA1Chd6wYV1pvd7xSVI1wDhrrpCg4DjleluCrS+GnX4fWJgCsqbOIfPwqko3T8Ua5fT1FU12o334fHrsPfB9l2wTfdjrOme8lEQiPdvNGnFKKaFcb/Pir8Pzjuc+CIUKnvwvvbaeTdEKEM0msO26Ef/wJshmUUjh7H4x90aV0hWN9W0aiHX72DXjmYaiqxfrEVaibfw0vPIkBTDCEOuFcrElTiczaCZXNYK79MmxYA4CuayTy4S+RmrUQdwgLuMFsGufRf8MNP4ZEJwD2/F2wP/4Vuipqh/0AZPsukbZWzM2/xH/oHvA90BaBQ47DvuDDdAUjQ7q8oJvGeeoh+N0PoKsj14Y5C7E/fhWJmsZRPxgppYi2N2N+dAW8/Fzus3CU0Ln/h3vQsaSc4Ii3SStFZPM6uOaL8NZruc/iVYTf92kyu+5HpkhxPJrsRP3ym/DUQ2AMygkQO+Ec5h1xGumR/gEjKJpOoG78Mfznn+B7KG0ROOx4nPM+NOhYDmdSWHffDH+7HjIpFODssT/OB75AV6RiRDqLtu8RWvEiXHclNG0EwGqcSuRjV5KcNhev+0JKNNmJ+vk34On/AaACQYInnot9wnkk+1AcDmXT2A/fAzf+BJJdueUs2JXox64ckbw00WiliDSthx98Ed5anvssXkn4PZ8is/v+ZPpQrAtlU9j//Rf8+WeQSgBgLdqD6EeuoCtejTGmO5eszS1n5QoMQEU1+tz/I5BJ4+x/5IjF8nillGJd1uE9967nkXVJAOIBzR+OnYJvDB+8byUbErle507VAX5/zGR2igJGTrSGUztBrni0id+/3Ibrg6Xg3AUVfO2AOqrUwI56HQT43tOtXLe0lYxnUMBJs2P88LAGqgf4nQCe0jzZAu+9ZzUrO3KFoJkVDr9+2yT2qNJYIxArWkFk0xr4/hdh9eu5zyqrCb//c2QW70XGKn7RPYXN/WuzfPQ/a9mczMX54pog1x87mbkRTwpNfdBBgB883caPlraQ7o6rE2fHuHaAcZXB4rGNPhfft4p1Xbki+LyqXO5ZFNcs64QL717Dqy0ZACZFbH56ZCMH1tsERvVy99ihlGJt1uFd96xnl9og+zSG+PIjm9jUHeOLagL84ZgpzIt4O0QuT2Px8AaPD8jxqizV2to6YXtDqVSKVatWMX36dEKh8TGqRClFdO2b8Ll3FU4MhuD7f6IzWjXSzSoqlE1jX/sleO6xwonHnkX6vA+SHabRWWNVOJ3AuvJDsObNwonv+gTZo07DufW3cOtvCyab+bvgf/bbJHsppobTSfQ3Po5641UA1EevwPz117B2ZcG86vwPoRbviX/Fh8Dd7qqdtuC7f6SzZlIff115WmsiT/0XfvCFwok19fhf/w2JPhQ9ByPe3oz544/g0fsKJx5wFNn3XzpkI6G01kSWPQnfuKRwYmU15pu/pyscH5JlDVQk2Yn+4kWweX3hxI9cQXK/I/FGuNMb62qDz7xjaxE1zxU/pWvOoryT+HAmif7Wp1HLXyyY3Zz2LjpPugDl7HgjgoJuFufX34L/3VM48aCjyb73s/0eXbyFrRShu/6cK95vb+Y8vC9cSzI4/Bd1Yk3r4dPnw/YxaDvw/T/TWVGTy3ffvAS14qXCL3j7RaROekfZ0wDLsgg/8QBcc3nhxNoG/K/9etjz0lAZL32aaKId9ekLiu/jX/4xXXN3Lluos7Qm/Mg98OOrCifWT8b/6i9JhKLEEu3wqfO3XoDqSX36avx7bsP/8JdHJJbHqxYT4JCbV7G6c9teVBuy+MXbJnPGHasL5o/YimfPn02DNfyXY8ZLvA+1NDaffLiFG15pL5h22pwYPzmslnA/ix+etvn60x1895nmgmkHTA5z03GTiJEZUHtXZQLseeMbuNuncQ3PnDeb6YGBfW9/xLracrmg+6JPnq/9iq7p8wpyjlKKp1sVR9yyquBPKgKap86bRb0eucuO4zHefWXxjec6+fZThXG136QQNx8/iXg/RwwuT9os+dNbbH+ECFmKp86fzZI/vUFXdrttCTxyzkwWRT25CAS0+AEOunkVvoEfHj6Js/9RmMvjAc3T586k3hr+/bOYoYp3pRQvdVkc8OfCmBnJ49V4IM8UHGcCbgb+9JPiE9MpeOhuLGtsFNrsrvbiBUGAe28jUOyEYAdnbVpXvCAIcPOvCHS0wJ1/KjpZLX8Bq62l92W0bNpaECQaBydQtCAIYNauxPzvnsKCIORG0d32e5whuoISTHTADT8qPrF5E/qtV1FKFZ8+BAK+h2prgsfuLz7Do/fhFDl5HKhgsgv+cG3xiW0tqFeeR+vRS8FKKfTq14sXBAFu/HFum40grTU892jxYgHAH68lmEnlfWS1NRctCAKof/yZSDox1M0cE5xEBzx8b/GJD9+Lkxz4tgt2tcGtvys+8a3XsJo3DPi7+8oxXu7iSLGitJuFu/+KrcBqaypeEAT4+/UEE4Unzj0FutqLFz8BmjaiV742rHlpotFao5Y+Xnofv/5HBDPJst8RTLTDjT8tPnHTOvTqN7BtG578b9GCIIC5/Ub0TrtitWzqT/MnFKUULzZn8wqCABcuquS654r3RRKu4c/L28dMP3RH1OJqbixSEAS47fVOWtz+9yuas5ofLS2+TR9Zl2RTamCFFF/b/OCZ5oKCIIDrw7XPteAP8+OELMvK9fuKFQQBc8OPCWQLiwJdxuayRzYX/Zv2jM8/3+yUOO9Fk2tx7bPF4+qx9Sk2pYpOKimjbL76eFNBcQcg5Rl+82Irh0yNFkwzwJWPbiZlZHsppXiuKcPaLpd371zJtc8VFmwBOjI+f3u9a9zHeBKLLz+6uWjMJFzDn16V49UWUhQcZ3Q2A1sKPsW89CzaGyPDo1uKH0wB8FzUEBZgxgOtNax6vfQMXR2QTECmzFFyw5qyJ6hKKVj71rYPahvy/739/FU1mFIn1ACvLcMq155+0J4LG9eVnmH5C8NaJLOyKejMPTOxKGNQneULCP2hfRdWv1F6hpefHdWioNYaym37po2oYsXiYaS1hhefLj3Dm8vR3rY2KaW23vJeVCaFSu6YRUG6yscynYMo6KZTJU+gAFjz5rAXyqxMunx8vvo8lufCusJRHFulU6hU+QKTdrOwqUxeeu3FUd1PdzRaa1hWZh9/61W0W74Po7JZKFfMe+MlLKV6XQ6NU0cklscrrTVPbig8/s+tCvB8U+l+wUNrk2SMrNPh0pr2i57gbtGc6v9DhDqyhrRX+lvfaM8OaD9JevDExtKx8viGFElvePOrNgZeerbkdPXmK1jZwtFQaV+xdHPptj+wJglInJfTkTWkysTV622ZfsVV0lc8s6n0qK4nN6aYU1H8DolnN6dJ+rK9tNY83p3X51YGeL5MjD+4NoE/zmM85SmeLVN9fmidHK+2kJ7uOONbNjRMLj3DtNkYa4w8KjJeVX56aGif3zbWGWNyJyGlBIK5W8DLXTWtqS879N0YA/U9bvdta4G6Mrf/drajJk0rPX3SVPwhuvXSaAsqqkvPMHX2sA7r960AhMvHnAkXXmEc8PKUhpr60jNMnzOqzxT0fR+mzCw9QzQ+4rnEGAMz5paeoWEKpscjB4wx5dextmCc3GbTb73Ecq/TywkEc7follI/edhvwTF2ABrK5MspM3IjTGobSs9j2ZhA+ediGtuGeGXpGabOktuNhlBuH59XeoaGKZheirDGdiBa5pbuyTNzLw+YXj6X0NoM9ZNk+5ZgjGGn6sI8sCHhMjNeOj8sqgkQULJOh0s8UH7/qOhlejFRR6HLnBdPjtoD2k+CGuZWlo6VeZUOQT3MxxKtYfrs0jM0TMmdW23HVoaZ8dL9311rg1C2PCuitsIqE1dTYk6/4iqgDLNKFP0A5lQ6bEgUv6g0s8JhALvGDscYw8LqXFxvSLjMLLM+d64Jlt1+40FAw8yK0vvxouoAjhyvACkKjjuZQAjOubj4RK3hbafhemPjVSNevAqmzyk+ce+DyUZH93lqI80Ygz95BlSWKIwdfTpuvBIOOrr49IYp+OUKIN38+snbTpTbmnPFgVLFuHAUdeQppb/sjPeSLfEA5v5KR+Nw2oXFJ4bCmIW7D2uRLOMEMBXVsHD34jPstBvuEMZkJhKHt19UfGIgCLvvP6pFQWMMZt5iKFUIPeUdZEZ4H/U8Dw48GuwSxciz3096u/b6NQ25E/wizEHHkAwOXaF3LHGjcUyJWDYLdx9ULGcicTiqRF6orscvV6wbIhnbgbPeW3qGk84ni8Kvm1T6wsehx5GJVpRfTiQOp5bKSxHMgl1H/YVAOxLP82C/I0rv429/P+lenuGYicThpAuKT4zEMHMW4rouHHIclLiwoY57O+bph/BL5A6Ru3C0pDFUUIT6w0ttfGC34n0KreB9i6ty21kMi2rHcOjU4hd99mkMUTOALlu17fP2+cWPGXMqHSZHBna6aBuXz+5dW3L6p/eqwR7kG5N747ouHH5S6QvuZ19MpsgghUrL48v7FW+7reHcBXGJ817UOD7nLCgeV7MrHKb0M64iyuOLS4pvEwV8aLca/vFm8bvQvrSklqgaI3fSjSLf9zlwcoioo/jdsjY+uFtN0fksBe9YWJHbf8axqHL5comY0Qou2rkKX/ZjQIqC444xBnf2Qrjgw/md3VAEPvttUhXFd+7RkApF4HPfg2n5V+jMwt0xF3+e9BAVm8aTVLQCrvgJ1DXmT9jvcMxpF5JUNuYdH4Xd98ufPmkaXH4tyT488D4VqYAvXbd1RKm58Wfoj3+lcETNvofBot1zV+k+9pVcoWoL24H3X0p20vQhG0Xh+Qb/kOPgqFPzJ1RUwxU/ya2bYWSMIVNZg37/pTBnYf7E2QtQn/gq6SF8I7bn+3j7HAYnnAM9b4+IV8KXriMZKzM6aYQko5Vw5U+hcru8cfiJ+EeeguuP/NWzVKwKvvDD/JFAWsPp78bbeZ+CAk0yHIPLr83tIz3tth/ps99PchR+w0hIB8Koj1+F2S6WzZyFqI9fNahYziqNOfN9sM8h+RPqJ8MVPx72fRVy+2t28gy46LP5oxYDIfj4VaSrcxdIkuEYfOlHhaOw9zwQc96HyKry3RzXN/iHnQjbXxyprIYrhz8vTUTJWGVun91+Hz/tQrxd9+21COsag/+20+CwE/InVNXClT/N5TUgFa+Cy34AkZ7LsVAnnpc7g7z4c7njpSip1nK55/TpNES2FVTebM8SsTVfPaAeu8fuFXM0N58wlUkBOcEaThGy/OboSezTkD8Kfte6IH86bgpx3f+T+IBx+eZB9Rw5Lb84Nq8qwB2nTKNaD/xRIrOj8POjJhHsMeQoaCl+edQkZo/QNbtUvBo+//38i6DagnMuxp1f/MKP7/scPCnAZfvW5o2Wqgho/n7yNBqc8V0sGQmOcfn6AfUcNT0/ruZWOtw5gLgyxrBLlebbBzfg9Mg9EVvxp+OnMDVkuP7YKUSdbRvM1vCNA+vZo2Zgo113RHWWy72nz6A17dGU9PjEnjV5MR4PaP528jQad4Bcboxhz1qbr8vxqlfy9uFx9ianLRzfI5jshPWrwXYw9ZNIReJ4Y+zef6UUoVQXVntL7hmDdY14sSqSgfG1voeS1ppQogPduhk62qB+MtloBWlnW1EulE1hd7bnnnVVWYNXVUMqFOvzAU0pRTjZiW5rgvZWmDwDozWmZTNWVweqtgED+OFo98grRTDZidq4Fnwf0ziVdDiOOwzP0gq62dxLENavhkgcv6aeVCSOP0IHa8f4hJKdqI5WTPOmXExW1JIMRYalwxDwsgQSnbBhNYQi+LUN3b93yBc1IBoIJTvRLZtyz6lrnEo2Eidtj94bey0glOxAbd4A6SRMmk46HCNbatSPUoRSnVitzbnRsfWTSYdjvLxmHVOnTh13+b2vlFKE0olcfm3eBDX1eBXVpIJDE8shN70tD8Wr8KtqSYb7noeGgu17hJKduWdHao1pmEI6HMPtUezblu+2bX83VknKKX/rcE9BN5N70dCG1RCN41ePbF4aCuOpT7N1H2/aAKncPp4Jx8j045EFuW3WkYuNaPexJJy/zbYsR29aD+kEqm4SRmm8UGTEY3ncUooWz2Ftwqc17TG7wqHa8bGBFk/zeluWgKWYGbeptjy0GZmTrPEU70NNKUW7b7MpDWu7XCZHbRqCUKHdQcV0Fw6b07Cq06UhYtEY0lTp7KD3E1dZtHoWb7S7KGBmRS5W7BGKFQALQyjRidq8HjJpmDyddDhKVpfPORlybV/RliVsa6bHLGosFzVEL+Hrq/Ec7104NGVgZYdLfdhiUnhwcZVVFq2uzevtGRytmBG3qenOPR4WLb7Fyg6XjGeYW+lQZfk4/Xwj945OKUWz57Am4WFrRUXA4s32LGFbMWOUYrynoY73LDatnmbFKB2vxgMpCo7TBCtEf6VSKVavXs306dMJBvt+sizEeCT5XUw0EvNiIpF4FxOJxLuYSCTeR57cPizEBGKMkZERQgghhBBCCCGEkKKgEEIIIYQQQgghhBATjRQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBCNFQSGEEEIIIYQQQgghJhgpCgohhBBCCCGEEEIIMcFIUVAIIYQQQgghhBBCiAlGioJCCCGEEEIIIYQQQkwwUhQUQgghhBBCCCGEEGKCkaKgEEIIIYQQQgghhBATjBQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBCNFQSGEEEIIIYQQQgghJhgpCgohhBBCCCGEEEIIMcHYo90AMfS01liA0RrXdUe7OWIM0lpjKTAoXM8b7eYMmmVZaGPwlcIbxt8zlvYtpRS2Vhg1+m0RO7at+WKQsbble7Rl43sungHf91FKEbAtFIqs7w/ZPqyUwrEstALPQHYY9pPcfpi7vurDiOSh8ahnjlZK4QP4Pr7vj3bTJhzbtvENGN/DGJP/OaCMGdL41VqD1kP+vcNJKYXWFijwvfz1NBQsy8IoVXadKKXQlgUGfH/o27Ble/e2Hw73utjCsix8FJrRiZMt+wVmbOSlvsRIKX3dtqNt+xhXSoHWaBjz/doteW2021qqHYOJn4HquUxjzJhYP6OdV8YTKQruQJRSRBLtqBefhsfvh5oGeNtpZKrqydjOaDdPjAGO41DtZ7CefAIevQ+q6+Btp5GtridtB0a7ef1mAeHOVnj4HnjtRZi9EA4+lmS8Cg81ZMvRWhPubEU99xg88z9omAJHnUq6spasHvk0Gkl3oV9/Gf7zDwhF4OjTceunkAqERrwtYseVO6Z0oF55Dh6+F6pq4ejT+50vlFKEk51YrZtRHW2Yh+/FJDrhsBNRs+bDG69g/nsXKhjGOewEmDSNRLQCbxDnnqFsGifRAa8sxTz1EE40Tujo08nUTSbtBAf+xT1E0gn0W8vh/ttRTgAOOR6SnZhVb8Ahx5GKV+GqiX1DxvY52p+9kOZ9j+an60Ls0hBln4YA1To7bIUGsU2XsXkrAb98sZXWtM/5CyrYpyFARHlsyGh+91w7y9uyHD09wnEzo9RbmUFtF6UUTZ7Df1enuPX1TqZEbd63cyVTQoYwY/eEv80EWNqU5XfLmgnZivfvXMXcuCamsoP+bk9ZbMxa3PBiO0ubMhwwKcQZc2M02C6YbcWbDuOwvM3jly+2kPUN71lcyc7VASpVZtBtSGCzKgG/fKGNTSmPc+bH2X9SkJoi+2GbCfB8U5bfvdRM0MqtizlxTXwI1sUWRmk2uQ43v9LBYxtS7FEX5LwFcRocD22G/yS+yzi8lTBb94sLdqpg7/rRy0t+d4zcuKyDZzen2a8xxFnz4lRave8zPX9LSyr3W8Zqju0wDivafX75Ygtpz/DORZVMjdp8+6kmoo7iop2rmBFRRIcw1oaCUoomP8CDK5Pc+nonU7vz2tSQITSCeU0pRbPv8OiaNH9Z3kptSHPRLlXMiCrasoobX2znuTI5Zih5SrMxa/PHF9t5s8Plw7tV82Z7lr+82kpNSI/KtjRKs9F1uPnlDh7fmGLPuiDnjmBeGY9Ua2vr2MoSIyiVSrFq1SqmT59OKDT+T6ZjXW3wpYth84b8Ce/9NOmDjyVrSWFwIkulUlSkuwhc9RHYtC5/4js/Rubwk8iMo8Kg1prI6hXw5Q9AJr1tgu3Al68jMXMn/CHoBCmliLY3wRcugrbm/IkfuYLU3gfjjmBhMJpOwDc+iXrjlfwJx56Fe9ZFUhjstqPl99EQS3bk9q8Na/InnP8hMked1ud8EU11oR69F7VuNeaum3IfKoX+3Pfwb/gxvLU8b3515Mlw2rvoqm4Y0CiHcCaJs3k9/nVfgdVv5E887Z1kT3rHoAuDkXQC9d3PoV5Zmj/hgLehdtoV84dr4QvXkJy7MyPV/RxrMa+VIrLm9aI5esNnr+WkV2vJ+Io7T5lKlUqX/iIxaF3G4epn2rj2uZa8zz+4axUHT43wjrvW0vNoWRuyeODMGcwIDryYsNkPcsQtK1nVkX+i/O2DG3jn/PCgT6CHI97bTIBz71rPI+uTeZ+/c2EFX9+/ZnDFMKV5rBlO+vsqsj3SWtRR3HfGDBbFcqO6OozDJf9r4qblHXl/ftjUML8/etKgCoMJY/OTZZ1c9XhT3udzKx3uOX06NT32wzYT4Lx/refhdfnr4oKdKrj6gEGui25aa55v17zt1pUk3W1xFrAU/zx1GvtUgxnGkW5dxuGbz7bxw2fz94tdaoPccfIo5CWleaoVjv/bajI9roqFbcW9p0+nouVN6uvri8Z7AodvPdPGD7b7LTvXBLnjlKlUj6Ec22EcLn24mRtebc/7fP/JYT62Rw3n/zPX5/js3jV8fLc40TF0EWGTl8trqzvz2/S9Qxq4YF6I4Agd8ZtNkGNvW83y1m35YN/GEF9YUsfb71ydl2MituLfZ8xg5/gwjBxVmkeaDSf/fTXGwN9Omc6nH9zAyy35eaq/23Iw+V1rzdJ2zdtuWUnKy88r/zptOntVmWHNK+PVxL6EvQMJ+B788brCgiDAr79DsKu98HMxoYS1wvnrrwoLggB/+CGBcRYjoUQHfPdz+SebAG4WvvO53PQhEMhm4BffLCwIAvz4KkKJziFZTl9YWqEeuKOwIAjwr5uxNxfZtkIMgGMM3PyrwoIgwA0/JtDR2qfvsZVC3fc3dOO0bQVBgN2WYJY9XVAQBDD33Q5r3ySY6up3u5VSWG3NmAf/UVgQBLjtDzitm/v9vT1ZWqOf+E9hQRDgkXuhqgZiFfDdzxFKDk0eGo9Cyc6SObrxx1/g27toXmxO8/MX20Bbo9PICWJlwhQUBAGOnx3nPfesY/uyX1PK4wP3rafLDOyCl6tsvvTo5oKCIMBnHtpIc3bsnX5orfnbG10FBUGAP7zczitt3bc3DlCzZ3PuP9fknawDdGUN59+1lhbPQinF0ma3oCAI8J81Se5ZlczdLjhAGzOqoCAIsKIty3eebsbv3g+11vz9jURBQRDgj6+08/Ig18UWzZ7NeXetzSsIAmQ8w7n/XEuzO7wXXFclTEFBEOCFpjS/XDbyeanZsznnn2vzCoIASddw/r/WYVVPKvm3KxOmoCAI8GJzml+OoRyrlGJZq1tQEAR4dF2S19sy7NOYKwJ966lm1iWH7q6fwcoqm8sf3VRQEAS45L8bacqOzDr2tc33n2nJKwgCfHKvWt57z7qCHJNwDRf8K5djhlour63F9eGkOXHueKOzoCAII7stt+TalFeYV87555phzyvj1dg7KosBcVJd8Mi/S8/w3KOD6kiI8S+UTaH+d3fpGZ56CMsaG52GvtCd7cWL4ABtzeg+Fi16Y6e64LnHik/0PVj+4pB0jvsikOiEu28pPcPdt2CPo20oxi4n1Zm7Pb2Uxx/oU74IJDth7VuYpx/O+1ztdwTmoX+V/sNH78fy+3/F3cagWpsw/y3z3Q/ciW0PvFPoJDvhnzeVnG4e+Tdq74OhqwPVPLgC5HimO9pK5+jWJuaSu6Dy8xdaaXUlbw0X27b5zbK2gs8nRWxWd2YLChBb/G9dkjZ3YMe2Nk/zl+WlLzT+863OMdffaPUsfry0teT065a2bi2aDcT6pE9LuvjolBVtWVoykMXiR2XacO3SFjr8gbXBsixufq30RYrfLGujrbto0OpZ/Pj5wgLTFtctbcFTg99+zWnDyo7iIw43JT02pYZvNE+p/WKL0chLm1I+m5PFj3tvtWfpMMXv+LJtm9+9VHp/G0s51lUWP3quteT0G19p57S58a3/vv6VtkEdr4dSu6fL7kN3r+wakXPtNk/z62WteZ9pBQGtaE4Vj5/X27I0D/7pAwXWJjzauvPaqXPi/OmV0vvUSG3L5rQpWrgF2Jjw2FQiD090UiXaUfh+rkBRSiIxYoULMUYZA+Ue9prs/6icUeX1MgTdHaJnV/T2YNrUyO1byhhIp0rPkOzKzSPEICkDZMv0IPucLwz4BjLbxa3tlI1lk06jBnJ7x5a/KbefDHIUsTIGMoUjaLZKp3K/DyA7dm7ZGnF++Rytu3N00vULRqqJodWeKdyXApYikS2/5l1/YFvGN+CW2X07irRntPkmN6KmlM6sjzeIZqd7eUhq1jd4QNf2w3x6SGRN2fVajlKqaBxskXINW7oPptd1YRhgaOTJ9vIlmaFYSBntZdZ10jUjnpd6Wx/l9sf2TOm+amIM5VjfQFeZ2EpkfQJ6W5+6XMyOtF7zWtYfsfOB1Hbr0FK97y8DzeflpLe7Pbdc3hipvN/bfpSVRwoWJUXBHYQXDGMW7Fp6hj32l7fuTHBZO4BZvGfpGfY+eFzFiIlX5V6yUUwgiKmqHZLl+OEITJtdeoaFu4/Y292yoQgsOaz0DIefiCtFQTEE3EAQdltSeoZ9D+tTvsgGwhCvLPyul59F7Xlgyb9Tex6AN4AXZHmWncsLZb6bg48bVK7LhqKw35Elp6s9D8K8/CxYNtRPHvByxjsTry6bo5vD1QCcPDtOzBo7J347Gs/zOH+neMHnqzuzLKop/VzQOZUOFQN8FHXUMhw4OVxy+nGzYmOuv1FpG86YGys5/Z0LKwiogcfptKiNU+KsqyqoqQ1qwsovuq22ePv8OJX2wNrgeR6nzyn9+46bGSVq5foPFbbhjLml2/HOnQa3LraoC2nigeIrJWQpJkWGb1RRbr+oKDn9lNkx4iOclxrDFkGreFGpIqCpcor37zzP47wF5X7L2MmxQeVzQZkYP25WjP/1uG393PkVYyZXRC3D/pNK57VjZkRHpK0R5XP8rPx9OetDzNG95pihNj1mY3d/7cNrExw7M1py3nNGaFvWhTSxEisiZCkaI1L+KkbWyg4iHQihLvosFBuWu+Rw3Jr6kW+UGFMS2sa78BPbRrD0tNeBeDUNI96mwUhHYvCeS4pPvODDpMOlO7/9Wk4oCv/3eSh2S8ARJ5ONVQ7JcvoiqzSc8W6IFv42M2sB/uyFY+4Nc2J8yjhBePcnwSlSNNh9P7w+Fruy2oITzwUDzN956+fmobtRR50CkSL76ewFMHcR6VIFpTJ838drmIw+6TwIFem8L9gVb9rsQe0nLsDx50C8qnDilJlQ1wArV8A5Fw9ZHhqP0pE4vOeTRae1nf1hrn7NEHM0X1pSi2PGzoPkdzTGGHavDbB3Q/7D2n0D/12b4AO7VhX8jQKuO6KRamtgJ3BR5XLNYY0EihQ4TpwVZWpk7N25onyXD+9eTW2o8DbLnaoDHDIlNKgLgFW2y5X7Fe+LX3NYIzW2h+/7HDsjytzKwn5aQ8TivYsry98VVIYxhrkVNodNLcyLIUtx9UH1BE1u9K7yXT60WxV14cJ1saA6wKFTw0NyMbTG9vjeIcX7nl89sJ6qPrxxd6CMMexW42x9fl1P8YDmi0tqsUc4L1XbHl89oHiMfPfgemjbVHSaMYZdaxyWFPktMUdz+X5jJ8f6vs+R08LMryrsW9SFLU6dG+eO13Oj+Q+YFGanKnvM9Gtzea2haOHtlNkxpoZHJq8Fcfn6gfWE7fzl/fHlNi7dp67o33z/0FyOGWrVls+X98st8w8vt/Hh3WuIOoXrYSS3ZY3t8d0SeeVrB9YP+Li2o5O3D4+hN/UNlmV8wi2b4E8/hReezJ2wnHoB/j6HkQiUvrIhJoZUKkVr02bmhh3UX34GS5/IjeA56QL8/Q4flzESdDM4q1bkXrKz9k2YNAPO+wDZ2QtJD+GblG3fI9S0Hm64Dl5ZClV1cPq78Xbfj+QIrzetFJGOZrjlt/D4AxAIwjFnYg4/ia5Q6St0E82Olt9Hg4Uh3LoZ/vyz3HM1o3E4+Xz8/Y8kEeh7wU4riLS3oNuaMc88jHngTkgl4Jgz0YefiLn1d5gnH4RgCA49AX3kyaSiFWQG+FZvpRSRdAKrZRPmb3/APPcYhCKo48/GP+Q4uoL9LzYW/CatiXS0wN/+AA/fm7vYcshx6N2X4N/6WzjpAtx5O5Ma5FuO+2MsxnzQzeCsfA1u+PHWHL359Iv5s5nBU4kAn9+nhsmOC2ZsjGLZkbUR5PpXOvjJ0ha6sj6nzolz6T41xG3F/WuSfP3JJtZ2uSxpDPPVA+qYHTEEBvEmTQ+L1WnNFY9t5v7VCWpCFpfsWcOpsyPEGfzDrYYj3pVSbHADfO+ZZm5a3kHAUrxv50ret7iSGp0Z9AltAofHN2W54rEm3mjPsHNNkK8eUMfiSr31bcxKKZr8AD9/oY3fLmvDNYZzF8T5+B41NNrZQRfj2gly02ud/PC5FtrSHsfNjPLFJXVMDbioHvuh1pr1WWfY1sUWSWxeaPX54iObebklzdzKAFfuX8fetTYRhugxMGW0mSDXv7ptvzhlTpzPjWJeSuDwVJPLlx/dzIq2DAurczGyMOaz/o3lZeO9jSB/fKWDnzzfQmfG5+Q58TGZY5VSNPsBfvliG79e1kbGM7x9fgUXLqrkow+sY1PS50O7VXHegjiVjK1HcPhYrExrrnh0Mw+sSVAbsrhkrxpOmRUlPoJtNUqzJmPztceb+OdbnVQGLT6yWxVnza9g6eYUVzzaxOvtGRZ355ide+SYodbVndeufKyJqqDiiv0b+PnzLfzzzU7iAWtA23Kw+T2JzfPdeeWVljTzuvPKXiOUV8YjKQqOsQ70UAj4LnY6hdGaTCQ+ZoZdi9G1Jd5nzJhB3LFyMaI0mUgMbxy/ml0pRSCTwnKz+LZNOhAelitRSikCbgYrm8Zoi3QoOmK3DRfjGB8nlcAoRSYcwxsjV1LHih01v4+GvGNKeOD5wjE+ATeLyqYw2iYTDJFVFgFlCHTmHpLuRWKk9NBcTbaVIphOoLMZfMsmFYkPea5zMDjJLlAK4wRRmRS+ZZMJRUY8P4zVmM/L0U6AzXaMrG+I2wa7l+cOiqGltEWLqzFA3DJbR0JprWnzLFyjCGtDWLlDdhzNKJsuT2EpqLK8IdsvhjPefW3R5moUUGX38szuftJa0+5ZZI0iqA3RUutaW7S6GoOi0vbQQ9gGpTWtroUPxCxTdhSZryzavOFZF1vboxRdxibtKwLaEBvC+OvT8kvsF6NFKUWnscn422IkmUz2Kd5Vd9z4MPZzbM8Ytzx8FB2eQsHWkbNjVc+8Vm37o3aunVU2nZ5Ckxtp6vt+33PMEOq5zJA2OBo6XAa8LYciv492XhlvxsbrfMSQymibzJZblqQgKLZjjMmPkTF80O0LYwxpJwhbRuQMU8I3xpC2HLC6b+sZ5fWWVZrslm0oBzkxjIYqX2SVJttzX93y/UaRifa4DX+I4tk1BjcQhi2jeYdhn82itu2HADtIXh1K2+foGJncw2tkFY0443tU6e5+YY/dzPd94srPncExtIeUgHHZ8ti48bJbaN+jest6GuI2+75PrC/ruue2GuI2GN+nUnd/aS/bWpvhWxdb22MMEbJsedTXSHdpSu0Xo8UYQ5Qs0QGsD+N7VA7z9hoy2613DVSPk1zRM6+N5qm2Y9yCddbnHDOEtl8m/uhvy9HOK+ONPFNQCCGEEEIIIYQQQogJRoqCQgghhBBCCCGEEEJMMFIUFEIIIYQQQgghhBBigpGioBBCCCGEEEIIIYQQE4wUBYUQQgghhBBCCCGEmGCkKCiEEEIIIYQQQgghxAQjRUEhhBBCCCGEEEIIISYYKQoKIYQQQgghhBBCCDHBSFFQCCGEEEIIIYQQQogJRoqCQgghhBBCCCGEEEJMMFIUFEIIIYQQQgghhBBigpGioBBCCCGEEEIIIYQQE4wUBYUQQgghhBBCCCGEmGCkKCiEEEIIIYQQQgghxARjj3YDhCjHxhBMdEAmDYEg6WgFrhma7w74Lk6iE9wsJhQhHYnj+X6f/15rTTDRgU4nwbJxw1HSllNyfltBsKt922+JVOAOxQ8ps7xAogOVTkEgiHHCw7i00iytCHa159rhBMhEKsgqNeTLUUoRyiTRiS5QCi8cJR0IYUx+wASVItDRDOkUBENkY1W4KIKJdvB9tNaYbAajLdxwlIwTLPiOnoZ6u2qtCSY70akEWBZuOEbGDpRtgxg5Vvd+r1IJsB2ykRgZPf4PpUHPxU52guvihyOkwzH8EvmwIEZDMTLOjhOjeesiFCYdiZdcF2LoKaUIuGnsRBf4Hn6ofDyOVJuCmSRWMgEYvFCUdDCcF/OO7xFIdkI2gwmGSUcrivYpAsbDSXRAdmB9DzHylFJ0Gpv2bK7vUuEYYsod0ZynlCKUTqCTCdDdfRynsI8zmO/vwqE5o/CMIWprKi0Px2T7/V1hL4vd1QHZDITCpCtraXFV3vqLa48u36LNzS2vwoZKyyu5nyulaDc2nVlw8AlrSPiKDJq4DVWWW/JvfWWx2bNJuIaAVlQFIEZ2wDlFKUXCWLS5Gs8Y4rai2vZo9zTtWYXBUOkw4jFSjtaaZs+mI2sIWopq2yeofFo8i04XbK2osg3BAWzvYtI6QHNWkfIMUVsxKeDhu4M76zHaptnVJF1DZVCT9iDl+oRtRY3to41Hh2/T7ua2UaVtiJbZBr62aHYtUq4hYitqbA98r9flZzxDyNakfYPn9x67w2FLWxLdba9woDUDKc8QdxQ1ZfaHoaCUosvYtLkKYwwVDsQHGO89t+uWbSlG3vg/kxE7rEg2hb7rJrjjRkglIBQhdPL5+MecRSIQGvD3KqWIJDpQf7gGHrkPfA9VU0/4XZ8gu8u+pO1Ar9/h+C7BFS/Dz78J61eBUjh7HIBz0WfpilcXJMVIJoW++69w+x+7f0uY0Inn4x93FonA0BfrwtkU1n23w22/g0QnBELEjzuLBUedQXLIl1auHWmsR+6Fv/wcOtrAdggeeQqBs95HVzAyZMuxMITXrYSffhXeeDX32YJdiH7gCyTrJuN1b45Yqgt18y8x998BbhbiVThvfx/OlJmYe25FHXoc5safwerXUYC9eC+c//s8ieoG/CIHukgmhb73Fvjb9T2267n4x509oO3qeC7BFa/Az6/OxRXg7LE/zkWX0lVRM2Y6lxNV0M3gLHsKfvt9aNoI2iKw/xEELvw4XZGKcbl9lFJEO1vhV9+Gp/8HxmA1TiVy0WdJz11MdrsLHbbvEnpzOfzsG7B2JQDObvvhXHwpicq6cV0827YuvgNPP5RbFw1TiLz/0qLrQgw9rTWR1s3w82/A808AYE2ZSeT/LiM1Yx6utka8TRYQ3rQGfvJVeG0ZAPachdgf+ALJxml4KKKpTtQfr4P/3QOei6quI/zOj5LdbX/SThDo2ff4ITzy7wH1PcQoUJrlCYv/u289T21MAbBXQ4ifHdnIvIiPMsOf8yzj5/o4P/kavLU899nC3Yl+4DISNZOK9k/6RWlWpGw+8O91PL4h9xt3rw/yjYMaWVgdolal+3R8U0oR62rDXH8tprt/TXU91js/xj+ju3LRI10AnD0/zuf2reOj96/nf+tyvdKda4P89IhGFldorO3WqacsXu5Q/N9960h5hh8dMYmrn9jMA6sTAMyvCvCTIxrZvcrCIb+o00GQbz/dws+fbyXlGaqCmg/vXsPb58eZEvAIULoIVIzWmjUZm488sIF/r8ot/8x5MT6zdx0ffWA9T3Svvz3qczGyIDoyMVJOEpv/rM3yqf+uY02ni6Xg9Hlxrti/nnf/ay1PbkyhgONmRvnBYQ1MsrMD7s8opdjsB7n6sSZ+/1Ibac9QHdRcuk8d5y+IUUF6QN/bQZDrnmvjuqXNXHv4ZJ7dlOKXL7TSmfWJOZrvHtLArnVBPnDfOpZuzi1jv0lhfnpkI3PCHma7vkk7Qb73VAs/e6F1a5Hx0r1ruHCnODEyJZd/11udfOOgRq5+ciP/6Y6/napz8bdrlYVj+hdPA1sXAX6ytJ1rnm2mK2uIOZoP7FbN4pogF927lslRm+8e0sBhkxzCwzD8RGnNm0mLD9y/gUe6999d64L87MhJLIwadD/2qQ4C/HRpO9c827J1W358j2ouXhwb8naL8lRra+v4O4sZIqlUilWrVjF9+nRCoYEXmcTQC/gugT/9BP7118KJx55J5twPDnh0TiSdQF31EdSq1wsnfvZbJHbdv+yJrVKK6JrX4bL3wvYHzep6zDd+Q1d4WzIL+C6BP/8M7rqp8MuOPoPM+R8a0pFGjvEJ/u13cOvvCqb5Bx1D+sJP4oWGf9SgrSD079vgdz8onLj7/rgfvZJU98nSYMXaNsOnzs9dle4pFIHv3UBntCpXoLzmcnj+8YK/V+dcDHsehLnsvYVXCWMV8O0/0hmJ533s+B7Bm34O//hzYYOOOpXMBR8lY/V9uyqliK59Az7/niJxVYf5xm/z4kqUN9T5XWtN5IUn4JufKpw4dRb+l68jEYwOejkjLZLsRH/xIti8vnDiVb+ga+aCrScHSimi69+CS99VGKOVNZhv/o6ucLzwe8aJSKoT/YVS6+LndM3caUwXfneEPk000YH63IXQ1pI/QWv45u/papw+4tsg1tkCl5yXG13eUyAI370RLxhCf+MTqO4LUnk+8TWSex+C5/u5vsdXP4pauaJwvs98i8Ru5fseIt9Ixft6L8CeN7xJcrvbVMK24pnzZjHJLiwgDLVY6yb41Hmw/UirSAy+80c6o5WD+v6NXpC9bnyTzmx+/AUtxZ2nTmdehUWV6v13xpIdmG9cguouXPbU9OGvccKmhTy1McWdp07ngrvW0JrOX56t4alzZzEzmD9abWUmwN43vkHWh9tOns7F/17LxkR+X00reOTsmSyMeltzRAKHDz/YxK0rOgra84k9a3jPogpmhfo3uqnJD7D/X1ayKeltXe4/TpvBmXesoiu73Z0pVi5GpjiDj5GBxrvWmnvX+5xx55qCaTtVB/jcvnW85+61Wz+bGrP575nTqdEDa3MzIT5w33rufqurYNoV+9fxiV1i4PVvNGJG2Vz2WCu/fLGND+xWTSLr8/uX2rZOD1mKW0+ezqm3ryLj5W+DeEDz9LmzqLe2FSOT2Hzsv83c9FphXFy2by2f2jWK1aO4l1Y2n3+0lV8va+P2U6bznnvWsjlZGH+PnzOL+ZHhHR2aUTZfeKyVX7zYVjDt3YsrCViKnz/fCsBtJ03lyEY95MeVjV6Qvf/0Jh2Z/O91NDx9/mym9zHeM8rm8sfb+NkLrQXT/m/XKj4+O0tNNDRu+zPjjTxTUIxJgUQH3HNr8Yn33JabPgBKKfT6VcULggC/uyZ3u3K5tmVSmN9fU3hSDNCyCfXys2i9bdcKJDrh7luKf9m/B/5bSrYv0QG331B0mv7f3YTShQfq4RDs6oCbfll84nOPYre3FJ/WTw5+bgTm9gVByI3e+/ffsZXCbmsqWhAEMHfckBtRWey2gc52ePwBLJ2fLgOJDrjr5uKNuv/2fm/XQDaN+f0PS8TVZtRLT+fFlRhZwWRn8QI3wJo30WtXoobhtvjhpJRCr3ipeBEM4LffJ5jZNrY4kM3A9dcVj9G2ZtTzT4zbGO3vuhBDT2uNeu7RwoIggO/DDdflYnAE2Url+iLbFwQh98iIf9yI3dVRvCAI8Idcn0Iphd6wunhBEOB3P+i17yFGntE2P32+taAgCJB0DT9a2oo/zI+PcIwPt/y2sCAIuX7Lf/+JpQdx7NEWv1nWVlAQBEh7ht8ua2NtwuvT8U1tWFO0IAhQ++dr+fICwyFTI/x3baKgIAjg+vC1J5rIqm3r1FU2Vz/ZRNbPjV58qTldUBAE8A188ZHNJM22v23JqqIFQYCfPd/CuoRPp+n79tNac++q5NaCIMDxs2Lc/npHQUEQcuvvmmdb8NTIj3DeosWz+MxDG4tOe6Ulgwbqwtvat6bT5bEN6QEdy5VSbE56RQuCAN9+qokNmf5/b0tW8+tluSLYibNiXP9yfkHsrPkV/P6l1oKCIEBHxuf3L7eheowyb8nqogVBgO893Uyzm7+9WrKa377Uxt4NIZ7dlCooCEIu/i5/ZBMpM7zbujmr+dWywoIgwB9eauPk2dsuzH76oU20eEPbHqUtbnilvaAgCJD14dtPNeOqvu1TLVnNL15sLTrtly+04kWqBtFS0V/js/cudnwdbbmTgGJ8L1eoGQCtNby6tPQMG9ageznpsNwsavkLpWd45uH8g2lHa+lnVPh+7rcOIdXZnrs1tpSWzUO6vJLtSHblOqylrBuaIoqVTsGLT5ee4YUnsdwMrHmz9DxdnahMmVsannsUvd02VJ1tvWzX1tLfV4SVzZSPq6cfHrcFlx2Bzma23tJd1CtLx932sSwLlj5aeoYVy7B6nIha2TS8+nzp+Z9+GGucFUa3yK2Lx0rPsOIlrHJ5VQyaBfDMw6VnePX5XAyOICuTgheeLD3Di09DuQtcTRtRmVQuN7xSpu+xcW2vfQ8x8hKe4oHVpS8GPLgmQZH61JCy00l46ZnSMyx9YlC5Kekr7l+TKDn9iQ1JNib8XI4sw7ZteKXM8WHzeqY5HotrgjyxvkiRvdv/1iXp8rYdR7o8tfUW40U1QZ7YUHp7PLo+Scps+9uVHaVvnUy6ho6sT8b045ilNHdtV/DKtan073lwbYKEP3p9g5SnWNFWOj6e25xiXlX+owvuWdU1oP6M1ppXWkrnsa6sob1IMak3m1M+fne9L+marf+/xeLa8tvgvtUJkj2286rO0usj5Rlat2tjU/fyF9UEebyX+Ev4w9sHauqxLrbnmVz7t3itNUN6iNuT8hX/Xl06Xzy0NkHC69sym9Llf0trZuzembEjGl9nMGLiCPZye+sAnylojIH6KWWWG4Jebvk0SkF1fekZGqflDx3v7bf0Nr2/evu+yMjcgmoCQShXIKgofPbigJZjOVBTZnvUNOBbNlTVlp5H69ytYKXUT8Js/yyrId6uRmuoris9w6RpY/rWxR2dsazc7eil1E0ad9vHGAON00rPUFmTy3db5u8tRhun5s0/nvS+LqoxSrpMw8loDY1ljs9Vdbn9cAT5tgO1DaVnqK7P9RtKcQJgO919j8ml5wuGYIR/m+hdQBumxUr3CadEbQLDnBZ82y7f56xrwPTjUSXbC2iYFi3995OiNmFb9XoLou/7UD+pzIKCpJRFc8pjcrnlRWycHocRR+c+A2hJeVv/v9TfarYdh6tD5TdOxFb054ilFcypzH+2bK5NpffdyRGbgBq9voGjIeaUXg+TIjbNqfzK9pyKgb04zBhDY5ntAxC2+7/DRHsERNAq3GK9xdS0mE2gx59Vh8rn2sh2bYx0L78l3UvsRm2KNG9I9VwXxfRcPzFHYw9xewKasjlxUsTG0X2LnUgvjQsP98oUeaSHK8YkL1YBM+cVnzhzXm76APi+D/N3KV0AOuZM0pHyz8TKROJw6oXFJ2oNBx+D5207wHqxCpi1oPj8M+biRQf2W0pxo3HMwt2LT2ycihsb3LNn+tyOSBz2OaT4xMoa/HInSP2QcQJwxntKz3DKBWRR+A1TobK6+Dx7HVT+hP+Ys3C36xB70QqYvVPx+afN6XeMZsIxOL1EXCkFhxyXF1diZGXCcTj2zOITnQAs2mPcPQ/M8zxYchiUennDae/My4fpcAxOf1fxeZWCI07CHeTbBUeL53mwb5l1cco7ez02iMFxXReOPLX0xaQz3k06NLLP7XS1Bae8s/QMp78Lv7oOSj2n98hTyES635y8YNfSfY+jzyAdGdq+gBi8AB6f3qum5PTP7F1DsJ8vquivjBOCM8v0cU48jyJ3rvaZ5bt8cs/Sv/Hdi6uYV2n3rSi4YJeSRfLkYafws1WaO9/o4Mz5pXPpZfvWEre2rdOocvn8Prn23beqixNmx0oW8j63dw1VPf52UlgzPV68gHHo1AiOzr2lta9c1+Vdiyryln/La+2cv7B0v/rSfWoJqdHru1XbPh/YtarotKClWFQT5NUeo/u0gjPmxgbU3/R9n5kVdsnC2dHTo9QF+h+sNQFYVJMbzbiiLcMutfl59E+vtPHuxaW3wSf2qEH727ZzQ0gzs6L4i8MOnhKm2slvY20AFlYHuGdlV97tudv73D61efE3HGoDsLim+HFkt7pg3kjND+5aRfUQv8lX+S4f373EuRTw+X1qiPQx3msDFGzLLXapDRLxS4/+FENPioJiTEoFI/CZb0Hddlcd6yfDp7+Vmz5AyWgFfPGHBR0Xs8s+mJMv6PU9TZ7v4+93OBxybP4E24ZLvkEqnp8sU8EIfPrqwlECdZPgs98mVW700QCkAyHUx74Ck6bnT6iuw/3Mt+mwh+blHr22w7Ix7/sMZub8/AnxSrj8WlJDdIJtjMGdMQ/OfG/+BK3hXZ8g2zAVgGQkjvritbnl9zRzAfqk82DdW6gjTt7uOyz44BfJFBkdlQqG4VNXQ8N2I1vqGuHSb5Pq58mr5/t4+xwGhxyXP8G24ZKvk46XPgiL4ecC5sTzYLcl+RMCIfjiD3N5ZRxKxSrhs98Ge7sO8v5H4R98HF6PE0Hf9/H2PBAOPyl/XsuGj19FumJ8x2gqWgGXFlkX+x2Bf+jxeetCDI90RQ187CuFI/aPOgVvFF7EYYwh2zgN3vGR/GKlUnD2+3GnzSEVisHlPyoYSWwW7YE58z1ku7vayUgcvnht8b7HKe8YhndEisEyxrCgQvOV/evyCkEKuGK/OhZVWsM+QtwYgztnYWFxWmt432fI1JYZnddHc2LwzYMbCoptH969ml1rA1T1sXCWilWjL7umoEjuL96Ll464gBtWJEm4hrve7OK7hzaw/aMQP7p7Nfs1BPL2c2MM+9Q7fHKParI+3PByG98/rJHtB5y9a1EFx8wI5/1tjeVy+8nTadhuJN+C6gBfP7CBxVW9Fzu3Nylg+N0xk7cuvyXt8+SGFF/er65g/V22by27VA9/jJSjfJeP7l7FUdPz81PYVtx4/FS+83TT1s8cDTedMJX6wMALWw2Oy60nTct7TiHkinrXHTmJkOn/YxIqtctfT5zKtJjNt59q4juHNuYVe1d3unRkfD69d35xWyv4zsENzNquO16ts9x+8jQat4uL+VUBfnP0ZKIqP94rtcstJ06lIWzxl+XtfPfQwvh7786VHDU1NOzHqArtcvMJUwqK3TPiDt86pJHvPpXbnm+bHuEju1eh/KE/ssyMwveL7L+f2quGveqcPsd7hXa5qcRv+cvxk8k0l3jGsxgW8vbhcf6mvh2ZUopwshO9YTWsXQlTZuA3TiMZjg36AGsBoUR77qHfrU0wdxFeZQ3JQN9v+Qxm0zgdrbD8hdwtuXMWkorEcYuMONv6WzaugTVvDelvKWbr8javg1VvwKRpuA1TebWplYaGhhGLd6UUoVQCq2kDvLUc6idjps4kGanAH+LfHXCzuZd7vPp8rrM8fxfSkRhZa9sJvlaKSFcravWbsGE1zJgPDZPxlUatX4UCVLwSs+IlTCAE8xaTisRwSzxIvPh2nUoyHB/wdg1m0zidbbnf0UtcidKGK7+HMymstiZY8VLu9tqZ80hF4nj9uglpbLGNn3sZwpuv5p7XOn9n3HgVKaf4etsao8tfyBVC5i4iFY7lRlWNc7YxBBPt29bFvJ1xK0qvi7FkR+nT2L5HKNkJry2DdBLm70I2Xkl6hC5oFeN4WYKJzlzM+z7stCuZSJxM9/Fla59i1eu55/bO3gmvup7kdo86Kd73qC2YT/RuJOM9jU2Lq3lsQwpjYL9JIaptn9AIlnKDbgYn0ZF7bp9t5/o44RjZQdw63FMGiybXzj2XzzMsmRSmKqCoVi66H6MhHSDU2Zrr8zVvQs1bTKamkTetSh5dn0IBSyaFqLQNHZ7iyQ0pUp5h/0lhahyfcIl1msSmJat5dF2CaVGLGZVBnt2YotP1WTIpTF0AIhQ+K05rzWbX5pU2l+WtGXaqDjIzblNl+4TMwJ7FmFUWLa7FUxtTdGZNLh4Cii4XHtuQwje53zOUMTLYeO80DutThqc2pmiI2OxWGyBiwYaU4fENKaqDmj3qgtTYLpYZXGHLKJuNns3LzWneaM+yR32IGTGLWp0ZcN9YKUWL77Ci3WVdl8vu9SE2JDxea82woMphToVNSBuaM4rHNiSxlWLJpBDVlkegSPxqrWlybZa3ubzenmFRTZBZMYsqnS3aRqUUzb7D620uXZ7P7IogSzenSGR9DpgUpibgExmhfKCUotlzeL2jO6argkyN27zeluGt9iz7NIRpDEFMDd9zkDPYtHiax9enyPrb9t/+xvuW7fp6u8urrRkWVAWYU2ETyXby1ltvjfv+zHgiRcEdoAM9EWg99K9Uh1wyUqr3Z6WUo7XGGNPnA91w/ZZyyzPGkEwmRzXe+7uehnM5Siksy8LzvK3z9YyFgbR1qH/fSK2vHdVw5/cdcfv0Nx/uiOtgi6E4Noy0Ha1PMxa3wZaH75dqU1/bPBZ/23gzGvHe2/YfqTYMZ95VSm3tpw5mGVprtNZ5j5Qotv4GctzZwhjT57/d8ruMMUO2/Yq1fbhiZKjivVj8DFdMFYuBwdp+nRc7p+rP7+lv/PWcfyzk8Z6/fzTaM5TL7PlbdrT+zHgwNJeXhBhmw5XghuIg2N+2jfTBY6ycdIxUO/qyHGNMQSelZywMpK1D/fvGynYTxe2I26e/+XBHXAdb7KjFzvFkLG6D3mK+r20ei79N9G4s5LzhboMxZkieX+z7fkFbi7V9sMedvv7tUP2u7b9z++WPhRgpp1j7hqvNxWJgsLZf54P9Pf2Nv57zj4U8vv2t9iPdnqFc5ljfd3Z0cj+aEEIIIYQQQgghhBATjBQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBCNFQSGEEEIIIYQQQgghJhgpCgohhBBCCCGEEEIIMcFIUVAIIYQQQgghhBBCiAlGioJCCCGEEEIIIYQQQkwwUhQUQgghhBBCCCGEEGKCkaKgEEIIIYQQQgghhBATjBQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBCNFQSGEEEIIIYQQQgghJhgpCgohhBBCCCGEEEIIMcHYo90AMXFZlgWA7/sYY0a5NTs2rTWBQIBgMNjnv1FKoXXuuoHnecPVtCHTs72+72NZFr7v4/v+iLVBYnpgtqy3wcRZuXgdb7E8FIZinYqRNdRx6jgOSimy2eyI5qOJuL8Nh77sw1prtNZbj3UD3e+3/57+trEvx7wdLSdprbFtG2MM2Wx2SL5vINugHMuysCwLz/PGTb9kvOSPwW6v4fqdW9rled6QbO+B7relft9Y2r6WZeW1ZSTPF4aaUgrbtrfGpOu6fdr+Q5GXhzrmxOiQoqAYcQE3Q6CzDR67H7o6YMlheA1TSQbCo920HY6lINzZBi88CStXsGDeYlRtJWkdKXvwC6cTWOtWwlMPQWU17HsY6VglWcsZwdb3XTiTxFq/CpY9g9p9P2jZjHnxGZg0FfY8kFS0AlcN38Box8sS7GyDJ/4DbS2w98F4k2eQDEaGbZk7glAmhd28AR69H2wb9j+SbGUtaafvxWvojtcNq+GJ/0KsAvY7HBWKYVkWlcbFeeOlcRPLgxXMpnFaN8Oj94ExsN8RuDX1pJzQaDdNlKCUIpzqQq9+A559GKrrYd9DSUcqyFr966YppajEJ9i6CfPkg7B5I8Hd98PMmk9XpGLYO+ztJsDyNpc73+ygNmRz6pwY9Y5HkLF7cj/WdBqHlQnDbSs6CFmK0+fGaQwaIsrdOo9WinCiHfXKUnhtGWrmPNTC3fFfeArWr4Ilh+PVT+61X2WUZrPncN9bXbzUnOHAyWH2aQhSZ7tl+wgpbDZlFLet6KQ143Py7Bhz4hYVKlMwb8LYbMgobn2tg5RnOG1unBkRRUwNvpA2GrTWbPICrGpz+duKNgKW4qx5FUwJQ5TC398bpRSbPYdH1qZ4ckOKXeuCHDY1TJ3lghlYkSKBw7oU3PJaJ0nX59hZMSaFHaoDFN1GY0WbCfBqq8s/3uygMWJzyuwYtWMsf2it2eQ6PL4uxWPrO9m5Nsjh0yLUW9k+bS+lFK2+w0vNWf61soNJEZtT5sSotT0Cg/idRmk2uzb3vpnglZYMB04Js099kFprYBeFOnFYkzDcuqITS8Hpc+NMDkOU3vfbcDqJtXE1PPEgROOw3xFkYpU0WTFeb/e4/Y1OKgKa0+fGqAsYwri9fudQcrHY7FncuSLBG20ZDpwcYWFNgNqAotrKjqvioFKKFj/Am+0uAQseWd/FyvYsB0/J5fIanSm6/RPYrE8pblnRQbY7L0/vZ172sGjyLO55I8Hy1gyHTI2wV12AmgHGnBhdqrW1dcJutVQqxapVq5g+fTqhkJwwjYSAmyHwnzvh99fkfW523hs+fhVdUkQZMlopImtehys+COnUtgmV1fCVX9BVXV80aUfTXfDNz6BWLMuf8MEvkt73sDFXTImmE/D9y1BvvYb+9NX4P/0abFy3bQbLhsu+T3LuznjDUBh0vCzBJx+EH1+V97mZswg+912J6RLCmSTWr78Lj9ybP+Gk83FPu7DPRaxoOgHf/Vzu5Liniz6Lt+dB6O9+DvX6S/nTPnQ56X0OHXOxPFjhTArrLz+He27Jn3DYiXjv+IhceBmjoqlO+PonUG+9tu1DpeATXyW12364um+FwVQqRSSbIvr6Msw1XwKvx4lW41TUl39MR7RyiFu/TRtBzv7nWh5bn8r7/NrDG3n77CChMXRiP1a1mwAfe3ATt73emff5JXvW8Kk9KoiSRSlFtGk9fOli6GjbNlMogr7k6/i/vwZWvwF7Hoj/octJlNrvlWZpu+KYW1eR8rb1BRojFvefMYOpgeIndkls/rA8wWcf2pT3+aFTwlx/7GQqSG/9rAuH7z3bznefac6b97Q5MX54aP2gClSj0YdXSrHBC/KZ/27gb9ttow/tVs1le1cR60dhUCnFGymbI29ZRXNq2/4RczT/PmM6C6P9H3nThcM3nm7jR8+15H1+8pwYFy6sZEljkMoe22isaCXIGXeu5emN+fnjF0dN4pQZgTFRGFRKsSrjcMRfV7Ipua09EVtx9+kz2DXe+/ZqMUFOvn0NLzRt2wYK+N0xkzluqlOyMFgu3o3SPNemOO62/H15UsTm/jOnM8XpX5GmwwS49JEmbnilPe/z/9u1isv3ripbOIqmE/CDL6CWPZPfxnd/kt9MPpyLH8nfb75+QD3v3imSd9FjOLlK89BGnzPvXEOPVcXcSoefHjWZKRGLaSVy31i02Q/y2Yc2cvZOlbzrX2tJ9/hRU6I2950xncnbbf8u4/DNZ9v44bP5OeLMeXF+cEgd8T7kMKM0T7bAiX9fTabHMqfGcsucZA9uHUqNZuTJMwXFiAq0bi4oCAKoF59CPXQXlpaQHCqhRAd845L8giDkRrL94AsE08mCv7EVqH/+pbAgCPCTr+ZGw40hllKoB+5AvfQs6qhT8W+/Ib8gCLkT429+mlCys/iXDFKws62gIAigXn8J9Y8/YathWey4prXGevHpwoIgwB03YK9biVK9rzhbKdS/byssCAI8/wTWv24qLAgC/PiqMRfLg6WUwlr5WmFBEOA/d2KteKlP61SMLAcfdfOv8wuCkBvlec3lhLo6+vxdlmURTScwP/xyfkEQYMMazO9+QMAfphNrbfHzF9oKCoIAH31gA5sy1vAsdweiteb+tamCgiDA955p5rV2H6UUoVQXfOfS/IIgQCqB/9OvoU67MPfvZx5GP/mfrbeHba/Zszn19tV5RQSADQmPd92zjk6/eDF6XUoVFAQBHlyb5PpXOlA6tzylFK+1+wUFQYDbXu/k/jWprbfujRdJ5XDvqq6CgiDAj5e2sKzV61eebfNtzvnn2ryCIEBn1uf0O9bQ4vXvwpVSipfbvIKCIMDtr3eytsvl7693bt1GY4XRNtc821JQEAR4/7/Xszk7Ntrb4du841/r8gqCAAnXcNodq2nqZXv5yuKbTzXnFQQBDPCuu9fR7A7sdzZ7NqfeUbgvr0+4vPfe9XSZvo8411rz2MZMQUEQ4GfPt/JimRi3tEL9586CgiCA+u33OSrcQcDK/9vLHtnE2tTI9U1aXJu3/yO/IAiwoi3Lj55r4ebXOmgvkfvGmoyy+dz/NnHuTlVcfO+6vIIgwNoul4vv25C3/ZVSvNLuFRQEAf76WgcPru1bXm72bE6/Y01eQRBgTafLB+/fQMKMjX1W9N34OhqLcc22bbjv9tIz3PknAsm+nwCJ8nTLJmgvTPoAvPEKdqJwXQeSnXDXzaW/9NH7S55gjIZgshPu/BMAaue94NlHis+YSaPeem3IiyKWZcFjD5Se4a6bc+tU5HHSCbj9+tIz3Pkn7D7chhNIdsI//lJ0mjrgKLj7r6X/+PHSJ8vjkeNly6/Tv/+BQHbsjQ6Z6AKJLnjgjuITfR+WPtbnwknEd2H5C+CWGMXxxH8IFMn7Q6HFtbhuaYnjDXDT8vYdan8bDu2exfeKFNC2+NHSFnxtYXW2w5o3i8/UvAkV7zEa9PYbCCSKH4NWdnq0pIvn2Sc2pGh1C4+Xtm3z+5dKX1C59rkWWrzuZ/sqix+ViYnvPdtMuze+YqItq/jNi60lp1/7bDNZ1fff1JyBV1qKj8pZ2+WyKd2/kTausrimyMn+Fn94uY3WjKFljK33Vlfz8xdaS06//Y3OMZE/WrLw7KbCwiXA5qTHukT5fkurZ/HbZcX3HwPcvTIxoEL5Wx0ubSX25UfWJWnpx536Xb4uWsjf4vvPlI7xYKIT/vHnkn9b/9hdHDGt8O6ZXy9ry50jDjOlFE9sTJEtsZnueL2DnWtD/Vpfo6nN1fx7VRdJ16c9U/xHPbgmQVuPXO4pix8WuWiwxXefaaGjl/yglOLV1iydJVbkfasStLpSYhpvZIuJEaMA2kofaOhsR42T4drjQjJRfnq2sCOqjIFkV+m/aWsaW6ONjMk9lxJyJ9Dl4qezbcjbrpQqH9OphMR0Edrzt223YjraUH0a0WRKfo8KBCFVOBp2q7bmsRXLg6Q8DzoLr+xv1dkOwzVKTAyc8Yvm4q3aWvocp0pRPgZ8v3TBcAiUOikB2JDs3wiqicgz0FrixB5yRQfXB9zyt3aZTAa2jATr7ECZwv1eKUVHqTPjbmmv+PQNydJ5pDXtYUxuO7sGmlKll9GS8gtG64x1rjFlt1Fzunsb9dH2I3u2l+jPlwGuD81l1nlr2sfWqmxXaTT4QFe2dKM2JEb2mXOl9La9OjLlj7GeoWA0X0+bkm6/86RSqmRBcItempXHNYrWdOk/aEn7lE71pftkAMH2ZqJOYelhQ8IdkZhUStGULL2uPJMrzm4/+m2syvqGoKXLHnshP25d01uO8HD78PPL5UEYP+tQbCNFQTFiPN+HA44sPcPu++PKw/CHTsOU7rPEIiIxTLSi4GPXCWIW71n6O/c5dNTfFtaTFwjB7ksAMJ3tUNdYeuY5i4b84cGe58HeB5ecbhbtgWsHhnSZOwI3FIY9Dyw9w/5H4PVhvXlOAHbdp+g089ZyzE67l/7jvQ8eU7E8WG4wBEsOLz3DvofhBeWZgmON5wRh9oLSM+y2pM9xmlYWzN+19AwNU/DD0X62sG9C2uewqaWfn3rK7NgOtb8Nh7jlc9yM0tvnjLlxgsrHxKsgUKKvZNmocGTbBYA99idbZL83xjCv0qFU+aEqqKkKFJ4i+L7PmXPjJdv4tulRIjp3nA0qn9PnxErOe/zMKHFr/DzQH6DCURxeZKTTFqfOiW/9/X1RG9KESzxjxNYwOdK/0XFh7XPa3NIxdPi0CGnXJ6zH1gl7WBsOmFz6+HTCrNiYePlDdVBTUWS/ANAKZlWUv304Yhn2rC99nvO26dF+/05jDDtVl+4v1YYsKgN9LzTGLJ8TZ5Xeb0+dEyNaIn48JwS77lvybzfteTjPFLlF/O3z45gBvlSnP3zfZ//Jpdf/3EqHpqRLdXB8lEeiNsQCitmVpeOuPmxR6Wzb/iHlc1qZvHzCrChxu/y2MMawS23pFwI2RiwqHLkION6Mj6gXOwTf9/Hn7QxTZhROtB0474Nk+vmmRVFaJhKD495efOIFHyEdLezYZ5wg6t2f3DbKoAczeyf8qbPG1MN3M7YDF3wUbBvzr5tRb7+o+Iz7HY5bUT3kyzfG5NbJ7J0KJ2oL9e5LyJQ6eZvAsig46TwoVqCorsPse1juIkIvMnYQLvx47mUy2/FfeAr17k+UjuUpM8dULA+W5xs45DgoFufROBx1ap+u/oqRlQ6G4X2fLXoBx+y0G179lL5/l+fj1zXCHvsXna7e92lS4dInA4MRUR7fPrgBu0ivcpfaILvUODvU/jYctPH45F7VxIqMpJkStTlhVq5gkI7E4dyLi36HOuYMzCP/zv0jEISz3lfyVr8q2+eiXYq/eObqg+qptQuLuL7vs3dDgPlVhUWIgKW46oA6gt1vEvV9nxNmRZkSLczPMUfzyb2q0UVGMY5lceXygd2qixaGGiMWp8/tX/Gqxvb48n51RaddsmcN1b2cnG/P931OnxOnsUgxsSKgefv8Ck6eEyM8Qi916KuocvneIQ1YReoIe9YHWVBpj4n8UWt7fP3A+qLTPrhrFVW9bK+YcrnmsIaixfj9J4WYHdcD+p3Vjs97Fhffl795cPF9uRTle1y8SyVVRQpj9WGLs+fHMSXuOkhbNlzwESh2K/CUmayom8cb7fmj1edWOuzXGByxou/kkOK4mcUL51/cr56oo6jpx/oaTdWWx/cPbeTBNQnePr9woAfAtw9uoNbetr/7vs+pc2JMihRuo3hA89Hda9B9uKukNmA4b0HxZX73kAZq7LGVY0Tv5O3D8mabEaWUIpJoR936O7j/dsikYbcl8K5PkKybjFfyurUYiHAmhfX4/XDzr6FlE0yegbngw7gL9yDtFL/KY/seoU1rML/5HuqlZyEUhqPPwJx8Pl3B4RllMhiW8QlvXge//QFqynRYvBfm1t/CW69BvBJOeQf+4SeVfgPjEIimu1B33Jh7hl0qiVm4O+o9nyLVMBV3jD3Qe6zQCiItm+H6a+Gp/4LWcNCxcM7FdMWq+twxto1PaNNazG+/j3rxqdwImredhn/KBaxq62CGycJvv4d6+blcLB9zJuak88ZkLA+W1ppIexPc+FN4uPslLvsdDud/mERlLf4YOKkShWzfJbRuJfzmu7D8xVyx/Li3Y44/u19vL0+lUjRt3szCmgq49zbMv27O3U48awHqXZ8gPXM+mWF847arNK93aT790CYeXJMgYisu2rmKT+5ZTY3OjImT+jFPaVZlbC773ybueKMTW8N5O1Vy+b61NNjb1mEom8Z+4Um44TrYuBZqG1CnXgiWhfnlt2CPA+DCj5OsaSz7ztZOAty8ootvPNnEhoTH/KoAVx9UzwH1dsm3gSqlaPIDfPvpZn7zYhspz3Dk9AjfPriBWSEfq8cSlVJsdANc9UQTN77ShuvDSbNjfP2geqYH3Nzt8wM0Wn34lHJYk1Jc8cgm7nyzE63grHlxrti/nilOtt/FjS4c7l+b5ouPbObN9ixTYzZf2q+OE2eEiNH/2/2VUmxwA1z52Gb+vLwd38Dxs2J8eu9a6oKaKUEPawwWY11lsbxT8an/buThdUmijuL/dqnmY3tUUTWG3pacwOGh9Rkue2Qzr7VmmBy1uWzfWk6fHenTm6czWLza/TsfW58kHtB8aNcqPrRbVdm3QvcW7x0E+MtrXXzzqSY2JjwWVAf45kH17FdvE6F/BRqlFGsyDl98JPcmdK3g7fMquGL/Oib3EuOW8Qk3rYfffB9eeCLXJzvqFMxpF/KSquZTD23inpVdhCzFuxZVcuk+NdSO8PGhnSC/WtbONc8205r22b0+yGX71tEYtlhQoYkMYL8bLWksnm+F1ozPs5tS/PyFFjYmPBZWB7j6oAaW1FkFuTyXIxyueryJP73ajme68/KB9UwPupg+5rAOAtzwaifffrqZzUmPRTUBvn1wA3vXWoT7GXPbkxrNyJOioATcqHAwOMkulDG4gSAZJygnDMPE0ppgogPjZulIZaCqptcH+iqlCGRS2Nk0Rmky4dgg0/vwUkoRyKaxM2lM929TbhajrVzbRyC2bHIvvlDGx3WCZAIhiek+CPoudvebsDOhSL8e0r5F3vZXimw4SkcqzapVq5g5cyZxZcZNLA+FgO/lXuYCZINhMlpGYI91SimCmRRWNo3Rmkw43u+8taVPM2PGDKqCAeyudjAGLxAgFRqZ2++UUnQZm6Sv0ECl7aP9HX2PG3ppbLr83EidCsvHNoXrUGtNMNmJ9lx8beGHY1iJDhQGNxAiYwf6dAzSWtPs2bgGAspQZXl9ihVPWbT7Fr6BiPaJKK/k8lxl0+5pDLnbE4NFfk9/jWYfXmtNq++Q9HKDfGtsH9sfeCFBa02LZ5E1CkdBteUOen91lU2bb+H5uVGcQTwiyh3T/ZLt80eV7aPGYP7QWtPqWWSMwlZQ08/tpZSi09iktv5Or9fnKPcl3ge6L5eSUTad3S8Oils+Th/322J9siwKpRRJY9HlaxRQaXtYo/SsY6UtWjyLtNFYyhDWhrga/H43GnLx5OAqi5RnUOQeJVCpy/+eLXkZcnk5MIC8rLRFi2vhAkFlqBxkzG0hNZqRJ2cKYlRkUWR73sY0hjsp453n+yRC0VyCbdnE9FhFr0VBYwxpJ1hyNOFYY4whbQdI93wO3ZaRgSMUWy7gSkz3W1rbpMOln1HVF0W3fzff90mHQuMmlodCRltkBrlOxcgyxpBygrAlTgeRP4wxJFEQ7XE72Qid6BhjiJAlsuXOs/F3fjUmBHHZevdeiVDwfZ9kz5GkxsAAjkG+71OlMmy5UaOvoWIZj2rlbf27couzjUtNL79nPPF9nwrSVGy5hjXIOPd9n0rl93sblGMbl1rlQo/rbGO9WzJe8ofv+1QMYnsZY4iSJTrEv3Og+3IpgQHut6X6ZMYYQriExsD2Nb5HVY/8hQF/jO8fpeTiKQMGKnvc9d3b9h+KvGx8jyq9rbA7Dmuqops8U1AIIYQQQgghhBBCiAlGioJCCCGEEEIIIYQQQkwwUhQUQgghhBBCCCGEEGKCkaKgEEIIIYQQQgghhBATjBQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBCNFQSGEEEIIIYQQQgghJhgpCgohhBBCCCGEEEIIMcFIUVAIIYQQQgghhBBCiAlGioJCCCGEEEIIIYQQQkwwUhQUQgghhBBCCCGEEGKCkaKgEEIIIYQQQgghhBATjBQFhRBCCCGEEEIIIYSYYKQoKIQQQgghhBBCCCHEBGOPdgPE+BD0XexUEgA3GCJtOaPcooHRWhNMdqLdLEZbZKJxXN8M+XIsrQgmOlCeh287pMMxfN8f8uWMd0opAm4GO52LrWwoQkb3LS1ZWnevYxffdshE4nieN5zNFaKo4cwrDgYn2YnyfbxAkHQgjDHFv9vSmlCqC51JA+CGo6TsQMn5RWm2gkCiE+V7+E6AdCgqObwMpRTBTBIrk8ZoTSYcxx2G5bjKpt3TeAailiGq3FGP72x3mwwQtwwhRr9NoymNTaefG3MQt3wC5v/Zu+8wO6rygePfc2bm9ru9pZNGCoTQexWpUqSKKCjqT0VEsGIviCiKig1FFBQVC71K70jvEAgEUjZ9s31vn/L74242e/eWLdnN7mbfz/Pkgb3Tzpw2M++cmRmJmrCFaZoEU/Fs/2sYpEJRnBE4rxuIUnVBKUWna5JwFYaCCtNFu3bPtLhnEHM0SkG54WKOcL4NRe/zLs8wu/O6dL/oaYM228D2IKA9yg1nUH3pQJbXWtNim2Q8sDRUGTau6+Jok3Z7+PsLUyl8iaGf46eUSZeT30a01rQ6BmlXYSqoMh08d/DntVpr2h2DpKswNVQaDnSvRylFl2cSd7L1sNx0MIawDbRB6xDLVWuNP96FdjIDqkej0ce63fXO8SBkeEQGUXeUUsSwiDkal2ydNPCo1JkB55FSigQmXY5CAWWGizUMfULf8q8wHLQ3stdOShu0dNcVn/aoNBw8zyPmmcS601E2Rvu8iUSCgqIkrRSh9k3wt9/A848BYO1xINZZFxCvqMEdRye+/kwaa9lrcN2vYO0qVKSMwHFn4h5+InFfcNi2E0wnMJ64F275K3S0YtRNJvSR88jstCcpyz9s2xnvtIJQ6wb4yxXw8lOgNL59DsX3kc8TL68ueeAMppMYTz0AN10D7S0YNQ0EzzwXe5d9SUoei23Ib6ex3u7uV9YNb78STnahbr0OHrwd0knM2QsxP/kVkpNmYGsjZ96gk8ba1Ix7w9V4zz0Gjo2xy95EzvkS8aoGJFw+cOF0HHXvTXD3vyHehTF1JqGPf5H0zPmkTd9oJ2/MsRwb/5r34JrLYfnbqECQwBEn4x1/JjF/eFi2oZRik+PjR8818/elHaQdj/0nBbni4Dpmhz2MEb6oKURrzdq0ybeeauLWd7twPThqRpifHVjHNL8N3sQKIiulaExbfP3JJu5a3oVScMLMCJfuX8sUX2ZELuKnlEepWPIc/P23sGENKlpB8INn4x58zLCe1/VHa82a7rpwW4G6kPYUb7TDFx9bz8tNSUKm4lM7VfCl3SspVxmWJw2+/NhGHlodx9Rw2pwyLt63hjozPWYCzMF0EuOFx+E/f4SWJlRVLcHT/g9nr4NJWIGCy7Tj58qX27jytTY60y4Lq/z84uBadq00CAzgqNR3+Z2q/fz8oNzlY1jcvSLJ959Zx5oum4aQyY/2r+GQqWEue3oT173VQcrx2LchyBWH1DE37GJsRdsMpRPoh++A2/8OXR0Yk6YTOut8MvMWk+rn+KCUYvXmNrKiC4AP7BDhJwfUUuPzeGhNmm/8bz0rOjLUBA2+snsVH9kxQpT0gNOXwOS5jQ5ffWItS1vTlPs1X1hcyf/tVE4Im6Wdii8+tp5nNyQJGIqPLSjn63tWUaUHXtfa8fOHV9r57autPeV6+UG17F5lEujndlAgk8J87Vm4/kpoWocqryJ48sdx9j+CRJ82u7mP/WaRdjVSfWyr5+dnz7Vw7ZJ2ErbHHnUBrji4jvlRsPqpt7bSLItpvvjYep5al8BvKE6dW8Y5C8tJu7B7lUXAy5ROgNKsSpl89YmN3LsyhlZw4uwIl+5Xy2SfPeQblBllsLRTceFj63m+u/zP2amcr+0+uPIfjE58/OOtLn72QgvNSYeZZRZ/eF8DlQGTLz++gcfXJPAZijN3LOM7e1dTY4ydPm+iUW1tbRM255PJJI2NjUybNo1AoPABbaKLxNrhqx+FWGfuhHAEfvYPusLlo5OwQTKUIvjCY/Cr7+RP3Pd92J+6aFiCSX47jfWv38P9t+RP/NTXSB58LPYotbixVt8jXa3w5Y9AMp47oawSLruOrlC04HI+18b3nz/Cf/+TP/HsC0ge/kFs1AikWIwn26K+G0oRfP5R+PV38yfudziZT35tyDcCQqk46kcXoFa+kztBKbj0GmJTZvWcOFmeS3DjGtwffxFaN+XO7wugfv4POsuqh5SOiSaQSWL+7mJ46X/5E7/2M+KL9hmzIwZHo4/XWhN6bwl877N507y5O+F+7fK8C72haPV8HH7Lat5rz72YMjU8+6EdmB3c9qPzNrl+9v3PSjYlci8SI5bmhQ/vQL2R2qbpGW0bHR97/Xsl7anc9lHp1zx7xg7U6uHND9fOEH76AYyrL8ufeNhxZD76hX6DNMOlv7qwLmZz2E2r6FtD958U5KrDJ7HXP5eTdHKnTg6bPHHqNKr0wANCI8XyXPx3XQ83/Cl/4imfIHX8R8io3BtVnVicff9GHl4dz1vk9uOncmidKtmXdmJx1v0beaTE8hlP8dslcb73dO5x7/pjpvC9p5p4py0370wNT5++A3NDQ+sv/JkU1rU/hyfvy5/4+e+T2OewkqNUm1w/e/1rBW192kiFX/PgKTPY65/L6bv4xxeU8+N9K1HJzn77d601d691OOO/a/OmfWR+lPMXV3PAf1bQp6oxv9LHPSdOoUL1X9e6sPj4Axt5oDG/XG45bgqH1+ui5WriEXj4dvjLL/MnHn0a6dM/TbrXk2ij0ce2ez6Ou2MtrzXnrlsreOzUGSyKOkXrjlKKZQmTff69ArtPFsyp8HHxfrUAHDe5eB4BbHD87PmvFXSmc+epDhg886EZ1AyhL1VKsaTL4IAbVubVsZ2q/Nx9wmTKB1D+g5HA5KKnWrnurY6e38r9muuPnsIH72gk0ycLdiizePjkaVSq1Ji7Zp0I5J2CoihTK3jkzvyAIECsCx64FXOcxF78iU746xWFJz79EGZX+7Bsx0pk86Wg66/EXygvJyATD+76V35AEKCjFZ66H0MX7p588S6498bCK/73Vfjjksdi2/DHO4r3K089iDXEfkUphV6zIj8gCOB5eNf+An860fOTL53Ee/HJ/IAgQDoJt/4VS+68DojZ1lI4IAhw7S8ISP+Sw5+MZUcIFqDeeQNjY/7F6WBprXl2QyovIAhgu/Cdp5tIekaBJUeONgxueKcz72IVoCvj8ttXWnEH+CqM7YI2uPqN9ryAIEBryuXvb7Wj9PCWUTgVx7j+ysITH74Taxu11f7qwm9eaeX25Z15AUGAeZV+fvLcpryAIMDamM19jXF0kXOhbckX78w+/VLIbdfhj3fl/bw27hUMCAJc+NgGWp3S9WFt3CsYEOy9fKttcOlzzTnTdiizaEs5eQFByPYX3/hfEwlvaG3TinUUDggCXPcr/LGOwtMAtMG1S9rzAoIAbSmXvy5p56gZkbxpf3mzndbMwC62WmyTLz22seC0GVE/X3tiY15AEOCt1jSvtWRQqv/trEt4BQOCAF98bCOtTvG89cc74V9/KDzx3huz5/fdRqOPVUrxZmsmLyAI4Hrwlcc3EitRdxKeyTeebMoLCAIsa0vTlnL4zcsttJTII1eb/PaV1ryAIEBz0uE/73SijcH3pTHP5MuPb8wLCAK80ZJiSevAyn8wWjI6JyAIcNb8cn73SmteQBBgRUeG/61PjIk+byKSXBdFGakkvPBE8RlefDI7zzig4zFoay4+w4q3h6cz3LAGil18x7tQpU4YJhAzlcg+MlzMc49hZorcCWveAMXusKWSqGEK8ArRH52IQ3tL8RlWLhtSv6K1hpeKtw/19msYmS0BEp1M4C15qej83ivPYKYKn8SLLbTWsOyN4jM0rUMVupExgel0ClYuKz7D689hDOECJmcbWnPre/lBh80eaowTd7ft6WzcVdyxvHia7lkZo8sZJ3dNh0GXo7hnZazo9DuXx4i5w5sfKt5V+Kb1ZmtXDftFbiFxR5esC/etilEVKBwE2K0uwINFAiwAt7zbRWYMXKqpzjawizzyaNvZm7m9aK15el2i8PzAe+0ZYiWeMtVa89QAlm9OuaT6RLkW1wZ4cm3xZR9eHSMxhLqolILG94rP0NGavdYoIuZo7l5RfPqja2LsVlt4RNSy9oEFbDptj7VFMnZxrZ/H1xSva3cu7+q3r9Za8+z64td9KzoydJV4HErFOiFZpGw8Dzat7/lzNPpYwzC4d1XxMnp6faJk3Um4ikdK5PETa+LUh0wK3N/q0eUo7iuRhjuWdxF3Bt8nJF3F/0q0qbtXxLb6WN2bUopl7fmB+d3rgjy+tnge3bysC6VGv8+biCTXRVGeYUK0xOPBkTIwxsedcM/yZR+7KyZaMTwbCubf5cvhk/fdQXfdipSoW2UVuMXqViBUeuXyTkGxjXhWP4+mleo/+1NZ4nHfQAivd39mWahoWcl0eMM8Smd75Hle9vUFxWgN5vj8yNaI0Ubp41p59bA81tsQKl5/qwIGSm3bkbCmgtpg8TRVBw3MbZym0WRpRaW/RH4EDKzhjs/11/+Go9vkkXJTeyXrQlXAIFlo6BDZEU9VgeLLNoSMsfFETn953ee8y/M8akrkiamzdaYYzyudp5uX9xv56+hKl87T6oBR8nKgVJqIlDjOAp6veD5Z2qO6ZLpMugoNnyL7ePFA6rLPUEVfnhPLeFT4i1/2Tw6b/W6jv3I1FPhKlGu/x8/glnfQjkYf63ke9aHi17VRn6bU7imgqkQ/WBUwiNsugQL1djNTeVSWqCc1QQNTD36/tYIyX/HybxhA+Q+G53mU+/L3ozPtlGyfk8PmkNqn2HoSFBRFZQwTjv9o8RlOPIv0OLlAskNh2HXfwhMDIbzJ04elM3SraqG8yEXl3J2wQ/0EDSeIjC8AJ55VfIbjzsQucqfILauEytrCy+2wI0649EmbEMPFDkZg8T6FJwbDeJOG1q84jgN7HlT8RsbRp5Lu1ZfYpgUHHlV0fer4j5LuL5gu8DwPb+aOxYNc+xxGRvrwHOlQGA47rvBEbcCivbb6HYy2bfOxBcUD7BfsWkmVsW0/NGJ5DhfsWjyA/OXdqojosfnuyZEQwObLuxfPjy/tXolvmD93lA6E8eYtLjwxWo5bUz+s2yvG8hy+0E9dMIpcbd3wdjsX7lZ82XMXVeI5o/9FTidSDg3TCk9smIrT5waY53nsXR/EVyT4cfrcMirM4u0ju3yg5PKVpkuVD+ZV5gbiHlsT48jpxT9w9IXFVdmv8Q6BVz8Vih0DFu2dPScowo/Dl0qU9ccXlnPTsvyniaoDBlPDA7upV2G4HDezcBpue7eD8xZXFV32lDnR7LlHCZ7nsXutv2AwFuDUudGS5WqHy2DmjoUnVtbglm9J32j0sY7jcMLMSNHA6rmLKqgoUXcqTYfzS6T5yBkRwoaiskQeRbTLl3crXk4X7lqJNYQPa1UYDp/bpXjaPjgr0m/5D9b0iJEXAPz32x2cXeJ4fs7Ccmx79Pu8iUiCgqIoz/NwZsyBo07Nn3jESTgz542bLwSlDB/839ehbnLuBMsH37yCZGh4AknJUBS+eQUE+rxYvbIWvvBDUtvwa3hjmeu6ODvuAgcfmzfNO+Gj2JNmFK1byVAUvvGLnDuKAJRXwZcuJemXPBbbRsq04DPfhLpJuRMsH3zzl9m6OtR1h8vhCxfnBQa9uTvhHXtGzgeLkv4QTJuNOv7M/BXtdzjOLnuP2Y9jjDXJUBQu+jmYfUYLTJoOZ19IeiK9J24AMmi8kz+Bt0OfCz2t4cs/3qo20FuD3+OKg+vyfj98Wogz5ka3ef32PI955QZfLHAB+NH5Zexb55tQbc7zPPaosfjETvkXe5/bpYJFlcM7CgUgpgzsz34LqvvUC3+g+7xueOpefzzPY365wYVF6sJ+9T7OmV/ObrW5Nxu0gq/tUc1R00N8cFZ+IOf7+9RQIra1TSUDYfjaz/JHykXK4KLLSRUIhlWZNjcdOwWzz5XmvEofl+xXg+WVvvCvMp2Sy5ueTbm2+c8xU3JG4GVcuGdlF785ND8ofMiUIGfNj+K5Qwt+ZM/xf5l/46imAT77TdIlnlTxPI/F1SafWVSRN+3TO5ezf0Mw7+1DIVNx+/FTqTYHFiTxY/PLg+uYVZ47YMNnKM5bXMn/7VTGgZPyz5H/eHgDtdbA8qTacLjluClYfcplboWPS/evLVmuKX8QvngpVPR5EiIQgm/8IqfNjlYfW2M5XHvEpLzA4N71Ac5bVIEqUXc81+GseVEOnZp/E/aH+9Xy5No4lx1Uj6/E14dd12W/eh9nzc+/Lr1w10rmlxtD60tdh88tKmffhtxH1BVwzfsbqLWGPy+rDJvbj59KqNdw5/+tS7C4JsARBTq3yw+sY1JgfMQVtkfy9WH5sk2//JkUVkcLPPdY9p0Pex1Mprx6yF/VHC1KKYKJLvSqZfDWK9AwFXbag0S4DGcYv1ZrAIFYO+qtV2DNCpizE97MecRD2+ZRlmLGYn0PZJKYbc3ZumUYsNchZMoqSJml65ZWimCsHbX0FWhcDrMX4M1aQCJcNqEuxERx26q+j2S/Yjl29sXcLz4JHS2w6344dVNI+PNPOLVShOId6I42vBcez77nae9DsavrSFhjo72PF6bnEoh1wGvPQdM6WLg77tSZJIKRMX0jbDT7+FAqjl63Cl57FiprYPF+JMNl2MP42HoSg5aMwV0rumhLuRy7Q5jpYU1UlXhB0wiLY7IxlX33le16HD8zyqQghBm9NI2mOBbrEtn3kykFx8+KUO/3CDH8Iz+SySQbNmxgfk0lRuMyePt1mDwDFuxKIlJe8IMKI6m/utDh+Xinw+bBxux7xY6aHqLadLBw6PIsVic87l7eRdDUHDczQo3PJTgC+TZUWimC8Q7UO2/Airdhxly8uTtnz7uK9IuO0myyTR5qjLOq0+bQqUHmV1hU6MyA+lJHaZptkwca4zQWWV5rzSbb4vmNSV5sSrGo2se+DQGihsumtObulV20Jl2OmRFmRsQgupVfWDWAYKwdlrwI6xph3i64M+aQCA7sHD+OxYZk9t1wHnDCzAj1AQgrmxbX4uVNaZ5Zn2RepY8DJwWoNW3w3AH370opWl2LN1oyPL42wcwyk8OmhqgxHDQOHZ6P5V0O966MURMwOHqHMDWmi28Qdc1Wmhbb5MHGOI1dNgdNDrKg0qJyAOWqtSYY60C99xa8uwSmzsSbv5hkuKxgmx2NPjaNQbNtcM/KGE0JhyOnh5kVNSgbYN3p9CyWd3ncs7KLkKU5bGoYhUdDyKBapwdUT2LdfekdyzsxteL4mRHqhqEv7fAslne63LsqW/7H7BCm2nSGfSR3D6Vpsk2eWJdkaWuafRsC7Frjw1DQGHO5a3kXZT7NB2ZGqLFcAt37NxavWbd3EhSUCjdgm19AOtzDi7c1pRRaZ9/PMZIBJK01Silc1x0TF5Jjub4PtW6NtTwWY8e2ru8j2a8Mpp5rrXvaUyYzMQMTw2W89S+j3cdvq2PrWDwXGYtpGk3bIj961/dgMLhN6t5AlNr3/trIeKhHm/vFweT11valA1m+WN6OVJ5u7T4VS1ex/Rhs/16qrm2eVmj7g7E1eTDY48VotI3hKGPTNHFdF9u2h7WebI1tdazurVheFtu/0T6fmYjkORgxYGP5JGUwPM/bJvsy2iem48lQy0PyWIwVI9mvDKaeu64r7WKYSD4OzrY6to7Fc5GxmKbRtK3zY1vVvYEolY7+0jlW9qGUofSLW9uXDmT5Ynk7Fo7LhRRL13DV5VLrGa5tbE0eDDYNo9E2hqOMtzbdI7Hfo9FfFsvL8dDnTRTyTkEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBDbkNYarQfW7LTWKKUGNK9SasDr3RqDSdO2NpbTNliby7Pv/gym/oyUYmkoluaJZiyUkRh/trbeaK0xDGMYUzQyJlofsTXH5oHk1Wj1N2PlOBAMBsd0fztS53zDZTj6neFO83DU6eE6Jy60nt7p29r2PRzrGQ69223f/C+VtqG0d6UUhmFgGMaQ6s5w1jmtNaZp5qxvtMtiKMbCeWehchmPeTmRmaOdACEmAtOxCSS64K1XIJmABbuSKaskZfnz5g2mEhib1sF7b0J1A94Oc0mGynAKrNcAAvEO1Ip3oHk9zFqAU9NAwh8a1vQH0wmM1k3w9qtQXg2zF5AIRXHU6Hf2wVQCo2UDLHsDKmvxZs0nGYriMP4uPLXWBGId6DUrYO1KmDYLd9I0XNOH2dUOS14E0wcLdiUVipIxtl0XHsikMDta4c2XIRiEeYtJhiK4po9grB21ZgWsXQXTZ+M2TCMRjOB53jZL32gzXZtAvAuWvgKJbBu3yypJFmjjQmxmORn88U548yWwHVi4G5lIOSnTN6Dle7fLYCDITrMWkB5jXZ9SikAyhtG0Dpa/BTWT8GbMIRkuw9lOuwgHgxbH4IWNKTYkbPZpCDIlpIiS6XfZTs9iTcLjmfUJ6oMme9T5qTIcjF5nARkMWh2Dp1Yn6cy47D8pSH0AwgNY/9aIexZNaXhibYKgqdh/UpAq0yGgveyxa+0KWLMCps3GnTSNRDA6IseBTizWOgZPJRS1m0z2rvdTZdoYXqEzpW0vhUGLbfDE2gSO63Hg5BDVPpcgdt68XZ7F2qTHM+uSVAc1e9UFqDRtTM8dsfRtOV69Con4oI9XnZ7F2oTHs+uT1AQ1e9YFqDKdrcr/JCYtGc0Ta+O4Hhw4JUS1VTjPilKaZsfklU1pGrvS7FYbYIeIQZlKDyotttK02hbPbUzQnHDZZ1KAhqAm4cD/VieIZzz2nRQi43o8uz7OHnUBpoU1Zar/9rd5Px9bG6chbLJjhZ8XNyZpTTrsNylAQ1ARGeF2vJlSilbX4r12G1AELIMX1ico92v2bQhianhlY4pVvfKyXGfT1uJYvN2e4c2WFPMrfcyr8FFlZIq2d6UULY7Fm202b7QkmVPuY06FjwoflJHut5/o9CzWxD2e2ZCgIWSye62fatNBD6XOaYP1GZMX1ydp7Eyxd32A6VELz82uvyXpbvOyGIouz2J90uOpdUkqApp96gNUGjYWI9d39FXoeFVturQ6mtdb0qxoT7NLjZ+ZZSaVunj9EKNPgoJCjDDLyeB/4XH4/SXgbumorYOPQZ91AQlfoOe3cDIGl30Z3nur5zcVCBH87m9JTJmVExg08AiuXQE/OA+S8Z7f9cwdCX/9F8QCkWFJfzgVh19/B15/oddO+Qh+/RckZy/EHsXAYDgVg8u/Dm+/1vOb8gUIfvtXJGbsOK4Cg0opQi0b4Hufhbbmnt+Nz30H490lePfe1Htm/Od8GX3AkQMOHmyNYDqBcd0V8Pi9W37UBoHzvoOatxjvW5+E9pYtk+omE/7elcSilRPiBMBybPwvPQm/uxjcLa3UPPAoQh+7kLgvOIqpE2OV305jPXoX/O3X0KudWB84A33Sx0lYgRJL57dLBfi0gfW5b5Pe/aBtetOglFC8E378RVj5Ts9vKhgm+P0riU+agbuddRGOMnim2eWkOxtJ9Yp6Hjo1xF+PaKCcVNFl2/Fz9v3reHRNouc3v6G49bgp7F1tYHgOaQzuWZPhnPtX5QRVT5kT5YqDaogyuADIQHXh4zvPtHDtm+09v2kFvzu0gTPqbfQ3zoHWpi3TauoJf//3xMqqh/U40IGfTz64nvtXbTnv8RmKG46dzAE1GnMbXhAXEsfkurfjfOPJJnrv9fmLK7lo9/KcIEMHfj710HruK7gvBmbB28Fbx3Iy+F/635CPV+34OefB9TzUmJvmmz8whf1qNMYQgplxTP78ZozvPL0p5/cv7VbFl3ctG1iwW2mWdGmOunUlnektadilxs+tx02hShVvd73ZaP7X5HHq3ctJdzewcxZWsKjGz1ce35DTX50yJ8pRMyIccMMq9qgLcNOxk6kosZ2YZ3HlG5386LlmTpwd5dgdIpx213tkemXZsTuE+cNh9ZSV6CeGg1KKjY6Po29t5Hv71vKvpR3cvaKrZ7qp4YpDGnh8TZx/v90BZPPyzuOn0JXxOOLWRtZ0bQnYTg6bPHDSNKb48gM/SilWpy3ef0sj62JblpkaMfnLkZOZFfVRbRQPDLbj56P3rePxtVv6xYChuPX4qexdaaAH0060wQutcPzty4nbW7a3R12AH+xXyyceWN/Tb2+rshiKDvyc9+gG7lge6/nN1HD90VM4rN7AGoG+o6/s8Wo9j67Z0hcsrvFz5fsm8YHbVtKW2lKx51X6uOuEqdTosZeXImv0h/kIsZ3zt7d0n3z1OVF67L8YLz3ZM7Tach3UP36L6hUQBLIBvx+eTyDRmfNzIN4FPzw/JyAIoJa/jfr7b/G5W39AMAF1179QvQOCAJk0/PhCAvHOgsttCxYe6qZrUb0CggCkk3DJBaOatqEIJGPw4y/lBASZPB0cOzcgCNkAwjWXY7VsHPF0GYaB8eITuQFByF5M/Ob7qI1rINaRO23jWrji2/jTCSYCf0cL/OZ7ORdYADxxL/rFJ8bFY51i27Oa1sJ1v8oJCAJw178w3nur5CNShmFgvFC4Xarf/iBbJ8cAn2uj/noFqldAEIBEDC4+j2BsfPXTA9FsG5x4x+qcgCDAI6vj/OaVNjxdOFjraZNfvdKaExAESDkeJ9yxmhY7249szBh87L51eaMsb1rWyS3vxUbkcS2tNQ+uSeYEBAFcD859eD0r25P5x4FNG+DyrxNI5Z6jbF1CDP74RntOQBAg7Xicctcamp3RD4SviMHX+wQEAX7zSisvNGW2tGttcPUb7TkBQcjuy8l3jty++Dtaix+vXni89PFKG/z+tfacgCBk0/zBO1ezyR58mpVSLOv08gKCAL94qYWXm+0BPS7a7Jgcc1tjTkAQ4NVNKS56som0Gljamh2Tk+9a3RMQ9BuKk+ZE+dJjG/JuYNy0rJO2lMPiWj8vbEzy3WeasYtsRynFW+0OP3quGQV8ZlEl5z60LicgCHD3ihh/e6sTpUf2vCHmmXzi/vU0hE2WtaVzAoIAtgvnP7yesxeUY3Rn/6ubUjzXlObUu9fmBAQB1sZsTr17LR1u/v63uxYn37UmJyAIsLrL5sJHN/Dk+iQxr3C+udrg5y+15gQEAZLd/eJg28lG2+T42xtzAoIAL2xMcv1b7Zwxr6znt7tXxPjrWx0jXhaDpbTBP5Z25gQEIVtmZ/x3DU32yKfX0ya/fqUtJyAI8NU9a/jgHY05AUGApa1pzntkA0msEU+bGBoJCgoxgkzThIduKz7DrX/Fn8geiH2JLnjy/sLzJWKoxvd6ToyUUqg1yyHeVXj+J+/HSmz9xZYv0Qn33lB4om3DGy+M2vsifPFOeOj2whPTSdSyJePq3VVGZzusb8z5TR10NN4DJerP3f/GGuF99MU74Zbrik73nnsUdtknf8I7r2PGitTP7YhpmvDwHcVnuOW6bB4K0YulPLjzn8VnuOlafJlk0cm+eCfcWrxd8vAd2bo5yqx4FzzzUOGJsS7UulXjqp/uj9aaR9ck8i70N/vDa2202oWPma225qrX2gpOy7jw2NoEpmly/dKOvIDTZj9/qZXWEbggbHcMLnu+eKD5qhUe7m77509Y8TbGMAZ+Wx2DX7/cWnCa7cL9q+Kj+g4rV5v86uXi+XTZCy3EvGz5tNoGv36l8L44HtyzcvgDvKZpwiN3Fp/h1tLHq1bb4HevFs//hxoHn/8ZZfDLl4rn2c9ebCFRJGC0mVKKpW0Z2lOFG97NyzppK9LuetNac9/KOHav1RwxPcwd7xXPk2veaOPMeeUA/HNpe9H2ncbgZy9m93PvhiCPr4kXHSX9i5daRqQd99aaUTy+Ns6Z88r58xttBefxgAdWxThoypZXEplKsaSl8GivJS0pmgsMVG5JeyxtLTyC+fXmFGU+g9ZM4eNAm23wp9cLpy/teDyxLjHgOqeU4qWmVF5AcLMbl3Vy3Mxozm9XvNRKqzO2goKtjsEvirQZ14Nb3+0a8ZvRrbbmD6/l9gVhS6EVNCUKD0q5b2WMNnv7Od5vbyQoKMQIUq4LG9cVn6GtJTsPZEffOSXendLSlBMUpDX/rmoP14HM1r8HQzlO9h2IxWxaP3oXdHYmm2fFNG8cXxebyVj+b+EotDfn/75Z80aUO4j37QyBct3c0Yt9eG0tqHC08MQJMFJQeV52ZGQxbc1b2rgQ3bRtQ6mRvu3N2f63iP7aJRvXZevmKFOZdP4o+d5K7cM4pJSisav4sbcr41LkehTbg1imeJk1dtporVneUXz9G2I27gi8NsP2YGOi+LFmVVJhRysLT0wXD24PluNCR7p4fVrZkRnV437ahTVdxdvthrhNxs2mz4GiQSyAVZ3Dvy/K82DD0I9XtkfeSLzeVnUObFRfb2kX1saK59n6mE26n65MKcX6WPH66Xjkjdwttp6Vnbntq8JvsCFefN0b4jaV/mwAJuNCukikL+0q1nWvp8KvS66zOemM+EPwie7IZ2Wg//2r8G8JMPWXj4UCbqX6NcjmWcIuvMcZt/A6N1s9iHailGJNif45XWDfmpPOmHvFhevBpiKBN4CVI9B39FXoeBW2NC3J4unygESJshSjS4KCQowgB2CPA4vPMH8XHF/2xc6ePwgV1cXnnTkPt/tkzXVd2GHH4vOWV2XXt5VcywdTdig+w4LdetK0rbm+ANRNKj7D3J1GLW1DUl4NfQ/iq96FHRcVX2a3/XCMkR2K71h+WLC46HS14854q97Nn2D58MJl+b9vZxzPgz0OKj7D/F2yeShEL7blg8X7Fp9h4e44Jd7t1V+7ZI8Ds3VzlLmBIJQVCRYBTJ+zXb131HVdDppc/ENf8yp9BHTh/Q1ojx0ri78j9sDJQRzH4dgdwkXn2W9SkIAe/uNe2PA4cFLx+nhstYNvxVv5E0xzWI8Dfu2xc3Xx/vSwaaFRPe4HtceR04uX/yFTQkTMbPkHlMcuNSX2Zerw70v2eFXinHTeLji+4nUwoD0WVhVP88FTgoNOc0h7HFEizw6dGiLcT512XZdFJfKyNmgQNvsPkriuy/um5abl9eYU+04qnr59JoV4vTk7cm5S2CRsFN5OyPB439Tset5sSbNXffF3xu5RF8BfpJ8YLhU+TchUvL4pxb4Nxfdv74YgbzRvGRkY8SmK7CKGgupAfmihJqDRRZYxNQRMRYWvcEgiYHjMqSheJw+YPPA657oue9UX78emREzaUrlBrT3qAvhGuCwGy6899moovh9HTAvjlLipOBwC2mNen+NVc8JhRrT4NUmZT1PmG0eDNSYYCQoKMYJc18XbZe/CwT5twEc+T7r7QxGpUBTOOr/gerz5i3Eqa3J+cypq8BbuVnjDH/08qWE4EU8FI3DOlwqnados3MnTR+2CLhWKwtkXFpzmzVqAU1siYDgGZUIReN8JOb95j9+Dfv8HodBjgJEy2Pd9OCN8AZS2fHDmeVDo8YzKGtSOu+R8QKDHiWeRLjaCcDviui7ezntAZW3+RK3ho+dn81CIXhzXg4OOhnCBD0JZPvjg2WRK3OlPWz74yOeLtktv5z3GxE2RVLgMzvxcwWneor1wyqu2cYpGlud57FhusqBIcO/nB9VRYRS+WKswHH5+YF3BaQurfMwtN3EchwMmBZkSyT8maAU/PqCWkBr+i0GfZ/O9fWswC1S32qDBsVMsWLYkf+KxZ5AODd9xoNxw+PlBhfNoToWPhZXWqAaZPdfhw/PKKPfnZ5TfUHx59yqM7tH9Zf3sy85Vw78vAzpemcWDa9n8L7AssGOljwVDyX/X4ez55UQLBIUChuKCXSsH9FXjSUHNIVMKB0p+tH8tNWb/T1V4nsfCSisnCPVyU5KdqvzUhfIfxzQUnLdLJde92QbAZQfUUlVkO8q1+eyiSsKWYlVnhgq/wcyywgGUnx9UR0SN7FMgVZbL1/es5po32vji7lUFxxdPjZhMiVi807blqRxTwbm7VBRc52d3qaDKzD/uVFoun9658DLnLKwgabtUWYWPV5WGw88PLFzndq72M7vMHFSdmxY22LOucED2oj1r+GOfR2IvP6iO6AiXxWBFlM3lB9YWLLMZZRZ71PlGvB+sKNB/OR68uDHJUTMK37j6zt41VJtj4wvxIp8EBYUYYfFQGVxyNexxwJaRYNNnw8VXkayq7+m4Hc8js+t+8IWLoar7AGj54MhT4Es/JtFn1EjCF4ALL8lO3xx0qKyFL/yAzG4HDEuwyHVd0jPnw9d/DnWTsz8aJhx8DHzrVySG6QvHQ01bZv5u8JWfQE1D9kfThMOOh4suJ+EvfudzLEoZFu4Zn4XT/g+C3QdUy4fb2Ya65E8wa/6WmXfZG350DfFw+Yiny/M8kjWT4AdXwbRZ2R+Vyo6O++HV2A3T4JRPQKA7v6Pl8LELcY4+jcwEOcRk2/gfsyMwNrfxabPgB1eRrG7YrkZCieETj1TAj67B23nPLT/OXgg/+hOJshKjxulul9UNee3S2+NAvIv/mK2TY4DjemT2PBjO+y5svrHl88PRp8H5P8gex7YzFTrDXSdO5cx5ZT1BtB3KLG7+wBT2rDaKBmtd12WvGoObPzCFHbqDBaaGM+eVcecJU6nQ2cfeqnWah06exvEzIz2jbxZU+bjvg9OYHfJGrL+ZHnB4+OTpPaPbFHDUjDCPnjKdKeV++NCnIdR9ThCOwkfOwzn+o2SG8SX9ruuya6Xi9uOnMqs8m0eGgtPnRrnnxKlU6q1/bcrWqjPSPH7qDA6duuUcZI+6AI+dOp3Jvi3BBdd12aVCccfxU5nda19Omxvl3hHcl3ioDH74x+wxPOd49QeSNZNK1h/XddmtSnPbcVN6AlqmhjN2jPLfE4ae5norw+OnTufgXu+u27s+m2cN1sACMhHSXHfkJD6zqAJ/91C2SWGTa97fwHHTAgO+SVKpM9x74lQ+tGO0Z0TcL19q5t4PTufoGeGeQMzO1X6uP2YKv3+1lbClue7ISbx/sq/kdurNDI+fOoP9JgX54qMb+P3hkzhxVqRnO3MrfNx94lQWlDHi5w3atfnEgigX7VnFHe928vejp/SM/NIKTpgV4YYPTOXrT2wAtuTlThUGF+1eycX71vQEv8v9mh/sW8PXd6/E8vLLy+fZfGvPSr63Tw1lvi3LXLRnNR9fWMF+dT50kVfhuK7LPrUmN35gCjO665yl4SPzyrjj+Ck9/eJAVagU/z52CmcvKMfXnfFTIybXHTWZoKF4cWP2dQdzusti4TYoi8HyPI/5UfjvB6cyt2JLmZ08O8IDH5xG1TboB13XZc/q/OPVu+0pfv++Bi7YtZJg9+jc2qDB7w6t58NzQ/kfOBJjhmpraxtbNX0bSiaTNDY2Mm3aNAKB7e/EVIwtfieDmYyD4+AGgqQC4YInD4bW+OOdqHQSTIt0MFpyxIjledkPgmQyeP4AqVC0YEBwa+q71hp/vAudToBhkg5FyaixEfAxDAN/rCObX4ZFOhQZM2kbClOBP9YJmTSez0c6XIbjgT+VwEjGQWvsQIi05d+mJypaa/zJGDqZAMPADoRJGWbhNIfKsEf5JGo0+ne/Y2MmY/22cSE2U0rhy6SyxwbPwwmESPkCA27bvdulpxQbE2ms8gr8/rH1yHr2uNaBSqXA6u6nt/ObBrYyabU1GdcjbGZHvAykP9Ba0+oYxGywtKLSdDELXGinMGl3NLbrETWzo7hGur9RStHpmnQ62RfKlxseQWXjeR6mUvjiHaj0yB8HtNZsSivakzYhv0WVj4LBiNGilCLmmXTaCg+Imh6R7nzqq295V5juNtmXrTle9U6zz1CUG1uf5sHkWSmOzra7tOMRNBTVpj2kdpFRJm192m/CM2i3FY7rEbY0rgdx2yVkKqqMgW1n83522AoFRCxF3PbIuB4RU1FRZD0jdU6jtEGzbXS/w1CTdl1MBeWmi6U8WmyDtOMRMhRVvfOye7mU4xEwFFWWA/09sqoNmm2TmJMN7EVNiCobbwCBomydM4nZXsl+caBsw8emtCLleARNxSSfS9Lxesq8VFmMFVpr2hyTru48KTddfNu4Hyx2vHK10VN3htIOJUaz7UlQUCqcmCCkvouJROq7mGikzouJROq7mEikvouJROr7trd936YVQgghhBBCCCGEEELkkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYCQoKIQQQgghhBBCCCHEBCNBQSGEEEIIIYQQQgghJhgJCgohhBBCCCGEEEIIMcFIUFAIIYQQQgghhBBCiAlGgoJCCCGEEEIIIYQQQkwwEhQUQgghhBBCCCGEEGKCkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYCQoKIQQQgghhBBCCCHEBCNBQSGEEEIIIYQQQgghJhgJCgohhBBCCCGEEEIIMcGYo50Asf1RSuHLpDAyaTytSYeiOI5TchlDa3yJLpTr4lh+0pYPz/OGNU3+dBJtZ/AMg1QgjOu6w7b+bcnCw0rGwfPIBMNkUKOdJLGNWK6DlUqAUqSDEewBtBGlFL50EsPO4GmDVHDs130T8CW7wEPquBhzLM/N9sFAOhTBHr5DlRDbLVcbdNgGHlBuOGiv9HnhUClt0OpoPE8RNlx8nl1yfkNrfPFOFB6OFSBlDO7SyOc6mAWOy542aXc0ngdlpovhlk5Hf7TWtDkGjqfwa4+wsvPOkzPKpMvRKKDSdPBcB601HY5BxlNY2qNMO2P+HKA/SilinknKVRjKo8LI36fe+eVTHhGdn1/DmZ6Msmh3NLYHfu0R0g4+18ZWJl2uJuMpgobC8mz8DKwu9N4H01RYljX0NPZqFxHDxeqnXQyXvvUvqrLb7fJM0q7CVB7lBcpvOLnapN3OjoMq1BaVUsQ9g4xn4ABe9z+/goi2wd3SVw2kXVueg5VM4ClNa6CchKsoN100Hq22AUDUcDGLlIGtTDqdbHorTSdn+2PBYPvYQv2SGHskKCiGlenaBJrWwnW/gbdfg8pqgid9HGePA0n4ggWXCaUT6Gcehtv/Bm2t6IW7Yn30fJLVDdja2Oo0+ew0vtXvwd9/AyvfhfrJhD70aez5u5K0Alu9/m1FKUU41g53/AMevRsA/8FH4z/hLGLh8hE72RGjTysItbfAf/4Izz0G/gCBI0/Ge/9JxALhosv5nAy+tSvx/v4b1HtLoaae0Gmfwlm0F4kxWPeVUoTjHXDn9fDIXeC5+A88Cv+JZxOPVo77CxkxvmmlCHW2wI3XwNMPgeUjcPiJeEefSjwYlT5YiAKUUjQ5Pq54sYW/v9UBwIfnlfHl3aqoNdLD2m7aPT9/faODK19tozPjcPSMMD/Yt5YpPhvl5R8/wuk46vF74K5/QVcHepe9sc48j0RVHU4/N6MMINi+Cf59FbzwBARCBI4+De/9H6TRLOfXL7Zy3Zsd2K7H6XOjfG2PahqszJCOY134eGBVkh89t4HVXRl2rw3w4wNqmRcFPw6e0qxNm1z87CbuXN5FxNKcu6iSjy0sZ0lTkm/8byNvt6aZV+Xjkv1q2aPaJDTAwNRYk8Tk9VaXb/xvPa83p9ihzOK7e9dw8CQfYTIAdGHx2Jo0Fz+zgZWdGRbVBPjx/jXsVG4QGOb9ziiDFtvijuVd/PrlFpoSNgdMDnHRntVMDvu5ZVkHl73Qgk8rTt+xjA/PK6PSZzHZ72KUCIx34ePelQkufW49a2M2e9UH+eHeO1BrDL7+tDO4djFc4lg8sz7Dd5/ZyLK2NPMr/fzhfQ20pR2+9b/1vNGcYmaZj+/vU80BDVvKb7gopdjk+vjNC6389c12XOBDc8v46u5V1He3xYwyWB5TPLo2wQ5lFj97oYXXNiXZoczic7tUMafCYn6Fn2ojwybHymnXH5ob5at7VtNgZtellSLU0Qw3/BmeeRh8fgKHnkjTAR/kj5v8nDS7nE8+sJbl7RlOmh3hW3tVM8nK9PSBSinWZiwufa6ZW97tImAqPrVTBZ/ZuZwqPbx95VANqi4pzeq0ycXPbOKuFVv6pXMWlFGuUqOzA6Io1dbWNvo1bJQkk0kaGxuZNm0agcDYu0Aeb7TWhN57A77/OejbcR1yLJmzLiBl+XN+DmSSmFdflu08c1ZmwA//SGzanK3qBA0FwRceh199J3/iaZ8idewZZPT4iI2HE52ob30SmjfmTqishR9fQ1cwWnJ5qe/jV6SjBb76UegenbSZN2Mu3jevIF4gMGhoTfC1Z+CnX81f4fEfIf3Bj5M2h37XeSSEE12ob38KNq3PnVBRDT++lq5Q2YDXJfVdDLdIVxt87SyIdeZOmDwd93tXEg9ERiVdm0mdF2NRi+vnoJtWsaYrNxgzKWzyxKnTqdZDuzjsW9/bPR+n/ncdz21I5swXNBXPfmgHpvnSub+nE+grvo1644XcFZsWXPZXYrVTSp5/Rtqasv1BKnd7qy/9F4c+rVnRkRvgqAkaPH36DGoGub8JTH74QjtXvtqWN+2W46ZweL2mMWWy179WEO8zbHnXWj8X7FbNOfetzfn9ioPrOHtOYMRGa44Yrbm90ebs+9blTfrWXtVcsHMYTyl+8Uonl73QkjfPP46ezHGTDbxhCoRprVmRMvn6Exu5e0UsZ5qh4N/HTqXCrznjv2vYlMjm9ZwKHz85oI7pEYN5YadgHYtj8p1n2/jzG+05vyvgjhOmcHCtHnBwud3zcdp/1/FsgXbxzId2YHqfdjFcbGXw56UJLnqyqee3w6aGOH5WlC89tiFv/u/uXc3nd470O+psMFpcH4fevJpVnbltsTZo8NTpM6gzM7zQpvje05s4bW4Z5z+yPm8dn19cSdTSfGLnCo64eVXJdh3paoWvngXxrtyVTJ3Jk5/+OWc9Z/ObQxs48Y5GAMp8mmfPmEGDkS2D9Y6Pvf+1ko50btnOr/Tx3xOnUKlGpqwGarB97OqMj70L9Et71AW4+dhJlJfYHzmf2fbknYJi2PgTXXDVT/IDggCP3o3V1Z73s9nWnB8QhOxQ6asvI5BKbF2a4p1wzeWFJ950Lf5ErPC0McbQGvW/B/IDggCtTfDYPRhaHrHcHlmeAzf+KS8gCKBWvoNevhSl8sveH+uAqy8rvNI7r8eX6Co8bZQYWqOeeTg/IAjQ1gyP3IUpdVyMEgsvO4K1b0AQYO0q9JKX0FpOqYToTWvNDcs68wKCAOtiNv98uxM1DE+EKKVY0prJu1gFSNge33mqibQyc+Y3NqzJDwgC2Bn46xX4MsWDdz7Xhn/9IS8gyOyF/LfVygscAGxKOFz9elv2pvcgtGZ0wYAgwOcf2UCba/H9ZzblXXgDvNyUwnY9pkVzb35/839NtDhbn+/bWottcuFjBc6DgZ8830ybY9Bma372Yn5AEOCCRzfQ7AzfQIAO12BVp50XEARwPLj0uU00dmb4xE4VPb8va0uzoiPD715tJeYVTktLRucFBCH7SOvnH9lI6wD3YXO76BsQhGy7+G6fdjGcWm2D7zy9Kee3Ty+q5OJnmgrOf+nzzbTZw3cM1Vpz14p4XkAQoCnhcO2SdmJYnPfwBj69qJLvP104XVe+2soHZka4a3lXyXZtKeDW6/IDggCrlzN3/ZsETcVLTUn2acg+OdeRdvn5Cy042sTRJpe/0JIXEAR4qzXNMxtSo3qO0V8f+92nc+tSRpl87+mmgv3SCxuTvNGaKXjtIkaPnMGKYaOTcVi7svgMS1/N6dC01lDohGyzFW+jtzIoqLs6oDP/wApkA48b1xaeNsaYqQQ8eX/xGZ66HzO5dXklxiYrmYDnHys+w2N3YxY4UdDxTmjdVGABsoH71e+NqQOymU7Ck/cVn+GpBzALBEaF2BbMZByefaT4DI/fgyHvyREiR6er+c87BQLp3W5Y1kGns/XHIcMwuGFZ8e3ctaKLmNPn/LPUcfXVZzFLBAXNVDL7yHAfXQv35p9ri19a3fxuV8+7zQZCKcXrLcXTsabLJmbDXcuL3+R7sDHGXvW5r++J2x6bEuPvdRytKZeWZOF+1vGgsTPDu20Z3CIDPDclHNoKBF2GKuNpnl5X/Nz7xY1Joj4jL//vW9WFZWjiBeq+UooXN+YHXjZb0ZGhIzOwJ6gMw+DG/tqFOzKhgA0Jh7STm05TK9pShfPfdmFV5/CNEoy7mn+901F0+k3LOmnPwJKWFH5D0VykXrkepF2Pm0rk483vduHF4/Dso0XnqXvuXg6ss7hvZRf7TdpSH25b3kWHreiwFbeXaMf/WNqBq0YvbNN/HxvL6WO7XM1dy4sPvPnn0g4MY/zdmNieSVBQDB/DhFJBhmAof5h8sPj70NA6+29r01SK5du69W8rWkOw8DsZAfAHtz6vxJjkKQWBUPEZwtHsPH2X66/u+4Nj4v0km3naKL2f/iCe1HExSvpth8EQjOIJuxBjkQlEfMXbRdjUGMN0b6rCV/wCM2zp/NPTUInH/X3+gsfVHoqC/YGRSRIt8VaOsDX4/Y1YpfsVpfrP45STf6w3x2F3ZfWTeX5TE+wnv6xhfOJAq9LlY6hs+WT6RCnDpsZxPYolJVqiPIFBPTXRb7sY8JoGx1egrPqrc8FhrJSmhmiJstncFtUA0mVqVbKcw5bOFnSw+DmCEwiTcLPz9m6PYVOjVbYuhUskpNynRz1oU7IumSqnj1WU7pcq/BIQHGtGu36J7YgdDMOu+xWeaJgwZ6ecIITrurBw9+LBrH0OJVMqaDgATqQMps4qPDEcxauu26r1bysZyw/HnVl8huPOJOOTdy5sj9KhCBx5SvEZ3v9BbDv/7qoTjsLsBYWXCQTxGqYOUwqHR8Yw4bgPF5/h+DPJFPlYkRAjLROMwDGnF5/h6NPH6Wv7hRg5Qe1yweLKotMv2LWSsN76kVu2bfOR+cXfOfvpnSuoMLaMBHIcB/Y5rPgK33c8mRIf8UoHI3DkSXm/B595kC/MKH6z7QuLKygzBj6i2PM8dqywCJqFQzf7NASpsLL7V8yxMyM83Jg7YmdqxKQmMP4uASstWFBV+GZ+uV8zOWQwPWJQViQYsXO1n4phHAsQVA77TwoWDaydMCtKS8LmtndzR1idMreMqKUpN/Prvud5LKr24S8SAD14Sohyc2A3dAfbLoZTrV9TH8oN/KzqyDCvsnABVPo1k0LDVyctz+Hz/fQ9labLcTMjvNeeYadqf8H5ynyatpTDubsUX9cXdq1EhSNw9GlF51l30EncvSrBh3Ys4473ttSH8xZXUGk4VBoOn9uloujyn925AtcZvbOMwdalCsMp2S+dvaCs4LWLGD3j74ggxqy06YNPfhUqa3InKAVf+AHJYP5d2VQoCud+O39lNfXw0S+Q3sqPgCT9IfjiJfl3hE0TvvpTkv18nGOscF0XZ/bCwiexex2Ms+Mu8mXW7ZTjeniHHY83e2H+xBM+Qqa6oeByKV8Qzv8BRPocxLUBX/4JydDYqvue5+HMnAf7H5E/cY8DcOfvKnVcjBrHdXH3PhRvwa75E484Cbth2pgaeSvEWOC6LnvV+Thpdv7x5viZYfar9w9bvz4p4PGtvarzft+52s/nFlVkXxnTSzpSDmdfUGBF0/E++DEyJcZQ2R54R5yCN2Nu7oTWJhb74nxkXv7F8/unhXj/tOCg97dKO/zz6Ml5IwyrAgZ/OryBoJfmUwvLWVyTH9T4yu5VvLgxkfNer6Cp+M+xU6gyxt8FeZm2+ftRk/OCfpaG/xwzhUrDpsqw+fcxk/NGf5X7NX87chJlavj22+fZTA4b/OLg+rxp06Imn9+1iullPm5etuUx1g/PK6M95XDBrpUYbuG0VBrZ/ew7ILA2aHDloXWEB7EPDQGP7+yd3y52qvJzboF2MVyqTJsbjp1CoFfFveKlFi4/qD5vJKSl4YZhrpOe57G4yuSMHfPb4pHTQxw6OYDpZrj8oFr+tbSdyw6so9yfn67fHdbAkuYUi6qs4u16aoCM4+DtfwTejovy5om9/1TuSldzyNQwcdtjdfc7VvdtCHDanCiu6+K6LqfPjbJvQ/4Aj3MXVTAzMvohm1J97Gf71iXX4dM7l7NLgX7p63tWMUXGsYw58vVh+bLNsFJKEYp3oN54EV58EhqmwCEfIBWtKPqVX8vJ4O9shYfvgqZ1sNfBePN3JR6KDstFllaKUKw9+/6XJS/CDjvCAUeQDFdgj6F3qg1EMJ3A2LAGHrot+8bh9x2P0zCNxABGUEl9H99CqRh61bvw6N0QisLhJ5Cpqsv7ondvWimCsXbUK0/Da89lR80eeBTJaAX2GH3UMZhOYGxcCw/eBq7bXcenk/APbpSg1HcxEoKpOMbq5fDIneAPwOEnYtc0kLRGv45JnRdjVadn8W6ny1/ebMfz4GMLyphbZhBV+S/uH6hC9T2OydqE4pol7bQkHT60Y5TdanxU6kzB80mfncbX3gwP3QGtzbD/4bhzFpIIDuz8M5SMoVe8DY/fA9EyeN+JZCpr2WRGWNnlcs2b7aQdj48tKGdeuUHZEPfXVgYbMwb/XNrBW61pDp8W4ohpYWrNTE+Qsc3z8WpzmuuXdlLp15yzsJypIU2Xo7j1vU6e3ZBkn/oAJ86KUmdmYJi+wLutKa1psi3+uyLGo2vjLK7xc9qcKLWWg9H9NWVHaTZmTG54p5NXm1McOiXE0TPC1BrpYb95o5Si2fPTnHT551vtNHbZvG9aiP0mBSn3ad5rz/DnN9rwG4pT5pRRHdA0hDRVRerkZhmyZX790g7eactwxPQgB9Sa1JoZLKvEM+oFbG4Xf1nSzqYBtIvh4inNRtvilnc7eX5jkv0agpwyO4Ltwd0runhsbYJdawKcOidCneWMyNewOz2LFV0u1yxpx3azbXHHcpOy7i/fKqVodny81pyiKmjx/IYET66LM7fCxwdmRomaUOOHMBm6PIvlXS7Xdrfrjy8oZ8c+7TqUiqMb34NH78bzB2g76AReNmrwlVdQEzD4zSvZj4mcNb+MhZVW3hd42z0fS1oz/O2tDiJWth1PDyvCDL2vHE6D7WPbPB+vNKf559JOqgIG5ywsY0oQQv08WyHnM9ueBAWlwo0IrTWG1ngw4OHBpmmi6B6RMQIjggzDQCuF63nZR0fGKaVUz8tZHccZ8AFd6vv417vsBzPsfnN7HC91f6h1vDep72KkDLUdjjSp82IsG45+vbdS9d00zUFtZ/P87hDOP0v1B4NNR38Mw0ApVTSdxdKyeTlvnJwDDMRA9qm//BpOWmssy0JrjW3bOI6D67o9ZWIYRs9vg0nL5n1IJpMsX758q/r34a6PA1WorLZlnRxI36O17vnneV5PvSl0jO8vHzdvb/P+9Z53IGUwVs8xehtMXRrK/sj5zLY3Mt8hFxPeUA7AI93xOY7D9nAq5HnemD1IiJE11LLfFifEw0nquBjLpH4KMXjbst0Mdjtbk65S+zXc+9tf8KRYWraXQGBvA9mnbbnfruuSSuV/KXpzmQy1Lmzeh+GoS6N13CpUDtuybAbS9wzmPLm/dW1tnzAezjEGk77xsD9C3ikohBBCCCGEEEIIIcSEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDASFBRCCCGEEEIIIYQQYoKRoKAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDASFBSim1Jq3G57NNNezFhMUyHDkc7R2Ndtsc3xUoZbayT2c7zWq601HtM8FBNlP8XYM9x1r+/6xkvdVkphmmbP//f+vdQyg5l/qOnaVv1/f/OMt/OEgexPsXmGmu/DUf8Hukx/dXOwZa61Lline/891P3Z2vo3UnVza7a5Neseie0MV9sZSt0fL/282HbM0U6AEKNJa00g3oFuboL2ZmiYhh0tJ2kFtsn2/XYaK94Ja1ZAKIpXN4lkMILDwDprv53GinXC2l7Lh6I43ogmuySfncGX6II1yyEQwqubTDIYxRlDByCtIBDvRG/aAJ1tMGUHMuEyUqZvwOswyK5DNa2FeFd2HaHooNYxFMF0AqOjFTauhao6nMoakoEwnjd8hW45Nv5kLFsvtYZJ00mGItjKGLZtjDYDCCQ6URvXQjzWXX6RrSo/pRRtrsW6hMvaLpvpUYv6AERVZlDrCaaTGB0t3WVci1tRQyIYGdYyHm6W6+CPd8LalWAYeJOmkwpGsNX2c+9RKUUgFcdob4GmdSPW/oToSylFq2OxNu6yPm4zs9yi1geRQfYtvVlOBn+iu5+3fLRMW8B618ey9gy1QYOpEYMqnRlTddtRmlbH5J12m6QdYO60+TRmXJpbbHYo87M+5tCStJlb4aPa5xEimz8xLJpS8G57htqQScTS+DRopVjWlsZvaGaXm1QaDobnDCltMSy6HE1XxuPd9jRVAYNZUYMqwwbPHdA63O79W95h05VxmVfpo9J0CWD3zJNRBm22wdtt2X2bW+GnwrDxkU234bkEEl2o9ashk4IpO5AKRskYw3fJp5Siw7VYn3RZ2ZFhWtRiUlBRru0h1Zc4Fs1pxTtt2XybHjGoMjLQva4MBm2OydttaQB23LzPyqXds+jIKFpTDuti2ePupCBU9JOWOBab0rCsLUN10GBy2CSecXm3PdNz7C4rsY7BHO+7uuvf8vYMDSGTyWFNZXfbSmPQ6Zm0JD3ebUtTHzKZETWo1umcbWfMINaUHXmy3aU2ZFAbtNgUs1nbZTM5YhEwwK8hZBlsjGcwtcZD0diZZlLYZHJoyzYLySiDmGvSlvHYlHBoTTnMrfBR6/MIk7tPcUxaM5qlrWkqAwYzItl6rhU02yarYw5NCYfZ5RY1frYsrzQtjsnKLoe2pMOOlT4qLZdQr/pdTKdnsSEJqzozTI6YTApqKrr3p29ZTg9n689A6qJSihbH6knznAqLah95+wzZNr5pcz8yyD7SVQYtjsG77TYJx2NOuZ+2lIOpydmXgdpc/9bEXRo7baZGLWqDmjLt5PQXfSWwaM0olramKfdrdoiag+qjxPZLgoJiwtJaE2paCz88H1qben43F+9L+LzvEvOHRnT7oXQCff2V8PAdPb+pcJTgN35JYtoc+jstLbr8N39JYmr/y4+EYCaJcdvf4M7re07mVCBI8CuXkZyz85gIEBhAcO0K+NEF0Nne87t1wFEYH7+QuC84gHV4BFcshcu+kg0Ibl7HESehP/QZEiMUVA4nOuHyi2DZki1paZhG+Nu/JlZWNSwXb347jfXEPXDdr8HpPrEwLQKf+QbpPQ4ibVhbvY3RZnguwZVL4SdfgUSs53frqFPQp/3fkMpPKcV62+K429fwTveFC8DutQFu/MBkqlRqQOsJJ7vgF9+Epa/2/Kbrp2TLuLxmTF2gb+bPpLAeuROuvxLcbM+jLB+Bz32H1K77kdHbx6lGON6B99Ovwntv9fxmTJ5B+Fu/IhatHJNlI8Y/pRSNaYtjb1vNqs4tF6oHTQ7ytyMnUTHAvqW3QCaFed9NcOOfQGnWf+sq/u+RZv67esu6GkImd504lTnBoQV6hlsagwfW2nzi/tUku+98GgouO6CO3eqDHHTDSpoSW858Tpod4VcH1+EC59y/nodXx3um/fKQejbGbS57vhm3e9eCpuK6IydzaIOBNcjAYLvn5+XmNP9+u4Prl3b0/F7u19zygSnsVqFR/Vx0O8rg2WaX0+5eSVcmO68Czltcwdd3ryRCmiQmt65Icf4j6+meBUvD5QfVcfqsIFE3SeCtl+GX34Z0MjuD1vhPPgfj6NNJWv5B7VchSimaHB8n3bWG1zZtqS8LqnzcfvxU6oz0oOpLB34ueGwjt7y75VyqNmhw5wlTmR9xibuaG5cn+dJjq3L2+VeH1PP+6WFWdtp8+bENvNorLfMrs2mpNwunpQM/5z+6kdve27LNupDB1YdP5vvPbOLVTSl2qw1w47GTqdb57UspxTrb4vg+x/s96gLccGzu8b7N83P2/et4bE2i57fpUYu7T5xKrc9jRRx+8PRG7l7Rd/+nMT/i4Lkunfj5ytNN/PudTqoCBv84egrnPrSa15u3bGdhlZ9fHFLPH17dxCX71/F/D6zjqXVbtjmjzOKuE6YyzZcffEpi8ui6DBGfx6ceWMe62Jag0lHTw/zxffWUd+9TJ34u+t+mnHpeFTC474NTMbTi2Nsac5Y/ekaYqw6rp1xneK1Tc8LtK2lNbWkLH5lXxk/2rybKlnzsq8Xzc+pda3mxKdnz29wKH3ecMIWIqTjvkfyyvOuEqewYckrWRaUUyxImx962ig3xLW3+AzuE+f1h9ZSxJX/b8fPZhzbw35VbzhkbQiZ3nziV2f30kWkMHtvgcNa9jSTs7HxawecXV1EfMrl2SRt3njCFSebAA5lrMz6Ou72Rd9u3HBP2rA/wm0MbmB7yES6Qn134+N6zLfz5jS3XPmU+zS3HTWG3CgM9xBsiYvsw+lfoQoySQKwdfvC5nIAgAK88jbrhaqwRvGtiaIV+4t6cgB4AsU64+DyCsfbCC/Ze/vF7Ci//g/6XHwlaa4zXnoM7/tETEAQgmYBLv0igs3Wbp6mQQLwDvn9uTkAQgCfvRT94K+YARjQGu9qzweReAUEA7r8F45mHMfTwd61+O4266lJUr4AgAOsb4cdfJJCMFV5wEJRSWOtWwrW/2BIQBLAz8LuL8TVv2OptjAXBWEe2/BJ98uzemzCef2xI5dfumpx819qcCwSAF5uSfOrB9cTpP5jqdzKoP/0M1SsgCMCGNfCjCwkkuwovOIqUUlir34O//6YnIAhAJg2/+g7+vv3rOOXPpPB++wNUr4AgkB0Z+dOvEEjFCy8oxFZqdS2Oua0xJyAI8PjaBF/7XxNpNbigu1IK890l8J8/guuSOvgD/GhjZU5AEGB93ObIWxppdsbGjaC1Kc1H7lnbExAEcDyYWeHjpDsacwKCALe828VvX23jpmVdOQHBWeUWYVPz4+e2BAQBErbH6XevYX1qcCPibWXyr3c6ebEplRMoAWhPuRxz22qa7P7LqCljcPwdq3sCggAe8NtX2ri3MYHWmhUx+OxDWwKCABkXLnh0I+92egQ6WuFnX9sSEARwXbjxz5jvvI4ehnOTLs/krPvW5QQEAd5sSXP63WvpcAdeHz1t8ttX23ICggBNCYcjbmmkxTF5t8vj/Ec25O3z5x7ewMoOm58935wTEAR4qzXNaf9dUzAtrjb55cutOUEkgI1xh4/dt4bv7FMLwEsljt3trsVJd67JO96/sDHJpx/a0LNMWpl87X9NOQFByI52O+a2Rpozmr8sac8JCG7e/yNvXcUm2wRt8KclHfz7nU4Avrx7Nd97uiknIAiwpCXFt/+3kXMWVvDtJzfmBAQBVnZkOO721bS6+fuzMg4uio/ftzYnoAdw76oYlz7fgqNNlDa49s2OvHreknR4t8PmiFsa85a/Z2WMS19ooc3zceQtq3ICggD/WNrB397qQunC7S6OxaceXJ8TEAR4py3NyXeu5bXmTMGyPOKWRjb103c1OxZH3NKYExAEuGtFjJ++2Irb/XSMo01+8nxLTkAQsn3kEQPoIzekNaffvaYnIAjgevDrl1uoDhp4nsdJd66hvUDZFNLmmpxwx+qcgCDA8xuSfO/pJt5qd/Lautaam96N5QQEATrS2T5qk739PAkkhkaCgmJCUkqh16+G9pbCMzx8J75454ht3x/vglv/WnhiOgWvP1/y5C27/HVDXn4k+BMxuOFPhSe6Djx5H4YxugcdrTXq7dezgcpC7ri+33LXWsOLT2YDZYXcdM2I1B0z3gkvPVV44poVGJ1tW70Nn52BG68tPsPtf8di9EeMbA3DMOC5x8Au8njFjdfgSwy+/Dal4I3mwiN2HmqM05bpP9hsxjvh+ccKT1zfiNFWpL8aRT47hXdjkXYPcNe/sMbOmwOGzIp3ol5/vvDElcswurb9jRgxMayJOTR2Fu6vbnynk9bM4I71vnQSbri65+8NB32Qa95JFpy3OemwtC0z6u+fUobJH15ryzv6TI2YbIjbdKQL38S98tU2JkdyL7TPWlDBVa8VvknpAX96o21Q5yqttqY6aPKHVwv3zynH4/5V8ZLnZIZhcPO7XdhF7kX/6LlmWl2Ly18sfgx4sDEGD9yaDQIWcsPV+JJbf/OiJa3yAk6bvdSUpGUQT7S32JorX20rOK0j7bIu7vLTF4rv85WvtjC9rHAg5ZWmFC0FBp+12pqrXiu8zbaUS3PSYVI4G0x8eHWc1gLH7k0pjzcLrRx4YFWs53jfmtHc+E7h84nGTpt1MZsb3il87GhPubzanKbdMbji5S15sKjGz7PrC+f/8xuSNIQtbl9e+Abiio4M6+K59cNRJle91kbK8fIC65td+2Y7LRlNs23wi5fyy6MqYBC3s48dF/KXJe00Jd2coFhvl7/UQkuRoFRrRvFQY+F6u6QlRabIKWlbyuW15nTJd1C+2ZqhJVk4zX96vY0WJ5umlozmmiWFy6m/PlIbBn9e0p5zA6K3q15t5awFFbzZkmZTamDn101J8gLSm923MkbK8Wh1cvOzxTH5SZG2lHY87u2njxLbPyl9MSEppWDT+uIz2BlIFx/KvtXbdx1oLzFybs2K0i/TdR3oKLH82pXb/CReuQ5sKjGSrHE5erQvLJSCdauKzxDrRDmlz2i11tl3OBbT0oQegUetVLFA5mYdbVu/DTsDTWuLz7B+NbpYMHScUEpl36FVTPMGdLGztxJaU6Ufu+g9+qMYlUzkjrLtq715sMkacdrOoDauKz7DukZUsQDseNJf++sauZtIYuJSSuWNvOnN9SBe5EK7GO3YOcfqpLZIlXgR8crO0Q8KZjx4py3/2FMbNIsGTCHb75o6N+11QSNv1GVvS9syZLyB72/S8Sj3G3mjjXp7qzVd8oJbKcWSluKPga/qzGB78F5H8XR7tp0duVzMpg1od+v74lg/x7Ku9MDrY9otfWzsSLssL7HPyzts6oLFRyYWChanHK9km1ndmX1f3GaF0lcskNR3mbjtFQ0GAayL25glXquzrC0DStHea3Rdsp/23pVxS28zZue055QHbWmXNV3F60ba8Ug6HraXDbb1VR0wWFti+ZTjlSznlqRDsd3qr761pxz8RuH2ury9eN+llGJFibqVdLyefjHlekPuIx0Ub7cW305jV4a6ULa+NfdTrzbb1M98MdvD7RPicT1KHkveaindR4ntn5S+mJBc14WpM4vPEI7i+UfuYyOuYcKk6cVnmL84m8ahLr/jLiWXHwmOaeHNmld8hp33wNnGaerLdV2Ys1PxGWon4fbzoQnXdWHBbsVnmD4bdwRGRHrhKJglHsupqt3qbTh+f+n8mbcYxxrZD6mMNNd1YWGJ8psxF2cIL2RvCBVfxtTZd0v1xwtFoFT+1kwadLpGmmMFYM7C4jMs2BXXGhuPH24NLxyFIo83AVBRte0SIyYMz/OYVV68Twiaisggh+K6lg9mz+/5O5zMvqesmJ2r/Nv8fKIvn/I4aHL++35XdWZYUFU8fxpCJl19AkPL2tIsri1+fnfw5CAmA9/fkKlYF8swv7J4Og6YHCx9Tue6HDql+HusF9cECCjYt6F4uv1+H+y0R/GEztwRx9z6dwpW+DW6SJVTQGVg4JeWAV362FkTNNinvvg+710f4N324jfwq4P59TpoqJ4gTCHzq/w0dgeNDZXd3742jyQspPfxPmopQmbx9jmzzIepiwebdq8LoPCYFt2yvaCpin6KUJFNb6BIkAxgZrmV8966oIYdyizmVBQ/Tlf4NSFT4VMeMwqMzFwby/S7fLmveL2YVW7hK5IP5X6NWaJK1QbNogG7xbX+ou/oc12XRTXF20N1wCDYnY8hQ5XsI3cq0UeaeBw8pfi7ynepCbCse9Tf5BL1qrcpJebzGYqIpbH69GGm8lhYVXx/D+ynjxLbPwkKignLqa7H22HHwhNP+QTpcNmIbTsVjMBZ5xeeWFWLN3N+yZfN9rv8rNLLj4S0L4D6yHmFJ0bK8Hbdb9QPOJ7n4U6bBbVFgitnntdvubuui7fjIigvEgQ46wukAuGtTGm+dDACR55ceOJu+2MPQ33NoOGkj0GhoJjlg6NPKXo3d7xwXRdvwa5QXll4hrO/QDow+I8MVVoex80sXO6fXFhBldl/3U+HyuCY0wtO8xbthR2tGHS6RlpaG3DqJ7Nfqe7LF4D3nYA9hJGXY00mFIXDTyg8ca9DstOFGAF1AcX+kwpfVH5ptyqqrcEdV9OmDz70Gege2dJwz3V8Z+fCF4s7VfmZFhn9d025jsOH50XzAizNSQfXg9nlhQMSF+9Xg9vn/dDXvdnOeYsrCwZWIpbmtLnRQZ2rVJsOYVPzlT2qC06vDxnsXVc6sOq6LodNDVJdJPDwkwNqiag0n9+lEl+BgI+p4bhZEdj3fRAscBxSCs78HOlhuKlXabl8dH55wWmnzo1SZQ68v682bS7er6bgtFnlFrV+xYW7VWEVOLxYGj6xUwW+ItXz5DkRKgscd6tNmx/sU3ibcyt8pB2v5713nyhy7K60PD6wQ+Hj/ad2qqC6e5kqy+VLuxc+V9yvIUhdUHPe4sL1Zk6FjzllBpWGw6X7bbnp+0BjjFPmFj7enDQnystNSc5dXPj85qDJQWr7VAHl2nxqp3LaUg47VxfuB761Vw01pkOV6XDp/vk3oGMZj6TtsajE8vVBxZRI4WDWpfvXUmkUHv1WZbp8cqeKgtOOmxnGX6T851b4mF1mlrwWmhExigbzv7N3NdVmNk3VpsO39y5cTjtV+Zleoo90HIdTZkeJFgiKKuDziyv565J2jt0hTKU1sLZT5fM4cnrh+nf2gnJqApqyPvlZYThcdkDhwQP1IYN96kf/5o8YXRIUFBNW0h+Cr/8c9jyo5+SYQAjOPA/n4GOwRzCo5roumXmL4bzvQHTLyZU3fzFcfBXxfi4wSy//x36XHwme55GeMhO++lOo6HXwnDUfLrmaRLjwSeS2lghG4Ad/wNt5zy0/hqPw6a+TWbQXjtP/8P1EuBwuuTobHNysrBK+8AMysxaMyIE1ow3ck86B4z+yZTSZNuDgY/DO/fawfFUQIFlRA9/7HdRN3vLj5Blw8VUkotvHaKhEuBx+eDXM7TUqsrwSLvgh6Rk7Dqn8QmT43aH1nDW/nM3XbH5Dcf7iSr69VxWW1/9jWxmlcI//KHzwbPB1l6c24MAj4fzvD1sZD7dkZR1857e5wfapM+GHfyQRqRi1dA2ntDZwT/80HPshMLsDEIYJhx2P938XkepnhLEQQxUhzfVHTeKUOZGeEVpBU/GNPas5d+eyQT8S6nkeqZrJ8M0roLoO4+WnOLPjZS7dPUykO/qigGNmhLn9hClU6LHxyoh60+bRU6fnjHaZFjUJGIq/HjWFw6ZuuZlT5tP84uA6PjA9wFHTgnx3n5qegGJryuHN5hQ3Hjc1J0ixc7WfR06ZTq0xyP11HY6aFqAuaPCLg+tzAnv7NgR5+JTpVA9gnbXd+7dH3ZaRcXUhg+uPnsyiCo3neTT4HB44aRpzKrb0N7PKLe4/aTqTfQ7xSAVccjXMmLtlxdV18I1fkKqdMiw3i/2ezSX7VvPZRRU9wTpLwycWlvPzA2sJMPD8c12XD0wP8MuD63JG0x8+LcS9H5xGhc4wyedw/0nTmdUr8DunwseDJ09nckhz9oIKzllY0RMsNTWcs7CcKw6qI0h+23BdlxN2CPKzA+so8/XeZpjfHNrARU9swGcoPr+4ku/uXVnw2B0iw5WH1fPR+WU5x/sv7FrJt/aswuxeRrs2n92pjG/tVU2wu/5pBSfPjnD90ZOoMmyOmRHmB/vW5qTl/dNC/PfEqVToDI7jcPgUP789tI4Kv+bKV1o4bW4ZH19YnpP/Zy0o58x55bzdkuKMHcs4f9eqnG2eOifK346cRETll0+D5bC4xs+vDm3gqBnhnoB5xNJcsl8tH54bxnOdbPB6ko8rD6vPGUF58JQQ+0/yc9vxUzh2h9zlf7RfDR+eGybipXno5Gkc2GvEb6Vf84f31XNwg1X0vMvybL69ZxXnL67seUzYUHDW/HJ+d2g9O5bpvLI8Ynq4J/9KqdAZ7jphKkf32ueoT/OTA2o5bXYIr/vjaZ7rcPrsEJfuXzOkPrLOyvDIKdNzRiZOiZj86YhJ3PxOB8d0f+04NMC2EybD1YfX8+F5ufXvs4sqOXdRJVODXl5+uq7LnjUG1x4xKb+POnk6NeZ28JoXsVVUW1vb+L+FP0TJZJLGxkamTZtGIDByj4qKsc3vZDDjXahUEi8UJhWKYhcdnD+8DAX+eCc63oVn+bCDEdK+wIBP3Aaz/Laq74ZS+BPZNKFN7FCElD+4zUculqKUwpdJZcs9k8ILRkiFywYVCFZK4U8nMeJdKDuDG4qQCkdxRnhUlIWHL9aBSsTxAkEy4ShpNbwjObTW+OOdGPEuUAonFCEVjIyru4j91fct5deJsu3u8ivb6kfcM8qk1dZ0ZTyilqLKcjEGedGeV8ahCGk9+EeatyWtNYHuvgilcMJRUoHwuKozA2F5Lr54Z7ZsgiEywUh2tOQYIOc027eUMmnNaOK2R5mlqLIctDuwd1AVsqXNdoI2SJdVsY4gHWmPoKmoML1BBXi2BaUUHa5JW0aRdj0ilkYrRTzjUObTJJ3siKUyn8qO8unOH1ebtGQ0HRkPv6mz507Kw0XRmXGzj4laUKbtIZ+reMqk0zPosrPv9AoaUGV5hNXA16mUosvr3j/Ho8KvqDJsvF79qNaaVsegPZN9BW2FDyoNp6evVUoRSMWzx2/XwQ1FSYWiw/76FluZtHQf6yKWosp0e4Jhg6YNmm2DjrRHwFRUmG5OQG/zPrels/fwy60t+5xSJnHXJOZ4JGyXMktTbTr9p6XXNoOmImpBwoGO9MCP3RmVrVcxu/QyrjZo6d5WyFRUWi7+zYFDren0LNoz2fcBhi1NteUS8HLbXtp2aEopUtqH3zQIW4ou2yNhe4RNhaHAUB5RU9Ga9kApPCCRcQlbikrTxVciT7TWtDsmcVeRdiHluFT6NFWGg+qznOrOu/bu8io3t9TzJBZttsr2Uz5FteH2LK+UItZdv1OOR7lPUdWrnZbidLfhzu76Vmm6WwK2fcqyvE/96U8Si1Zb9fQdVaaTfU96H16vchxsH6mUosMzaUuD7UHY0jiOh6HJ3ZdByGiTTRmDznS23pSZUK4zJc+7lNY02ybtaQ+foaiwPCKD6KO2FTmf2fYkKCgVTkwQUt/FRCL1XUw0UufFRCL1XUwkUt/FRCL1fduTx4eFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDASFBRCCCGEEEIIIYQQYoKRoKAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDBjMijY0tLC9773PY488kgOOeQQvvjFL7JixYqe6W+//Taf+cxnOPjggznxxBP597//PXqJFROGUgq/nSKYjGHhjnZyJoxsvmcIpmL4XHu0kzPqLM8lmIzhtzMopUZ0W6ZSBFJxAukEhh6Th4uSyiMRom4mm37DKDrfljxNj3ieivEn2welCaZiWN7w9f2G7m5fqaG1L6UUCUzaPQtbmVJ3h0gpRRKLds8io8yS81p4BJNx/JkUukCZedqg3bXo8qyC05U26HAtOotMH225x1tntJOzTWmtiWPR7lo42uz5Ldb9m6dL142++qsLpWTrWaynnmmt8Wc2n396eenu8Cw6PAulix/n+qO1ptPLtgO2Yj3DTSnVUy52P+1zM0ebtLsWcbaunSlt9ORtqfX4XIdgavjPy3pv3zS37Hvveolp0eVl99cdZB3tKXN36+pOIRmVPTYlKHxscrrbR2wry6gYr7sObG5/Fh7BVBwjkyaOL68uGVqD49FlK1LK6knzcNWlrdFfXkKf8/US57tCFDO43mMb+epXv4rneVxxxRUEg0GuuuoqzjvvPG666SaSySSf//znOeigg/j617/O66+/zk9/+lNCoRDHH3/8aCddbKeCmSTGu2/CzX+Btk0YC3bDf9LHSJRX46ixd2K/vfDbaaw1y+GGP8GGNRgz5+E77VOkqurJGGOy+xoxpusQaG2Cm/4M77yBrp2EdconyEyfQ8ryD+u2lFKEYx3w0G3wxH1gWZhHnYq318HE/OFh3dZIUEpR5aSoevY+9FMPZtN/9Gm4ex5M3B/qmc/AI9jeDLf8FZa8iFFehXXyx3Fm70TCFxjFPRBjRSCTxFy+FG66Blo3YcxfjP/kc0iWV2MPse9XShGKd6IevwceuROUwjz8RLz93088GMXzvH7XEcPilWabHz23kbVdNvs2BLhoz2qCkbIhpWmiimOypNXlkuc2sqIjw+61fr65Vw3Tgy4+tgTFtIJQRyvcdT289BRGOIp14lk4C3Yj4QuitWajbfHHV9u4aVknIUtz/i6VHDU9SLnK3mxodn38/Y0O/r60A0PBp3aq4JTZESp1ekBlPtL8dgpr9Qq4sft4O2s+vlM/SbK6HnuQwYbxpguLZ9ZnuOyFTTTFbY6YFuIre9bwv9Vxrni5iY60wwkzI3xul0rqzdLltbkuXPVqGzf3rgszgpSTLpkOAwh2tMDtf4NXn8Uoq8B34tnQMBXvqkuhsx1jl33wn/AREmVVbHL93Li0kz+/0Y4HnDW/nDPnRakeZJ1q93zc8W6c37/WRsrx+NDcKOcsLKfWGN262YWPZzekueyFDWyM2xwyNcRXdq9iss9GF7hB4ynNuozJz19o4aHVcWqCBl/bo4p963xEVWbA293cXv/5ZifXvdmOAj6xUzmnzYlS1StvTdcm0LwBbvwzvPcWRv0UrFM/RWbqTFKmb8j7vXn71y/p5G9vdW9/YTknTp9L2mdyz6o0v321iS/tXkV7yuWPr7XRnnb4wA4RPr+4koZ+6ihAm+fn1ne6+OPr7WRcjzPnRfnYgvJB152+HGWwJqX5yfMtPLUuwaSwyTf3qma3aoswGeguo1++1Mr9q2JUBw2+slsVB0zyE+2nfQyEUoqNjo/fv9zGbe91sketj6sXefju/TfqxScIhiIkjjqTxlm7YVVWM8VnY2VSvJfQXPpSB880ZZgcMfnWnlXMqfBz2TPNPLQ6Tm3I5Ku7V7FvnTWourQ1snlp8JPnm3vy8ht7VbP75rwk29+Eutrg/lvgqQfB58M85kO4ux+Qc74rRH9UW1vb6J+J9NLR0cFPf/pTzjnnHGbPng1kRwZ+9KMf5S9/+QvPPvssN9xwA7fddlvPXZMrr7yShx56iBtvvHFQ20omkzQ2NjJt2jQCAbkAFIX5M2msW/8Cd16fO8G04Ed/IjZphzFxQt+f8VbfTdch8MR/4c+X505QCr55BYn5u+G4E2PEptaa0HtL4AfnQd/RGx8+l9QRJ5MxrGHbXiTeAd/6JLQ05fzuzdkJ76s/JR4Y24HBSLwTvvkJaO2T/h13xvvyZcQD4Wzgc/2q7Hx2nxO8Y88gc8ontuqkXox/PjuN745/wK1/zZ1gmvDDq4lPnY07hD4onOxCfe9cWN+YO2HqTLzv/JZYP+0riclvXu/iR8815yZLw30nTGFRJINlDV9/sL3KKIPr3kny5cc35vyuFdxx/FQOqlW4rpvtK1o3wkUfg2Q8dyUHHIH98S+zyihn/xtWsimR2z8fOjXEde+vx0Zx2M2NrOzI7WsWVfu5/fjJVKqtvxjeGpbr4H/8brjm57kTtIZvXEF8/q5DqusjabjOaeKYfP+5Nv74envPb788pJ67lnfxwKpYzrwVfs3Tp8+gwSxeXhsdf9G68Nf311NepKyVUoQ3rYWvnwPpZO60A4+CydPx/nN19gd/APcn13Hoswb/W5c776xyiwdOmkaVSvW775ANCJ5+zzqeWZ+7nklhk8dPnU6NHth6hlsck0teaOfKV9tyfvcbisdPnc68sJNz7q2U4p24yYE3rCTp5J6Tf2Knci7Zq5LQAIM5rZ6fw29p5L323PnnV/r474lTqVTZEZyhpS/DpRdC37ZxzpdIHfwBMkMcfdfi+Xl/ge0vqPLx60MbOOLmVfzsoHoeWNXFvStz62iZL1tHJ1vF62ib5+Oku9bxUlNumU+NmDx26vQB152+tNa83K54382rsPtkyUV7VPGlxVHWJRX7/2clcTu3jM6aX8ZP9qvqCXYN1QbHz37/WUlL0qHMp3nlMM20iz8Bidx8Su15KDce/gVOnh3mxWabw+9vy0vzBbtVEcu4/On1tp7fPrlTOT/cu5LQVqazP1prXunQvO+mlWQK5OUXd4kSwCYS64BvfBzaW3Lm8Rbuhnfhj8ZtYHC8XbNuD8bcEKeysjIuueSSnoBga2sr//znP6mrq2PmzJm8/PLL7LbbbjnDqPfcc09WrVpFc3NzsdUKMWRWvCM/IAjZQMIfLsWfTmz7RE0AgUQX/PWK/AmeB1degj/esc3TNFr88S74/SX5AUGAf1+Fv8/JztYwFXDfzXkBQQC17A30e2+OycfeNjMVcO8NeQFBAPX26+jlS7OPyKUTcNWl+QFBgLv/hRWbOPVLFOaLd+YHBAFsG/7wI/zJwbc7QynUUw/lBwQBVi9HvfxUv+2rzdZc+lz++Y7twrmPNtGlhnfk8PaqzTb5+pMb8353Pfj0Q+tpcbLnmT47DdddkR8QBHjyfszWJn77SmteEAjgkdVxlrTZ3LE8lhcQBHitOcWja5Kj3qf6E11w3a/yJ7gu/P6HBLbj421TSuUEBKsCBvUhMy8gCNCWcvnBM81FHzN3tMnlL7YUrQtvtdlFH//zpZN4f/pZXkAQwHviXtTcncDqvlGVSqL+8nM+UJe/rvfaM9y0rHNAdUprzQtN6byAIMC6mM1Vr7XhjdKjxJvSKi8gCJByPD73yAa6vNwyiHkmFzy6IS8gCHDNG+1sHGDcXWnNTcu68gJyAG+1prm/MY7WOtsmrvxhfkAQ4G+/zrapIdBac9OyzoLbf7MlzfMbkhw8Jcj0qJkXEAToSLt85+km0kXqqNaap9an8gKCAKu7bP6ypH3Ij4+3OwafeWh9XnAN4KcvtNDhGHzp8Y15AUGAv73VQYFqOCi2Mvnxc820JLPt77wd/TTc/Pu8gCCA//lHONzfRnMszf89Gy+Y5l+/1MLJc8ro3cr+/EY7TdsgTt7uGHzmwfV5AUHI5mWrnX0kmjv/kRcQBFBLXkKveldeKyIGbEw/D3DppZdy66234vP5uPzyywkGg2zcuLEnYLhZTU0NABs2bKC6urrkOpPJLT1OOp3O+a8QfRmGgffmyxTtUpcvRce7SI6Da7DxVt/DG9eg7CLvEGxtQnV2kBzbXdiwCcU7YP3qwhNdF2/lMtJzdxmWkRxlbgYev6f4DA/ehrvjYpL22HzfVJmThifuLT7Dg7fizV2Ejsfg3TeLzua9/gKZvd+H44zN/RQjyzAMvLdfL973r1yGineRdAd3wh3xbHj0zuIzPHQ7atf9SRa5Z6u15sVNLsXGpi9tTdNhK4L2Vl5dbeeUUrwbUwUvuADWdNk0J10CKknQTsGL/yu6Lu/ZR1kWOa7o9L8saachVPwi+9o32zmioRJjlMpMKUV4w+rix9uWsXm8HY5zGtM0ebgxd/l9GoIFA4Kb3fRuJ5fsW0k4k19eMTPMf94pHkD9y5vt7LVfhHQqP6oQzCRQS14suqz31qswfQ68uwQA9cozHHmqx7cKzHvdWx2cNtNPoJ86pXwBrlnSXnT6P9/u4NyFYULOtq2bhmHw2OriI7Ge35CkPe1huFvS1WGYPLmu+E36B1bF+PhMjV2snndLmUH+trR4nly7pJ1jJlcR7OooePMUANvG27Ca1JTAoJ8kSppB/vZW8Tp0x3udnDmvjIcaC9yk6Hbru138dP/qgnUUq3SZ/31pBx+fFyI0hP6oTZm82VK4PXpAW9otme67l3fxuR1NMpmhjcKLmRFuWLYl746v97BeeKzo/FUvPczywz7M263F0/x2a4rJEZM1XVvqzYONMc7eof+6tDXalMmSlsLRRw94dn2CmVVxePK+4it58Fa82TuRHCfXfb2Nt2vWsWowoyzH1hG+jzPOOIOTTjqJG264ga9+9atcffXVJJNJfL7cR7r8/mxEZiAVZ+3atXkXeRs2bBi+RIvtit/vp0wpSt0zy2RsGjcWGPUxRo2H+q6UokKX7qAyjkNj4/jJ961RVh6i1IOsDrBmzZphOUGZWRnFV+olxYZJS2srzW3FTypH08yKKL5Sd7l1Nv2mdil1qHSUYt26daQKXLyJ7Z/P5yOqVOk+yLYH3QdNKY8SKPV+NsOgvaOTde2FLwoty0JZU0tuw3VsGtdOjL5xqLTWUD6z5DyunaFxfSPh6gqC2gCncP/qmSaqePgYS0OJyZhK0dHeRlexAMMI01pTTj91fQwfb7fmnCYQCKCoy/nN8TzMEoPsTAWpZIqWAm0s2DADU5eoCwqaN22ira0tb1q4qpygUtmnIQoxjNynBbQu+sk7Uym6Ojtp2rSu+I4AZZXVWCWOl6ZWxBNxmjds27IPBAIY1Jecx7YzNK7Zkq7AlDkoKHrDxMBj/fr1JBKln+4J1kzCLDG6ytSKzo4Oqm2n9HmZB6tXrx70zdpQzaSSdcjUCtujZB01tCKVStOyJr/copU1mCVGkZpaEe/qorlpzaDSDWBNnlNyuiL7ega3WBXHZf369cTjxQOHpYQmzezOu+wGXE9lX4FQpAw8w6REVgPZ/HD6LK4HWJe2Rn95qT2XRDJJtOT5hMmm5mZaC/Q348V4uGYdqwzDYNasWQOef0wHBTfvyLe//W3eeOMNbrjhBvx+f17wb/NFWzAY7HedkydP7vn/dDrNhg0bqK+vzws0CrGZqohk32NX4ETNW7g7XqSMaZGKbZ+wQRpv9V05KfAHIFXgbmXDVFRZBdMqJsh7szwbZsyBlcvyp5kWesYcJpnD884NbRp4h5+Iuv7Kwkk58hQi5RWEomPzgwY96f/n7wtO947Oph/Xxtt5T9Trz+fPpBTGzntS5xuf72IRw0NXlRW9oPDm7dLd91cOap2maeIddQrqyiUFp3tHn4a/soppZeVF1xE0g5iago877V4XoMKC4LRpg0rXRFRm+gmaikSBR9nmVPioCZoEp03D1Qr2O7zoCGS1z6EsWu3jrhWFt/OpncpZWmQkCsC5i8qpKbOpDI/ee5OUPf6Ot8N1TvN+HQE29fz95No4n955Cn98ra3g/GctKKcqoKkq0Ma0ZfLxBeVc/mL+43yQfR9Zmd9HNBrNm+YpD/Y4CJ4vPLJJzdsF78Zrev529z6Um9YXjmh8dlE5DVGwg6X7Aa01n97Zzy3vFn7U9VM7lVMfMnFGoT85xAijaCoY5Dt8WohKn8bqlS7H1Bw1I8w9BR6pBThiRoSaYtGoXkzT5DM7B/j0Q4VHyp27qJzaqIPKKGiYVvhVEP4Aqn4qU8zBP0a0efufKbL9U+eW8afXW/n+vrX87pXWgvN8ZF6UKr8qXEe15tydffx3ReEy//RO5dRHNE5g8GWetgz2rA/w/Ib8tBsKqnyaE2dFita342aVUe2pfp/6K0aZmrPnl/Ob7nz5x1rYbb+j8D9+V8H5m/d4H2HlsmttgJcLPE5tatihzGJ9PPeG0PunD6wubY20ZbBXfYDniuTlXpNC2bZx+AnZD90U4B15MtGyMiIF+puxbrxds24PxlxQsK2tjWeffZb3ve99Pe8N1Fozc+ZMNm7cSH19PZs2bcpZZvPftbW1/a6/0DBKn88nL7EURWUsA//HvwjX/iJ3QjiC+vTXcYJhAuPgQyObjZf6nvF8GOd/H37+jdyArOWDL1xMJlJOYIy9+HykZJTC9/nvw7c/lX/R9tlvkQ5FCQzne38O+QA8dg+sfi/3970OwZ02e+wfoA89LvsI9Orlub/vcyju1Fn4fD4c5Uf930XZD43EOnPnO/sC0uEogWH8eIsYfzI+E/8nvgJ/+mnuhGAY9Zlv4gQjQ+r7vV33hbk7o955Pff3nXbHm78rlmWV/FCIxuW3hzbw2YfW5/wesTS/P6SGMCl846CPH22Wcrnm/ZM48561OYEHv6H46xGTqPa5uGYgO+3D58Lrz0Nbn3c5nngWdlkln1lUxn8KvAfszHllzI4azIiG2b0uwIsbc/vvw6eF2KvOj6XUqH4cJuP5MT7/ffhFoePtD8f08XZrz2mq8fjRfrV866nsSM1YxuP15hRnzS/nb2/ljoifFs1+gTSgU2AU3uZ5u1Rw87vF64K/yDs/XYCPXQhLX4XOtpxp6oSP4j3/+JaRguWV8NEv8Npz+evZqz7AUdNDmCqd8/71YnautDhxVoTb3ssN1Myv9PGReWVYKoVlbvv3Clbj8uMDavn6k7kjaCv8misOrqfMyuD1uhmqFPzioDqe3bCq551ym/1g3xpqfB6Bks8HbHHUdB97NwR4ts9L7g6ZEuSAhgCWSpPx+7EuuBi++xnI9Ar6KwWf/x6ZcBmBIb7P7ajpvoIBoUOmBFlQ5ePVTSle2JjkYwvL+WufR4Enh02+uVdNyTq6a42PY3cIc/eK3ADqomo/p86Jdpf54EMEQeVx9eENHHTDKrr6vJvh14fUE9U2Pz6glifWJmjq897Nb+5VTa1/4GVUzIW7VXL78i5WdmS49p0kXzzuk8x6/dm890x3HXk6t7aF+ViDj2v20Rx0b4pYJvd4/qP967j2jbac3y4eZF0aqqDy+OPhDRx84yo607l5+atD6qkyXTQW3hEnof53P6xdlbuC/Y/AnTQdv28cvN+qhPFyzbo9GHNfH3733Xf58Ic/zK9+9Sv2228/AGzb5rTTTuOggw6iurqam2++mZtvvhmj+xG3K6+8kocffpgbbrhhUNuSL9uIgfLbaaxN6+Huf8KmjbB4HzjwKOKRCtxxEhAcj/Xdcm38bZvg7n/DmpUwbxEcfiKJaCVOqeextkMGEOxqg4fvgCUvQcNUOPYMUlV1ZIzhvb+jlCKY6EK/8UJ2ez4fHH06zowdSfj7H5E92pRSBGId8NpzGI//N5v+Yz6EM2MuCd+W9GulCHW1wRP3wStPQ1UdHHcGmZpJ8uVhAXR/gbh5A9z1T2haD7vsDQcfs9V9fygVQ7/9Otx/c/Yi8qhTcWcvHPCXApOYrErAb19uZUWnzaFTgnxkXpT0+hXU1lSPmz5+tKUxWZNS/O6VNpa2pdm/IcA5C8upt2yUt+VCTClFKN6BeuYRePYRKCuHD5yJ3TCNpOVHKUWL6+OBxjj/WNpBxNKcv7iChRUm0e4vnrZ5Pp5an+JPb7RjaDh3UQW71/iKfo12W7NcG3/rJvhv7+PtB0lEK8bk8XY4z2nimKzogl+/0sLamMPRM8J8aMcylren+c0rrbSlXU6bE+XYGSGqjUzJ98Rtrgv3N8a5vnddqDSJ9vPFUq119pj01IPwwhNQUYU69gwIR7JfHm5vhb0Ohn0OIx6poNUxeb4pzR9ea8P14P92Lmffej8Vg6xTnZ6PV1oy/O7VNpK2y8cWlHPIlABVuvS+jrQ4Jitj8KuXs+Vy1Iwwp8+NUmekC6ZLKUWT4+PGZZ3cvSLGpLDBFxZXMjOiCDG416u0ez6e2pDi6tfb0Qo+u6iCPWtz26uBR7CzDR68FZa+BlNmwDEfIlVZQ6bUY50D0Ob5eLr39ncuZ2HEJhzw804X/OblVo6fHaUuaPLnN1ppTbmcMjvKcTPDVOvC+dNbh+fj5eY0v3u1jYwL5yws46BJgUHXnTxKs9G2+MfSDh5aHWeHqMn5iyuZHoIANlprmmyLm97t5M7lMeqCBl/YtZI5UT0sX/RVStHs+rh3ZYx/vdPJ3HKLXyyE4IuPoZ5+EDdSRsv7z2BN5TTKqiupM9L40mnWOBbXvdnOI00uM6MG5y+uoipo8J93tr4uDXlftGZDxuL6pR08WCAvN+9vKNGJevU5ePQuCATh2A/hTJudc7473ozHa9bxbswFBQEuvPBCGhsb+da3vkV5eTnXXnstTz/9NH//+9/x+XycfvrpHHTQQZx11lksWbKEyy67jIsuuojjjiv+oudCpMKJwbIA5do4poUzwkPHh9t4ru+WUmg7g2NZ2OMs34ebqRVGJoNrmmRGOCu01ph2Gk9pbG2M6sXBYCWTSTZt2sT0uhoMy1cy/YbWGHYazxj5PBXjk6VA2za2NXx9v9Yas/s9dbZhDulDQZ42SXsQUB6JeGzc9vGjzjBJudl89Ap95X3zbJv7Cm1gK53Xp2itSXoaQ4HpOQWnpzyNAizyp48F4+V4OxLnNJ7OHgMC2sN1HJRS2MrA8SCovUF9eKq/ulDKlmOSQcZTKKUw8VCOjWP6cHr1FVpr0p4GpfDhDPmDY0opMsrA88Cv3GH5cNlw6Vsu/dmc96YC7Q49gKO1Jo0BePgonidbzsssMsPYpntv30slWLFiBdOmTSMYDObUy4yXfc9gYJDlppQig4HH8Je50gZJT+FT2eumQvu2uYyMQbaPgTAMg4SretqfVirbpkwfcTR+lVuXlFJYCuKuwjIMPCeTk06ryH5sC/3lJWw+X8/gaV3w2DTejOdr1vFqzD0+DHDJJZfwu9/9jm9/+9t0dnay6667ctVVV9HQ0ADAr3/9ay6//HLOPvtsqqurOf/88wcdEBRiKDIA2iz+llwxIjKeB4bkO4DtetiGWfxt2sPIdV3Sm+92j8MTjEQiQdyFgNIl0++4Lo7eNnkqxqeMx7D3Qa7rklZ68x9DWodybfyMy+Y5tjgDy8eevoLCM7uuiw8XvMLdieu6WN2fhxirRTaRj7fKtfGx5Sldz/MwPBsDGOyH6PurC6X0PSZ5ntfr/DO3r3BdF7N7O1sT0vE8D9PLBhzGWtH3LZf+9M77rdGTt5TO2y3nZcObcb23n+xVAfvWSw3Z/Bnk5j3Pw2RkytxzHfxQtAy2pn0MhON0fwime/2O52XbVHcf3Lc8Pc8j7YGJh9fryyLDVZe2Rn95CZvP17sf85cTAjEEYzIoGIlEuOiii7jooosKTl+4cCHXXHNNwWlCCCGEEEIIIYQQQojSSnzQXAghhBBCCCGEEEIIsT2SoKAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDASFBRCCCGEEEIIIYQQYoKRoKAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGHO0EyDESAtkUphd7ZCIQaSMTChKyvSNdrKGTCtFINGF7mwDO4NXXkUqFMEeQIxfKUVYeQQ7mqGrAxUMg8+P19kO/gB2pIyUL4jneSO/I0WYnos/0YVqbwHTwo2WkwxGcQeYJp9j44t3QmcbBII4kXKS/tCo7lMpSikCyRhGZzukk1BWSSoUJaON0U4a0J2+VByjqwOScYhWkAlFSBnWaCdNCGBzHU1gdLUPqo5aroM/3gkdreAL4ETLSQbCA+4rtFIE4p3Zvtixs31xMIqt1DDs1fDzOxmsWCd0tUMwPKr9vVKKVtdiU9Ij7XrUBjWVhoPpOQNa3gACiU5Ueyue5Wd9+SQ2ZAzSjkddUFNhDnxdw8Fvp7HindDVAaEIdjhK0gpso21nuredLVcnXEbSn1+uJh7+eBeqowWUxi2rJBWK4Ayi+F1l0OIYNCVcDA21fk2VaeO57pDTn8Si1Va0JF2iPkWVBVFt96Q/rUxaM5pNSZewpf6fvbsO0KO4Gzj+ndndx88lenGS4O7FtViR0hZoC3Xv21I3KtSdGpQi9VKBFisULVDcJSEEi+vJc/Loyrx/PJfLPfc8z90ludxdcr/PP5CdffZmZ2dmd387O0t9SFGj3a3+eyOtOP+auKPpyHp4BpojmjrbQwUBprfsNmQCtIKmiKbe8sBsLjtX2SQ9zcZMQNhSNIQV9bZHsIXl6yuLDs9iQzbA0dAY0dTbAa2uHvTvD8Zoi3Zv8PwXra8sOgKbdWmfAKgNW1TZkFAe1ha0TV9ZdPSWW9++aHer+62MDtHpKjZmfLSCSVGLRtuDYMv7C6017b5NW9aQ83v7MTvANt5W5W0TT1kk++9zWJOwKtf5vLLpCSzSPiRzPhqYHLWoszxUmbJ2lU1Hbz2L2oV6VmcV6lkah6Sr6MgF1IQ0dSFDnJFpb5vbsk/c0dSHoKZfW98WOQr71JYNSDiK+hBU92574PmmOTL0OcLXDh2eRUcuIO0FNEUtmkIBTlBaFpvKP+VBR84nYimaI4q6bainm2it6fBtWivUMaU17Z5Nay7ADaC591y6JW1MCJCgoNiJKaWIp7swP/0yLHm2b7lz0NHY7/0sqXBsDHO3dSwM0ZWvwg8/Bx2tAKhQmMgFH8E9/CRyTnjQ3y9oqid69ffh0XsBMAC77IE+74ME3/wY9qRp2J/6Lql4zZjcKIbdHM7/boc//wryOQB0XROxz3yPzLQ5DHWKi+Uz6OuugHtvht6LaGvGXOKf/QGp6oZxFxjUWhNrWwff/RSsW1lYaNmET3kr9hnvIBManZvKSpRSxLva4QefheUvb1qIc/SpWOd/hHQoOqb5E0IpRby7A374WXh96aaFOEecjPWOj1eso9F8FuvmP8Kt14FfuLi2JrcQ/9wPSTdMHvIhhGUCoitegR9+HjrbC382FCFy4f/hHnLcuHvwFM+lUdf+CB6+u2+ZPW+3senvleaFbs25/17JmlSh7MOW4uuHNPLO+XFiQ9yAOr5LeNET8Ktv4s+Yy9MXXso596xldc/mbX314AYuXJAYsZvZwcRzKdSvvwtPPtC3zFq4N4lPfJOeaNX2/dv5NOq3P4GH7oLeY2jN3ZX4p75LKlHbd1xDvkvo2Ufg198pBM4BXVVD9OOXkp23O94wHkJlsLnhtSyf+d8G0l5hu80xi7+cPJV9ay30VtyEdhLm0//byN9f7u5btn9zhOveOJVmK0+Xcfjm4x385oUkQW8VXVAX4vpTpzHJym/x3xtpXYT55AMbuP6Vnr5l+zdH+Nbhzbzj9tW4geHaE6ZwUHOIO1dm+eh/V9HjFq5N6iMWfzhpCgc3WNjGJ4XDr1/o5jtPtNG7CjOqHKTzAXUAAL3vSURBVK4/dRrz4ww78JrG4S8vp/nSQxvJ9kZ8J8dsfn/SVH745HruWFE4/g0Ri9/3+/uDyWJz+4p8Uf4bevN/UJnf57G4Z63H++9eRVe+sH5tWPODN0yiOWZxYKNNjKEDZ2kcrnslzRcfLN6Xv54ylb2qDWqYAU0onCvagxD3rsjwyfvX05kr/LYmrLny2CkcM9kmNIw8bd6gZkmP5px/r2Rld+F3IUvxhQMaeP9uW9/3pHD409IUlzzc2rfPU+I2f3vjVOpiiZL1uwlxy7IMtlZ85oH1JHv3qzqkueLYyRw/xSbU7+q5hxCXPdPJT55px+stvtnVDjecNo2miMN77l7Pf5an+tY/clqM354wmXqV26r96Z/PbzzaztWLO/va8q71Ia4/ZRrTQtsWPOsmzBcfbuWPS7rYtJW9GsP87ZSpTHF8FnUr3nxr8fnmqwc3cuGCeNnjlFFhlvcEvOeuVSxq670XUfDOXWu49JAGqszmsugmxGPr8zy2voefPN1OvveYTUvY/OPUaewaD4YdeB9Iac3StMU5t65ieVchn46Gz+zfwIf3qCamfJ5PwltuW8H6dOEYR23Fdw5r4i1zo8NqY0JsIq8Pi51WJJfG/OBzqH4BQQAe+y/q9z8l7O94nWW0pxO+/uG+gCBQCJ5d+2Oc15egdeUmHdMQ+ftv+gKCfV5+geCPv0C95X3wymL43qeJ5NLbaQ8q01rjvLIIfvuTvoAgAB0b4WsfIppKDvp7G9D/vg7uvrEvIAjAilfhGx8hmump+NuxEk11wiUf2BwQhEKA4uY/YT10B5Ye2xFH0UwPfPNjmwOCULjxvPcW9I1/wGF8BVnFxBPJpuBbH98cEIRCHb3/NvQN1+KUudGwtMZ6+E646Y99AUGg0A4v+QDRdNeQf7fQF3+kLyAIFEb6/uZ7OCteQY2j0YKhwEddd0VRQBAo9PffvZhIdnT7+w2ezfH/XNF3gwaQ8w2ff3AjD21wBz2PAYTb1sGPvgCZFKve+UWOvSfVFxDctK0vPtTKg+vzQ25rW4V9D3Xtj4sCggBqybOYH3+RiJvdbn/bMT7qr1fCg3f2BQQBePVF+M4nC22DQjAktGE1XPaVvoAgAN2dhfW62hmKUornkwEf+e/6voAgwIa0z8n/WskGd8tHtnvK5uuPthUFBAGe3JDlzFtWkyLM1Yu7+fXzmwOCAC915Dnhnyvp0mP7UMpVNl99tK0oIAiF/H/q/vVccnATyVzA++5axytdARfdubYvoAbQnvU546ZVrMtbWJbFHatyfOOxzQFBgBXdLsfesIKN3vDGcGiteaLV41MPbOgLKAGsS3uccdNKPrFfY9+ytn5/fzBKKV7pMSX5b8v6nF7h98syirfdtqYvIAiQzAW8/+61aKVYnAyG7COVUjzV5nHx/aX7cuI/V7JhmGWySXdg81LS4z13ru0LCAJ05gLedttqVmS3rM9u9W2O++fmgCBA3jd8/dFW7lqd26q+R2vNYxtcPvu/jUX7vDblceK/VqIapg74gcWfl3bTUuXwgbvX9gUEAbryAeffvoZl6c37pbXmhtdS/OCpzQFBgNe7XI67YSVLkl5RQBDg/tVpLrxzLSm2/u0Qo22uWNTFbxZ1FrXlF9vznPivlXQEW79tX1v88OkO/tAvIAjwXGuOU25cxQbP4fgbSs83X3xoIw+VOUdorVmZDnjrbav7AoIAgYHfLu7ksmeSGN1b97TFzcvSrE37fO+Jtr6AIMDqHo/jrl/BRn/r922jZ3PcDSv6AoIAbgDffryN21Zk6DY2J/5rZV9AECDjGT5x/waeaffH1XWIGP8kKCh2WlZPJ+rVxeUTH7oLO91dPm2csiwLHr6rOGDW318uJzRIMC+SS6Me/E/5xNeWoCZNB61h2VKsro4RyPGWCWVT8JfLyyfmc/DofwtlUEE43QX//mv5xA1r0RtWj0AuR45SCrXs5cKri+Vcfy3h1NjWUd26DtatKp94x/WExjh/QljtG2DNivKJd/2LUJkAXzjVBddfU/433UnUay8NejFtWRbcfxt4FUaC/OVyQvntFwzaUk66G+77d/nE5a9gDSMoNFIsy+LWZSkyXvkHCpc83EqnX7mfDwU+/OPawj/m7sa/252iINXAbSUH2dZIcNJd8Mg9ZdPU0uexe4YOMG+tUKob7r2lfOLK17CSbQA4vgf/uLr8eoEP//4r9hD3jilj89VHWsumuQH8YUnXoOfncto9ze+XdJZNW9SWo8M1/Pjp8nVzbcrj5U4f2x67F57aPc0fBsn/9CobR8P5C2v41mPly843cPnzHbT7lcu3Ox9w/5rssIJMXYHFJRW2k/UN969OcfjUzcFU38AVzydBVy7HrLG49LG2ivn/9fNJlLX5956y+f4T5Y+bAf70Uif3rc6QMoMfu57A5isPl9+XnG/4x8s9W1Tn0kZz9aJk2UeZBvjBk+14avjB1/+uytCdLz8C7KuPtNKxFX1Pp29xyaPl9znjGW5ZlsFxNgeZ2j2Ll5Muf1pSHGzr73tPtvXtV7tn863Hyx/L9qzPi+15ZlWXBrEeWJ2hI7/1AaZ2T3PZ0+WvdVf1eLzS6W11AKvdtfj188myaa91urzW5VJp05c8Unq+Sfo2r3W6RYG4/n71XAdtXqEttnsWnoGfP1O+vqc9w+3LU1sdIH5obbYogN3f1x9t5bUun1yF+R8ueaSVniHamBD9SVBQ7Lw6yp/4AAgC1CiPjthWGgojOypZsxztVR79qNKp4hF0A5iuDgj3Xiy2b9i6TG4D7fuwtsLNPcAri9GDXTTkc5Ab5EZ83artPmpkS2itYfkrlVfo6kBVCjqMAqUUrB8kkJrPoXKZ0cuQEAMopWDDmsoruHlUmT5B+R50DvLgY+Urg/YVOgjgtRcr/37tCqwxbLsDqUy6eETkQG0bRm1EgVKKx9dX7qdfTubwTOW8aDcPq14r/KOxmce7K9/0LE3m8QfZ1ojIpIpH6Q20HR+wqexQx3U9Sim0m4NVr1deb/nLQ9bXXKBY2lH5dd2nN+Zwt7Cse9ygaLTSQCk3KBppNtBLHfmiAMloGyr/61Ie1SGL6QmbpcnKZfdca558UBgVWMnTG4YXFHQDxdKOyq95vtyRZ3qiuMyea82RG6QKZwPFi+2V8/9sa47+cYtMoFg8yPovd+TRCirEOvrkjeLlQcrtiQ1ZYPh1rjsfsDRZuWxebM+RHeZbnlprntpQuR9b1uVuVd/jmcHb2VNtxSPbsr6hPmoPWk6L2/NkgkJe8oaiUWUDvdKZZ1qifJ/antv6OeoynikaZTrQ0o78Vp+D0p4pGlU50MsdORqj5ffp5WQeb0AdMiheqxAQ3PT3Mr3dbtY3TIoNXv5PDrPtDqSU4umNlevYqh4Pb5Bzz9KOPPlARgqK4Rs/d8hCjLS6hsppWmMiO9acggHALntUXmHaLAKr8g2SicZhkHmDVE0dbAry1DdvXSa3QWDZMG1m5RV22WPweb5CYYgM8jrRlBlbPFn39hQEAcyaV3mFmnqMPXY3PMYYmDy98gqhCGaw8hZiOzPGwKRplVdwQphw6bycxrahpr7y72bOH7SvCLSGebtXzte0Wfhj2HYHMtEYDHJuoKF51OYUNMZwyOTKc6UuqAtjq8p58UNhmNHbb25cx8HVlYNiC+pCg25rREQTVByGAlBTt93+tInGYbCRco2TMcYQOCFomVN5vdkLhqyvYW1YWFd5nswDmsM4W1jWCUfjDHIXEnc0NeHKKyysD+G6Yxd8r3I09iD5nxy36cz7rOh2By27fRrDhBRlR2htsn9zZFjXL44yLKyvPLf0grpwSfBxn6Yw4UGOXcQy7F4/SP6bwoT15t9HLcOejZXXX1AXIjAwyKEFIKQNCwYpt4MmRWALpjCpdjQL6yqXzR4NYSLDvCsOgoD9J1Xux+bUOFhb0fcUjt8g7awpVFQPIpaiLe2xYIj9ivYen5AuzMlYyS61IVb1lO9T6yNbP+o6aiuqQpULd0F9aKvPQTFbER1kqPP8ujCtmfL7tKAujD2gDikC5tZUbotxR7GpCCOWYl3KG7Kebs29hzGG/Zsr17EZVc6gI7wX1IUIbe/zn9ipSFBQ7LT8RC1mfoUg2htOwo1v3wnAR5rv+3DIsVDp4xPnf5hcuHKQJhuJYY54Y/nEebth1qyAIMDM3RW/evvdyFSSj8Tg/I+UTwxH4KCjCmVQQS5WDaeeVz5x0jSCpikjkMuRY4zBzNylcnDize8hF68e3UwNEDROhikzyie+8S3kYztWGxI7H7+uCabNKp940jnky/TzuVg1nPve8r+pqcPM2mXQGxTf9+ENJ4FT/kZAnfch8mP8kaD+8vEqOPb08omz5+NXDxIgHWG+7/PGmXHiTvm7mUsPbaTGqtzPu0rDOe8qBOJeW8LJtXkSFSJL3zy0adBtjQQ3loDDji+bZhbug7cd+/B8rAqOO7N84sx5+DWFB6N5bVeu79qCk8+lwhvYfeLK4xuHNpZNC1uK8xdUD3p+LqfODnjXbrVl0/ZsDFMXgs/sV75uTk/YzKu28AZ5O2J7q7cDLtq1tmzaXo1hVnS5eAFct7SLLx1UvuxsDR/Ys5Y6y+Ubh5RfpyasecPU6LACC1Xaq7idqK04fGqUh9duHuFva3j/HrWDfnk3gs9XDh4k/3vUYvodezvw+Mx+DWXH8GlVeJ366OlR4mrwY5dQHpdWqHNRW3H2vMQW1bmYDnj37rWUm6pZAZ/ar37YXw0OgoCjpsWorhDo+sYhTdRtRd9TbflcekhT2bSYrTilJVoUCG+wfXatD3H+guqK+/XZ/TfvV73lccnB5QdMNEQsdq0LlX1t9pjpMeqcrQ8w1ds+F+9bvi3PqHKYW21vdVCw3vb58J7l71l2qQ0xe5Bg+6WHlJ5v6uyA2dVOxd99bO966u2g72+HNXx8n/L7lnA0J7TEtyooGAQBh06OUFshev71gxuYXW0TscqfS795aBMJvePNnS/GjgQFxU4rE4qgLv4OZo8DNi9UCg4/AfP2jxUulHcwmUQtfP1yaJy8eWEkCu/7PO6sBYOeVNMBZM95Nxx+YvHIht32RZ//Yczfr8Lsti/q098jOwZfZg6CAHfOQnjvZwtBwE0aJ8PXryCTqBn09x4QnHwunHxu8YjI2Qvgkl+QiZZ+tW2sZeI18I1fw/TZmxfaNpx9Ef6hx+GP8cjGTCQOX/k5zN1t80JtwQlnEZx2Hu4WvLojxPaQjcThS5fBLv1G7mkNx51B8KZ34pa5zPGDAP+QY+GcdxePtJo2C75xZaFdDiFTVQtf+xXU97uBi8TgQ1/GnT5nXH3p3FUWwbnvgyPfWNT3m4V7w2d/RHaUR8032R53nz2DGVWbb7qituLHRzZzcJMz5A1Urn4SfPr7kKim5bff5N5jY8ysLt7WD97QzKHNQ29rW+UsB3PhJwsP7PqfV/c8CD75TbLO9gsOu0oTnPMeOOrUQp3vZRbuDZ//cdFxzTVOgU99B/oHyWvq4UuXka0Z5K2KTds0ht1qNL85bnJREHZq3OY/Z7bQ7Gx5AMQxHl8+sJ4LBgQ0Dp0S5Z+nTiNu8ly0sIr/26euaETeno1h7jyrhSp/bKeAsY3HJQfVc/6C6qIz4aFTonzvDZP4xqOtNEYtrj1+CvMSij+dPLVo5GNzzOKWM1qYEvIIgoDjpoX51qGNhPvd5M+pcbj37Bk0DfNLy8YY9muw+PnRk4oC7y1VNre8qYWfPr15Wp3mmMWtvX9/qG3OjcMfT5pSkv9bz2hhcpnfz4gG/OPUadT1W78hYnH1CVOhty4N1UcaY9in3uKXA/ZlesLmzrNm0GxvWcAjrlzm1zr89sSpNPQb9VYfsfjHadNpiWxZX9Fku9x7zoyi4FHEUnzr0EaOmRra6kDQAY0WPz2ymZhdfPzuOquFoL14ShcT+Lx1lwRrelyuPmEqjdHN+1UX1vztlGnM6jdWIAgCzpgV40sHNhDqV8/m14W495wWFtY6nDGn+Fr5hBlxrjl+8jZ9yV0FPu/drYqP7F1L/xjWXo1h7jhzOnV667dtGZ9P7FPLe3evKepH9m+OcOsZ02i2Xe4pc7750RHNHFLmHOH7Pi0xxXWnTGPfps39t6UKAfyP7FmDCnrrXuBz6qwYzTGLrxzcWDRicWa1wz1nt9Bkb/2+NVqFOtZ/5GLYUnz9kEZObIlQo13uPHtG0SvfcUfxq2MmsWfd0G1MiP5UMpmcsDUmm82ycuVKWlpaiETGz1N9MbIiXg471V2Y+ydehRurImeNn1e7tpTWmki6G93TCZ6Hqa4lF6sqmRdjoGw2y6pVq1jQMo1oPgOpblQkBqEwpqcTQhG8eNV2vYkZDhtDON2N6kqCbRMkasjGqoZ9gRUKPELpHujphHAUP15NNhwdtydHpRSRbBor1Qm5HKa6lnwsgau27wT5w6WUIpzLYKe6Cq+XJ6rJR6vID/Y64jgg/fvEoZQinM8U+vlsulBHY1VDPvhxjE8o3VPoa8LhQl8RiQ+7r9BKEcn0oLuT4PuY6rrevnhsDFXnw76Lk+6BVBdEYnjxanKhyJj0jVpr2n2b9pwh7xsao5o6y8cywwsuWQrC6W50VxJCYdZVTWaDZ23elu1jDTL6aaSFvXyhbNPdEI0XrjOcyq/0jejf9r3Cx2T6jmsVuVDpOc8CIpnec6tSBFWFawd/C46/0RbtnsXGbICtoDGsqbPcbapDOWw6PE1HLiDhaOodQ0J7fdt0VSG9PRsQtRX1IajWHplMZlz08f3zXxXSxGxFR87HN9AU1tRZHpgA+pWd7i27etvD9Lu28VVhndZsQMRS1IehzvK3OMAUKIt236I1E+BYioawot4JaM3rQf/+oPrl31LQMNTvlaY9sNmQMQSmMOKxyi6MANTDbOeb9qXDt9jYf18sb6sD/jkVosNTtPWWQ1NE02i5hWO0hbTWdPgWbbnCx0+aIr19zxbsXzn9j1/IUtSHFXEvxbJly8rWd1fZ9AQWab/w1WENNEUU9bZXdi5xT9m0e5q2vjalqNGFdpzprc+duYDqkKbOMcS2ISA4MJ/tvW055ijqnUJbHolzUL5fPxF3NPUhQ5UqbHtrzje+tunwbZK5gKwXUB+1aLJ9nDKjSV1l0x1YpD1I5n0ilqIprKjbhnq6iVKKZGDT3lvHGqKa+n55V0rRETi05Qyub2jq3bctaWPjkVzDjz4JCkqFExOE1HcxkUh9FxON1HkxkUh9FxOJ1HcxkUh9H33y+rAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkIIIYQQQgghhBBCTDASFBRCCCGEEEIIIYQQYoKRoKAQQgghhBBCCCGEEBOMBAWFEEIIIYQQQgghhJhgJCgohBBCCCGEEEIIIcQEI0FBIYQQQgghhBBCCCEmGAkKCiGEEEIIIYQQQggxwUhQUAghhBBCCCGEEEKICUaCgkLshGylCHt5IkDYy+OMdYYASxfy5JgApdSo/30HQ9jLY/f705bWhL08IeOXzZNSqt/vRj/PlZQrS6UUIRMQ9vJYevx17WN9/MtRShEK/EKZjZM8iW2ntSbse4R9Fz0O28K2KOybS9j3drp9EzsmrTU5ZZPDHpU6aVkWaRXCCyeorasb1m98bZPBRmmrb5m2LDI4eMoeN+ekgZRSeNomi4PWum8/0Fah3LHJqy0rd6Nt0tgYbRct77/t/v8/HJvyktvCvAy1zXyFeqW1Jq9D9BDGs8L4evBjqLXG1Q5pFSavHCzbLhz7IX7XX7lryCJ2iB4VwtWhrapPRttklUPeCpPRhf3K4KBtm6yyCZwIoVBo8I1oiww2/oBjCxD0HlOj7aL/32SwY16pzownfW2l9xiM53Zdjup37Prne9N+Dey/hBhp47d1CyG2mKUg2pOERU+iJ03H/O8/mOWvwLRZhE49j0wiPup50koRS3XCA7fDkw9CTS3h0y7AmzqTrBPe7n8/5LmEWtfCzX+CjWtxdtsXTjoHUPDof+HhuyCWIHTaefgt88iEIkBvMHXdysLvOlpx9jkEjjqVdKKWwJjtnu9ytNbEepKby7K6lvDpF2AmT0OtXg63/Bl6unEOPhpz2PFk4jUEQTAmee3Ls1Kb8/zUg1BTR/j0t+NOmUFuFI5/JdF8Bmvla3DrnyHVg3PIcZhDjiEdq8aM0fEV2y6WS6GXPAt3XA+Ac/xZBLvtRzocG+OcbbtYNoVe9CTcfSMohXPSmwkW7LVT7JvYMXWaEA+vyXHF820EBt69Ww1HT4tQq/Ij/reUUmwMQtz2SorrlnYRtTXv2q2Bg0MRoipftt9OY/Nqt+EnT7ezJu1xfEuMC3etIaThT4u7ufn1HhqjFv+3dx271trEcUc831ur2zi80O5x2TOtHDUtxkFTovzm+Q6WdbscPiXK+Qtr+M3zHbzUkeeDe9ZyyKQwNYOUu6cs1uQsfvFsB8+25tirIcxH966lKaJY1hPwk6fbWdnjceTUGGfMreLqFzpojlq8e/caJtkemPLXEkkT4t4VWa5d3IlW8ME9azlsUpjqbagDnSbEI731yuutV8f01qskYZZ3+vzy2TZW9LgcPCnCu3avg0DRHDHE8Pq2o5Si3XfYkDY8tj7D/9Zk+MCedTy6LsPNr3VTE7b4+N617FkfIkH5/DqBR7h9Q+H6as0KnHm7w8lvJlNVh68KAfE21+LWV3q48dUewpbiw3vXcWBTiOoK2+zPUxZrcxa/eK5wXD62dx3NMZtfPNPO+ozPCS1xjpsR5/eLezi5ZRrVTpgIfvFGlGa9Z3PNc53ctybDjITNJ/etZ3YcFIZVWc1lT7eztNPlgOYIb51fzV+WdqJRfHzvOjZmfH76TOH4Hzs9xkW7VtNse7hGsSan+dmzHSxqz7N3Y5iP7lXHlLCPbfzyOzQG0ji81Bnw06fbWJ/xOXpajFNmJ7DRzEzocdWuB1Jas951+MOiTu5cmWZqzOaT+9Yxt0oBiqWdAT/p3a+TZ8S5YGE1zVb5/k6IbaGSyeSErVXZbJaVK1fS0tJCJBIZ6+wIsU2UUsRb18AV30KddgHmsq+A7/VfAf8T3yS12wHo0OgFYxJd7fDFd0F3Z3HCmRfinn4BOXuIJ5/bwPE9wo/cBVd+d/NC20F/+TKCn30V2jcW/+CY0/Eu+AiB0oTuvAGuu6I4PZ6Ab19Dqm7SmJyQE93t8IXislRveT+0rcfcfWPxyrUN8O1r6InXjHIuN1NKEU+2Fo5/T1dx4jnvxj3lbdvt+A/Wv0fyWezrfgV331T8o7om+NZVY1pmYuvFcmnUDz+HWvp80XIzdzfMZ39AOjL6D0VGSjyXgu98EvX60qLlZtd9MJ/8NulwTK5pxKjqNCHefsc6HliTKVq+V2OYm06bRq3KjejfazNhTvjnSl7rLL7BP2lmnJ8fPZlJVq7ovJzF4uqXMnzpoeLzfFVI87dTpnPRHatZn94c2PjY3nV8Yb/qoqDSWOnB4cuPtPPbF7s4e14VB0yK8sUHNxStE7EUfzllGhfft57Xu1yOmhbl9ydMLh8YVJoHWw1n3LwKv9+li1Zw3Run8ZOn23l47ebjGHcUf3njdD50z1o6sj73v3kmu8S8kuuepAlzxi2rea61+FgfOTXKH06skJchdJoQ77hjHfcPqFd7NoT51+nTueHVbj7zQGlZ3H7WDJ7fmOXcOREivcew3YR5pjXPNx9rZVFbjhvPaOFdd6xhbar4GL9r1xq+eXAdcVVct2xjiDz7EPzkS8WZtB342uV0ztyVZWnFW/69ilcH1MtTZye44ugmqgYJDCqteajVcNpNhePy4b3qcCzFZU+3F61XG9b8+Y3TecftqzmwOcKVxzb3BV2VUryctjnyH8tJe8XH5x+nTCPtBbzzjrVFy0OW4o8nTePpjRkUim8/3lqUnnA0D5w7g3Upj1NvWkXQb7OWglvOmM5hjQozxg+dATLY/PS5br73ZHGZ1YU1fzllOves6OETe1WNi3Y9kFKKZVmHN/xjOd354rL812nTeXx9hm893la0vDas+d+5M2kJuTt1YFCuZ0afvHsixE4inM9irvgW6sRzML/7SXFAEMAYrMu/RdzNjl6efBd+/9PSgCDAv36H053cvn8/0wNX/aBomTrseMx//10aEAS492bs1vWEMj2lAUGAVA/85geE3JG92RmOsO/B7y4rLstQBDVnQWlAECDZBn+9EicYu6e5IS8Pv/1RaUAQ4PprcHrK1ItRYHdsLA0IAnRshBuuxdmJL7R2Vlpr9KInSgKCAOrVxejnHt1hX7e1LAv1xAMlAUEA9eIz6Jee3WH3TeyYtNY8vD5XEhAEeK41xy3LUiNbJ7XF1Ys6SwKCAP9ZnuLpjVlyqvjlpw7P4ssPlZ7nu/MBlz66kfftUfzq8c+f7WB9bny8brgyZfjti4Xz5rt2q+WShzeUrJP1DV9+aCMf3acegPtWZ3h8Q75subf7Nu+8Y21RQBAgMPDBe9bx0b3ri5anXMPXH9nIB/esI+0Z3nf3OrqD4vLVWnPT66mSgCDA/WsyPLI+t8V1QGvNYxtyJQFBgOfbctz0Wg//eqW7JC3rGz58zzriIU27W/ibRtvc8EoPS5N5ntqQ5dxdqvnDi50lAUGAa1/sZGW69LwfznTDLy8tzajnws8uwcln+f2SzpKAIMCtr/ewuMMb9BXW/sfFUoVA4sCAIEAyF/DDJ9t49+613L4ixQsdbt92u43Ne+5eWxIQBLAsxQfuWVeyPO8bPve/9bxll2q+MyAgCNDjBnzonvU83ZorCggC+AYuunMt7d74eNlwY16VBAQBOnIBP3mqjXzAuGnXA6WMzUfvW1cSELQUOJYqCQhCoS5cfP8GMmZ8lL/YechVpBA7CSuTQi19ARWvgrbSC0gAsml0R+kFwPZiZzPw5P8qr/D0g1jW9pkjQykFy1+BgUGx/Q7HPHxX5R/e/29Yu7Jy+guPY2fTI5PJLWDn0vDkA8ULF+yJef7xyj968D84udKL69FiZ9Pw9MOVV3jmkVEPZti2DQ/cVnmF+2/DyaVGL0NiRDj5LPzn+sor3HE9Tn7s2sK2sDMpuPOGyiv85x847si/rilEJRmjueL5ZMX03yxK0uWPXN/e6Vv87sXKD5H+/nIXefrNF6g1D67NUOnxzkNrM+zbXDr65KZXe7bbNclw2bbNn18qBASboharUx5ehQFZi9pyzK7ePGv05c8nyZnScm/NBbRlyz8gbM/6RMpMlPfkhiy7NRTeKnl6Y5ZOr3idLt/iN4uSFffjiueTZMvkZTBZo7n8+crH+ZrFSU6YmSibtrg9x5yaEPevSaO1JulperyA618ulOXJsxLc8EqZB5S9/rK0q3B90I/auA7yFR6kb1hDu0vf9sv5zaLkoPMytmYDNmYKx2W3hjCPra/80P6elSkOnhwFCmXrq8J2O13FsxtLA7MxW9GTD8iUCRYCvN7l0pUPKraRR9ZlWFhX/q2i9WmfttzYjxLUWvOf5ZWv1+5YnuLwqTFuem3s23U5XZ7igdWl1yW7D1EX7lyRossfn4FOseOSoKAQO41hjm6qMC/M9mFgsNcL/O08iq3cKDmlYLCRYMPJ01iMJDNlylLpwcs3MKjh1ovtwZjByyoo/4GX7W7QMhv7C12xlYY6rjvoCFAFlAzX6C8IGHb/L8RIMINXST8Aw8j17YZh/L2Bo+AG+wHluwN3nPQRXm/etQJ/qP3o9/++MWV7gqF2q1J6/+UDX1Uc8pgMcfov+/dg0Dmb/aAwimowft9pwKBQfXnUipKRkv2VDbwOdb08RDtwh/r5gFe5hztftRdsPu6VXiHVSg2aN4ChrnYG+/l4aClqiH3clOQNVRBjpFKuCseucp7H596IHZ0EBYXYSQSROMyaj8lloKa+/EqhCKauedTy5IVjsPfBlVfY93D87RQYNMbArPkwcCTac4+hDjyq8g+PfCNMnl55uwv3xo+M/sT+XqRMWb78AmrPAyv/6OCjccPR7ZuxQXiRGGaPAyqvsM8h2+34V+J5Hhx+YuUVDjseVz7csMNxQxE49ozKKxx7RqE/2gG5kRgcc1rlFY47E3cMP9ojJp6oDnj3bpXnXr1w12pqrJHr22usgLfNr66Yfva8KkL9Pr4QBAGHTa3c3g+YFGFJR+noqjfNSYz6OWkg3/c5b0FhX9enfWZVO+gKgbB5tSHW9Gx+Hfa9u9cQUaWhnqaIpiZc/pavOqTLBlb2bAzzelfhtdjd6sPUOMXpNZbPOxZWPibv3b2GqN6yh2xRNXi9evuuNdy9ovzIsHm1IVb3uBw1LUYQBFRbAWHLcMacKgDuXpHijDnlRxkCnDe/qnB90F/TlML8geU0NFPnwBlzqypu8z271ZR/ON2rMaKp6z0ui9tyHDSp8vXa4VOjPLOxMHrsvbvX9H3oo8aBXetL52bucQPqIhahClHUaQmb2lDlMMA+TRFe6yw/Ar0+YtFQoT6NJt/3OXFm5bmCj54e44n1Gc4YB+26nGrbcMCk0hHLi9qyg9aFI6fFSFgSGhQja+xbtBBiRGTDUfjQlzC3/R31jo8VRsQN4L/rYnpCozdha94JwbsuhkiZk9txb8KtFLwcIblYAt72waJl5oH/oI4/E6rKXHgeeBR+81TcWBWc+rbS9FAE9d7PkRvFMtwkb4fgXZ+C/gHJTAqzdiUcfEzpD+IJOP8j5PXYzTuSd8Kod38awmXK68RzcKvqSpePAr9pChx8dGlCohre8n5cJafGHU0QBJh9D8PMmFuaOHUmZv8j8HfQUaB+EGAOOQ4mt5SkmVnzCfbYf8y/Mi4mliAIOHpahL0aS4PRc2sczpmbGNE6qQKPD+9Vy5R46fnssClRDpy0+eMSmzQ4ARfvW3qNEbEUXzm4iSue6yhafsGCaqZGxv6VPGMMsxOaN/UGsK5b2sVn9m8oWc/W8M3DmvjFs4X51PZpCvOGKZGy5V5v+/z62Mll/96Pj5zE5c8Vz8kWshRfO6SJXz7bjqPhyuMmlwR5gyDgrbtUMXdgtBDYuzHMkVPL52UwQRBw5NQI+zSV1qs5NQ7n7lLFYdNKrydtDb84ehLLu1waQoW/aRmfc+ZVs29zmAV1If7yUifv3aOuLwjX35lzEsxMlC7PRqvg3Z8qzajW8OFLcMMR3r1bLVPL1MsjpkbZu8EZ9GMQ9bbHlcdNQVEYVXj/6jQXlgmKxmzF5w9o5DcvdHDI5Aj7N4X6tltj+fzmuCk4ZS5bunIeP3xD6UAAreA7hzfz79e7+fBepddhYUtx+bGTmFNdemwV8OtjJ1NvjY8Pd0wKwfv2KC2zuKP4zP4NdOV8poyDdl1OQnlcfswkIgMCt24AWS/gQ3vVlvwmZit+emQzcTU+yl/sPOTrw/JlG7ETsTBEO9tQzz+BmjKd4I4bYMWrMHUG5ux3sdaOEqqpG9X6rhXEujvg33+FZx4pBOPOfCf+vN3JONs/H2E3h7PqNbjht9C2HubvCW9+d+HV27tvhEfvhWgcTj8ff9d9yYQKF5xRN4v1+kvwz99BZzvsdSCceh6ZqnrG6nljX1ne9rfCXH1VNXDmhTB7Abz8Atz0R0h1w4FHwIlvJp2oHfbrKNuLhSHanYR/XwfPPgrVtXDmhfhzdiWzHYOrQ/Xv0XwGa8kzcNOfIJOCA4+CE84aF2Umto5SilimB/X4f+GuGwvvZh17BuaQY0lHEzv0l/oK+9aNevhuuPfmwk3p8WdjDjyCVLgwUkKuacRoS5owtyxL8ZtFSfygMELwzfOqqNf5EW9vSik2+GF+/2In/3ili6itedduNZw8M0GjlUeVedUzhcMzbR7fe7Kd9WmPo6fF+L996whbmp8/285ty1LURyw+tW89BzeHqNqKr+VuL10mxP/WZfnpM0nOnVfFvNoQv3qug+XdLgdPjvKhPeu4dnGSx9Zn+MAetZwyMz7oF5/zWLyeVnz3iTYWtefZtS7EFw5sYFpMs7jD47tPtLE65XH4lCgX7lbL1S90YGvFp/arZ2rIR5vSKx+lFO1BiL+/0s3vX+zC0vC+3Ws5bdbgeRlK0oS5dXmKK18o1Kt39tarRsulzQ/xQnuenz7dzsoelwOaI1y8XwOuHzAjroiz+aMfWmvafIf1mYD/LO/hifUZLt6vkZtf7+bfr/dQHbb45D51vGFKuOJXgsNeHmfdSrj+Gli3CubuCmddRLauCU9bZFWI1rzij0s6uem1HiK24kN71nLCjBi1DF0GeWyWZRTffaKVRW15vnZIE45W/PTpdjZmPI6ZHuOt82u4ZlEHh00Oc/KMOHVW8YdNAmWxJm/xo6faeWhthmlxm88f0MAedRYKw9Juw3cfb+PVLpd9myK8b49a/vFKF8msz1cPaWJZp8v3nmxjbcrjyKlRPrFvPVNCHq7RvJaC7zzRxpKOPHs2hPjcAQ3MikJoHH3NtweHJ1s9vv9kG60ZnyOnxbhgYQ15P2DXGntcteuBAqVZ59pc9nQH/12dZlLM5nP717NPg40Bnmp1+f6THWzMeBzXEuPje9cx2fFGeSqo0SfXM6NPgoJS4cROyCHAyufR2sL4Hr7j0O36rFixYszqu03hYxnGssk74VG9QVdKEfJclJfHD0X6RoLZqvAxFKM1bjha8lRbKUXIzaF8Hz8cwR3BOZK2Rbmy1Frj5DMo38eLxKgwt/SYsTHYucyoHf/h9O9aa5xcBhUEeJHouCszsXUsrXGyacDgRuI77AjBcgr7lgIUbiRWtG9yTSPGgtaaLl9jUNRY/nYftaosm3ZPF+YM7G4jHgkNWt+VUmSMTd5A3Aqwel/nNNqm21fYypDQwbgcbau1piew8AzU2IasDzmjiGlDSAV0+oWgT41thv16pKtsMoEiog0hUwjsFJeRwTWKfFD4fysYOvijte7LS7U1MmVpWRadnipbryzLosO3C3m0FSrwiSqv8nWFtsgYi2ygCClDwjJ0eoVrwIQeus4qpXA8F+3l8UNhXGWVpOeVQ5enCGlDjfa2uAwKx0WjtOq70jQmIGFBjweB79G9biWNjY0V67uvbVK+IqQhyubyUEqRxSIXKGJWYe7CbFCoR7bxKraRvn3DIhMootrgmPETDOxPKUXaWOTR2AqUCcZtuy4nUBY9gSakKKrLm/bLNYqEFaAHeR19ZyLXM6NPvmctxE7IRRfm2IK++VDMGJ/IPdg8p9coj9gxxpCzbLCKuzzPgLdpzr0yFw7GGHJ2aNz1lOXKMggCcna4kNdxGNzyUGN2/CsJgoDcprnYxkeWxAjwgwB/U/+3g9wQDFdh3yr3WUKMtiAISPTOYzcaVdL4HnUKsm6WlRvXE28pfa2+aH1jiOASURR9WUEFHtW90Zfx2pSCICBGAAqMD2EgrOj7wEVVb7lvyXRpjvFwerexycAysqCkvIbKZ9UI1wHf90lUOD6+71ONX5gEqzdt0MuKwCeKT7R3e8Zni469MYZ8mWvI/umOydOgh7/NgcodFwB8qFKQ9bJsyJR+qbY/a1OdNsWbMcYQxivUnd68hfr9rUptpG/fqJC3ccQYQxSPKPTlc7y263K08alWvQ8sBrTNKF6h7u5A+yN2PDJxkhBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJxh7rDAghtj9La2r9PNWJEHYqiVHV5KIJgiAYsb/hmIBQuhuV7sFEYnixBDnLGbHtTzS2gnCqC5XqhlAYL1ZFLhTBGDPWWdtmIePjpLpRmRQmGseNVZHX1hZtQylFOJfBTneDmydIVJOLVeHv+MUjhhBoi3bXIpkPiNmaOscQxR3rbIntyFIQTnejU91gO/ixBNlwbJv7w0BbtHsWydzY1iWlFGlj0+Eq0l5AbUjT4ASowBv1vGwr01umHbmAqK2pdQwJ5Y3auctTNu2episfkHA09U5AyOx45bittNa0+zYdOYNSUBdS1FneFl/3BbpQnpvaSK1jiG1FG3GVTYene8/RipQbEHcUdXZAVPlklUOHq0jmAsKWojEM1cotqTd+X/9vCNsaRxnCWqEVtGZ9akKamK1oz0PKDagOaaqdwraCIIDe+tne+3fqHKjSxfUzr2xSgU3KN4VtOJo6OyBSYb/TOCT7td16x0cHftE6WQr7n3IDakKaetvHUYYO36Y9b8BAXVhRvxXHyCibNk8XnRNjo9jmdjRKKUJuDjvdjcplMfEqcrFqtraXSOOQ9BTdriHhaKodRcY3dOV84o6m1g6IbvXWhRgdEhQUYifnBD7hpc/Bry6Fjo2FhVNmEPv4N8hMnYmP2ua/Ectn0Df+AW7/O3guSimcA4/Cfs+nSUUS27z9iSbi5rAfuA3+eiVk0wBYu+5D/KNfI1VVt0Nf6MVzadRffgX33QaBj9IWoaPeiHPeh0mFY8PahtaaWPs6+OlX4PWXCssS1UQv/ATufoeTs8PbcxfEGOo2Dle90MP3n2wj4xXawXEtMX597GSarPwO3TZEeSEvT+jZR+DaH0F3JwDWrPnE/+9S0g2TCbbymPcQ4soXuvnBGNclpRTrvRDvvXsd968u9PdxR/HFAxu4cH6ChNpxAt4pHP76cpqvPtJKd74Q2Dh0SpRrj5/MFKc0wDPSugjzrcfbuWZREjcAreDNu1Tx/cObqCW3Xf/2eOKhebod3n3XSlZ2F4IRM6sdfnvCFPaqsbCMP8QWCnpwuGZRD999oo10bxs5ZnqM3xy3ZW2kmxDffqKDfZqiPN+a5aoXkmR7n+C9cWacy46ezP2r03zufxtoyxbytmdjmN+dOJW5kc31ppsQv3imi8ueae/7/Ykz43xqvwZWdLu81JHj9NlVfOmhDfxvTQaAhKP5xL71nD2vikkhuH15hk8/sIGOXKF+7t0U5g8nTmVmuPB3OgmzuN3lxtfauXZRkpxvUMCpsxP8/Khm6tTmeqSUYqMf4v33rOOelYW2G7UVn9m/gffvliBB4Xq4LQjx4XvXc/vyFAARS/F/+9bzjoU1nHrTSpZ3Fdr4jCqHq4+fzL61FjbDO0YpHH6/JMU3H28l5RbK5IipMa4+fjKTbDknDqSUIt6TxPzqUtQLTxSWhSNEznkP/rGnk3EiW7StjX6I9929jntXFY5/zFZ8ct96mmM2/3ffegBOnBHn8mMm0SjXKGIcU8lkcsLWzmw2y8qVK2lpaSESGX4nIMSOJLFxNXzm7TDwRBQKw4+vo6eqbpu27xhD+Iar4aY/lqSZhXsTfOp7ZELSvobL0proI3fCLy8tTWyaQvDNq0hH4qOfsREQ9vM4V30fHrqrNPHwE3Hf85lhjS6Np7tRn30HdCdLE790GemF+5JOp6V/39loi18vyfC5BzeWJC2sC/GfN02jRuXHIGPjw854TaOUIv7qC/D1j5QmJqoxP/gjqVj1lm9YW1yxJMPnx0FdSpoQx/5zFa91lgb/fnH0JN45L0zgDy9AMJa01ly/wuNdd64tSZuesHngzS3UjWCZDqzvrrL5/KNJrl7UWbLuSTPjXHts01aNcNsRrciH2PfPr5eMnHc0PH3+bKY7Qx8HpS1+szTLpx/YUJI2vy7EncNsI56y+dLjnWxI+8yqdvjJ0+0l6+zTFOY9u9fxsf+uK1peG9Y88bZZNOocRtv8+PkeLn2srczvI7xn91oOnxrl7FtWsayr9Dh/+/BmTp8d59C/LqfHLR6J1xCxeOytM4hpw++Xplje7fGr5zpKtnHI5Ch/P3kSVb2B+k4T4qQbV7Oko7Qcvnd4Ex9YGKXLtzjj1jU8s7E0KH3xfvW81unyr1e7+5bZGp46bzYzQsXbLNe/a8vi96/k+Oh/15dse06Nwz1nTad2Ap8Ty4nlUuivfgjWrihNfM9nyBx9Gn4wvNBI0oQ48cbVLC1z/C85uJGH1ma4a0UhELxnQ5hbT59C9Q70kGcs7YzXM+OdzCkoxE4sFHjw96tKA4IA+RzcezO23raRgqF0F9z2t7JpasmzWD3Jbdr+RBNOd8GfryifuHEtevXrKLXtozvHgpPqgYfvLp/40J046e7yaf1orVFLni4fEAT4488J946uFDuXNs/iO0+U3hACLOnIs7Jn/AdOxJYJ5zPwh5+XT+zpQj3/OFpv+aVs+1B1KTU6dUkpxSudXtmAIMDXH22lzd2yqRXGSrtv85WHS4OsAKt6PBa1u9v13NXuaX67uDQgCPCf5Sk63B3zvLmlfG3z46fby06l4Qbwi2c7MHroF8XaPItvP16+jSztyLOse3htpN3TXL0oydsWVHPlC6WBNoBnNuaYmrCJWMXHKJkLuHNFGq01ba7mx2UCioXfZ5leZbO8yy0bEAS47Ok2lnd7vHV+6UOEtqzP/WuypALN3Now1yxKlt3GI+sy9I/trejxywYEAb7zRBsdnsWaTFA2IAhw5fNJzltQnB8voHD8hnOMXIuvP9paNu21TpdXOr0d9npxe1BKodevLh8QBPjbbwinhr4O3WRZt182IAiFdvbOXWv6/v18W47V6Qk7DkvsACQoKMROzMrn4PUllVd46Vm0t21PrVQmDe4gTyI3rJGLki2gXHfza97lvPbiVt0Ejwup7vIBaigsH8bFmNYaFj9TeYXlr6B9mbtlZ5T2DMlc5bmWXmjP7bhtQ5SlfQ+Wv1J5hUVPbtUxT3uGzkHq0qK2/KjUJaUUz7VWfq11Y8Yns4NMlJrzC8G/Sp5Yn92uZdqZCwadU3ZtamKcFzK+4on12Yrpj63Pkh5GPC/tGdqzlVd8oW14/W1nPsALQCvV93prOcu6XJpipQHw+9cUgoI9nhn09yu7XZZ1Vb4WXZ/2CQzMqQmVTf/fmjQ53xAY+l5NLuf1rnwhuKQ1i9srt91kLiAfwCvJynnqcQN0mevjx4d5jDJ+oY+o5JnWrFx/96OUguUvV16hO4nKD2+aAa01i9oqr9ue9YlYxe1jSUdOjocYt+TqWYidWGA7mOaplVeYNovA2rapRU04AoNdGNY1yhwaW8DYDsQHmYdxyqwR/UDMqIoOMWdgZOg5BY0xMGNO5RWaphDIRddOKWqpkpEk/c2udqSv2ckYpaFpSuUVZs7bqmMeGSd1yRjD3NrKUyYkHE14kHyOJ46GunDla4EFdc52PXclQoPf0jREd4wRl9sqog1zairXqbk1DpFhFEXEVkTtQdpIzfDaSMIpHBdLFV6NrWRK3KYjW1o/9mgIY4whbqtBfz8pZjMpXvl6tiqksRSsT5cPDu9eH8bRipBV+GhJJVPjhf02xjC7unyAEQp9jK1geqLysXB0oVwGmlvjEB3GHXrY2ly+5cyrCck5sR9jDExuqbxCOALO8D6QaIxh9iDtLGorDMVlP7NKrlHE+CVBQSF2YnknjDr3veUTlYKTz8XbxvOTG6+CQ44rnzi5Bb+2Ydv+wASTjyXgtAvKJ8YSmDkLd9iLCi9ejVmwV9k0s3BvvHjVkNvwfR/2fwM4FS7G3/we8vGtmGNMjHv1js/79qgtm9Ycs9hlmDepYseRiybgLe8rn2g7cPCxhT5hC9U5Ae/dvbZsWnPMYl6NPWpBwT3qQ9RXiNJ8ZK866u0d4yFQg+3zqf3qy6ZVhTQHTops1zKtswNOnll+vt09G8M0Vo7f7FQcfD63f+Xrrk/vV481jK9a19s+H9iztmxaY9RiYe3w+ts6x3DqrAS3vt7DW3Ypf26enrDJ+6Zkrj9Hwzlzq/B9nzo74B0Layr+PuMZdqkNU1shMP2u3WppjFr85aXSV8zDluK02XGiVsALbVnOmlv+WmR2tcOUWGH7xhjm1dg0lxndCPDePWqpc3xmJiymJ8oHK8/dpZqbX+spWf65/etxhvGhkXo74KN7l58XvC6s2bNBgoL9GWMw02dDVW35FU5+C7lhzlFrjGFhrUNjhYcN79i1hn+8vPntlylxm9lV8n1XMX5JUFCInZgxBnfaHLjok2D3OxmFI/Cp75Crbdzmv5HXNubCT2D2PKA4YcoM+PJlZOXrw1vEMxAcfyYc+cbihNoG+PoVZHbggFcuFEF94pswe0HRcjNnIer/LiUXig5rO5l4DVzyS0j0Kwut4dTz8Pd7w1YFCcT4pwOfT+9Xx5vmFvcp0xM2d57ZQqM9MV4PnEiCIMDf8yA48x3FI9LjCfjKz7e6P7QCj8/sX1qXWqpGvy41Wi53ntXClAGjnN66SzUf2asGNYwAznhgAp8LF1bxzoXFx6Q5ZnHXWS00Wtt3P6J4XH7MJA6dUnwe2a0+zPWnTKNa7xjluK2MMcxNwBXHTi4aZRqxFNccP5lZQw/IBwr97cX71HH2gDYyLWFz51ktNFjDm3omYlx+cXQzr3bmOHd+NcfPKA7czqp2uPVNM3g1mS8aoVcT1tx8RgtNTuG42cbjawc3lAR+Z1U7/Ob4qSzrcnlmY4brT21hcqy4LZ01t4p3LKxmclRz/oLqor9TG9bc9qYWGm2fauXxtl2q+MCedRw1vbig5tY43Pqm6dTpzfvdaHvccWZLSdDvTXMTfHa/OnTgU2+53H5mC7Oqi0eVnTwzzmf2b+D6l7v6loUtxRXHTmJuQg0rmKcCjw/vWcNbBwRbp8Rt7jp7Bo3DPEYTSSZWDV+/HOqbihMOO57gtPPYkl6iobfvnjbg+J8xJ8FxLXFueKVwbGdUOfznzBYa5BpFjGPy9WH5so2YAJzAx0l3E6xZgRUKQfNUctEqvBF8zTLiZrG7O6F1HdQ24NfUk43E5SnlVgp7+cKHN9avhngVQV0T2VgVwQ5enkopIrk0VlcHtG+E+ib86jqy4dgW1RULQzjTg27bANk0TJpOPpYg3/v1Yunfd15pHNpdxfIul4aIxeSYpt7ydtzX6kfIzlznQ75LKJOCdSshEsU0TCIbrRrGWJrBldSlqKbeHv26pJSiPXBYlw5ozxa+0lrnBMS26BZ1fMhg0+FqXu9yqQ1bTI1p6iy38nyyW6lSfe8xDq35wvyGk2M2zRFFjXYn3LWIpyySnsXr3R4KmFVtU2v52GbLWs1I9bc9xqEtD64pzC+4uselOWoxKVrYXrvv0O0V5uCrCWtmJGwaLBdliv9OGofWvGJZl0tdxCLhaKpCGtc3vNqZZ1aVTcS2WJf22JjxmVntUBNSVCsPB58cNh2e5rUul7ijaYlb1Fse9P4dpRRdgUOPr+h2DWtSLpNjNlOiitoy9UhrTbtnszZTaLszqx3qHVP0pWulFB2Bw7pMQGvGZ0aVTUMIwiog6Vss6/IwwOwqm1q7/DEarH9PY5PsbXN1EYspUU29NfHq/HBppYhkutEdbdDTCc1TcePV5OwtH06stabdt1mTDmjNBkyN21SHNDkvYHm3S2Nvm6mbgH3QttiZr2fGKwkKSoUTE0Q2m2X16tVMmzZN6rvY6Un/LiYaqfNiIpH6LiYSqe9iIpH6Pvrk9WEhJpCJPpJGCCGEEEIIIYQQBRIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYe6wzIIQYfbZto4KAQCl83x/r7OzULMtCG7PdynqiHkvLsghQaMyE2u+JZKi2o5TC1hqlNUZpNIa862KMGYPc7nxs20aZAC8wQ5apUgqtLVAQ+P6g69u2TQAQBARBMLKZ3klorUFrNOB53lhnZ9RorbFsG4PC+N6gfXsoFKK2rh7HcfqWlatbWmssBQaFN87PFSPdNobTLgfWtS1py0Nta1tYloWybDTguvnt3q9vKnsNff8dzj4opdCWBQaCwO+9NqHoGA5cZ9O+DHYd078sjTHYoTCJRGLY+2PZNlpbBCaAIOjb/mDHaGDapjJRRq6zhNjZSVBQiAmkPhGjIduNuv06WLMM9jgQDjiCdLyGQG6kR5SFIdqdhP/9B15fAvN2h8NOIJOoZSQurezAJ9LdAffeMqGOpVEW6z2Lv73YzRMbshw4KcJbdqmi2fZQRgIMOwMLiPYk4aE74ZVFMHshvOEkMlW1+CgAorkM1roVrLWrecKr4g8rAqodxfsXxplTZRGxdt42sL1F3Cz2xrVw5z8hkyJ85BsJ5uxKOhIvu36XCbGkw+OaxR0AvGf3GhbU2FQrt2i9lHFYnjZctShJRzbgggXVHNAcok5LIHcTpRRtQYj7V2T412s9TI3bvGf3GqZGDFF27uBgF2E2Zgx/XtLJK50uh0+J8qY5CSY7LqZfgMxVFhvyFr9/sZMlSYejpvq8aW6c7rzP1U91sqLH4/RZcY6ZHmOG14F6/gl49F6ob4TjzyJf20jeDo3hnpbKYrM2q7hmcSH/Z8yOc/S0KI3W1reNcu1yYY1NVW+7VErRHjg8sTbHn19K0hzTfHyfBlZ0u/x2cQdawXt3r2F+9ebfVKKUoiNweGJtnj+9lKQuonnf7rXMiCviDP7bgbTWrPdC3P56D3et7GB6wubCXWuZHFVUk9uqshhMHpt1ecXtL/dwyJQ4D67J8Mi6DLvWhXjHwmomhXxsU/6qrds4LEn6XLO4g8DAO3etQRFw7eIkZ85JcNjkCCFteCnpc9WiDtzA8K7datizPkzaN/xtSTePr89yQHOEt8yvYpLtYynDRs/hP8tSrEp5nDariv8sT/H0xiwHNNXylqYqJim/4vVOj3F4rSfgN4s6SLuGM+ZUMa82xPS4gxcY7lye4rblaWZX27xr1xqmhAPCKqA9cHh8TY6/LE1y5NQox8xIcN3znbzYkefIqVHOmJOg2S5ui0KInYdKJpMT9kosm82ycuVKWlpaiEQiY50dIbarIJcjvvQZrB9/Afqf1ONV8M2rSDVMlhuzEaKVIrb8Jfj6R8Drd0EcCsPXryA9fe42jQKwTUDkxafgB5+dUMdSKcUzXZoT/7mSnL95/8KW4s6zWti7Oujbb+nfd0xaKWKrX4OvfhDy/W4AbQe++kvSMxcQyabQl3+TNW/6AKc9H+W5tuKbzo8sjHHJQfWEJ1hgcCTqfMTNYl9/Ndz296LlZtZ8+MJPSA0IDHaaEO+7Zz13rEgXLT9tdpxfHdVMtcoDkDYO33+mk58+01G03u71YW49Yxq1auRv9ndEG4Mwx1y/glU9xQHAHx7RzNvnRYiMyCOl8aeLCPetyXDRHWvo17VTFdLcffYMFsQ8jDH4WNy/0eecW1cT9K533oJq9mqM8IUHNxRtc0rc5r6jwsz52tsh3bM54aKLyR/5RvKWw3iQx+Yfy7J8+N71RcunxG3+e04Lk6z8Fm9zOO2yw4R5442rWNJR2P5vT5zKtYuT3Leq+DdvmpPg50c2lgT5++swYU69aRWL24vz+sl96vjMPjXEhggqbqKUYmU+xNHXL6c1s7muK+AXx0zmtFkxakYwMOgqi9tWuXzl4VZ+ccxkLrh9NV35zddUloIbTpvGEU0aPSAI12VCfPi+Ddzyeqpo+THTY7x91xrec+daZlc7/OHkaRx7/XLyvRV7j4Yw3zqsibf+ezXZAdcx95zdQm3Y4sh/rKClyuHzBzbwzv+s6fstQMRS3HX2DPaqLh1N2mMcvvxoB799sbNo+f7NEX530lSOvX45G9LFfci1x0/h6JYYb/zXSpZ05DlyWowLd6vh/XetLWqL1SHNvefMYF7U2ymvL8X4Itfwo0/mFBRigki4WayffbU4iASQ6oZffI1wPjM2GdsJRTLd8MPPFQcEoRDk+NEXiKS7t2n74UwP/OTLE+5YtvsOb/33mqKAIEDON7zttjV0+OPjJk9svUimB370+eKAIBTa0o++QCSXQS95Bt/Ate1VJQFBgF8uSfN6p1t4FUpsEXvjupKAIIBathT135uxlepbprXmwXXZksADwC2vp3hsQ77vGKzMmJKAIMCi9hxXLuoEbY3gXuyYXGXzlYc3lgQEAT79wAba3Z20jLTFypTPh+9dx4Cune58wEV3rKUrKLzY1BFYXHD7mr6AoALevrCGLw4ICAKsTXl8elFAz/HnFif89seEUl3bYUe2Trun+ciAgCAU8v/5BzeSV1v2Utdw2qWybH75XLIvILh7Q5i2rF8SEAS48bUenmp1Uf3afvEftPj1C50lAUGAnzzTwarM8ANIaWPz0XvXFQUEAQzwf/etoy1nRrRfT3oW775rLR/bp54vPLihKCAI4Bs4//Y1dPjFx0BrzWMb8iUBQYB7V6XpzgcsrAvxepfLlc93cM68qr70i/dr4EP3rCsKCELhOua+1Rk+dO962rI+F+9Xz8f/u64oIAiQ9Q3n3b6a9gF5UkqxtMsvCQgCPLkhy/UvdzOvpnSE7HvvXsvatN9XFz6+T+HvDmyLXfmAC+9YS5eRlwyF2BnJFbMQE4BSCrV2BeSz5Vd49UWs/k/SxTbRXUnoLL0BBqB1Hbpn629IlFKoNRPzWLblDOvS5V+hW5PyaMvJ0+sdne7phNbSG2QAkm1Y2RTceh0b33AGv3618uiTK5ekCAc79+uWI822bbjrn5VX+M/1OJnNfUsq0Pz82WTF1X/2bAcZo7Ftm9+9WLnPu/KFJElvJw14bYFOX/OPVyo/MLpjRWqnDHR3ehYru1268+VHzy9uz5H0CgGp1zo90t7mfn5hfYhnW3NU6vlvWZGhfd+jSxOeemhclKXWmvtWpyvm/8bXeujytyyfw2mXSc/i6kWb1zljThXXvVQaTNr8myR5yrfRpG9xVb9tDfS7F7sKfcswJH3Nf1eXBiYBvAAeWZshHYxMX6GU4skNObwA5tY6vNBWfgRiyjUs6y4+l2QCzc+fq3CNB1y3tIs3zS0EAv+2tIsz5mwOCtZFNGtS5c9NC+vD3N+7/wlHl4zq22Rld+n1jtEWlz+frJinPyzp5Kx51SXLfQOPrs0wu9oh7igyXkDKLV8jX2jLkdzygatCiB3A2J8RhRCjo1IQqZeSSYRHzsARggP5WzbHToncxDyWbjB40M+VV1p2fP4QgTzfg1yWwAmR9iq/gt/lgxmivohiyhjIlI586ZPLovqFL3zDoMcg4wVsit905Sv3SRkvqBgUmUiMKQQ+KunOB5VHa+3ADIPXIwAvMCilStYLWYq0W/m3gQGPMmWWTY2bsuwZKv9bONPIcNplYZ3NrS5kqaJ/D5Tu15YHMoZBj8FgbX8gb4g+u8crfFRtJCilSPWW01BlnPZMUX3xh9jntBsQsgrr53yDrfv9dpC/tWl0nhpGngaWVWCgp0Iwry9PFe76014hv45WZAapBwwjX0KIHZMEBYWYAIwx0DIHKl1MNTQTxIb/VTMxOFPbUJg/sJxIDFNVt/XbNgZmTMxj2RTVRO3y+x13FE0ROaXt6ExVHURi5RNDYUyiGg47gbrnH+JNLRXaGPDO2SF8W14n3xJeEMBRp1Re4aCjcfsdmyrL8JZdSkeebPK2+dVU6cJXL8+bX3m902dXkbDkTjNuGQ6ZHK2YfuLM+E75BdCEFTCvNoRV4ZTWFLWoDSmMMSysCxWF+Ja05zlgUuUy26cpQs2ql0oT9j18XJRlEAQcPb38B3wA9muOkNjCuVGH0y5rnYDTZm/+uw+tSXPSzMr5OH9+NXFdvo0mrIDT51S+5jhvQfWwy7rWUexSW/kjMIdNiRFTI3PcgiDgoN66k3IDJsXKj0DUCubXOkXz6CWsgLcN0qedPCvBg2sK07gc2xLnsXWbp3RRqnC9Uk5rxmNujYOhEKiNVGgUCUfTOOB6xybg7Quryq4PcMrsBA+uLT+1zKFTYrzWmSeZC5iWsNEV2uKkWKEtCiF2PnIHJcQEkQnFCE49r3ziB75ANlb5YkJsmVwsARd8pHziuy4upG+DfLQKTr+gfOJOfCzrLJ/vHd5UNu37hzdTZ439TZ7YNrlYFbzrk+UT3/5RsnYYc+TJRJ9/mC/uUpj8fKB9G0PsNyWOK19J3CLGGIJZCzCzF5YmxhJwzrtx+102msDnbbtUMTVe+mpgS5XNWXMTBEHh4z971DscNKl0svCEo7nkoAYcI696x5XHz45qxilzZX767ATTojvnzbhtPKbELD62T33Z9J8dPZl6q1A/6uyAT++/eb2cb3iuNcsZZYJSloJf7mPRcPM1xQkHHIFfV/48MhYmR+DceaXnbFvDz4+aRJXesrYxnHapfZdvHNLUF5y6a0WK42ckmFLmNzOrHU6bFav4cTTHeFxyUCOJMhX3oEkRdq9zhv1hihrt8stjJpcNSl2woJopMQuCkTvPN4QC3r17DZc/18HXD20uu87n9m+g1i7e9yAIOGtughlVpQ+epsZtjpwW456VKcKW4jP7N3BNv9err1mU5MsHla9/CUdx+bGF/f/d4iSfO7Cx7Ho/PKKJeru4HIIg4PDJEXarLw2q1oU1H927nhtfLZ3G4aJdq5kWt/pGNt7wSjcf3qv8g+tfHD2Zelv6aiF2RvL1YfmyjZggstksVqqb2pUvo66/GtrWw+xd4e0fIdc8HdeSyYNHUtjL4bz+EvzlCli3AqbOggs+gtsyl5xd+Un4cEXdLNbip+EfV02oY5nG5pl2n0seaeXlZJ75tSEuPbSJveo0MTZfrEr/vuMKe3mcFa/An38Fa5bB5Blw3gdxZy8gZ4dRShFPdRE8dDev73k033nZcNPKHDFb8cGFcS7crZYap/TLjDu7karz8WwKdd+tcMf1kM3AQUfD2e8iXV1PMODmXinFRj/EL57r4E9LulAK3rGwhg/vVUujzhcFA5ImzJ+XdnP58x305ANOn1PFFw6oZ4rjgZlYx6qSAIuVOc3XHm3l3lVpGiIWF+9bz+mz41SP4FdXxx2lafUdHliT5SdPt7G822XPhjDfPKyZXasg3K9vT+Hwv3V5Ln2sjZU9Lvs3R/jFMZN5YHWaHz7ZzoaMxxFTY3zjkEYWeO2Ef/9jeOEJqKqB099OcNBRpEOVRxeOhW5C/Ht5hh8+1c7GjMcbevM/M+pjbUXb6GuXz3bwp5cqtEulWePafOuxNv69rIdd60P87Ogp/G5xkuuWdqEVvHNhDR/aq5aGAW259A9q1ro23368jVte7yER0nxozzouWFC1xV8LdpXNqynFVx7eyGPrM0yJ2Xxsn3pOnhmnUedG/Mu3PYS4c1WGJe0uB06JctnT7TzXmmVGlcNXDmzg8Mkh4pRO+aKUojUI8avnkvxhSSfGwFvmV3P23Co+cd86FtaHueSgRqpDmsufT/LbxZ14xvC2+VV8ct8GXk7m+crDG1mazLNLbYhvHNLIPvUWDobX04ovP9zKoVOjzK0JcdnT7bzSmWdBXZhLD2lgrzqLKKXBOaUU7UGIaxd3cdWiJFnfcOrsBO/do5aGkCLjw1ce3sjD6zJMjtl87oB6TpgeJaE81varC984tInqkMUPn2pjRbfL3o0RvnVoI/OrILyTfgFdjC9yDT/6JCgoFU5MEJvq+6xZs6gyHtr38Z0QeSc84hdZokApRTifQXsevu2QD0VGtKy11oSyqQl3LJVS9BibfKAIKUNCeyX7Lf37jk0pRSifxfJcAtsmF4qWHGMbCGVT5JwIHYTQJqAupCbsCMGRrPOWVoTSPShjcKOxohGC5Rhtk/Q0CqixA1SFj7wobZH0NAFQZRts+RhMWXllk/IVloJay58wAe7AcuhwNb6BhG2I45Y9p2mtac9DTzZHTSREtVPoM5K+hW8UMR30BRJDgYedy2K0Jh9N4I/TstRal83/thhOu/SUTbevUEC9E+AZRaenAUOtHaC2YGSeq2x6fIUGau0As5Wj+pRSZHD68tUUCjBDzdW8DTaVPSiUUnjGYGOoGUbbK5SxAhR1jqHTK8zvl7DM5hHQvf2eQVFj++jAL1zHBDZ5owhpQ0Jtvo5RSpExNplAEbJAGch4PtmeLppiDqHQ4A+WlbZI+hauUYQ1WPjEe1+7zmCR8TWWMiV9S/+60BAyJF2FZxQRHRBT/oS4vhTjg1zDj76ddziJEKIs3/fJRvo9JZeT/HZjjCHrRMDpWzCi2w+CgGxo4h1LYwo3i3G96d9jmx8x8owx5JwwOOFNC0rW8QAvUpgHq7p39MJQH6MRw+MHhkyk8hxjA6nAo25T3HCQe2gT+NRof8j1JrqQ8fo+CjBOY1jbhfZdGjbVI0PFD9AEQUDEy7Jx7UoaW1owduGBW7UKGPhdkby2yUcTm364vbK+zYIgKJv/bTGcdmmbzesEfmFeqeG05XKcftvalsG/xhgi5Nk0bd72nl2gr+w3UZuWD/3bojL2oUb1/r5/5Q18agf0e8YY4solrjb9e/Pqhf13C/vfu1x7Wdo3riFoaRkyTybwqVF+UV3atP0IXl+5Dty//nXB96Bq074g11lC7OxkTkEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4wEBYUQQgghhBBCCCGEmGAkKCiEEEIIIYQQQgghxAQjQUEhhBBCCCGEEEIIISYYCQoKIYQQQgghhBBCCDHBSFBQCCGEEEIIIYQQQogJRoKCQgghhBBCCCGEEEJMMBIUFEIIIYQQQgghhBBigpGgoBBCCCGEEEIIIYQQE4w91hkQQgghJjJLK8KpLlQuC06IfKwKV8kzu00cExBKd4Obx4Qj5OI1+EEw1tnCUzYdnibnG2K2osH2MYE/1tkal5RShPNZrEwKMPjROLlQFGPMWGdtVLi9dSXjQ9hShDWgFDk/QAO1dkDIeFu83aJyNYYgGicbjuJi9dXNuK2otz3MIG1Ga027Z9PtGcKW6suPr23aXU22dzvbq45rren0Lbo8sJSi2jbElVdUP3LKJulp3MBQZSvi9paX12jSWtPhF8rU0YUyDW/hMVZKkcGh3VXkA0PM1tQ6hh7XkPI29zuM435Ha02ytxwspaixA2LK36q2r5QiZWy6PIVvDNU21Fg+wSieD5RS9BibLlcBUO0YEgPq6vb4mzknRmLGfDrtEBtdQ0hDtVUoS6VUUfupsQ2xLcjTwPZXYxsSVkCba9HjG0JaUWMFhCmuv6NVFoG2aHctsr4haisa5VwrxIiToKAQQggxRiJuDvvRe+C6X0N3EmyH8DGnETr3faTCsbHO3piLZ1Oov/4a7v83eB6qpo7o+R/B2/8Isk54zPLVSZhLH23j90u6yPuGxqjF1w9u5MzZUeK4Y5av8chSEN24Bi6/FF5ZDIA9ewH2h75MZtJ0fNQY53D7UUrRFoT43P82csMr3fgGpiVsvnBgIyk3YPeGMF99eCPTEjY/OqKZZis/7BtqS0G0dS3mim+hlj5fWDZ7PtEPfplftTfylcc78AKYFLP47uHNnDQ9RIzSoFQGm3tXu3z6gbWsSXlYCt42v5pvHNbE9x5t47cvdpL3DQ0Ri68e3MA5c2IjWsd9pXmuU/HBe9ayuD0HwBHTovzq6MnMCBf+zgYvxCceWM+/X09hgFnVDj87qpk5tQ0jlo+RlMPisQ0BH7tvFcu6XBRw6uwEPzmimWZ7eMdYa83KnM1H/7uee1elAVhQF+LbhzUzNW7zzjvWsD7t8dn967loYRUJ8tt5r7aci8Wz7YYP/3c1SzsK+TuuJcbPj57E9JC3RcE8pRTLcw4fvGcdD63NALBHQ5grjp3MrlUKy4xCkEhpXk5bfOCedTy5IQvAfs0Rfn3sJObFApQZ+eCkUZqlKc1fXurmwClRvvbIqpKy7MoHXHTHGpb0Lj9qWoxfHTOJlvDQZewpi+eT8KF7in//4yMn8Zn/reeelWm0gtNmJ/jxEc00beqjRqksugjz/Sc6uOqFJFnfUBvWfOnARs7bJUZCzrVCjBiVTCYnxmPaMrLZLCtXrqSlpYVIJDLW2RFiu5L6LiaSHaG+20oR+e9NcM2PStLMngcS/N+lZJzxmffREM1n0T/6LGrJc6WJH/wSmcNPxA9G/xKmB4cL7ljPfaszJWmXHdXMRfMiYzKKYbzW+URPEj51HmQHlJcTgh//hZ7q8RnYGQmdJsRJN67uu9nu78rjpnDN4iRfO6SJN/5zBbOqHe45ezp1anjBnUQqCRefD9l0cYLtsPLSP7LwLp+cv7l9/P7EKZzZYhcFCbTW3LEu4M23ri7axHcOb+b25T3ct2rAtoEfHtHMe+dHRmx02rKcwwHXLcMbEEOoC2sef9ssLGU48vqVrOwuDWje8aap7JNwCYVCI5KXkaCU4smk4tgbVpaktVTZ3H9Oy7COcVsQ5uC/Lac1U1zOWsFNZ7SggVNuLPyNz+5fz2f3qcIOxs/oSaUUS1IWh/5tOQO76eaYxcPnzqRB54a9vY1BmP3/soyufHFFcTQ8ed5sZoS2f1B0nRdi378sI+MV71DUVjx93iwm2yOfh7VeiONvWMmvjp3CWbesLCnLpqjFb46fypk3F9e3hojFo2+dSeMQZfxq1uGg65bhD9huQ8TidydN5bQbN293VrXDvb19VKWyiFiKp8+fxZQRKIs0Dh+8r5WbXuspSfvawY18fI84ehzVeTFyxuv1zM5M3k8SQgghxkAo1QV/vbJsmnr+cazO9lHO0fhidWwsHxAE+POvCKe6RjdDvdZnKBsQBPjaI620etYo52j8shVw179KA4IAbh5u+QsOO+ezaaUUL3d6ZQOCAN97opULFtRw27IeTpgZ5/Uul+fb8ig19MhJWyu45+bSgCCA59J0x585f07xjdTnH9xIm1f8glC7b/GZBzYULXM07FYfLhsQBLj0sVbaRqiOu8rm0sdaSwKCAB25gLtXpnhyY75sQBDg8w+3k9FjN2K4nB5j8+n/bSybtrLb48kNQx9jy7K4fUWqJCAIEBj42TPteAb2aSoc48ue6aDDHV+3dBlj8+WHW0uCWAAb0j53r0yj9fDyrC2Lvy7tLgkIArgBfPeJNly1fV9+M9rmiueTJUEwgIxn+NVzSYwe2TwE2ubnz3bwtgU1/OyZ9rJluTHjs7g911cXNmnL+vx7WQ+WVbmt5pTN1x5pLQkIbvr9E+uzHDhp83aXdbk815YHy+aKF8qXRdY3/PK5JMEIlEV7XpUNCAJ8/8k22sZZnRdiRyatSQghhBgDOpuCVHflFVYvG1aAYGektYblL1deoasDVS7QtJ0ppVjUXnnkRUcuoMfdOYNcW8PK5+CFxyuvsPgprFx29DI0irTWfa85lvNqp8ukmM3j6zLsVl8IbP139fACJVY+B88/UTE98tIzHFZbHEBZk/LIDLj7z/mK17uKX8Fritq81lV5lE9nLqB7hOp4ylc8tLby8V/e7XHXylTF9Kc2ZHEZX0H4XKB4akPlfbpnVWrQQA1AgOI/yyvv9+PrMhhj2K2+MEIy5xuSZQJmYykTKB5ZV7n+37Y8BcOcOzcbqEHrwYNrM6T97XuuTPuK/1Z4GARw35o0qREeIJ7y4f7VGXatD/H4+sp/u9CHlI6W/c+KNP4gt/ppXw3aRz2+PsNuDcVB93tXpkkHmvtWVf7d/avTpEegLF7vrvx6cNozdLnjq84LsSOToKAQQggxBkwoDIMFAGoaJsyHGAYyxkB9c+UVLBvG4JVBYwxT4pVHQGgFEXtiBnLLCWwbGiZVXqGuCWPvnNNbG2OYUeVUTI87CjcwTI7btGcLd9CzqkLDavOB7UBD5fZh6hpZky/uW8KWwtHFddPWhXz01+0GNEWHqOPWyNRxRzNoe0o4mjnVldt5U9QadzcyWhXyVcmsamfIY6wxzKquXHcmx20CA+25zUGRqDW+SsJSg/eVs6sd9DCrUUjBjETlbU2O2TjbefdD2jB1kP2ZGrcLHxAaQWFdmIO0IxcMWpaT43ZRXdhkVpWDReXAma0Gb3+TY5v7pr5tVjuElGH6IMdjatwmNAJl0RgZPHges8dXnRdiRyatSQghhBgDXqwKDjq6fGJ1HcGkqaOan/HEGIOZNhPiVeVXOOx48tEKadvZ3Gqb+go3K2fPq6LOltELm3jahtMvqLzC2ReSt8fPfHAjKQgCDp8aJVwhgPaOXWv5x8tdnLeghn+92o2t4aSZsWF9fMFFwennV0xff/I7ufLV4lE2F+5aQ71TvO06O+B9e9QWLevOBygqB7ZOn50o2c7WqtI+nz+gvmL6STPinDE7TqUY5Cf3qaVaDX9eutFQZ/l8ar/y+2QpOGN2At8ffBiV7/u8Z/faiunv3aOOurDF3SsKr1YeNiVKfWh8PUCqtXw+V6EcFHDRbtV43jDngws8Prp3XcXkLxxQT1xt37nlQvh8psL+AHxmv3pCjOxQwXDv3/zjkmTF+qCAU2Yl+upCf+/bo2bQulZj+XxhkPb3prlV3NFvxKqt4Y0z4zjGq1jHAT6zfz3hESiLKTHNtArBx+NaYtTKuVaIESNBQSGEEGIM5LSNuehizOz5xQmJarjkF2Rj1WOTsXEiE6uCS34B8UTRcjN3N8zbP4arx+a1wQbL5fY3Tad2wLCQfZrC/ODwJkJGJj7fxBiDO3k6vP1jMPBV+De/B2/63J16NGyD5XLrGdOJDRg9euS0GCfMiLNnQ5gH16TJ+YZ/nTadRnv4dcdtngYXfqJktLF/1ru4zWphdc/mbR02JcoXD6jHGjApvw48PrlPHcdML/7S+Y+ebOXGM1pKgt97NYb5yZHNI1bHgyDgsElhPrJXbdFyS8Hlx0xiWtTQ6Phcf+o0QgMig2fNTXDODAfPHV9fIDWBzwXzE5w1t/ihRchS/OPUaTQ6wwuWTAn5XHPCFAYOhjpvQTUHT4py1aIkbgDzakP89oQp2z0otqWCIOCkGVEu2rX4PGZr+N2JU5i8hUHMlhj87KjmktGFn9injgOahh59ua2MMSyo0Xz9kMai76UrCh+9WFhjjXgejDHsVmvxptkJqsMWb51fWpbXnjiF1d15+r9Jaym46rjJTAkPHjQLgoCjpkZ4/x41RcstBZcdNYkbXunq+1hR2FKFPsrxMMYwv1pxaZmy+OrBDew6QmVRb3ncesb0kgcUC+pC/PrYyUTLfE1dCLF15OvD8mUbMUFIfRcTyY5U36P5DFbbelj+CjROxkydSSZeTbATB0uGSyuIprpQq5dB63qYvQC/rolMODqm+VJK0eo7LOlwWdXjsldjhGkxTfUwvxy7PYznOu/4LuF0D7z8AgQBLNiTfDSx044S7C9Qmnbf5rm2POtTPrs3hrEV1IQslne7ZLyAvRpD1GsfawtH1zi+Rzjdvblc5+9BPl7NWhVncbvLmpTLPk0RpkYVVapy8KwHh7UZw1MbskyK2ezREKLR9mn3LJYkXVZ0u+zZEKYlrqkeZDtbK4NNm6t5dF2GiKU4YFKEOsvvG3nlK4t2z+LZ1hztuYADJ0VosHw2LFvK9OnTx119B0jhsCEHj6/PUh/W7N0Ypt72sczwj7GLRbtv8/iGLMlswEGTI9SFLdqzHk9vzLJrXZhZVRa12h23wfU0Nq15xaPrsiQcxf7NEepsH2cLymGTPBYdvsXj67PkfcPBk6PUO8GoBody2HR4mkfXZzEGDp4cod4OCG/HPGSxaXcVGzI+EdviudYcCUdxQHOYOtvHNYp2V/PIugwxW3FAc4Tafu1nKGls2l3Nw2szxJ3C72MWbMwZHluXpTFqsVdjiAbto/ttM4dFh2cVlUWdHRAZwbLQWtPq2bzc6fJ6l8vu9WFmJMZ3nRfbbjxfz+ysJCgoFU5MEFLfxUSyI9Z3rXXhtVm50C2hlEIpNaxXK0fTeMrXjlDnN31EYzyU12jbVFeAvnY+Um2+XD3cmrpZLj+jWceHKo/+edkR6juMTL+ulEJrTRAEGGPGVb8zXCN5fhsP+z/afVk2m2XDhg1MmTKFcDhctiy3tYzL/X442xyNshgPx1yMnh2lf9+Z7JyzOwshhBA7GLnYrWy8BkvHa77Gq4lcx8vVlZEqj3Lb3pq6WS4/o1nHhyqPHbG9jcQxNsYUzQ03Ucthk/Gw/2PRl+VyOXzfr/i3tzVP5X4/nG2ORlmMh2MuxM5M5hQUQgghhBBCCCGEEGKCkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYCQoKIQQQgghhBBCCCHEBCNBQSGEEEIIIYQQQgghJhgJCgohhBBCCCGEEEIIMcFIUFAIIYQQQgghhBBCiAlGgoJCCCGEEEIIIYQQQkwwEhQUQgghhBBCCCGEEGKCkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYCQoKIQQQgghhBBCCCHEBCNBQSGEEEIIIYQQQgghJhh7rDMghBBCjDdKKbQuPDfzfX+MczP+WZYFQBAEGGO2ahtaa5RSGGNQSgFS9iNNKYVlWQRBQBAEY52dncam+r8j1deRaLPj2Y54TMba1tQJrTVa62H1KYOtuyXbGcxw9mFr64Zt22it8TyvJI/bcs1QLj8jVR4jqVK5SVsTYscnQUEhhBCin1gujV6zHJ56EGrq4aCjyMVrcC05ZQ7k+B7hVBc8cT90bIR9DiOYPotMJDHsm0oLQzTVBc8/gZo8FXwf88wjkKiBg48mX1VL3nK2857s3LTWRFNdqFcXwZLnYPos2PMgMvEa5DZu66WNw7oc3PBqN65vOGteFdNjigTuWGetojwWra7FjS/1sCHjccqsBPNrHGpUfqyzNiIy2GzIKf75ag89bsAZcxLMTmiq1Pg9JmPNxaLNs7jllR5WdXucODPObnUh6rRbuR9Xmlbf5r8rMrzQluPASREOmRyhyS4NmGmtafUcHl2b5dF1PezeEObo6TGaLBeFodV3eHhNlsfXZ9mnKcIRUyM0Wh6Y4QfDcli0uRY3Le1hfbp8ve42IV7v8bnptR6qQpoz5yRoDhuieINuO4PDhrzm+sVddGR93jg7wYLaCI06B0BH4LCozeXOFd3MqHI4ZVacBsfHMYP3riljsyYL/3y1B2PgrLkJZsWgLt2OWvwULHsZ5u2Gmb8nrhMddlmMtJRxWJ0x3PBqD5aCs+ZWMSUCKFiTMUX5nxZVxKWtCbHDUclkcud7PDhM2WyWlStX0tLSQiQSGevsCLFdSX0XE8nW1vd4NgXfvRj1+kubFyoFH/kquf3eIIHBfuzAI/LsI3DZV6DfjaOZOQ+++FNSkcSQ27CA6PKX4NKPoT/1HYLrr4WXXyhe6T2fJX/YCeRtCQwOplKdV0oR72yFr7wfkm2bfxAKw1d/RaZlLv6EvRLceikcvv1kkl8+lyxa/tZdqvjhGxqpYvwF2fJY/GtFnvffva5o+X7NEW44dSq15MYoZ1uuXH1PY/PrxT18/dG2onVPnBHjquMmUT0Oj8lY85TFPet83nbbaoJ+/cD8uhC3v2k69aq0TiileDFlcdwNK0i5m3/UELG495wZzAxvDiYqpViZdzj6+hW0ZjYHyWK24oFzZ2IpOOb6FXTkNgcAq0Kae86ewfyYN6yHSzksbl6R570D6vW+TWH+edo0asnRRZh337WOu1ami9b5xiGNvHfXOLEKgcGMcvjLK2kuvn9D0fIDJ0W47o3TAMPJ/1rFy8nNdUsr+Nsp0ziqWeNQPrDZQ4ivPtbO1Ys6+5YtrHN48IAsNd/8EGRSm1dOVGO+cSWLe3JMmjRpVK/hu43DFx9p5w9LuoqWv3f3Wk6dk+Csm1cVLb9w12q+eXC9BOHFNpF71tEncwoKIYQQFIbOq5v/VBwQhELA65dfJ5zqLPu7iSqS6oafXVIUEARQy19B3fDbijdDRdtId8F3Lobd98csfro0IAhw9fcJdbePVLYnnHA+Az/7anFAECCfg+98knC6e2wytgNTSvFi0i8JCAL89eVuHlqX63uVcDzZ6FolAUGApzZk+fmzSYzasR96rEhTEhAEuGNFmpteT4/LYzLW2j2L8wYEBAGWduT56iOtuGXqRLvvcObNq4sCggBtWZ+33baGrmDzb7oCm/NvX1MUEARIe4YnNuR4y21rigKCAN35gLNuWUVHMLwHQa2uVRIQBHh6Y46fPZMEy+H6V3tKAoIAlzzSyupM5W2vy6qSgCDA4+uz/OaFJH9b2l0UEAQIDLztttV0+OXbk1KK59rdooAgwE/2tKj58aeLA4IAPV2oH36OafHRHS2olOKJVrckIAhw1aIkHdmAqfHiffzdi1083eb2TQEihNgxyNlRCCGEAEKZHrjzhvKJxsAT/+ubO2ei01rDsw9DpbmO7r2Z0MAbmzLU2pWQSaHecCLm3lsqr/jAHVL2W8lO95QPtgL0dKFb149uhnYCrrL46TMdFdN/9HQHPcH4qq+WZfGv13oqpv/6+SRJf8e9LdCWzZUvJCum//SZDpL++DomY01rzQNrMhVHCl+3tItOr7RObMgGrEuXH1m3uD1He78YWYcLz7WWH4HaHLNY2lF+9OaqHo/W7NCjBC3L4ubXB6nXL3Sw0dVcNkh7/c0Lndh2aQDPtm2uW1oaENvkyheSTIqXD/x5ATy8Nls2EJ3D4sdPleZnV90DbaUBSADWLCfuje5I3oyx+VGZfG7y55c6OWteVcnyHz3dQUZmKBNih7Ljnv2FEEKIEaRMALls5RU6S0egTFRKKehMVl4hn6scMOy/jVTvKLVwdPP/l5NslZEHW8sd4pXJdLeU7RbyDLRnK88X1pH18cbZK9lKKTZWCOQA9LjBMMb2jl8BsDEz+DHxjdTz/pRSJSP4+nMDytbj9BCVO9cvypgfZG4Cd4gJTTPe8Grkhkzlep1yDQZFMlf5j23I+GXr/lBtJpnziTmVb6U3Zsv/1jPQMSA/WoFyhwj6eaP7+rtnGLTckjmfeJn978j6eAOHngohxjUJCgohhBCA74Qx8/esvMJ+h4+brwCOtSAIYO+DKq8wZyG+Ex50G8YYmDG38I9XF8Me+1de+eBj5MuGWymIV0GiunyiUjB15k759dntKaYCzpxbec7MU2fHqbLGV5n6vs8psyrn+fApUaJ6fOV5S2gT8Oa5paOWNjlxRpwqS/rv/nzf58hpsYrpu9aHiJepx1PjFlaF+GrcUdRHNt9e1oU1VaHyt5u2hqhdfkO2hkmxoUebBUHAG2dWrteHTokS1QEnzIhXXOfceYmyD7E8z+OMOZXr1LEtcV7vrDx33hFTY2WvGeLacMac4jwHBrrj9VBp3uJQBD9eoR/fThJWwKmzKpfb0dPjPLm+9EHq6bMTJMZZ/yeEGJwEBYUQQgggF4qg3v0pKPO6j5m7G/7kFgme9DLG4DdPKx9EVQre/Wly4aHnP3ITNXDkGzF334Q+/YKyN0SmZQ7BzF2k7LdSLlYF7/y/8onHn4kbHfqDMKJYEAScM7eKSbHS11GrQ5oP71mHCgb/ouloM8awoNZm36bSYL2l4EdHNhNX4yvPWyIIAo6YGmFWdek8dBFL8aWDGrDNjrt/28v0mOLo6eUDg5cdNYkaq/RhTJ0d8H/71Jf9zdcObqKh32/qbZ9vHtpYdt2NaZevHFQ+7dP7NVBnD/0gyBjD/Bqb/ZpLP0agFfz4iGaqlcslBzUSLhPJnF3tcNiUaNngnTGGvRpD7FZf2mZsDd84tImDJ5X/CMJxLTGmRssHPE3gc8GCahqjxf3H5csVqVMuKP+bt76fdblR/nhH4PPePWqpDZdeEzVGLU6YEeeelcXThNSFNe/arQYCeYgnxI5EgoJCCCEEhRuA7KQW+PY1mIV7FxZGYvCmd8DnfkAmXHlExUSUCUXh09+Dsy6CaGE0gZm/B3zrarLTZg3vq5F2iOAdH4ezLyK45yb0534Iu+1XSAxF4JS3wZd/RkYCV1vNN+Du9wb43I9g6ozCwtoGePen8d/6AXJ2aGwzuINqsl3uf/MMzl9Qja0LAYiz5iZ4+C0zmWSPz6/c1qg8/zx1Gp/ct464UwhYHDYlyv/Oncm8mNnhA+8NlsvdZ7Xwvt1rCFsKBZw0M84jb53JtJAEBMupUi6/O2EyXz6ogZre4M9+zRH+e84M9qlVZYNlIeNx8T41XH7MZKYlCg9yZlc7/OnkqVywSwxlNgeEVOBz7pwYf33jVObWFAK2U+I2vzx6EqfOjHHhgji/P3FKXzB3esLmN8dN5qN7VuMMM4hbo/LccOpUPrVfPYne11kPmxLlwXNnskuiUK+nhT0efetMTuwdMRi2FO/fo5a7zm6hXldurw06z81nTOdDe9YR6x3VeMS0GP9980xmx2H3Grj3nBns21QIDtaGNV85qIFrj5886Bd4m22X/507g7fOr8JShcD8Ot/GnH4BfOjL0Dipd8Wp8IlvkX/DSXR0Dz1P70hrtvI89JaZnDMv0ZfPt86v4sFzZzKv2uYt/fL/5l2qeOgtM2myxmf/J4SoTCWTyR37CmAbyOeuxUQi9V1MJNtS35VShPNZLDeHUZp8NI6HzEVVia0UoUw3KgjwnRC5UHSLgwuWVoTTPSgMKA2Bj0HhRuO4UvbDMlSd11oTzvagPQ+jLXKxKnx5HX6becqmy9cYoMoKCO0Ao9GMtkn6msBAVBviytvhAoKD1Xdf23R6hWMS14boDrh/o05bdHgWARDWhqphlJnWmnbfxjMQUlBreRWn2NBak/Qt8kZhK6jvt67Wmg7fwjUKRxVGF27NdBFD1WulFBlsUn4hYFxjB1jDHNEbWA5triZAEVaGBtvry6NSiu7AJmcUGgojHIc5Us5VNt29H/ipsgIc42FpTSjdjQ58AssmF02QTqfH9Bq+XD4HLk/sIP2fGP/knnX0yaeBhBBCiH6MMWSdMAwxJ54o8IzBi/QbybcVN99+YEhHKs9dJLZdEARkQjEI9S0Y0/zsLGzjUb/pvZsdJO6kAo86BZvi7TtbvMwK+h0Tdr792y4Cnzq9OZA1nDILgoBale+rR4N1KUEQUK2CsusGQUBNv7StnT52qHptjCGCS9+Uh1vQBWrfpalfneqfR2MMCeWS2PT8agu265TpP/wgINP/fDgO+upy+RxsuRBixyKvDwshhBBCCCGEEEIIMcFIUFAIIYQQQgghhBBCiAlGgoJCCCGEEEIIIYQQQkwwEhQUQgghhBBCCCGEEGKCkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYCQoKIQQQgghhBBCCCHEBCNBQSGEEEIIIYQQQgghJhgJCgohhBBCCCGEEEIIMcFIUFAIIYQQQgghhBBCiAlGgoJCCCGEEEIIIYQQQkwwEhQUQgghhBBCCCGEEGKCkaCgEEIIIYQQQgghhBATjAQFhRBCCCGEEEIIIYSYYOyxzoAQQgghSimlCOWz2G4OlCIfSeAqNer5sCyLUKoL7XsYyyYXq8IPgm3aplKKcD6Llc9itIUbjeMy+vu2M1DaosO3yNs2sckzse2J97y3fx31wzHWWXHcAMLaUGv5BNtYX7c3rTXhbBrt5jDaIh9N4G3hNoy2SHoWnoGINtRsw35bWhNOd6NGsM3vSJRShNwcdj5b6HujcdwK4yiUtmjvLfeQNtSNcH3TWtPpW2QDha2gzvYh8Muul/QtcmXWC7RN0tP4BqKWoUp5GGNKtuFgcDI9qCDAD4XJhaJl1xsJSinSxiblK5SCGivANsW1PodNd6BRQJUVEDJb2iq2MX/YZAILNzDYCqotH2cU8yCEEKNFgoJCCCHEOGObgMj61Zhrfoha8izYDuGjTyX85veQilVvtxu1gSJuDvvxh+C6K6B1Paq2geib34N/8LFkQpGt2qYd+ETWrYCrfwCvLEaFwoSPPZ3QWReRjlaN2r7tDLoJcd1LKb73ZButGZ+Z1Q7fOqSRY6Y6xJU71tkbFRE3h/3kI/DXK9lw0Re4KjeNn7zYSkcuYF5tiO8d3sShzTaxLQ6zjQ7H9wgvfxWu+REsW4qKRImceA7mtPNJhWPD2kYnYX75TJJfPZekxw3YvSHMj45oYt86izClAaTBRPNZrCfug79dBR0bUfVNRN/6fvz9jtjqNr8jsUxAdMMazLU/Ri1+qtD3HnEy4be8j1S8pqh/6ibEn5b08IMn22nL+syudvjO4U0cOdkZkfqWxeapVp9PPbCGF9vzVIc0H9mrjg/tWUM1ub71Mtg8scHn0/9bw0sdeWrCmo/vXcf7d6/BN/DjJzq4alGStGfYpynCT45sZvdqCPWrG/FsCnXj7+GuGyGfxZ67K/a7P0126iw8bW3zvvRnlObVjMXF92/gvtVpHA1vnV/NVw9upNnKA7Ay7/C5Bzfw79dTKAVnzE7w7cOamBZyt/s5wlUWKzKa9lzAtx/bwL2r0tga3jyvmm8c0sAke/vnQQghRpNKJpMTtlfLZrOsXLmSlpYWIpGd/0JHTGxS38VEsiPXd6UU8Y1r4LPvAH/AjeXkFoKvX046ktju+bAJiNxxPfzpl6WJp19A7ux34eote7aolCK+dhl84V0wYDSNaZmD+fLPSUfi25DriSOLzVceS/KbRZ0laT89spmLdomUHVG0M7ExRO7+F/z+MjrO/wQfDr2Bvy/Llax37QlTOGeGPe5GDGqtib26CL72oZI0M39Pgk9/n0w4Oug2unF4+x3ruW91piTt5tOnc1SzGvZ+O4FP+JY/wfXXlCae+15yp56Pq8bHSNTt1ccn2tfBZ94O3oC+t3kq5htXkooW+t4MNp97uIPfL+kq2cavjpnEBXPCmG1of1pr7loXcPatq0vSjm+J8dvjmkkoF601/17j87bb1pSs96/Tp3Ppo608uSFbtFwBd5/dwv61BmMMsVwa9e1PoJYtLd6AUvCtq0lNnzuiQbCV+RAHXLeMnF+8zekJm/vfPAMvMBxw3XK68sX1ti6sefxts2jUpW18pCileLHHIukazrp5JRmvOI+TYzYPnjuDhu2Yh3J25GsaIbaU1PfRNz7O7EIIIYQAIOTm4Y8/Lw0IAqxbiX71RbTe/qfvcLoH/n5V+cRbryukb6GQm8P89iclAUEAtfI19MpXUWPwivSOqMPTXFUmIAjwlUdaafNGdnTPeBROd8Nffw3aYv0e5QOCAJ/93wbavPH3ckw4m4KrflA2TS19Hqt17ZDbWJ02ZQOCAJ98YAMd/vDrQSjTDTf+vnziP39HKN097G3tiEKBB3+5ojQgCLBhDWrpc319b4erywYEAb740MZtbn8dvs0nH9hQNu2ulWnWZgvBqnbP5lNl1quPWPS4piQgCGD+v707j6+iuv8//p65W/Y9hC2QAIKgIDu416WAAkpFq1JbpYpWUVFcWiuKolXrrqj1q7V1R7FWFEXBn1RUpCKbgsomEJZAAtkTcpPcO/P7I00k5iaEkOSGe1/Px8NHmzlzJ5+ZOfcy951zZlTdN0ospwzDkJmdVT8QlCTblv75iDyVgftXc1QZTt379b56gaAk7Sz1aUNhpZ5bV1QvEJSkggpLr60vltHCIxcPVGY7tSCrTC99X1gvEJSkPft9+jCrTA5H6H++AggfhIIAALQjDl+FtG5Fwyv8d3GbhIJGSaFU2cBoCMsvFe475G06qypk/LCm4RVWLuXLVhNtK65SQ2N3SiotFVS0r1FxrcEoLZYqvFJisr5rJK/aW+5XcVX7mxhjVlZIO7c0vMK6lY2+H0zT1LLshgObzYWV2u9veshuFBcFDsQkyVclo7iwyds6EjkrvdLarxteYdliOQxDhmFoY2Flg6sVVlgqrDy8/lbms5VV3PAtAJbv8co0TZX4bO0qrX/O+ia59XVOw33jm70V2m8Z1f+WrFnWcCGbvpOjquF9PVSlflOf7NjfYPueMksfZZU12D5/W6lKrdb7w5HXMpQY4dDnuxqucd6WUlW0Yg0A0NYIBQEAaEdsGVJMfMMrJHVom0JcnsbbDzKtMRDbMKXoRqY+JyZzr6YminM3Hp5GOMLgEs/lrv5fb7kSXY1/Sfc42uGXeNPx0z4EkpB00PdDalTD/cBpSgc5LHW5XI23uxupNQTYhinFxjW8QlKKbMOQbdtK8Bzs/Xd4/c1lGmpsE6mRDtm2LY/DCPiIptIqS0mN1BjprH4giSQpIbnhXxQRJbsF/wjlMGwlRTTeZxMbaU+OcMjdim9lw5Aq/I3X2CHS8dOxA4AQEAZXjAAAHDkqo2KkcRc3vMKpZ8vX0GieFuSPiZPSewRuTOkoKzbhkLdZGRktnfXrhlcYebr8/tC+D15L6RRlKjUy8BfXoWkRSnSHfrjqj46VMnpLZSU6yi5SrDvwZe2Z6VGKd7a/kZOVkTHSL8YGbjQd0jFDGr0foGVZGp4WIVcDV/MX9Y5TwiHstz8mXurYNXBjx/Tq9hBWGRkjjZ3U8Aqnn1P72dstxtFgcHRip0gluA7v/RfvtPSrXrEB2zwOQ4NSPbJtW/EOS+My6/+h5Zu9FRrWMUJmA+HV74+JV4LTX/15O+Tk6jQskNETq49LC0l0WrphYGKD7f2T3bp5cMPt0wcl1nlASktLdPjlNqTf9U1ocJ2pAxIkq30+uAgAmoNQEACAdsRv2bJPOUt2/2H1G6+4VZVxSW1Sh9cTJd38gBT3sy9oUTHSnx6RNyrwF9bG+GzJHnW+7KMH1G0wDOnamaqISWh+wWEm2VGl98Z3VfTPhoJ1jHLq5VGdFGOE/pdWrydKmn6fFJ+kTm8+rvmnRNUbodUt1qVnTktTlNH+wuYqw5B9/hWyux9Vt8F0SDc/0KT3WJLTp3+N7SLnz67oj050a9bIFDntpveDiqhY6daHpJifjZaLjZf++JC8If4QIL9lyTrhTGnQ8fUbL7tRlQkptT8mOXx6b3xXRf1syFiXGKdeOLOjog/z/ee2ffrriak6KqHu6EyXKb0zrouSHdX92SOfHjulg3rE1x3l6XYYSnKben1M53rB4MBUj24ZlCTzfw9CqYiOk66fVS8YtHv1kz32YgW4tV6z+f1+jc+I1tiM+n3pL8enKs1ja0iKS5P71Q+grxmQoGMTna07mtzya2KvGGXEuTQ2QNh6+7BkZcbw9RlAaOHpwzzZBmGC/o5wEgr9PbKyXI59e6SVS6XoWGnoSaqIjlOV4yBT/FqQaZqKLCuS8eMP0pb1Ureesnv3V3l0vKzD+GIWWVkuR+4uafUyKTZBGnJi9b4d4tOMw55hap/fqaW7vfohr0KDU1wanBapVKcvbKZhV/fRYhlbfpCvuFi7BpyqT/OkTUU+ndgpUscmu5RkVrXr4xFVsV/m7u3S2uVSYqo0cKS8UXHyNfGBCj6Zyvc79fH2/dpZ6tMvukbq6ASXEpqx36ZhVB/PTeukrE1SRm/Zvfod9nu+pbXmZ3xkZbkceTnSii+k6GhpyMmqjI5XpfNnn72Gqb0+p77Y7dWGgkqN7Bih41LcLdbfDMNQgeXSDwVV+mxXubrHOnV6epSSnX45bH+99b7Lr9Ln2eXKjHPqtK5RSnH45ZeU73doYdZ+7dnv0xnpUeoV51S8Ufc+gS6/r/rBPauXSkX50nEj5U/rqnJP1GHvRyClcmlHma0F20oV5TQ1vkeMUlyWIlQdppbZLuVUSPO3lMowpPE9YpTmsRWltvljR7HtVmGVlFPu1yfbyxTjNjU+M0Yd3JYi26iGA4XCNQ3QVPT3tkcoSIdDmKC/I5yEUn+vedBAMKfVGkb1Delt2250OmNztikFd99CgWmaqqqq0s6dO5WWlnbE9/nmOLCP1vxsWVa7DgMP1BLvMdM0W2y/a7bVku/5ltQWn/FN/extyeMeSFP7RmPrNbXG1t6XnzvYMQ7mv381x9M0TVmWFdR/p0LpmgY4GPp72+NP8gAAtGPtITCzbbvF62iNbYYry7JUVVWlysqWe0rokeZI708tUX9LhnftMQhsa009H619rJraNxpbr6k1tvV5P9h+BfM9XXM8j+TPFQBoCm6KAAAAAAAAAIQZQkEAAAAAAAAgzBAKAgAAAAAAAGGGUBAAAAAAAAAIM4SCAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAYcEwDJkmlz6oZpqmDMMIdhm1dZimSf8MgpbsB039jGnrc11TV0v298a219hxOLCvB6u/t8bxAIAjlTPYBQAAALQmn2GqwOfS17nlyiu3NKJThDpHGIoxqoJdGoKg1HZpt9fWf3d7lRRhanhapBKdVXLaVpvWUWy7tb3Mr33lfnWPc2tVrlden6WTOkcq1SNFif7Zmoptt7aV+rV6r1fdYlwakOJWksMnoxn9INBnTKdIQ7E/O4dlcmlPufTl7nLFe0yN7BihRKdfLtvfUrtVh2EYyvO79H1BlX4sqtCxyR71jHMp0aySbdvN2maJ7VJ2ua3le7xKiTQ1tEOEkpx+OWy/HLIVsb9Expb1UsFeqdcx8ielqdwTKb8cyvc7tCK3QnvK/RqYEiGnKcW6HEr1SNFt0N8Nw1Ch5dLmIp/W7atQzwS3+iW6lexo/vEAgCMdoSAAAAhZPjn0Ra5fv/5wqyr9P33pG9UtSn8/o6PiVBHE6tDWiuXRlMU5Wri9rHaZy5Tmnt1FJ3dwyNlK4czPFdgeTXh/l4Z1jFTPeLfO+2CXrAMyicv6xumekcmKVWWb1BNuCmyPzn1/l77d99P7P9Zt6qMJ6TomRtIhBIM+mfpyr63zF9T9jPlltyi9cMBnTIncum7JXs3bUlq7jtOUXhnVWWd0csqtlu17pmlqS7lDZ76zXfvKf9p2j3iXPjq3q9Kchx6EFcmjyZ/s0eId+2uXuR2G/j22i05OMRS5bYN07zSp0vtTHX0GyHXLI1pWYmjC+ztUccAxOrFzpG4ekqyHVhbrgRNat78bhqFcn1uj392hLUU/BZDJEQ79v/PS1TPSL8tq2z8MAEB7wBwFAAAQsvb5HJr4wa46X9YladH2/Xr+uyLJdASpMrQ506EXvi+uEwhKUpUlnf/BLu2rapu+UGU49ecv92pDQaXGZ8bqtqW5dQJBSXrxh2It3uVlOnErqDKcunXp3jqBoCSVVFo6+90dyvMf2piJPL9T532ws95nzMfb9+u5/33GmKapNzeX1QkEJclnSZM+ym6Vvpfvc2r8/J11AkFJ2lJUpckf71GZfYhjQ0yH/ra2qE4gKEmVflsT3t8pd2mxdO/1dQJBSTI2fKs9pZU6Z/7OOoGgJC3NLtfCrDLt99lakFUuh6P13oNltlOT/9/uOoGgJOV5/Rr/3k7l+xgrAyA8caUBAABCkmma+iirTP4GBsPM/qZABT5CwXBR4HfoiTX5Adv8tvRRVlmrhhK1dfhMzd1UotEZMXp3S0mD6/11Rb6K/PTPllbgM/XvzYGPe1GFpQ2FVU2+15xpmlqUtV++BgaYzf6mQAV+hwr8Tj2yKnDfsyW9tbmkxftejtfSjhJfwLalu8tVUHVo99Mr8Dn09LcFAdu6xrjk27BOqgww8rprD326y6uqBo7RKz8U6vyj4vTgyjwV+Frvq2lBlaEvsssDtu0s9SnHyyhBAOGJUBAAAIQkwzC0vbTh+1QVVljia2D4sOzqc96QrJKmh0GHo8Jvy29LCR5TOfsDhzaSlLPfJ5/NgxBaWs3xb8ieMl+T+4FhGMoqafgzpqjCkt+q7nu5jZzrbcUt3/cKvI1PRy5vKMlsgM+uHk0ZSILHIeXlBH5hdKy2ewM3SVJZlS2XaShnv1/+VuzvB9vfgx0vAAhVhIIAACAkWZal07tGN9g+IMUjj8HN5cOFx7R1XKqnwfbT06Pl97d+MBDjNNQhyqF1+yo0smNkg+ud2DlS0Q5i65YW7TSUGtnwqLz+KZ4m31vOsiydnh7VYPuxyR55TFse0270XI/uHt3i97PrFutqsC3SaSjBc2hfAyNMW/2SAr9/thZXyuzTP/ALd2/XKakNH+/eiW5ll1XphE6RijRb7/M4wWMq0tlw6NjY8QKAUEYoCAAAQpJt2zo2yaWe8YG/7D16cgfFORgdEi5iDZ8ePblDwLae8S71T3K1yRNIk50+3X9CqlbmenVcakTAgMppSneNSJHbbnh0GZon2enTX45PDdh2apcodYps+tcj27bVL9GlXgnugO2PntJB8Q6/og2fHjypgwJFUumxTo1Ia3oQ2VSJLksX9Y4L2HbrkGQlOQ/tsy/e4dcjJwc+bmlRTtlpXWT36Fu/sbhAfZI86pcU+Bj9aWiKnl9XoL+ckKpIo/X6e5LTrz8OSQ7YdmHvOCW6COABhCdCQQAAELISzSotmpCuC46KleN/38h7xrs0f3xX9U8weNpkGLFtW8fGG3r/nK61QbHDkM4/KlYLJ6Qr0Wx4GmhLsixLZ6VH6MVfdtIDX+/Ty6O76Mxu0bWBUf8Ujxaf103dIgisW4NtWRrXPUL/OLOjOkVXP1zC4zB0Vf8EvTyqo2IO8Qm4iWaVFp7bVRf2/ukzpke8S++N76rj/vcZY9u2joqxtfBX6eqTWB2OmYY0oUeMFv+qm5Jaoe9FyqcHT0zWrUOSFO2qLiw5wqFHTu6gKf1iZFqH1r8sy9KgJFPvjuuizLjq94/TlC7qHasPz+kqf0Sk9MeHpdPGS87/PbQjpaN00wNKjnLq/XO6alKfODn/9+0zI86l587opK1FlXrqFx2VEWW1aihvWn5d0S9Wj57SQckR1UF8tMvQLYOT9NCJyYoUATyA8GQUFhaG7bwZr9erHTt2KD09XREREcEuB2hV9HeEE/o7fq7ScKrIZ6rKshXtlBId/pAKBOnzTWeapgr9DpX6JJdpKN5pBWVEnmmayvc55bVsuR2mqizJsm3FOm3FGr42GbV4pGqJ/m6apvJ8TpX7bbkdhhKdlhxW8/tBleFU4UE+Y4LR92zTqXyfqQq/rQiHoWSnX/YhBoIHMk1TBX6HynyS22Eo3mHJdcA+uGxL7v2lkr9KtjtCFdFxtdPyfYZTBT5TlZbkcphyypLLsBXfhp/HhulQns8hr9+Wx2EoyWnJOIzz3hb4fEc4ob+3PZ69DgAAQp7b9inVIel/MzVDKA/EIbIsS3GGpbiaWeVByt4sy1KCWfnTvJ0DZhGTB7Y+y7KUaFYqseb4H+ZngqsJnzHB6HuG5VOyqdp+Zh/mflqWpXjDUnwD+1BlmKqKPmDa8gH36XT+7Bj9tM3Dq+lQ2JZfSab/p/cd/xYACHNMHwYAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAAAAAAMIMoSAAAAAAAAAQZggFAQAAAAAAgDBDKAgAAAAAAACEGUJBAAAAAAAAIMwQCgIAAAAAAABhxhnsAgAAANAw0zRV4HPIkqFI01ak4ZNt28EuC81kOhzKrzJly1CUw5LH9gW7pIMyDEOlllOVtiGHYSvB4ZdlWUGrx+FwKCq1i0qdMfLZhuJaqB7DMFQup8r9hkzZSnQGdz9DhWEY8sqh/X5TpmErMcj9BwDwE0JBAACAdqpEbv17U5keWV2gveU+ndIlSn85PlUZkX45xZfqI02RPJrzQ4meXFOgwgq/zuwWrXtGpig9wpJp+4NdXkBeOfVdoaXbvszR2n1eZcS5dOfwFJ3Sya1oVbV5Pfvl1OpiacayYq0vKFSvBLdmjUjRiA4uRR1GPT6Zyip36PYv92rJrv1KjXRq+qBEndczWnGqbME9CC9+w6GscrP2uCZHOnTDwCRd0CtGcaoIdnkAEPaYPgwAANAOlcqlaz7N1bTPcrW9pErlPlsLs8o04s1tWl9qyjCMYJeIQ1Biu/W7Rbv1p6V7lV3m036frfe2lGrYm1naWt4+z6dhmvp/2ZU64987tHxPucp9tn7Ir9TFH2XrqbUlqpSjTeuxDIfmbfNq7Hu7tHqvV+U+W2v3VehXH+zSKxvL5DOaV49hGNpYZmr4G9v0UVaZyn22tpdU6YbPcnX1f3JVartaeE/Cg2EY2lRmaPib2/RhVpn2+2ztKPHpps9zNWXxHpVwXAEg6AgFAQAA2qHd5bbmby2rt9xvS9d9mqNSmwkfRwrDMLSlxK8lu8rrtVX6bd36Ra72220bsDVFns+paUtyA7Y9uDJPhf62rbnA79CtX+wN2Hbnf/ep0Ne8ekptp677NEf+ALPyP9hWpl3lTNdvjlLbqRuW5MoXYFDzwqz92rmf4woAwUYoCAAA0M6YpqlPduxvsH31Xq9Kfe1vZBkCM01T720tbbD9kx37td9qf5fl+RWW8ryBpzX7bWlLUdtOH97ntVRaFXjafIXf1p7y5k3BLvMbWpnrbbD9/+3YL4ej/YW27d1+v6H/7qkfhNdYlFXGcQWAIGt/Vx8AAABQvLvhyzSHIZlkgkeUhEbOZ4TDUHs8ne6DdLJIZ9t+lXAdpJ6D1dsQ05Aa25U4l8nDfZrBNCRXI8c11s1xBYBgIxQEAABoZyzL0mldoxoMiib2ilWCkweNHCn8fr8m9IxpsP2yfvFKcLS/B40keqRjkj0B2+I9ptJj2naUV7LHUEZc4PvQpUU5lBrRvK828Q5L5/eKC9hmSDqzWxRPy22GeIeli3oHPq6SNKZ7NMcVAIKMUBAAAKAdSnL69ezpHestT4916i8npMpl+4JQFZorxW3rryem1lt+VIJbtw5JapdPH44zfHplVCfFe+p+ZXCZ0ptndVGio237YKLDpzfO6qxoV9243OMwNPesLkpyNq8el+3TvcenqFts/cDxmdPSlORsf+fmSOC0fZo5IiVgkPvkqR2U7OK4AkCwcYdqAACAdsgtvyZ0d2vkpAy9sr5Y20t8OrdHtI7vFKFks1LMujuyRMqn3/WO0i+7ZeilH4q0Z79fF/SK1ZAObiW10/Np27Z6Rvq08qIMfbitTEuy92tAske/7h2rVKdfRhsHmZZl6ehoafVF3fXulhJ9lVupIakROq9XrDo4q2QfxqizVEellpzXVctyvJr3Y5m6xjh1ad84dfTY8ogAvrlSHZX6z3np+u8er975sVRdYhy6tG88xxUA2gmjsLCwHV6CtA2v16sdO3YoPT1dERERwS4HaFX0d4QT+jtCjdNZ/Xdcy7ICTrejzx9ZDnY+2yOHwyHDMGTbtvz+4I7w8nq9ys/PV6dOneR0Olu0HtM0ZZrVIyN9PkKrlsJxbT4+3xFO6O9tj5GCAAAA7RxfokPLkXg+gx0E/lxZWZkqKipkGC37iJYjKag9knBcAaB94p6CAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAAAAAAMIMoSAAAAAAAAAQZggFAQAAAAAAgDBDKAgAAAAAAACEGWewCwikqKhIzzzzjJYuXaqysjL16tVLU6dO1cCBAyVJX3/9tWbPnq2tW7eqY8eOmjJlikaNGhXcogEACFGGYci27WCXAYS9I+29eDj1Bnpta+3/kXZcAQBoKe0yFJwxY4by8vJ0zz33KCkpSXPnztV1112nV199VbZta/r06Zo0aZJmzZqlL774QjNnzlRCQoKGDx8e7NIBAAgJTtuviP2l0u7tkmVJXTJUERmjKtMR7NKAsFMupwqqTG0oqFSCx6HusQ4lOXySbQW7tIDK5FJuhbS1qEppUU51iTaVaFY1KXgrk0t5ldLmwiqlRjrUNdohj2lrt1fKKq5Sp2in0jzRcrlch11nqVza65W2/m+7naKaXicAAKGg3YWCO3bs0FdffaXnn39exx13nCTp5ptv1rJly/TRRx8pPz9fvXr10tVXXy1JysjI0Pr16/XKK68QCgIA0ALcviq5V34mPfeA5KuqXuhwynPpNJknjlaF0x3cAoEwUiK3/rwsT6+sL65dluAx9d74ruofZ8poZ8Fgoe3RpR/v0ZJd+2uXpcc6teCcdHWP8MmyGq63SB5d/Z8cLdhWVrssLcqhl0d30fTPcvRdXoUkqUe8S++clSnTrGh2nQW2R79ZuFtf7i6vXZYR59IH53RVVzfBIAAgPLS7ewomJCToscceU9++fWuXGYYhwzBUXFysNWvWaNiwYXVeM3ToUH3zzTf84w0AQAtw5+2Rnrnnp0BQkvw+6R+PyLU7S4ZhBK84IIwYpkOvbSytEwhKUmGFpdHzdmifr339fb/KcOq2L/fWCQQlaUeJT2Pe3aG8Ruq1DIceXJVfJxCUpJz9fl384S7dMSKldtmWoipN/ChXZWZks+qskFM3fp5bJxCUpG3FVRr73k4VWIc/ChEAgCNB+7qSkBQbG6sTTzyxzrLFixdrx44duvHGG7VgwQJ16NChTntqaqq8Xq+KioqUkJDQ6Pa9Xm/t/6+srKzzv0Aoo78jnNDfmy/SYUrvvdrwCv9+UcYf7lA5f4drV+jzoanMGaOHVuYHbCv32Vqya7/O7WTL7/e3cWWBFTpiNHdTScC2XaU+bS/1KcpTEfAP+cXOGL2wrijga/O9fpVWWkqNdGhvefW+bi6sVG6FFOnzBnxNYwocsXr3x9KAbduKq5Rd5leE89C3C7QGPt8RTujvLSMiIqLJ67a7UPDnvv32W91zzz067bTTdNJJJ8nr9crtrjttqebnioqDTyHIzs6ud+GUk5PTcgUD7Rz9HeGE/n7oOsfHKjpnV8Mr5GarvKhQO4oCf/FHcNHnQ0tkl57K8zYc+K3Pr9RJ7mKVlLSP96PdsZf8jfzBYEdxheJ9u1VVVVWvzdGpl7yNvHhXqU8pB4SCkpRTWilXWf1r+4Ox0nqpsb9rZJdUKNK7Wz6f75C2C7QmPt8RTujvzedwONSjR48mr9+uQ8ElS5bojjvu0HHHHadZs2ZJkjweT73UuObnyMiDTyHo3Llzndfl5OQoLS2tXtAIhBr6O8IJ/b35PA6H7D79ZWxaF3iFXv0UkZCo9LiENq0LjaPPh6Zyp0s94136sah+iCZJJ3SOVFKC86AzZdpKidOtaJehsqrAkVvvpAh1NDsGbCt1upQc4WgwBO2d6Nau0rohXbd4jzrGdw64fmOKnW5FOIwGQ8geiRHqpE6HvF2gNfD5jnBCf2977TYUnDt3rh599FGdccYZuuuuu2qfMJaWlqZ9+/bVWXfv3r2KiopSTEzMQbcbaBil2+0+pOGVwJGM/o5wQn9vHmP0BdLCt6Wqn03dcDilCZfKdnvEUW2f6POhJcq0df+Jqfr1gux6bZ2jnRqU6pG7Hd3j02PaumlwsmZ9ta9e24iOEeoUaSrCCNw/I01bdwxP1g2f5dZr65vkVmmVpeLKnx5SckZ6pJJcliIch97f3Yal6wcm6sEAU7NP6RKpDhGGIviUQzvD5zvCCf297bS7B41I0r/+9S89/PDDuuCCC3TvvffWBoKSNHDgQK1cubLO+itWrNCAAQNkmu1ydwAAOKKUxyVKs/5P6tztp4VpXaQ7n5Y3IaXhFwJoUZZl6aQ0l547vaOSIhy1y0/sFKnF56UryQw8gjBYDMunK/vF6o7hyYpyVoeVpiFN6BmjN8Z0VqzRcL225dcFPaP0wImpinVXX9MbksZ0j9aLo7rormV7JUkOQ7q4d6yeOSlR7qr9DW6vMabt1/UD4vXHIcmKPKDO83vF6uVfdlKM2tdxBQCgtRiFhYXt6lbhWVlZuvjii3XSSSfp1ltvrdMWERGhnJwc/fa3v9WkSZM0btw4LV26VE899ZSefPLJek8lPhiv16sdO3YoPT2dFBohj/6OcEJ/P3ymacpTXirH/lLJtuWPjlVFZIwsyzr4i9Hm6PMhznQo3+dQUaUtj8NQgstWtOEL+MCO9sAyncqrMlVSZSvaZSjRacltN+3+fPb/9rW40lak01CC05bbtJRX5ajdXqwqlb11s7p27XpY/d1vVP+ukipb0U5Dia6m1wm0FT7fEU7o722v3U0fXrx4sXw+nz799FN9+umnddrGjh2rmTNn6pFHHtHs2bP1xhtvqHPnzpo1a9YhB4IAAKBhlmWp3BMleaIOXBi8goBwZvmVZPqVdMD3o3aaB0qSTMunVIeUWjO48RBqNSy/kk2/kg/8LmhJqQ5/7fa8Xm+LBKIO219nu4dSJwAAoaDdhYKTJ0/W5MmTG13n+OOP1/HHH99GFQEAAAAAAAChhZvwAQAAAAAAAGGGUBAAAAAAAAAIM4SCAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAAAAAAMIMoSAAAAAAAAAQZggFAQBAm7JNh4osl0ptl0wzNC9FTNPUfrlUZLnkN53BLqdBpmmqTC6VWE45/H55qipC9pwcjGmaKrZdKrZcMkxHi23XZzhVZLm0Xy4ZhtFi2wUAADhc7fcqFQAAhBTTNJXjc+n/vinUOz+WKNpl6trjEjW6W6TiVRns8lpMidxatrtCD63cq33lfp2ZHqXpg5PU0eWTYVvBLq9Widz6YleFHl61VwUVfv2yo1PTe7uUUbxF6pqpcndEsEtsM4W2R+9sKtVz6wrls6Tf9InT7/rGKdmslG3bzdqmZZjKrnTq4VX5WrJzvzpEOfXHIUka3sGtmBDq7wAA4MhFKAgAANrEniqXTngrS/vK/bXLrvxkj37RNUovnZmmeOPID0rKbJfu+CpPL/5QXLvs+e+K9OqGYn356+7qEWE3O2RqSaVy6daleZqz8ac6/6+oSq9u8eq/p3dU37dfUMT5V8jr8gSxyrZRaLt1zvu79O2+itpld321T//4vkifnpeuJLOikVcHZhiGNpeZOvlf21Thrz7fW4urdN4Hu3TNgATNGBKvKPlabB8AAACaIzznhwAAgDblN6tHTB0YCNb4dOd+rS/0hcTUytwK1QkEa5T7bN2wJFf77fbx99jd5XadQLBGWZWtW763VBydJGdRXhAqa1umaerz3d46gWCN7SVVenVDcbOmEpfYTl3zaU5tIHigZ74tVH4Vl+AAACD4uCIBAACtrsRnau6m+iFUjZd+KJLD0XL3cQsGh8OhRdvLGmxfsmu/Sv3BDz4dDofe31raYPvCHV4V9RsprV56xJ+Tg6mwTf3z+4b75asbilXkO/TL5VKfoRU53gbbl+zcH7b3bgQAAO0HVyMAAKDV2ZKcZsOBmNsR/LDscNm2LVcj+9ie9tDVSCBVvQuW5HC1WT3BYkhyNnI17DSMZp24g72ksd8JAADQVrgkAQAArS7BaemyvvENtv++X7x8viP7HmuWZWlU9+gG28dlxijOEfwHjfj9fo3PbLjOiRmRSlq5WBp8ovz++tO9Q4lLfl3dP6HB9qv6xyvBcejHIM5p6bSuUQHbDEmndomSZQW/LwAAgPBGKAgAAFqdYfl0zYAE9YivP/psUp849YgJjUuSZJelO4cn118e4dCDJ6XK004eLpHqsXXrkKR6yztEOXRvH0vRcXGqimk4xA0Vtm1rSIpbo7rVD/COS/Ho3MyYZoV3UYZfT56apgRP/X59/4mpSnSGdtgKAACODO3jbtcAACDkJZuV+uRX6fp4+369vrFYMS5T1x2XoH6JTsWoKtjltYhI+fSHY2L1y27Rmv1Ngfbs92tsRrQm9opVB2eV2svgsCj5NK1/nMZmxujJNQXaW+7XhM6mftXJULq/WFVnTlCF0x3sMttEnFGp509P05q8Sj39baF8lnR5vzid2ClCCcahP3lYqg4bu3mq9PVFGZq7qUQLs8rUOdqhaQOTlBGtdhMOAwCA8EYoCAAA2oRt20o0KnRRpksTMlLlMCSn7Zdth0YgWCNKVeofKz17SpJ8thRhWLKsinYTCNaINqo0MM7Q86cmyZKhaLtSlqQyxcu26z81N5TFG5X6RaqhE89IkS3JY1iyrMrD2qZt20o1K3Rdv0hNOTpKLqN6xCwAAEB7QSgIAADalGVZcsuS7OoHkIQq0/LJLclqxztp27ZM2ydTUkXt4zHaccGtyLZtOf83gq8lz5nl98sthethBQAA7Vho3MAHAAAAAAAAQJMRCgIAAAAAAABhhlAQAAAAAAAACDOEggAAAAAAAECYIRQEAAAAAAAAwgyhIAAAAAAAABBmCAUBAAAAAACAMEMoCAAAAAAAAIQZQkEAAAAAAAAgzBAKAgAAAAAAAGGGUBAAAAAAAAAIM4SCAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAAAAAAMIMoSAAAAAAAAAQZggFAQAAAAAAgDBDKAgAAAAAAACEGUJBAAAAAAAAIMwQCgIAAAAAAABhhlAQAAAAAAAACDOEggAAAAAAAECYIRQEAAAAAAAAwgyhIAAAAAAAABBmCAUBAAAAAACAMEMoCAAAAAAAAIQZQkEAAAAAAAAgzBAKAgAAAAAAAGGGUBAAAAAAAAAIM4SCAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYSbsQ0GHwxHsEoA2Q39HOKG/I9zQ5xFO6O8IJ/R3hBP6e9syCgsL7WAXAQAAAAAAAKDthP1IQQAAAAAAACDcEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAAAAAABAmCEUBAAAAAAAAMIMoSAAAAAAAAAQZggFAQAAAAAAgDDjDHYBbSE/P19PPPGEli1bpoqKCg0ePFjTpk1TRkaGJGnjxo165JFH9MMPPygxMVGTJk3ShRdeGNyigRaQlZWl3/3ud7rllls0btw4SfR3hJ7c3Nza/n2gO++8U+PGjaPPI+R88MEHevnll7Vr1y516dJFU6ZM0ZlnnilJys7O1kMPPaQ1a9YoIiJC5557rqZMmSKHwxHkqoFDs3LlSl199dUB2zp37qx58+bR3xFSfD6fXnjhBX3wwQcqLi5W7969dd1116l///6SuIZHaCktLdVTTz2lzz77TJWVlTrhhBN0ww03KCkpSZL09ddfa/bs2dq6das6duyoKVOmaNSoUUGuOjSFRSh4yy23yLZtPf7444qMjNT//d//aerUqXr77bfl9Xp17bXX6uSTT9af/vQnrVu3Tg8++KCioqI0fvz4YJcONJvP59Odd96p8vLy2mWFhYX0d4SczZs3y+Px6J133qmzPCYmhj6PkPPhhx/q3nvv1U033aSRI0dq0aJFmjFjhjp06KB+/frp+uuvV3p6uv7+979rx44duvfee2Wapq688spglw4ckgEDBmjBggV1lq1du1Z/+tOfdPnll8vn89HfEVL+8Y9/aN68eZo5c6a6dOmil19+WdOmTdPcuXPldDq5nkFIue2227Rt2zbNmDFDaWlpevbZZ3X11VfrlVdeUXZ2tqZPn65JkyZp1qxZ+uKLLzRz5kwlJCRo+PDhwS495IR8KFhcXKxOnTpp8uTJ6tmzpyTp97//vS655BJt2bJFy5cvl8vl0m233San06nMzEzt2LFDL730Eh+wOKI999xzio6OrrNs3rx59HeEnM2bNys9PV0pKSn12t544w36PEKGbdt69tlndfHFF+v888+XVH1Ns3r1aq1atUq7d+/Wnj179I9//ENxcXHq2bOnCgoK9OSTT+qyyy6T2+0O8h4ATedyuep8rpeXl+vxxx/X2LFjNX78eC1cuJD+jpCyZMkSjR49WiNHjpQkTZs2Te+++67Wrl2rrKwsrmcQMjZu3KivvvpKTzzxhI4//nhJ0t13363x48dr0aJFWrt2rXr16lU7WjwjI0Pr16/XK6+8QijYCkL+noJxcXG69957awPBgoICzZkzRx06dFBmZqbWrFmjQYMGyen8KR8dOnSotm/frry8vGCVDRyWVatW6d///rdmzpxZZzn9HaFo8+bNyszMDNhGn0co2b59u3bv3q3Ro0fXWT579mxddtllWrNmjfr06aO4uLjatqFDh6qsrEwbN25s63KBFvXPf/5TXq9X06ZNkyT6O0JOUlKSvvjiC2VnZ8vv92vevHlyu9066qijuJ5BSNm+fbskaeDAgbXLoqKilJ6ertWrV2vNmjUaNmxYndcMHTpU33zzjWzbbstSw0LIh4IHuu+++zR69Gh9/PHHmjFjhiIjI5Wbm6u0tLQ669X8VTInJycYZQKHpaSkRHfddZduvvnmen2b/o5QtHnzZhUUFOjKK6/UmDFjNGXKFC1btkwSfR6hJSsrS1L1iKnrrrtOo0eP1uTJk/X5559LCtzfU1NTJdHfcWSr+aP+5MmTFR8fL4n+jtAzffp0OZ1OTZgwQSeddJL+9re/6f7771fXrl25nkFIqfms3rNnT+0yv9+v3Nxc5efnKzc3Vx06dKj3Gq/Xq6KiojatNRyEVSh40UUX6aWXXtKoUaN0yy23aP369fJ6vfWmF3g8HklSZWVlMMoEDstf//pXDRgwQGPGjKnXRn9HqPH5fMrKylJxcbGuvPJKPfbYYzr22GN1ww03aPny5fR5hJSysjJJ0l133aXRo0dr9uzZGjFihG6++eba/u5yueq8pqb/099xJHv77bcVHR2tCRMm1C6jvyPUbN26VbGxsXrooYf0wgsvaNy4cbrzzju1ceNGrmcQUvr166eMjAw98MADys3Nldfr1dNPP62CggL5fL6A/b3m54qKimCUHNJC/p6CB+rRo4ckacaMGfruu+/01ltvyePx1PsgrelokZGRbV4jcDgWLFigNWvW6PXXXw/YTn9HqHE6nfr4449lmqYiIiIkSX379tWWLVv02muv0ecRUmqmjV1yySW1T9zu3bu3NmzYoDlz5sjj8aiqqqrOa2r6f837AzgSffDBBxo7dmydfkx/RyjJycnRHXfcoaeeekqDBg2SVB2cbNmyRc899xzXMwgpLpdLDz74oGbOnKlx48bJ5XJpzJgxOvnkk2WaZsD+XvMz/b3lhXwoWFhYqOXLl+v000+vvZg2TVOZmZm1w7D37dtX5zU1P9cMawWOFPPnz1deXl69Gw4/8MAD+vjjj+nvCElRUVH1lvXs2VPLli2jzyOk1Eyl6dWrV53lmZmZWrp0qQYPHqzNmzfXadu7d2+d1wJHmk2bNmnXrl31ZkCkpaXR3xEy1q1bp6qqKvXr16/O8v79+2vp0qXq1KkT1zMIKRkZGXrppZdUVFQkp9Op6OhoXXbZZRo6dGjA6/e9e/cqKipKMTExQao4dIX89OG8vDzNmDFDX3/9de0yn8+nDRs2KDMzU4MGDdKaNWvk9/tr21esWKHu3bsrKSkpGCUDzXb33Xdr7ty5evXVV2v/k6Qrr7xSt99+O/0dIefHH3/UaaedppUrV9ZZ/v3336tHjx70eYSUPn36KDo6WuvWrauz/Mcff1TXrl01aNAgbdiwQaWlpbVtK1asUHR0tHr37t3W5QItYvXq1UpKStJRRx1VZzn9HaGkJsj+edC9adMmdevWjesZhJSysjJdddVV2rhxo+Lj4xUdHa3s7Gxt2LBBI0aM0MCBA+td269YsUIDBgyQaYZ8hNXmQv6I9uzZUyeccIIefvhhrVq1Sj/++KPuuusulZSUaNKkSRo/frzKysp07733asuWLXr//fc1Z84cXXrppcEuHThkHTp0UHp6ep3/pOqnmXXo0IH+jpCTmZmp7t2768EHH9Tq1au1bds2PfbYY1q3bp1+//vf0+cRUiIiInTJJZfohRde0MKFC7Vz50794x//0FdffaVJkybp1FNPVUpKim6//XZt2rRJS5Ys0dNPP61JkybVu/cacKTYsGFDvdGxkujvCCnHHHOMjjvuON19991asWKFtm/frmeffVYrVqzQpZdeyvUMQkp0dLRs29Zjjz2mH3/8Ud9//71uvvlmDR06VMOGDdOvf/1rfffdd3rqqae0bds2vfbaa/rkk0/029/+NtilhySjsLAw5J/pXFpaqqefflpLlixRSUmJBg4cqBtuuEE9e/aUVD2i5OGHH9bGjRuVnJys3/zmN/r1r38d5KqBljF8+HDdeeedtfefor8j1OTl5emZZ57Rl19+qdLSUvXp00dTp06tvScPfR6h5rXXXtNbb72lvXv3KiMjQ1deeaVOPfVUSdKOHTv04IMPas2aNYqLi9M555yjKVOm8Jd1HLFuuOEGRUdH6y9/+Uu9Nvo7QklxcbGeffZZffHFFyopKVHPnj11zTXXaPDgwZK4nkFoyc3N1cMPP6wVK1bI7XbrtNNO03XXXVd7W6Bly5Zp9uzZ2r59uzp37qwpU6bol7/8ZZCrDk1hEQoCAAAAAAAA+Al/RgMAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgzhIIAAADAASzLCnYJ7QLHAQCA0OYMdgEAACC0rVy5UldffXW95YZhyO12KyYmRhkZGTrllFM0YcIERUZGtsjvvfvuu/XBBx/oqquu0uWXXy5Jev/99zVr1iwNGzZMTz/9dIv8HqnhfTyY5cuX69xzz9Xu3bv13HPPaeDAgS1WU2srLy/XO++8o88++0xbt25VSUmJoqOj1aVLFw0fPlznn3++OnToEOwyD0l+fr6effZZDRkyRKNHjw52OYekuedj+PDhkqT58+crLS1NUnUYOH/+fK1cuVKzZs1q0/0AAABth1AQAAC0mTFjxtT5ubKyUnv37tXatWu1cuVKzZkzR4899ph69uwZpAqbJykpqd6+SdWhX35+vnr16qVevXoFobLWkZWVpalTpyo3N1eJiYnq27evoqOjlZ+fr82bN+vFF1/UnDlzdPfdd+v0008PdrlNNmPGDK1YsUKDBg0KdimHpKXPx0cffaS//OUvGjZsWBtUDwAAgoVQEAAAtJmGRh3t27dP999/vz7//HNNnTpVL730Uu2opeaaOnWqLr30UiUkJBzWdpoiMzMz4L794Q9/UH5+vn7xi1/oyiuvDPjap59+Wj6fTx07dmztMluE3+/XLbfcotzcXF166aW66qqr5HT+dElZUVGhF198US+88IJmzJihN998U+np6UGsuOmOxOmyh3s+5s6dK0lKTk6uXXYkHgcAAHDouKcgAAAIupSUFD3wwAMaMGCA8vPz9cwzz7TINjMyMtokFDwcXbt2VUZGhiIiIoJdSpN8++232rZtm7p27aqpU6fWCaAkyePx6KqrrtLIkSPl8/n0zjvvBKnS8HC45yMjI0MZGRn1XgcAAEIf//oDAIB2weVy6aabbtKll16qhQsX6sYbb6wT6Hm9Xs2bN0+ffvqpfvzxR5WWlioyMlIZGRkaNWqUzj///DrBRqB7Cv5cYWGhxo0bp8rKSr355pvKzMyst84777yj+++/X2eeeabuu+++Ft/vQPcUrKn9qaeeUmVlpV5++WVt3LhRDodDAwYM0LXXXquePXvqhx9+0PPPP69vv/1Wtm2rR48emjJlSu194g5UUlKiOXPmaPHixdq1a5ecTqd69Oih8ePHa/z48XI4HE2qNy8vT1L1PSFt25ZhGAHXu+CCC5SUlKTu3bvXWT58+HDFx8dr/vz5ev7557Vo0SIVFhYqLS1NZ5xxhi655BLFxsYeVv3Z2dmaMGGCjj32WM2ePVsvvPCC/vOf/yg3N1exsbEaOXKkrrjiCnXt2lVS/XtCzpw5UzNnztSdd96pcePGHfSY5OTk6NVXX9WXX36pPXv2yO12q1evXho7duxh13YwLXE+pJ/uKVjTHyXp66+/1vDhwzV48GA9++yzta/Zt2+fXn75ZS1dulQ5OTnyeDzq06ePJk6cqDPOOKNJdQMAgOBjpCAAAGg3+vbtq06dOsmyLH311Ve1y8vKynTFFVfo0Ucf1aZNm3TMMcfolFNOUceOHbVu3To9+uijzXogQkJCgk477TRJ1aFIIO+++64kacKECYe+Q4dp7ty5mj59ukpKSjRs2DBFRkZq6dKluvLKKzV//nxdfvnl2rp1qwYPHqyUlBR98803uu6667RixYo629m5c6d++9vf6u9//7sKCws1dOhQDRgwQJs2bdJ9992nm2++WT6fr0k19e7dW4ZhaMeOHbr//vuVk5MTcL2TTz5Zd911l84999x6bZZl6cYbb9Srr76qjh076vjjj1dhYaH++c9/6oorrqgNug63/pp+M3fuXKWlpemEE05QVVWVFixYoMmTJys3N1fST/eETEpKkiQNGDBAY8aMUZcuXQ56PFatWqWLLrpIb775pioqKnTyySfrmGOO0Q8//KD77rtP06ZNk9frbXZtB9MS5+NAp556qvr37y+pekrxmDFj6oTM3333nSZNmqQ33nhDVVVVGjlypPr06aNvvvlGt912W6sE5wAAoHUwUhAAALQrPXr00O7du7Vt27baZS+99JI2btyovn376m9/+5uioqJq2xYtWqQZM2Zo4cKFmjZtWp17ozXFeeedp4ULF2rBggW65ppr6ow23Lx5s77//nulp6cH5aELn332maZPn66LLrpIklRaWqqLL75YOTk5uueee3TJJZdo6tSpcjgcsm1bf/7zn/XJJ5/orbfe0tChQyVV33Pu1ltvVXZ2tiZOnKhp06bVTlXet2+fbr75Zi1dulTPPvusrr322oPW1K1bN11wwQWaO3eu5s2bp3fffVd9+vTRwIEDNWDAAA0cOFApKSmNbqOkpETr1q3T448/ruOPP75232655RatXLlSTzzxRG3Iezj1b926VZmZmXrjjTdqR94VFhbq8ssv144dO/Svf/1L11xzTe09IWvuATlx4kSdddZZBz0WRUVFuvXWW1VWVqbf/e53+sMf/lDbf7KzszV9+nQtX75cjz76qP785z83q7aDaYnzcaDp06fr/fff19q1a9WjR486YXvNOSosLNRVV12lyy67rHYU5Pbt23XDDTdo3rx5taMGAQBA+8ZIQQAA0K7UTB0tKCioXRYVFaWTTjpJ1113XZ1AUJJGjRql+Ph42bat7OzsQ/59gwYNUo8ePZSfn6+lS5fWaZs3b54k6ZxzzmlwWmZr6t27d20gKEkxMTE65ZRTJEkdOnTQNddcUxvKGIahUaNGSap+Gm2Nzz77TJs3b1avXr10880317l3YUpKimbNmiXDMDR37lyVlZU1qa6bbrpJN910U+1xX79+vd544w39+c9/1tlnn61Jkybp9ddfV1VVVYPbuPzyy2sDwZp9mzVrlpxOpxYtWqT8/PwWqX/atGl1puImJCTUTgnevHlzk/a3Ie+8846Ki4s1ePBgXXvttXUC5c6dO+v++++XaZqaP3++9u7d22q1tcT5aIr33ntP+/bt04knnqjLL7+8zrTobt266U9/+pOk6hAfAAC0f4SCAACgXamsrJQkmeZPlymXXXaZHn300drRb1L1U1U3bdqkd999t/Zpqc0NPX71q19JqjuFuLKyUh999JGcTqfGjx/frO0eruOOO67espoprkcddVS9h0PUBKo1x1CSli9fLkkaNmxYwPsGduvWTd27d5fX69XatWubVJdhGLrwwgu1YMECPfHEE/rNb36jY489traezZs36/HHH9cll1wSMAyTpLPPPrvestTUVPXv31+WZenrr79ukfoHDBgQ8PdIUnl5eZP2tyE107RHjx4dsD0zM1N9+/aV3+/XqlWrWq22ljgfTVFzLkaOHBmwfciQIYqMjNSePXvqBNMAAKB9YvowAABoV4qLiyVJ8fHxdZbv3btX77zzjlatWqWsrCzl5+fLtm1Jqh3FV/PzoRo7dqyefvppLV26VHl5eUpOTtbixYtVXFys008/vTaIa2s/PwYHCvRU5UCjGffs2SNJmjNnjubMmdPo76tZt6lcLpeOP/742hF/Xq9X33zzjRYtWqQFCxZo69atuuOOO+o8pEKSIiIi1KFDh4Db7NixoyTV3lPvcOo3TVMxMTH11qsJF5vbX2rUBGyN3XuwS5cu+u677+qFca1RW3PPR1PVPIDkkUce0SOPPNLoujk5OfUeagIAANoXQkEAANBu2LatjRs3SqqeOlvj008/1YwZM1RZWam4uDj169dPGRkZ6tmzpwYNGqRp06Zp165dzf69MTEx+uUvf6n58+frww8/1CWXXFI7arBmFGEwNPWJwI3x+/2SpP79+x/0wRlpaWkH3d6mTZtUUFCg4447Th6Pp05bRESERowYoREjRuiUU07RLbfcolWrVik7O1udO3euXa+x/aoJw2pGuR1O/a095bspwV3NKFa3211neUvV1hLno6lq9mXEiBFKTExsdN1AT5AGAADtC6EgAABoN1atWqXi4mJ5PB4NGTJEUvVop3vvvVeVlZV1HqxxoJKSksP+3RMnTtT8+fO1aNEinX322Vq1apW6dOlS58mrR6Ka6ahnnHGGJk2adNjbu/7665WXl6fZs2drxIgRDa536qmnKikpSfn5+SosLKwTQpWVlam0tDTgSLmacLdmxGBL19+SUlNTtW3btkYD6Z07d0pSq402bYnz0VSpqanKysrSeeedV/vUbgAAcOTinoIAAKBd8Pv9tdMaR48erbi4OEnV90OrmVI8ZcqUeoHgunXrattrRjI1R79+/XT00Udr/fr1evXVV+X3+3XuuecG5QEjLanmPoxLliwJ2F5cXKwLL7xQU6ZMadJ94AYOHCipejpvYyPl8vLyagPeQNNIP/vss3rL9uzZo++//15ut7v2ac8tXX9jDvVc19S2aNGigO1bt27Vhg0b5HA4NHjw4MOqrSEtdT6aoiaob+hc1ASGV199tYqKipr1OwAAQNshFAQAAEG3b98+3X777frmm2+Umpqqa665prbtwGmKn376aZ3Xbdq0SXfeeWftzwc+YKM5aqYKv/7663I4HLVPgj2SnXnmmerSpYtWr16tRx99VF6vt7atvLxcd911l7Zu3aqSkhJ169btoNu74oor5PF49OWXX+q2226rvc/cgbKysnTLLbfI5/PpggsuUHR0dL11nnzySf3444+1PxcVFWnGjBny+/0677zzakcRtnT9jamZflsTMh/MhAkTFBsbq5UrV+qZZ56pneosVQect99+u2zb1pgxY1ptpGBLnY8D1RyHn4/APe+88xQbG6sPP/xQL730Up39LSgo0MyZM7Vz505FREQ0ej9MAADQPjB9GAAAtJkDAzzbtuX1epWTk6PNmzfL5/MpPT1dDz30UJ0ApUuXLjr99NO1ePFizZw5U2+//bZSUlK0Z88e/fDDD3K73ercubOys7NVUFBwWPWNHj1aTz75pMrKynTaaacpJSXlsLbXHrhcLj344IO6/vrr9cYbb2jhwoU6+uijZZqm1q5dq+LiYqWkpOivf/1rk0bK9ezZU4888ojuuOMOLV68WP/5z3/Uq1cvde7cWaZpaufOndq8ebNs29bZZ5+tqVOnBtyO2+3Wb3/7Ww0ZMkQej0erVq1SaWmphgwZUicUbun6G9O9e3d9+eWXeu6557Rq1SqdffbZOvXUUxtcPzExUffff7/++Mc/6sUXX9SHH36oY445RmVlZVqzZo0qKio0dOhQ3XrrrYdVV2Na6nwcqGYk4fr16zV16lT17NlT06dPr7O/Tz/9tN566y317t1bPp9Pa9askdfrVWZmpmbMmNFq+wsAAFoOoSAAAGgzH330UZ2f3W63EhISNGzYMP3iF7/Q2LFj6z2QQZLuuece9e/fXx988IE2b96s9evXKy0tTRMmTNBvfvMbff7553riiSf0+eefH9bovqioKB199NFauXKlJkyY0OzttDdHHXWUXn/9db3++uv6/PPPtWrVKjmdTnXq1EkTJ07UhRdeeEgj2YYPH663335b7777rv773/9q69at2r59uyQpJSVFZ511lsaPH1873TSQxx57TP/+97+1ePFilZWVqXv37ho3bpwmTpxY+5CR1qq/IZMnT9aePXu0fPlyffnll+revXujoWDNsXjttdf06quvatmyZfr8888VFRWlY445RuPGjdPZZ58t02zdyTktcT4O1Lt3b02bNk1vvPGGVq9erezsbN14440yDKN2f1977TX997//1fLlyxUREaGMjAydeeaZdUZ5AgCA9s0oLCw8+GPTAAAAwkBOTo4mTJigzp0761//+tcRfz/B9qjmwS3z589v0tOOAQAA0Dq4pyAAAAhrlZWVsixLpaWluv/+++X3+3XRRRcRCAIAACCkMX0YAACEtc8++0wzZ86U3++XZVnq1atXSE0dBgAAAAJhpCAAAAhrmZmZio2Nlcfj0cknn6wnn3xSLpcr2GUBAAAArYp7CgIAAAAAAABhhpGCAAAAAAAAQJghFAQAAAAAAADCDKEgAAAAAAAAEGYIBQEAAAAAAIAwQygIAAAAAAAAhBlCQQAAAAAAACDMEAoCAAAAAAAAYYZQEAAAAAAAAAgz/x8W3sdq+KKNDQAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 264 + "source": [ + "# Scatterplot: Daily Time Spent on Site vs. Age in context of Clicked on Ad\n", + "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Age\", data=data, hue=\"Clicked on Ad\")" + ] }, { "cell_type": "code", + "execution_count": 265, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:09.990696Z", "start_time": "2024-07-03T18:40:09.703227Z" } }, - "source": [ - "# Scatterplot: Daily Time Spent on Site vs. Area Income in context of Clicked on Ad\n", - "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Area Income\", data=data, hue=\"Clicked on Ad\")" - ], "outputs": [ { "data": { @@ -1021,29 +1079,29 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 265 + "source": [ + "# Scatterplot: Daily Time Spent on Site vs. Area Income in context of Clicked on Ad\n", + "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Area Income\", data=data, hue=\"Clicked on Ad\")" + ] }, { "cell_type": "code", + "execution_count": 266, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:10.258989Z", "start_time": "2024-07-03T18:40:09.991702Z" } }, - "source": [ - "# Scatterplot: Daily Time Spent on Site vs. Daily Internet Usage in context of Clicked on Ad\n", - "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Daily Internet Usage\", data=data, hue=\"Clicked on Ad\")" - ], "outputs": [ { "data": { @@ -1057,29 +1115,29 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 266 + "source": [ + "# Scatterplot: Daily Time Spent on Site vs. Daily Internet Usage in context of Clicked on Ad\n", + "sns.scatterplot(x=\"Daily Time Spent on Site\", y=\"Daily Internet Usage\", data=data, hue=\"Clicked on Ad\")" + ] }, { "cell_type": "code", + "execution_count": 267, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:10.508619Z", "start_time": "2024-07-03T18:40:10.259996Z" } }, - "source": [ - "# Scatterplot: Age vs. Daily Internet Usage in context of Clicked on Ad\n", - "sns.scatterplot(x=\"Age\", y=\"Daily Internet Usage\", data=data, hue=\"Clicked on Ad\")" - ], "outputs": [ { "data": { @@ -1093,16 +1151,19 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 267 + "source": [ + "# Scatterplot: Age vs. Daily Internet Usage in context of Clicked on Ad\n", + "sns.scatterplot(x=\"Age\", y=\"Daily Internet Usage\", data=data, hue=\"Clicked on Ad\")" + ] }, { "attachments": {}, @@ -1118,18 +1179,14 @@ }, { "cell_type": "code", + "execution_count": 268, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:10.748230Z", "start_time": "2024-07-03T18:40:10.508619Z" - } + }, + "scrolled": true }, - "source": [ - "# Distribution plot of Age\n", - "sns.distplot(data[\"Age\"])\n", - "plt.title(\"Age Distribution\")" - ], "outputs": [ { "data": { @@ -1143,48 +1200,48 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 268 + "source": [ + "# Distribution plot of Age\n", + "sns.distplot(data[\"Age\"])\n", + "plt.title(\"Age Distribution\")" + ] }, { "cell_type": "code", + "execution_count": 269, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:10.754189Z", "start_time": "2024-07-03T18:40:10.748230Z" } }, + "outputs": [], "source": [ "# Cut the left 1% and right 99% quantile to avoid outliers\n", "q_small = data[\"Age\"].quantile(0.01)\n", "q_big = data[\"Age\"].quantile(0.99)\n", "data = data[(data[\"Age\"]>q_small) & (data[\"Age\"]<q_big)]" - ], - "outputs": [], - "execution_count": 269 + ] }, { "cell_type": "code", + "execution_count": 270, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:10.995885Z", "start_time": "2024-07-03T18:40:10.755195Z" - } + }, + "scrolled": true }, - "source": [ - "# Distribution plot of Daily Time Spent on Site\n", - "sns.distplot(data[\"Daily Time Spent on Site\"])\n", - "plt.title(\"Daily Time Spent on Site Distribution\")" - ], "outputs": [ { "data": { @@ -1198,48 +1255,48 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 270 + "source": [ + "# Distribution plot of Daily Time Spent on Site\n", + "sns.distplot(data[\"Daily Time Spent on Site\"])\n", + "plt.title(\"Daily Time Spent on Site Distribution\")" + ] }, { "cell_type": "code", + "execution_count": 271, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:11.001216Z", "start_time": "2024-07-03T18:40:10.996892Z" } }, + "outputs": [], "source": [ "# Cut the left 1% and right 99% quantile to avoid outliers\n", "q_small = data[\"Daily Time Spent on Site\"].quantile(0.01)\n", "q_big = data[\"Daily Time Spent on Site\"].quantile(0.99)\n", "data = data[(data[\"Daily Time Spent on Site\"]>q_small) & (data[\"Daily Time Spent on Site\"]<q_big)]" - ], - "outputs": [], - "execution_count": 271 + ] }, { "cell_type": "code", + "execution_count": 272, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:11.252702Z", "start_time": "2024-07-03T18:40:11.002223Z" - } + }, + "scrolled": true }, - "source": [ - "# Distribution plot of Area Income\n", - "sns.distplot(data[\"Area Income\"])\n", - "plt.title(\"Area Income Distribution\")" - ], "outputs": [ { "data": { @@ -1253,54 +1310,48 @@ }, { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABQkAAATKCAYAAADy9eJbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5iU5dn+8fOZmZ3Z3lhYWHpTmqCoKKLYYwFr7DHGEl+NPf7iq4kaTTTGgiXWqMTYolFEY29YEVEUFQSkLr3ssr1Of35/8LJheZ5Zdtndqd/PcXgI98zs3Lvszs6cc133ZdTU1JgCAAAAAAAAkLIcsd4AAAAAAAAAgNgiJAQAAAAAAABSHCEhAAAAAAAAkOIICQEAAAAAAIAUR0gIAAAAAAAApDhCQgAAAAAAACDFERICAAAAAAAAKY6QEAAAAAAAAEhxhIQAAABAFwqFQrHeQrdJ5s8NAIBUR0gIAADa5aGHHtKECRM0YcIEXXXVVbHeTlS89dZbLZ/z/PnzY72dlDZ//vyWfwu7/yZOnKgjjjhCZ5xxhm699VbNnTu33R9vV9ftiM8++0xXXHHFbt/+0ksv1YQJE3ThhRe2Wn/iiSda9uvz+Tq7zQ5rbm7Www8/rOeee85y2Z/+9CdNmDBBxx57bNT3BQAAug4hIQAA2KVgMKh33nmn5e9ff/21NmzYEMMdAa2FQiE1NDRozZo1euedd3T11Vfr8ssvV3l5edT28Nhjj+m6667Tpk2bonaf0XL66afr2Wefld/vj/VWAABAN3HFegMAACD+zZkzR5WVlcrNzVV+fr7WrVunV199NWUqChFfbrjhBkvVWiAQUG1trUpLS/X6669rzpw5+uabb3TllVfqiSeeUF5eXqvrezwe9evXT5KUnp7eJfvqikCyZ8+e6tevn3r16tUFO+o6bX1uhYWF6tevn/Lz86O3IQAA0OUICQEAwC69+eabkqS9995bgwYN0rPPPqu33npLl156qdxud4x3h1TjdruVmZlpWc/Ly9OAAQN02GGH6dlnn9XDDz+s1atX65ZbbtEDDzzQ6rpjxozRq6++GqUdt99tt90W6y102JVXXqkrr7wy1tsAAACdRLsxAABoU0VFhebMmSNJmjhxoo4++mhJUk1NjT766KNYbg2I6LzzztMxxxwjSfryyy/13XffxXhHAAAA8Y1KQgAA0KZ33nlHoVBIDodDhx12mHr06KEhQ4aotLRUM2fO1HHHHWd7uyeeeELTp0/XmDFj9MADD2jatGmaPXu2TNNUv379dP3112uvvfZquf7atWv14osv6ptvvlF5eblcLpf69u2ryZMn66yzzlJubm7EPZaVlWnmzJn69ttvtXHjRtXX18vj8ahXr17ab7/9dMYZZ2jgwIFd+nV566239Oc//1mFhYV67733tHz5cv3rX//S/PnzVV1drdzcXO2zzz4655xzNGbMmIgfp7m5We+8847ef/99rVu3TnV1dSosLNT48eN11llnadSoUba3q6mp0YwZM/TFF19o3bp1CgQC6tGjh8aPH6/TTz/d9nabNm3SySefLEmaOXOmXC6XnnnmGc2dO1eVlZXKz8/XAQccoIsuukglJSWSpLlz5+qFF17QTz/9JJ/Pp759++q4447TL37xC7lc9k8l6+rq9NJLL2n27Nlav369gsGgevbsqf3331/nnHNOl/9bRHLZZZdp1qxZCoVCevnllzV+/PiWy+bPn6/f/OY3kqS//e1vmjhxYqvbzps3T6+//roWLFigqqoqpaenq3fv3tpvv/105plnqm/fvi3X3f69sN3mzZs1YcIESdIf//hHTZ06tdX9ff7553ruuef06quvqr6+Xr169dIvf/lLnXLKKbr00kv13XffacyYMXrqqacifm6zZ8/WCy+8oKVLl0qSBg8erGOOOUannnqq0tLSLNffvp/zzjsv4mAVu/vevrbd9OnTNX369JavkbRtcMnbb7/d8rOws0AgoLffflsffvihli9frsbGRuXl5WnkyJGaMmWKjjjiCBmGYbndSSedpM2bN+v666/XSSedpJdffrnl5yQcDmvAgAE66qijdOaZZ3ZZyzgAAKmMkBAAALRpe6vx/vvvrx49ekiSpkyZooceekgLFy7UihUrNHz48Ii3DwQCuuaaa7Ro0aKWtbVr17YKil566SU98MADCoVCLWs+n0/Lly/X8uXLNXPmTN1zzz0aO3as7f7uvPNOBQKBVuvBYFCrV6/W6tWr9cYbb+juu++2BEFd5a233tIdd9yhYDDYslZZWalZs2bpo48+0o033qgTTzzRcrvS0lJdf/31Wrt2bav18vJyvffee/rggw90zTXX6Kyzzmp1+VdffaWbb75ZtbW1rdY3b96st99+W++8847OPfdcXX755XI47BtHFi5cqHvvvVcNDQ2t7vfNN9/UnDlz9Mwzz+jVV1/VP//5T8ueH3nkES1btkx33HGH5eN+//33uv7661VTU9NqfcOGDdqwYYPeeOMN/e53v9PPf/5z2311pT59+mjMmDFasGCBvv32W4XD4Yhfjx1tD7h31NDQoJUrV2rlypWaOXOm/vKXv+iwww7brX09+OCDeuWVV1r+vmHDBhUXF7f79k8++aSeffbZVmuLFi3SokWL9Prrr+uhhx5q+VmNtY0bN+q6667TypUrW61XVlbqiy++0BdffKEDDjhAd9xxh3Jycmw/RmNjoy666CL99NNPrdaXLVumZcuW6f3339cTTzyh7Ozsbvs8AABIBYSEAAAgoh9++KElwJoyZUrL+nHHHadHH31UoVBIM2fO1A033BDxYyxbtkySdP755+u0005TfX29VqxY0VIZ+NZbb+nee++VtO3MwwsuuEAjR46U3+/Xt99+q8cff1ybN2/W1Vdfreeee65l2IQkLVmyRLfffrtM09SIESN08cUXa9iwYfJ4PNqyZYvefPNNvfbaa/L5fLr77rv12muvdfnXqL6+Xn/5y19UUlKiSy+9VPvss49CoZA+/vhjPfroo/L5fLrvvvt06KGHthqe0dDQoCuvvFJbt25Venq6zj//fB111FHKzs7W0qVL9fDDD2vlypW6//77tccee7RUwS1evFjXXXedfD6f8vLydPHFF+vggw9WZmamli5dqieffFI//vijnnvuOTmdTl122WW2+77zzjvl8Xj0+9//XgcddJC8Xq9eeOEFvfbaa6qqqtIVV1yhtWvXavLkybrwwgvVt29flZaW6p577tHKlSs1a9YsnX322a2qQUtLS3X11VfL6/WqT58+uvjii7X//vvL7XZr+fLl+sc//qEffvhBd911l/Ly8nTUUUd1+b/HzkaOHKkFCxaorq5Oq1ev1tChQ9u8/sKFC1sCwp/97Gc6++yz1adPH/l8Pn333Xd66KGHVFVVpdtvv1377befsrOzdeyxx+qII47QnXfeqffee0+9e/fWv//9b0myPbPzlVde0cEHH6yrrrpKGRkZmj17tg488MB2f07PPvus+vfvryuuuEJ777236urqNHPmTP373//WypUrdcMNN+iJJ56wrc7rqAceeEDhcLglED3//PN1/vnnt+u2dXV1uuqqq7R+/Xo5nU6dffbZmjJlioqKirRx40bNmDFDb7/9tr7++mtdd911evjhh22rU6dPny6fz6fTTz9dJ598snr27Kl169bpscce0/z587Vy5Uo9++yzEb/XAQBA+3AmIQAAiGh7FWFWVlarqqmioqKW9sX33ntPjY2NbX6cI488Updddpl69eqloUOHtkymbWhoaAkIDznkED322GOaOHGi8vPz1atXLx1//PF66qmnVFRUpMbGRsvwieeee06maaqgoEAPPfSQDjnkEPXp00eFhYUaNWqUrr/++pb22o0bN1oq9rpCIBBQUVGRnnrqKR199NEqKipScXGxzj777Ja2zqamJs2dO7fV7aZPn66tW7fK4XDovvvu04UXXqgBAwaosLBQBx10kB555BEVFRXJNM1W1Xz33nuvfD6fsrOzNX36dJ1xxhkqKSlRfn6+DjzwQD3++OMtgdMzzzyj0tJS2337/X7df//9OuWUU1RcXKyBAwfqhhtuUP/+/SVtq/acNGmSpk2bplGjRikvL0/77LOP/vKXv7R8jO3tptvdfffdLQHh008/ralTp6q4uFgFBQU64IAD9Oijj+qAAw6QJE2bNk1+v7+TX/1d69OnT8ufKysrd3n9Tz/9VJLUv39/3XbbbRo9erQKCwvVp08fTZkyRbfffrukbQHYV199JUlyuVzKzMyU0+mUJBmGoczMTGVmZtqGXr169dKdd96pQYMGqbi4WKeddlq7Khx3/JymT5+uww8/XAUFBRo4cKCuvfbalnbmBQsW6JNPPmn3x2tLenp6qyEx2z9Xu8ExO3vmmWe0fv16SdKf//xnXXXVVRo6dKjy8vI0atQo3XLLLfqf//kfSdJ3332n119/3fbjeL1eXXnllbruuus0fPhw5efna+zYsbr//vtbpkBzPioAAJ1HSAgAAGw1NTVp1qxZkraFfDuf+TV16tSW67377rttfqxIFWM7Boy//e1vW0KWHfXo0UO/+tWvJG07h62ioqLlsnHjxunEE0/URRdd1KpKb0f77rtvy593boHtKj//+c9t73/y5Mktf964cWPLn03T1AcffCBp29dmv/32s9y2oKBAp512mkaMGKGePXvKNE0tX768pW37ggsusD3bz+Vy6cYbb5TT6ZRpmpo5c6btnsePH9+qClDaFm7t2NJ97rnnWm43ePDglrbO8vLylvXS0tKWs+suuugiFRQU2O7t6quvliRVVVXps88+s91bV8rIyGj5887t2Xa2B5dNTU1qamqyXL7ffvvpnnvu0XPPPadJkybt1p4OPfTQTk0Fv+yyy2y/vuedd15LaLY94I+VcDjcEvpNmjSpZeDRzi688EINGjRIklq1YO8oKytLZ5xxhmU9PT295c2KTZs2dcGuAQBIbYSEAADA1ocffqjm5mZJrVuNt5s8eXLLGWKvvvpqmx9rjz32sF2fP3++JCk/P1+FhYUtwczO/20fwmGapn788ceW25911lm66aabbAMEaVtwsHz58pa/73jmYVcaPXq07fqO58L5fL6WP5eWlraEnQcffHDEj3vhhRfq2Wef1R//+EcZhtHy9ZKkI444IuLtiouLW8K+77//3vY6kYap7Bg+7bnnnrbXycrKkqRWlYA7DrcYNmxYxH/LkpKSllbzBQsWRPwcusrOZ1Xuyj777CNpW9XhL3/5Sz3//PNatWpVq+sceuih2nPPPVsFkB3R1hmeu+J0OnXooYdGvGz7uZsLFiyQaZq7fT+dtXLlStXV1Ulq+3vV4XC0vImwatUq2yB/+PDhEUPV7T9joVCow//WAACgNc4kBAAAtt544w1J20KjnJwcS1AibQtUPv/8c61cuVILFizQuHHjbD9Wfn6+7fr26rqampp2D4HYsmWLZa2xsVHffPONVq1a1TIgY/Xq1S0hxXbdFZrYVXVJrc+jC4fDLX/esQJvwIAB7b6fsrIySZLH42k1XdfO4MGD9f3339t+vaTI/yY7tr1GGgRh1xq7YcOGlj+398y6SHvrSjsOZok0GGNHhx9+uA4//HB98skn2rBhgx588EE9+OCD6tWrlyZMmKBJkyZp0qRJnZqmG+lr3x69e/du8763t4s3NDSovr6+zang3Wn796q07XuxLTteXl5ebvn6RPr5ktRqkvOOP2MAAKDjCAkBAIDF6tWrWyr2qqurdc455+zyNjNnzowYEkaqAtrVWYa7uk04HNY//vEPPffcc/J6va2u53Q6NWLECJWUlOjjjz/u8P10hN25c23Zse3V4/G0+3bbP/f2VLBtv872atCddSbkstPZf8vusmOb966CVWlbAHrnnXfq7bff1quvvqrFixfLNE2Vl5frrbfe0ltvvaWsrCxdeOGF+uUvf7lbe+rIv/nOdvVvv+PlO1avRtuO/7a72vOO34t2Ld4d/fkCAAC7h9+4/+fpp5/WV199pb///e9d+nEXLFigiy++2LL+2GOPtTojCQCAeLI755l9/PHHuvbaaztUJbU9LBkzZoyeeuqpDt/nAw880DJFdsCAAZo8ebKGDRumQYMGaciQIUpPT9fs2bO7PSTsqB1DkY4EObsK/na0PWzp6jAwkh3vZ/bs2Z0KwrrS9jMcc3NzW6rsdsUwDE2dOlVTp05VRUWF5s2bp2+++UZff/21Kioq1NjYqIceekhOp7NdAXpX2jkM39mOIVt7Kid31JWh4o7B4K6+X3fc8+62cAMAgM4jJNS2Q5L//ve/a++99+7yj71ixQr169dPTzzxRKv1SIerAwAQa8FgUO+8844kacSIEXr22WfbvP6//vUv/e1vf5Pf79cbb7yh8847r9331bt3b61cuXK3hg6UlZXp5ZdflrTtfMS77rrLdvBJe4ZVRFvv3r1b/rxhw4aWMxd3tnHjRr3++usqKSnR4YcfrpKSEknbwpyNGze2WRm3farxjtN9u9OOn9PmzZtbhlHYMU1ThmF0+55WrFjR8nXYcYhMRxQVFen444/X8ccfL9M09dVXX+nmm29WXV2dXnzxxaiHhOXl5QoGgxGr69asWSNp2753DG4dDofC4bCCwWDEj92VPys7ft+tXr064hmY2y/fbsfvIwAAEF0pPbhk69atuvbaa/XQQw916Dygjli1apWGDBmioqKiVv/teH4KAADx5IsvvlBVVZUk6fjjj9/l9adMmdLye+21117r0Ll/48ePl7Rt0u3ChQsjXu/111/XYYcdprPOOqtl2MWiRYtaziA7+eSTbQNCSfrmm29a/hwvZ5YNGzZMmZmZkqS5c+dGvN6nn36qp59+Wn/9618VDodbvaHZVnVkWVlZSwXdzhOMu8v2gR/Stn1HsnbtWk2ePFmnnnqqXnrppW7d0z/+8Y+WP5988sntus3111+vk08+WQ899JDlMsMwNHHiRB133HGSpIqKilbf79EIPv1+f6shMTtfNmfOHEmt/z2k/1boRZrwXVVV1epcyc4aNmxYSyVjW9+rpmnqk08+kSQNHDiQN9IBAIihlA4Jly5dqrS0NL3wwgu2Uwlnz56t8847T4cccohOPfVU/f3vf281xa89Vq5c2eY76QAAxJvtA0ucTqeOOeaYXV4/Pz+/pUpr48aN+uqrr9p9X8cff3xLW+q0adNszyOrqKjQ9OnT1dTUpIqKipbJsDuGgjtWIu1o9uzZev/991v+3lYVVTS5XK6WAPb999/XkiVLLNepra3Viy++KEnaf//9VVBQoBEjRmjkyJGSpH/+859au3at5XbBYFB33XWXQqGQDMPQSSed1I2fyX+NGjWqZRrys88+21LRtvPe7r//fvl8Pm3YsKHlc+kOzz33XEs4deSRR7ZMe96V5uZmbdq0Se+++66qq6stl5um2TIxu6SkpFUwuL26r7un7D744IO2bcePPPJISwh46qmntrpse6v1V199Zdv++/jjj7d5n9s/t/b+DDkcjpbvvTlz5ujDDz+0vd6zzz7b8vMbre9VAABgL6VDwkMOOUR33XWXbavO3Llz9Yc//EEnn3yyXnzxRf3v//6vZs2apVtuuaVD97Fq1SqtWbNG5513no499lhdccUVWrx4cVd9CgAAdKmKioqWyraJEye2OVV0Rzu+uJ85c2a776+wsFCXXnqppG1v3l1wwQWaNWuWKioqVFZWpg8//FCXXHJJy6TUK664oqUCb++9925pp3zyySc1Y8YMbdy4saUq8c4779R1113XqnowGoMy2uvXv/61evTooWAwqCuuuEIvvfSSNm/erIqKCn3++ee65JJLVF5eLpfLpcsvv7zldtdff73S0tLU0NCgiy++WDNmzNDmzZtVU1OjefPm6bLLLtMXX3whSfrlL38ZsZW5O/zv//6vXC6XGhoa9Otf/1r//ve/tXHjRlVXV+vbb7/V1VdfrS+//FKSdOyxx7Y7uNuZ3+9XU1NTq/+qqqpUWlqqd955R7/5zW9aKgEHDRqkP/zhD+3+2NuHkVRUVOjSSy/VrFmzWn1f/eEPf9D3338vSTrjjDNa3XZ7FVxlZaW+/PJL1dfXt+v8yI5wOp1avny5LrnkEs2bN081NTVasWKF/vSnP7WEyscee6zl7Ovt08Orqqp0zTXX6Mcff1RNTY0WLlyoG264Qa+99lqbk5C3f25z5sxRWVlZS7VxWy644IKWFvk//vGPevDBB7Vq1SrV1dVp6dKl+stf/qJHHnlEkjRu3DidddZZHf56AACArsOZhBE89dRTOuWUU1rehe3Xr59uuOEGXXbZZS3nJrXVtvLBBx/I5/OpoaFBzc3N+t3vfieHw6EZM2bo0ksv1TPPPKMhQ4ZE41MBAKDd3n77bYVCIUntazXebsKECerTp482b97cEiK01y9+8Qs1Nzdr+vTpWr16tW2g43A4dPHFF7f63Zufn69rr71Wf/3rX+X1enXPPfdYbud0OnXhhRfq2WefVTAY1Pr169u9r+5WWFioBx98UL/97W9VXl6ue++9V/fee2+r63g8Ht16662tKu5GjRqladOm6cYbb1RNTY3uuecey+duGIbOO++8lgA2Wvbaay/dfffdLWf23Xfffbrvvvss15s8eXKHgrud3Xnnnbrzzjt3eb2JEyfqT3/6U4cGeOy///66/PLL9eijj0b8fpSkU045xRISTpgwQc8884xM09Q111wjSbrkkkt00UUXtfv+d6Vfv36aMGGCZsyYoSuuuMJyeaSv7VlnnaVPP/1US5cu1ffff2/Z02GHHaZhw4Zp+vTptvc7YcIEvfvuu1qxYoVOOOEESdsGHBUXF0fca05Ojh5++GH9v//3/7R69Wo9//zzev755y3XmzRpkm655RamGAMAEGP8Jo5g2bJlWrJkiV5//fWWte1nzqxZs0YTJkxoOSzdTk5OjvLz8/XRRx8pIyOj5UnPqFGjtHTpUr388su64YYbuveTAACgg7a3Gufk5HRo0IPD4dAJJ5ygJ554QqFQSK+99pocjvY3LPz617/W4Ycfrpdfflnz589XeXm5wuGwioqKNH78eJ1++um2raknn3yy+vfvrxdffFE//vij6urq5PF4VFxcrL333lunnXaahg8frh9++EHfffedPv74Y11wwQXt3ld3Gz58uF566SW98sor+uSTT7R27Vr5fD717NlTBx54oM4991zbibwTJ07UzJkz9dJLL2nOnDnasGGDgsGgevfurfHjx+uUU07RiBEjYvAZSQcffLBeffVVvfzyyy17a25uVl5enkaNGqUTTjhBhx9+eJffr8vlUlZWlkpKSjR69GgdffTRlnP52utXv/qVxo8fr1deeUULFy5sOXuwsLBQ48aN00knnaT99tvPcrv9999fN998s/71r39pw4YNcrvd3TI457rrrtOoUaM0Y8YMlZaWyuVyac8999TJJ58c8YiAzMxMPfnkk3rppZf04Ycfau3atXI6nRo2bJhOOukkTZ06tdUZjnb36fF49Pnnn6uurk75+fnavHlzmyGhtC3UfP755/XGG29o1qxZWrlypZqamlRUVKQ99thDJ554og4++OConOcIAADaZtTU1LT/dPEk9qc//UmbN2/W3//+d0nbWpF/8YtfaMqUKZbrFhUVtRz+vDtuuOEG+f1+23fWAQAAAAAAgGhL6TMJ2zJkyBCtXbtW/fv3b/mvvLxcDz74YLvPM5o7d64OPfRQbdy4sWUtGAxqxYoVtBoDAAAAAAAgbhASRnDeeefp448/1vTp07V27VrNmzdPf/7zn9XQ0KCioqJ2fYyxY8cqPz9ft956q3766SetXLlSt956q2pra3X22Wd382cAAAAAAAAAtA/txv9n53ZjSZo1a5aefvpprV69Wrm5uZo8ebKuuOKKDh1+vWHDBj388MOaP3++fD6fxo0bp2uuuUZDhw7tjk8DAAAAAAAA6DBCQgAAAAAAACDF0W4MAAAAAAAApDhCQgAAAAAAACDFERICAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMktOH1elVaWiqv1xvrrQCIAR4DgNTGYwCQ2ngMAMDjAFIVIWEEoVAo1lsAEEM8BgCpjccAILXxGACAxwGkIlesN2CnqqpKf/vb3zR37lz5fD6NHz9eV199tQYNGmR7/ffee09//OMfLev/+c9/VFJS0s27BQAAAAAAABJbXIaE1113nUzT1AMPPKCMjAw9/vjjuvzyyzVz5kylp6dbrr9ixQrtu+++uu2221qtFxQURGvLAAAAAAAAQMKKu5Cwrq5Offr00QUXXKChQ4dKki688EKde+65Ki0t1ahRoyy3WbVqlYYNG6aioqJobxcAAAAAAABIeHEXEubm5ur2229v+Xt1dbVefPFF9erVS4MHD7a9zcqVK3XIIYdEa4sAAAAAAABAUom7kHBHd9xxh/7zn//I7XZr2rRpysjIsFynrq5O5eXl+uGHH/TKK6+otrZWo0aN0pVXXqmBAwfu8j7sphX5/f5W/weQWngMAFIbjwFAauMxAACPA0gmdsf2RWLU1NSY3biXTiktLZXP59OMGTP04Ycf6sknn9SIESNaXef777/XJZdcop/97Gf6xS9+Ia/Xq3/+859atmyZXnjhBfXo0WOX98HUIgAAAAAAACQTp9OpIUOGtPv6cR0SbhcOh3X22WdrzJgxuvnmmy2X19TUKC8vT4ZhSNpWHXjCCSfo3HPP1a9+9as2P3akSsKysjIVFxfL7XZ3zScBIGHwGACkNh4DgNTGYwAAHgeQTDpSSRh37cY1NTWaN2+ejjjiCLlc27bncDg0ePBglZeX294mPz+/1d/T09NVUlIS8fo7XzcSt9vdoS8mgOTCYwCQ2ngMAFIbjwEAeBxAqnHEegM7q6ys1E033aRvvvmmZS0YDGrZsmW2g0tee+01HXXUUWpubm5Za2ho0Lp16zpUUgkAAAAAAACkqrgLCYcOHaqDDjpI06ZN03fffadVq1bp1ltvVX19vc455xyFQiFVVFS0tAkfdNBBMk1Tt9xyi1atWqUlS5bohhtuUEFBgaZOnRrjzwYAAAAAAACIf3EXEkrS7bffrgkTJuimm27S+eefr9raWj3++OPq3bu3ysrKdPzxx2vWrFmSpOLiYj3yyCNqbm7WxRdfrMsvv1zZ2dl67LHH5PF4YvyZAAAAAAAAAPEvIQaXRJvX69X69evVv39/zh8AUhCPAUBq4zEASG08BgDgcQCpKi4rCQEAAAAAAABEDyEhAAAAAAAAkOIICQEAAAAAAIAUR0gIAAAAAAAApDhCQgAAAAAAACDFERICAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMkBAAAAAAAAFIcISEAAAAAAACQ4ggJAQAAAAAAgBRHSAgAAAAAAACkOEJCAAAAAAAAIMUREgIAAAAAAAApjpAQAAAAAAAASHGEhAAAAAAAAECKIyQEAAAAAAAAUhwhIQAAAAAAAJDiCAkBAAAAAACAFEdICAAAAAAAAKQ4QkIAAAAAAAAgxRESAgAAAAAAACmOkBAAAAAAAABIcYSEAAAAAAAAQIojJAQAAAAAAABSHCEhAAAAAAAAkOIICQEAAAAAAIAUR0gIAAAAAAAApDhCQgAAAAAAACDFERICAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMkBAAAAAAAAFIcISEAAAAAAACQ4ggJAQAAAAAAgBRHSAgAAAAAAACkOEJCAAAAAAAAIMUREgIAAAAAAAApzhXrDQAAAAAA4kelN6QaXzjW29gt+R6HeqQ7Y70NAEhIhIQAAAAAgBY1vrBmb/HHehu75ZDebkJCANhNtBsDAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMkBAAAAAAAAFIcISEAAAAAAACQ4ggJAQAAAAAAgBRHSAgAAAAAAACkOEJCAAAAAAAAIMUREgIAAAAAAAApjpAQAAAAAAAASHGEhAAAAAAAAECKIyQEAAAAAAAAUhwhIQAAAAAAAJDiCAkBAAAAAACAFEdICAAAAAAAAKQ4QkIAAAAAAAAgxRESAgAAAAAAACmOkBAAAAAAAABIcYSEAAAAAAAAQIojJAQAAAAAAABSHCEhAAAAAAAAkOIICQEAAAAAAIAUR0gIAAAAAAAApDhCQgAAAAAAACDFERICAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMkBAAAAAAAAFIcISEAAAAAAACQ4ggJAQAAAAAAgBRHSAgAAAAAAACkOEJCAAAAAAAAIMUREgIAAAAAAAApjpAQAAAAAAAASHGEhAAAAAAAAECKc8V6AwAAAACQbCq9IdX4wrHexm5pCJqx3gIAIAYICQEAAACgi9X4wpq9xR/rbeyWkXnOWG8BABADtBsDAAAAAAAAKY6QEAAAAAAAAEhxhIQAAAAAAABAiiMkBAAAAAAAAFIcISEAAAAAAACQ4ggJAQAAAAAAgBRHSAgAAAAAAACkOEJCAAAAAAAAIMUREgIAAAAAAAApjpAQAAAAAAAASHGEhAAAAAAAAECKIyQEAAAAAAAAUhwhIQAAAAAAAJDiCAkBAAAAAACAFEdICAAAAAAAAKQ4QkIAAAAAAAAgxRESAgAAAAAAACnOFesNAAAAAADa1hAIa0NjSI0BUw1BU42BsBoDphqDpjJdhobluTSqIE3pTiPWWwUAJChCQgAAAACIU+vqg/p4k08LKgMy27jel2V+uQxpRL5LY3u4NabQpUwXjWMAgPYjJAQAAACAOBI2TS2pDuqTTV6tqgu1+3ZBU1pUHdSi6qCchjS6IE1TBqarOMPZjbsFACQLQkIAAAAAiAOmaeq7ioDe3+BVeXO4Ux8rZEoLqwJaWhPQGUMztV9PdxftEgCQrAgJAQAAACDG/CFTL5c26dutga79uGHp+RVNWlUX1CmDMuTmzEIAQASEhAAAAAAQQ9W+sP6xtFEbGtvfWixJDklup+Rtx83mlvm1tj6o8/fMUi/ajwEANggJAQAAACBGVtQG9PSyJjUG2xpLIqU7pUm9PRpTmKZsl6GsNEPpTkOGpM1NYS2o9GtBZUBb2mhT3tQU1r0L6nXmsEyNL6L9GADQGiEhAAAAAESZaZr6fLNfr69pVlunDxa4DR1a4tGBxR6lR2gVLslyqiQrQ8cNyFBZU0ifbPLpq3K/7XV9YenZ5U3yhUxNLPZ0wWcCAEgWhIQAAAAA4lKlN6QaX+cGeHRUIGiq2shSqNFUmm/3zwdsaKMyMGyaenlVc8QgT9pWOfjzwZka3zNNTqP95wgWZzp11rBMDc9z6eVVTYr05ZtR2qyidIeG56W1+2MDAJIbISEAAACAuFTjC2v2lshBWncIBAKqqvaq0OtTWtruB5Qj8yKf+/fGGm+bAWHvDIcuGpGlnp04O3Dfnm71y3bq6WWN2txk/TzCpvTPZU367V7ZnbofAEDycMR6AwAAAACQKj7Z6NWnm30RLx9bmKZrxuZ0SXBXnOHUb/fK0YG97M8fbAqaenJpo5qC0a3WBADEJ0JCAAAAAIiCb7f69fpar+1lhqTj+6fr/D0zI549uDvcTkNnDcvUz/rZnz9Y3hzWM8ubFDLbHpwCAEh+hIQAAAAA0M2W1QT04som28uchnTRiCz9rH+6HB04f7Ajju2frnE97M8fXFYT1OtrmrvlfgEAiYOQEAAAAAC60fqGoJ5a2qiQTbGeIenc4ZkaU9i9A0QchqFfDMtU/yz7NubPN/s1Z0vkNmgAQPIjJAQAAACAblLhDenxnxojThk+ZXCG9imyPzOwq7mdhi4akaXcNPtqxVdXN2tzYygqewEAxB9CQgAAAADoBsGwqaeWNqohYH/e35F9PZrcx/6swO6S73Ho1yOylGbzSjBkSq+sbpLJ+YQAkJIICQEAAACgG7y51qtNTfYlhPv3TNPUAelR3tE2A3JcOntYpu1lq+pC+mSzP8o7AgDEA0JCAAAAAOhi327167PN9mf8jch36ayhmTK6aUhJe4wvcuvwEvsqxieXNsobpJoQAFINISEAAAAAdKF6f1jTFjbYXtYn06EL9syS0xG7gHC7Y/unK99t3UeVz9S7670x2BEAIJYICQEAAACgi5imqX+valK131qJl+aQztsjSx5n7ANCSfI4DZ0yOMP2stmbfdrEEBMASCmEhAAAAADQRb7Y4tfi6qDtZScOzFCfTGeUd9S2sYVp2jPfZVkPiyEmAJBqCAkBAAAAoAtsbgzp9TXNtpeNLnDp4N7uKO9o1wzD0M8HZ8iuuLG0LqT5FYHobwoAEBOEhAAAAADQSYGwqWdXNMpu3kdumqGzh8V2UElbemU4dUSEISavr2lWM0NMACAlEBICAAAAQCd9uMGrzU1h28vOGZ6p7LT4ful1VL90FdgMMakPmHqPISYAkBLi+zcVAAAAAMS5rc0hfbTRZ3vZoX08GpGfFuUddVxbQ0y+2OJTrd8+AAUAJA9CQgAAAADYTaZp6pXVzQrZdOSWZDp0wsD06G9qN+1VmKYRNkNMQqb0+Wb7EBQAkDwICQEAAABgNy2oDGhZjXWasUPSOcMy5XLE5zmEdgzD0CmDMmS34zlbfJxNCABJjpAQAAAAAHaDN2TqtQjTjE8cmK5+2daqvHhXnOm0ncLsDW0LCgEAyYuQEAAAAAB2w3vrvKr1W6vrctMMnTfc/ny/RHDGEPu9f7bZJ79dXzUAICkQEgIAAABAB21qDEU8p++kQRnKivNpxm3ZI8+lPfKsVZD1AVPztvpjsCMAQDQk7m8uAAAAAIiBsGlqRmmT7Ob9Ds9zaXxR/E8z3pWj+nps1z/Z6FPIpJoQAJIRISEAAAAAdMA3W/1aXR+yrDsN6bTBGTKMxBlWEsnwPJcGZDst65W+sH6oCMRgRwCA7kZICAAAAADt5A2aenON1/ayw0s8Ks60BmuJyDAMHRmhmvCjjV6ZVBMCQNIhJAQAAACAdvpkk1cNQWtAVuAx9LN+6THYUffZqzBNvTKsLxk3NYX1U00wBjsCAHQnQkIAAAAAaId6f1ifbLIfVnLq4Ey5nYnfZrwjh2HoiJLI1YQAgORCSAgAAAAA7fD+Bq/8NtNK9shzaa/CxB9WYme/nm7lua3h56q6kFbXUU0IAMmEkBAAAAAAdmFrc0hflvltL5s6MLnajHfkchg6LEI14Zwy+6pKAEBiIiQEAAAAgF14Z51XYZtZHfv0SNOAbFf0NxRFE4s9ynRZqwkXVAbUbHM+IwAgMRESAgAAAEAb1jUE9X1lwLLuMKTjByRvFeF26U5DE3q6LeuBsPRdhX11JQAg8RASAgAAAEAEpmnqzbX2QzoOKnarZ4YzyjuKjQOKrSGhJH1dTkgIAMmCkBAAAAAAIlhWG9SKWuuADrdDOqZf8lcRbtcn06mB2dZAdF1DSJsaQzHYEQCgqxESAgAAAICNcBtVhIeXeJTjTq2XUwf0opoQAJJZav1WAwAAAIB2+r4ioI02VXLZLkOH902dKsLtxhe5lWbzCvLbrX4F7aa6AAASCiEhAAAAAOwkbJp6f4N9FeEx/dOV7rRO+0126S5De/dIs6w3Bk0trrYOdgEAJBZCQgAAAADYycKqkMqbw5b1Hh6HJkYY4pEKDuzlsV3/qoyWYwBIdISEAAAAALAD05RmbbYPvY7tny6XI/WqCLcbkutUUbr1ZeTSmqBqfNZQFQCQOAgJAQAAAGAHyxodKmu2nrFXlO7Q+J7WdttUYhiG7QATU9K8rVQTAkAiIyQEAAAAgP8TNk3NqXLaXnZ0P4+cRupWEW63f0+37L4KX5f5FTYZYAIAiYqQEAAAAAD+z5KakMr91pdJPTwO7VeUumcR7ijf49DIApdlvdIX1qq6YAx2BADoCoSEAAAAACDJNE3N2mQ/pfeofh45U/gswp3ZtRxL0tfltBwDQKIiJAQAAAAASUuqg9rYZB2+UeA2tH9Pqgh3NLogTdkua2i6oDIgb4iWYwBIRISEAAAAAFKeaZp6f4PX9rKj+qX2RGM7Loeh/WyC00BYWlJtX40JAIhvhIQAAAAAUt7SmqDWNYQs63lu+2m+kCZE+LosqCQkBIBEREgIAAAAIKW1WUXYlyrCSPpkOtQz3fqS8qfqgPy0HANAwiEkBAAAAJDSVtWFtKbeWkWYm2bowGKqCCMxDEPjeqRZ1v1h6acaqgkBINFY59bHgaqqKv3tb3/T3Llz5fP5NH78eF199dUaNGiQ7fVramp077336ssvv5RhGPrZz36mq666Sunp6dHdOAAAAICE8/FG+yrCI/p6lEYVYZvG9UjTrI0+y/qCyoDG9SBgBYBEEpeVhNddd53Wr1+vBx54QE8//bQ8Ho8uv/xyeb32v7x///vfa/369XrkkUf017/+VXPmzNGdd94Z5V0DAAAASDSbGkNaUhO0rGe5pIOKPTHYUWLpl+VUocf6snJxdUCBMC3HAJBI4i4krKurU58+fXTjjTdq1KhRGjx4sC688EJt3bpVpaWllusvXLhQ8+fP1y233KIRI0Zo//331+9//3u9++67Ki8vj8FnAAAAACBRfLLJvhBhUnGa3E6qCHclUsuxLyQtswlfAQDxK+7ajXNzc3X77be3/L26ulovvviievXqpcGDB1uu/8MPP6ioqKjVZfvuu68Mw9CCBQt09NFHt3l/dtWJfr+/1f8BpBYeA4DUxmMAED8CQVOBQPedbVfjC2t+hfXjpxmmJhQanbrvULhzt4+lju59dJ6hTzZZ17/f6tOeOV24sXYIBB3yeq3nSwIdwXMBJJOOHMUXdyHhju644w795z//kdvt1rRp05SRkWG5Tnl5uYqLi1utpaWlKS8vT2VlZbu8j02bNikUsv8l0p7bA0hePAYAqY3HACD2qo0sVVXbV/p1hY8qnAqb1pdE43JDCjXXq6p59z92U3quqqrrOrG72Ono3rNNKcflVn2wdeXl4uqAtlY1KpoFmdXp6XJWNUbvDpHUeC6AROd0OjVkyJB2Xz+uQ8KzzjpLp5xyimbMmKHrrrtOTz75pEaMGNHqOl6vV2lp1vJ2t9stn896gO7OSkpKLGt+v19lZWUqLi6W281hu0Cq4TEASG08BgDxI9RoqtC76+f0u6M5aGpBaZNl3SFp//yQcnNy5XLt/sulzEy3Cgvi+uVWRLuz93ENPn1R1rq92Bs2VOnM1Yi86H0dCgo86p9VGLX7Q3LiuQBSVVz/1tqedt50001avHixZsyYoZtvvrnVdTwej20pvN/vt6083FlbZZdut5sJyUAK4zEASG08BgCxl+YLKC0t3C0f+7Myr3w2H3pcoVP5aZLL5bItRmgvp8PRqdvH0u7sfZ+ehr4oa7CsL64xtVdR9L4OaS6X0tMT8+uO+MNzAaSauBtcUlNTow8++EDB4H/fhXI4HBo8eLDtIJLi4mJt3bq11VogEFBtba169uzZ7fsFAAAAkFgCYVOfb7avUDy0DwHT7hic41RumrWv+MeqgEImU44BIBHEXUhYWVmpm266Sd98803LWjAY1LJly2wHl+yzzz4qLy/X+vXrW9bmz58vSRo3blz3bxgAAABAQvl2q191AWtwtWeeS30znTHYUeJzGIbG2kw5bgyaWlXLlGMASARxFxIOHTpUBx10kKZNm6bvvvtOq1at0q233qr6+nqdc845CoVCqqioaJlKPGbMGI0bN0433nijlixZom+//VZ//etfdfzxx6tXr14x/mwAAAAAxJOwaerjjfZVhEf09UR5N8nFLiSUpB8qE3PKMwCkmrgLCSXp9ttv14QJE3TTTTfp/PPPV21trR5//HH17t1bZWVlOv744zVr1ixJkmEYuuuuu1RSUqLf/OY3+sMf/qCDDjpI119/fYw/CwAAAADxZlFVQFu91sMI+2U5tUcUB2wko6G5LmW57FuOw7QcA0Dci8vfgtnZ2br++uttg76SkhLNmzev1VphYaHuvPPOaG0PAAAAQIL6ZFPkKkLDsAZcaD+nYWivwjR9Ve5vtV4fMLW6LqShhLAAENfispIQAAAAALra2vqgVteHLOuFHofGRWiVRcdE+jouqPLbrgMA4gchIQAAAICU8FmkicYlHjmpIuwSe+S5lGnTcrykmuElABDvCAkBAAAAJL0aX9h2gEa6UzqwlzsGO0pOToehUQXWtuIKb1hbm61VnACA+EFICAAAACDpzd7iU9hmdsbEYo88TqoIu9LIfPuW4yU1VBMCQDwjJAQAAACQ1PwhU3PLrGfiGZIO6e2J/oaS3J75LtnFrj9VWys5AQDxg5AQAAAAQFL7ZqtfTUFrGeHYHmkqTOclUVfLTnNoQLbTsr6qLih/yKacEwAQF/iNCAAAACBphU0z4sCSw/pQRdhdRhZYW44DYWllHS3HABCvCAkBAAAAJK2lNUGVN4ct6wOynRqUY612Q9cYlW8dXiLRcgwA8YyQEAAAAEDS+myTfRXhoX08MgwGlnSXftlOZbusX9+fGF4CAHGLkBAAAABAUtrcFNKyWmsolec2tHcP+wm86BoOw9CIAms1YYU3rK3NoRjsCACwK4SEAAAAAJJSpCrCQ3p75HRQRdjdRubbB7FLqCYEgLhESAgAAAAg6TQEwppf4bespzmkicXuGOwo9eyZ75JdFMu5hAAQnwgJAQAAACSduWV+BazzSrR/T7ey0ngZFA3ZaQ4NyLYOh1lVF5Q/ZMZgRwCAtvDbEQAAAEBSCZmm5myJPLAE0TOywNpyHAhLK+toOQaAeENICAAAACCpLKoKqMZvrVQbke9Scaa1sg3dZ1S+dXiJRMsxAMQjQkIAAAAASeXzzZEHliC6+mU7le2ynkz4E8NLACDuEBICAAAASBqbGkNaVReyrBelOzSywL6qDd3HYRgaYfN1r/CGtbXZ+u8EAIgdQkIAAAAASWN2hLMID+7tlsOwm7WL7jYy33ouoSQtoZoQAOIKISEAAACApNAUDGv+Vr9l3e2QJvRyx2BHkKQ9812yi2c5lxAA4gshIQAAAICk8HW5X/6wdX2/nm5lunjpEyvZaQ4NyLYOjFlZG5Q/ZB0wAwCIDX5TAgAAAEh4YdPUF5utVYQSA0viwcgCa8tx0JRW1dFyDADxgpAQAAAAQML7qTqoSp+1jHBYrkt9sqxVbIiukfn2Q2NWEhICQNwgJAQAAACQ8CINLDmkD2cRxoN+2U6l22S1K2oJCQEgXhASAgAAAEhoZc0hLbWZlJvvNjSm0H6yLqLLaRgammutJlzfEFJzkHMJASAeEBICAAAASGhfbLavIjy4t0dOw26uLmJheJ41JDQlldJyDABxgZAQAAAAQMLyhkzN22odWOIypAOLaTWOJ8Pz7Ks6l9NyDABxgZAQAAAAQML6ptwvX8i6Pr7Irew0Xu7Ekz6ZDmW5rJWdDC8BgPjAb00AAAAACck0TQaWJBCHYWiYzbmEGxtDagxYJ1MDAKKLkBAAAABAQlpeG1R5szVcGpzjVP9saxiF2Btmcy6hRDUhAMQDQkIAAAAACWl2GwNLEJ/shpdI0grOJQSAmCMkBAAAAJBwKr0hLa62Bku5aYbG9bAfkIHYK85wKDfN5lxCQkIAiDlCQgAAAAAJ54stfpk26wf19sjlsIZQiA+GYdi2HG9pDqvez7mEABBLhIQAAAAAEoo/ZOrrcr9l3WlIBxUzsCTeRWw55lxCAIgpQkIAAAAACWV+hV9NQWsd4bgeacp18xIn3nEuIQDEJ36DAgAAAEgYpmlGHFhySB8GliSCHh6H8t3WlnBCQgCILUJCAAAAAAmjtD6kTU3Ws+v6Zzk1KNsZgx2howzDsK0mrPCGVe3jXEIAiBVCQgAAAAAJo60qQsNgYEmiGJ5nP4GaakIAiB1CQgAAAAAJocYX1sLKgGU9y2VonyL70AnxKdK5hCsJCQEgZggJAQAAACSEOWU+2TWjTix2K81BFWEiKfA4VJRufTm6ojYg07QOpQEAdD9CQgAAAABxLxA2NXeL37JuSJrUm4EliWhYrrWasNpvqpJzCQEgJggJAQAAAMS97ysCaghaK8z2KkxTgYeXNYmIlmMAiC/8NgUAAAAQ10zTjDiwZHIfqggT1bAIISHDSwAgNggJAQAAAMS1tQ0hrW8MWdb7ZDo0NNcZgx2hK+S5HSrOsL4kXVkX5FxCAIgBQkIAAAAAce3zNqoIDYOBJYnM7lzCWr+pah8hIQBEGyEhAAAAgLhV6w/rh8qAZT3TZWjfIncMdoSuNMQmJJSk1fW0HANAtBESAgAAAIhbX27xKWxTVHZgL7fcTqoIE93gHPuQsLSOkBAAoo2QEAAAAEBcCoRNzS3zW9YNSZN6U0WYDAo8hvLd1rC3lEpCAIg6QkIAAAAAcWnWRp/qAtYywtGFLvVIZ2BJMjAMQ4NtWo63NIXVFAzHYEcAkLoICQEAAADEpX+vbLJdn9zbE+WdoDsNsWk5NiWtqbdOtAYAdB9CQgAAAABx57utfi2qtrac9s5waHie/Tl2SEyDc+2rQldzLiEARBUhIQAAAIC48/hPDbbrh/TxyDAYWJJMSjKd8tjkhJxLCADRRUgIAAAAIK5sbQ7ptdXNlvV0p7RfTwaWJBuHYdhOOV7XEFLQbrQ1AKBbEBICAAAAiCtPL2uU32ZmxQG9PPI4qSJMRnYhYSAsbWjkXEIAiBZCQgAAAABxIxA29dSyRsu6IemQPlQRJqshEc4lLOVcQgCIGkJCAAAAAHHjzTXN2txkLSMcWeBSUbp9kITENyDbJYdNkehqJhwDQNQQEgIAAACIG0/8ZK0ilKRDenuivBNEk8dpqF+WNQQurQvKNDmXEACigZAQAAAAQFxYUOnXV+V+y3qvDIf2zLeeWYfkYncuYWPQVLnX5oBKAECXIyQEAAAAEBfaqiJ0GAwsSXaRziVczbmEABAVhIQAAAAAYq7CG9IrpU2WdY9T2r8XA0tSwRCbSkJJKuVcQgCICkJCAAAAADH37PIm+WyyoAk93Up3UkWYCnLcDhWlW1+iUkkIANFBSAgAAAAgpoJhU08tjdBq3IeBJanErppwqzesej/nEgJAdyMkBAAAABBTb6/zakOjtYzwoGK3emXYn1OH5BTxXMJ6qgkBoLsREgIAAACIqSd+arBdP3NoRpR3glgbnBvhXMI6ziUEgO5GSAgAAAAgZhZVBTRni9+yPiTHqYOKGViSanqlO5Tlsp5BWUolIQB0O0JCAAAAADHz+BL7KsJfj8yWw2BgSaoxDEODbVqONzSG5A+ZMdgRAKQOQkIAAAAAMbG1OaSXS5ss61kuQ78YnhmDHSEe2A0vCZvS2gaqCQGgOxESAgAAAIiJfyxtlM/mqLmzh2Uqz81LlVQ1JMK5hGvqOZcQALoTv3kBAAAARJ03aOofSxttL7t0VFaUd4N40i/LKadNpzmVhADQvQgJAQAAAETdK6ubtNUbtqwf2z9dw/LSYrAjxAuXw1C/LOu5hGvrQzJNziUEgO5CSAgAAAAgqkzT1KOL7QeWXDY6O8q7QTwamGMNCesDpqp9hIQA0F0ICQEAAABE1WebfVpSbW0dHVOYpkN6u2OwI8SbgdkRziWk5RgAug0hIQAAAICoilRFePnobBmGzWF0SDmDbCoJpW0txwCA7kFICAAAACBqltUE9MEGn2W9OMOhnw/OiMGOEI8KPQ5lu6yB8ToqCQGg2xASAgAAAIiavy+xryL89Ygsue1G2iIlGYZhey7h+oaQgmHOJQSA7kBICAAAACAqKr0h/Xtls2U93SldOCIrBjtCPBuYYz2XMGhKm5poOQaA7kBICAAAACAq/rmsSc0haxXYWUMz1SPd/gw6pK6B2ZxLCADRREgIAAAAoNv5Q6am/2Tfavyb0dlR3g0SwYBsl+wa0NdyLiEAdAtCQgAAAADd7uXSJm1pDlvWj+rr0Z75aTHYEeJdhstQcYb1JesaKgkBoFsQEgIAAADoVmHT1EM/2lcRXkYVIdpgdy5hhTesxoA1cAYAdA4hIQAAAIBu9f56r5bVWltERxe4dHiJJwY7QqKIeC5hA9WEANDVCAkBAAAAdKsHF9lXEV69V44Mw+7UOWAbu0pCSVpbz7mEANDVCAkBAAAAdJuvy3yaW+a3rPfLcuqUwRkx2BESSe9Mh9w2r1qpJASArkdICAAAAKDbRKoivHx0ttIcVBGibU7DUH+bluO19SGFTTMGOwKA5EVICAAAAKBbLK8J6J11Xst6vtvQL/fIjMGOkIgGZltbjptDprZ6GV4CAF2JkBAAAABAt3h4cYPsar1+PTJb2Wm8FEH7DMqJMLyknpZjAOhK/GYGAAAA0OW2NIX075VNlnWPU7pkZFYMdoRExfASAIgOQkIAAAAAXe7xJQ3y23SD/mJYlnpm2FeGAXby3A7lu63nVzK8BAC6FiEhAAAAgC5V5w/rH8saLeuGpCvGZEd/Q0h4dtWEmxpD8ocYXgIAXYWQEAAAAECXemZ5o+r81vDmxEHpGpJr3zoKtGWgzYTjsKQNjVQTAkBXISQEAAAA0GW8QVOPLGqwvezqMTlR3g2SxaAI5xKu4VxCAOgyhIQAAAAAuszzKxq1pdl6GOHBvd0a39Mdgx0hGfTLctq+eOVcQgDoOoSEAAAAALqEP2TqgR/tqwh/O5YqQuw+t9NQSZa15ZgJxwDQdQgJAQAAAHSJl1Y12Z4RN74oTUeUeGKwIyQTu3MJa/ym6uzGaAMAOoyQEAAAAECnBcOm7l9Yb3vZ78blyDCMKO8IyWaATUgoSetpOQaALkFICAAAAKDTXlvdrNJ6a1gzusClY/unx2BHSDb9s+2Hl6xnwjEAdAlCQgAAAACdEjZN3dtGFaGDKkJ0geJMh9w2r2DXN3AuIQB0BUJCAAAAAJ3y5lqvltZYg5o98lw6cWBGDHaEZOQ0DPW1GV6yriEk0zRjsCMASC6EhAAAAAB2m2mamrbAvorw2rE5cjqoIkTX6W9zLmF9wFStn5AQADqLkBAAAADAbvtgg08/VgUs6wOznTptCFWE6FoDIpxLuI6WYwDoNEJCAAAAALvFNE3ds6DO9rJrx+bIRRUhulh/m3ZjieElANAVCAkBAAAA7JZPNvn07VZrFWHfTKfOGpYZgx0h2fXMcMhjkxOubyAkBIDOIiQEAAAA0GGmaer27+yrCK/aK1seJ1WE6HoOw1D/LGvLMcNLAKDzCAkBAAAAdNh76736rsJaRdgrw6Hz9siKwY6QKuyGlzQFTVX5wjHYDQAkD0JCAAAAAB0SNk395fvIE40zXFQRovvYhYQSLccA0FmEhAAAAAA65M21Xi2ymWjcN9Op86kiRDcbECEkXEdICACdQkgIAAAAoN1CYVN3RDiL8HfjcpROFSG6WQ+PQ5k232dMOAaAziEkBAAAANBuM1c3a1lt0LI+INupXwxnojG6n2EY6p9lrSZc3xBUmOElALDbrGOhAAAAAFhUekOqScDBCPkeh3qk27dndlQgbOrO7+2rCK/fO0duJhojSvpnOy1htTe07VzC4fmx2RMAJDpCQgAAAKAdanxhzd7ij/U2OuyQ3u4uCwlfXNmk0nprS+ewXJfOHEoVIaIn0vCSJTVBHdEvypsBgCRBuzEAAACAXfKFTN39g/1E4xv2yZHLQRUhomdAtn29y0/V1oE6AID2ISQEAAAAsEvPLW/UBpvBECPzXTp1cEYMdoRUlu82lJ1mDaaXVFvPywQAtA8hIQAAAIA2NQTCumeBfRXh7/fJlcOgihDRZRiGBtgML1laE1QozPASANgdhIQAAAAA2vTI4gaVNVuHtowtTNMJA9NjsCPA/lzC5pCp5TbTtwEAu0ZICAAAACCi8uaQHvyxwfayG8fnyqCKEDHSP8K5hN9XJN6AIQCIB4SEAAAAACK6+4d6NQat7ZuTerv1s36eGOwI2CbShOPvKxleAgC7g5AQAAAAgK0VtQH9c1mj7WV/3i+PKkLEVJ7boTy39XvwByoJAWC3EBICAAAAsPXn+XUK2cyAOHVwhvbt6Y7+hoCd2FUT/lgVUIDhJQDQYYSEAAAAACy+LvPpzbVey3qaQ7p5fG4MdgRYDciynkvoDUk/VdNyDAAdRUgIAAAAoBXTNPXHb+tsL7toRJYG59oPjACiLeK5hBWEhADQUYSEAAAAAFp5a51XX5dbz3XLTTN03bicGOwIsBcpJFzA8BIA6DBCQgAAAAAtAmFTf4pQRXjN2Bz1SLcPZYBYyE5zqMBmeMmCSoaXAEBHERICAAAAaPHPpY1aWRe0rJdkOnTpqKwY7AhoW79sa/v74uqAggwvAYAOISQEAAAAIEmq8oZ0x/f2VYR/GJ+rTBcvHxB/+mVZq1u9IWl5rTXsBgBExm95AAAAAJKkO76vV43fWn01Kt+ls4dmxmBHwK7ZhYQS5xICQEcREgIAAADQoqqAnlrWaHvZXw/Ik9NhPfcNiAf9Ig4v4VxCAOgIQkIAAAAgxZmmqd9/XSO7I9ymDEjXoSXp0d8U0E55body0uyGl1BJCAAdQUgIAAAApLg313o1e4u16srtkG7fPy8GOwI6xq7l+MfKgMImw0sAoL0ICQEAAIAU1hw0ddM3tbaXXTEmW4NzrZNjgXhj13LcEDS1ui4Ug90AQGIiJAQAAABS2COLG7SuwRqk9M5w6Ldjc2KwI6DjIg8v4VxCAGgvQkIAAAAgRW1sDOm+hfW2l926X55y0ni5gMTAhGMA6Dx+6wMAAAAp6tZva9UUtJ7Ztl/PNJ0xNCMGOwJ2T6HHoUyXzfCSKkJCAGgvQkIAAAAgBX2+2acZpc22l911QL4chjVwAeKVYRjqa1NNuKDSL5PhJQDQLoSEAAAAQIrxh0z9bm6N7WVnD8vUvj3d0d0Q0AXsWo6rfabWNzK8BADag5AQAAAASDEPL27Q8tqgZT0nzdAt++bGYEdA50U6l3Ah5xICQLsQEgIAAAApZE19UPf8YD+s5MbxueqdaR+0APGuXzbDSwCgMwgJAQAAgBRyw9e1ag5Zz2jbqzBNvx6RFYMdAV2jZ7r98JKFlf4Y7AYAEg8hIQAAAJAi3l7brPfWey3rhqT7D8qXy8GwEiQuh2FojzyXZZ1KQgBoH0JCAAAAIAU0BsK6/uta28t+tUem9mNYCZLAnvnWkHBLc1hbmhheAgC7QkgIAAAApIB7FtRrg82U1x4eh27ZLy8GOwK63gibkFBieAkAtAchIQAAAJDkfqoO6OFFDbaX/Xn/XBV4eFmA5DAyP812fWEVISEA7ArPBgAAAIAkFjZNXT2nRkHrrBJNLHbrnGGZ0d8U0E0G5TjlsRlyvIDhJQCwS4SEAAAAQBJ7pbRZ87ZaAxKXId07MV+GwbASJI80h6HRBdZqQoaXAMCuERICAAAASaraF9ZDixttL7tsdLZG2YQpQKIb18P6fb2uIaRqXzgGuwGAxEFICAAAACQh0zT1SmmTmmz6jAflOHXDPjkx2BXQ/cYW2k/qXkjLMQC0iZAQAAAASELfVwa0uDpoe9kDB+Ur08VLASQnu0pCiZZjANgVnhkAAAAASaYxENarpc22l50zLFOHlaRHeUdA9IwqSJPT5qhNJhwDQNsICQEAAIAk8/oarxps2ox7pjt0+/65MdgRED3pLkMj8l2WdSoJAaBthIQAAABAEllWE7CdZixJdx2Qp8J0Z5R3BETfuB7WcwlX1gZVH2B4CQBEYn17JQ7U1tbq0Ucf1Zw5c9TY2Khhw4bp8ssv19577217/aeeekp///vfLevz5s3r5p0CAAAA8cMfMvXyKvs242P6p+uUwRlR3hEQG2N7pOmFla3XTElLqgI6oNgTkz0BQLyLy5DwpptuUmVlpW677TYVFhbq5Zdf1pVXXqnnn39eAwcOtFx/5cqVOu6443TllVfGYLcAAABAfHhvvVeVPmulVLbL0L0H5skwbA5qA5LQ2EL74SU/EhICQERx1268fv16ff3117r++uu1zz77aODAgfrd736nnj176r333rO9zapVq7TnnnuqqKio1X8AAABAqljfENQnm3y2l92yX676ZcdlfQDQLUZHCAkZXgIAkcVdSJifn6/7779fI0eObFkzDEOGYaiurs5yfb/fr3Xr1mnw4MHR3CYAAAAQN0JhU/9e1SzrqBJpbKFLF43IivqegFjKczs0KMd6/uaPhIQAEFHcvZ2Yk5OjSZMmtVr7+OOPtX79ev32t7+1XH/16tUKhUL66KOPNG3aNPn9fo0fP15XXnllu6oJvV6vZc3v97f6P4DUwmMAkNp4DEAkgaCpQCA+A4ZPNvu1sTFkWXca0u/HZcnvs68wjHex+JoHg8FW/99dobARt98vu5LIew8EHfJ6t/0sjM5zak1965+LJVUBNTQ1y+Wg9R6R8VwAySQ9Pb3d1427kHBnCxcu1G233abDDz9cBx98sOXyVatWSZIyMjL017/+VdXV1Xr00Uf1m9/8Rs8999wuvxibNm1SKGR9QiVJZWVlnf8EACQsHgOA1MZjAHZWbWSpqtr6BnOsVfmlDza6JVlDj4kFQeUH67R+fWP0N9YFYvk1r6u3djF1RFN6rqqqO/cxYiWR916dni5n1bbv934Ol6TWU459YemL5Rs1NMuu7hZojecCSHROp1NDhgxp9/XjOiT87LPPdPPNN2vcuHH685//bHud448/XgcddJDy8/Nb1oYOHaopU6Zo9uzZOvroo9u8j5KSEsua3+9XWVmZiouL5Xa7bW4FIJnxGACkNh4DEEmo0VShN74q8kzT1MvLvAqa1mElxemGpgzOVUFBuvpnFcZgd50Xi695MBhUXX2dcnNy5XLt/sulzEy3Cgvi+uVWRIm894ICT8v3+ySHX4+vq7dcpzK9pw7rz/ASRMZzAaSquH3kf/nll3XffffpyCOP1K233qq0NPuDZyW1CgglqaioSHl5eSovL9/l/bRVaeh2uztUlgkgufAYAKQ2HgOwszRfQGlp1jAulr4q82lVvXVPhqSzhmcpw+NSmsul9PTIz6XjWSy/5i6Xq83XILvidDg6dftYSuS97/j9vm/vNEnWkHBpfcfa75C6eC6AVBN3g0sk6ZVXXtG0adN0+umn6/bbb2/zF9Rjjz2m0047Tab533LxTZs2qaampkMllQAAAEAiqfOH9foa+1bcg3u7NTgnbusBgKgoyXSo0GN9ybuwMjHPWwSA7hZ3IeHatWt133336bDDDtOvfvUrVVZWqqKiQhUVFWpoaFAgEFBFRUXLQbqHHXaYNm/erLvuuktr167Vd999p+uvv17jxo3TgQceGOPPBgAAAOger65uVnPIeq5avtvQlIEZMdgREF8Mw9BehdaCkx+rAq2KTAAA28Td24sff/yxgsGgPv30U3366aetLpsyZYqmTp2q3/zmN3rssce07777auTIkbr//vv1xBNP6LzzzpPb7dbkyZN19dVXyzCYWAUAAIDk82NVQD9EqIY6fUim0p08DwYkaa/CNH22ufW5llW+sDY1hdU3yxmjXQFAfIq7kPCCCy7QBRdc0OZ15s2b1+rvEyZM0IQJE7pzWwAAAEBcaA6aeqW0yfayfYrSNNqmcgpIVWN72P88/FjlV98sKm4BYEdx124MAAAAILK31jar1m9tlcx0GTp1EKEHsCO7dmNJ+pFzCQHAgpAQAAAASBCldUHNKfPbXnbyoAzluHl6D+xoeJ5LHpuu4oVVhIQAsDOeRQAAAAAJIBA29e9V9m3Ge+S5tH9P2oyBnbkchkYV2A8vAQC0RkgIAAAAJIAPN3hV3hy2rKc5pDOGZjC0D4jAruV4TX1ItX7rzxMApDJCQgAAACDObWoMadZGn+1lx/dPV1E6U1qBSCKdS7iYakIAaIWQEAAAAIhjYdPUS6uaFLbOKlH/LKcml3iivykggYyNNLyEkBAAWiEkBAAAAOLYl2V+rW0IWdYdks4cliEnbcZAm0YVpsnup4SQEABaIyQEAAAA4lSdP6y31jbbXnZ4X4/6ZbmivCMg8eSkOTQk19qSv7CSkBAAdkRICAAAAMSp/6xpltdaRKiidIeO6Zce/Q0BCWqvQrdlbWlNQP6QTR8/AKQoQkIAAAAgDi2tCei7CvtKp9OHZMjtpM0YaC+74SX+sLS8NhiD3QBAfCIkBAAAAOKMP2TqlVL7NuPxRWnaM99+EAMAe5EmHHMuIQD8FyEhAAAAEGdmbfSqwhu2rKc7pZMHZcRgR0BiG9sjUkjoj/JOACB+ERICAAAAcaSsKaSPNvpsL5s6MEO5bp7CAx1VnOFQz3Trzw7DSwDgv3iGAQAAAMQJ0zQ1o7RZdrMUBmQ7dVCxdfgCgF0zDMO25fjHqoBMk+ElACAREgIAAABx49utAa2ssw5SMCSdMTRDDoNhJcDusgsJa/2m1jfajBAHgBRESAgAAADEAW/Q1Btr7YeVTO7jUb8sV5R3BCSXvSKdS0jLMQBIIiQEAAAA4sL7G7yqD1jbHvPdho4bkB6DHQHJZSwTjgGgTYSEAAAAQIyVNYX02Wb7YSWnDM5QupM2Y6Czhua6lGHzs0RICADbEBICAAAAMWSapl5b06ywzeyEPfNcEaufAHSM02FoVIG1bX8RISEASCIkBAAAAGJqSXVQS2usw0ocxrYqQoNhJUCXGWMTuq9tCKnOH47BbgAgvhASAgAAADESDG+rIrRzSG+Pemc6o7wjILmNLrCvzF1STTUhADAiDQAAAIiRTzf5VOG1VjBluwwd09/TJffhC5laVZuYAUhD0KYHG+gEu0pCaVvL8YHFXfMzBwCJipAQAAAAiIFaf1gfbPDaXjZ1YLoyXV3T9FPvD2tebahLPla0jcyjkhJda3SEkHAxlYQAQLsxAAAAEAtvrm2W3TFo/bOcmtDLHf0NASkgz+1Q/2xr+MzwEgAgJAQAAACibk19UN9utQ8lTh2SIQfDSoBuM8bmXMIl1UGFTdrbAaQ2QkIAAAAgikzT1Btr7YeV7NczTYNzOBEI6E525xI2Bk2tqU/MtnwA6CqEhAAAAEAULa4OqrTOGkZ4HNIJAzNisCMgtUQaXvIjLccAUhwhIQAAABAlYdPUWxGqCI/sm648N0/Pge5m124scS4hAPAsBAAAAIiSeeV+bWm2TivJTTN0aIknBjsCUs/gXKcyXdZzP5lwDCDVERICAAAAUeAPmXp3vdf2smP7p8vjZFgJEA0Ow9CoAuvZn1QSAkh1hIQAAABAFHy+2adav3V6aq8Mhw4odsdgR0Dqsms5XtcQUq3fWukLAKmCkBAAAADoZo2BsGZttK8inDogXU6DKkIgmkZHGF6yhJZjACmMkBAAAADoZh9s8MlrHWiswTlO7RUhrADQfSJNOKblGEAqIyQEAAAAulGlN6QvtvhsLzthYIYMqgiBqBsVYcLxYkJCACmMkBAAAADoRu+u9ypkPYpQYwpdGpJrHZ4AoPvluR0akO20rC+i3RhACiMkBAAAALpJWVNI87daQwdD0tQBGdHfEIAWdi3HS6qDCoVtUn0ASAGEhAAAAEA3+WCDV3Zxw4HFbvXOtFYxAYgeu5CwKWhqTb3NAaIAkAIICQEAAIBuUNYc0ncV1ipClyEd0y89BjsCsKPREc4lpOUYQKoiJAQAAAC6wYcRqggnFruV7+FpOBBrkSaL/8jwEgApimcnAAAAQBcrb7Y/i9BpSEf2pYoQiAeDcpzKclmnizPhGECqIiQEAAAAulikswgPoooQiBsOw9CoAuuEcdqNAaQqnqEAAAAAXYgqQiBx2A0vWd8QUo0vHIPdAEBsERICAAAAXYizCIHEYRcSStISqgkBpCCepQAAAABdZGtzSN9GqCI8iipCIO5EnHDMuYQAUhAhIQAAANBFIp1FSBUhEJ9GRQoJqSQEkIJ4pgIAAAB0ga2cRQgknFy3QwOznZZ1JhwDSEWEhAAAAEAX+HiTT3ajDg7s5VYBVYRA3LI7l3BJdVChsF1dMAAkL56tAAAAAJ1U7w/rm3K/Zd1pSEf1o4oQiGd2IWFzyNTq+mAMdgMAsUNICAAAAHTS7C0+BW2KjiZQRQjEvcjDSwgJAaQWnrEAAAAAneALmfpii7WK0JB0WIkn+hsC0CF72VQSSkw4BpB6CAkBAACATphX7leTTRnh6EKXijOsAxEAxJeBOU5luwzLOhOOAaQaQkIAAABgN4VNU59u8tledkQJZxECicBhGBpl03JMJSGAVENICAAAAOymhZUBVfqsM40HZjs1OIcqQiBR2A0v2dAYUo3NzzcAJCtCQgAAAGA3mKapjyNVEfb1yDCs7YsA4pNdSChJi2k5BpBCCAkBAACA3VBaF9K6hpBlvSjdEXEQAoD4NLrAZbtOyzGAVEJICAAAAOyGjzd5bdcPK/HIQRUhkFBGMeEYAAgJAQAAgI7a0hTS4uqgZT3LZWhCT3cMdgSgM3LSHLbniNJuDCCVEBICAAAAHRRpovHBvd1yO6kiBBLRaJsJxz9VBxUKmzHYDQBEHyEhAAAA0AENgbC+2eq3rKc5pEP6eGKwIwBdwW54SXPI1Ko6a9UwACQjQkIAAACgA+aW+RWyKSya0NOt7DSeXgOJignHAFIdz2IAAACAdgqbpr7cYt9qfGgJVYRAIosUEjK8BECqICQEAAAA2mlxdVDVfmsZ4Yh8l3plWIceAEgcA7KdykmznilKSAggVRASAgAAAO30xeZIA0uoIgQSncMwNMpmeIndJHMASEaEhAAAAEA7rK0PalmtNSwo8BgaVeCKwY4AdDW7luMNjSFV+8Ix2A0ARBchIQAAANAOM0qbbdcnFXvkMKwtigASzxibSkKJlmMAqYGQEAAAANiFxkBYb67zWtZdhnRgsTsGOwLQHUYX2lcFM+EYQCogJAQAAAB2YUZpsxoC1oEl+xSlKTuNp9RAshhVkCa7umAqCQGkAp7RAAAAAG0wTVNP/tRgexkDS4Dkkp3m0OAc66RyKgkBpAJCQgAAAKANX5X7baeb9s9yamAOA0uAZDPaZnjJT9UBBcPWamIASCaEhAAAAEAbpv/UaLt+cB/OIgSSkd2EY29IWlVnfbMAAJIJISEAAAAQQVlTSG+stU41znQZ2qcHISGQjCJNOF7MuYQAkhwhIQAAABDBs8sbFQhb1w/s5ZbbaTfeAECis2s3lqRFnEsIIMkREgIAAAA2wqap51Y0WdYNSZN6U0UIJKuB2U7lplnfBGDCMYBkR0gIAAAA2Ji92ad1DSHL+sgCl3qkW6efAkgOhmHYVhMuruJMQgDJjZAQAAAAsGFXRShJE4s9Ud4JgGgbbXMu4camkKp9NucPAECSICQEAAAAdlLjC+tNm4ElOWmGRuW7YrAjANFkN+FYkn6k5RhAEiMkBAAAAHYyo7RJPmunsfbv6ZbTwcASINlFCgmZcAwgmRESAgAAADt5brl9q/EBvRhYAqSCkfku2b0dwIRjAMmMkBAAAADYwYJKvxbaVAuNK0xTcSYDS4BUkJXm0JBc6887E44BJDNCQgAAAGAHz0cYWHLSoPQo7wRALNkNL1lWE1AwbMZgNwDQ/QgJAQAAgP/jDZqascoaEma7DB3dj6nGQCqxO5fQG5JK64Ix2A0AdD9CQgAAAOD/vL2uWTV+a5XQKYMzlOniqTOQSuwqCSVpMecSAkhSPNMBAAAA/s9zEVqNzx2eGeWdAIi10REmHHMuIYBkRUgIAAAASFpbH9Snm3yW9T3yXJrAVGMg5QzIdionzTrjeFE17cYAkhMhIQAAACDpXyvtqwh/OTxThmENCgAkN4dhaJRNy/FiKgkBJClCQgAAAKS8UNjUCzatxi5DOnMYrcZAqrI7l3BDY0g1vnAMdgMA3YuQEAAAACnviy0+bWgMWdaP6Z+uXhnOGOwIQDwYXeiyXV/C8BIASYiQEAAAACnvpVXNtuu/3IMqQiCVMeEYQCohJAQAAEBKawqG9eZaa0jYM92ho/qmx2BHAOKF3ZmEEucSAkhOhIQAAABIae+t86o+YFrWTx2cIZeDgSVAKst1OzQw23rkAJWEAJIRISEAAABS2kul9q3GZw6l1RiANLrQWk24pDqosGl9cwEAEhkhIQAAAFJWpTekjzZ4LevDcl3ap8i+zRBAarE7l7AxaGpNvXXYEQAkMkJCAAAApKzXVjcraFMMdMbQDBkGrcYApDE2lYSStIhzCQEkGUJCAAAApKyXI0w1PoNWYwD/Z3SBy3adcwkBJBtCQgAAAKSk1XVBzdvqt6wf0MutQTn2oQCA1DM4x6UMp7WymAnHAJINISEAAABS0sulTbbrZwzNiPJOAMQzp8PQSJtqQioJASQbQkIAAACkHNM09fIqa0joMqRTBhESAmjNbnjJ6vqQGgLhGOwGALoHISEAAABSzncVAa2qs04mPbpfugrTnTHYEYB4Fml4yU/VwSjvBAC6DyEhAAAAUs5LNlWEEq3GAOyNjhAS0nIMIJkQEgIAACClBMKmXl1tnWqck2bo2P6EhACs7NqNJYaXAEguhIQAAABIKZ9s9KnCaz1H7MRBGcpwWSeYAkCBx6G+mdajCBZRSQggiRASAgAAIKVEnGo8JDPKOwGQSEYX2k84Nk0zBrsBgK5HSAgAAICU0RQM6911Xst6SaZDB/d2x2BHABKFXctxnd/U+kbrECQASESEhAAAAEgZH27wqTForfo5dXCmnA5ajQFEFnF4CecSAkgShIQAAABIGa+utm81/vkQBpYAaFvE4SXVwSjvBAC6ByEhAAAAUkJDIKwP1vss64NynNq7h/2LfwDYblieS26bV9BUEgJIFoSEAAAASAnvr/eqOWTXapwhw6DVGEDb0hyGRuRb31BYzIRjAEmCkBAAAAAp4bXVzbbrJw+i1RhA+9idS7iyLqhmm7NOASDREBICAAAg6dX5w/pwo3Wq8bBcl/aKMIwAAHY2usBlWQub0rIaqgkBJD5CQgAAACS9d9d75QtZ10+m1RhAB4yJ8KbCIlqOASQBQkIAAAAkvUitxqcOptUYQPtFmnC8iOElAJIAISEAAACSWo0vrI9sWo1H5Ls0KsILfgCw0zPDqV4Z1pfRTDgGkAwICQEAAJDU3l7XrEDYus7AEgC7w66acHF1UKbJ8BIAiY2QEAAAAEntP7QaA+hCdiFhlS+sLc0270YAQAIhJAQAAEDSqvKG9Mkmn2V9dIFLe+TTagyg40ZHGF5CyzGAREdICAAAgKT11jqvgjYdgKcMzoz+ZgAkhUgTjhcz4RhAgiMkBAAAQNJiqjGArrZHnksuw7pOJSGAREdICAAAgKRU4Q3p883WVuNxPdI0JNcVgx0BSAYep6E98qyPIYuoJASQ4AgJAQAAkJTeWutVyK7VmKnGADrJ7lzC5TVB+e0edAAgQRASAgAAICm9sca+1fhkWo0BdJLdhOOgKS2vDcZgNwDQNQgJAQAAkHRqfGHbVuO9e6RpUA6txgA6J9KE40WcSwgggRESAgAAIOm8u95+qvGJtBoD6AJ2lYQSE44BJDZCQgAAACSdSK3GJw5Mj/JOACSjPpkOFXisI46ZcAwgkRESAgAAIKk0BML6eJPXsj4y36VhefbVPwDQEYZh2FYTUkkIIJEREgIAACCpfLjBK1/Iun4CrcYAupBdSFjWHNbWZpsHIABIAISEAAAASCpvrLFWEUrSiQMJCQF0nTERhpcsoZoQQIIiJAQAAEDS8AZNfbDBGhIOznFqdAFTjQF0nUgh4aLqYJR3AgBdg5AQAAAASePjTV412ow1PnFghgzDOmQAAHbXnvkuOWweVhheAiBRERICAAAgaUScasx5hAC6WKbLoaG51gplhpcASFSEhAAAAEgKgbCpd9dbW437Zjq1TxFTjQF0PbvhJUtrAgqGrRXNABDvCAkBAACQFGZv9qnWb31hPnVguhy0GgPoBnZnnfpC0so6ziUEkHgICQEAAJAUaDUGEG2jIwwv4VxCAImIkBAAAAAJLxQ29fY6a6txz3SHDuzljsGOAKQCu3ZjiXMJASQmQkIAAAAkvK/K/drqDVvWpwxIl9Nu/CgAdIEB2U7lplkfY6gkBJCICAkBAACQ8Gg1BhALhmHYthwvruZMQgCJh5AQAAAACc007VuN89yGDunjicGOAKQSu5bjDY0h1fis1c0AEM8ICQEAAJDQFlQGtKExZFk/rn+60mg1BtDNOJcQQLIgJAQAAEBCs6silKSpA2k1BtD9Rhe6bNc5lxBAoiEkBAAAQEJ7e531PMIMp6Ej+tJqDKD7jaSSEECSICQEAABAwlpdF9QSmwEBR/T1KNPFU10A3S8nzaFBOU7L+iIqCQEkGJ45AQAAIGHZVRFK0pQB6VHeCYBUZncu4U81QYXCZgx2AwC7h5AQAAAACcvuPEKHIR3bn5AQQPSMLrSGhE1BU2vqrUOVACBeERICAAAgIW1tDunrcr9lfWKxW4Xp1tY/AOgukSYcL+JcQgAJhJAQAAAACem99V7ZdfJNGcBUYwDRtZdNJaHE8BIAiYWQEAAAAAnJrtVYko7nPEIAUTYox6lMl2FZX8zwEgAJhJAQAAAACacxENanm6wh4ZjCNA3KccVgRwBSmcMwNKrA+thDJSGAREJICAAAgITz8SafvDbzAJhqDCBW7M4lXFMfUn0gHIPdAEDHERICAAAg4by9ttl2nZAQQKxEGl7yE9WEABIEISEAAAASSjBs6r311lbj/tnOiMMDAKC7jY7w+LOoKhjlnQDA7onLA1tqa2v16KOPas6cOWpsbNSwYcN0+eWXa++997a9/qZNm3TPPffohx9+UHp6uk466SRdfPHFcjqd0d04AAAAut2XZX7V+K1jjY/vny7DsA4OAIBoiFRJyLmEABJFXIaEN910kyorK3XbbbepsLBQL7/8sq688ko9//zzGjhwYKvrBoNBXXXVVerfv7+mT5+u9evX6/bbb5fD4dD//M//xOgzAAAAgJ1Kb0g1vs6dz/XCikbb9X2K0rSqtvtejDcErcEkAGyX73GoX5ZTGxpbH5jKhGMAiSLuQsL169fr66+/1pNPPqlx48ZJkn73u99p7ty5eu+993TJJZe0uv5HH32kLVu26KmnnlJubq6GDh2q6upqPfjggzr//PPldrtj8WkAAADARo0vrNlb/Lt9e9M09b5Nq3Gmy1Bj0OzUx96VkXl0qQBo2+gClzUkrA7INE0qnQHEvbg7kzA/P1/333+/Ro4c2bJmGIYMw1BdXZ3l+j/88IP23HNP5ebmtqztt99+amxs1PLly6OyZwAAAETHxsaQqm1ajUcXuOTkBTiAGBtjcy5hfcDUugabcewAEGfirpIwJydHkyZNarX28ccfa/369frtb39ruX55ebmKi4tbrfXs2VOSVFZWpjFjxrR5f16v9Z1ov9/f6v8AUguPAUBq4zGgewWCpgKB3W+9W1Bh/+8yMs/RqY/bHqGw0e330R0Sdd9SbPYeDAZb/X938XWPjUDQIa83doHc8Gz79R/KmlScRpdbouC5AJJJenp6u68bdyHhzhYuXKjbbrtNhx9+uA4++GDL5V6vV9nZrR+Jt7cYt+cHetOmTQqF7H+JlJWV7caOASQLHgOA1MZjQPeoNrJUVW19k7a9FlamaedmGJdhqme4TlXVndzcLjSl56qq2trZEu8Sdd9SbPdeV9+5++XrHhvV6elyVtmfWxoNhV5DUoZlfe7aSo0ymXKcaHgugETndDo1ZMiQdl8/rkPCzz77TDfffLPGjRunP//5z7bX8Xg8lne5toeD7UlLS0pKLGt+v19lZWUqLi7mTEMgBfEYAKQ2HgO6V6jRVKHXt1u3rfGFVeZrtqwPz3Wpd48I5TtdKDPTrcKCuH76bCtR9y3FZu/BYFB19XXKzcmVy7X7983XPTYKCjzqn1UYs/vvEzbl+aFKO89n2mhmq3//nNhsCh3GcwGkqrh95H/55Zd133336cgjj9Stt96qtDT7cfLFxcVauXJlq7WtW7dKknr16rXL+2krSHS73R0qywSQXHgMAFIbjwHdI80XUFra7k03XlZhHy6OLXJHfK7YlZwOR1Tup6sl6r6l2O7d5XJ16r75usdGmsul9PTY7n1EQZoWVLYuZFlaF+Z3SgLiuQBSTdwNLpGkV155RdOmTdPpp5+u22+/vc1fUPvss4+WLVumhoaGlrVvv/1WWVlZ2mOPPaKxXQAAAETBomr7M9JGFSRmmAEgOY22eUxaVRdUU3D33iABgGiJu5Bw7dq1uu+++3TYYYfpV7/6lSorK1VRUaGKigo1NDQoEAiooqKipcX40EMPVVFRkW688UatWLFCn332mR555BGdc845CfvuFwAAAFrzBk2tqLWe5zUg26k8d9w9pQWQwkbbTDgOm9LSas4kBBDf4q7d+OOPP1YwGNSnn36qTz/9tNVlU6ZM0dSpU/Wb3/xGjz32mPbdd195PB797W9/0913360LL7xQubm5Ov3003XRRRfF5hMAAABAl1taE1DItK6PsXkxDgCxNCbCeY6LqgMa35Pz7QDEr7gLCS+44AJdcMEFbV5n3rx5rf7ev39/PfTQQ925LQAAAMTQ4gitxmNoNQawA1/I1Kpa+8eLaMlyGbbrX27xaVKxfUiY73GoR7qzO7cFALsUdyEhAAAAsKOQaWqJTZteocehPpm0GgP4r3p/WPNqQ7HehnLTDNUFWpc/f7s1oNlb/LbXP6S3m5AQQMzxrAoAAABxbU19SI1Ba6/x6AKXDMO+YgcAYqkkyxr4bWoKyTRtzk0AgDhBSAgAAIC4tqgqQqsx5xECiFMlmdaQsCloqtZPSAggfhESAgAAIK7ZhYTpTmloLifnAIhPdpWE0rZqQgCIV4SEAAAAiFtlzSFt9YYt6yPz0+Ry0GoMID7ZVRJK0qZGQkIA8YuQEAAAAHFrMa3GABJQrwyH7N7H2EwlIYA4RkgIAACAuGXXauyQNLKAVmMA8cvlMFScYX25vZFKQgBxjJAQAAAAcakhENbqeusL6qG5LmW6eBoLIL7ZtRyXN4cVDDO8BEB84tkVAAAA4tKS6qDsXkqPLqSKEED8sxteEpa0pZlqQgDxiZAQAAAAcYnzCAEkssjDS6zDmAAgHhASAgAAIO4EwqZ+qrGGhL0zHCpKt3/hDQDxxK6SUGJ4CYD4RUgIAACAuLOyNii/TbHNaKoIASSI3DRDWS7riONNDC8BEKcICQEAABB37KYaS7QaA0gchmHYVhNuopIQQJwiJAQAAEBcMU1Ti6qtIWF2mqGB2bQaA0gcducS1gdM1duVSgNAjBESAgAAIK5saAyp1m+dazy6IE0Ow9q6BwDxqiTT/iU31YQA4hEhIQAAAOIKrcYAkkWk4SWEhADiESEhAAAA4sri6qBlLc0h7ZHnisFuAGD3FWc4ZVf/zPASAPGIkBAAAABxo9oX1gabF8/D81zyOGk1BpBY3E5DPTOsL7s3NXEmIYD4Q0gIAACAuLHYZmCJJI0poNUYQGLqazO8ZEtTSKGw9exVAIglQkIAAADEjUjnEY7mPEIACcruXMKQKZV7qSYEEF8ICQEAABAXvCFTK2qt5xEOyHYqz83TVgCJqcSmklDiXEIA8YdnWwAAAIgLy2oCCtl039FqDCCRMeEYQKIgJAQAAEBciNRqPIZWYwAJLN9tKN0mJ9xMJSGAOENICAAAgJgLmaaWVFtbjQs8hvpk8pQVQOIyDMO2mpBKQgDxhmdcAAAAiLk19SE1Bq29xmMK0mQYRgx2BABdx+5cwhq/qcYAw0sAxA9CQgAAAMQcrcYAklnE4SVUEwKII4SEAAAAiDm7kNDjlIbmumKwGwDoWpGHl1BJCCB+EBICAAAgpsqaQ9rqtb5QHpmfJpeDVmMAia9PplN2j2YMLwEQTwgJAQAAEFOLaTUGkOQ8TkM90q0vv2k3BhBPCAkBAAAQU4uqrSGhQ9LIfFqNASQPu3MJNzeFFDatQ5sAIBYICQEAABAzDYGwVtdZK2kG5zqVlcZTVQDJw+5cwkBYqrA5bgEAYoFnXgAAAIiZJdVB2dXQ7EWrMYAkU5Jp//J7E+cSAogThIQAAACIGbupxhLnEQJIPpEnHBMSAogPnQoJH3nkEW3cuLGr9gIAAIAUEgibWlpjDQl7ZzhUlG7/YhoAElWhxyG3zStwQkIA8aJTIeGzzz6r0047TVdeeaU++ugjBYPBrtoXAAAAktyK2qD8NkdxUUUIIBk5DEN97IaXNHImIYD40KmRcb/61a/0zjvvaN68efrmm2+Un5+vqVOn6uSTT1a/fv26ao8AAABIQrQaA0g1JVlOrW1oXTlY6QurIUBQCCD2OlVJeNlll+mNN97QPffco0mTJqm2tlbPPfecTjvtNF1++eX68MMPqS4EAACARdg0tbjaGhJmpxkakE2rMYDkVGJTSShJK+t43Qwg9jpVSShJDodDkydP1uTJk1VRUaE333xTb731lr799lvNnz9feXl5mjJlik466SQNHDiwK/YMAACABLehMaRav3Wu8ZiCNDkMIwY7AoDu1zfC8JIVtYSEAGKvS6cbFxUV6YILLtDMmTP1zDPP6LTTTlNdXZ1eeOEFnXnmmbryyis1d+7crrxLAAAAJCBajQGkIrszCSVpRS3DSwDEXqcrCXcWDAY1e/Zsvf/++5o7d67C4bAcDoeKi4tbzi6cOHGi/vKXvygzM7Or7x4AAAAJwC4kTHNIe+R1+dNTAIgbGS5DBR5D1b7WldQrqSQEEAe67FnYqlWr9Prrr+v9999XbW2tTNNUYWGhzjzzTJ1yyinq06ePFi5cqGnTpmnu3Lm69957dfPNN3fV3QMAACBBVHpD2tRkPaR/zzyX3E5ajQEkt5JMp6p9rUPBlXVBhU2T4xYAxFSnQsKGhga99957evPNN7Vs2TKZpinDMLTvvvvq1FNP1aGHHiqX6793MXbsWN13332aOnWqPv30U0JCAACAFLS42r5ihlZjAKmgJMtpeRxsDJpa1xDSoByqqQHETqcegY4//nj5/X6ZptkyoOSUU07RgAEDIt6mqKhIaWlpMniHBAAAICXZtRobkkYXEBICSH6RJhwvrgoQEgKIqU49Avl8Po0dO1annnqqjjzySLnd7nbd5pJLLtEee+zRmbsGAABAAqoPhLWyzlpJOCDbqRx3l87UA4C4FDEkrA5oysCMKO8GAP6rUyHhCy+8oKFDh3boNh6PR+eee25n7hYAAAAJam6ZX2HTur4XrcYAUkRRhkNpDimw09Gskaa+A0C0dOrt2mnTpumZZ57Z5fXuv/9+/fznP+/MXQEAACAJfLrJZ7vOeYQAUoXTMNQ7w1pNuLiakBBAbHUqJPzuu+9UWlq6y+utWrVKZWVlnbkrAAAAJLhA2NScMr9lvSjdoeIMWo0BpI6SLGtIWFoXUuPO5YUAEEXtbjc2TVO33nqrqqqqWq1/++23uvLKKyPerq6uTsuWLVNxcfHu7xIAAAAJ78stfjUErL3GowsYagcgtdidS2hKWloT1L49d33WPwB0h3aHhIZhaPz48brjjjtarVVUVKiiomKXtz/rrLN2b4cAAABICu+ub7ZdH1PINE8AqaUky756enF1gJAQQMx06BnZiSeeKLfbrVAoJEm67bbbNHbsWJ100km21zcMQx6PRwMHDtTw4cM7v1sAAAAkJNM09c46r2U902VoSC4hIYDU0ifChGOGlwCIpQ49IzMMQ8cdd1zL35988kmNHj1aU6dO7fKNAQAAIHksqQ5qXUPIsj6qwCUnrcYAUkx2mkN5bkO1/tZHMDC8BEAsdept29dff72r9gEAAIAk9u56axWhJI0pYKoxgNTUJ9OpWn+w1driqoBM0+ScVgAx0aGQcOvWrZKkHj16yOFwtPy9vXr27Nmh6wMAACA5vLvOeh6h05BG5BMSAkhNJZlOLa1pHRLW+E1tagqrr830YwDobh0KCadOnSqHw6F///vfGjhwoE444YR239YwDM2dO7fDGwQAAEBi29IU0vwKawvdsDyX0l1UywBITSURgsDFVQFCQgAxYT9SqQ3hcLjlz6Zptvu/HW8HAACA1PFehFbjvWg1BpDCSiINL+FcQgAx0qFKwq+//rrNvwMAAAA7s2s1lqTRhYSEAFJXcYZDTkMKtZ5dosVMOAYQIx2uJAQAAADaqzEQ1qebfZb1fllOFXh4KgogdTkdhoozrI+DTDgGECudmm68nWmaCgaDSkvb9m5wc3Oz/vOf/2jz5s3aa6+9dNRRRzGdCQAAIAV9ssknX8i6PrqgS56GAkBCK8lyalNT66O5VtQG5Q2anNkKIOo6/fbtzJkzdcwxx2j27NmSpGAwqEsvvVR/+9vf9NJLL+nmm2/W7373O5mmuYuPBAAAgGTzboTzCMfQagwAtucShkxpWS3VhACir1Mh4VdffaW7775btbW1qqqqkiS9//77Wrp0qXJycnTmmWeqb9++mjNnjt54440u2TAAAAASQyhs6n2bkDDfbagfkzsBoM0JxwAQbZ0KCV955RUZhqHbbrtNp512miTpo48+kmEYuu6663Tttddq+vTpSk9P17vvvtslGwYAAEBi+GarXxXesGV9TGEaR9EAgCJPOF5cHYzyTgCgkyHhkiVLNGrUKP3sZz+TtK3VeP78+XI6nTrkkEMkSQUFBRo7dqxWrlzZ+d0CAAAgYby7zr7VeHQBrcYAIEk5aYaybc4eZHgJgFjoVEhYV1en3r17t/x94cKF8nq92nPPPZWRkdGynpmZqaamps7cFQAAABKM3XmEWS5Dw/MYWgIAkmQYhm3LMe3GAGKhUyFhQUGBqqurW/7+9ddfyzAM7bvvvq2ut27dOuXl5XXmrgAAAJBAVtYGtLzW2i43sdgtl4NWYwDYro9Ny/FWb1hlTTaj4QGgG3UqJBw8eLAWLlyo0tJSNTQ06L333pMkTZo0qeU6H3zwgVatWqVRo0Z1bqcAAABIGJFajQ/t44nyTgAgvvWNNLyElmMAUdapXo/TTjtNX3/9tc4991x5PB41NTVp2LBh2nvvvSVJ1157rebOnSvDMHTGGWd0xX4BAACQAN6xaTV2GtKk3m4trOJAfgDYriTTvnZncVVAR/RNj/JuAKSyTlUSTp48Wddcc43cbreampo0dOhQ3XHHHS2Xb9y4US6XS3/84x91wAEHdHqzAAAAiH9bm0P6qsxvWT+gl1t57k49/QSApFOc6ZTT5hSGRVQSAoiyTp8affbZZ+v0009XQ0OD8vPzW112ww03aPjw4crOzu7s3QAAACBBvLveK9NmferADJtVAEhtaQ5DA7OdKq1vfQbh4mqqrgFEV5e8letyuSwBoSTts88+BIQAAAAp5u21zbbrxw+gbQ4A7NhNfV9WE1AgbPeWCwB0j05XEkpSc3Oz1q1bp+bmZoXD4YjXGz9+fFfcHQAAAOJUfSCsTzf7LOtjCtM0KMelVbW0zwHAzoblufT+htaPnYGwtKI2qFEFaTHaFYBU0+mQ8NFHH9WLL76oQKDtJ3yGYWju3LmdvTsAAADEsY83+uQLWdenUkUIABENz7V/ab64KkBICCBqOhUS/uc//9EzzzwjSfJ4PCooKJDL1SXFiQAAAEhAb0VoNZ7CeYQAEJFdu7EkLaoK6PShUd4MgJTVqUTvtddek2EYuvbaa/Xzn/9cTqezq/YFAACABOMPmXp/g9eyPiDbqTEFvJEMAJEUZziU7zZU4299BiETjgFEU6cGl6xevVqjRo3SGWecQUAIAACQ4r7Y4lOd33rI/tSB6TIMIwY7AoDEYBiGRhda24oXVRESAoieToWEbrdbPXv27Kq9AAAAIIG9vc5aRShJUwbQagwAuzLG5uzBsuawtjbbHPQKAN2gUyHhiBEjtGLFiq7aCwAAABJU2DT1zjrreYQ9PA4d2Msdgx0BQGIZY1NJKFFNCCB6OhUS/vKXv9TGjRv1r3/9q6v2AwAAgAT0XUVAm5vClvXjBqTL6aDVGAB2ZS9CQgAx1qkTpE3T1JFHHqmHHnpIH330kcaOHavc3NyIZ85ccMEFnbk7AAAAxKm3I001HpAe5Z0AQGIakZ8mpyGFdjra9UdCQgBR0qmQ8Oqrr5ZhGDJNU4sXL9aSJUtsr2eapgzDICQEAABIUm/ZnEeY5TJ0WAkhIQC0R7rL0B55Lv1UE2y1TiUhgGjpVEh4/PHHM6kOAAAgxS2vCWhFbdCyfmRfjzJcPFcEgPYaU5hmCQmX1wblC5nyOHk8BdC9OhUS3nLLLV21DwAAACSoiFONBzLVGAA6YkxhmmaUtj6+IWhKS2sCGteDIVAAulenBpcAAAAAb9mcR+gypGP60WoMAB3B8BIAsdSpSsLtqqqq9Morr+ibb77Rli1bdPDBB+v666/X3//+d+2xxx464ogjuuJuAAAAEGc2NYY0v8L64vXgPh7le3g/GgA6YkyEkJDhJQCiodMh4bx58/SHP/xBDQ0NLQNKmpqaJEmff/65nn76aZ1zzjm66qqrOr1ZAAAAxJe319lPNZ7KVGMA6LBeGU71ynCovDncap1KQgDR0Km3dzds2KD//d//VUNDg4455hjdfvvtMs3/zms/6qij5Ha79cILL+irr77q9GYBAAAQX95YYx8SHjeA8wgBYHeMKbBWEy6qCrR6rQ0A3aFTIeE///lPeb1e/eEPf9Cf/vQnHX300a0uv/DCC3XXXXfJNE3NmDGjUxsFAABAfKn0hjSnzG9Z369nmvpmOWOwIwBIfHYtxzV+UxsbQzHYDYBU0qmQcN68eRo8eLBOPPHEiNeZOHGi9txzT61cubIzdwUAAIA48/Y6r8I2hS0nMtUYAHZbxOEl1bQcA+henQoJq6qq/j979x0nV13vf/x9pu9s78lm03sIhCR0CE0gEupVgaui2AARAa/ijyrgBQW9lnspgkpTpCioQToCEjohISG997a9704/vz8Ckc05s9lNZqe+no9HHrk5Z3b2w1535pz3fL+fj0aNGrXPx9XU1KipqelAvhUAAADSzDNxthqfRUgIAPst7vCSJkJCAIPrgELCwsJC1dXV7fNxO3bsUEFBwYF8KwAAAKSR1mBMr+8MWo5PLXNrdNEBz8YDgJw1vtglr03HBlYSAhhsBxQSTp06VStXrtSKFSviPmbp0qVas2aNpk6deiDfCgAAAGnk5W0BhWPW42ePZKoxABwIl8PQpBL74SUAMJgOKCS84IILFIvFdPXVV+tf//qXurq6ep3/8MMPdeONN0qSPve5zx3ItwIAAEAaiTfV+OxRbDUGgANlt+V4Q3tUXXafzgBAghzQXpDDDz9c3/jGN/Tggw/quuuukyQZhqE33nhDp5xyijo7O2Wapr7whS/omGOOSUjBAAAASK2ucEyvbrduNZ5Q7LJd/QIAGBi74SWmpBUtER1e5Ul+QQBywgE3jLn00ks1duxYPfjgg1q/fr0kqbu7W5JUW1urr371qzrnnHMO9NsAAAAgTbyyPaieqHWsMVONASAx4g4vaQ4TEgIYNAnpKn3KKafolFNOUXNzs3bt2qVYLKbKykpVV1cn4ukBAACQRp7ZbL/V+Ez6EQJAQkwttQ8J6UsIYDAdUEjY1tam+fPna+PGjWptbZVhGCouLtbEiRM1atSoBJUIAACAdBGMmnppa8ByfESBU9PK2WoMAIlQ4nWoNt+pbV3RXscJCQEMpv0KCevr63XvvffqxRdflGnu3mpimqYMw9jzGI/Ho9NPP12XXXaZSkpKElIsAAAAUuv1HUF1hO23Gn/6WhAAcGCmlrktIeHylrBipikHr7cABsGAQ8L169friiuuUHNzs0zT1JAhQzRmzBgVFRUpFAqpvb1dq1evVkdHh55++mm98847uvvuuzVy5MjBqB8AAABJ9I84W43PHsVWYwBIpIPL3Hpxr5XbXRFTmzqiGlOUkM5hANDLgF5ZAoGAvv/976upqUmHHHKIfvCDH2jSpEm2j124cKHuu+8+LVmyRFdffbUef/xxuVy8kAEAAGSqcMzU81usIeFQv0OHVdJIHwASqa/hJYSEAAaDYyAPnjt3rnbt2qVZs2bp3nvvjRsQStLMmTP129/+VieddJK2bt2q55577oCLBQAAQOq8syuolqB1q/GZI/LY+gYACXZwHyEhAAyGAYWEb7zxhjwej6677rp+rQp0OBy6+uqr5XQ69frrr+9vjQAAAEgD/9hsHVgiSWeNyktyJQCQ/UYVOlXgsn4Aw/ASAINlQCHhpk2bNGnSJJWXl/f7ayoqKjRu3DitX79+wMUBAAAgPURjpp616UdY7nXomGq2GgNAojkMQ1NKrasJCQkBDJYBhYQdHR2qqKgY8Deprq5WS0vLgL8OAAAA6eHd+pDqemKW43NG+ORysNUYAAaDXV/CbV1RtQatr8cAcKAGFBKGw2F5PAP/pNjn8ykc5tMOAACATDV3o/1U43NHs9UYAAZLvL6Ey1q4vwaQeAMKCU3T2qi6PwwaWQMAAGSsaMzUP2y2Gpd6DR0/1JuCigAgN8SdcNxESAgg8QYUEgIAACD3vFMXUr3NVuMzR+TJzVZjABg0U0pdsnuVZSUhgMFASAgAAIA+zd1kv9X4P9hqDACDKt/t0Jgip+U4w0sADAbXQL/gpZde0ksvvTQYtQAAACDNRGOm/mETEpZ6Dc1iqzEADLqpZW6tb4/2OraqNaxIzGRwFICEGvBKQtM09+sPAAAAMs/bdSE1BKxbjc8ayVZjAEiGg8usw0ODUWltWyQF1QDIZgNaSXjvvfcOVh0AAABIQ0/H22o8iq3GAJAMU8vsb9uXNoc1udR+sAkA7I8BhYQzZswYrDoAAACQZuJtNS7zOthqDABJMjVOELisOazzxya5GABZjcElAAAAsBV/q7GPPlgAkCTD8p0q8VhfcxleAiDRCAkBAABga+5G+63G57LVGACSxjAMTS2zriZc1kJICCCxCAkBAABgEYmZemYzW40BIB0cbBMS1vfEVNcdtXk0AOwfQkIAAABYvL2LrcYAkC7sVhJKrCYEkFiEhAAAALCYu6nb9vh/jGarMQAkW9yQkL6EABKIkBAAAAC97N5qHLAcL/c6dNwQthoDQLJNKnHLZbOIm5AQQCIREgIAAKCXt3cF1chWYwBIG16noQnFLstxQkIAiURICAAAgF7+GmeqMVuNASB1ppZbtxyvaYsoEDFTUA2AbERICAAAgD1CUVP/2GQNCSt8Dh3LVmMASJmDS60hYdSUVrWymhBAYhASAgAAYI9XtwfUGrKuSjl3VB5bjQEgheINL1nKlmMACUJICAAAgD3+Fmer8efHsNUYAFKJCccABhshIQAAACRJ3ZGYnt9inWo8zO/UkVWeFFQEAPhEZZ5T1XnWW/hlLYSEABKDkBAAAACSpBe3BNRl0wD/c2Py5DDYagwAqWa3mnBZc1imyfASAAeOkBAAAACSpKfibTVmqjEApIWDbULCtpCpbV3RFFQDINsQEgIAAECtwZhe2WbdajyuyKVp5fZ9sAAAycXwEgCDiZAQAAAAenZLj0Ix6/HPjcmTwVZjAEgLDC8BMJgICQEAAKC/brDfavwFthoDQNoYV+SS12k9TkgIIBEICQEAAHJcfU9U83YGLccPLnNrQglbjQEgXbgchibbvC4TEgJIBEJCAACAHDd3Y49iNoMxvzCGVYQAkG7shpds7IiqI2zTMwIABoCQEAAAIMf9Nc5U4/9gqzEApB27voSmpBWsJgRwgAgJAQAActiWzojerw9Zjh9Z5dGIAlcKKgIA9CXu8JIWQkIAB4aQEAAAIIf9Pc4qws+zihAA0tJBpUw4BjA4CAkBAABy2FM2U40dhnQuISEApKUSr0PDC6wjjpcSEgI4QISEAAAAOWplS9j2pvKEoV5V5VlvQAEA6cFueMmKloiidlOoAKCfCAkBAABy1F/Wd9se/xyrCAEgrdmFhN0RUxs6IimoBkC2ICQEAADIQTHT1JM2W419TunsUYSEAJDODokzvGRJE1uOAew/QkIAAIAc9E5dSNu6opbjpw/PU7GHS0QASGcHl9uHhPQlBHAgXKkuAAAAAMn353X2W43PH8sqQgBItmDU1Pq2/gd8pmmq0G2oI9y7B+H7daEBPU8ilHgdKvfRxxbIBoSEAAAAOSYQMfX0JutW4zKvQ58Z5ktBRQCQ2zpCMc1vs67u7kt1nlMd4d49CJe1hPXmrlAiS9unWUM8hIRAlmAvCQAAQI55aVtA7WHrBMzPj86Tx2mkoCIAwEANy7cGcx1hU+2hWAqqAZANCAkBAAByzJ/jTDU+f6w/yZUAAPaXXUgoSdtt+s0CQH8QEgIAAOSQ5kBU/9wWsBwfU+jUYZX2jfABAOmHkBBAohESAgAA5JC/b+pR2GYn2vlj/TIMthoDQKaoznPIrkMEISGA/UVICAAAkEP+st46sERiqzEAZBqXw9AQv3U14fZuQkIA+4eQEAAAIEdsbI/o/Xrr1MvDK90aU+RKQUUAgAMxzCYkbOiJKRi1DqcCgH0hJAQAAMgRf9nAwBIAyCZ2fQlNSTtYTQhgPxASAgAA5ADTNPUXm6nGLkP63Oi8FFQEADhQtQwvAZBAhIQAAAA54MPGsNa3W28aT6n1qdxnf5MJAEhvNYSEABKIkBAAACAHPLHOfqvxBWNZRQgAmSrPZajca72tJyQEsD/SPiR8+OGH9e1vf7vPx7z44os64ogjLH927NiRpCoBAADSVzBq6kmbfoRFbkOfHU5ICACZzK4v4c7uqKImw0sADExaj7F76qmndN999+nQQw/t83Fr167VzJkzdeutt/Y6XlpaOojVAQAAZIYXtwbUGrLeLJ4zKk95LiMFFQEAEqUm36klzeFex8Kx3VOOh9hMPwaAeNIyJGxoaNDtt9+uhQsXasSIEft8/Pr16zVu3DhVVFQkoToAAIDM8licrcZfHs9UYwDIdH0NLyEkBDAQaRkSrlq1Sm63W4899pjuv/9+7dy5s8/Hr1u3TrNmzdqv7xUIBCzHQqFQr78B5BZeA4Dclm2vAfU9Mb2yzXq9M7rAoWlFMdtrocEUjpgKh8P7fmAaisaMjKw9U+uWUlN7JBLp9ff+4ueeGpla+4HUXeWJ2R7f2hHWISWDv1o8HHEoEMiuHojZdi2A3Obz+fr92LQMCWfNmtXv0K+9vV319fVavHixnnrqKbW1tWnKlCm64oorNHLkyH1+/Y4dOxSN2r+g1dXVDahuANmF1wAgt2XLa8CftrkUNT2W458tD2jbtm1Jr6fFyFdzS3KDyUTp9hWpuaU91WUMWKbWLaW29vaOA/u+/NxTI1NrP5C6TVPyOTwKxHoHgpvbgmou6ExEeX1q8fnkbO4a9O+TCtlyLYDc5XQ6NWbMmH4/Pi1DwoFYv369JMk0Td10000KBAJ66KGHdMkll+ixxx5TeXl5n19fU1NjORYKhVRXV6fq6mp5PNaLagDZjdcAILdl02uAaZp6aWmbpN4fiBqSvjmtKu4WtcEU7TJVFggm/fsmgt/vUVlp5l0+Z2rdUmpqj0Qiau9oV1FhkVyu/f/e/NxTI1NrP9C6h9X3aH1H7xWF9WGHSktKZRiDu5qwtNSr4fllg/o9ki2brgWAgci8V8+9TJ8+XS+//LKKi4v3vPhNnjxZZ511lp599llddNFFfX59X8suPR7PgJZlAsguvAYAuS0bXgMWN4a0qs26Y+L4oV6NK89PQUWSOxiW222/NS7dOR0Oud3uVJcxYJlat5Ta2l0u1wF9b37uqZGptR9o3bUFEa3v6P0BTFdE6pFLxW7HgZbXJ7fLJZ8v837m/ZEN1wLAQGR8SChJJSUlvf7t8/lUU1Oj+vr61BQEAAAwiJoCUbUG9x203bvcfpvZKcO8Wt+Wmp5dnRHrlGUAwIEZ1sfwkmLP4IaEALJHxoeEf//733XPPffomWeeUV5eniSps7NTW7Zs0dlnn53i6gAAABKvNRjTm7v6bqYeiZl6Zou195/XKXmcxj6/frBMLmbSJgAkWl8TjqeUZucqPwCJl3EfKUSjUTU2Nu6ZxHfMMcfINE3dfPPNWr9+vVasWKFrr71WpaWlOvPMM1NcLQAAQGosbwmr22bV3vRyj7zOwZ92CQBInuo8h+xe2rd3ZdfUYQCDK+NCwrq6Os2ZM0evvPKKJKm6ulr33HOPenp6dPHFF+vyyy9XQUGB7r33Xnm93hRXCwAAkBrz6+1XCh5RRQN2AMg2ToehoX7rakJCQgADkfbbjW+++eZe/66pqdH8+fN7HZs0aZLuuuuuZJYFAACQttpDMa1siViOV/gcGl3Idl8AyEbD8p3atlco2BiIKRA15WMFOYB+yLiVhAAAAOjbwoaQ7MaaHFHpkWFwowgA2chueIkpaSerCQH0EyEhAABAFjFNU/MbrFuNDUmHs9UYALJWXxOOAaA/CAkBAACyyNauqHZ2W9cRji92qdTLpR8AZKsam56EkrS9m5AQQP9wpQgAAJBF3quzH1hyeCWrCAEgm+W5DJXbfBi0rZOQEED/EBICAABkiWDU1MJGa0joc0rTyt0pqAgAkEx2W453dkcVNc0UVAMg0xASAgAAZImPmsIK2iwYmVHhkYfJlgCQ9exCwogp1ffYjbMCgN4ICQEAALLEe3VB2+NHV7PVGAByAcNLABwIQkIAAIAsUNcT1YYO601gjd+h2jg3jQCA7EJICOBAEBICAABkgffjDCw5utorw2CrMQDkghKPoXyX9TWfkBBAfxASAgAAZLhozNT8BmtI6DKkmZUMLAGAXGEYhu1qwu1dUZkMLwGwD4SEAAAAGW55S1idYevN37Ryt/wuLvcAIJfYhYRdEVNtIUJCAH3jqhEAACDDvRdnq/GRDCwBgJxDX0IA+4uQEAAAIIO1BmNa2RqxHC/3OjSuyJWCigAAqTTMHyck7CYkBNA3QkIAAIAMNr8+JLsNZEdVe+RgYAkA5JyqPIdsZpdoeychIYC+ERICAABkqJhp6r1661ZjQ9LhlWw1BoBc5HQYGmqzmpCVhAD2hZAQAAAgQ61ri6g5GLMcn1LqUomXyzwAyFV2fQkbAzEFIgwvARAfV48AAAAZ6t14A0uqWEUIALks3vCSHawmBNAHQkIAAIAM1BGKaUlz2HK80G3ooFJ3CioCAKQLJhwD2B+EhAAAABlofkNIUZtdY0dUeeR0MLAEAHJZTbwJx4SEAPpASAgAAJBhYqYZd6vx0dVsNQaAXOdzGarwWW/3CQkB9IWQEAAAIMN80BBWY8A6sGRisUsVPvvVIwCA3GK35Xhnd1TRGMNLANgjJAQAAMgwf93YY3v8mCGsIgQA7GYXEkZMqb7H+iETAEiEhAAAABmlrjuq13cELceL3IamMrAEAPCxYXH6Em5jyzGAOAgJAQAAMsij67ptB5YcycASAMCnMOEYwEAREgIAAGSImGnqD6u7LMcNSUcxsAQA8CnFHkP5LuuHR9u7CQkB2CMkBAAAyBD/2hHU5k7rzd3EEpfKGVgCAPgUwzBsVxNu74rKNBleAsCKkBAAACBDPLTKuopQko5hFSEAwIZdSNgdMdUaIiQEYEVICAAAkAF2dkf1wtaA5Xixx9BBZQwsAQBY0ZcQwEAQEgIAAGSAP63pij+wxGBgCQDAipAQwEAQEgIAAKS5aMzUH9d2W44bko6u9ia/IABARqjKc8hmdgkhIQBbhIQAAABp7pXtQW21GVgyudSlUi+XcwAAe07D0FC//fASANgbV5UAAABp7oFVnbbHj2EVIQBgH2oLrCFhUzCm7kgsBdUASGeEhAAAAGlsU0dE/9wWtBwv8RiaXOpKQUUAgEwyzGYlocRqQgBWhIQAAABp7MFVXbKZV6Jjh3gZWAIA2Ce7lYQSISEAK0JCAACANNUTMfXI2i7LcZchHVXlSUFFAIBMU+N3yu4jpW2EhAD2QkgIAACQpuZu6lFL0LqO8DPDvCr0cBkHANg3j9NQVZ71PYOVhAD2xtUlAABAmoo3sOT8sXlJrgQAkMlq861bjuu6YwpF7RpaAMhVhIQAAABpaHFjSAsawpbjB5W6NK3MnYKKAACZaphNSBiTtLOb1YQA/o2QEAAAIA3dv8rai1CSvjWpQAYDSwAAA2C3klCiLyGA3ggJAQAA0kxrMKanNnRbjhe5DZ3HVmMAwADZrSSU6EsIoDdCQgAAgDTzp7VdCtjct/3nOL8K3Fy+AQAGJt/tUKnHugqdlYQAPo2rTAAAgDQSM009GGer8Tcn5Se5GgBAthhWYF1NuLM7qqjJ8BIAuxESAgAApJHXdwS1ocO6smPWEI8mljCwBACwf2rzXZZj4ZhU3xNLQTUA0hEhIQAAQBr5/co4A0smFyS5EgBANok3vIS+hAA+QUgIAACQJjZ1RPTi1oDl+FC/Q3NG+FJQEQAgW8SdcNxJSAhgN0JCAACANHH/yi7ZdYb66oR8uR3WhvMAAPRXscdQvsv6XsJKQgCfICQEAABIA13hmB5Za91q7HZIX5/IwBIAwIExDMN2NeG2rqhMhpcAECEhAABAWnhyQ4/aQtabtHNH5WmI336LGAAAAzHMJiTsiZpqDjK8BAAhIQAAQMqZpqnfrui0PXcJA0sAAAlSWxCnLyFbjgGIkBAAACDl3twV0srWiOX4jAq3Dqt0p6AiAEA2sltJKNGXEMBuhIQAAAAp9rs+VhEaBgNLAACJUelzyGOTArCSEIBESAgAAJBSWzojen5rwHK80ufQf4zOS0FFAIBs5TAM29WErCQEIBESAgAApNQDK7sUsxkq+bWJ+fI6WUUIAEgsu5CwLWSqI8TwEiDXERICAACkSHckpj+u7bIcdxnSNyblp6AiAEC2q43Tl5AtxwAICQEAAFLkqQ09aglalxGeMypPQ/32N3EAAByIeCEhW44BEBICAACkgGma+m3cgSWsIgQADI4hfqfsulmwkhAAISEAAEAKvF0X0vKWiOX4tHK3jqjypKAiAEAucDkMDbFZrc5KQgCEhAAAAClw73L7VYSXTs6XYTCwBAAweOyGlzQEYgpEbSZpAcgZhIQAAABJtqkjoue3BCzHy70OfW60PwUVAQBySby+hDtYTQjkNEJCAACAJLtvRafs1mp8Y1K+fC5WEQIABle8kHArISGQ0wgJAQAAkqg9FNOja7stx90O6VuTGFgCABh8NflO2X0ktb2TkBDIZYSEAAAASfTI2m51hK3rCD8/Ok/VNo3kAQBINJ/TUIXPGgds67IO1AKQOwgJAQAAkiQaM/XbFfYDSy47qCDJ1QAAcpndluNdPTFFYgwvAXIVISEAAECSPL81oC02W7mOHeLRtHJPCioCAOQquwnHMVPa2c2WYyBXERICAAAkyW+Wx1lFOIVVhACA5KotsG9xsZ3hJUDOIiQEAABIgsWNIb1bF7IcH1Xo1OnDfSmoCACQy+JNON5GSAjkLEJCAACAJLg3Ti/CSycXyOmwmzEJAMDgKXA7VOyxvv+wkhDIXYSEAAAAg2xXd1R/29hjOV7kNnThBH8KKgIAwH414fauqGImw0uAXERICAAAMMjuX9WlcMx6/MIJfhW6uRwDAKSG3fCSUExqCNi8aQHIelyVAgAADKLuSEwPruqyHHcY0iWTGVgCAEideH0J2XIM5CZCQgAAgEH0xLoeNQetKzLOGOHTqEJXCioCAGA3u5WEkrStk5AQyEWEhAAAAIMkZpq6Z3mH7bnLprCKEACQWmVeh/wu6/ASJhwDuYmQEAAAYJC8sCWg9e3WG62ZFW4dXe1JQUUAAPybYRi2qwm3d0VlMrwEyDmEhAAAAIPk7uWdtse/O7VAhmFduQEAQLLZ9SXsiphqDRESArmGkBAAAGAQLGwI6d26kOX4iAKnzhqZl4KKAACwiteXkOElQO4hJAQAABgEdy+zX0V42ZQCuRysIgQApId4E47pSwjkHkJCAACABNvUEdHTm3ssx4s9hi6c4E9BRQAA2KvKc8htkwxs64okvxgAKUVICAAAkGD3rehUzKaV09cn5qvQ7k4MAIAUcRiGavw2w0s6WUkI5BpXqgsAAABIhaZAVK3BmOV4OGKqxchXtMuUOxge8PO2h2L6w+puy3GnIc2u9Wp928Cfc2+dEZrJAwASZ1i+U5v3CgVbQqa6wjHl8+EWkDMICQEAQE5qDcb05i7rYJFwOKzmloDKAkG53dYQcV9e2RZQT9Qa4s2ocGt1W1Sr2w58ZcbkYvv+UQAA7I94fQm3d0U1oYSQEMgV/LYDAAAkSCRm6s1dQdtzJ9b4klwNAAD9w/ASABIhIQAAQMJ82BhWW8i6inBisUvD4tyAAQCQakPznbbhwHZCQiCnEBICAAAkQMw09dr2gO25E2u8Sa4GAID+czsMVfut8cBWQkIgpxASAgAAJMDKloh29Vh7GA71OzSphDbQAID0ZrfluKEnpqBNn10A2YmQEAAAIAFe3WG/ivCkGp8Mw0hyNQAADIxdWwxT0o5uVhMCuYKQEAAA4ABt7IhoQ7v1JqrEY2hmhTsFFQEAMDC1+far3rd3EhICuYKQEAAA4AC9tj3eRGOvnA5WEQIA0l+8AVtMOAZyByEhAADAAajrjmpZc9hy3O8ydHQ1A0sAAJkhz2Wo3GuNCJhwDOQOQkIAAIAD8NqOoOxauh83xCOvk1WEAIDMYTe8ZEd3VNEYw0uAXEBICAAAsJ/aQjEtaAhZjrsd0qwhrCIEAGSW2gJrSBg1pZ09rCYEcgEhIQAAwH6atyOoqM3iiiMqPSr0cJkFAMgsdisJJWkbw0uAnMDVKwAAwH7ojsT0dp11YIkh6aRhrCIEAGSeuCEhfQmBnEBICAAAsB/e2RVS0Oae6dBytyp89jdZAACks0KPQyUeaz/drawkBHICISEAAMAAhWOm3thpXUUoSSezihAAkMHiDi8xGV4CZDtCQgAAgAF6vz6k9rD1ZmlCsUvDC1wpqAgAgMSotXkfC8ek+u5YCqoBkEyEhAAAAAMQjZl6dXvA9txnWEUIAMhww+P0JdxKX0Ig6xESAgAADMDCxrBagtZVhCMKnJpQzCpCAEBmqy2IN7wkkuRKACQbISEAAEA/xUxTr8RZRXjKMK8Mw9rsHQCATFLscajIbX0/28bwEiDrERICAAD009LmsOp7rD2ZhuQ5NLXMnYKKAABIPLvhJdu6oooxvATIaoSEAAAA/WCapv65zX6i8Sm1PjlYRQgAyBJ2W45DManB5oMyANmDkBAAAKAfVrVGtM2maXu516HpFawiBABkD7uVhJJs3wcBZA9CQgAAgH7457b4E42drCIEAGSR4QX2g7i20pcQyGqEhAAAAPuwvj2iDR3WG6Nij6EjqjwpqAgAgMFT4jGU77IZXsJKQiCrERICAADsQ7xVhCfVeOVysIoQAJBdDMOw7Uu4rSvC8BIgixESAgAA9GFrZ0SrWiOW4/kuQ0dXe1NQEQAAg2+4TV/CQFRqCjC8BMhWhIQAAAB9eDnOROPjh3rldbKKEACQnRheAuQeQkIAAIA4tndFtbQ5bDnudUqzhtKLEACQvYbbbDeWGF4CZDNCQgAAgDhe2mrfi/C4IV75XVxGAQCyV5nXoTybFfOsJASyF1e3AAAANnZ0x7TEZhWhx7F7YAkAANks/vCSqEyGlwBZiZAQAADAxqs7QrbHjxviVYGbSygAQPazG17SHTHVHGR4CZCNuMIFAADYS0PQ0JIW63YqVhECAHKJ3UpCiS3HQLYiJAQAANjL2y32N0XHDvGq0MPlEwAgN9itJJSkbQwvAbISV7kAAACfUtcT08pO6yWS2yGdzCpCAEAOKfc55LXJCbeykhDISoSEAAAAn/LKjpAk6zTHY6tZRQgAyC0Ow1CtzWrCbZ0MLwGyEVe6AAAAH9vVHdVHzdbVEW6HdPIwVhECAHJPbb7LcqwzYqotREgIZBtCQgAAgI/9c1tAdrc8x1R7VcQqQgBADhrO8BIgZ3C1CwAAoN2rCD9sDFuOs4oQAJDL7LYbS9LWzkiSKwEw2AgJAQAAJL241X4V4dHVHhWzihAAkKOq8hyyextkJSGQfbjiBQAAOW9bZ0SLm6yrCF2G9JlhvhRUBABAenAYhobZrCbc2klICGQbQkIAAJDzXtgasD1+7BAvqwgBADnPbstxe9hUWyiWgmoADBauegEAQE7b1BHR8hZrXyWPQzqFXoQAAKg2zvCS7Ww5BrIKISEAAMhpz22xX0V4XLVbhawiBABAw/NdtsfZcgxkF658AQBAzlrTFtbaNusqQq/D1AlD3CmoCACA9FPtd8jN8BIg6xESAgCAnGSapp6Ps4rwyJKo/C4jyRUBAJCenIahGr/d8BLrB20AMhchIQAAyElv14W0qcO6AsLvkg4rYWUEAACfZje8pDVkqiXI8BIgWxASAgCAnBMzTf1meZftuZOGeOTlCgkAgF7iDS9Z2RpOciUABguXwAAAIOc8szmg1Ta9CIvcho6psm/ODgBALhtus5JQkla1suUYyBaEhAAAIKeEY6ZuXdhue+7UWp88TnoRAgCwtyF+p+zeIgkJgexBSAgAAHLKI2u6ta7dekNT6jV0dLUnBRUBAJD+XA774SWrWthuDGQLQkIAAJAzOsMx3bHYfhXhZ2t9cjlYRQgAQDx2fQm3d8fUyvASICsQEgIAgJxx97JO1fdYb2SG+h06vIpVhAAA9MVuwrEkfdQUSnIlAAYDISEAAMgJ9T1R3bWs0/bcWSPz5DBYRQgAQF/iDS/5qIktx0A2ICQEAAA54WeLO9QVMS3HxxW5NLmEicYAAOzL0Hyn7DpzEBIC2YGQEAAAZL11bWE9vLrL9tzZI30yWEUIAMA+uR2GhuRZY4TFbDcGsgIhIQAAyHr/vbBdUesiQk0vd2tEIasIAQDor9oC6/vm+vao2kMMLwEyHSEhAADIavPrg/rH5oDluMuQzhjpS0FFAABkrnh9CZc0s+UYyHSEhAAAIGuZpqmbF7TbnvvCmDxV+OxvdAAAgL3aAoaXANmKkBAAAGStZzYH9G6dtU9SkdvQtyblp6AiAAAy2zC/U3adfD9qpC8hkOkICQEAQFYKREzd+EGb7bmrDi5UqZfLIAAABsrjNFRtM7yElYRA5uPqGAAAZKV7lndqS2fUcnyo36HLDmIVIQAA+8tuy/Gatoi6wgwvATIZISEAAMg6O7qi+tWSDttztxxWLL+LSyAAAPbX8HzrhGNT0lKGlwAZjStkAACQdX68sE1dEdNy/PBKt84bk5eCigAAyB4MLwGyEyEhAADIKh/Uh/Tn9T225+44skQOw67dOgAA6K9h+fbDSxYTEgIZjZAQAABkjZhp6tr3W23PfXGcXzMrPcktCACALORzGqq0HV7ChGMgkxESAgCArPHn9T1a2GhdxVDgMnTzzKIUVAQAQHaqzbduOV7dGlGPTbsPAJmBkBAAAGSFjnBMP17QZnvuB9MKNcRv3z8JAAAM3HCbkDBqSssYXgJkLEJCAACQFX71UYd29cQsx0cVOnXZlIIUVAQAQPaKN7xkUSNbjoFMRUgIAAAy3sqWsO5a1ml77rbDi+VzMawEAIBEGp7vsj2+iOElQMZK+5Dw4Ycf1re//e0+H9Pa2qof/ehH+sxnPqNTTjlFP//5zxUIBJJUIQAASKWYaer777bKrgXSCUO9OmOEL/lFAQCQ5XwuQ1V2w0tYSQhkrLQOCZ966indd999+3zcddddp61bt+qee+7R7bffrrffflt33HFHEioEAACp9ujabr1bZ70hcRnS7UcWyzBYRQgAwGCw60u4qi2irrC1/QeA9JeWIWFDQ4O+//3v66677tKIESP6fOySJUu0cOFC3XzzzZo0aZIOP/xwXXfddXrhhRdUX1+fpIoBAEAqNAaiuinOsJLLDyrQlFJ3kisCACB3DLfpSxgzpaUMLwEyUlqGhKtWrZLb7dZjjz2mgw46qM/HLl68WBUVFRo9evSeYzNnzpRhGProo48Gu1QAAJBCP/qgXS1B6z7j4QVO/b9DC1NQEQAAuWN4QZy+hI2EhEAmsv+NTrFZs2Zp1qxZ/XpsfX29qqurex1zu90qLi5WXV3dPr/erndhKBTq9TeA3MJrAJAZ3q4L6/F13bbnfjLDL2c0pEA0/teHI6bCYetNTCQS6fV3OorGDNvaMwG1J1+m1i2lpvZEvQbwc0+NTK09U+uu9pgyJO39cd3C+h4FxqZl3NAv3A8gm/h8/e/Pnbm/tR8LBAJyu61biTwej4LB4D6/fseOHYpG7e8g+hMyAshevAYA6SsUk36wyCe7TREnlUc0OVanrVv7fo4WI1/NLfEHnbV3tB9glYOn21ek5pb0ra8v1J58mVq3lNraD/Q1gJ97amRq7ZlatyQN93u1Za/P7BbUBbR1a2tK6kkk7geQ6ZxOp8aMGdPvx2d8SOj1em0/cQmFQsrLy9vn19fU1Nh+bV1dnaqrq+XxeBJSJ4DMwWsAkP5+vaxbm3p6LMfzXdIvj6tQjd/aI2lv0S5TZQHrB4qRSETtHe0qKiySy5Wel0p+v0dlpelZ275Qe/Jlat1SampP1GsAP/fUyNTaM7VuSZoaCGtLd+8Vd5t7HCodUqsCd2YOD+N+ALkqM1+FPqW6ulrz5s3rdSwcDqutrU2VlZX7/Pq+ll16PJ4BLcsEkF14DQDS0/q2iP53hTUglKQbZxRrTFl+v57HHQzL7Y4/fdHlctnuVkgHTocjbWvbF2pPvkytW0pt7Qf6GsDPPTUytfZMrVuSDio39Py23iGhKWl1l0PHDvGmpqgE4X4AuSYtB5cMxPTp01VfX6+tn9pTtHDhQknStGnTUlUWAAAYBNGYqe+81aKgTaeQaeVuXTy5fwEhAABIjCkl9uHmokb6+QGZJuNCwmg0qsbGxj0DR6ZOnapp06bphhtu0IoVK7RgwQLdfvvtmjNnjqqqqlJcLQAASKTfrOjU+/XWmw5D0q+PLpHLkZnbmgAAyFTji11y2rz9Lm7KvEEsQK7LuJCwrq5Oc+bM0SuvvCJJMgxDP/vZz1RTU6PLLrtM119/vY455hhdc801Ka4UAAAk0prWsG770L6p+yWT8zWjkp5BAAAkW57L0KQSayczVhICmSftexLefPPNvf5dU1Oj+fPn9zpWVlamO+64I5llAQCAJIrETF32pv0249GFTt00syj5RQEAAEnSoRUeLW+J9Dq2vj2q1mBMJd6MW5sE5Cx+WwEAQNq7e1mnFjZaty0Zku45rlT5bi5pAABIlenl9n0JP2LLMZBRuKIGAABpbVVrWD9dZL/N+NtT8nVMhk9OBAAg002vsG/58VETW46BTEJICAAA0tYn24xDMeu5sUVO/YhtxgAApNxBpW65bIaXLLLZBQAgfRESAgCAtPW/SzttbzAMSb85rlR+F5cyAACkms9laEqpdcvxIlYSAhmFK2sAAJCW5tcHdXucbcbfnVqgI6vZZgwAQLqYXmENCTd1RNUStNkOACAtERICAIC00xqM6ZvzWhQ1recmFLt0/XS2GQMAkE7i9SVc3MhqQiBTEBICAIC0Ypqmrny7RVs7o5ZzDkP6zaxS5dk1PgIAAClzaJwJx4uYcAxkDEJCAACQVh5a3a1/bA7Ynrv20EIdVmm/UgEAAKTOlFK3PDYJwyJWEgIZg5AQAACkjWXNYV03v9X23HFDPPrBIYXJLQgAAPSLx2nooDLrasLFrCQEMgYhIQAASAtd4Zi++XqzgtZdxir3OvT7E8rkdLDNGACAdDW93Lraf2tnVI0Bmzd3AGmHkBAAAKSFa99v0+q2iO2538wq1VC/M8kVAQCAgTjUZsKxJC1uZDUhkAkICQEAQMo9urZLj6zttj13+UEFmj3cl+SKAADAQMWbcExfQiAzEBICAICUWtAQ0n+902p77tByt26eWZTcggAAwH6ZVOKSz2bh/4esJAQyAiEhAABImZ3dUV34apNCMeu5QrehB08sk8dJH0IAADKB22HoYJvhJawkBDIDISEAAEiJYNTUV19r0q4em4RQ0v8eU6IxRa4kVwUAAA6E3ZbjXT0x7ehieAmQ7ggJAQBA0pmmqR+826oPGuy3H105tUCfH+NPclUAAOBAzYjTl/BDVhMCaY+QEAAAJN3vV3bpT3EGlXxmmJc+hAAAZKgZcSYcs+UYSH+EhAAAIKne2BnUdfPbbM+NKXTqgRPK5HTQhxAAgEw0rtilIrf1fZzhJUD6IyQEAABJs7IlrK+81qSoaT1X4DL02CnlKvFyeQIAQKZyGIamldsPLzFNmwsAAGmDbuAAAKSBpkBUrUH7AR7prMTrULnP2a/HbuuM6AsvN6ktZH+D8NvjSzWpxH6LEgAAyBwzKjx6c1fv7cWtIVMbO6IMJQPSGL+dAACkgdZgzHIxnQlmDfH0KyRsCcb0hX82aXu3/WTD66cX6oyReYkuDwAApMCMyvjDSwgJgfTFfh4AADCoeiKmvvhKk1a1RmzPnzsqT1dPK0xyVQAAYLDEG17ChGMgvRESAgCAQROJmfrmvGa9V29/U3DsEI/um1Uqh8GgEgAAskVtvlOVPmvc8GEDw0uAdEZICAAABoVpmrr63VY9vyVge35KqUuPnlwun4uAEACAbGIYhu1qwo+aworEGF4CpCtCQgAAkHCmaerGD9r18Jpu2/O1+U799bQKJhkDAJClpldY+xL2RM247UcApB5X5gAAIKFM09QNH7TpnuWdtudLvYb+dlq5hvr7NxUZAABknhk2IaFEX0IgnRESAgCAhDFNU9fPb9NvlnfZns9zGvrLKRWaUGLf0BwAAGSHGZX27/WLCAmBtEVICAAAEsI0TV03v033rrAPCJ2G9NBJpTq8yn5lAQAAyB4VPqeGF1h3DXzYyPASIF0REgIAgAP2SUB4X5yA0GVID55Yps8Oz0tyZQAAIFXshpcsbw4rEGF4CZCOCAkBAMABicZM/fC9vgPCB04s0zmjCAgBAMgldn0JI6a0rIXVhEA6IiQEAAD7LRg19fXXm3X/qr5XEBIQAgCQe+IOL2mgLyGQjlypLgAAAGSm7khMl7/VqkVN9qsBXIb00EllOmskASEAALno0Aq3DEl7by5mwjGQnlhJCAAABqwlGNOdSzsJCAEAQFyFbocmFFvXJjG8BEhPhIQAAGBAdnZF9b9LO7SrJ2Z73uuU/ngyASEAAJCm2wwvWdsWUXvI/joCQOoQEgIAgH5b2RLW/y3rUFvIfiphicfQ3NkVmjOCgBAAANj3JTQlLY6zGwFA6hASAgCAfTJNU69uD+h3K7sUiNo/pjbfqRfPqNTR1d7kFgcAANLWjEr74SWL6EsIpB0GlwAAgD4Fo6aeWNcdt/+gJE0pdempUytUk+9MYmUAACDdTS11y2VIkb02ITC8BEg/rCQEAABxNQWi+r+lHX0GhMcN8eiFOZUEhAAAwMLnMnRQmbUvIcNLgPRDSAgAAGytbg3rV0s6taM7fmPxzw736q+nVajYwyUFAACwN8NmeMnWzqga4/UwAZASXNEDAIBeoqap5zb36L4VXerae2/QxwxJ54z06bbDiuR1GsktEAAAZBS74SWStLCB1YRAOqEnIQAA2KM5ENMja7u0sSP+J/t+l6GvTvBrUolbhkFACAAA+hYvJFzQENLs4b4kVwMgHkJCAAAgSfqoKaQn1vWoJ2q/elCShvod+uakfFX46D8IAAD6Z1KJSwUuQ5177VBY2MDwEiCdEBICAJDjQlFTT2/q0dt1fV+oTytz60vj/WwvBgAAA+J0GDq0wq23dvW+1ljYGJJpmuxMANIEISEAADlsY0dEj63tVkMg/nASpyGdNdKnE4Z6uYgHAAD75bBKjyUkbAuZWt8e0bhi62ATAMlHSAgAQA6KxEy9sDWg17YHFX9zsVThc+iiCX4NL+CSAQAA7L/4fQnDhIRAmuCKHwCAHLO1M6LH1nVrZ3f81YOSNLPCrfPG+OVzsXoQAAAcmMMq4004Duk/x/mTXA0AO4SEAADkiHDM1D+3BfTK9qBifSwf9DikL4zx6/BKphcDAIDEqMl3qsbv0I69PqRc0MjwEiBdEBICAJADVrWG9dSGHjX20XtQkkYWOPWl8X5V5zG9GAAAJNbMSo92bA70OrasOaxAxGTnApAGCAkBAMhibaGY5m7q0aLGcJ+PcxrS6cN9OmmYV05WDwIAgEEws8KjZ/YKCcMxaWlzWIdX2W9HBpA8hIQAAGShmGnqnV0hPbulR4Fo348dlu/Ul8f5VZPP6kEAADB4ZsbpS7igIURICKQBQkIAALLMts6I/rKhR1s6+04HHZJOrfXq1FqfXA5WDwIAgME1vcIthyFLb+SF9CUE0gIhIQAAWSIQNfXCloDe2BlUH3NJJEkjCpw6f2yeavO5FAAAAMlR4HZoUolLK1oivY4vbCAkBNIBdwYAAGQ40zS1pDmsv23sUVuo73jQ55TOGpmno6s9ctB7EAAAJNnMCo8lJNzYEVVTIKpyH61PgFQiJAQAIIM1BaL668Yey8W2nZkVbp0zKk9FHkcSKgMAALA6rNKjR9Z2W44vbAjrtOGEhEAqERICAJCBojFT/9oR1EvbAgrH+n5shc+h88bkaWKJOznFAQAAxBF3eEljSKcN9yW5GgCfRkgIAECG2dAe0V/Wd2tXT9/poNOQThnm1Sm1PrkZTAIAANLA5BKX8l2GuiK9W6TQlxBIPUJCAAAyRFc4pmc2B/Re/b4voscXu/SFMXmqzmPbDgAASB9Oh6Fp5W69U9f7emZhQ0imacqgZzKQMoSEAACkOdM0Nb8hpH9sClg+dd9bgdvQuaPyNLPCzUU2AABIS4dVeiwhYWvI1Ib2qMYWE1MAqcJvHwAAaWxXd1RPbujW+vboPh97TLVHZ470ye9iMAkAAEhfffUlJCQEUoffPgAA0lAoauqf2wJ6bUdQ0b4XD6rG79B5Y/0aXcjbOgAASH8zK+yHqS1oCOmCsf4kVwPgE9xNAACQZla2hPXUhh41BfseTOJxSKcP9+n4Gq+cbC0GAAAZYli+U0PyHJYhbB8yvARIKUJCAADSRFsopr9v7NHipvA+H3twmVufG52nUi9biwEAQGYxDEMzKz16bkug1/GlzWEFo6a8Tj78BFKBkBAAgBSLxkw9sb5bdy7rVHAfrQdLPIa+MMavqWX223QAAAAywWE2IWEotjsoPCxOz0IAg4uQEACAFFrcGNL33mnd5+pBh6QTa7yaPdzHp+sAACDjzaiIM7ykIURICKQIISEAACnQHYnpjkUdumd55z4Hk4wqdOr8MX7V5DuTUxwAAMAgm17hliFp78ughfQlBFKGkBAA0EtTIKrWfQzMSFclXofKfekfpM3bEdBV77RqU0ffe4vznIbOGunTUdUeOdJ0MEkwamp92757KKajzsg+0lkAADBoijwOTSpxaWVrpNfxBYSEQMoQEgIAemkNxvTmrsy8OJs1xJPWIWFLMKYb5rfpsXXd+3zsYZVunTMyT4We9B5M0hGKaX7bPhoppqnJxen7vxUAAHLBzEqPJSTc2BFVQ09UlXm8TwPJlt53HgAAZAHTNPW3Dd064m91+wwIK30OfeegfF04Pj/tA0IAAIADcUSVfe/BD1hNCKQEKwkBABhE2zoj+sF7bXppa6DPx7kM6TPDvDq11ieXIz23FgMAACTS4XEGlHxQH9KcEXlJrgYAISEAAIMgZpp6YFWXfrygfZ+9746o9OiH0wq0vTsze0ECAADsj4klLhV5DLWHel8rzWclIZAS7GMCACDBVrWG9dnnGvXD99r6DAgLXIZ+cVSxXjyjQmOK+NwOAADkFodh6LAK62rCRY1hRWIMGAOSjZAQAIAEicZM/d/SDh3/dP0+PwGfPdyn9/6jSt+aXJC2k4sBAAAG22E2fQm7I6aWt4RTUA2Q21i2AABAAqxtC+s7b7bog4a+L2grfQ79/KhinTsqTwbhIAAAyHFH9NGXcFq5/TkAg4OVhAAAHICYaeqe5Z2a9XT9PgPCL4/3a/7nqvUfo/0EhAAAAJIOixMS0pcQSD5WEgIAsJ82tkf0nbda9G5d3xexowqd+r9jSnRCjS9JlQEAAGSGEq9DE4tdWt0W6XX8g3pCQiDZCAkBABigTyYX37ygXd19DCYxJH3noALdMKNQfheL9wEAAOwcXuWxhIQbO6JqDERV4XOmqCog93DHAgDAAGzuiOjcl5r0w/fa+gwIxxQ69cKcCv3kiGICQgAAgD4c3kdfQgDJw10LAAD9YJqmHl7dpWPn1uuNncE+H3vp5Hy9eU6Vjqr2Jqk6AACAzHW4zYRjSfqAvoRAUrHdGACAfdjVHdV332rRK9v7DgdHFDh1z3GlmjWUcBAAAKC/JpW4VOQ21B7uvUtjPisJgaRiJSEAAH14bnOPjp1bv8+A8BsT8/XOuVUEhAAAAAPkMAzNtNly/GFjWJFY/PYuABKLkBAAABtd4Zi+93aLvvxas5qCsbiPq8136u+nletXx5SowM3bKgAAwP6w23LcHTG1oiWcgmqA3MR2YwAA9rKoMaSL57VoXXukz8d9Zbxftx1RrGIP4SAAAMCBOCLe8JKGkA4ptz8HILG4qwEA4GPRmKlfLenQqc829BkQDslz6C+nlOuu40oJCAEAABLgsDghIX0JgeRhJSEAAJK2dEb07Tda9E5d3xeiZ4/06X+PKVGZz5mkygAAALJfidehCcUurWnr/UHtB4SEQNIQEgIAct5TG7r1/Xdb1R6K3xg732XojiOLdeF4vwzDSGJ1AAAAueHwKo8lJNzQEVVjIKoKPqAFBh17pAAAOastFNMl85r1rXktfQaEh1W69eY5VfrKhHwCQgAAgEESry/hggZWEwLJQEgIAMhJCxtCmvV0vf6yoSfuYxyG9P8OLdQLcyo1pojF9wAAAIPJbsKxxJZjIFm44wEA5BTTNPWbFV26+YM2ReIvHtTIAqd+d3ypjqz2Jq84AACAHDax2KVCt6GOcO+LNIaXAMlBSAgAyBktwZi+82aLXtga6PNx/zk2Tz8/qkRFTC4GAABIGqfD0MxKj17fEex1/MPGsCIxUy4HbV+AwcTdDwAgJ3xQv3t7cV8BYbHH0EMnluq+48sICAEAAFLgcJu+hF0RUytawimoBsgtrCQEAGQ10zR1z/JO3bKgvc/txccO8ei3s0pVW8BbIwAAQKocEacv4fz6kA4ptz8HIDFYJgEAyFotwZi++GqzbvwgfkBoaPdwkn/MriAgBAAASDG7lYSS9D59CYFBx90QACArza8P6huvt2hbVzTuY6ryHPrd8aU6scaXxMoAAAAQT4nXocklLq1sjfQ6/h4hITDoWEkIAMgqMdPUnUs7NOf5xj4DwuOHevXm2VUEhAAAAGnmSJstx1s7o9rex7UdgANHSAgAyBptod3bi2/qo/+gIenaQwv199PKVe13JrU+AAAA7NuR1V7b4+/XBW2PA0gMthsDALLC9q6o/mdxu7Z3x+I+pirPod8fX6YTauwvPAEAAJB6R1fb9yV8rz6kz43xJ7kaIHcQEgIAMt6ChpD+vL5b4fj5oE4Y6tXvji9l9SAAAECaG1ngVHWeQ3U9vS/u3qujLyEwmNhuDADIWNGYqb9u6Naf1sYPCB2GdP30Qv2N7cUAAAAZwTAMHWWzmnBZS1gdfX0qDOCAEBICADJSWyime5Z36s1d8T9Rrs5zaO7sCv2/Q4vkdBhJrA4AAAAH4sgqa3uYmCktYMoxMGgICQEAGWdLR0S/WtKhDR3xJ9wdXe3RG2dX6fih9B8EAADINEfZTDiWdvclBDA46EkIAMgoCxtCemIf/QcvnZyv244olpvVgwAAABnp4HK3/C5D3RGz1/H3CQmBQUNICADICDHT1PNbAnplezDuY7xO6a5jS3X+WKbeAQAAZDK3w9DMCreltcwH9SFFYqZcfBgMJBzbjQEAaS8QNfXAqq4+A8Jyr0MPn0BACAAAkC2OrLa2jemKmFrWHE5BNUD2YyUhACCtNQWi+v3KLu3qib+/eGKJSxdN8GtCiTuJlQEAAGAwHW0z4Vja3Zfw0Ar7cwD2HysJAQBpa3NHRL9e2tlnQHjCUK8umZwvv4u3NAAAgGxyWKVHdpuK36+jLyEwGFhJCABIS0uaQnpkbfwBJU5DOm9Mno6y2YYCAACAzFfscWhKqUvLWyK9jr9XH5RpmjIM+hICicSyCwBAWjFNU6/vCOih1fEDwgKXocsPKiAgBAAAyHJH21zv7eyOaUtnNAXVANmNkBAAkDZipqm/bezR3E0BmXEeU+N36AfTCjWmiMXwAAAA2e7IKvveg+/Xs+UYSDRCQgBAWgh9PMH4zV3xL/imlLp01cGFKvXy9gUAAJALjowzvISQEEg8lmEAAFKuOxLT71d2aWNH/G0jxw3x6D9G58lJ7xkAAICcMTzfqWF+p7Z3975OfLcumKKKgOzFUgwAQEq1hWK6a1ln3IDQkHTOKJ8+T0AIAACQcwzDsF1NuLIlotZgnAbWAPYLISEAIGUaeqL636Ud2tltf4Hndkhfm+jXSTU+ptcBAADkqKNs+hKakj5oYMsxkEiEhACAlNjaGdH/Le1US9B+REn+xxOMp5Xb96EBAABAbojbl7COkBBIJHoSAgCSbm1bWPev6lIwTgvCUo+hyw4qUFWeM7mFAQAAIO0cVOpWgctQZ6T3h8vv1dOXEEgkVhICAJJqVWtYv1sZPyAckufQVQcXEhACAABAkuRyGDrcZsvxgoaQQlH7XSkABo6QEACQNMubw/r9yi6F4/SYHlXo1BVTC1Ti5e0JAAAA/3aUzZbjQFT6sJEtx0CicBcGAEiKJU0hPbi6S/E+7J1c4tJ3phQo381bEwAAAHo7ptpre/wd+hICCcOdGABg0H3YGNLDq7vjBoQzK9z61qR8eZxMMAYAAIDVYZUeeWwSjLd30ZcQSBRCQgDAoPqgPqRH1nQrzg5jHVnl0ZfH++V0EBACAADAXp7L0MxK65bj9+tCisToSwgkAiEhAGDQLGgI6bF13Yp32XZstUcXjM2TwyAgBAAAQN+Otdly3BkxtaQpnIJqgOxDSAgAGBSLG0N6dG38gPCEoV59YQwBIQAAAPrn2CHWlYQSW46BRCEkBAAk3LLmsP7YR0D4mWFenTvKJ4OAEAAAAP10eJVHdi2s32Z4CZAQhIQAgIRa2RLWQ6u7FK81zOxar84cQUAIAACAgSlwOzS9wm05/m5dUFH6EgIHjJAQAJAwa9vCenB1V9wpxqfVenX6iDwCQgAAAOyXY2z6EraFTK1ojaSgGiC7EBICABJiY3tEv1/ZpXCcMcYn1Xh1+nBfcosCAABAVjl2iDUklOhLCCQCISEA4IDt6Irqtys7FYoTEM4a4tHZI9liDAAAgANzZJVHdleU7xASAgeMkBAAcECaAlHdt6JTgaj9+aOqPPqP0WwxBgAAwIEr8Tp0cJm1L+E7dSGZJn0JgQNBSAgA2G+d4ZjuW9Gl9rD9BdnMCrfOH5snBwEhAAAAEuTYIR7LscZATGva6EsIHAhCQgDAfglGTf1uZZcaAvZ7jKeVufWl8X4CQgAAACTUMXH7EoaSXAmQXQgJAQADFomZemh1l7Z02u8xHl/s0lcm+OUkIAQAAECCHVNtXUkoSe/U0ZcQOBCuVBcAAMgsMdPU4+u6tarVfjtHbb5T35yYL5cj+QFhMGpqfVs46d83EToj9NABAACZJ1XXX2OLnFrf3vsD63k7glrXGup3L+wSr0PlPudglAdkJEJCAMCAPLcloIWN9heCFT6HLp2cL58rNSsIO0IxzW+LM0ElzU0u5gIVAABknlRdfw31W0PChkBMczcHVNHP4G/WEA8hIfApbDcGAPTbu3VBvbrdfhtHgdvQt6fkq9DDWwsAAAAG15gi+zVP6xheAuw37uQAAP2ypjWsJzf02J7zOqVvT87v96e2AAAAwIEYFyckXN9OSAjsL0JCAMA+7eqO6sHVXYrZtM1zGtI3J+WrtoAOFgAAAEiOIo9DlT5rpLH3FmQA/UdICADoU0copt+v7FIgzvXWBWP9mlDsTm5RAAAAyHljbVYTNgdjagnGUlANkPkICQEAcYVjph5Y3aWmOBdap9V6dUSVJ8lVAQAAANK4YvoSAolESAgAsGWaph5b161NHfZLCGdUuHX6cF+SqwIAAAB2s1tJKElr6UsI7BdCQgCArVe2B7WoMWx7bnShU18c55dhGEmuCgAAANit1OtQudcaa6xtDcs0bZppA+gTISEAwGJ5c1jPbwnYniv3OvTNSflyOwgIAQAAkFrjbbYct4TMuO1yAMRHSAgA6GVjR0SPrO2S3WeveU5Dl0zOV4Gbtw8AAACknl1IKElr6UsIDBh3eQCAPdpCMf3g3TbbScYOSV+b6Fe135n0ugAAAAA7E+KEhGsICYEBIyQEAEiSojFTl8xr1uZO+0ElZ4/yaWKJO8lVAQAAAPEVehwakmfTl7AtQl9CYIAICQEAkqSfLGrXS9uCtucOr3TrhKHeJFcEAAAA7NuEEutqws6wqV3d9CUEBoKQEACguRt79KslnbbnRhQ4df5YJhkDAAAgPY0vtt/twpZjYGAICQEgx61uDeu7b7XYnit0G/rGRCYZAwAAIH2NLXLK7mp1bVs46bUAmYyQEAByWGc4pq++1qzOiLVfi9OQvjExXyVe3ioAAACQvvwuh4YXWIfrrWuPKEpfQqDfuPMDgBxlmqa+906rVsfZhvGFMXkaXWQ/LQ4AAABIJ+NtphwHotK2OEP5AFgREgJAjvr9yi49taHH9tzR1R4dXc2gEgAAAGSGCTYhoURfQmAg0nKJSCwW0/3336+nn35aHR0dmjFjhn74wx9q2LBhto9/8cUXddNNN1mOz507VzU1NYNdLgBknA/qQ7rhgzbbc5NLXPrc6LwkVwQAAADsv9GFLjkNKbrX7uK1bRGdWpuamoBMk5Yh4QMPPKCnnnpKN910k6qqqnTXXXfpyiuv1BNPPCG32zq1aO3atZo5c6ZuvfXWXsdLS0uTVTIAZIzGQFRf+1ezwjHruRKPoZ8fWaz1HWzLAAAAQObwOA2NKnRqfXvv69iNHRGFYyaD+IB+SLvtxuFwWI899pguueQSHXfccZowYYJ++tOfqr6+Xq+99prt16xfv17jxo1TRUVFrz9Op7VxKQDksmjM1MXzWrS92z4E/N3xZarJ57UTAAAAmWdCsXVRUTgmbepgyzHQH2kXEq5Zs0ZdXV06/PDD9xwrLCzUpEmTtGjRItuvWbdunUaNGpWkCgEgc/1ySYf+tSNoe+6H0wp12nBfkisCAAAAEsNueIm0e8sxgH1Lu+3G9fX1kqTq6upexysqKlRXV2d5fHt7u+rr67V48WI99dRTamtr05QpU3TFFVdo5MiR+/x+gUDAciwUCvX6G0BuydbXgHfqw7pjcYftuROGuPW9SW4FAgGFI6bC4XCSq0uMaMyg9iTL1Lql+LVHIpFef6ejbPy5Z4JMrT1T65ZSU3uiXgP4uadGptaeqXVL6VV7jdeUxyGF9mqrs7o1rFOHWuOPcMShQMC6wyZb7weQm3y+/i8ESbuQ8JPQzuPx9Dru8XjU3t5uefz69eslSaZp6qabblIgENBDDz2kSy65RI899pjKy8v7/H47duxQNGq/7c4ulASQO7LpNaAlLF26yKeYaV1AXuWJ6YaRbdqxffcgkxYjX80t1g9QMkG3r0jNLdb3ikyQqbVnat3Svmtv70jf/65s/rmns0ytPVPrllJb+4G+BvBzT41MrT1T65bSr/Zan0sbunu3z9naGdXOpmZ597oUbvH55Gzuivtc2XQ/gNzkdDo1ZsyYfj8+7UJCr9craXdi/+m0MxQKKS/POm1z+vTpevnll1VcXCzD2N2IdPLkyTrrrLP07LPP6qKLLurz+9lNPw6FQqqrq1N1dbUlrASQ/bLtNSBmmvp/8zrUELJ+wusypAdPKNEhFf/u3xLtMlUWsN+SnO78fo/KStPura1fMrX2TK1bil97JBJRe0e7igqL5HKl539bNv7cM0Gm1p6pdUupqT1RrwH83FMjU2vP1Lql9Kt9ciCsDd29VwDGZKjVWaTJJb3rLC31anh+meU5su1+AOiv9PlN/tgn24wbGxtVW/vvOeWNjY0aN26c7deUlJT0+rfP51NNTc2erct96WvZpcfjGdCyTADZJVteA/5vaYf+tdN+C8hNM4t0XG1hr2PuYFhut83o4wzgdDjkdlsbVmeCTK09U+uW9l27y+VK2/+2bP65p7NMrT1T65ZSW/uBvgbwc0+NTK09U+uW0q/2yWWGnttm3Sa8sUs6pLJ3nW6XSz5f/Nqz5X4A6K+0G1wyfvx45efna+HChXuOdXR0aNWqVZo+fbrl8X//+991yimnqKenZ8+xzs5ObdmyZUBLKgEgG71fF9R/L7Tf/nHqMK++O7UgyRUBAAAAg6cm3ym/y7AcX8PwEmCf0i4k9Hg8Ou+883T33XfrjTfe0Nq1a3X99derurpaJ598sqLRqBobG/f0LjzmmGNkmqZuvvlmrV+/XitWrNC1116r0tJSnXnmmSn+rwGA1GkJxvTNeS2KmtZzQ/0O3Xt8qRyG9QIKAAAAyFQOw9D4Iuumye1dUXXsPdEEQC9pFxJK0qWXXqqzzz5bP/nJT3TxxRfL5XLpzjvvlMvlUl1dnebMmaNXXnlF0u7tyffcc496enp08cUX6/LLL1dBQYHuvffePf0NASDXmKapy99q0bYu62AmhyH9/oQyVficNl8JAAAAZLbxJfad1VazmhDoU9r1JJR2T1+54oordMUVV1jO1dTUaP78+b2OTZo0SXfddVeyygOAtPfg6i49v8V+QvG1hxbquCF8iAIAAIDsNClOSLiqNazDKhlEAsSTlisJAQD7b0VLWDfMb7M9d/xQr35wSKHtOQAAACAbVPicqvBZ447VrRHFTJtePAAkERICQFbpiZj61uvNClh3GavS59Dvji+V00EfQgAAAGQ3u9WEHWFTO2za8QDYjZAQALLITQvatKLVvtfKvbNKNcRPH0IAAABkv0klbtvjq+JcKwMgJASArPHi1h79fmWX7bnLpuTrlFpfkisCAAAAUmN8sUtOmw00hIRAfISEAJAFdnVHdfmbrbbnDi5z65bDipNbEAAAAJBCXqehMYXWLccbOiIKROlLCNghJASADBczTX37zRY1BWOWc3lOQw+cUCqv3ceoAAAAQBabaNOXMGZK69pYTQjYISQEgAx3z7JOvb4jaHvujiOLNSFOPxYAAAAgm00qtYaEkrSqNZzkSoDMQEgIABlsaXNY//1hu+25s0f69NUJ/iRXBAAAAKSHYX6nitzWHTUrW1hJCNghJASADNUTMXXxvGaFrbuMVZvv1J3Hlsow2GYMAACA3GQYhu2W46ZgTA090RRUBKQ3QkIAyFA3L2iznc5mSPrt8aUq8fISDwAAgNw2KU7rHaYcA1bcQQJABnplW0C/W9lle+6/DinQsUO8Sa4IAAAASD8TS1yy21tDX0LAipAQADJMYyCqy99qsT03rdytaw8tSnJFAAAAQHoqcDtUm++0HF/bFlE4ZqagIiB9ERICQAYxTVNXvt2quh5rI8I8p6HfH18qj5M+hAAAAMAn7KYch2LS4iZWEwKfRkgIABnkj2u69fyWgO25nxxRrAlxeq4AAAAAuWpynGvkd+tCSa4ESG+EhACQIda3RXTd/Dbbc7OH+/T1if4kVwQAAACkv5EFTvmsO44JCYG9WNfcAgAOWFMgqtagdUvw/grHTH1zXou6I9a+KWVeQ1cfXKAN7YmZ0NZp8z0AAACATOV0GJpQ7NaS5t7bi9e0RbSrO6ohfpsEEchBhIQAMAhagzG9uStxn0w+v6VHy1vsQ8DPj/ZreWtiAkJJmlzMRRIAAACyy6QSlyUklKTXtgf0pfH5KagISD9sNwaANLehPaJ/bgvanju22qODyuhDCAAAAPRlUpy+hPGus4FcREgIAGksEDH1p7XdstsAXJXn0Dmj8pJeEwAAAJBpynwOVeVZI5BXtwcUitJuB5AICQEgrf11Y7eabXobOgzpK+P98jiNFFQFAAAAZJ6DSq2rCdvDpt6tYzUhIBESAkDaWtQY0gcN1r4pkjRnuE/DC2grCwAAAPTXVJuQUJJe2BpIciVAeiIkBIA01BqM6ckNPbbnxhY5dfIwb5IrAgAAADLbqCKn/C7rTpwXtgRkmmw5BggJASDNxExTj67tVnfEeqHic0pfHpcvh8E2YwAAAGAgnIahKaXW3TibO6Na1RpJQUVAeiEkBIA08/qOoNa221+knDfGrzIfL90AAADA/rDrSyhJL7LlGCAkBIB0srUzoue22F+gzKhwa2alJ8kVAQAAANljUolbDptNOS/EuQYHcgkhIQCkiVDU1CNruxW1aYdS6jH0hTF5yS8KAAAAyCJ5LkPjiqxbjj9oCKmhJ5qCioD0QUgIAGli7qYe1ffELMcNSRdOyJffxUs2AAAAcKAOKrNuOTYlvbyN1YTIbdxxAkAaWNYc1jt1Idtzp9R6Ndbm004AAAAAAzfVZniJRF9CgJAQAFKsLRTT4+u6bc+NKHDqs7W+JFcEAAAAZK9yn1ND/dY45LXtQQUiNr1/gBxBSAgAKRQzTT22rltdNhcjHof0lfF+Oe06KwMAAADYb3ZTjrsipt7aFUxBNUB6ICQEgBR6c2dIq1sjtuc+NzpPlXnOJFcEAAAAZD+7voQSW46R2wgJASBFdnRF9Y/NPbbnppW5dWSVJ8kVAQAAALlhZIFTpV7rjp0XtwZkmmw5Rm4iJASAFAhFTT2ytktRm+uPYo+h88fmyTDYZgwAAAAMBodhaNYQr+X4tq6olrdGU1ARkHqEhACQAs9u6dHO7pjluCHpy+P9ynfz8gwAAAAMJruQUJJe3h5KciVAeuAuFACSbEVLWG/stL/wOKnGqwnF9v1RAAAAACTOUdVueWxSEUJC5CpCQgBIoo5QTI+v67Y9V5vv1JwRviRXBAAAAOQmv8uhE4ZaVxMubo6qPkjrH+QeQkIASBLTNPXE+m51hK2NCN0O6cLxfrkcXIwAAAAAyfLZOB/S/6vJmeRKgNQjJASAJHl7V0jLWyK2584dlachfi5EAAAAgGSaMyLP9virjVybI/cQEgJAEuzoimruph7bc1NLXTqm2pPkigAAAAAM9Tt1VJX1Wnxxu0N1PdZBg0A2IyQEgEEWjJp6eE2XItZdxipyG/rPcX4ZBtuMAQAAgFQ4e5R1NaEpQ89vY4AJcgshIQAMsr9u7FF9nE8hvzjOrwI3L8UAAABAqpw90r4v4TNbgkmuBEgt7kwBYBAtaAhpfr39J5An1Xg1udSd5IoAAAAAfFptgUuHV1qvy99riKi+J5qCioDUICQEgEHS0BPVk+u7bc+NKHDqjDiT1AAAAAAk1zk2W45jpvTs5kAKqgFSg5AQAAZBKGrqD2u6FbTZZexzSl+d4JfLQR9CAAAAIB3Y9SWUFHf4IJCNCAkBYBDctbxT27rstyacP9avCp8zyRUBAAAAiGdEgUszK6xbjt/aFVRjgC3HyA2EhACQYM9u7tFj6+w/cTy62qMZFZ4kVwQAAABgX9hyjFxHSAgACbSpI6LvvNVie25InkP/EWcbAwAAAIDUirfl+Gm2HCNHEBICQIIEIqa++lqz2kOm5ZzbIV00IV8eJ30IAQAAgHQ0qtClQ8utW47f2BlUE1uOkQMICQEgQa59v1VLmsO25z43Ok9D8+lDCAAAAKSzc21WE0ZN6bktbDlG9iMkBIAE+PP6bj28ptv23GGVbh1VRR9CAAAAIN3Z9SWU2HKM3EBICAAHaGVLWP/1TqvtuSF5Dp03xi/DYJsxAAAAkO5GF7l0cKl1B9C8HUG1BGMpqAhIHkJCADgAneGYvvavZnVHrH0IvQ7p6xPz5aUPIQAAAJAxzhxu3QUUMaXntrCaENmNkBAA9pNpmrrq7VatbovYnr9gnF/VfvoQAgAAAJnkzOFe2+N/20BIiOxGSAgA++nuZZ3660b7C4Xzx+RpRgV9CAEAAIBMM7bIqfF+69bi13cGtaubKcfIXoSEALAf/rU9oJsXttuem1Hh1n8dXJDkigAAAAAkymmV1t1CMVN6coP9sEIgGxASAsAAbeqI6BvzmhWztiFUicfQQyeWyUMfQgAAACBjfbYqKrsr+ifWERIiexESAsAAdIVj+vKrTWoJWhNChyE9eGKZRha6UlAZAAAAgEQZ4jV1bLX1un55S0RLm8MpqAgYfISEANBPpmnqirdbtbzFflDJzTOLdPIwX5KrAgAAADAYzhtlP8Dkz6wmRJYiJASAfrprWaf+FmdQyX+MytOVU+lDCAAAAGSLM4Z7lWfTRujJDd2K2PUeAjIcISEA9MM/twV0S5xBJVNKXbr7uBIZBn0IAQAAgGxR4DZ01kjrTqG6npjm7QymoCJgcBESAsA+rGgJ6xuvxx9U8thnypXv5uUUAAAAyDYXjPPbHmfLMbIRd7UA0If6nqgueKVJHeH4g0pGMagEAAAAyEonDPVqSJ41Onlmc0Ad4VgKKgIGDyEhAMTREzH15VebtLUzanv+phkMKgEAAACymcth6AtjrKsJe6Kmntlk368cyFSEhABgwzSl/3q/Ux80hG3Pf3GcX1cdzKASAAAAINv9Z5wtx0+sJyREdiEkBAAbv9/i1twtIdtzR1d79L/HMKgEAAAAyAVTy9yaWua2HH9zZ1DbOiMpqAgYHISEALCXv20K6vdbrRcBkjS60Kk/nVwmr5OAEAAAAMgVF4zNsxwzJT25gdWEyB6EhADwKa/vCOiq9zttzxV7DP35lHKV+5xJrgoAAABAKp03xi+HzTqBJ9Z1yzStQw6BTERICAAfW9wY0oWvNstuSJnLkP54UpkmlNivMAQAAACQvYb4nTqpxms5vrotog8b7fuYA5mGkBAAJG1sj+i8fzapM2L/KeAvjy7RCTVMMgYAAABy1X+OtR9g8uDqriRXAgwOQkIAOa++J6rPvdyohoDNEkJJV04t0EUT85NcFQAAAIB0csZIn4o81j3Hf9vQo9ag/b0EkEkICQHktI5wTOf9s0kbO6K2588fm6dbDitKclUAAAAA0o3f5bBdTdgTNfX4uu4UVAQkFiEhgJwVjJr6ymvN+qjJvofISUPcuue4UjkMJhkDAAAAkL4eZ4fRQ6u7GGCCjEdICCAnhWOmvvF6s17fEbQ9P6UgqvuPK5TbboQZAAAAgJw0udStY6o9luNr2iJ6a1coBRUBiUNICCDnRGKmLpnXoue2BGzPjyl06H8PCirfTUAIAAAAoLdvTIq/mhDIZISEAHJKNGbqO2+16O+bemzPV+c59PiJRSp1J7kwAAAAABnhrJF5qvBZ45RnNveovse+1zmQCQgJAeSMmGnqe++06i/r7QPCIo+hJ08t18gCZ5IrAwAAAJApvE5DXxlvHWASjkmPrGGACTIXISGAnGCapv7fe216ZK39m3aBy9DfTqvQIeXW/iIAAAAA8GkXTcyXXXOih9d0KRpjgAkyEyEhgKxnmqaum9+m+1fZ9wjxuwz95dRyHVZJQAgAAABg30YVunTKMK/l+NbOqF7Zbj8cEUh3hIQAslrMNPVf77TqvhX2AaHPKT3+mXIdM8T6Bg8AAAAA8Xw9zgCTBxlgggxFSAgga0Vipr79ZosejtMXxOOQ/nRyuU6oISAEAAAAMDCza32qzbf2M395a0BbOiMpqAg4MISEALJSMGrqa/9qjjukxGVIfzipTKfU+pJcGQAAAIBs4HQYumiCdYCJKekPrCZEBiIkBJB1uiMxffnVJj27JWB73u2QHjyxTKePyEtyZQAAAACyyVcm5MtlM8HkodXd6grHkl8QcAAICQFklfZQTOf9sylus2CvU3r05HKdPYqAEAAAAMCBGeJ36oyR1t1JzcGYHl1r3/YISFeEhACyxo6uqE5/vkFv7wrZns93GXry1AqdNpwtxgAAAAAS49tTCmyP3728U5GYmeRqgP1HSAggK6xsCeu05xq0vMW+QXCRx9DfZ5fr+KEMKQEAAACQOEdVeXREpcdyfEtnVHM32fdIB9IRISGAjPfGzqBmP9+gbV1R2/PlXoee+WyFjqgiIAQAAACQWIZh6MqD7VcT/t/STpkmqwmRGQgJAWS0J9d36/MvN6o9ZP/GOyTPoefmVGhaufWTPQAAAABIhDkjfBpf7LIcX9oc1us77PulA+mGkBBARjJNU79e0qGL32hRvKFhE4tdevnMSk0qcSe3OAAAAAA5xWEYumKq/WrC/13ameRqgP1DSAgg43RHYrr4jRb9eGF73MccO8Sjl86o1IgC66d5AAAAAJBoF4z1qzrPGrPM2xnU4kb74YpAOuHuGUDaagpE1RrsvUxwZ3dUP3i3Tavb7AeUSNLsWq9umVmkpkBUTQH7PoV9CUdMtRj5inaZcgfDA/56SeqM0HcEAAAAyCVep6HLphToFpvFDHcu69SDJ5aloCqg/wgJAaSt1mBMb+769ydu69sjemhVV58B3Mk1Xs0e7tP7DfsX7klSOBxWc0tAZYGg3O44e5n3YXKxc7+/PwAAAIDM9LWJ+frlkg51hHvfs8zd1KMftUc0uogYBumL7cYAMsLbu4K6Z3ln3IDQkPT50Xk6e1SeHIaR3OIAAAAAQFKJ16GvT8y3HI+Z0j3L6U2I9EZICCCtBaOmHl3bpSc39CgWZwFhntPQpVPyNWuoN7nFAQAAAMBevj2lQG6btOVPa7vU0DPwdkhAshASAkhb69sj+tWSDn3Qx9bhIXkOff+QAiYYAwAAAEgLNflOnT/WbzkeiEq/XtqRgoqA/iEkBJB2TNPUn9Z26Sv/alZdT/yegFPLXPreIYWqzKP/HwAAAID0ceXUAtvj96/s0tbO+EMYgVQiJASQVjrDMX37zRZ9961WBftYiT+71qtvTMyXz0n/QQAAAADpZWKJW2eP9FmOh2LSzxazmhDpiZAQQNpY2BDSif9o0J/X98R9jM8pfWOiX6ePYEAJAAAAgPR1w4wiOWxuWR5b1601rfFbKgGpQkgIIOXCMVO3L2rXac81aF17/KX3w/OdunpaoQ4p9ySxOgAAAAAYuIklbn1xnLU3YcyUfrKoPQUVAX0jJASQUmvbwpr9XIN+trhD0TjTiyXp+KEeXXVwgSp89B8EAAAAkBmuPbRQHpvk5elNAS1qDCW/IKAPhIQAUsI0Td2/slPHP92gDxvjL7X3OaWvT/Trc6P9ctmt1QcAAACANDW8wKVvTsq3PfffC1lNiPRCSAgg6Ta0R3T2i426+r029fSxfPCgUpeunlaoaWwvBgAAAJChfjCtUAUu64KHf+0Iat6OYAoqAuwREgJImkjM1F3LOnTs3Hq9uSv+0nqnIV03vVAPnlDK9mIAAAAAGa3C59TlUwtsz/33wjaZZh99l4AkIiQEkBTLm8M67bkG/eiD9j5XD44rcumfZ1TqmkOL2F4MAAAAICtcflCByrzWCGZhY1jPbQmkoCLAipAQwKDqiZi67cN2nfCP+j57D0rSxZPz9cY5lZpRyfZiAAAAANmjyOPQ9w+xX014y4J2Bfua4ggkCSEhgEHz8taAjvp7nX7xUYcifbzn1eY79dfTyvU/R5XI7+JlCQAAAED2+dakAg3zW9sprWuP6M6lHSmoCOiNu3EACbe1M6ILX23S+a80aXNntM/HfmtSvt45t0qfGeZLUnUAAAAAkHw+l6Frphfanvvlkg5t6ogkuSKgN0JCAAkTipq6c2mHjvx7vZ7dR1+NcUUuPX96hX5xdImKPLwUAQAAAMh+Xx7n16HlbsvxQFT6f++1MsQEKeVKdQEABl9TIKrWYGxQv8dbu4L61ZLOfa4cdBrSV8f7dfHkfHmdhta3xe9T2NnXHmUAAAAAyDBOh6FfH1Oik59p0N53Oy9vC+qZzQGdPSovJbUBhIRADmgNxvTmrtCgPHddd1RzN/VoZeu+l8aPLHDqvLF5qs13aX5D30NMJGlysbVfBwAAAABksukVHn1zUr7uX9VlOXfd+206eZhXBW52WyH5+F8dgP3SHYlp7sYe/eyjjn0GhH6XoQvG5umqgwtUm89nEwAAAABy240zilTps0Yy27uj+tlihpggNQgJAQxIJGZq3s6gfvJhh17fGVRsHzuCj6ry6PrphTq62iuHYSSnSAAAAABIYyVeh247otj23G+Wd2p58753XgGJxpIeAP1imqYWNYX13OaAmvrR37DG79AXxvg1poiXGQAAAADY2/lj8vTImi69tVdrqKgp/eDdVj0/p4KFFkgq7t4B7NPatrCe2RzQln0MJZGkfJehM0b4dFS1hzc0AAAAAIjDMAz98ugSHTu3XnvPbHyvPqTfr+zSpVMKUlMcchIhIYC4dnZF9cyWHq1o2fdQEochzRri1ezhXvlddDIAAAAAgH2ZWOLWFVML9OulnZZzNy1o03FDvDqozJ2CypCLCAkBWLQGY3pha0Dz60PaR8tBSdLkEpfOHZWnaj/TiAEAAABgIH54aKGe2tijrXvt3ApGpW/Na9ZrZ1Upz8UuLQw+lvsA2KMnYurZzT36yaJ2vd+PgLA236nLpuTr0ikFBIQAAAAAsB/8LofuPKbE9tzK1ohuWtCW3IKQs1hJCEDBqKm3dgX16vaguvduhmGj1GvojBF5mlHhpu8gAAAAABygk4b59N2DCnT3cuu249+v7NJnhnn12eF5KagMuYSQEMhh4Zipd3aF9Mr2gDrC+w4H/S5Dp9Z6ddwQr9wOwkEAAAAASJQfzSzSGzuDWtIctpy7/M1WvX2uR0PYwYVBREgI5KBIzNT79SG9vC2gttC+w0GXIR0/1KtTahlKAgAAAACDwes0dP8JpTrhHw3qifa+T2sKxvSdN1v01Gnl7ObCoCEkBHJI1DS1oCGkl7cG1RSM7fPxhqTDKt2aMyJPpV7CQQAAAAAYTBNK3LrjyGJd9U6r5dxrO4K6e1mnrjy4MPmFIScQEgI5IGaa+rAxpBe2BNQQ2Hc4KEkTS1w6e2SehuWznB0AAAAAkuWrE/x6ZXtAz2wOWM7dsrBdE0vcmj3cl4LKkO0ICYEsFjNNPbcloFsWtGl9e7RfXzOm0Kk5I/I0rpiXBwAAAABINsMwdOexpVrYUKcd3b0XecRM6ZuvN+uFMyp1cJk7RRUiW5ECAFkoGjP1j809+p+POrSiJdKvrxlR4NScET5NLHbJoMcFAAAAAKRMqdeh3x5fprNfbNTeXeQ7I6b+859NevWsSgaZIKEICYEsEomZ+uvGHv3yow6taetfOFjjd2jOiDwdVEo4CAAAAADpYtZQr26eWaRbFrZbzm3vjuo/X2nSc6dXKN9N/3gkBiEhkAXCMVNPrOvWr5d0aENH/7YVV+U5NGe4T4eUu5mOBQAAAABp6KqDC7SuPaI/re22nFvcFNalb7TojyeXcU+HhCAkBDJYMGrq0bXd+vXSDm3t7F84WOFz6LPDfZpRQTgIAAAAAOnMMAz96ugSbe6I6M1dIcv5Z7cE9OMF7frx4cUpqA7ZhpAQyEA9EVN/XNOl/1vaYWlkG0+px9Bpw306otIjp4NwEAAAAAAygcdp6JGTy3XKsw1a125tK/V/yzpV5HHoB9MKU1AdsgkhIZBBWoMxPbCqS79d2an6nv6Fg6MLnfrKeL+KPQ7CQQAAAADIQCVeh/5yark+82y9WoJ7jzKRbv2wXeGYqWsOLaTXPPYbISGQAbZ0RvSb5Z16ZE23uiLWNwQ744tdunpaoT4/Oi/u0nQAAAAAQGYYU+TSoyeX65yXGhW2WTNyx+IORWLSDTMICrF/CAmBNPZRU0h3LevU3zf2KNq/bFBTSnaHg+eMymPlIAAAAABkkWOGeHX3caW69I0W2/O/WNKhUMzUjw8rIijEgBESAmnGNE29tiOoO5d2at7OYL+/7pAyt354aKHOGOFjIAkAAAAAZKkLxvrVEzH1vXdabc/fuaxT4Zipnx5RTFCIASEkBNJEOGbqrxt6dNeyDi1vsTajjeewSrd+OK1Ip9V6eQMAAAAAgBzwtYn5cjmkK95qld2ms3tXdKk9bOpXR5fI6+Q+Ef1DSAikWGMgqj+u6dYDK7u0vTva7687ucarKw8u0AlDCQcBAAAAINdcOD5fboehy95sUcwmKXx0bbfWtIb1x5PLNdTvTH6ByDiEhECKLG4M6bcru/S3jd0K9jMbdBnS58fk6btTC3VwmXtwCwQAAAAApLULxvrlNqSL32ix7WP/QUNYJ/6jXn88qUxHVnuTXyAyCiEhkESBiKl/bO7R/Su7NL+h/9OGC92GLpqQr29PyVdtAb+2AAAAAIDdPjfGL5fD0Ddeb1bEJiis64npzBcb9YujSnTRxPzkF4iMQdoAJMHq1rD+sKZLj6/rVkuwn2OKJQ31O/TtKQW6aEK+SryOQawQAAAAAJCpzh6Vp0c/U65vvt6sTpukMByTrnqnVR82hvTTI4qV7+b+ElaEhMAg6Y7E9MzmgB5e3aV36/q/alCSJpe49N2pBTpvjF8emswCAAAAAPZh9nCfXjmrUl9+tUnr2+17Wv1hTbf+tSOoO48t0Yk1viRXiHRHSAgkUMw09W5dSI+v69bTm3rUEe7/qkFJOmWYV5dOKdApwxhGAgAAAAAYmEklbr16ZpUuntesf24P2j5mS2dU577UpK+M9+vWw4vZtYY9CAmBBNjQHtGf13friXXd2tzZ/wnF0u5+g18a59fFk/M1rphhJAAAAACA/VfideiJU8r100Xt+uWSzriPe2Rtt17ZHtAvjy7RnBF5SawQ6YqQENhPmzsimrupR3/b2KOPmsID/vpJJS59c1K+/nOcX4X0gwAAAAAAJIjTYehHM4t1SLlH33mzRV12E00k7eyO6UuvNuuUYV7dOKNIh1Z4klwp0gkhITAAmzoienZzj+Zu6tGChoEHgz6ndO6oPH1tYr6OrPKwpRgAAAAAMGjOGZWng0pduuLt1j575b+yPahXtjfonFE+XT+9SBNL2OWWiwgJgT7ETFOLGsN6fkuPXtgS0IrWyH49z+QSly6amK//HOun3wMAAAAAIGnGFbv13OkVemBVl25Z0B53VaEkPb0poGc2B3TBWL+uObRQowqJjXIJ/98G9tIUiGrejqBe2xHUP7cFVNcT26/nKfM69PkxefrSOL8OLXezahAAAAAAkBIOw9DFkws0e7hP33u7Va/tsB9qIkkxU3p83e6e+6fWevXNSbuHazod3NNmO0JC5LyeiKn59SG9viOgf+0I6qOmsAY2k/jfXIZ02nCfvjjOr9m1PnmcvIgCAAAAANLDiAKX/npauR5b160b5repNRT/7teU9PK2oF7eFtTwAqe+MTFfF473qzLPmbyCkVSEhMg5LcGY3qsL6t26kN6rC2lRU0jh/VssKElyGNLxQ7363Og8nTnCpzIfL5gAAAAAgPRkGIa+PD5fZ4zI093LO3Xv8s4+tyBL0tbOqH68sF0/+bBdJ9R4dfbIPM0Z4SMwzDKEhMhqPRFTS5tDWtQY1oeNIS1uDGt12/71Ffw0Q9IxQzz63Og8nT0yjxdGAAAAAEBGKfE6dOOMIl06OV+/XtqhB1Z1KRjt+2sipvTq9qBe3R7Uf70rHV3t0Vkj83RarU+jC5202cpwhITICqZpaltXVCtbIlrZGtbylrCWN4e1qjWi6P7uHd6L32Xo5BqvTh/h0+zhPlWwYhAAAAAAkOEq85z66REl+s6UAv3PRx16dG239rGwUNLu3oVv7wrp7V0hXft+m4b6HTp2iFfHDfHq2CEejStyERpmGEJCZJTWYEwb2iNa3x7Rho6P/26PaE1rRO3hBKWBnzK8wKnP1Hh1+og8HT/UqzwXL3AAAAAAgOxTW+DS/x1bquunF+mRtd16eHWXtnXtY2nhp+zsjumpDT16akOPJKnC59C0crcOLvv3n7FFLgagpDFCQqSFcMxUYyCmhp6omgIxNQRi2tkd1dbOqLZ2RbW1M6JtXVG199FUNREK3YZmDfXqpBqvTq7xaUwRy6UBAAAAALmj2u/U1dMK9b2DC/TytoAeWNWlV7fHn4YcT2Mgtmdr8ifynIbGFrs0ptCpMUUujSlyaXShS6MKnRrid8pNgJhSaRkSxmIx3X///Xr66afV0dGhGTNm6Ic//KGGDRtm+/jW1lb98pe/1DvvvCPDMHTaaafpyiuvlM/nS3LluS0aM9URNtUZjn38t6mOPf/37r9bgrE9YWBD4N//d18TlQZTscfQUdVeHVPt0VFVHs2o9PCiBAAAAADIeS6HoTkj8jRnRJ42tkf0t409+sfmHn3UFN7v5+yJmlrWHNayZutzGNq9+nCo36mh/t1/V/icKvM5VObd/afc51CJx6F8t7H7j8uQg4U9CZOWIeEDDzygp556SjfddJOqqqp011136corr9QTTzwht9ttefx1112nnp4e3XPPPero6NBtt92m7u5u3XLLLckvPg38c1tA3RFT0ZipiClFTSkSMxUzpYhpKhLbfSwaM3efM6Xox8djH/8dipkKRqVA1FQoZioQMRWMmgrGpGDU3H3847+7IrsDwe7+NC1IIUPShGKXDq1w6/BKj46u9mpyqYsXFAAAAAAA+jC6yKUfTCvUD6YVanNHRM9uCeiZTT16vz6kRCUBpqSGj3cWLmnu/9f5XYb8rt2BYb7bUIHLIf/HAWK+y5Dbacjj2B16ehy7/+/dxwy5HZL742NHVnt1cJk1c8olaRcShsNhPfbYY7r88st13HHHSZJ++tOfas6cOXrttdc0e/bsXo9fsmSJFi5cqD//+c8aPXq0pN2h4VVXXaXvfOc7qqqq2q86nM7MHUpx4wdtauyJJfV75jkN5TnTJ2xzGtKYIqcmlrg1tdStg8vdOqjUrUKPI9WlpYTDkLwZ+D9pV4rqdsYM5bkd8jkNufbz+6eq9kSg9tTI1NoztW4pfu2JeA0YbNn4c88EmVp7ptYtpab2RL0G8HNPjUytPVPrljK79r42kWVyJjDYRha6dPlBBbr8oAI19EQ1vz6o9+vDml8f1Nq2/vcwTCTTlDo/3tFYp/3LQ26YoZwPCY3W1ta0Wv61fPlyff3rX9eTTz6pkSNH7jl+8cUXa+zYsbr22mt7Pf6Pf/yjnnjiCT3//PN7joXDYc2aNUu33nqrTj311KTVDgAAAAAAAGSitFtWVV9fL0mqrq7udbyiokJ1dXW2j9/7sW63W8XFxbaPBwAAAAAAANBb2oWEgUBAkuTxeHod93g8CoVCto+361Po8XgUDA58+g4AAAAAAACQa9IuJPR6vZJkCQRDoZDy8vJsHx8OW6fixHs8AAAAAAAAgN7SLiT8ZOtwY2Njr+ONjY2qrKy0fXxDQ0OvY+FwWG1tbbaPBwAAAAAAANBb2oWE48ePV35+vhYuXLjnWEdHh1atWqXp06dbHj99+nTV19dr69ate4598rXTpk0b/IIBAAAAAACADOdKdQF783g8Ou+883T33XertLRUQ4cO1Z133qnq6mqdfPLJikajamlpUUFBgXw+n6ZOnapp06bphhtu0LXXXqvu7m7dfvvtmjNnjqqqqlL9nwMAAAAAAACkvbRbSShJl156qc4++2z95Cc/0cUXXyyXy6U777xTLpdLdXV1mjNnjl555RVJkmEY+tnPfqaamhpddtlluv7663XMMcfommuuGfD3jcVi+t3vfqczzjhDxx9/vL73ve9p+/btif7PAzAI2tradPvtt+vMM8/USSedpIsvvliLFy/ec/6DDz7QV7/6Vc2aNUvnnXeeXn755V5fHwwG9fOf/1yzZ8/WiSeeqBtvvFGtra29HpOI5wAw+DZv3qwTTjhBzz777J5ja9as0aWXXqrjjz9e55xzjv785z/3+pr+XAMk4jkADK7nnntOF1xwgY477jhdcMEFe+4ZJGnHjh36r//6L5100kk6/fTTdd999ykajfb6+ieffFLnnnuuZs2apYsvvlirV6/udT4RzwFgcEQiEf32t7/V2WefrRNPPFGXXHKJli5duuc81wLAvqVlSOh0OnXFFVfopZde0uuvv65f//rXqqmpkSTV1NRo/vz5OvPMM/c8vqysTHfccYfmzZunl19+Wddcc82eASgD8cADD+ipp57Sddddp/vvv1/RaFRXXnml7WAUAOnlxhtv1NKlS3Xrrbfq4Ycf1oQJE3TFFVdo8+bN2rRpk77//e/r6KOP1iOPPKJzzjlHN998s+bPn7/n63/2s5/pvffe0x133KF77rlHmzdv7vVhQyKeA8Dgi0Qiuummm9TT07PnWGtrq7773e+qtrZWf/jDH/Stb31Ld999t5555pk9j9nXNUAingPA4HrhhRd022236bzzztMTTzyh2bNn68Ybb9SSJUsUiUR05ZVXSpLuv/9+XXPNNXrqqaf0wAMP7Pn6Z599Vnfeeae+/e1v6w9/+INqamr03e9+d88Hfol4DgCD58EHH9TcuXN1/fXX65FHHtHIkSN11VVXqbGxkWsBoJ/SMiRMhXA4rMcee0yXXHKJjjvuOE2YMEE//elPVV9fr9deey3V5QHow9atW/X+++/rmmuu0fTp0zVy5EhdffXVqqys1IsvvqjHH39c48aN02WXXaZRo0bpwgsv1Gc+8xk98sgjkqT6+no9//zzuvrqqzV9+nQddNBBuu2227Ro0SItWbJEkhLyHAAG3+9+9zvl5+f3OjZ37ly53W5dd911Gj16tM466yx98Ytf1B/+8AdJ/bsGSMRzABg8pmnqvvvu0xe/+EV94QtfUG1trb7xjW/o8MMP14cffqhXX31Vu3bt0o9//GONHTtWJ554oi6//HI9/vjjCoVCkqSHH35Y559/vj772c9qzJgx+tGPfiSfz6e5c+dKUkKeA8DgmTdvnmbPnq2jjjpKw4cP11VXXaXOzk4tXbqUawGgnwgJP7ZmzRp1dXXp8MMP33OssLBQkyZN0qJFi1JYGYB9KSkp0a9//WtNnjx5zzHDMGQYhtrb27V48eJev9uSdNhhh+mjjz6SaZr66KOPJEkzZ87cc37kyJGqqqra8/ufiOcAMLg+/PBD/e1vf9PNN9/c6/jixYs1ffp0uVz/bsV82GGHacuWLWpqaurXNUAingPA4NmyZYt27typ2bNn9zp+11136Wtf+5oWL16siRMnqqioaM+5ww47TF1dXVqzZo2am5u1ZcuWXr/DLpdL06dP7/U6cKDPAWDwlJWV6a233tKOHTsUjUY1d+5ceTwejR8/nmsBoJ8ICT9WX18vSaquru51vKKiQnV1dakoCUA/FRYW6thjj5XH49lz7LXXXtPWrVt19NFHq76+3jLIqLKyUoFAQG1tbaqvr1dJSYmlTUFFRcWe14ZEPAeAwdPR0aFbbrlFV199teW9vL6+3vb9XZLq6ur6dQ2QiOcAMHg2b94sSerp6dEVV1yh2bNn6+tf/7refPNNSfa/w5WVlZIO7HVgoM8BYPB8//vfl8vl0rnnnqvjjjtO9957r26//XbV1tZyLQD0EyHhxwKBgCT1Chk++fcn2wcAZIYlS5bo1ltv1UknnaTjjjtOgUDA9ndb2j1sJBAIyO12W57H4/EoGAxKUkKeA8Dg+dnPfqZDDjlEn/3sZy3n7H5/Pwn0Q6FQv64BEvEcAAZPV1eXJOmWW27R7Nmzddddd+nII4/U1Vdfrfnz59u+T3/y+9rX77DX6+31OnCgzwFg8GzcuFGFhYX6n//5Hz3wwAM688wzddNNN2nNmjVcCwD95Nr3Q3LDp3+5fT7fnuOhUEh5eXmpKgvAAM2bN08/+tGPNG3aNP33f/+3JPuL80/+nZeXJ5/PZ9tM+NO//4l4DgCD4/nnn9fixYv12GOP2Z63+/39JLzPy8vr1zVAIp4DwOD5ZPvfhRdeuGfA4YQJE7R69Wo9/vjj8nq9lvfpT36nfT5fr9/hTwsGg3t+pxPxHAAGR11dnX70ox/p7rvv1vTp0yVJU6ZM0YYNG/S73/2OawGgn1hJ+LFPlgQ3Njb2Ot7Y2LhnGwGA9PaXv/xF11xzjWbNmqVf/epXe96oq6urLb/bDQ0N8vv9KigoUFVVldra2iwX/p/+/U/EcwAYHM8884yampp01lln6YQTTtAJJ5wgSbrjjjt01VVX2f7+fvLvysrKfl0DJOI5AAyeT1qCjBs3rtfx0aNHa8eOHaqurlZDQ0Ovc5/8u6qqas/v8N6PaWxs3PPciXgOAINj2bJlCofDmjJlSq/jBx98sLZu3cq1ANBPhIQfGz9+vPLz87Vw4cI9xzo6OrRq1ao9n0QASF9PPfWUfvGLX+i8887Tbbfd1ms70KGHHtrrd1uSFixYoEMOOUQOh0OHHnqoYrFYr4bCmzdvVn19/Z7f/0Q8B4DB8eMf/1h/+ctf9Kc//WnPH0m65JJLdMMNN2j69OlavHixotHonq9ZsGCBRo4cqbKysn5dAyTiOQAMnokTJyo/P1/Lli3rdXz9+vWqra3V9OnTtXr1anV2du45t2DBAuXn52vChAkqKyvTyJEj9eGHH+45H4lEtGjRol6vAwf6HAAGxydB/Lp163odX7t2rUaMGMG1ANBPhIQf83g8Ou+883T33XfrjTfe0Nq1a3X99derurpaJ598cqrLA9CHzZs361e/+pVOPPFEXXTRRWpqalJjY6MaGxvV2dmp888/X8uXL9fdd9+tTZs26dFHH9Wrr76qr3zlK5J2f/J32mmn6ac//akWLlyoFStW6MYbb9TMmTN18MEHS1JCngPA4KiqqtLw4cN7/ZF2TzmsqqrSWWedpa6uLt12223asGGDnn32WT3++OO66KKLJPXvGiARzwFg8Ph8Pl144YV64IEH9NJLL2nbtm168MEH9f777+tLX/qSTjjhBFVUVOiGG27Q2rVrNW/ePN1zzz360pe+tOeDxS9/+ct69NFH9eyzz2rDhg269dZbFQwGdc4550hSQp4DwOA46KCDNG3aNP34xz/WggULtGXLFt13331asGCBLrroIq4FgH4yWltbzVQXkS6i0ah+85vf6Nlnn1UwGNT06dP1wx/+UDU1NakuDUAfHnroId17772258444wzdfPPNevfdd3XXXXdpy5Ytqqmp0cUXX6xTTz11z+N6enr0q1/9Sq+99pok6eijj9bVV1+tkpKSPY9JxHMASI4jjjhCN910057eZCtWrNAvfvELrVmzRuXl5fryl7+s888/f8/j+3MNkIjnADC4Hn30UT355JNqaGjQqFGjdMkll+xpQbB161b9/Oc/1+LFi1VUVKSzzz5bF198sRyOf6+b+NOf/qQnnnhCbW1tmjx5sq6++mpNmDBhz/lEPAeAwdHe3q777rtPb731ljo6OjR27Fh95zvf0YwZMyRxLQD0ByEhAAAAAAAAkOPYbgwAAAAAAADkOEJCAAAAAAAAIMcREgIAAAAAAAA5jpAQAAAAAAAAyHGEhAAAAAAAAECOIyQEAAAAAAAAchwhIQAAAAAAAJDjCAkBAAAAAACAHEdICAAAkEIXXnihjjjiCJ100knq7u5OdTkH5JxzztERRxyhZ599NtWlAAAAYIAICQEAAFJk+fLl+v/t3XtQlGX/x/H3ggISCJipGYIoGmK4CoY2jiVmgRNgSTqJFqadxtRm0sFm8pyUo1Z2cIpK06wcDpUVkiA1micYXdHAGSjUrMUzushqrK7w+4PZzQ0ynhR8nh+f15/3/d3rvu57+OvD97qun3/+GU9PTy5cuKBwTURERERuGoWEIiIiIjfJl19+CcDjjz8OQFZWFvX19TdzSiIiIiLSRikkFBEREbkJrFYrW7ZswdPTk+TkZHr37s3Ro0cpLCy82VMTERERkTao3c2egIiIiEhbtHnzZmpra4mJicHHx4eEhARWrlxJZmYm99xzT6P6MWPGcPz4cb744guWLVtGcXExHTp04LHHHmPq1KkA2Gw2srOzycvL47fffqOuro6goCBiY2MZP348np6ejcY9evQomZmZ7N27l5MnT3L58mX8/PyIiIggOTkZo9F43e8aHR1Np06d+Pbbb/n000/ZvHkzx44dw8vLi8jISKZMmcKdd97Z6HdWq5WMjAy+//57jh07hoeHB0FBQSQlJREbG4ubm+v/u0tLS9mwYQPFxcVYLBZ8fX2JiIhg/PjxREdHu9Tm5OSwePFinnzySeLi4khPT8dkMmGz2ejVqxeTJ09mxIgRVFVVkZ6ezo4dO7BarQQGBjJ27FjGjh3b6PlXrlwhJyeHnJwcKioqsNvtdO/enZiYGCZNmoSPj891f0sRERGRlmKwWCxa0yIiIiLSypKTk6moqODNN99k2LBhWCwW4uPjsdvtZGdnExgY6FLvCAl79uxJdXU1RqORw4cP88ILLzB8+HAsFgszZ86krKwMX19fwsPD8fDwYP/+/dTU1BAeHs4777yDr6+vc8yioiJmz56NzWYjJCSE4OBgbDYb5eXlnD17Fnd3d954440mQ8umOOY4f/584uPjndejo6Px8/OjT58+7Nu3j/79+9O5c2dKSko4c+YMnp6erF69mr59+zp/YzabmTlzJmazGT8/P4xGI5cuXcJkMnH58mUSExOZO3eus/7zzz/n7bffpq6ujj59+hAUFMTJkycpLS0FYPLkyUybNs1Z7wgJhwwZwoEDB/D19aV///6YzWYqKiowGAy89NJLfPTRR1y6dIm77rqLCxcucODAAerr63nqqad45plnnOPZbDZmz55NUVERHTp0oF+/fnTs2JGSkhKqqqro0aMH7777Lrfffnsz/0JEREREWpc6CUVERERaWUlJCRUVFXTr1s0ZwPn7+xMTE0NeXh6ZmZm8+OKLTf724sWLZGRk4O/v77J/4aJFiygrK2PEiBHMnTuXjh07Ag3dePPmzWPnzp0sXbqUtLQ0oKHrbcmSJdhsNp5//nlSUlKcY9XW1jJv3jy2bdtGRkZGs0PCa6murubXX39l3bp1zq7B2tpaZsyYwYEDB1i/fj2vvPKKs37BggWYzWZGjRrF/Pnz8fLyAho6H5999lm++eYb7rvvPoYPH86ePXtYuXIl7du359VXX2XkyJHOcfbs2UNqaipr166lV69exMXFucyrqKiIUaNGsWjRItq3b099fT2pqals27aN1157jaioKJYtW+YMVzMzM1mxYgXZ2dk8/fTTGAwGAN566y2KioowGo2kpaXRpUsXAC5dusTy5cv5+uuvefnll1mzZs11f0sRERGRlqA9CUVERERa2VdffQVAQkKCy5LVRx55BGjocrt48WKTv01ISMDf3x8Ag8GAwWCgvLycnTt3cuutt7Jw4UJnQAjg4+PDwoULueWWWygoKOD3338H4Ny5cwwePJh7772XiRMnujzDy8uLxMREACorK2/MS0OjZcVeXl4kJSUBUFFR4bx+8OBBSkpKCAgIcAkIAYKDg5k6dSohISGYzWYAPvnkEwBSUlJcAkKAu+++mxkzZgDw8ccfN5qTu7s7qamptG/fHmj4pqNHj3benzNnjkv3ZWxsLAAWi4Xq6moAzp49y8aNG/Hw8HAJCAE8PDyYM2cO3bt3p7S0lD179jT7e4mIiIi0JoWEIiIiIq3IarVSUFCAu7u7M4hziIyMpGfPnlitVnJzc5v8/dVLch2KiooAiIiIwNvbu9F9Pz8/BgwYQH19PXv37gWgc+fOLFiwgBUrVtCu3Z+LS86dO4fJZGL37t1AQyfcjTJgwIBG12677TYA/vjjD+c1R5A2dOhQl4DQYdy4cWRkZDBhwgSuiV+DhgAABdFJREFUXLlCcXEx8GeA91dxcXG4ublx5MgRzpw543IvODjYGbo6BAQEANChQwd69uzpcu/qANZmswFgMpmw2+2EhIS4BIQO7dq1Y+jQoS7vJiIiIvLfRsuNRURERFpRbm4utbW1eHl5sXjx4kb3HR2EWVlZPProo43u+/n5Nbp24sQJALZu3drogI6/q3XYt28fmzZtoqysjMrKSufzHctob6Sm5u7u7g7gsnT69OnTAM3av6+6utoZZN5xxx1N1nh7exMQEEBVVRWnTp2ic+fO15yT493/Gh5efe9qjm9aXl7+H39/ERERkf8WCglFREREWpFjqXFtbe01u8qOHDlCUVERQ4YMcbn+1xN1oWF/QYDQ0FBCQ0Ov+XxHZ1x9fT3z5s0jPz8faOioGzZsGMHBwYSFheHm5va3+yK2NLvd3uzaq8PF5tT99YTnq7so/626ujqgIaSMiIi4Zm2/fv2u+3kiIiIiLUEhoYiIiEgr+emnnzh06BA+Pj589913jQIrh7lz55Kfn09GRkajkLApjiWuUVFRzJo1q1lzyc/PJz8/Hx8fH15//XUGDRrkcv/HH39s1jgtwbEE+eTJk03et1gsFBQUEBQURGRkJJ6enthsNiorKwkODm5Ub7VaOXfuHACdOnVqsfn27t27ye5QERERkf8F2pNQREREpJU4ughHjRr1twEhwJgxYwDYtWtXsw4OiYqKAmDHjh1NduHZ7XamTJnClClT2LdvH4BzH7/o6OhGAaHj2fBnl1xrcsynsLCwyT0Rt2/fzrJly1izZg3t2rVj4MCBAOTl5TU5Xl5eHvX19YSGhjr3G7yRIiMjcXNzw2QyUVNT02TNrFmzSElJoaCg4IY/X0RERORGUEgoIiIi0gpqamqcAdFDDz10zdrBgwcTGBhIXV0dmZmZ/zj2wIEDMRqNVFZWsmDBAs6fP++8Z7fbWb58OaWlpZjNZsLDw4E/D+coKSnh7Nmzzvq6ujqys7PZuHEjcGMPLmmuqKgowsLCqKqqYunSpS5zMJvNvP/++wDOk5EnTZoENJxyvHXrVpexTCYTq1atAiA5OblF5tutWzcefPBBLly4QGpqqksHZF1dHatXr2b79u1UVFT843JkERERkZtFy41FREREWkFubi42m43AwECMRuM1aw0GAwkJCbz33nvk5OTw3HPP/eP4S5YsYfr06WzZsoXdu3cTFhaGt7c3Bw8epKqqCm9vb1asWOE8Lfjhhx8mKyuL06dPk5SUxKBBg3Bzc6OsrIxTp04REhLCkSNHOH/+PHa7/Ybs3fefSEtLY9q0aeTk5FBYWEhERARWq5X9+/dz+fJlEhMTeeCBBwAYMmQI06dPZ9WqVaSmptK3b1+CgoI4ceIEpaWlQEOQGB8f32LzTU1NxWw2YzKZGDduHGFhYfj7+1NeXs7x48dxd3dnyZIldO3atcXmICIiInI9FBKKiIiItALHUuPRo0c3qz4+Pp4PPviAmpoaNm3a9I/1Xbt2Ze3atWRlZfHDDz9w8OBBoKHL7f777yc5OZnu3bu71K9bt44PP/yQ4uJiCgsL8fLyIjg4mAkTJjBu3DhSUlI4dOgQu3fvZvjw4f/irf+9Hj16sH79ej777DO2bdvGrl27MBgMhIeHk5SURFxcnEv9E088gdFoZMOGDezfv5/Dhw8TEBDAyJEjGT9+PJGRkS06Xx8fH9LT09m4cSN5eXn88ssv2O12unTpQnx8PBMnTqR3794tOgcRERGR62GwWCzNOxJORERERERERERE/l/SnoQiIiIiIiIiIiJtnEJCERERERERERGRNk4hoYiIiIiIiIiISBunkFBERERERERERKSNU0goIiIiIiIiIiLSxikkFBERERERERERaeMUEoqIiIiIiIiIiLRxCglFRERERERERETaOIWEIiIiIiIiIiIibZxCQhERERERERERkTZOIaGIiIiIiIiIiEgbp5BQRERERERERESkjfs/lzqqGZsobZQAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 272 + "source": [ + "# Distribution plot of Area Income\n", + "sns.distplot(data[\"Area Income\"])\n", + "plt.title(\"Area Income Distribution\")" + ] }, { "cell_type": "code", + "execution_count": 273, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:11.258738Z", "start_time": "2024-07-03T18:40:11.253709Z" - } + }, + "scrolled": true }, + "outputs": [], "source": [ "# Cut the left 1% and right 99% quantile to avoid outliers\n", "q_small = data[\"Area Income\"].quantile(0.01)\n", "q_big = data[\"Area Income\"].quantile(0.99)\n", "data = data[(data[\"Area Income\"]>q_small) & (data[\"Area Income\"]<q_big)]" - ], - "outputs": [], - "execution_count": 273 + ] }, { "cell_type": "code", + "execution_count": 274, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:11.551691Z", "start_time": "2024-07-03T18:40:11.258738Z" } }, - "source": [ - "# Distribution plot of Area Income with method Boxcox and lambda = 1.5\n", - "# The other functions have also been tried out, but the boxcox method fits the best\n", - "from scipy.stats import boxcox\n", - "#function = lambda x: 1/x or np.log(x) or np.sqrt(x)\n", - "#function = lambda x: np.log(x)\n", - "#log_data = data[\"Area Income\"].apply(function)\n", - "data['Area Income'] = boxcox(data['Area Income'], lmbda=1.5)\n", - "sns.distplot(data['Area Income'])\n", - "plt.title(\"Area Income: Boxcox\")" - ], "outputs": [ { "data": { @@ -1314,31 +1365,37 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 274 + "source": [ + "# Distribution plot of Area Income with method Boxcox and lambda = 1.5\n", + "# The other functions have also been tried out, but the boxcox method fits the best\n", + "from scipy.stats import boxcox\n", + "#function = lambda x: 1/x or np.log(x) or np.sqrt(x)\n", + "#function = lambda x: np.log(x)\n", + "#log_data = data[\"Area Income\"].apply(function)\n", + "data['Area Income'] = boxcox(data['Area Income'], lmbda=1.5)\n", + "sns.distplot(data['Area Income'])\n", + "plt.title(\"Area Income: Boxcox\")" + ] }, { "cell_type": "code", + "execution_count": 275, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:11.783457Z", "start_time": "2024-07-03T18:40:11.552700Z" - } + }, + "scrolled": true }, - "source": [ - "# Distribution plot of Daily Internet Usage\n", - "sns.distplot(data[\"Daily Internet Usage\"])\n", - "plt.title(\"Daily Internet Usage Distribution\")" - ], "outputs": [ { "data": { @@ -1352,48 +1409,48 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 275 + "source": [ + "# Distribution plot of Daily Internet Usage\n", + "sns.distplot(data[\"Daily Internet Usage\"])\n", + "plt.title(\"Daily Internet Usage Distribution\")" + ] }, { "cell_type": "code", + "execution_count": 276, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:11.789483Z", "start_time": "2024-07-03T18:40:11.784465Z" } }, + "outputs": [], "source": [ "# Cut the left 1% and right 99% quantile to avoid outliers\n", "q_small = data[\"Daily Internet Usage\"].quantile(0.01)\n", "q_big = data[\"Daily Internet Usage\"].quantile(0.99)\n", "data = data[(data[\"Daily Internet Usage\"]>q_small) & (data[\"Daily Internet Usage\"]<q_big)]" - ], - "outputs": [], - "execution_count": 276 + ] }, { "cell_type": "code", + "execution_count": 277, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:12.007906Z", "start_time": "2024-07-03T18:40:11.789996Z" - } + }, + "scrolled": true }, - "source": [ - "# Distribution plot of Clicked on Ad\n", - "sns.distplot(data[\"Clicked on Ad\"])\n", - "plt.title(\"Clicked on Ad Distribution\")" - ], "outputs": [ { "data": { @@ -1407,16 +1464,20 @@ }, { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 277 + "source": [ + "# Distribution plot of Clicked on Ad\n", + "sns.distplot(data[\"Clicked on Ad\"])\n", + "plt.title(\"Clicked on Ad Distribution\")" + ] }, { "attachments": {}, @@ -1432,18 +1493,18 @@ }, { "cell_type": "code", + "execution_count": 278, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:12.010941Z", "start_time": "2024-07-03T18:40:12.008912Z" } }, + "outputs": [], "source": [ "# Create heatmap\n", "#sns.heatmap(data.corr(), annot=True)" - ], - "outputs": [], - "execution_count": 278 + ] }, { "attachments": {}, @@ -1484,17 +1545,19 @@ }, { "cell_type": "code", + "execution_count": 279, "metadata": { + "ExecuteTime": { + "end_time": "2024-07-03T18:40:12.023618Z", + "start_time": "2024-07-03T18:40:12.010941Z" + }, "editable": true, "slideshow": { "slide_type": "" }, - "tags": [], - "ExecuteTime": { - "end_time": "2024-07-03T18:40:12.023618Z", - "start_time": "2024-07-03T18:40:12.010941Z" - } + "tags": [] }, + "outputs": [], "source": [ "# Extract datetime variables using timestamp column\n", "data['Timestamp'] = pd.to_datetime(data['Timestamp']) \n", @@ -1508,9 +1571,7 @@ "data[\"Weekday\"] = data['Timestamp'].dt.dayofweek \n", "# Creates a new column called Weekday with sunday as 6 and monday as 0\n", "data = data.drop(['Timestamp'], axis=1) # deleting timestamp" - ], - "outputs": [], - "execution_count": 279 + ] }, { "attachments": {}, @@ -1524,42 +1585,17 @@ }, { "cell_type": "code", + "execution_count": 280, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:12.032829Z", "start_time": "2024-07-03T18:40:12.023618Z" - } + }, + "scrolled": true }, - "source": [ - "# Look at first 5 rows of the newly created DataFrame\n", - "data.head()" - ], "outputs": [ { "data": { - "text/plain": [ - " Daily Time Spent on Site Age Area Income Daily Internet Usage \\\n", - "0 68.95 35 1.025059e+07 256.09 \n", - "1 80.23 31 1.193689e+07 193.77 \n", - "2 69.47 26 9.745571e+06 236.50 \n", - "3 74.15 29 8.553680e+06 245.89 \n", - "4 68.37 35 1.339020e+07 225.58 \n", - "\n", - " Ad Topic Line City Male Country \\\n", - "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n", - "1 Monitored national standardization West Jodi 1 Nauru \n", - "2 Organic bottom-line service-desk Davidton 0 San Marino \n", - "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", - "4 Robust logistical utilization South Manuel 0 Iceland \n", - "\n", - " Clicked on Ad Month Day Hour Weekday \n", - "0 0 3 27 0 6 \n", - "1 0 4 4 1 0 \n", - "2 0 3 13 20 6 \n", - "3 0 1 10 2 6 \n", - "4 0 6 3 3 4 " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -1678,83 +1714,108 @@ " </tbody>\n", "</table>\n", "</div>" - ] - }, - "execution_count": 280, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 280 - }, - { - "cell_type": "code", + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income Daily Internet Usage \\\n", + "0 68.95 35 1.025059e+07 256.09 \n", + "1 80.23 31 1.193689e+07 193.77 \n", + "2 69.47 26 9.745571e+06 236.50 \n", + "3 74.15 29 8.553680e+06 245.89 \n", + "4 68.37 35 1.339020e+07 225.58 \n", + "\n", + " Ad Topic Line City Male Country \\\n", + "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n", + "1 Monitored national standardization West Jodi 1 Nauru \n", + "2 Organic bottom-line service-desk Davidton 0 San Marino \n", + "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", + "4 Robust logistical utilization South Manuel 0 Iceland \n", + "\n", + " Clicked on Ad Month Day Hour Weekday \n", + "0 0 3 27 0 6 \n", + "1 0 4 4 1 0 \n", + "2 0 3 13 20 6 \n", + "3 0 1 10 2 6 \n", + "4 0 6 3 3 4 " + ] + }, + "execution_count": 280, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at first 5 rows of the newly created DataFrame\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 281, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:12.038515Z", "start_time": "2024-07-03T18:40:12.032829Z" } }, + "outputs": [], "source": [ "# Create heatmap\n", "sns.set(rc={'figure.figsize':(14,14)})\n", "#sns.heatmap(data.corr(), annot=True)" - ], - "outputs": [], - "execution_count": 281 + ] }, { "cell_type": "code", + "execution_count": 282, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:12.360246Z", "start_time": "2024-07-03T18:40:12.038515Z" } }, - "source": [ - "# Barplots for the Weekday feature in context of the Clicked on Ad\n", - "ax = sns.barplot(x=\"Weekday\", y=\"Clicked on Ad\", data=data, estimator=sum)" - ], "outputs": [ { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1400x1400 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 282 + "source": [ + "# Barplots for the Weekday feature in context of the Clicked on Ad\n", + "ax = sns.barplot(x=\"Weekday\", y=\"Clicked on Ad\", data=data, estimator=sum)" + ] }, { "cell_type": "code", + "execution_count": 283, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:15.853440Z", "start_time": "2024-07-03T18:40:12.363192Z" - } + }, + "scrolled": true }, - "source": [ - "# Creating pairplot to check effect of datetime variables on target variable (variables which were created)\n", - "pp = sns.pairplot(data, hue= 'Clicked on Ad', vars = ['Month', 'Day', 'Hour', 'Weekday'], palette= 'husl')" - ], "outputs": [ { "data": { + "image/png": "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", "text/plain": [ "<Figure size 1114.22x1000 with 20 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 283 + "source": [ + "# Creating pairplot to check effect of datetime variables on target variable (variables which were created)\n", + "pp = sns.pairplot(data, hue= 'Clicked on Ad', vars = ['Month', 'Day', 'Hour', 'Weekday'], palette= 'husl')" + ] }, { "attachments": {}, @@ -1768,16 +1829,13 @@ }, { "cell_type": "code", + "execution_count": 284, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.860470Z", "start_time": "2024-07-03T18:40:15.854449Z" } }, - "source": [ - "# Info of the dataframe\n", - "data.info()" - ], "outputs": [ { "name": "stdout", @@ -1806,22 +1864,25 @@ ] } ], - "execution_count": 284 + "source": [ + "# Info of the dataframe\n", + "data.info()" + ] }, { "cell_type": "code", + "execution_count": 285, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.867155Z", "start_time": "2024-07-03T18:40:15.860990Z" } }, + "outputs": [], "source": [ "# Reset the index\n", "data.reset_index(drop=True, inplace=True)" - ], - "outputs": [], - "execution_count": 285 + ] }, { "attachments": {}, @@ -1837,31 +1898,28 @@ }, { "cell_type": "code", + "execution_count": 286, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.873457Z", "start_time": "2024-07-03T18:40:15.868095Z" } }, + "outputs": [], "source": [ "# Creating Bins on Age column\n", "data['Age_bins'] = pd.cut(data['Age'], bins=[0, 18, 30, 45, 70], labels=['Young', 'Adult','Mid', 'Elder'])" - ], - "outputs": [], - "execution_count": 286 + ] }, { "cell_type": "code", + "execution_count": 287, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.879976Z", "start_time": "2024-07-03T18:40:15.873457Z" } }, - "source": [ - "# Count for each category of Age_bins\n", - "data['Age_bins'].value_counts()" - ], "outputs": [ { "data": { @@ -1879,22 +1937,25 @@ "output_type": "execute_result" } ], - "execution_count": 287 + "source": [ + "# Count for each category of Age_bins\n", + "data['Age_bins'].value_counts()" + ] }, { "cell_type": "code", + "execution_count": 288, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.885081Z", "start_time": "2024-07-03T18:40:15.880982Z" } }, + "outputs": [], "source": [ "# Dummy encoding on Age_bins column\n", "data = pd.concat([data, pd.get_dummies(data['Age_bins'], prefix='Age', drop_first=True)], axis=1) " - ], - "outputs": [], - "execution_count": 288 + ] }, { "attachments": {}, @@ -1909,19 +1970,19 @@ }, { "cell_type": "code", + "execution_count": 289, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.889595Z", "start_time": "2024-07-03T18:40:15.885081Z" } }, + "outputs": [], "source": [ "# Remove redundant and no predictive power features\n", "data.drop(['Country', 'Ad Topic Line', 'City', 'Day', 'Month', 'Weekday', \n", " 'Hour', 'Age', 'Age_bins'], axis = 1, inplace = True)" - ], - "outputs": [], - "execution_count": 289 + ] }, { "attachments": {}, @@ -1937,35 +1998,17 @@ }, { "cell_type": "code", + "execution_count": 290, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:15.901143Z", "start_time": "2024-07-03T18:40:15.890111Z" - } + }, + "scrolled": true }, - "source": [ - "# First 5 rows of the dataset\n", - "data.head()" - ], "outputs": [ { "data": { - "text/plain": [ - " Daily Time Spent on Site Area Income Daily Internet Usage Male \\\n", - "0 68.95 1.025059e+07 256.09 0 \n", - "1 80.23 1.193689e+07 193.77 1 \n", - "2 69.47 9.745571e+06 236.50 0 \n", - "3 74.15 8.553680e+06 245.89 1 \n", - "4 68.37 1.339020e+07 225.58 0 \n", - "\n", - " Clicked on Ad Age_Adult Age_Mid Age_Elder \n", - "0 0 False True False \n", - "1 0 False True False \n", - "2 0 True False False \n", - "3 0 True False False \n", - "4 0 False True False " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -2054,6 +2097,21 @@ " </tbody>\n", "</table>\n", "</div>" + ], + "text/plain": [ + " Daily Time Spent on Site Area Income Daily Internet Usage Male \\\n", + "0 68.95 1.025059e+07 256.09 0 \n", + "1 80.23 1.193689e+07 193.77 1 \n", + "2 69.47 9.745571e+06 236.50 0 \n", + "3 74.15 8.553680e+06 245.89 1 \n", + "4 68.37 1.339020e+07 225.58 0 \n", + "\n", + " Clicked on Ad Age_Adult Age_Mid Age_Elder \n", + "0 0 False True False \n", + "1 0 False True False \n", + "2 0 True False False \n", + "3 0 True False False \n", + "4 0 False True False " ] }, "execution_count": 290, @@ -2061,26 +2119,20 @@ "output_type": "execute_result" } ], - "execution_count": 290 + "source": [ + "# First 5 rows of the dataset\n", + "data.head()" + ] }, { "cell_type": "code", + "execution_count": 291, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.917346Z", "start_time": "2024-07-03T18:40:15.902154Z" } }, - "source": [ - "# Prepare and split data for prediction\n", - "from sklearn.model_selection import train_test_split\n", - "X = data.drop(labels = ['Clicked on Ad'],axis = 1)\n", - "y = data['Clicked on Ad']\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25)\n", - "\n", - "print(X_test)\n", - "X_test.head()" - ], "outputs": [ { "name": "stdout", @@ -2117,21 +2169,6 @@ }, { "data": { - "text/plain": [ - " Daily Time Spent on Site Area Income Daily Internet Usage Male \\\n", - "915 51.63 5.823699e+06 120.37 1 \n", - "706 52.84 5.063894e+06 121.57 1 \n", - "818 81.45 1.131082e+07 205.84 1 \n", - "789 82.80 9.499838e+06 223.20 1 \n", - "316 74.38 1.342681e+07 220.05 1 \n", - "\n", - " Age_Adult Age_Mid Age_Elder \n", - "915 False False True \n", - "706 False False True \n", - "818 False True False \n", - "789 True False False \n", - "316 False True False " - ], "text/html": [ "<div>\n", "<style scoped>\n", @@ -2214,6 +2251,21 @@ " </tbody>\n", "</table>\n", "</div>" + ], + "text/plain": [ + " Daily Time Spent on Site Area Income Daily Internet Usage Male \\\n", + "915 51.63 5.823699e+06 120.37 1 \n", + "706 52.84 5.063894e+06 121.57 1 \n", + "818 81.45 1.131082e+07 205.84 1 \n", + "789 82.80 9.499838e+06 223.20 1 \n", + "316 74.38 1.342681e+07 220.05 1 \n", + "\n", + " Age_Adult Age_Mid Age_Elder \n", + "915 False False True \n", + "706 False False True \n", + "818 False True False \n", + "789 True False False \n", + "316 False True False " ] }, "execution_count": 291, @@ -2221,41 +2273,46 @@ "output_type": "execute_result" } ], - "execution_count": 291 + "source": [ + "# Prepare and split data for prediction\n", + "from sklearn.model_selection import train_test_split\n", + "X = data.drop(labels = ['Clicked on Ad'],axis = 1)\n", + "y = data['Clicked on Ad']\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25)\n", + "\n", + "print(X_test)\n", + "X_test.head()" + ] }, { "cell_type": "code", + "execution_count": 292, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:15.925423Z", "start_time": "2024-07-03T18:40:15.917346Z" - } + }, + "scrolled": true }, + "outputs": [], "source": [ "# Standardization of the Features\n", "from sklearn.preprocessing import StandardScaler\n", "stdsc = StandardScaler()\n", "X_train_std = stdsc.fit_transform(X_train)\n", "X_test_std = stdsc.transform(X_test)" - ], - "outputs": [], - "execution_count": 292 + ] }, { "cell_type": "code", + "execution_count": 293, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:15.929077Z", "start_time": "2024-07-03T18:40:15.926378Z" - } + }, + "scrolled": true }, - "source": [ - "# Dimensions of the different splits (rows -> number of samples, columns -> number of features)\n", - "print(X_train.shape, y_train.shape)\n", - "print(X_test.shape, y_test.shape)" - ], "outputs": [ { "name": "stdout", @@ -2266,7 +2323,11 @@ ] } ], - "execution_count": 293 + "source": [ + "# Dimensions of the different splits (rows -> number of samples, columns -> number of features)\n", + "print(X_train.shape, y_train.shape)\n", + "print(X_test.shape, y_test.shape)" + ] }, { "attachments": {}, @@ -2279,22 +2340,34 @@ "# 6 Modellbildung" ] }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Datenmodell" + }, + "source": [ + "Es werden nun zwei Modelle mit dem erstellten Datensatz gebaut, um sie anschließend miteinander zu vergleichen und das bessere der beiden zu Verwenden. \n", + "Modell 1 basiert auf der logistischen Regression, welche bei binären Zielvariablen immer sehr gute Ergebnisse liefert. \n", + "Modell 2 basiert auf einem Entscheidungsbaum." + ] + }, { "cell_type": "code", + "execution_count": 294, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:15.936895Z", "start_time": "2024-07-03T18:40:15.930084Z" } }, + "outputs": [], "source": [ "# Import required libraries for the model creation\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.metrics import roc_auc_score, accuracy_score, confusion_matrix, classification_report" - ], - "outputs": [], - "execution_count": 294 + ] }, { "attachments": {}, @@ -2309,20 +2382,14 @@ }, { "cell_type": "code", + "execution_count": 295, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:16.089694Z", "start_time": "2024-07-03T18:40:15.937903Z" - } + }, + "scrolled": true }, - "source": [ - "# Sample sigmoid curve\n", - "x = np.linspace(-6, 6, num=1000)\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(x, (1 / (1 + np.exp(-x))))\n", - "plt.title(\"Sigmoid Function\")" - ], "outputs": [ { "data": { @@ -2336,53 +2403,33 @@ }, { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5wAAAIpCAYAAADOwjejAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABfYUlEQVR4nO3dd3xUdb7/8ffUTHohpNA7IXQFFClSFFHRtVdQV8HdVZe1re6uXvWqe7eol9+iy7oo6lVEdG0oogL2QheQFnonhZBep53fHyFxYkAJZHJmktfz8chjkjNnMu/Ej0nezDnfYzEMwxAAAAAAAE3ManYAAAAAAEDLROEEAAAAAAQFhRMAAAAAEBQUTgAAAABAUFA4AQAAAABBQeEEAAAAAAQFhRMAAAAAEBQUTgAAAABAUFA4AQBAPYZhmB0BANBCUDgBAKbZtm2b7rrrLo0YMUL9+vXTyJEjdeeddyorK6veflOmTNGUKVNMStnQ008/rd69e//kPitWrFDv3r21YsWKn/08x3ubM2dOU0f/WZ988onuv//+uo9P5OsAAOB47GYHAAC0Ttu3b9fVV1+tQYMG6cEHH1SbNm2Uk5OjuXPn6qqrrtLLL7+sQYMGSZIefvhhc8P+yJVXXqlRo0Y12ed7/fXXj7m9Xbt2TfYcJ+qll16q93Hfvn31+uuvq0ePHs2eBQAQ/iicAABTvPjii0pMTNRzzz0nu/2HX0fnnHOOJk6cqFmzZmn27NmSFHJlJy0tTWlpaU32+WqLdSiKiYkJ6XwAgNDGIbUAAFPk5+fLMAz5/f5626OiovSnP/1J559/ft22Hx9SW1ZWpoceekjDhw/X4MGDddddd+mll16qd5jrlClT9NBDD2nWrFkaNWqUBg4cqGnTpik/P19vvfWWzj33XA0ePFg33XSTDhw4UC/DokWLdNlll2nw4MEaMWKEHnroIRUXF9fdf6xDaufPn6/zzjtPAwYM0OTJk3Xo0KEm+T4d6+uXGh7q+vbbbyszM1Pr16/X1Vdfrf79+2vs2LENDsstKyvTY489plGjRmnQoEG6/PLL9fnnn9c9z8qVK7Vy5cq6z32sQ2o3bNigW265RWeccYZOO+00/frXv9b27dsbZFu2bJluvvlmDRw4UCNGjNATTzwhn8/XZN8XAEDoo3ACAEwxZswYHTp0SNdcc41effVV7dy5s26xmokTJ+rSSy897mNvu+02ffjhh/rtb3+rGTNmqLy8XE899VSD/RYuXKhly5bpz3/+sx544AEtW7ZMkydP1ssvv6z7779fjz76qNavX69HH3207jGzZs3S3XffrUGDBmnmzJm6/fbb9fHHH2vKlCmqqqo6Zp65c+fq4Ycf1tlnn61Zs2Zp4MCB+q//+q8T/l54vd4Gbz8u4ifC7/frzjvv1AUXXKDZs2frtNNO09///nd99dVXkiSfz6ebb75Z77//vn71q19p1qxZ6tatm26//XatXr1aDz/8sDIzM5WZmanXX39dffv2bfAcy5cv17XXXitJ+p//+R89/vjjys7O1jXXXKOdO3fW2/fee+/V6aefrmeffVaTJk3S888/r//85z+N/roAAOGLQ2oBAKa47rrrdPjwYc2ZM6eu8CUmJmrkyJG64YYbNGDAgGM+btmyZVqxYoWefvppTZgwQZI0evRoTZo0qUHh8Xq9euaZZxQfHy9JWrx4sb766istXbpUHTt2lCStW7dOCxYskCQVFxfrX//6l6666io99NBDdZ+nV69euv766/XWW2/p+uuvr/cchmFo1qxZuuCCC/SnP/1JkjRy5EiVlZVp/vz5J/S9OFaxu/rqq+sV4RNhGIZuu+02XXnllZKk008/XUuWLNHnn3+uUaNG6csvv9T69ev1z3/+U+ecc44k6cwzz9T+/fu1fPly3XHHHYqJiZF0/MN8n3rqKXXu3FmzZ8+WzWar+3rPPfdczZw5U//4xz/q9r3yyit1++23S5KGDx+upUuX6vPPP9c111zTqK8LABC+KJwAANP87ne/00033aSvvvqqrki+//77Wrhwof70pz/phhtuaPCY5cuXy+Fw1BUmSbJarbrgggv09NNP19u3e/fudWVTkpKTk5WYmFhXNiUpISFBpaWlkmrKp9vt1qRJk+p9niFDhqh9+/ZauXJlg8K5a9cuHTlyRGPHjq23/fzzzz/hwvnmm2822NamTZsTeuyPDR48uO59p9OppKQkVVRUSJLWrFkjh8OhcePG1e1jtVpPOGdFRYU2bNigO+64o65sSlJcXJzGjh2rL7744rhZpJpzX2uzAABaBwonAMBU8fHxmjRpUl3J27x5s37/+9/riSee0EUXXaTExMR6+xcWFiohIUFWa/2zQo5V0GpfrQsUFRV13Cy152kmJyc3uC85ObmumB7rMT/O2bZt2+M+z4/179//hPf9OS6Xq97HVqu17lDloqKiY37vTlRpaakMwzjh789PZQEAtA6cwwkAaHa5ubkaOXLkMc/ny8zM1F133SW32639+/c3uD81NVWFhYUNznE8cuTIKeeqfTU0Pz+/wX2HDx9uUCqlH4rmj5+/qKjolPME+vFiOyfzSmFsbKyKiooalL7Nmzdr06ZNJ/R4i8Vy3O9PQkJCozMBAFo2CicAoNklJyfLbrdr3rx5qq6ubnD/rl27FBERoc6dOze4b9iwYfJ6vfr000/rthmGoaVLl55yroEDB8rpdGrhwoX1tq9evVqHDh3Saaed1uAxXbp0UXp6uj766KN62z/77LNTzlMrJiZGOTk59batWbOm0Z9nyJAh8ng8+vLLL+u2GYahP/7xj/r3v/8tST/56mdUVJT69eunDz/8sF4BLi0t1eeff67TTz+90ZkAAC0bh9QCAJqdzWbTI488ottvv12XX365rr/+enXv3l2VlZX65ptv9Oqrr+p3v/tdvfMvaw0dOlQjRozQAw88oPz8fLVr105vvvmmtm7dKovFckq5EhISdOutt+qf//ynHA6Hxo4dqwMHDugf//iHevToccyVcy0Wi+69917dc889evDBBzVx4kStW7dOr7322illCTR27Fh9+umn+stf/qJx48Zp9erVevfddxv9ecaMGaPBgwfrD3/4g+6880517NhRCxYs0M6dO/XYY49Jqjkfc+3atVq2bJkyMzMbfI577rlHt9xyi2699VZdd9118ng8mj17ttxud90CQQAA1KJwAgBMMWbMGL3xxhuaM2eOnn32WRUUFMjpdCozM1MzZsyoW4H2WGbMmKG//vWveuqpp+T1ejV+/Hhde+21J1XCfuy3v/2tkpOTNXfuXL3++utKSEjQxIkTdeeddx73/M9JkybJarVq1qxZWrBggXr16qVHH31Ud9999ynnkaTLL79c+/bt0zvvvKP58+dr6NChmjlzZt3lSU6UzWbTc889pyeffFL/+Mc/VFlZqd69e+uFF16oWxX4+uuv18aNGzVt2jT95S9/UUpKSr3PMXz4cL344ouaOXOm7r77bjmdTg0ZMkR/+9vf1LNnzyb5egEALYfF4Ox9AEAYOXjwoNatW6fx48fXW5Rm+vTp2r9/v9555x0T0wEAgEC8wgkACCtWq1V/+MMfNH78eF1xxRWy2Wz66quvtHjxYv3lL38xOx4AAAjAK5wAgLCzfPly/fOf/9SWLVvk9XrVvXt3/fKXv2xw/UwAAGAuCicAAAAAICi4LAoAAAAAICgonAAAAACAoKBwAgAAAACCgsIJAAAAAAiKsLwsimEY8vtDc60jq9USstnQ/JgHBGIeEIh5QC1mAYGYBwQK5XmwWi2yWCw/u19YFk6/31BBQbnZMRqw261KTIxWSUmFvF6/2XFgMuYBgZgHBGIeUItZQCDmAYFCfR6SkqJls/184eSQWgAAAABAUFA4AQAAAABBQeEEAAAAAAQFhRMAAAAAEBQUTgAAAABAUFA4AQAAAABBQeEEAAAAAAQFhRMAAAAAEBQUTgAAAABAUFA4AQAAAABBQeEEAAAAAAQFhRMAAAAAEBQUTgAAAABAUFA4AQAAAABBcUqF89///remTJnyk/sUFhbqnnvu0dChQzVs2DD993//tyorK0/laQEAAAAAYcB+sg989dVX9f/+3//TkCFDfnK/6dOnq7KyUi+99JJKSkr0wAMPqKKiQn/7299O9qkBAAAAAGGg0YUzNzdXDz/8sFasWKEuXbr85L5r167VypUrtWjRInXv3l2S9Oijj2rq1Km6++67lZqaelKhAQAAAAChr9GH1G7atEkOh0PvvfeeBg4c+JP7rl69Wm3btq0rm5I0bNgwWSwWrVmzpvFpAQAAAABho9GvcI4bN07jxo07oX1zc3OVnp5eb5vT6VRCQoKys7Mb+9T12O2ht96RzWatd4vWjXlAIOYBgZgH1GIWEIh5aH38hiGfz5Dfb8jr98vnM+TzG/L5/JLFougYV9jPw0mfw3kiKisr5XQ6G2yPiIhQdXX1SX9eq9WixMToU4kWVHFxkWZHQAhhHhCIeUAg5gG1mAUEYh6alt9vyO3xqdrjk9vjl9vrq/vY4/HL4/XL66u59fj88np98vgMebw+eb2GPL6jt16fvL7j33rrHh/wuXx++Xx+eX2GfP6aW//RW5/PL7/x09nT2kTp2T+cI5vV0jzfrCAIauF0uVxyu90NtldXVysqKuqkP6/fb6ikpOJUogWFzWZVXFykSkoqa/5VAq0a84BAzAMCMQ+oxSwgUGucB8Mw5Pb6Ve32qdrtU5XHpyq3t+b9Y2yr9vhU7fHL4/HJ7a0pjx6P/yferymD4cRqschms8hmtahLepzKSivl/7lmaoK4uMgTevU1qIUzLS1NS5curbfN7XarqKhIKSkpp/S5vd7Q/Z/Qd/RfNgCJeUB9zAMCMQ+oxSwgUDjMg2EYqnL7VFntPfrmU0W1RxW171d5VFn9w/0V1V5VVXtV5fmhRNaWzOasUjarRU6HVQ67TU67VQ67VQ6bVTabVQ6bpebWbpXNajl6a5XDfnS7zSqbzRKwf+DHNbf2ujeL7Ee326w1n6+2RNa8WQM+/uF+q9Uiq6Xm1Uy73arExGgVFpaH/Dz8lKAWzqFDh+rJJ5/U3r171blzZ0nSypUrJUmnn356MJ8aAAAAwM/wG4Yqqrwqr/SoLOCtvNKjsiqPyiq9dR+XV9YWypoCaTRxU3Q6rHI5bIpw2hThsMvlrHnf5bDJ6bDVfOywHS2MVjntNjkcVjlr37fXvO9w/FAmf7yPNYwPTQ1XTVo4fT6fCgoKFBsbK5fLpYEDB+q0007TXXfdpUceeUQVFRV66KGHdMkll3BJFAAAAKCJGYahymqfSircKimveSs++lb7cWmlW2WVNSWzvMpzSsXRZrUoMsKuyAiboiIcioywKTLCrqgIe82ty370/pq32tJYWyYjHD+8UQZbpiYtnNnZ2Ro/frz+8pe/6LLLLpPFYtEzzzyj//7v/9aNN96oiIgITZw4UX/84x+b8mkBAACAFq2mSHpVUFqtwh+9lQQWygq3PCdx+GWE06YYl0MxkQ7FRNoVE+VUjMuh6Ej70W0ORUc66opkbZl02q2yWCiKOD6LYTT1i+HB5/P5VVBQbnaMBlrKcdZoGswDAjEPCMQ8oBazgFpVbq8Ky9yq8hral12s/KLKBsWy2uM74c8X4bQpPsqpuBhnzW10wFvUDwWytkzaw/zSGy1RqP98SEqKNn/RIAAAAACSx+vXkZIq5RdV6nBxlfKLK5VfVHN7uKhKZZWeE/o80S67EmNdSoyNqHuLj3YqPrp+qYxw2IL8FQEnhsIJAAAANAGf36/8oirlFFQot6BCOUffcgsrVVRa/bOrsUa77EptE62EaKcSYpxKjI1QUqxLCbERSoqNUEJsBEUSYYfCCQAAADRCRZVHB/PLdSi/XLkFlXXF8nBRpXw/cb1Ep8OqtvGRSo53KTkhUm2P3ibHu5QcH6m4GGdIH0IJnAwKJwAAAHAMbo9P2UcqdDC/TAcOl+vg4XIdzC9TQUn1cR/jtFuVkhiltDZRSkuKVFpSlFITo9Q2MVKxkQ4W2EGrQ+EEAABAq1dS4da+nFLtySnVvtxSHThcrtzCiuNeMiQxNkLtkqOVnhSl1KSjBTMxSolxEbJSKoE6FE4AAAC0KkVl1dqbU1rzlltTMgtLj/2qZbTLrg5tY9S+bbTat41Rh7bRap8crSiXo5lTA+GJwgkAAIAWy+P1a29uqXYcKNbOQ8XaebBYRWXuBvtZJKUmRalzWqw6p8aqY0pNuYyLdnIYLHAKKJwAAABoMQpKqrTzUIl2Hqwpl3tzS+X11T8u1mKR0ttEq3NqrDqnxapLWk3BjIzgT2OgqfF/FQAAAMLWkeIqZe0r1NZ9RcraV6j84qoG+8RGOdS9Xby6t49Tj/bx6pIWpwgnlxcBmgOFEwAAAGHj5wqmxSJ1TIlR9/bx6nG0ZLZNiOSwWMAkFE4AAACErGqPT1v3FWrjrgJt2F2g3IKKevdbLRZ1SY9V704JyuiUqB7t4zk0Fggh/N8IAACAkGEYhg7ll2vDrgJt3H1E2/YXy+vz191PwQTCC/93AgAAwFRen19Zewv13fZ8rd+R3+ASJW3iItSvWxv169pGfTonKsrFn7BAuOD/VgAAADS7iiqvvt+Vr3Xb8/X9ziOqcvvq7nPYrerdMUH9urVR/25JSkuK4hxMIExROAEAANAsSivcWrPtsNZsPaysvYXy+X+4XEl8tFODeiZrcM9kZXRKlNPBKrJAS0DhBAAAQNBUVHm1dvthrdiSqy176pfM9DZRGtyzrQb3SlbX9DhZeRUTaHEonAAAAGhS1W6f1u44rFVb8rRh1xF5fT+UzE6pMRqakaLTe6coLSnKxJQAmgOFEwAAAKfMMAxt21+kbzbkaNXWPFUHnJPZLjlaw/qkaFifVEom0MpQOAEAAHDS8osr9e3GHH2zIVuHi6rqtqckRGpYZk3J7NA2xsSEAMxE4QQAAECjeLx+rdmap6++z9aWvYV12yOcNg3LSNGI/unq2SGelWUBUDgBAABwYg4XVerzdQf19ffZKq3w1G3v0zlRI/qn6fReKYpwsrosgB9QOAEAAHBcfr+h73cd0edrD2rDziOqXf4nMTZCowe204h+aUpOiDQ1I4DQReEEAABAA5XVXn21/pCWrjmg/OIfzs3s2yVRYwZ30KCebWSzWk1MCCAcUDgBAABQ50hxlZau2a8v1x9SZXXNSrPRLrtG9E/X2MHtlcoqswAagcIJAAAA7c4u0ccr92l11mH5jZoDZ9PbROncoR01vG+aIhycmwmg8SicAAAArZRhGNq6r0jvf7un3mqzfTon6rxhHdWvWxtZWWkWwCmgcAIAALQyhmFo4+4Cvf/tHu04UCxJslktGtYnVecN66hOqbEmJwTQUlA4AQAAWgm/YWjd9ny9/+0e7c0plSTZbVadPbCdJp7RSW3iXSYnBNDSUDgBAABaOMMwtH7nEb39xS4dOFwmSXI6rBo7uL3OG9ZJCTERJicE0FJROAEAAFqwrfsK9dYXu7TjYM2hsy6nTeNP76AJQzsqNsppcjoALR2FEwAAoAXak1Oit77YpU27CyRJTrtV44d00PlndFZMpMPkdABaCwonAABAC5JbWKG3Pt+p1VsPS6pZDGj0oHa66KwuHDoLoNlROAEAAFqAiiqvFn67R0tW75fPb8gi6cy+afrFqK5KSYg0Ox6AVorCCQAAEMZ8fr++XJ+td77cpbJKjySpX9ckXTWuhzq0jTE5HYDWjsIJAAAQpjbtLtD8T7fr4OFySVJ6myhdPa6nBnRvY3IyAKhB4QQAAAgzBSVVmrd0u77bVnOeZrTLrktGddPZg9rJbrOanA4AfkDhBAAACBNen19LVx/Qgq93q9rjk9Vi0bjT2+viEV1ZeRZASKJwAgAAhIEdB4r18sdZOnD08NkeHeJ1w4Te6pDCeZoAQheFEwAAIISVVXr05uc79OX6bEk1h89eNbaHRgxIl9ViMTkdAPw0CicAAECIWp2Vp1cWb1VpRc3qsyMHpOvKMd0VG+U0ORkAnBgKJwAAQIgpKXdr7uKtWr21ZlGgdsnRuuG83urVMcHcYADQSBROAACAEGEYhlZsydW8JdtVVumR1WLRBcM766KzushhZ/VZAOGHwgkAABACisvdevmjLK3dni9J6pgSo5sv6KPOabEmJwOAk0fhBAAAMNl32w5rzsLNKq3wyGa16KIRXXTBmZ25piaAsEfhBAAAMEm126dn/rNOHy/fK6nmVc1pkzK51AmAFoPCCQAAYIJdh0r03MLNyi2okEXSeWd00qWjunGuJoAWhcIJAADQjPx+Qx8s26MFX++R3zCUHO/S1Isy1atDgtnRAKDJUTgBAACaSXG5W7Pf26QtewslSWdkpurOa0+Tp9ojr9dvcjoAaHoUTgAAgGawZW+hZr+3ScXlbjkdVk2Z0FujB7VTTJRThdUes+MBQFBQOAEAAILI7ze08Ns9WvDNbhmG1D45Wr++pJ/aJ0fLYrGYHQ8AgorCCQAAECQ/PoR25IB0XX9uL0U4bCYnA4DmQeEEAAAIgl2HSvTPdzaosLS67hDaEf3TzY4FAM2KwgkAANDEvvr+kF75eJu8Pr/SkqJ0+2X91T452uxYANDsKJwAAABNxOvz67VPtuuz7w5Kkgb1SNa0izIVGcGfXABaJ376AQAANIHismrNenejth8oliRdMrKrJo3oIisLAwFoxSicAAAAp2hvTqlmvvW9CkurFRlh07SL+mpQj2SzYwGA6SicAAAAp2DttsP69/ub5Pb4ld4mSr+9fIDSkqLMjgUAIYHCCQAAcBIMw9DHK/frP5/tkCGpb9ck/eYX/RTl4s8rAKjFT0QAAIBG8vr8mrt4q75cny1JGju4va47t6dsVqvJyQAgtFA4AQAAGqG8yqNZ72zUlr2Fslika8b31Dmnd5CFxYEAoAEKJwAAwAkqKKnS/76xXofyyxXhtOnXF/fVQBYHAoDjonACAACcgAOHyzTjjfUqLK1WYmyE7rxyoDqmxJgdCwBCGoUTAADgZ2zdV6in39qgimqv0ttE6Z6rBykpzmV2LAAIeRROAACAn7Bma57+/d5meX1+9egQr+mXD1BMpMPsWAAQFiicAAAAx/HZdwc0d/E2GZIG90zWry7uK6fDZnYsAAgbFE4AAIBjWPjtHr395S5J0tmD2mnyhF5c9gQAGonCCQAAEMAwDL31xS4tWr5XknTxiC76xciuXPYEAE4ChRMAAOAov2HotSXb9cl3ByRJV43toYlndDI5FQCELwonAACAJL/f0IsfbtE3G3JkkTTlvN4aM7i92bEAIKxROAEAQKvn9fk1+/3NWp2VJ6vFolsu7KPh/dLMjgUAYY/CCQAAWjWvz69Z72zUuh35slkt+vUv+un03m3NjgUALQKFEwAAtFqBZdNht+qOy/qrf7c2ZscCgBaDwgkAAFqlH5fN6ZcPUN+uSWbHAoAWhYtJAQCAVsfr8+tf79aUTbvNqt9e3p+yCQBBQOEEAACtSm3ZXLu9pmxOv6K/+nXlMFoACAYKJwAAaDW8Pr+eXbCJsgkAzYTCCQAAWgW/39DzCzfru22Ha8rm5ZRNAAi2RhdOv9+vmTNnatSoURo0aJCmTZum/fv3H3f/I0eO6J577tGZZ56pM844Q3fddZdyc3NPKTQAAEBjGIahlz/O0sotebJZLbrjsn7qx2q0ABB0jS6cs2bN0rx58/TYY49p/vz58vv9mjp1qtxu9zH3v/POO3Xo0CG9+OKLevHFF3Xo0CHdfvvtpxwcAADgRBiGodc/3aEv12fLYpFuvbivBnRPNjsWALQKjSqcbrdbL7zwgqZPn64xY8YoIyNDM2bMUE5OjhYvXtxg/5KSEq1cuVLTpk1Tnz59lJmZqVtvvVUbNmxQUVFRU30NAAAAx/XeN3u0eFXN0Vg3nZ+hoRkpJicCgNajUYUzKytL5eXlGj58eN22uLg4ZWZmatWqVQ32d7lcio6O1rvvvquysjKVlZVpwYIF6tq1q+Li4k49PQAAwE/4eOU+Lfh6tyTp2nN6atSAdiYnAoDWxd6YnXNyciRJ6enp9banpKTU3RfI6XTqr3/9qx566CENGTJEFotFKSkpmjt3rqzWU1uvyG4PvfWObDZrvVu0bswDAjEPCMQ8NI/P1x7U65/ukCRdMaa7zj+zs8mJGmIWEIh5QKCWMg+NKpyVlZWSaopkoIiICBUXFzfY3zAMbdmyRYMHD9bUqVPl8/k0Y8YM3XbbbXrttdcUExNzUqGtVosSE6NP6rHNIS4u0uwICCHMAwIxDwjEPATP8o3ZemnRFknS5WN76IYLM2WxWExOdXzMAgIxDwgU7vPQqMLpcrkk1ZzLWfu+JFVXVysysuE34sMPP9TcuXP12Wef1ZXLZ599VmPHjtWbb76pm2666aRC+/2GSkoqTuqxwWSzWRUXF6mSkkr5fH6z48BkzAMCMQ8IxDwE17b9Rfr7q9/Jb0hnD2qni8/qrKKi0Pu7QWIWUB/zgEChPg9xcZEn9Oprowpn7aG0eXl56tSpU932vLw89e7du8H+q1evVteuXeu9khkfH6+uXbtq7969jXnqBrze0Pum1/L5/CGdD82LeUAg5gGBmIemdzC/XDNeXyeP16+B3dto8oRe8vkMSYbZ0X4Ss4BAzAMChfs8NOqA4IyMDMXExGjFihV120pKSrR582YNHTq0wf5paWnau3evqqur67ZVVFTowIED6tKly8mnBgAA+JGCkir97+vrVF7lVfd2cfr1Jf1kO8U1IwAAp6ZRP4WdTqcmT56sJ598Up988omysrJ01113KS0tTRMmTJDP59Phw4dVVVUlSbrkkksk1VyLMysrS1lZWbr77rsVERGhyy67rMm/GAAA0DqVV3k04431KiytVlpSlH535UBFOGxmxwKAVq/R/+w3ffp0XXHFFXrwwQd17bXXymazac6cOXI4HMrOztbIkSO1aNEiSTWr186bN0+GYejGG2/UL3/5SzkcDs2bN0+xsbFN/sUAAIDWx+P16ek3v9fB/HLFxzh199UDFRPpMDsWAECSxTCM0D6p4Rh8Pr8KCsrNjtGA3W5VYmK0CgvLw/o4azQN5gGBmAcEYh6ajt8wNPu9TVq5JU+RETb94frT1THl5FbBNwOzgEDMAwKF+jwkJUWf0KJBnNgAAADC1rtf7dLKLXmyWS2647IBYVU2AaA1oHACAICw9M2GbC38tmbV+xsm9lafzokmJwIA/BiFEwAAhJ2svYV66cMsSdKFwztr1IB2JicCABwLhRMAAISV7CPl+uc7G+TzGxqSkaJLR3czOxIA4DgonAAAIGyUVrj1j/98r/Iqr7q1i9PUC/vIarGYHQsAcBwUTgAAEBY8Xr+eeXuD8ooqlRzv0m8vHyAn19oEgJBG4QQAACHPMAz930dZ2n6gWJERNv3uyoGKj3aaHQsA8DMonAAAIOQtWbVf327MkdVi0W2X9Ff75GizIwEATgCFEwAAhLRNuwv0+mc7JElXj+uhvl2TTE4EADhRFE4AABCy8gor9OyCjTIMaUT/NJ0zpIPZkQAAjUDhBAAAIamy2qun39qg8iqvuqbH6YbzesvCirQAEFYonAAAIOT4DUPPL9ysg/nlio9x6o7L+sthZ0VaAAg3FE4AABBy3vt6t9Zuz5fdZtEdl/ZXYmyE2ZEAACeBwgkAAELKmq2H9d43eyRJU87rre7t480NBAA4aRROAAAQMg7ll+v5DzZLks45vYNGDWhnciIAwKmgcAIAgJBQ5fbqn+9sULXbp4xOCbpqXA+zIwEAThGFEwAAmM4wDL30YZayj1QoPsapX/2in+w2/kwBgHDHT3IAAGC6pWsOaOWWPNmsFt12ST/FRzvNjgQAaAIUTgAAYKodB4r1xqc7JElXje2hnh0SzA0EAGgyFE4AAGCaknK3Zr27QT6/oaEZKTpnSAezIwEAmhCFEwAAmMLn9+vZBRtVVOZWepso3XR+hiwWi9mxAABNiMIJAABM8e5Xu5W1r0gRDptuu7S/IiPsZkcCADQxCicAAGh263bk64NleyVJN52fofbJ0SYnAgAEA4UTAAA0q4KSKs1ZuFmSNP60DjojM9XkRACAYKFwAgCAZuPz+zX7vU0qr/Kqc2qsrhrXw+xIAIAgonACAIBms+DrPdp2oFgup02/vqSvHHb+FAGAloyf8gAAoFls3lOgD77dI0m6cWKGUhOjzA0EAAg6CicAAAi64nK3nnt/swxJowemc94mALQSFE4AABBUfsPQ8ws3q7jcrfbJ0br2nF5mRwIANBMKJwAACKoPl+/Vpt0Fctqt+vUv+irCYTM7EgCgmVA4AQBA0Ow4WKx3vtwtSbru3F5q3zbG5EQAgOZE4QQAAEFRUeXV7Pc2yW8YOjMzVaMGpJsdCQDQzCicAAAgKF5dslX5xVVKjndpynm9ZbFYzI4EAGhmFE4AANDkVmzO1bJNubJYpFsv6qvICLvZkQAAJqBwAgCAJnWkuEovf7xVknTRWV3Uo0O8yYkAAGahcAIAgCbj9xt6buFmVVZ71b1dnC4a0cXsSAAAE1E4AQBAk/lwxV5t21+kCKdN0y7KlM3KnxoA0JrxWwAAADSJ3dklevero5dAOaenUhKjTE4EADAbhRMAAJyyardPs9/fLJ/f0JDebTWyP5dAAQBQOAEAQBOY/+l25RZUKDE2QjdMzOASKAAASRROAABwitZuO6wv1h2SJN1yYR/FRDpMTgQACBUUTgAAcNJKyt166aMsSdLEYZ2U2SXJ5EQAgFBC4QQAACfFMAy98vFWlVZ41KFttC4d3c3sSACAEEPhBAAAJ2X55lyt2XZYNqtFUydlymHnzwoAQH38ZgAAAI1WWFqtVxdvkyRdPKKLOqXGmpwIABCKKJwAAKBRDMPQi4u2qKLaq67psbpgeGezIwEAQhSFEwAANMoX6w9p4+4COexWTZ2UKZuVPycAAMfGbwgAAHDC8ooq9fonOyRJl4/upvQ20SYnAgCEMgonAAA4IX7D0AsfbFG1x6deHRN0ztCOZkcCAIQ4CicAADghS1cf0Lb9RYpw2HTzhX1ktVjMjgQACHEUTgAA8LOyj5TrrS92SpKuHtdDKQmRJicCAIQDCicAAPhJPr9fcz7YIo/Xr35dk3T2oHZmRwIAhAkKJwAA+ElLVh3QrkMlioyw66bzM2ThUFoAwAmicAIAgOPKLajQO1/tkiRdM66HkuJcJicCAIQTCicAADgmv2HoxUU1h9L27ZKokQPSzY4EAAgzFE4AAHBMn313UNsOFCvCYdONEzmUFgDQeBROAADQQH5Rpd78vGZV2ivGdFcyq9ICAE4ChRMAANRjGIb+76MsVXt86tUhXmNPa292JABAmKJwAgCAer7+Plub9hTKYbfqlxf0kZVDaQEAJ4nCCQAA6hSWVmv+pzskSZeO6qbUpCiTEwEAwhmFEwAASKo5lPaVj7eqstqrrumxOndoB7MjAQDCHIUTAABIklZsydW6HfmyWS365QV9ZLPyZwIA4NTwmwQAAKikwq15S7ZLki4a0UUd2saYnAgA0BJQOAEAgOYt2aaySo86tI3RBWd2NjsOAKCFoHACANDKrd+Rr5Vb8mS1WHTzhRmy2/jzAADQNPiNAgBAK1bl9mru4q2SpAlDO6pLWpzJiQAALQmFEwCAVuzdr3brSEm1kuNd+sXIrmbHAQC0MBROAABaqd3ZJVqyer8kacp5vRXhtJmcCADQ0lA4AQBohXx+v/7vwywZhnRmZqr6d2tjdiQAQAtE4QQAoBVasuqA9uWVKdpl1zXje5odBwDQQlE4AQBoZQ4XVerdr3ZJkq4a10Nx0U6TEwEAWioKJwAArYhhGHrl461ye/3K6JSgkf3TzY4EAGjBKJwAALQiKzbnauPuAtltVt0wMUMWi8XsSACAFozCCQBAK1FW6dFrn2yXJF10VmelJUWZnAgA0NJROAEAaCXe+HSHSis8apccrfPP7Gx2HABAK0DhBACgFdiyp0Bfb8iWJN00MUN2G38CAACCj982AAC0cG6PT//38VZJ0tjB7dWjQ7zJiQAArUWjC6ff79fMmTM1atQoDRo0SNOmTdP+/fuPu7/H49FTTz1Vt//kyZO1ZcuWUwoNAABO3MJle5VXWKn4GKcuP7u72XEAAK1IowvnrFmzNG/ePD322GOaP3++/H6/pk6dKrfbfcz9H3nkEb399tv6n//5H7311ltKSkrStGnTVFpaesrhAQDAT8s+Uq4Pl++VJF1/Ti9FuewmJwIAtCaNKpxut1svvPCCpk+frjFjxigjI0MzZsxQTk6OFi9e3GD//fv366233tKf//xnjRo1St27d9fjjz8up9OpjRs3NtkXAQAAGjIMQ3MXb5PPb6h/tzY6vXdbsyMBAFqZRv0zZ1ZWlsrLyzV8+PC6bXFxccrMzNSqVas0adKkevt/8803io2N1ejRo+vt/+mnn55ibMluD73TT21HF2CwsRADxDygPuYBgZprHr7dmKMtewvlsFt14/m95XDYgvp8aDx+NiAQ84BALWUeGlU4c3JyJEnp6en1tqekpNTdF2j37t3q2LGjFi9erNmzZys3N1eZmZn6wx/+oO7dT/4cEqvVosTE6JN+fLDFxUWaHQEhhHlAIOYBgYI5D2WVHs0/es3Nq8/tpd7deHUzlPGzAYGYBwQK93loVOGsrKyUJDmdznrbIyIiVFxc3GD/srIy7d27V7NmzdJ9992nuLg4/etf/9J1112nRYsWqU2bNicV2u83VFJScVKPDSabzaq4uEiVlFTK5/ObHQcmYx4QiHlAoOaYh//7MEtFpdVKbxOlsQPbqbCwPCjPg1PDzwYEYh4QKNTnIS4u8oRefW1U4XS5XJJqzuWsfV+SqqurFRnZsHnb7XaVlZVpxowZda9ozpgxQ2effbbeeecdTZ06tTFPX4/XG3rf9Fo+nz+k86F5MQ8IxDwgULDmYXd2iT5dc0CSNPncXrIotH9vgp8NqI95QKBwn4dGHRBceyhtXl5eve15eXlKTU1tsH9aWprsdnu9w2ddLpc6duyoAwcOnExeAADwE/x+Qy9/vFWGpDP7pqpPlySzIwEAWrFGFc6MjAzFxMRoxYoVddtKSkq0efNmDR06tMH+Q4cOldfr1YYNG+q2VVVVaf/+/ercufMpxAYAAMfy2dqD2ptTqsgIu64e19PsOACAVq5Rh9Q6nU5NnjxZTz75pJKSktS+fXs98cQTSktL04QJE+Tz+VRQUKDY2Fi5XC4NGTJEZ511lu6//349+uijSkhI0MyZM2Wz2fSLX/wiWF8TAACtUlFZtd7+cqck6fKzuyk+2vkzjwAAILgavcbu9OnTdcUVV+jBBx/UtddeK5vNpjlz5sjhcCg7O1sjR47UokWL6vZ/+umnNWzYMN1xxx264oorVFZWppdffllJSRziAwBAU3r90x2qrPapS1qsxgxqb3YcAABkMQzDMDtEY/l8fhUUhN5qe3a7VYmJ0SosLA/rE3vRNJgHBGIeECgY87BpT4Gemr9OFov0XzcOUZe0uCb5vAgufjYgEPOAQKE+D0lJ0Se0Sm14X0UUAADI4/Vr7uJtkqRxgztQNgEAIYPCCQBAmPtwxV7lFlQoPtqpS0d3MzsOAAB1KJwAAISxvMIKLfx2ryTp6vE9FOVq1HqAAAAEFYUTAIAwZRiG5i7ZJq/Prz6dE3VGn4bXxAYAwEwUTgAAwtSarYe1cVeB7DaLppzXWxaLxexIAADUQ+EEACAMVbm9eu2T7ZKk88/orLSkKJMTAQDQEIUTAIAw9P43e1RYWq3keJcuHN7Z7DgAABwThRMAgDCTfaRci1ftlyRdd04vOR02kxMBAHBsFE4AAMKIYRh6dck2+fyGBnRvo0E9k82OBADAcVE4AQAII2u2HtbmPYWy26y67pyeZscBAOAnUTgBAAgT1W6f5n9au1BQJ6UkslAQACC0UTgBAAgTC5ftUUFJzUJBF7BQEAAgDFA4AQAIAzkFFfpoxT5J0rXjeyqChYIAAGGAwgkAQIgzDEPzji4U1L8bCwUBAMIHhRMAgBD33bZ8bdxdILvNouvO7SmLxWJ2JAAATgiFEwCAEFbt8Wn+J9skSRPP6KRUFgoCAIQRCicAACHsg2V7daSkWm3iInTh8C5mxwEAoFEonAAAhKjcwgp9tGKvJOkaFgoCAIQhCicAACGoZqGg7fL6DPXtmqTTerU1OxIAAI1G4QQAIASt256vDbuOyGa16Ppze7FQEAAgLFE4AQAIMW6PT699sl2SdN6wTkpLYqEgAEB4onACABBiFi3fq/ziKiXGRuiis7qYHQcAgJNG4QQAIITkFVZo0fJ9ko4uFORkoSAAQPiicAIAEEJeW7pdXp9fmV0SNaQ3CwUBAMIbhRMAgBCxbke+1u9koSAAQMtB4QQAIAR4vD69tnSbJGnC0I5KbxNtciIAAE4dhRMAgBDw4fJ9Olx0dKGgEV3MjgMAQJOgcAIAYLLDRZX6YPleSdLV43rI5bSbnAgAgKZB4QQAwGTzP9kuj9evPp0TNTQjxew4AAA0GQonAAAm+n7nEa3dni+b1aLrWCgIANDCUDgBADCJx+vXvKMLBZ0zpIPaJ7NQEACgZaFwAgBgkg+X71VeYaXiY5y6eERXs+MAANDkKJwAAJggr6BC7329W5J09dgeioxgoSAAQMtD4QQAwATPv7dRbq9fvTsm6IzMVLPjAAAQFBROAACa2YadR7RsQ7asFouun8BCQQCAlovCCQBAM/J4/Xrl462SpHOHdlCHtjEmJwIAIHgonAAANKPFq/Ypp6BCCbERunR0d7PjAAAQVBROAACaSUFJld7/do8k6ZeT+irKxUJBAICWjcIJAEAzef3THXJ7/OrZIV5jT+9gdhwAAIKOwgkAQDPYsqdAq7LyZLFIN56fwUJBAIBWgcIJAECQeX1+vbp0uyRp3OAO6pQaa3IiAACaB4UTAIAg+2TNAR3KL1dslEOXjO5qdhwAAJoNhRMAgCAqKqvWgq93S5KuOLu7ol0OkxMBANB8KJwAAATRG5/tUJXbp27t4jRiQLrZcQAAaFYUTgAAgmTrvkIt35Qri6Trz+0lKwsFAQBaGQonAABB4PP79eqSbZKk0YPaqWt6nMmJAABofhROAACC4LPvDurA4XJFu+y6/OzuZscBAMAUFE4AAJpYcblb73xVs1DQ5Wd3V0wkCwUBAFonCicAAE3szc93qLLaq86psRo9sJ3ZcQAAMA2FEwCAJrTjYLG+2ZAjSZo8oZesVhYKAgC0XhROAACaiN9v6NXFNQsFjeyfru7t401OBACAuSicAAA0kS/WH9Le3FJFRth1xRgWCgIAgMIJAEATKK1w6+0vdkqSLh3VVXHRTpMTAQBgPgonAABN4O0vd6m8yqsObWM09rT2ZscBACAkUDgBADhFu7NL9OW6Q5JqFgqyWfn1CgCAROEEAOCU+A1DcxdvkyFpeN9U9eqYYHYkAABCBoUTAIBT8PX32dqdXSKX06Yrx/YwOw4AACGFwgkAwEkqq/Tozc9rFgr6xciuSoiJMDkRAAChhcIJAMBJeverXSqr9KhdcrTGn97B7DgAAIQcCicAACdhX26pPlt7UJJ0/bm9ZLfxKxUAgB/jtyMAAI1Ut1CQIQ3rk6I+nRPNjgQAQEiicAIA0EjfbsjRjoPFinDYdBULBQEAcFwUTgAAGqGs0qM3PtshSbp4ZBclxblMTgQAQOiicAIA0Ahvf/nDQkHnDulodhwAAEIahRMAgBO0O7tEXxxdKGjKBBYKAgDg5/CbEgCAE+D3G3r5460yJA3vm6benVgoCACAn0PhBADgBHy+7qD25pQqMsKuq8axUBAAACeCwgkAwM8oLnfrrS92SZIuG91N8dFOkxMBABAeKJwAAPyM/3y2Q5XVXnVOjdXYwe3NjgMAQNigcAIA8BO27ivUtxtzZJE0+bxeslotZkcCACBsUDgBADgOr8+vuYu3SZJGD2qn7u3iTU4EAEB4oXACAHAcS1cf0MH8csVEOnT52d3NjgMAQNihcAIAcAwFJVVa8PVuSdKVY7orJtJhciIAAMIPhRMAgGOY/8l2VXt86tE+XiMGpJsdBwCAsEThBADgRzbuOqLVWw/LYpEmT+glq4WFggAAOBkUTgAAAni8Ps1dUrNQ0Dmnd1Sn1FiTEwEAEL4aXTj9fr9mzpypUaNGadCgQZo2bZr2799/Qo9977331Lt3bx04cKDRQQEAaA4fLt+nvMJKxcc4dcmormbHAQAgrDW6cM6aNUvz5s3TY489pvnz58vv92vq1Klyu90/+biDBw/q0UcfPemgAAAEW15RpT5YvleSdM24noqMsJucCACA8Naowul2u/XCCy9o+vTpGjNmjDIyMjRjxgzl5ORo8eLFx32c3+/X73//e/Xt2/eUAwMAEAyGYWjux1vl8frVp3OihvVJMTsSAABhr1GFMysrS+Xl5Ro+fHjdtri4OGVmZmrVqlXHfdyzzz4rj8ejX/3qVyefFACAIFq5JU8bdxfIbrNoynm9ZWGhIAAATlmjjhXKycmRJKWn118ePiUlpe6+H/v+++/1wgsv6M0331Rubu5JxmzIbg+99Y5sNmu9W7RuzAMCMQ+hrbzKo/mfbJckXTSiqzqkxAT1+ZgH1GIWEIh5QKCWMg+NKpyVlZWSJKfTWW97RESEiouLG+xfUVGhe++9V/fee6+6dOnSZIXTarUoMTG6ST5XMMTFRZodASGEeUAg5iE0vfbmehWXu9W+bbSmXJgph93WLM/LPKAWs4BAzAMChfs8NKpwulwuSTXncta+L0nV1dWKjGz4jXj88cfVtWtXXXPNNacYsz6/31BJSUWTfs6mYLNZFRcXqZKSSvl8frPjwGTMAwIxD6Fr+4EifbRsjyTphvN6q6y0KujPyTygFrOAQMwDAoX6PMTFRZ7Qq6+NKpy1h9Lm5eWpU6dOddvz8vLUu3fvBvu/9dZbcjqdGjx4sCTJ5/NJkiZNmqRf//rX+vWvf92Yp6/H6w29b3otn88f0vnQvJgHBGIeQovX59eLH2yRIWlE/zT17JDQrP99mAfUYhYQiHlAoHCfh0YVzoyMDMXExGjFihV1hbOkpESbN2/W5MmTG+z/45Vr169fr9///veaPXu2evXqdQqxAQA4dUtW7deBw+WKiXToqrE9zI4DAECL06jC6XQ6NXnyZD355JNKSkpS+/bt9cQTTygtLU0TJkyQz+dTQUGBYmNj5XK51Llz53qPr11YqF27dkpISGiyLwIAgMbKL6rUgq93S5KuGttDsVHOn3kEAABorEYveTR9+nRdccUVevDBB3XttdfKZrNpzpw5cjgcys7O1siRI7Vo0aJgZAUAoEkYhqG5S7bJ7fWrd8cEjeifZnYkAABaJIthGIbZIRrL5/OroKDc7BgN2O1WJSZGq7CwPKyPs0bTYB4QiHkILauz8jTr3Y2y2yz675uHKb1N8658zjygFrOAQMwDAoX6PCQlRZ/QokHhfVEXAAAaqaLKq1eXbpMkXXBm52YvmwAAtCYUTgBAq/L2lztVXOZWamKkLhze+ecfAAAAThqFEwDQauw6VKLPvjsoqeaamw67zeREAAC0bBROAECr4PP79fJHWTIkndUvTX26JJkdCQCAFo/CCQBoFT5euV/78soU7bLrqnFccxMAgOZA4QQAtHi5BRV119y8ZnxPxXHNTQAAmgWFEwDQovkNQy99mCWP16++XZN0Vj+uuQkAQHOhcAIAWrSv1h/S1v1FcjqsuuG83rJYLGZHAgCg1aBwAgBarMLSar3x2U5J0mWjuqltQqTJiQAAaF0onACAFskwDM1dvFWV1V51TY/TOUM6mh0JAIBWh8IJAGiR1mw9rLXb82WzWvTL8zNktXIoLQAAzY3CCQBoccoqPZq7ZJsk6YIzO6tDSozJiQAAaJ0onACAFueNz3aopNyt9DZRmnRWF7PjAADQalE4AQAtyuY9Bfr6+2xZJN10foYcdn7VAQBgFn4LAwBajGqPT//3UZYkaexp7dWzQ4K5gQAAaOUonACAFuPdr3bpcFGVEmMjdPnZ3c2OAwBAq0fhBAC0CDsPFWvxqv2SpBvO663ICLvJiQAAAIUTABD2PF6fXvhgiwxDOrNvqgb2SDY7EgAAEIUTANACvPv1bmUfqVBctFPXndPL7DgAAOAoCicAIKztPFSsj1bskyTdeF5vxUQ6TE4EAABqUTgBAGHrx4fSDu7V1uxIAAAgAIUTABC2OJQWAIDQRuEEAISlXYdKOJQWAIAQR+EEAIQdj9enFxYdPZQ2k0NpAQAIVRROAEDYWfD1Hh3KL685lPZcDqUFACBUUTgBAGFld3aJPlyxVxKH0gIAEOoonACAsOHx+jTnAw6lBQAgXFA4AQBh4+0vd3EoLQAAYYTCCQAIC1v3FWrxyv2SpJvOz+BQWgAAwgCFEwAQ8iqqvHp+4WYZkkYPTNegHslmRwIAACeAwgkACHmvLd2mIyXVapvg0tXjepodBwAAnCAKJwAgpK3ZeljfbMyRxSJNnZSpyAi72ZEAAMAJonACAEJWcVm1/u+jLEnS+Wd0Vs8OCeYGAgAAjULhBACEJMMw9OKHWSqr9KhjSowuGdXV7EgAAKCRKJwAgJD05fpD+n7nEdltFk27KFN2G7+yAAAIN/z2BgCEnLzCCs3/ZIck6bLR3dWhbYzJiQAAwMmgcAIAQorfb+j5hVtU7fGpd8cETRja0exIAADgJFE4AQAh5YNle7TjYLFcTptumdRHVqvF7EgAAOAkUTgBACFjx8FiLfh6jyTp+nN7KTk+0txAAADglFA4AQAhoaLKq9nvbZLfMHRmZqrO6pdmdiQAAHCKKJwAANMZhqFXFm9VfnGVkuNdmjyhtywWDqUFACDcUTgBAKb7dmOOVmzOldVi0a8u7qsol93sSAAAoAlQOAEApsotrNDcJdskSb8Y1VXd28ebnAgAADQVCicAwDRen1//XrBJ1e6aS6BceGZnsyMBAIAmROEEAJjmna92aU9OqaJddk27KJNLoAAA0MJQOAEApti8p0AfLd8nSbrp/AwlxblMTgQAAJoahRMA0OyKy6o1+/3NMiSNHthOp/dOMTsSAAAIAgonAKBZ+f2G/v3eJpWUu9W+bbSuPaen2ZEAAECQUDgBAM3qvW92K2tfkSIcNt12ST9FOGxmRwIAAEFC4QQANJtNewr0/jd7JEk3TOyt9DbR5gYCAABBReEEADSLorJqPffepqPnbaZreN80syMBAIAgo3ACAILO7zc0+71NKqnwqEPbaF13Ti+zIwEAgGZA4QQABN2Cr4+et+m06TeX9JOT8zYBAGgVKJwAgKDatLtAC7/dI0m6kfM2AQBoVSicAICgKSip0uz3a87bPHtQO52ZyXmbAAC0JhROAEBQeLx+/fOdjSqt8KhTSoyuHc/1NgEAaG0onACAoJi3dJt2Z5co2mXX7Zf157xNAABaIQonAKDJfbn+kL5Yd0gWSb+6uK/aJkSaHQkAAJiAwgkAaFK7s0s0d/E2SdIlo7upX7c2JicCAABmoXACAJpMSYVb/3xng7w+vwb3TNaFwzubHQkAAJiIwgkAaBI+v1//XrBJBSXVSk2K0i0XZspqsZgdCwAAmIjCCQBoEm9/sUtb9hYqwmHTHZf2U5TLbnYkAABgMgonAOCUrdySqw9X7JMk3XxhH7VvG2NyIgAAEAoonACAU7I7u0RzPtgiSZp4RicNzUgxOREAAAgVFE4AwEkrLK3W0299L4/XrwHd2+iKs7ubHQkAAIQQCicA4KS4PT498/YGFZW51S45Wr+6uK+sVhYJAgAAP6BwAgAazTAMvfRRlnZnlyjaZdf0y/srMoJFggAAQH0UTgBAoy1avlfLN+XKZrXotkv7KyUxyuxIAAAgBFE4AQCNsnb7Yb39xS5J0nXn9lKfzokmJwIAAKGKwgkAOGEH8so0+/3NMiSNO629xg5ub3YkAAAQwiicAIATUlharf/35npVu33q0zlR14zvaXYkAAAQ4iicAICfVeX2auab36ugpFppSVH6zSX9ZLfxKwQAAPw0/loAAPwkn9+vZxds0t7cUsVGOXTnVQMVE+kwOxYAAAgDFE4AwHEZhqF5S7br+51H5LRbNf2KAUpJiDQ7FgAACBMUTgDAcX28cr8+W3tQFknTLuqr7u3izY4EAADCCIUTAHBMq7Ly9MZnOyRJV4/vqdN7tzU5EQAACDcUTgBAA1v3Feq59zdLks45vYMmDO1ociIAABCOGl04/X6/Zs6cqVGjRmnQoEGaNm2a9u/ff9z9t2/frltvvVVnnHGGhg8frunTp+vQoUOnFBoAEDz788o0860N8vr8GtwzmcufAACAk9bowjlr1izNmzdPjz32mObPny+/36+pU6fK7XY32LewsFC//OUv5XK59Morr+i5555TQUGBpk6dqurq6ib5AgAATedwUaX+9/V1qqz2qleHeP3q4r6yWi1mxwIAAGGqUYXT7XbrhRde0PTp0zVmzBhlZGRoxowZysnJ0eLFixvsv3TpUlVUVOjvf/+7evXqpX79+umJJ57Qzp079d133zXZFwEAOHUl5W499fo6FZe71aFtjKZfMUBOh83sWAAAIIw1qnBmZWWpvLxcw4cPr9sWFxenzMxMrVq1qsH+w4cP16xZs+RyuX54QmvNU5aUlJxsZgBAE6us9mrGG+uVV1ip5HiX7r56oKJcXGsTAACcGntjds7JyZEkpaen19uekpJSd1+gDh06qEOHDvW2zZ49Wy6XS0OHDm1s1nrs9tBb78hms9a7RevGPCBQKM+D2+vTM29v0N7cUsVGOXTf9acpmWttBlUozwOaF7OAQMwDArWUeWhU4aysrJQkOZ3OetsjIiJUXFz8s49/5ZVXNHfuXD344INKSkpqzFPXY7ValJgYfdKPD7a4OP5Qww+YBwQKtXnw+fz62yurtWVvoSIjbHr01rPUo2OC2bFajVCbB5iHWUAg5gGBwn0eGlU4aw+Ndbvd9Q6Tra6uVmTk8b8RhmHoH//4h/71r3/pN7/5jaZMmXKScWv4/YZKSipO6XMEg81mVVxcpEpKKuXz+c2OA5MxDwgUivPg9xv694JNWrYpR3abRdOvGKg2MQ4VFpabHa3FC8V5gDmYBQRiHhAo1OchLi7yhF59bVThrD2UNi8vT506darbnpeXp969ex/zMR6PR3/84x+1cOFC/fGPf9RNN93UmKc8Lq839L7ptXw+f0jnQ/NiHhAoVObBbxh6+aMsLduUI5vVotsu6a/eHRNCIltrEirzAPMxCwjEPCBQuM9Dow4IzsjIUExMjFasWFG3raSkRJs3bz7uOZn33XefPvroIz311FNNVjYBACfPMAy9tnS7vlyfLYtFuvXivhrUM9nsWAAAoAVq1CucTqdTkydP1pNPPqmkpCS1b99eTzzxhNLS0jRhwgT5fD4VFBQoNjZWLpdLb7/9thYtWqT77rtPw4YN0+HDh+s+V+0+AIDmYxiG3vxipz5Zc0CSdPMFfTQ0I8XkVAAAoKVq9JJH06dP1xVXXKEHH3xQ1157rWw2m+bMmSOHw6Hs7GyNHDlSixYtkiQtXLhQkvT3v/9dI0eOrPdWuw8AoPm8/+0efbh8nyRpynm9NaJ/+s88AgAA4ORZDMMwzA7RWD6fXwUFobeohd1uVWJitAoLy8P6OGs0DeYBgUJhHhZ+u0dvf7lLknTNuB6aMKzTzzwCwRIK84DQwCwgEPOAQKE+D0lJ0U2/aBAAIDy9981uvfvVbknSZaO7UTYBAECzoHACQAu34OvdWvB1Tdm8/OxuunB4F3MDAQCAVoPCCQAtlGEYever3Xr/2z2SpCvHdtf5Z3Q2NxQAAGhVKJwA0AIZhqG3v9ylD5btlSRdPa6HzuMwWgAA0MwonADQwhiGof98vlMfrahZjfaa8T01YWhHk1MBAIDWiMIJAC2I329o7uKt+nzdIUnSdef01DlDKJsAAMAcFE4AaCG8Pr+eX7hZK7fkySLpxvMzNHpgO7NjAQCAVozCCQAtQLXHp1nvbNSGXUdks1p068V9NTQjxexYAACglaNwAkCYq6jyauab67XtQLGcdqtuv6y/+ndrY3YsAAAACicAhLPicrf+3xvrtTe3VJERNv3uioHq1THB7FgAAACSKJwAELZyCio04411OlxUpdgoh+6+apA6p8WaHQsAAKAOhRMAwtDOg8X6x5vfq6zSo+R4l+6+epDSkqLMjgUAAFAPhRMAwszabYf17Hub5PH61SUtVr+7cqDio51mxwIAAGiAwgkAYeTT7w7o1SXbZBjSgO5t9Jtf9FOE02Z2LAAAgGOicAJAGPAbht76fKc+XLFPkjR6YDtNOa+XbFaryckAAACOj8IJACGuyu3Vc+9v1trt+ZKkS0Z11UVndZHFYjE5GQAAwE+jcAJACMsvrtTMNzfowOEy2W1W/fL8DA3vl2Z2LAAAgBNC4QSAELXjYLGeeet7lVR4FBft1G8v66/u7ePNjgUAAHDCKJwAEIK+3Zitlz7MktdnqGNKjKZfPkBt4l1mxwIAAGgUCicAhBCf36//fLZTi1ftlyQN7pmsaRdlyuXkxzUAAAg//AUDACGiuNytZ9/dqK37iyRJFw7vrEtHd5OVxYEAAECYonACQAjYcbBYs97ZoKIyt1xOm265sI9O751idiwAAIBTQuEEABMZhqHP1h7Ua0u3y+c3lN4mSndc1l/pbaLNjgYAAHDKKJwAYJIqt1evfLxNyzblSJKGZKTo5gsyOF8TAAC0GPxVAwAm2Jdbqn8t2KTcggpZLRZdMaa7zhvWURbO1wQAAC0IhRMAmpFhGPpkzQG9/ukOeX1+JcZG6FcX91WvjglmRwMAAGhyFE4AaCZlFW7NfPN7rdl6WJI0qEeybr6wj2IiHSYnAwAACA4KJwA0g637CjX7/c06XFgpm9Wiq8b20DlDOnAILQAAaNEonAAQRB6vX+98tUsfr9gnQ1JKYqR+/Yu+6pIWZ3Y0AACAoKNwAkCQ7M8r03Pvb9KBw+WSpPFDO+qqMd3lsFlNTgYAANA8KJwA0MT8fkMfrdynd77cJZ/fUGyUQzdf2EfnnNlVhYXl8nr9ZkcEAABoFhROAGhC2UfK9dKHWdp+oFhSzcJAN52foaR4l8nJAAAAmh+FEwCagNfn18cr92nB13vk9fkV4bTpuvE9NXJAOgsDAQCAVovCCQCnaG9OqV5ctEX78sokSf26JumGib2VHB9pcjIAAABzUTgB4CS5PT69980efbRin/yGoWiXXdee01PD+6bxqiYAAIAonABwUtbtyNe8JduUX1wlSRqakaLrzu2l+GinyckAAABCB4UTABrhcFGlXlu6Xet25EuSEmMjdP25vXRar7YmJwMAAAg9FE4AOAEer08frtinD5btlcfrl81q0YShHXXRiC5yOflRCgAAcCz8lQQAP8EwDG3YdUTzlm5XXmGlJCmjU4ImT+itdsnRJqcDAAAIbRROADiOfbmleuOzHdq8p1CSFB/j1NXjeuiMPqksCgQAAHACKJwA8COFpdV656td+ub7bBmS7DaLxp/eQReP6KrICH5sAgAAnCj+cgKAo6rdPn20cp8+XLFXbo9fUs3qs5eP6a6UBK6pCQAA0FgUTgCtnsfr11ffH9L73+5RcZlbktS9XZyuHt9TPdrHm5wOAAAgfFE4AbRaPr9f327I0Xvf7NGRkprraSbHu3TFmO4ampHCeZoAAACniMIJoNXx+w2t3JKrBV/vVu7RlWfjY5yaNLyLRg9sJ4fdanJCAACAloHCCaDV8PsNrcrK08Jv9+hgfrkkKSbSoQuHd9bYwe3ldNhMTggAANCyUDgBtHger1/LNuVo0fK9ddfSjIqwa+IZnTT+9A6sPAsAABAk/JUFoMWqdvv0xbqD+mjlPhUdXQwo2mXXOUM66twhHRTlcpicEAAAoGWjcAJocYrL3frsuwP69LuDKqv0SJISYpyaOKyTRg9qJ5eTH30AAADNgb+6ALQY+3JLtWT1fq3YnCuvz5AkpSRE6vwzO+msfuksBgQAANDMKJwAwprfb2j9jnwtWb1fWfuK6rZ3TY/ThKEdNSSjrWxWiiYAAIAZKJwAwlJJuVtfb8jWF+sO6nBRzTU0rRaLhmS01blDOqp7+3iTEwIAAIDCCSBs+A1DWXsL9fm6Q1q77bB8/prDZqNddo0e1E7jT+ugpDiXySkBAABQi8IJIOSVlLv1zYZsfbH+UN1lTSSpW7s4nT2wnYb1SVWEk2toAgAAhBoKJ4CQ5PH6tX5HvpZtytH3O4/UvZrpcto0vG+azh7UTp1SY01OCQAAgJ9C4QQQMgzD0I6DxVq2MUcrt+Spotpbd1/X9FidPai9zuDVTAAAgLBB4QRgukP55Vq5JVfLN+Uqr+iHQ2YTYyN0Zt9UndU3Te3bxpiYEAAAACeDwgnAFAfzy7U6K0+rs/J0ML+8bnuEw6YhvdtqeL80ZXRKlNVqMTElAAAATgWFE0CzMAyjrmSuyspT9pGKuvtsVosyuyTpzL6pOq1nWw6ZBQAAaCEonACCxuvza9v+Iq3bka/vdxypd7iszWpR365JGpqRokE9kxXtcpiYFAAAAMFA4QTQpEor3Pp+5xGt33lEm3YfUWW1r+4+u82ifl3baEhGWw3qkawoSiYAAECLRuEEcEp8fr92Z5dq8+4CbdxdoJ0Hi2UE3B8X5dCA7ska2CNZmV0SFRnBjx0AAIDWgr/8ADSKYRjKKajQ5j2F2rynQFn7Cuu9iilJnVJiNKBHsgb1SFaX9FhZLSz8AwAA0BpROAH8JMMwdLi4Stv3F2nrviJt3luggpLqevtEu+zq0zlRmV2TNKBbGyXFuUxKCwAAgFBC4QRQj98wdOhwubYdKNK2/TVvRWXuevvYbRb17JCgzC6JyuySpM6psVy+BAAAAA1QOIFWrqLKo905pdp1qES7D5Vo+4EilVd56+1js1rUJT1WvTokqE+XRPXskKAIB5cuAQAAwE+jcAKtiNfn14HDZdp1qKSmYGaX1LseZq0Ih03d28epV4cE9eqYoK7t4iiYAAAAaDQKJ9BCVbt9OnC4TPvyyrQ/t1T78sq0L7dMXp+/wb5tE1zqmh6nbulx6tEhQZ1SY2S3WU1IDQAAgJaEwgmEOcMwVFzu1v68Mu3LLT16W6bcgop6lyepFe2y15TLdnHqmh6nru3iFBflbPbcAAAAaPkonECYMAxDhaXVOnSkXIfyK3Qov1yHjpQrO7+8wTmXteKjneqYGqNOKbHqlBqjTqmxSk2MlIXLlAAAAKAZUDiBEFPt9imvqFK5BRXKK6pU9tGCmX2kXFVu3zEfY7FIaUlR6pQaq04pMeqYGqOOKbGKj+aVSwAAAJiHwgmYoLLaq8NFlcorrFRuYYVyC394v/hHlyAJZLVYlJoUqXZtopWeHK12yVFq1yZaaUlRcrKoDwAAAEIMhRNoYoZhqKzSo6Jyt7bsL9beQ0XKK6zUkeIqHSmp0pHiquMeAlsr2mVXSmKUUhMjlZoUpfbJNQUzNTGSxXwAAAAQNiicQCP4/H6VlHtUVFZ99M2totKa9wvLqutKpdvTcCXYH4uJdCg1MVIpiZFKTYxSSmKkUo7exkQ6muGrAQAAAIKLwolWzzAMVVb7VFrhVmmFR6UVbpVUuFVc7q4rlIVHC2ZJuVvGsZZ+PYb4GKfSkqIVH+NUUmyE2sS51CbepeSjt5ER/O8HAACAlo2/eNHieLx+lVd5VF7lVXmlR+VVnroi+UOhrP+x13eCLVI151HGxziVEONUQkzE0bea95OOFsqkuAhFuhxKTIxWYWG5vN6ff8UTAAAAaGkonAg5fr+hKrdXVW6fKqu9qjx6W17lUUVdifzRx9XeuvfdJ1nuIpw2xUY6FBftrLtNjD1aKGMjlHi0WMZGOWW1clkRAAAA4Oc0unD6/X4988wz+s9//qPS0lINHTpUDz30kDp27HjM/QsLC/X444/ryy+/lMVi0YUXXqj77rtPkZGRpxwe5jMMQx6vX9Uen9yeo7den6rdPrm9/qO3vrry+JO3bq+qqn2q9hz70h+NYZEU5bIr2uVQdKRdsVFOxUY5FBvlVFzA+7FRjrqPWeUVAAAAaFqNLpyzZs3SvHnz9Ne//lVpaWl64oknNHXqVL3//vtyOhte82/69OmqrKzUSy+9pJKSEj3wwAOqqKjQ3/72tyb5AvADv7+m/Hl8/nq33sBtXr+8x3rf1/A+t8en6qO3bo+vfqn0+FTtqbnvxA9GbRy7zSKX067ICJsinfZ6BTLK5VD00Y+jXHZFR/7wcbTLLleEXVYLr0ICAAAAZmpU4XS73XrhhRd07733asyYMZKkGTNmaNSoUVq8eLEmTZpUb/+1a9dq5cqVWrRokbp37y5JevTRRzV16lTdfffdSk1NbZqvIkQUlVZr494iFZdUyu32yec3at58fnmP3tZu8/r88vkC3g/c9+h2n79mH6//h33rP7Zm39qC6D/R1WyCxG6zKsJhldNhU8TRN+fRjyOdNrmcdrmOlsfICLtcTtsxPrbX7euwc/kPAAAAIJw1qnBmZWWpvLxcw4cPr9sWFxenzMxMrVq1qkHhXL16tdq2bVtXNiVp2LBhslgsWrNmjS644IJTjB9anpy/Vvtyy8yOIUmyWS2y26xy2Gve7DaLHHabHLYffVz3vlUOu+2H920/FEenw3r01qYIu1VOp00RdlvNrcMmp73mfs5rBAAAABCoUYUzJydHkpSenl5ve0pKSt19gXJzcxvs63Q6lZCQoOzs7MZmrccegq9+nTOko1ZlHZZh+GWzWmSzWmWzWWQ/eltbAmvet8putdTcb7PW7G+rKX91+x3dVv/j+u876kplTVl02m2y22s+P8xls1nr3aJ1Yx4QiHlALWYBgZgHBGop89CowllZWSlJDc7VjIiIUHFx8TH3P9Z5nREREaqurm7MU9djtVqUmBh90o8PlkvH9dKl43qZHQMhJi6OBbLwA+YBgZgH1GIWEIh5QKBwn4dGFU6XyyWp5lzO2vclqbq6+pirzrpcLrnd7gbbq6urFRUV1disdfx+QyUlFSf9+GCx2ayKi4tUSUmlfD6uu9jaMQ8IxDwgEPOAWswCAjEPCBTq8xAXF3lCr742qnDWHh6bl5enTp061W3Py8tT7969G+yflpampUuX1tvmdrtVVFSklJSUxjx1A96TvNZic/D5/CGdD82LeUAg5gGBmAfUYhYQiHlAoHCfh0YdEJyRkaGYmBitWLGibltJSYk2b96soUOHNth/6NChysnJ0d69e+u2rVy5UpJ0+umnn2xmAAAAAEAYaNQrnE6nU5MnT9aTTz6ppKQktW/fXk888YTS0tI0YcIE+Xw+FRQUKDY2Vi6XSwMHDtRpp52mu+66S4888ogqKir00EMP6ZJLLmlxl0QBAAAAANTX6CWPpk+friuuuEIPPvigrr32WtlsNs2ZM0cOh0PZ2dkaOXKkFi1aJEmyWCx65pln1KFDB91444268847NXr0aD3yyCNN/XUAAAAAAEKMxTAMw+wQjeXz+VVQUG52jAbsdqsSE6NVWFge1sdZo2kwDwjEPCAQ84BazAICMQ8IFOrzkJQUfUKLBoX3RV0AAAAAACGLwgkAAAAACAoKJwAAAAAgKCicAAAAAICgoHACAAAAAIKCwgkAAAAACAoKJwAAAAAgKCicAAAAAICgoHACAAAAAIKCwgkAAAAACAoKJwAAAAAgKCicAAAAAICgoHACAAAAAILCYhiGYXaIxjIMQ35/aMa22azy+fxmx0CIYB4QiHlAIOYBtZgFBGIeECiU58FqtchisfzsfmFZOAEAAAAAoY9DagEAAAAAQUHhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFBQOAEAAAAAQUHhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFBQOAEAAAAAQUHhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFBQOAEAAAAAQUHhDJI5c+Zo/PjxGjBggC677DItX77c7EgIAatXr1afPn20YsUKs6PAJNnZ2br77rs1YsQIDR06VLfccou2b99udiw0E7/fr5kzZ2rUqFEaNGiQpk2bpv3795sdCyYpKirSQw89pNGjR+u0007Ttddeq9WrV5sdCybbvXu3Bg8erLffftvsKDDRu+++qwsuuED9+/fXhRdeqA8//NDsSCeNwhkEs2bN0jPPPKN77rlH7733ngYNGqTf/OY3/FHRypWWluq+++6T3+83OwpM4na7deutt+rw4cN69tlnNW/ePEVHR+vGG29UQUGB2fHQDGbNmqV58+bpscce0/z58+X3+zV16lS53W6zo8EEd999t9auXav//d//1VtvvaU+ffrolltu0a5du8yOBpN4PB7de++9qqioMDsKTLRgwQI98MADuv766/XBBx9o0qRJdT8vwhGFs4lVVFToueee07333qsLLrhAXbp00QMPPKCOHTtqzZo1ZseDiR555BF17NjR7Bgw0erVq7Vt2zY9+eST6t+/v3r27KknnnhCFRUV+vTTT82OhyBzu9164YUXNH36dI0ZM0YZGRmaMWOGcnJytHjxYrPjoZnt3btX33zzjR555BENGTJEXbt21X/9138pJSVF77//vtnxYJKnn35aMTExZseAiQzD0D/+8Q/dcMMNuv7669WpUyf95je/0VlnnaWVK1eaHe+k2M0O0NKsWbNGlZWVuvDCC+u22Ww2vffeeyamgtkWLFigtWvX6l//+pcuvvhis+PAJD179tTs2bOVmppat81qrfl3v5KSErNioZlkZWWpvLxcw4cPr9sWFxenzMxMrVq1SpMmTTIxHZpbYmKiZs+erf79+9dts1gsslgs/DxopVatWqXXX39d7777rsaMGWN2HJhk9+7dOnjwoC666KJ62+fMmWNSolPHK5xNbPfu3YqPj9fWrVt17bXXavjw4ZoyZYq+++47s6PBJAcOHNCf//xn/f3vf1d0dLTZcWCitm3b6uyzz6637ZVXXlFVVZVGjBhhUio0l5ycHElSenp6ve0pKSl196H1iIuL09lnny2n01m37eOPP9bevXs1atQoE5PBDCUlJbrvvvv04IMPNvgZgdZl9+7dkmqOmrzllls0fPhwXXnllWF9JBSvcDbSgQMHNH78+OPe/7vf/U5VVVV66KGHdM8996hdu3Z6/fXXdeONN+rdd99V9+7dmzEtgu3n5uGbb77R73//e1199dUaMmSIDhw40Izp0Nx+bh6WLVumpKSkuo+XLFmip556SjfddJN69+7dHBFhosrKSkmqVzAkKSIiQsXFxWZEQgj57rvv9Mc//lETJkzg1a1W6JFHHtHgwYMbvKqF1qesrEySdP/99+uOO+7Qvffeq48//li33XabXnzxxXpHyYQLCmcjpaamatGiRce9/5NPPlFVVZX+9Kc/1b2S0bdvX61du1Zz587Vww8/3FxR0Qx+bh7mz5+vyspK/fa3v23GVDDLz81DfHx83fuvvfaaHnvsMV188cW67777miMeTOZyuSTVnMtZ+74kVVdXKzIy0qxYCAFLly7Vvffeq9NOO01PPvmk2XHQzN59912tXr2ac3chSXI4HJKkW265RZdeeqkkqU+fPtq8eTOFs7VwOBw/+Srlpk2bJKneqxUWi0Xdu3fn1a0W6Ofm4e2331ZeXp7OOOMMSTUngkvStGnTdMkll+jRRx9tlpxoHj83D7WeeOIJPf/88/rlL3+p+++/XxaLpRnSwWy1h8nl5eWpU6dOddvz8vJ4hbsVmzt3rv785z9r4sSJ+tvf/tbgFXC0fG+99ZaOHDnS4JXthx9+WIsWLdLzzz9vTjCYonadh169etXb3qNHD33++ecmJDp1FM4mNmTIEFksFq1bt04TJ06UVFMyduzYEZb/IoFT88orr8jr9dZ9nJubqylTpujxxx/nnL1WqrZs3n///br55pvNjoNmlJGRoZiYGK1YsaKucJaUlGjz5s2aPHmyyelghtpL5EyZMkUPPPAA//jUSj355JOqqqqqt23ChAmaPn06Cw22Qn379lV0dLTWr1+vIUOG1G3ftm1bvX+sDCcUzibWrl07XX755Xr88ccVGRmpTp066ZVXXtGBAwd03XXXmR0Pzax9+/b1PrbZbJJq/vWqTZs2ZkSCiVasWKHnn39eU6ZM0UUXXaTDhw/X3RcVFcWiUi2c0+nU5MmT9eSTTyopKUnt27fXE088obS0NE2YMMHseGhmu3fv1v/8z//o3HPP1a9+9Svl5+fX3edyuRQbG2tiOjSnwJXLA7Vp0+a496Hlcrlcmjp1qv75z38qNTVVAwYM0AcffKBvvvlGL730ktnxTgqFMwgeeeQRPfPMM3rwwQdVXFyszMxMvfDCC+rWrZvZ0QCYaOHChZJqXvl+5ZVX6t13xx13cK5vKzB9+nR5vV49+OCDqqqq0tChQzVnzpy6c3bQenz88cfyeDxasmSJlixZUu++Sy+9VH/9619NSgbAbLfddpsiIyM1Y8YM5ebmqnv37nr66afrTtEKNxaj9qQyAAAAAACaENfhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFBQOAEAAAAAQUHhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFBQOAEAAAAAQUHhBAAAAAAEBYUTAAAAABAUFE4AAAAAQFD8fyb6Hm9upzTgAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" - ], - "image/png": "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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 295 + "source": [ + "# Sample sigmoid curve\n", + "x = np.linspace(-6, 6, num=1000)\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(x, (1 / (1 + np.exp(-x))))\n", + "plt.title(\"Sigmoid Function\")" + ] }, { "cell_type": "code", + "execution_count": 296, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:16.112062Z", "start_time": "2024-07-03T18:40:16.090210Z" - } + }, + "scrolled": true }, - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "# Create a Logistic Regression Classifier\n", - "lr = LogisticRegression(penalty=\"l2\", C= 0.1, random_state=42)\n", - "lr.fit(X_train_std, y_train)\n", - "\n", - "# Predict and evaluate using model\n", - "lr_training_pred = lr.predict(X_train_std)\n", - "lr_test_pred = lr.predict(X_test_std)\n", - "lr_training_prediction = accuracy_score(y_train, lr_training_pred)\n", - "lr_test_prediction = accuracy_score(y_test, lr_test_pred)\n", - "\n", - "print( \"Accuracy of Logistic regression training set:\", round(lr_training_prediction,3))\n", - "print( \"Accuracy of Logistic regression test set:\", round(lr_test_prediction,3))\n", - "print(classification_report(y_test, lr.predict(X_test_std)))\n", - "tn, fp, fn, tp = confusion_matrix(y_test, lr_test_pred).ravel()\n", - "precision = tp/(tp+fp)\n", - "recall = tp/(tp+fn)\n", - "f1_score = 2*((precision*recall)/(precision+recall))\n", - "print(\"True Positive: %i\" %tp)\n", - "print(\"False Positive: %i\" %fp)\n", - "print(\"True Negative: %i\" %tn)\n", - "print(\"False Negative: %i\" %fn)\n", - "print(f\"Precision: {precision:.2%}\")\n", - "print(f\"Recall: {recall:.2%}\")\n", - "print(f\"F1-Score: {f1_score:.2%}\")" - ], "outputs": [ { "name": "stdout", @@ -2409,23 +2456,44 @@ ] } ], - "execution_count": 296 + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "# Create a Logistic Regression Classifier\n", + "lr = LogisticRegression(penalty=\"l2\", C= 0.1, random_state=42)\n", + "lr.fit(X_train_std, y_train)\n", + "\n", + "# Predict and evaluate using model\n", + "lr_training_pred = lr.predict(X_train_std)\n", + "lr_test_pred = lr.predict(X_test_std)\n", + "lr_training_prediction = accuracy_score(y_train, lr_training_pred)\n", + "lr_test_prediction = accuracy_score(y_test, lr_test_pred)\n", + "\n", + "print( \"Accuracy of Logistic regression training set:\", round(lr_training_prediction,3))\n", + "print( \"Accuracy of Logistic regression test set:\", round(lr_test_prediction,3))\n", + "print(classification_report(y_test, lr.predict(X_test_std)))\n", + "tn, fp, fn, tp = confusion_matrix(y_test, lr_test_pred).ravel()\n", + "precision = tp/(tp+fp)\n", + "recall = tp/(tp+fn)\n", + "f1_score = 2*((precision*recall)/(precision+recall))\n", + "print(\"True Positive: %i\" %tp)\n", + "print(\"False Positive: %i\" %fp)\n", + "print(\"True Negative: %i\" %tn)\n", + "print(\"False Negative: %i\" %fn)\n", + "print(f\"Precision: {precision:.2%}\")\n", + "print(f\"Recall: {recall:.2%}\")\n", + "print(f\"F1-Score: {f1_score:.2%}\")" + ] }, { "cell_type": "code", + "execution_count": 297, "metadata": { - "scrolled": true, "ExecuteTime": { "end_time": "2024-07-03T18:40:16.118057Z", "start_time": "2024-07-03T18:40:16.112062Z" - } + }, + "scrolled": true }, - "source": [ - "print('Intercept:', lr.intercept_)\n", - "weights = pd.Series(lr.coef_[0],\n", - " index=X.columns.values)\n", - "weights.sort_values(ascending = False)" - ], "outputs": [ { "name": "stdout", @@ -2452,7 +2520,12 @@ "output_type": "execute_result" } ], - "execution_count": 297 + "source": [ + "print('Intercept:', lr.intercept_)\n", + "weights = pd.Series(lr.coef_[0],\n", + " index=X.columns.values)\n", + "weights.sort_values(ascending = False)" + ] }, { "attachments": {}, @@ -2483,12 +2556,39 @@ }, { "cell_type": "code", + "execution_count": 298, "metadata": { "ExecuteTime": { "end_time": "2024-07-03T18:40:16.132828Z", "start_time": "2024-07-03T18:40:16.119068Z" } }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of Decision Tree training set: 0.943\n", + "Accuracy of Decision Tree test set: 0.948\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 1.00 0.96 116\n", + " 1 1.00 0.92 0.96 114\n", + "\n", + " accuracy 0.96 230\n", + " macro avg 0.96 0.96 0.96 230\n", + "weighted avg 0.96 0.96 0.96 230\n", + "\n", + "True Positive: 109\n", + "False Positive: 7\n", + "True Negative: 109\n", + "False Negative: 5\n", + "Precision: 93.97%\n", + "Recall: 95.61%\n", + "F1-Score: 94.78%\n" + ] + } + ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "# Create a Decision Tree Classifier\n", @@ -2517,67 +2617,48 @@ "print(f\"Precision: {precision:.2%}\")\n", "print(f\"Recall: {recall:.2%}\")\n", "print(f\"F1-Score: {f1_score:.2%}\")" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy of Decision Tree training set: 0.943\n", - "Accuracy of Decision Tree test set: 0.948\n", - " precision recall f1-score support\n", - "\n", - " 0 0.93 1.00 0.96 116\n", - " 1 1.00 0.92 0.96 114\n", - "\n", - " accuracy 0.96 230\n", - " macro avg 0.96 0.96 0.96 230\n", - "weighted avg 0.96 0.96 0.96 230\n", - "\n", - "True Positive: 109\n", - "False Positive: 7\n", - "True Negative: 109\n", - "False Negative: 5\n", - "Precision: 93.97%\n", - "Recall: 95.61%\n", - "F1-Score: 94.78%\n" - ] - } - ], - "execution_count": 298 + ] }, { - "metadata": {}, "cell_type": "markdown", - "source": "## Modellexport" + "metadata": { + "include": false + }, + "source": [ + "## 7. Evaluation" + ] }, { - "cell_type": "code", + "attachments": {}, + "cell_type": "markdown", "metadata": { - "ExecuteTime": { - "end_time": "2024-07-03T18:40:16.139835Z", - "start_time": "2024-07-03T18:40:16.132828Z" - } + "include": false, + "paragraph": "Evaluation" }, "source": [ - "import joblib\n", - "\n", - "joblib.dump(lr, './logisticRegression.pkl')\n", - "joblib.dump(stdsc, './scaler.pkl')" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "['./scaler.pkl']" - ] - }, - "execution_count": 299, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 299 + "Die trainierten Modelle werden nun mit dem Testdatensatz getestet. Es gibt verschiedene Metriken zur Bewertung der Qualität des Modells unteranderem Accuracy (= allgemeine Genauigkeit der Klassifikation), Precision (= Päzision der positiven Vorhersagen) und Recall (= Stellt dar wie viele der tatsächlich positiven Einträge im Testdatensatz als positiv erkannt wurden). \n", + "Hier bei erreicht das Lineare-Regressions-Modell eine Accuracy von 97,8%, eine Precision von 100% und einen Recall von 95,41%. Das Entscheidungsbaum-Modell erreicht die folgenden Werte: Accuracy 93,9% , Precision 90.60% , Recall 97.25%. \n", + "Da es sich hier nicht um einen Fall handelt bei dem alle Fälle erkannt werden müssen bei der eine Anzeige angeklickt wird, sollte Modell 1 verwendet werden. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false + }, + "source": [ + "## 8. Deployment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "include": false, + "paragraph": "Umsetzung" + }, + "source": [ + "Es würde sich anbieten dieses Modell beim Ausspielen der Anzeigen zu implementieren, um vor dem Ausspielen einer Anzeige vorherzusagen ob sie geklickt werden würde oder nicht. Hierdurch kann vermieden werden das Nutzer von Werbeanzeigen genervt werden, welche sie sowieso nicht anklicken werden. Dadurch entsteht ein Mehrwert für den Werbekunden sowie für den Nutzer." + ] } ], "metadata": { -- GitLab