From aea5d9ee767db7333b34fead9ccc19dbc618ccff Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Alexander=20Ro=C3=9Fmann?=
<alexander.rossmann@reutlingen-university.de>
Date: Fri, 14 Jun 2024 13:34:46 +0000
Subject: [PATCH] Upload notebook with correct code
---
Rating/Accommodation rating/notebook.ipynb | 8282 ++++++++++++++++++++
1 file changed, 8282 insertions(+)
create mode 100644 Rating/Accommodation rating/notebook.ipynb
diff --git a/Rating/Accommodation rating/notebook.ipynb b/Rating/Accommodation rating/notebook.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1. Business Understanding\n",
+ "\n",
+ "Hosts can set a price for accommodations. However, hosts often do not know the value for the accommodation they provide themselves. It would be helpful if Airbnb Inc. could calculate and suggest a price for accommodations that is in line with the market. The possibility of automated price calculation is examined in more detail in this case study. It is analyzed whether the provision of intelligent pricing on the part of Airbnb Inc. is possible. In the analysis, the features of an accommodation are analyzed and it is determined which features have an influence on the price of an accommodation. In this way, it should be possible to make as good a price prediction as possible for accommodations that are posted in the future."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2. Data and Data Understanding\n",
+ "\n",
+ "The Data Understanding section is divided into an all-encompassing review of the data set, followed by an exploratory data analysis that focuses on relevant features. The features are evaluated in terms of their viability and feature selection takes place. The Airbnb-Berlin dataset consists of 16 columns and 22552 rows. The 16 columns contain the features. The data types of the features are seven Integers, five Objects (of which four are Strings and one is Date), and four Floats. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.1 Import the required modules"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import statsmodels.api as sm\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "import folium as fm\n",
+ "from folium import plugins \n",
+ "# needs to be imported even if editor says this is unused\n",
+ "# pip install folium\n",
+ "\n",
+ "from scipy.stats import normaltest\n",
+ "from statsmodels.graphics.gofplots import qqplot\n",
+ "from matplotlib import pyplot\n",
+ "\n",
+ "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "from sklearn.metrics import mean_absolute_error\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "\n",
+ "import keras\n",
+ "# pip install keras\n",
+ "# pip install tensorflow\n",
+ "\n",
+ "sns.set()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.2 Read data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "raw_data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Accommondation_rating_data.csv')\n",
+ "raw_data.to_csv('raw_data.csv', index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 22552 entries, 0 to 22551\n",
+ "Data columns (total 16 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 id 22552 non-null int64 \n",
+ " 1 name 22493 non-null object \n",
+ " 2 host_id 22552 non-null int64 \n",
+ " 3 host_name 22526 non-null object \n",
+ " 4 neighbourhood_group 22552 non-null object \n",
+ " 5 neighbourhood 22552 non-null object \n",
+ " 6 latitude 22552 non-null float64\n",
+ " 7 longitude 22552 non-null float64\n",
+ " 8 room_type 22552 non-null object \n",
+ " 9 price 22552 non-null int64 \n",
+ " 10 minimum_nights 22552 non-null int64 \n",
+ " 11 number_of_reviews 22552 non-null int64 \n",
+ " 12 last_review 18644 non-null object \n",
+ " 13 reviews_per_month 18638 non-null float64\n",
+ " 14 calculated_host_listings_count 22552 non-null int64 \n",
+ " 15 availability_365 22552 non-null int64 \n",
+ "dtypes: float64(3), int64(7), object(6)\n",
+ "memory usage: 2.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "raw_data.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(22552, 16)"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 22552\n",
+ "name 22493\n",
+ "host_id 22552\n",
+ "host_name 22526\n",
+ "neighbourhood_group 22552\n",
+ "neighbourhood 22552\n",
+ "latitude 22552\n",
+ "longitude 22552\n",
+ "room_type 22552\n",
+ "price 22552\n",
+ "minimum_nights 22552\n",
+ "number_of_reviews 22552\n",
+ "last_review 18644\n",
+ "reviews_per_month 18638\n",
+ "calculated_host_listings_count 22552\n",
+ "availability_365 22552\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "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>id</th>\n",
+ " <th>name</th>\n",
+ " <th>host_id</th>\n",
+ " <th>host_name</th>\n",
+ " <th>neighbourhood_group</th>\n",
+ " <th>neighbourhood</th>\n",
+ " <th>latitude</th>\n",
+ " <th>longitude</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>minimum_nights</th>\n",
+ " <th>number_of_reviews</th>\n",
+ " <th>last_review</th>\n",
+ " <th>reviews_per_month</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2015</td>\n",
+ " <td>Berlin-Mitte Value! Quiet courtyard/very central</td>\n",
+ " <td>2217</td>\n",
+ " <td>Ian</td>\n",
+ " <td>Mitte</td>\n",
+ " <td>Brunnenstr. Süd</td>\n",
+ " <td>52.534537</td>\n",
+ " <td>13.402557</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>118</td>\n",
+ " <td>2018-10-28</td>\n",
+ " <td>3.76</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2695</td>\n",
+ " <td>Prenzlauer Berg close to Mauerpark</td>\n",
+ " <td>2986</td>\n",
+ " <td>Michael</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Prenzlauer Berg Nordwest</td>\n",
+ " <td>52.548513</td>\n",
+ " <td>13.404553</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>2</td>\n",
+ " <td>6</td>\n",
+ " <td>2018-10-01</td>\n",
+ " <td>1.42</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3176</td>\n",
+ " <td>Fabulous Flat in great Location</td>\n",
+ " <td>3718</td>\n",
+ " <td>Britta</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Prenzlauer Berg Südwest</td>\n",
+ " <td>52.534996</td>\n",
+ " <td>13.417579</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>62</td>\n",
+ " <td>143</td>\n",
+ " <td>2017-03-20</td>\n",
+ " <td>1.25</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3309</td>\n",
+ " <td>BerlinSpot Schöneberg near KaDeWe</td>\n",
+ " <td>4108</td>\n",
+ " <td>Jana</td>\n",
+ " <td>Tempelhof - Schöneberg</td>\n",
+ " <td>Schöneberg-Nord</td>\n",
+ " <td>52.498855</td>\n",
+ " <td>13.349065</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>5</td>\n",
+ " <td>25</td>\n",
+ " <td>2018-08-16</td>\n",
+ " <td>0.39</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>7071</td>\n",
+ " <td>BrightRoom with sunny greenview!</td>\n",
+ " <td>17391</td>\n",
+ " <td>Bright</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Helmholtzplatz</td>\n",
+ " <td>52.543157</td>\n",
+ " <td>13.415091</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>2</td>\n",
+ " <td>197</td>\n",
+ " <td>2018-11-04</td>\n",
+ " <td>1.75</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id name host_id host_name \\\n",
+ "0 2015 Berlin-Mitte Value! Quiet courtyard/very central 2217 Ian \n",
+ "1 2695 Prenzlauer Berg close to Mauerpark 2986 Michael \n",
+ "2 3176 Fabulous Flat in great Location 3718 Britta \n",
+ "3 3309 BerlinSpot Schöneberg near KaDeWe 4108 Jana \n",
+ "4 7071 BrightRoom with sunny greenview! 17391 Bright \n",
+ "\n",
+ " neighbourhood_group neighbourhood latitude longitude \\\n",
+ "0 Mitte Brunnenstr. Süd 52.534537 13.402557 \n",
+ "1 Pankow Prenzlauer Berg Nordwest 52.548513 13.404553 \n",
+ "2 Pankow Prenzlauer Berg Südwest 52.534996 13.417579 \n",
+ "3 Tempelhof - Schöneberg Schöneberg-Nord 52.498855 13.349065 \n",
+ "4 Pankow Helmholtzplatz 52.543157 13.415091 \n",
+ "\n",
+ " room_type price minimum_nights number_of_reviews last_review \\\n",
+ "0 Entire home/apt 60 4 118 2018-10-28 \n",
+ "1 Private room 17 2 6 2018-10-01 \n",
+ "2 Entire home/apt 90 62 143 2017-03-20 \n",
+ "3 Private room 26 5 25 2018-08-16 \n",
+ "4 Private room 42 2 197 2018-11-04 \n",
+ "\n",
+ " reviews_per_month calculated_host_listings_count availability_365 \n",
+ "0 3.76 4 141 \n",
+ "1 1.42 1 0 \n",
+ "2 1.25 1 220 \n",
+ "3 0.39 1 297 \n",
+ "4 1.75 1 26 "
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id int64\n",
+ "name object\n",
+ "host_id int64\n",
+ "host_name object\n",
+ "neighbourhood_group object\n",
+ "neighbourhood object\n",
+ "latitude float64\n",
+ "longitude float64\n",
+ "room_type object\n",
+ "price int64\n",
+ "minimum_nights int64\n",
+ "number_of_reviews int64\n",
+ "last_review object\n",
+ "reviews_per_month float64\n",
+ "calculated_host_listings_count int64\n",
+ "availability_365 int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.dtypes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.3 Descriptive Analytics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {
+ "scrolled": false
+ },
+ "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>id</th>\n",
+ " <th>name</th>\n",
+ " <th>host_id</th>\n",
+ " <th>host_name</th>\n",
+ " <th>neighbourhood_group</th>\n",
+ " <th>neighbourhood</th>\n",
+ " <th>latitude</th>\n",
+ " <th>longitude</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>minimum_nights</th>\n",
+ " <th>number_of_reviews</th>\n",
+ " <th>last_review</th>\n",
+ " <th>reviews_per_month</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>2.255200e+04</td>\n",
+ " <td>22493</td>\n",
+ " <td>2.255200e+04</td>\n",
+ " <td>22526</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>18644</td>\n",
+ " <td>18638.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>unique</th>\n",
+ " <td>NaN</td>\n",
+ " <td>21873</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5997</td>\n",
+ " <td>12</td>\n",
+ " <td>136</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1312</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>top</th>\n",
+ " <td>NaN</td>\n",
+ " <td>Berlin Wohnung</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Anna</td>\n",
+ " <td>Friedrichshain-Kreuzberg</td>\n",
+ " <td>Tempelhofer Vorstadt</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Private room</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2018-11-04</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>freq</th>\n",
+ " <td>NaN</td>\n",
+ " <td>14</td>\n",
+ " <td>NaN</td>\n",
+ " <td>216</td>\n",
+ " <td>5497</td>\n",
+ " <td>1325</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>11534</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>618</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>1.571560e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5.403355e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509824</td>\n",
+ " <td>13.406107</td>\n",
+ " <td>NaN</td>\n",
+ " <td>67.143668</td>\n",
+ " <td>7.157059</td>\n",
+ " <td>17.840679</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.135525</td>\n",
+ " <td>1.918233</td>\n",
+ " <td>79.852829</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>8.552069e+06</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5.816290e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.030825</td>\n",
+ " <td>0.057964</td>\n",
+ " <td>NaN</td>\n",
+ " <td>220.266210</td>\n",
+ " <td>40.665073</td>\n",
+ " <td>36.769624</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.507082</td>\n",
+ " <td>3.667257</td>\n",
+ " <td>119.368162</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.015000e+03</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.217000e+03</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.345803</td>\n",
+ " <td>13.103557</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.010000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>8.065954e+06</td>\n",
+ " <td>NaN</td>\n",
+ " <td>9.240002e+06</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.489065</td>\n",
+ " <td>13.375411</td>\n",
+ " <td>NaN</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.180000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.686638e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3.126711e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509079</td>\n",
+ " <td>13.416779</td>\n",
+ " <td>NaN</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.540000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>2.258393e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>8.067518e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.532669</td>\n",
+ " <td>13.439259</td>\n",
+ " <td>NaN</td>\n",
+ " <td>70.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " <td>16.000000</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.500000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>129.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>2.986735e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.245081e+08</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.651670</td>\n",
+ " <td>13.757642</td>\n",
+ " <td>NaN</td>\n",
+ " <td>9000.000000</td>\n",
+ " <td>5000.000000</td>\n",
+ " <td>498.000000</td>\n",
+ " <td>NaN</td>\n",
+ " <td>36.670000</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>365.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id name host_id host_name \\\n",
+ "count 2.255200e+04 22493 2.255200e+04 22526 \n",
+ "unique NaN 21873 NaN 5997 \n",
+ "top NaN Berlin Wohnung NaN Anna \n",
+ "freq NaN 14 NaN 216 \n",
+ "mean 1.571560e+07 NaN 5.403355e+07 NaN \n",
+ "std 8.552069e+06 NaN 5.816290e+07 NaN \n",
+ "min 2.015000e+03 NaN 2.217000e+03 NaN \n",
+ "25% 8.065954e+06 NaN 9.240002e+06 NaN \n",
+ "50% 1.686638e+07 NaN 3.126711e+07 NaN \n",
+ "75% 2.258393e+07 NaN 8.067518e+07 NaN \n",
+ "max 2.986735e+07 NaN 2.245081e+08 NaN \n",
+ "\n",
+ " neighbourhood_group neighbourhood latitude \\\n",
+ "count 22552 22552 22552.000000 \n",
+ "unique 12 136 NaN \n",
+ "top Friedrichshain-Kreuzberg Tempelhofer Vorstadt NaN \n",
+ "freq 5497 1325 NaN \n",
+ "mean NaN NaN 52.509824 \n",
+ "std NaN NaN 0.030825 \n",
+ "min NaN NaN 52.345803 \n",
+ "25% NaN NaN 52.489065 \n",
+ "50% NaN NaN 52.509079 \n",
+ "75% NaN NaN 52.532669 \n",
+ "max NaN NaN 52.651670 \n",
+ "\n",
+ " longitude room_type price minimum_nights \\\n",
+ "count 22552.000000 22552 22552.000000 22552.000000 \n",
+ "unique NaN 3 NaN NaN \n",
+ "top NaN Private room NaN NaN \n",
+ "freq NaN 11534 NaN NaN \n",
+ "mean 13.406107 NaN 67.143668 7.157059 \n",
+ "std 0.057964 NaN 220.266210 40.665073 \n",
+ "min 13.103557 NaN 0.000000 1.000000 \n",
+ "25% 13.375411 NaN 30.000000 2.000000 \n",
+ "50% 13.416779 NaN 45.000000 2.000000 \n",
+ "75% 13.439259 NaN 70.000000 4.000000 \n",
+ "max 13.757642 NaN 9000.000000 5000.000000 \n",
+ "\n",
+ " number_of_reviews last_review reviews_per_month \\\n",
+ "count 22552.000000 18644 18638.000000 \n",
+ "unique NaN 1312 NaN \n",
+ "top NaN 2018-11-04 NaN \n",
+ "freq NaN 618 NaN \n",
+ "mean 17.840679 NaN 1.135525 \n",
+ "std 36.769624 NaN 1.507082 \n",
+ "min 0.000000 NaN 0.010000 \n",
+ "25% 1.000000 NaN 0.180000 \n",
+ "50% 5.000000 NaN 0.540000 \n",
+ "75% 16.000000 NaN 1.500000 \n",
+ "max 498.000000 NaN 36.670000 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "count 22552.000000 22552.000000 \n",
+ "unique NaN NaN \n",
+ "top NaN NaN \n",
+ "freq NaN NaN \n",
+ "mean 1.918233 79.852829 \n",
+ "std 3.667257 119.368162 \n",
+ "min 1.000000 0.000000 \n",
+ "25% 1.000000 0.000000 \n",
+ "50% 1.000000 4.000000 \n",
+ "75% 1.000000 129.000000 \n",
+ "max 45.000000 365.000000 "
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.describe(include='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Exploratory data analysis\n",
+ "\n",
+ "In this chapter, analyses and visualizations of the available data are made."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
+ " self._figure.tight_layout(*args, **kwargs)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.04, 'Comparison of the pairwise relationships (hue = neighbourhood_group)')"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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zz0XW7d69u33yySfbWVlZtm3b9qeffmqnp6fbTz31VJGYc3Jy7N69e9utW7e28/Pzi3yOjh072rt27Sqy/rPPPlsk5tdff91OT0+333vvvSLrPfDAA3Z6ero9c+ZM27Zte8OGDXbr1q3tgQMH2ps3bw6vl52dbV9wwQV2enq6PWPGjPDyUB289NJL4WWWZdlXX321nZ6ebv/www+l7oeD4/z73/9uBwKB8PL58+fbbdq0sXv37m17vV7btg/sixtuuKHMbR4c27Bhw4osGzVqlJ2enm5fc801ts/nCy9/9dVX7fT0dPuhhx4KL3vppZfs9PR0+z//+U+RbSxZssRu27atff755x82hoEDB9rp6en29ddfX+TzPfLII3Z6err97LPPhpcNHTrU7t69u7179+4i23j55Zft9PR0+8knnwwvu+uuu+z09HR72bJltm2Xfizs3LnTzsjIsP/yl7+Ely1dutROT0+3O3XqZA8ZMiS8vLCw0O7QoYN966232rZdvL6zs7PtVq1a2ZdddlmR+BYvXmynp6fbt9xyS3jZ/fffb6enp9uTJ08usu7MmTPt9PR0+7bbbiuz3kLvnZGREW6LIdOmTbPT09PtO+64o0idbt682e7evbvdr1+/8L4Ntb1XX301vN7R1HNJry/pOAwdV++//36Rbb744ot2enq6ffPNN4eXhfbd+eefb+fl5YWXf/LJJ3Z6ero9duzY8LLu3bvbQ4YMsf1+f3jZ9u3b7Xbt2tnDhw8PLwu1o379+hXZ/0uWLLEzMjLss88+O7wsdKw8/PDDxeIfOXKkXVBQEF4+adIkOz093b7rrrts2z66Y6A0/fr1s0877bRiy0N13alTJ3vNmjXh5Tt27LA7duxon3zyyXYwGCz1M4Qc2jby8/Ptnj172qeccoq9devW8HrBYNC+7bbb7PT0dPvbb789bNzH6uDvkmnTpoWX+3w++6yzzrLT09PtjRs3livmgQMH2l27dg3/HTp33X///bZlWeHljz32WDiGkFBdtmrVyp43b154eV5ent2nTx87IyPD3rNnT7HP8Nprr4XXLSgosK+44go7PT3dnj17tm3btp2VlWV37drVPvnkk4u0Ya/Xa19//fV2enq6/frrr4eXl3S+tu2S22DovHrw6w+N76OPPgovDwQC9vDhw+309HR7yZIlRx3f0aybmZlpd+nSxe7Xr5+9ffv28LrLly+327dvX+J54kiNGTPGTk9Ptz/77LMiMVxyySV2enq6PWrUqPDyUDs4+NxztJ/Fto9uvxzpeeRgy5cvL7UtAwAARBLDCQIAgAoR6hFxtE83h4ZQu+uuu4oMMZiWlqZbb71VlmXp/fffL/KaRo0aFek50KVLF0lSXFycLr744vDyJk2aqE6dOiUOnXPmmWcWeVq8SZMmuvzyy5Wdna1vv/1WktSmTRs9/PDDxXpxJSQkqF27dgoGg8rKyipS1qVLF9WtW7fMz2wfNITQwUMa3X777Zo9e3a4t9r//vc/BYNB3XzzzWrcuHF4vcTERN11112SVGxYwZiYGF1xxRXhvw3DCPeO27BhQ5lxffTRR4qLi9Pf//73Ik9+n3zyyRo+fLh2796t7777rsxtlMf1118vl8sV/ju0bw8eAvG9995TUlKSbr311iKvbdu2rU4//XQtXrxYq1evPux7GYahO++8s8jnu/XWW5WQkKD//e9/kiTLsvTXv/5Vjz/+eLEJ7nv27ClJJQ43dqhDj4V69eqpdevWmjt3bnjZ3Llz5XA4NHLkSG3atCnc4+qnn35SYWGhBgwYUOr2bdvWtm3bihzf7du319dff63//Oc/kvb3Jvzoo4/CvaQONnDgQHXp0kVffvmlcnNzD/t5mjVrplatWhVZFjr+7r777iJ12rhxY1188cXasWNHqUPbVVQ9H2zbtm366aef1L17d40YMaJI2Z/+9Ce1aNFCX331VbHhIy+77LJwLzxJ6t+/v6Sibca2be3du7fIfH7169fX559/rsmTJxeL5cILLyyy/9u2bauGDRse8dCef/nLXxQTExP++/LLL1fTpk31xRdfhOekO5JjoDR79+7Vjh071LJly1LXOeOMM3TCCSeE/05LS1P79u2VnZ1d7Nx3JGbOnKm9e/fqmmuuKdILyTRN3X777ZJU7HxfmZo0aaIzzjgj/LfL5Qr3Xgvt+2ON+eOPP1ZcXJxuv/32Ij1hb775ZtWqVavE13Tv3r1Ij9W4uDj17t07vL8P1rRpU1122WXhv2NiYvTXv/5VksLntJkzZyonJ0dXXHFFkTbsdrt17733yuFwlDhE7dE47bTTSlzepEmTIkPgORyO8HdcqC0cTXxHs+6sWbOUm5urK664okjPqFatWhXp9Xq09u7dq++//15dunTRmWeeWSSGO+64o9TXHVpHVbFfjuQ8EtKyZUuZpqklS5Yc03sCAABUNIYTBAAAFSI5OVm7d+9Wdna2UlJSjvh1K1eulGma6ty5c7Gyrl27Sto/l9LBmjVrVuTv0M3n+vXrFxt2x+PxlDjk2KFD2kn7b/6G3m/YsGFq0aKFWrRoIa/Xq19//VXr16/Xhg0btGzZMs2bN0+Sis2rcXCyqTSnn366JkyYoKlTp+qrr75S79691bdvXw0YMKDITe/QPFSHzq8iSZ06dZLT6SxWNw0bNgwPRRgSGlrr0BtWB8vNzdWWLVvUtWvXEhORXbt21dSpU7VixYpShx4rr6ZNmxb5O5TMDM3/kpeXp/Xr16tu3bp6/vnni73+999/lyQtX75cJ510UpnvVbduXbVo0aLIsoSEBLVs2VKLFy9WQUGBYmNjdeqpp0qStm7dqtWrV2vjxo1as2aN5s+fL2l/AuZwSjoW+vXrpxdeeEGrVq1Senq65s6dq9atW6tv37564403NH/+fJ199tn6/vvvZZpmOJlyqMTERJ111ln69NNPdeqpp6pz587q06ePBgwYUORm6Pr165Wfn69AIFBsLjJp/7xNwWBQK1euDLe3o/k8S5culcfj0VtvvVWsbP369ZL275eSknGmaVZIPR8s1B5K+iyh88z69eu1atWqIueAQ4+JktrMJZdcohdeeEHnnXee2rZtG67vjh07ljhM56HnKWn/eXLr1q2H/RyGYRRr96Zpqm3btvr888+1adMmnXjiiUd0DJQmNCfRofMTHu4zhNbPz88v87UlCd0cX7JkSYnHo8PhKHZOO9TXX39dbI6tQyUmJh52yEZJat68eYmvlQ7s+2OJ2ev1atWqVWrXrl2xuSLj4+OVkZERHk70YIer94N17Nix2Pde27Zt5XK5wnGF/l/Sd0mjRo1Uv359rVq1SpZlyTSP/jlXl8tVbGi6o/ksRxPf0awbOk5Cw9IerEuXLpoyZcqRfLxili5dKsuyijwIE9KxY0c5nSXfZjn0HFrZ++VIzyMhbrdbCQkJR/3wAAAAQGUjiQUAACpEkyZNtHv3bm3cuLHMJFZOTo58Pp9SU1Ml7U+eeDyeYokXSeF5aw6dZDw2NrbEbZe0jdKUdMMtlEAK9UqxLEsvvviiXn311XCvgzp16qhz585q0qSJVq9eHe5VFeLxeA773vXq1dN7772nCRMmaMaMGfrss8/02WefyeVy6dxzz9U///lPeTyecBwJCQnFtuFwOJSSklKsbkqqg9AN9kNjPVgoYVTSe4VilvbPm1XRDn5KvCSheti9e3exOcgOdiQ9Q0q70RrqCZSTk6PY2FitXLlSDz/8cPgGs8vl0oknnqgOHTpo/fr1ZdZlSEnHQv/+/fXCCy/oxx9/VMuWLbVgwQJddNFF6tq1qxwOR5EkVocOHcpsS4899pjatWun999/X/Pnz9f8+fM1btw4tWnTRo8++qhat24dTuCuW7fumOuupM+Tk5OjQCBQ7m1XRD0frKw2I5V+HB/abkpqM3/+85/VpEkTvfPOO1qyZIl+++03Pf/882ratKkefPDBYvNPHe64Lkvt2rVLbMsHH6fSkR0DpQlto7TzqVT2+exo983B7/nZZ5+Vus7hjsWvv/5aH374YZnrNGrU6IiSWGWdL0OOJeZQj79DexqGlDYX3dHUe0k9fx0OhzweT/g4D7WL0npK16tXT1u3bpXP5yvXcVvWa47ksxxNfBW1bmm94I7Evn37JJW8X0PfzSU5tJ4qe78c6XnkYLGxseXqZQkAAFCZSGIBAIAK0bdvXy1atEhz5swpsVdVyOTJk/Wf//xHN954o2677TbFx8eroKBAOTk54SfgQ0I34JOTkys83kOTP9KBGzqh95s4caKefvppde/eXX/605/Uvn378M2p66677oiGrytN48aN9eijjyoYDGrJkiX6/vvv9cEHH+i9995TcnKyxo4dG76xtWvXrmI3xWzbVm5urho0aFDuGA528HuVJHRTqzL2xeGEetqdfPLJJfb4ORper7fE5aGbicnJycrNzdXVV1+tnJwc3XHHHerXr59OOOEEOZ1O/fbbb/r444/L/f4dO3ZUcnKyfvzxR3Xq1El5eXnq3r27EhIS1KZNG82fP1/btm3TunXrdNttt5W5LZfLpdGjR2v06NHatm2b5syZo+nTp2v27Nm67rrrNGPGjPB+Pffcc/X444+XO+7SxMXFKT4+PjwE59GojHo+0uP4aHsQSfuTG+eff77OP/987dmzRz/88IO++uorffnll7rhhhs0c+bMo+qFWpaSzk9S0eNUOrJj4OChOg8WuolfUk/Vo1FWkvzQZGGoLU+aNKlY0u9IPfbYY3rsscfK9dryOJaYQ8djacN1hh4eOBaH9swKLcvNzQ0PFXm4dpGdna2YmJgiiZIj2Z8V5WjiO5p1Q73fSkrWhHoilkcoSX6s+7Wy98uRnkcOlpOTc0wJPgAAgMrAnFgAAKBCnHPOOXK5XHrzzTdLvGEk7b+xFprfoXfv3pIUHvZq0aJFxdYPDSl28HA3FWXx4sXFlv3888+SpA4dOkjaP5+Iw+HQ888/r/79+4dvUNu2HZ4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",
+ "text/plain": [
+ "<Figure size 1726.75x1500 with 42 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "features = [\"price\", \"neighbourhood_group\",\"number_of_reviews\", \"reviews_per_month\",\"last_review\",\"minimum_nights\",\"calculated_host_listings_count\",\"availability_365\"]\n",
+ "ax = sns.pairplot(raw_data[features], hue=\"neighbourhood_group\")\n",
+ "ax.fig.suptitle(\"Comparison of the pairwise relationships (hue = neighbourhood_group)\", y=1.04)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
+ " self._figure.tight_layout(*args, **kwargs)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.03, 'Comparison of the pairwise relationships (hue = room_type)')"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1662.62x1500 with 42 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "features = [\"price\",\"number_of_reviews\", \"reviews_per_month\",\"last_review\",\"minimum_nights\",\"calculated_host_listings_count\",\"availability_365\",\"room_type\"]\n",
+ "ay = sns.pairplot(raw_data[features], hue=\"room_type\")\n",
+ "ay.fig.suptitle(\"Comparison of the pairwise relationships (hue = room_type)\", y=1.03)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Viewing: Numeric features and date"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# At the beginning the date is converted into a numerical value, \n",
+ "# then the correlation of the numerical features is considered.\n",
+ "# The correlation with the output feature, the price, is in the center of the consideration."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a temporary DataFrame with date as numeric value.\n",
+ "temp_raw_data = raw_data\n",
+ "temp_raw_data.last_review=pd.to_datetime(temp_raw_data.last_review)\n",
+ "temp_raw_data.last_review=pd.to_numeric(temp_raw_data.last_review)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id int64\n",
+ "name object\n",
+ "host_id int64\n",
+ "host_name object\n",
+ "neighbourhood_group object\n",
+ "neighbourhood object\n",
+ "latitude float64\n",
+ "longitude float64\n",
+ "room_type object\n",
+ "price int64\n",
+ "minimum_nights int64\n",
+ "number_of_reviews int64\n",
+ "last_review int64\n",
+ "reviews_per_month float64\n",
+ "calculated_host_listings_count int64\n",
+ "availability_365 int64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "temp_raw_data.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "temp_raw_data = temp_raw_data.select_dtypes(include=[np.number])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Heatmap')"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 1600x600 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Korrelation: Heatmap\n",
+ "plt.figure(figsize=(16, 6))\n",
+ "heatmap = sns.heatmap(temp_raw_data.corr(), vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+ "heatmap.set_title('Heatmap', fontdict={'fontsize':18}, pad=12)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Feature correlation with the price')"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x1200 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Heatmap with focus on the price\n",
+ "plt.figure(figsize=(8, 12))\n",
+ "heatmap = sns.heatmap(temp_raw_data.corr()[['price']].sort_values(by='price', ascending=False), vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+ "heatmap.set_title('Feature correlation with the price', fontdict={'fontsize':18}, pad=16)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Looking at the numerical features, it is noticeable that there is hardly any correlation with price.\n",
+ "# In the next step, the categorical variables are now examined\n",
+ "# are examined with regard to their correlation with the price."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'host_id', 'host_name', 'neighbourhood_group',\n",
+ " 'neighbourhood', 'latitude', 'longitude', 'room_type', 'price',\n",
+ " 'minimum_nights', 'number_of_reviews', 'last_review',\n",
+ " 'reviews_per_month', 'calculated_host_listings_count',\n",
+ " 'availability_365'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Correlation value between last_review and price -0.046731\n",
+ "Name: last_review, dtype: float64:\n"
+ ]
+ }
+ ],
+ "source": [
+ "temp_test_date = raw_data\n",
+ "temp_test_date.last_review=pd.to_datetime(temp_test_date.last_review)\n",
+ "temp_test_date.last_review=pd.to_numeric(temp_test_date.last_review)\n",
+ "\n",
+ "temp_test_date = temp_test_date.select_dtypes(include=[np.number])\n",
+ "\n",
+ "print(\"Correlation value between last_review and {}:\".format(temp_test_date.corr().iloc[4:5,7]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[<Axes: title={'center': 'id'}>,\n",
+ " <Axes: title={'center': 'host_id'}>,\n",
+ " <Axes: title={'center': 'latitude'}>],\n",
+ " [<Axes: title={'center': 'longitude'}>,\n",
+ " <Axes: title={'center': 'price'}>,\n",
+ " <Axes: title={'center': 'minimum_nights'}>],\n",
+ " [<Axes: title={'center': 'number_of_reviews'}>,\n",
+ " <Axes: title={'center': 'last_review'}>,\n",
+ " <Axes: title={'center': 'reviews_per_month'}>],\n",
+ " [<Axes: title={'center': 'calculated_host_listings_count'}>,\n",
+ " <Axes: title={'center': 'availability_365'}>, <Axes: >]],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 2500x2500 with 12 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "raw_data.hist(figsize=(25,25), bins=100)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Consideration: Categorical variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The consideration of the categorical variables (including longitude and latitude) follows."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Viewing: neighbourhood_group and price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 22552\n",
+ "unique 12\n",
+ "top Friedrichshain-Kreuzberg\n",
+ "freq 5497\n",
+ "Name: neighbourhood_group, dtype: object"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data['neighbourhood_group'].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Mitte', 'Pankow', 'Tempelhof - Schöneberg',\n",
+ " 'Friedrichshain-Kreuzberg', 'Neukölln', 'Charlottenburg-Wilm.',\n",
+ " 'Treptow - Köpenick', 'Steglitz - Zehlendorf', 'Reinickendorf',\n",
+ " 'Lichtenberg', 'Marzahn - Hellersdorf', 'Spandau'], dtype=object)"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data['neighbourhood_group'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "neighbourhood_group\n",
+ "Friedrichshain-Kreuzberg 5497\n",
+ "Mitte 4631\n",
+ "Pankow 3541\n",
+ "Neukölln 3499\n",
+ "Charlottenburg-Wilm. 1592\n",
+ "Tempelhof - Schöneberg 1560\n",
+ "Lichtenberg 688\n",
+ "Treptow - Köpenick 595\n",
+ "Steglitz - Zehlendorf 437\n",
+ "Reinickendorf 247\n",
+ "Marzahn - Hellersdorf 141\n",
+ "Spandau 124\n",
+ "Name: count, dtype: int64"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data['neighbourhood_group'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "raw_data.neighbourhood_group = raw_data.neighbourhood_group.str.replace(\" \", \"\")\n",
+ "raw_data.neighbourhood_group = raw_data.neighbourhood_group.str.replace(\"Charlottenburg-Wilm.\", \"Charlottenburg-Wilmersdorf\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['Mitte', 'Pankow', 'Tempelhof-Schöneberg',\n",
+ " 'Friedrichshain-Kreuzberg', 'Neukölln',\n",
+ " 'Charlottenburg-Wilmersdorf', 'Treptow-Köpenick',\n",
+ " 'Steglitz-Zehlendorf', 'Reinickendorf', 'Lichtenberg',\n",
+ " 'Marzahn-Hellersdorf', 'Spandau'], dtype=object)"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data['neighbourhood_group'].unique()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Viewing: neighbourhood and price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 22552\n",
+ "unique 136\n",
+ "top Tempelhofer Vorstadt\n",
+ "freq 1325\n",
+ "Name: neighbourhood, dtype: object"
+ ]
+ },
+ "execution_count": 78,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.neighbourhood.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "neighbourhood\n",
+ "Adlershof 48.481481\n",
+ "Albrechtstr. 45.205882\n",
+ "Alexanderplatz 93.199817\n",
+ "Allende-Viertel 41.666667\n",
+ "Alt Treptow 53.852071\n",
+ " ... \n",
+ "Wilhelmstadt 44.454545\n",
+ "Zehlendorf Nord 72.363636\n",
+ "Zehlendorf Südwest 88.450000\n",
+ "nördliche Luisenstadt 61.613636\n",
+ "südliche Luisenstadt 59.598756\n",
+ "Name: price, Length: 136, dtype: float64"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Determine the average area per neighborhood\n",
+ "raw_data.groupby('neighbourhood').price.mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Axes: xlabel='price', ylabel='neighbourhood'>"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 1400x10000 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(14,100))\n",
+ "sns.barplot(x=raw_data['price'], y=raw_data['neighbourhood'], palette=sns.color_palette('magma', n_colors=6))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Viewing: room_type and neughborhood_group"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Axes: xlabel='room_type'>"
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "colors = [\"purple\", \"green\", \"lightblue\"]\n",
+ "raw_data.groupby(by=\"room_type\").count().id.plot(kind=\"bar\", color=colors)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "room_type\n",
+ "Entire home/apt 83.348909\n",
+ "Private room 52.479105\n",
+ "Shared room 51.564189\n",
+ "Name: price, dtype: float64"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.groupby('room_type')\n",
+ "raw_data.groupby('room_type').price.mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 2700x900 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(27, 9))\n",
+ "plt.title(\"Accommodation offer in the districts\", fontsize=20)\n",
+ "sns.countplot(x='neighbourhood_group', hue='room_type', data=raw_data, palette=sns.color_palette('magma', n_colors=3))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x=\"room_type\", y=\"price\", data=raw_data)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\606403850.py:3: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n",
+ " heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Entire home/apt\"][['latitude', 'longitude']].values, radius=15))\n"
+ ]
+ },
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+ " {"blur": 15, "maxZoom": 18, "minOpacity": 0.5, "radius": 15}\n",
+ " );\n",
+ " \n",
+ " \n",
+ " heat_map_2f2662cb7e8f7868d306dbc2984f9c09.addTo(map_4f8172bb4e5aa344b5d8884c571f9c85);\n",
+ " \n",
+ "</script>\n",
+ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+ ],
+ "text/plain": [
+ "<folium.folium.Map at 0x228848d6a10>"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Heatmap: Entire home/apt\n",
+ "heatmap = fm.Map(location=[berlin_lat, berlin_long], zoom_start=11)\n",
+ "heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Entire home/apt\"][['latitude', 'longitude']].values, radius=15))\n",
+ "heatmap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\3755830379.py:3: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n",
+ " heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Private room\"][['latitude', 'longitude']].values, radius=15))\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
+ "<html>\n",
+ "<head>\n",
+ " \n",
+ " <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
+ " \n",
+ " <script>\n",
+ " L_NO_TOUCH = false;\n",
+ " L_DISABLE_3D = false;\n",
+ " </script>\n",
+ " \n",
+ " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
+ " <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
+ " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n",
+ " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n",
+ " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n",
+ " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n",
+ " <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n",
+ " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
+ " \n",
+ " <meta name="viewport" content="width=device-width,\n",
+ " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
+ " <style>\n",
+ " #map_b16476e982aa7fcf13710f63a724e5ee {\n",
+ " position: relative;\n",
+ " width: 100.0%;\n",
+ " height: 100.0%;\n",
+ " left: 0.0%;\n",
+ " top: 0.0%;\n",
+ " }\n",
+ " .leaflet-container { font-size: 1rem; }\n",
+ " </style>\n",
+ " \n",
+ " <script src="https://cdn.jsdelivr.net/gh/python-visualization/folium@main/folium/templates/leaflet_heat.min.js"></script>\n",
+ "</head>\n",
+ "<body>\n",
+ " \n",
+ " \n",
+ " <div class="folium-map" id="map_b16476e982aa7fcf13710f63a724e5ee" ></div>\n",
+ " \n",
+ "</body>\n",
+ "<script>\n",
+ " \n",
+ " \n",
+ " var map_b16476e982aa7fcf13710f63a724e5ee = L.map(\n",
+ " "map_b16476e982aa7fcf13710f63a724e5ee",\n",
+ " {\n",
+ " center: [52.5098236686848, 13.406107003036857],\n",
+ " crs: L.CRS.EPSG3857,\n",
+ " zoom: 11,\n",
+ " zoomControl: true,\n",
+ " preferCanvas: false,\n",
+ " }\n",
+ " );\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " var tile_layer_e0a1b38090c11bb49e3fcbd300716098 = L.tileLayer(\n",
+ " "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
+ " {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
+ " );\n",
+ " \n",
+ " \n",
+ " tile_layer_e0a1b38090c11bb49e3fcbd300716098.addTo(map_b16476e982aa7fcf13710f63a724e5ee);\n",
+ " \n",
+ " \n",
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+ " {"blur": 15, "maxZoom": 18, "minOpacity": 0.5, "radius": 15}\n",
+ " );\n",
+ " \n",
+ " \n",
+ " heat_map_11f8d5f5f92cd6a185e6409e9c017883.addTo(map_b16476e982aa7fcf13710f63a724e5ee);\n",
+ " \n",
+ "</script>\n",
+ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+ ],
+ "text/plain": [
+ "<folium.folium.Map at 0x22883a83a90>"
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Heatmap: Private Room\n",
+ "heatmap = fm.Map(location=[berlin_lat, berlin_long], zoom_start=11)\n",
+ "heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Private room\"][['latitude', 'longitude']].values, radius=15))\n",
+ "heatmap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\2793628682.py:3: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n",
+ " heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Shared room\"][['latitude', 'longitude']].values, radius=15))\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
+ "<html>\n",
+ "<head>\n",
+ " \n",
+ " <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
+ " \n",
+ " <script>\n",
+ " L_NO_TOUCH = false;\n",
+ " L_DISABLE_3D = false;\n",
+ " </script>\n",
+ " \n",
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+ " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
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+ " <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n",
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+ " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
+ " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
+ " \n",
+ " <meta name="viewport" content="width=device-width,\n",
+ " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
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+ " left: 0.0%;\n",
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+ " .leaflet-container { font-size: 1rem; }\n",
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+ " \n",
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+ "</head>\n",
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+ " \n",
+ " <div class="folium-map" id="map_fa017c781b43b722ce4b8f715852a388" ></div>\n",
+ " \n",
+ "</body>\n",
+ "<script>\n",
+ " \n",
+ " \n",
+ " var map_fa017c781b43b722ce4b8f715852a388 = L.map(\n",
+ " "map_fa017c781b43b722ce4b8f715852a388",\n",
+ " {\n",
+ " center: [52.5098236686848, 13.406107003036857],\n",
+ " crs: L.CRS.EPSG3857,\n",
+ " zoom: 11,\n",
+ " zoomControl: true,\n",
+ " preferCanvas: false,\n",
+ " }\n",
+ " );\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " var tile_layer_1e368bf3af872a9b4ebf065b5ca8c8a7 = L.tileLayer(\n",
+ " "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
+ " {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
+ " );\n",
+ " \n",
+ " \n",
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[52.48414864063589, 13.443054873104169], [52.496454856788205, 13.363889449272817], [52.526986452889496, 13.41146077762103], [52.5105227345508, 13.46620829362739], [52.500846138662055, 13.303199067126844], [52.50060687176308, 13.314358180693104], [52.52540594669727, 13.40912096237251], [52.49309835768199, 13.3399908276334], [52.56772644752287, 13.345080084832947], [52.5051637923305, 13.479844908874943], [52.51740498514391, 13.424603450976532], [52.51651794328426, 13.424574238045814], [52.50443419838072, 13.263302386284996], [52.50580946027353, 13.278734954348158], [52.552566401779245, 13.37886838702694], [52.48052359236703, 13.346458832074282], [52.47188083691442, 13.450485645151144], [52.50244788876487, 13.438428397272652], [52.54841051738578, 13.464911696463403], [52.5169546461554, 13.45801228669072], [52.55960811875128, 13.373399193827376], [52.55411364602849, 13.404773008212064], [52.477511597639456, 13.424231852265462], [52.5077713140191, 13.471895581396536], [52.53149832674071, 13.341719416305327], [52.5327655052043, 13.196805452766386], [52.52629496349777, 13.393278173668666], [52.552561586855965, 13.379424236264567], [52.517388535324585, 13.4246294007448], [52.48893378391234, 13.390269234620026], [52.55101117095676, 13.35671625755571], [52.486092854056885, 13.304619704877124], [52.48715260998605, 13.428842424945946], [52.48353944863624, 13.437284387796518], [52.49331752114705, 13.420224534030792], [52.53904300579784, 13.446491038617472], [52.50420826408709, 13.315998452944546], [52.531756976123305, 13.421130349076902], [52.44685006940426, 13.506403904901486], [52.46323078017155, 13.438929626438505], [52.48726980840424, 13.387608500443523], [52.535497357295306, 13.199701832906722], [52.484619251669706, 13.501786424591389], [52.55288110636264, 13.373177299374936], [52.53270243911892, 13.400916853127455], [52.50417050822897, 13.306991945360496], [52.4812925231929, 13.36105608371318], [52.46060393888322, 13.433023622104876], [52.49386322440812, 13.42135561515741], [52.50725936020493, 13.309599619710868], [52.52497491312733, 13.413070443552511], [52.494949504307634, 13.382765782607065], [52.509220446776055, 13.459692171506555], [52.49655793691694, 13.380968997025397], [52.53076873223575, 13.34214070471578], [52.51357137987163, 13.47675211445371], [52.50458958773211, 13.383714517065696], [52.497760785801454, 13.5104260196515], [52.57348600676345, 13.35768161655266], [52.49360926972163, 13.35521118282849], [52.53463586081182, 13.488101380928788], [52.445791579482886, 13.4522501610391], [52.53264851277626, 13.41488843599516], [52.497698924955166, 13.340951262203353], [52.52759702560212, 13.385186889936866], [52.53597282529055, 13.397571401034304], [52.537566170015005, 13.397616231468351], [52.51752698018745, 13.424919590934548], [52.51604680670848, 13.424887259315586], [52.51713357486295, 13.425883634864144], [52.542244023025376, 13.416250473124304], [52.53708555630815, 13.397676346543118], [52.53649491652117, 13.395765177355155], [52.51593958364752, 13.424271491802829], [52.51590110408884, 13.424526944665889], [52.46951697278576, 13.44253932559493], [52.49621090406982, 13.341738048973651]],\n",
+ " {"blur": 15, "maxZoom": 18, "minOpacity": 0.5, "radius": 15}\n",
+ " );\n",
+ " \n",
+ " \n",
+ " heat_map_31ccc2f0668e5189fcc63de68d7b69db.addTo(map_fa017c781b43b722ce4b8f715852a388);\n",
+ " \n",
+ "</script>\n",
+ "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+ ],
+ "text/plain": [
+ "<folium.folium.Map at 0x22883abf250>"
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Heatmap: Shared Room\n",
+ "heatmap = fm.Map(location=[berlin_lat, berlin_long], zoom_start=11)\n",
+ "heatmap.add_children(fm.plugins.HeatMap(raw_data[raw_data.room_type == \"Shared room\"][['latitude', 'longitude']].values, radius=15))\n",
+ "heatmap"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.4 Data Cleaning\n",
+ "\n",
+ "The first read errors should be corrected here, before the actual data preparation."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Missing Values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 59\n",
+ "host_id 0\n",
+ "host_name 26\n",
+ "neighbourhood_group 0\n",
+ "neighbourhood 0\n",
+ "latitude 0\n",
+ "longitude 0\n",
+ "room_type 0\n",
+ "price 0\n",
+ "minimum_nights 0\n",
+ "number_of_reviews 0\n",
+ "last_review 0\n",
+ "reviews_per_month 3914\n",
+ "calculated_host_listings_count 0\n",
+ "availability_365 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "host_id 0\n",
+ "neighbourhood_group 0\n",
+ "neighbourhood 0\n",
+ "latitude 0\n",
+ "longitude 0\n",
+ "room_type 0\n",
+ "price 0\n",
+ "minimum_nights 0\n",
+ "number_of_reviews 0\n",
+ "calculated_host_listings_count 0\n",
+ "availability_365 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# It turned out that the features which contain zero values are relevant for the modeling.\n",
+ "# Therefore, not the corresponding rows but the corresponding columns were removed here.\n",
+ "data_no_mv = raw_data.drop(['host_name','name','last_review','reviews_per_month'], axis=1)\n",
+ "data_no_mv.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(22552, 12)"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# format of the DataFrame\n",
+ "data_no_mv.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "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>id</th>\n",
+ " <th>host_id</th>\n",
+ " <th>neighbourhood_group</th>\n",
+ " <th>neighbourhood</th>\n",
+ " <th>latitude</th>\n",
+ " <th>longitude</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>minimum_nights</th>\n",
+ " <th>number_of_reviews</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>2.255200e+04</td>\n",
+ " <td>2.255200e+04</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " <td>22552.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>unique</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>12</td>\n",
+ " <td>136</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>top</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Friedrichshain-Kreuzberg</td>\n",
+ " <td>Tempelhofer Vorstadt</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Private room</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>freq</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5497</td>\n",
+ " <td>1325</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>11534</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>1.571560e+07</td>\n",
+ " <td>5.403355e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509824</td>\n",
+ " <td>13.406107</td>\n",
+ " <td>NaN</td>\n",
+ " <td>67.143668</td>\n",
+ " <td>7.157059</td>\n",
+ " <td>17.840679</td>\n",
+ " <td>1.918233</td>\n",
+ " <td>79.852829</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>8.552069e+06</td>\n",
+ " <td>5.816290e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.030825</td>\n",
+ " <td>0.057964</td>\n",
+ " <td>NaN</td>\n",
+ " <td>220.266210</td>\n",
+ " <td>40.665073</td>\n",
+ " <td>36.769624</td>\n",
+ " <td>3.667257</td>\n",
+ " <td>119.368162</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.015000e+03</td>\n",
+ " <td>2.217000e+03</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.345803</td>\n",
+ " <td>13.103557</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>8.065954e+06</td>\n",
+ " <td>9.240002e+06</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.489065</td>\n",
+ " <td>13.375411</td>\n",
+ " <td>NaN</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.686638e+07</td>\n",
+ " <td>3.126711e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509079</td>\n",
+ " <td>13.416779</td>\n",
+ " <td>NaN</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>2.258393e+07</td>\n",
+ " <td>8.067518e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.532669</td>\n",
+ " <td>13.439259</td>\n",
+ " <td>NaN</td>\n",
+ " <td>70.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " <td>16.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>129.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>2.986735e+07</td>\n",
+ " <td>2.245081e+08</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.651670</td>\n",
+ " <td>13.757642</td>\n",
+ " <td>NaN</td>\n",
+ " <td>9000.000000</td>\n",
+ " <td>5000.000000</td>\n",
+ " <td>498.000000</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>365.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id host_id neighbourhood_group \\\n",
+ "count 2.255200e+04 2.255200e+04 22552 \n",
+ "unique NaN NaN 12 \n",
+ "top NaN NaN Friedrichshain-Kreuzberg \n",
+ "freq NaN NaN 5497 \n",
+ "mean 1.571560e+07 5.403355e+07 NaN \n",
+ "std 8.552069e+06 5.816290e+07 NaN \n",
+ "min 2.015000e+03 2.217000e+03 NaN \n",
+ "25% 8.065954e+06 9.240002e+06 NaN \n",
+ "50% 1.686638e+07 3.126711e+07 NaN \n",
+ "75% 2.258393e+07 8.067518e+07 NaN \n",
+ "max 2.986735e+07 2.245081e+08 NaN \n",
+ "\n",
+ " neighbourhood latitude longitude room_type \\\n",
+ "count 22552 22552.000000 22552.000000 22552 \n",
+ "unique 136 NaN NaN 3 \n",
+ "top Tempelhofer Vorstadt NaN NaN Private room \n",
+ "freq 1325 NaN NaN 11534 \n",
+ "mean NaN 52.509824 13.406107 NaN \n",
+ "std NaN 0.030825 0.057964 NaN \n",
+ "min NaN 52.345803 13.103557 NaN \n",
+ "25% NaN 52.489065 13.375411 NaN \n",
+ "50% NaN 52.509079 13.416779 NaN \n",
+ "75% NaN 52.532669 13.439259 NaN \n",
+ "max NaN 52.651670 13.757642 NaN \n",
+ "\n",
+ " price minimum_nights number_of_reviews \\\n",
+ "count 22552.000000 22552.000000 22552.000000 \n",
+ "unique NaN NaN NaN \n",
+ "top NaN NaN NaN \n",
+ "freq NaN NaN NaN \n",
+ "mean 67.143668 7.157059 17.840679 \n",
+ "std 220.266210 40.665073 36.769624 \n",
+ "min 0.000000 1.000000 0.000000 \n",
+ "25% 30.000000 2.000000 1.000000 \n",
+ "50% 45.000000 2.000000 5.000000 \n",
+ "75% 70.000000 4.000000 16.000000 \n",
+ "max 9000.000000 5000.000000 498.000000 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "count 22552.000000 22552.000000 \n",
+ "unique NaN NaN \n",
+ "top NaN NaN \n",
+ "freq NaN NaN \n",
+ "mean 1.918233 79.852829 \n",
+ "std 3.667257 119.368162 \n",
+ "min 1.000000 0.000000 \n",
+ "25% 1.000000 0.000000 \n",
+ "50% 1.000000 4.000000 \n",
+ "75% 1.000000 129.000000 \n",
+ "max 45.000000 365.000000 "
+ ]
+ },
+ "execution_count": 93,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_no_mv.describe(include ='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### check duplicates"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "host_id 0\n",
+ "neighbourhood_group 0\n",
+ "neighbourhood 0\n",
+ "latitude 0.0\n",
+ "longitude 0.0\n",
+ "room_type 0\n",
+ "price 0\n",
+ "minimum_nights 0\n",
+ "number_of_reviews 0\n",
+ "calculated_host_listings_count 0\n",
+ "availability_365 0\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 94,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "## the dataset has no duplicates.\n",
+ "data_no_mv[data_no_mv.duplicated()].sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Wrong values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## A minimum overnight stay of more than 13 years is to be considered erroneous.\n",
+ "## The corresponding lines will be deleted."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "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",
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+ " text-align: right;\n",
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+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id</th>\n",
+ " <th>host_id</th>\n",
+ " <th>latitude</th>\n",
+ " <th>longitude</th>\n",
+ " <th>price</th>\n",
+ " <th>minimum_nights</th>\n",
+ " <th>number_of_reviews</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>2.255100e+04</td>\n",
+ " <td>2.255100e+04</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " <td>22551.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>1.571595e+07</td>\n",
+ " <td>5.403410e+07</td>\n",
+ " <td>52.509823</td>\n",
+ " <td>13.406110</td>\n",
+ " <td>67.135338</td>\n",
+ " <td>6.935657</td>\n",
+ " <td>17.841293</td>\n",
+ " <td>1.918230</td>\n",
+ " <td>79.840495</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>8.552100e+06</td>\n",
+ " <td>5.816413e+07</td>\n",
+ " <td>0.030826</td>\n",
+ " <td>0.057963</td>\n",
+ " <td>220.267542</td>\n",
+ " <td>23.413599</td>\n",
+ " <td>36.770324</td>\n",
+ " <td>3.667338</td>\n",
+ " <td>119.356437</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.015000e+03</td>\n",
+ " <td>2.217000e+03</td>\n",
+ " <td>52.345803</td>\n",
+ " <td>13.103557</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>8.066394e+06</td>\n",
+ " <td>9.239060e+06</td>\n",
+ " <td>52.489065</td>\n",
+ " <td>13.375413</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.686665e+07</td>\n",
+ " <td>3.126622e+07</td>\n",
+ " <td>52.509078</td>\n",
+ " <td>13.416780</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>2.258403e+07</td>\n",
+ " <td>8.067518e+07</td>\n",
+ " <td>52.532669</td>\n",
+ " <td>13.439259</td>\n",
+ " <td>70.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " <td>16.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>129.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>2.986735e+07</td>\n",
+ " <td>2.245081e+08</td>\n",
+ " <td>52.651670</td>\n",
+ " <td>13.757642</td>\n",
+ " <td>9000.000000</td>\n",
+ " <td>1000.000000</td>\n",
+ " <td>498.000000</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>365.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id host_id latitude longitude price \\\n",
+ "count 2.255100e+04 2.255100e+04 22551.000000 22551.000000 22551.000000 \n",
+ "mean 1.571595e+07 5.403410e+07 52.509823 13.406110 67.135338 \n",
+ "std 8.552100e+06 5.816413e+07 0.030826 0.057963 220.267542 \n",
+ "min 2.015000e+03 2.217000e+03 52.345803 13.103557 0.000000 \n",
+ "25% 8.066394e+06 9.239060e+06 52.489065 13.375413 30.000000 \n",
+ "50% 1.686665e+07 3.126622e+07 52.509078 13.416780 45.000000 \n",
+ "75% 2.258403e+07 8.067518e+07 52.532669 13.439259 70.000000 \n",
+ "max 2.986735e+07 2.245081e+08 52.651670 13.757642 9000.000000 \n",
+ "\n",
+ " minimum_nights number_of_reviews calculated_host_listings_count \\\n",
+ "count 22551.000000 22551.000000 22551.000000 \n",
+ "mean 6.935657 17.841293 1.918230 \n",
+ "std 23.413599 36.770324 3.667338 \n",
+ "min 1.000000 0.000000 1.000000 \n",
+ "25% 2.000000 1.000000 1.000000 \n",
+ "50% 2.000000 5.000000 1.000000 \n",
+ "75% 4.000000 16.000000 1.000000 \n",
+ "max 1000.000000 498.000000 45.000000 \n",
+ "\n",
+ " availability_365 \n",
+ "count 22551.000000 \n",
+ "mean 79.840495 \n",
+ "std 119.356437 \n",
+ "min 0.000000 \n",
+ "25% 0.000000 \n",
+ "50% 4.000000 \n",
+ "75% 129.000000 \n",
+ "max 365.000000 "
+ ]
+ },
+ "execution_count": 96,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_no_mv.drop(data_no_mv.loc[data_no_mv['minimum_nights']>=5000].index, inplace=True)\n",
+ "data_no_mv.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## An overnight rate of 0 Euro or 1 Euro is to be considered as incorrect.\n",
+ "## The corresponding lines will be deleted."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
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+ " <th>id</th>\n",
+ " <th>host_id</th>\n",
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+ " <th>availability_365</th>\n",
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+ " </thead>\n",
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+ " <tr>\n",
+ " <th>count</th>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Private room</td>\n",
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+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>freq</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5493</td>\n",
+ " <td>1324</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>1.571401e+07</td>\n",
+ " <td>5.403000e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509825</td>\n",
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+ " <td>1.917443</td>\n",
+ " <td>79.840786</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>8.553230e+06</td>\n",
+ " <td>5.816590e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.030825</td>\n",
+ " <td>0.057964</td>\n",
+ " <td>NaN</td>\n",
+ " <td>220.307438</td>\n",
+ " <td>23.418064</td>\n",
+ " <td>36.772123</td>\n",
+ " <td>3.666631</td>\n",
+ " <td>119.356156</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.015000e+03</td>\n",
+ " <td>2.217000e+03</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.345803</td>\n",
+ " <td>13.103557</td>\n",
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+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
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+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>8.065068e+06</td>\n",
+ " <td>9.236164e+06</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
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+ " <td>13.375412</td>\n",
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+ " <td>30.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.686508e+07</td>\n",
+ " <td>3.126015e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.509071</td>\n",
+ " <td>13.416779</td>\n",
+ " <td>NaN</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>2.258574e+07</td>\n",
+ " <td>8.064741e+07</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>52.532670</td>\n",
+ " <td>13.439256</td>\n",
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+ " <td>2.986735e+07</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>365.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id host_id neighbourhood_group \\\n",
+ "count 2.254200e+04 2.254200e+04 22542 \n",
+ "unique NaN NaN 12 \n",
+ "top NaN NaN Friedrichshain-Kreuzberg \n",
+ "freq NaN NaN 5493 \n",
+ "mean 1.571401e+07 5.403000e+07 NaN \n",
+ "std 8.553230e+06 5.816590e+07 NaN \n",
+ "min 2.015000e+03 2.217000e+03 NaN \n",
+ "25% 8.065068e+06 9.236164e+06 NaN \n",
+ "50% 1.686508e+07 3.126015e+07 NaN \n",
+ "75% 2.258574e+07 8.064741e+07 NaN \n",
+ "max 2.986735e+07 2.245081e+08 NaN \n",
+ "\n",
+ " neighbourhood latitude longitude room_type \\\n",
+ "count 22542 22542.000000 22542.000000 22542 \n",
+ "unique 136 NaN NaN 3 \n",
+ "top Tempelhofer Vorstadt NaN NaN Private room \n",
+ "freq 1324 NaN NaN 11528 \n",
+ "mean NaN 52.509825 13.406102 NaN \n",
+ "std NaN 0.030825 0.057964 NaN \n",
+ "min NaN 52.345803 13.103557 NaN \n",
+ "25% NaN 52.489064 13.375412 NaN \n",
+ "50% NaN 52.509071 13.416779 NaN \n",
+ "75% NaN 52.532670 13.439256 NaN \n",
+ "max NaN 52.651670 13.757642 NaN \n",
+ "\n",
+ " price minimum_nights number_of_reviews \\\n",
+ "count 22542.000000 22542.000000 22542.000000 \n",
+ "unique NaN NaN NaN \n",
+ "top NaN NaN NaN \n",
+ "freq NaN NaN NaN \n",
+ "mean 67.162097 6.937583 17.839899 \n",
+ "std 220.307438 23.418064 36.772123 \n",
+ "min 8.000000 1.000000 0.000000 \n",
+ "25% 30.000000 2.000000 1.000000 \n",
+ "50% 45.000000 2.000000 5.000000 \n",
+ "75% 70.000000 4.000000 16.000000 \n",
+ "max 9000.000000 1000.000000 498.000000 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "count 22542.000000 22542.000000 \n",
+ "unique NaN NaN \n",
+ "top NaN NaN \n",
+ "freq NaN NaN \n",
+ "mean 1.917443 79.840786 \n",
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+ "50% 1.000000 4.000000 \n",
+ "75% 1.000000 129.000000 \n",
+ "max 45.000000 365.000000 "
+ ]
+ },
+ "execution_count": 98,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_no_mv = data_no_mv[data_no_mv.price > 1]\n",
+ "data_no_mv.describe(include ='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Implementation: Iterative feature selection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
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+ " .dataframe tbody tr th {\n",
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+ " }\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>id</th>\n",
+ " <th>host_id</th>\n",
+ " <th>neighbourhood_group</th>\n",
+ " <th>neighbourhood</th>\n",
+ " <th>latitude</th>\n",
+ " <th>longitude</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>minimum_nights</th>\n",
+ " <th>number_of_reviews</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2015</td>\n",
+ " <td>2217</td>\n",
+ " <td>Mitte</td>\n",
+ " <td>Brunnenstr. Süd</td>\n",
+ " <td>52.534537</td>\n",
+ " <td>13.402557</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>118</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2695</td>\n",
+ " <td>2986</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Prenzlauer Berg Nordwest</td>\n",
+ " <td>52.548513</td>\n",
+ " <td>13.404553</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>2</td>\n",
+ " <td>6</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3176</td>\n",
+ " <td>3718</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Prenzlauer Berg Südwest</td>\n",
+ " <td>52.534996</td>\n",
+ " <td>13.417579</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>62</td>\n",
+ " <td>143</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3309</td>\n",
+ " <td>4108</td>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Schöneberg-Nord</td>\n",
+ " <td>52.498855</td>\n",
+ " <td>13.349065</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>5</td>\n",
+ " <td>25</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>7071</td>\n",
+ " <td>17391</td>\n",
+ " <td>Pankow</td>\n",
+ " <td>Helmholtzplatz</td>\n",
+ " <td>52.543157</td>\n",
+ " <td>13.415091</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>2</td>\n",
+ " <td>197</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id host_id neighbourhood_group neighbourhood latitude \\\n",
+ "0 2015 2217 Mitte Brunnenstr. Süd 52.534537 \n",
+ "1 2695 2986 Pankow Prenzlauer Berg Nordwest 52.548513 \n",
+ "2 3176 3718 Pankow Prenzlauer Berg Südwest 52.534996 \n",
+ "3 3309 4108 Tempelhof-Schöneberg Schöneberg-Nord 52.498855 \n",
+ "4 7071 17391 Pankow Helmholtzplatz 52.543157 \n",
+ "\n",
+ " longitude room_type price minimum_nights number_of_reviews \\\n",
+ "0 13.402557 Entire home/apt 60 4 118 \n",
+ "1 13.404553 Private room 17 2 6 \n",
+ "2 13.417579 Entire home/apt 90 62 143 \n",
+ "3 13.349065 Private room 26 5 25 \n",
+ "4 13.415091 Private room 42 2 197 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 4 141 \n",
+ "1 1 0 \n",
+ "2 1 220 \n",
+ "3 1 297 \n",
+ "4 1 26 "
+ ]
+ },
+ "execution_count": 99,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_no_mv.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Important!!! Intermediate result. \n",
+ "# This dataset data_feature_selection will be used later for the Randomn Forest classification.\n",
+ "data_feature_auswahl = data_no_mv.drop(['id','host_id','latitude', 'longitude','number_of_reviews','neighbourhood','minimum_nights'],axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "0 Mitte Entire home/apt 60 \n",
+ "1 Pankow Private room 17 \n",
+ "2 Pankow Entire home/apt 90 \n",
+ "3 Tempelhof-Schöneberg Private room 26 \n",
+ "4 Pankow Private room 42 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 4 141 \n",
+ "1 1 0 \n",
+ "2 1 220 \n",
+ "3 1 297 \n",
+ "4 1 26 "
+ ]
+ },
+ "execution_count": 101,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_feature_auswahl.head()"
+ ]
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {},
+ "source": [
+ "## Distribution"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Outlier "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Unproblematic to cut off at the 99% quantile, stretchable to the 95% quantiel. \n",
+ "# Procedure: Calculate quantile boundary, clean data set."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# It is particularly important that the target variable is normally distributed,\n",
+ "# which is why a best possible adjustment of the target variable is carried out."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\3555507248.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_feature_auswahl['price'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Preisverteilung')"
+ ]
+ },
+ "execution_count": 104,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(data_feature_auswahl['price'])\n",
+ "plt.title(\"Preisverteilung\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\2615333372.py:4: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_1['price'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Preisverteilung (99%)')"
+ ]
+ },
+ "execution_count": 105,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# At the beginning: truncation at the 99% quantile.\n",
+ "q = data_feature_auswahl['price'].quantile(0.99)\n",
+ "data_1 = data_feature_auswahl[data_feature_auswahl['price']<q]\n",
+ "sns.distplot(data_1['price'])\n",
+ "plt.title(\"Preisverteilung (99%)\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "qqplot(data_1['price'], line='s')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\759821124.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_2['price'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Preisverteilung (95%)')"
+ ]
+ },
+ "execution_count": 107,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "## Truncation at the 99% quantile does not yet correspond to the normal distribution\n",
+ "## Truncation at the 95% quantile to approach the normal distribution\n",
+ "q = data_feature_auswahl['price'].quantile(0.95)\n",
+ "data_2 = data_feature_auswahl[data_feature_auswahl['price']<q]\n",
+ "sns.distplot(data_2['price'])\n",
+ "plt.title(\"Preisverteilung (95%)\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "qqplot(data_2['price'], line='s')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = sns.boxplot(x=data_2[\"price\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### calculated_host_listings_count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\3172164760.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_2['calculated_host_listings_count'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Verteilung der host listings')"
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(data_2['calculated_host_listings_count'])\n",
+ "plt.title(\"Verteilung der host listings\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\3288598478.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_3['calculated_host_listings_count'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Preisverteilung')"
+ ]
+ },
+ "execution_count": 111,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Unproblematic truncation at 99% quantile, extensible up to 95% quantile \n",
+ "# Truncation at the 99% quantile does not yet correspond to the normal distribution\n",
+ "q = data_2['calculated_host_listings_count'].quantile(0.97)\n",
+ "data_3 = data_2[data_2['calculated_host_listings_count']<q]\n",
+ "sns.distplot(data_3['calculated_host_listings_count'])\n",
+ "plt.title(\"Preisverteilung\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "qqplot(data_3['calculated_host_listings_count'], line='s')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### availability_365"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\826353895.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_3['availability_365'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Verteilung: Unterkunftverfügbarkeit')"
+ ]
+ },
+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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9997Ltddei8fjYdGiRXz22WeMHDnymPuOi4tj//79vPfee7Rs2ZLu3buTkZHBnXfeyZ133knTpk35/PPPmTNnDl26dKk0ZHW0+kZGRvLII49w9913U1xczNy5c4mPjz+h446JiWH48OHMnj2byMhIMjMz2bBhA//973+BX9+8XS4XW7duJSUl5Zhh5s9//jO33nort956KwMHDvT1MqxcuZKPP/74pM7giYuLY+vWrWzYsIG2bdsyZMgQli9fzpAhQxg2bBgJCQmsXr2aF154gbFjx57QvseOHcv777/PhAkTeOaZZ6hTpw7t27fnueeeo3HjxiQkJPDss89SWlpKVFTUCde9qmPZsmUL69evp1WrVr5hnP79+/O3v/2t0tychIQEhg8fzuOPP86hQ4e4+OKLyc3N5fHHH8cwDFJTU0/o8avzusnIyODSSy9l3Lhx7N+/n3PPPZeXXnqJnJycSsNwXq+X22+/nT/+8Y8UFBQwc+ZMmjdv7pvz1LZtW1auXEnr1q1JSUlhy5YtzJ8/H8MwTmhulWEYTJ48mQEDBvDoo4/y17/+lQEDBvDcc88xdOhQ/vjHP1K/fn0++ugjFixYwKBBgwgLC6u0n9jYWKB8vlHTpk19E68ldKlnSOQIhmEwYMAAfvjhBwYMGFDpE3yXLl1YuHAhe/fuJSsriwceeACr1cozzzxz3DN1BgwYQIMGDbjrrrtYtmwZFouFp59+mj59+jB//nxuu+02lixZwpAhQ5g1a1a16hsbG8vs2bPxer3cddddPP7444wcOZI2bdqc8LHfcccd/OlPf2LZsmXccccdbNq0yXdmWUUAyMvL4//+7/+OO7zRvn17lixZQlJSEtOmTWPIkCFMmjSJsrIy/v3vf5/Q6d0Vhg0bxv79+7ntttv48ssvSU5OZsmSJTRo0IBJkybxxz/+kc8//5y//vWvDBky5IT2nZSUxOjRo/noo498Zx898sgjtGnThvHjxzNmzBhatmzJ4MGDT7jeVRk4cCBhYWGMGDHC10MCcM0112CxWLjssssqzXO5++67GTNmDGvWrGHEiBFMnz6dDh068Nxzz/ne3Kuruq+bWbNm0aNHD2bOnMmf//xn7HY7N910U6VAePnll5ORkcH999/PlClTyMzM5F//+pdvHt0jjzxCWloaDz/8MHfddRdr165l8uTJdOnShU2bNp1Q3Vu0aMGtt97KSy+9xPr164mKiuL555+nQ4cOTJ8+nREjRvDmm29y7733HjUUx8TEMHToUNauXcvw4cOPeSseCQ2GqTvViYQ8t9vNqlWruPjii6lfv75v+fPPP8/UqVPJzs72zVuR0PDTTz/x6aef0rNnT7/J7VlZWezatYtXX301gLUTqVkaJhMRbDYbCxYs4F//+hcjR44kISGBnJwcHn/8cfr3768gFIIsFgtjxoyhZ8+eXHfddVitVt5//33efPNN3dNLzjrqGRIRoPyido899hjZ2dkUFRVx7rnncu2113LHHXdUOe9Czn4ff/wxTzzxBNu2bcPtdtO0aVOGDh16UtefEglmCkMiIiIS0gI+gdrr9TJ79my6du1KWloaw4YNY+fOnUctX1BQwL333ktGRgYZGRmMHz++0rU/Vq5cSZ8+fUhLS+Oaa66pdDl2ERERkQoBD0Pz5s1jyZIlTJ06laVLl2IYBiNGjDjq7P6KyXuLFy9m9uzZrFu3zu+uzuvXr2fMmDHccsstrFq1ioEDB/LQQw/xzjvvnKlDEhERkVokoGHI5XKxaNEiRo0aRffu3UlNTWXWrFnk5uayZs2aSuW3bNnChg0bmDZtGq1bt6Zz585MmTKF5cuXk5ubC8Dbb79NixYtuPHGGznvvPMYOHAgqampfPjhh2f68ERERKQWCGgYysnJobi42HeVUii/GFmrVq3YuHFjpfKbNm0iKSmJpk2b+pZlZmZiGAabN28Gyi/b/u233/Lxxx9jmibZ2dl89913uqiWiIiIVCmgp9ZXXOr+yOuaANSrV8/vMvEVcnNzK5W12+3Ex8f7yt9666188cUXDB48GKvVisfjYcSIEb4roZ4s0zTxejXXvILFYuj5CAJqh+ChtggOaofgEQxtYbEY1bpxcUDDUMVl2H97Q8Xw8HAOHDhQZfmqbr4YHh6O0+kEyu+1U1hYyIQJE0hPT+fjjz9m1qxZXHDBBQwYMOCU6mu1BnyKVVCxWk/9zthy6tQOwUNtERzUDsGjtrRFQMNQxVVNXS6X3xVOnU5nlXcAj4iIqHJitdPp9F0ePisri759+zJw4EAAWrZsyYEDB3j00Ufp379/lTdIrA6v16So6PTdsbo2sVotxMVFUlTkwOM5/k0W5fRQOwQPtUVwUDsEj2Bpi7i4yGp1ZAQ0DFUMeeXl5dGoUSPf8ry8vCpvPJiSklLpjskul4vCwkKSk5PJz8/n+++/56KLLvIr065dO5588kkKCwurdfPLo3G79ct1JI/Hq+ckCKgdgofaIjioHYJHbWmLgI77pKamEhMTQ3Z2tm9ZUVERW7dupWPHjpXKZ2RksHfvXr/rEFVsm56eTnx8PJGRkXz99dd+223fvp24uLhTCkIiIiJydgpoz5DdbmfQoEHMmDGDxMREGjRowPTp00lJSaFXr154PB7y8/OJjY0lIiKCtLQ00tPTGT16NJMmTaKkpISJEyfSv39/kpOTARg8eDBPPvkkSUlJdOjQgc2bN/PUU09x5513BvJQRUREJEgF/EatWVlZuN1uHnroIUpLS8nIyGDhwoXY7XZ2795Nz549mTZtGgMGDMAwDObOncvkyZMZPHgw4eHh9O7dm7Fjx/rtLz4+nvnz57Nnzx4aNmzI/fffz4033hjAoxQREZFgpXuTVZPH4yU/vzjQ1QgKNpuFhIRoCgqKa8VY8NlK7RA81BbBQe0QPIKlLRITo6s1gVrniouIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIC/jtOKT2MgwwDKPScl3UXEREahOFITkph0pcHCgpw/RWDj4R4TasAaiTiIjIyVAYkhNmGFBS6ibnh3xKXR6/dWE2C62aJBITEaYeIhERqRUUhuSklbm9uMo8xy8oIiISxDSBWkREREKawpCIiIiENIUhERERCWkKQyIiIhLSFIZEREQkpCkMiYiISEhTGBIREZGQpjAkIiIiIU1hSEREREKawpCIiIiENIUhERERCWkKQyIiIhLSFIZEREQkpCkMiYiISEhTGBIREZGQpjAkIiIiIU1hSEREREKawpCIiIiENIUhERERCWkKQyIiIhLSFIZEREQkpNkCXQGv18vcuXN58cUXKSoqokOHDkycOJHGjRtXWb6goICpU6fy/vvvA9C7d2/Gjh1LVFQUAC1atDjqY73zzjuce+65NX8QIiIiUmsFPAzNmzePJUuWMG3aNJKTk5k+fTojRoxg1apV2O32SuWzsrJwOp0sXryYoqIixo0bx+TJk3n00UcB+PDDD/3KOxwObrnlFjIyMhSEREREpJKADpO5XC4WLVrEqFGj6N69O6mpqcyaNYvc3FzWrFlTqfyWLVvYsGED06ZNo3Xr1nTu3JkpU6awfPlycnNzAUhKSvL7+uc//4nNZuPhhx8+04cnIiIitUBAw1BOTg7FxcV06tTJtywuLo5WrVqxcePGSuU3bdpEUlISTZs29S3LzMzEMAw2b95cqfzWrVt58cUXmTBhApGRkafnIERERKRWC+gw2d69ewGoX7++3/J69eqxZ8+eSuVzc3MrlbXb7cTHx1dZfvbs2XTo0IHu3bvXSH1tNs03B7BaLeA1sVgMrBbDf53FwLAY2GwGpmkcZQ9SE6xWi993CRy1RXBQOwSP2tYWAQ1DDocDoNLcoPDwcA4cOFBl+armEYWHh+N0Ov2W7dixg3fffZcFCxbUSF0tFoOEhOga2dfZwJFfQnh4GBar1W95mM1CZISd+PioANUs9MTFqdczWKgtgoPaIXjUlrYIaBiKiIgAyucOVfwM4HQ6qxzWioiIwOVyVVrudDp9Z5NVWLFiBeeeey5dunSpkbp6vSZFRSU1sq/arqKHzOkso9Tp9ltnD7PiKHVRWGhimoGoXeiwWi3ExUVSVOTA4/EGujohTW0RHNQOwSNY2iIuLrJavVMBDUMVQ155eXk0atTItzwvL4/U1NRK5VNSUli7dq3fMpfLRWFhIcnJyX7L33rrLa6++moMo+aGatxu/XIBlD+lBl6vicfrn3g8XhPTa+J2m5hKQ2eEx+PVazNIqC2Cg9oheNSWtgjoYF5qaioxMTFkZ2f7lhUVFbF161Y6duxYqXxGRgZ79+5l586dvmUV26anp/uWHTx4kG+++cZvYraIiIhIVQLaM2S32xk0aBAzZswgMTGRBg0aMH36dFJSUujVqxcej4f8/HxiY2OJiIggLS2N9PR0Ro8ezaRJkygpKWHixIn079/fr2coJycH0zRp3rx5AI9OREREaoOAT/POysriuuuu46GHHuKmm27CarWycOFC7HY7e/bsoUuXLqxevRoAwzCYO3cuDRs2ZPDgwdx9991069aNSZMm+e1z3759ACQkJJzpwxEREZFaxjA1saNaPB4v+fnFga5GUAgLs+DyGmz48mccVUygTmt2DjERYZozdJrZbBYSEqIpKCiuFWPyZzO1RXBQOwSPYGmLxMToak2gDnjPkIiIiEggKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISAt4GPJ6vcyePZuuXbuSlpbGsGHD2Llz51HLFxQUcO+995KRkUFGRgbjx4+npKTEr8znn3/OwIEDadu2Ld27d2f27Nl4vd7TfSgiIiJSCwU8DM2bN48lS5YwdepUli5dimEYjBgxApfLVWX5rKwsdu3axeLFi5k9ezbr1q1j8uTJvvXff/89t956K40aNWL58uWMGTOGZ555hoULF56pQxIREZFaxBbIB3e5XCxatIj777+f7t27AzBr1iy6du3KmjVr6NOnj1/5LVu2sGHDBlavXk3Tpk0BmDJlCsOHD+eee+4hOTmZ+fPn06xZM/72t79hGAbnn38+33zzDZ988skZPz4REREJfgHtGcrJyaG4uJhOnTr5lsXFxdGqVSs2btxYqfymTZtISkryBSGAzMxMDMNg8+bNAHzwwQf87ne/wzAMX5msrCyefPLJ03gkIiIiUlsFNAzt3bsXgPr16/str1evHnv27KlUPjc3t1JZu91OfHw8e/bs4dChQ+zfv5/Y2Fj+8pe/0KVLF6655hqefvppPB7P6TsQERERqbUCOkzmcDiA8kBzpPDwcA4cOFBl+d+WrSjvdDo5dOgQAI8++ii33norCxYsYNu2bfz1r3/F4XDw5z//+ZTqa7MFfIpVULBaLeA1sVgMrBbDf53FwLAY2GwGpmkcZQ9SE6xWi993CRy1RXBQOwSP2tYWAQ1DERERQPncoYqfAZxOJ5GRkVWWr2pitdPpJCoqirCwMAAuueQS/vSnPwHQsmVL8vPzeeKJJ8jKyvIbPjsRFotBQkL0SW17NnLklxAeHobFavVbHmazEBlhJz4+KkA1Cz1xcZV/VyQw1BbBQe0QPGpLWwQ0DFUMeeXl5dGoUSPf8ry8PFJTUyuVT0lJYe3atX7LXC4XhYWFJCcnEx8fT3h4OM2bN/crc+GFF1JSUkJ+fj5169Y9qbp6vSZFRSXHLxgCKnrInM4ySp1uv3X2MCuOUheFhSamGYjahQ6r1UJcXCRFRQ48Hl06IpDUFsFB7RA8gqUt4uIiq9U7FdAwlJqaSkxMDNnZ2b4wVFRUxNatWxk0aFCl8hkZGcyYMYOdO3fSuHFjALKzswFIT0/HarWSnp7OZ5995rfd119/TVxcHPHx8adUX7dbv1wA5Z1rBl6vicfrn3g8XhPTa+J2m5hKQ2eEx+PVazNIqC2Cg9oheNSWtgjoYJ7dbmfQoEHMmDGDt956i5ycHEaPHk1KSgq9evXC4/Gwb98+SktLAUhLSyM9PZ3Ro0fz+eef8/HHHzNx4kT69+9PcnIyACNHjuSDDz5gzpw5/Pjjj7z++us8/fTTDB48GOtvhnREREREAtozBOWnvbvdbh566CFKS0vJyMhg4cKF2O12du/eTc+ePZk2bRoDBgzAMAzmzp3L5MmTGTx4MOHh4fTu3ZuxY8f69nfxxRczf/58Zs2axfz580lKSuL2229n+PDhATxKERERCVaGqbGMavF4vOTnFwe6GkEhLMyCy2uw4cufcVQxZyit2TnERIRpmOw0s9ksJCREU1BQXCu6oc9maovgoHYIHsHSFomJ0dWaM1Q7znkTEREROU0UhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkBTwMeb1eZs+eTdeuXUlLS2PYsGHs3LnzqOULCgq49957ycjIICMjg/Hjx1NSUuJXpkePHrRo0cLv67777jvdhyIiIiK1kC3QFZg3bx5Llixh2rRpJCcnM336dEaMGMGqVauw2+2VymdlZeF0Olm8eDFFRUWMGzeOyZMn8+ijjwJw6NAhfv75Z+bPn0/r1q1920VERJyxYxIREZHaI6A9Qy6Xi0WLFjFq1Ci6d+9Oamoqs2bNIjc3lzVr1lQqv2XLFjZs2MC0adNo3bo1nTt3ZsqUKSxfvpzc3FwAtm/fjmmapKenk5SU5PuKjY0904cnIiIitUBAw1BOTg7FxcV06tTJtywuLo5WrVqxcePGSuU3bdpEUlISTZs29S3LzMzEMAw2b94MwNdff01SUhJxcXGn/wBERESk1gtoGNq7dy8A9evX91ter1499uzZU6l8bm5upbJ2u534+Hhf+e3btxMVFcWoUaPo0qUL1157LYsXL8br9Z6moxAREZHaLKBzhhwOB0CluUHh4eEcOHCgyvJVzSMKDw/H6XQC8M0333Dw4EGuueYa/vSnP7Fp0yZmzJjBgQMH+POf/3xK9bXZAj7fPChYrRbwmlgsBlaL4b/OYmBYDGw2A9M0jrIHqQlWq8XvuwSO2iI4qB2CR21ri4CGoYpJzS6Xy2+Cs9PpJDIyssryLper0nKn00lUVBQAzzzzDE6nk5iYGABatGhBcXExTz75JKNGjcJiObmGsVgMEhKiT2rbs5Ejv4Tw8DAsVqvf8jCbhcgIO/HxUQGqWeiJi6v8uyKBobYIDmqH4FFb2iKgYahiyCsvL49GjRr5lufl5ZGamlqpfEpKCmvXrvVb5nK5KCwsJDk5GYCwsDDCwsL8yjRv3pySkhIOHDhAQkLCSdXV6zUpKio5fsEQUNFD5nSWUep0+62zh1lxlLooLDQxzUDULnRYrRbi4iIpKnLg8WgYOJDUFsFB7RA8gqUt4uIiq9U7FdAwlJqaSkxMDNnZ2b4wVFRUxNatWxk0aFCl8hkZGcyYMYOdO3fSuHFjALKzswFIT0/H6/VyxRVXcP311zNy5Ejfdl988QXnnHPOSQehCm63frkADAPAwOs18Xj9E4/Ha2J6TdxuE1Np6IzweLx6bQYJtUVwUDsEj9rSFgENQ3a7nUGDBjFjxgwSExNp0KAB06dPJyUlhV69euHxeMjPzyc2NpaIiAjS0tJIT09n9OjRTJo0iZKSEiZOnEj//v19PUNXXXUV//znP2nSpAmtW7dm/fr1/POf/2TcuHGBPFQREREJUgG/6GJWVhZut5uHHnqI0tJSMjIyWLhwIXa7nd27d9OzZ0+mTZvGgAEDMAyDuXPnMnnyZAYPHkx4eDi9e/dm7Nixvv3de++9xMXFMXPmTPbu3UvDhg0ZN24cN9xwQwCPUkRERIKVYWoso1o8Hi/5+cWBrkZQCAuz4PIabPjyZxxVzBlKa3YOMRFhGiY7zWw2CwkJ0RQUFNeKbuizmdoiOKgdgkewtEViYnS15gzVjnPeRERERE4ThSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZB2UmHo559/rul6iIiIiATESYWhnj17MnToUFauXInT6azpOomIiIicMScVhmbMmIHNZmPMmDFceumlTJgwgU8//bSGqyYiIiJy+tlOZqM+ffrQp08f9u3bx7Jly1i+fDkvvPACTZo0YcCAAfTr14/k5OSarquIiIhIjTulCdRJSUmMGDGCVatW8eqrr1KvXj1mzZpFjx49GDlyJJs3b66peoqIiIicFqd8NtmmTZsYP348Q4YMYdOmTVx66aX85S9/we12M2jQIJ555pmaqKeIiIjIaXFSw2Q7d+5k+fLlrFixgp9++okGDRpw66238oc//IGUlBQABg4cyH333ceTTz7J0KFDa7TSIiIiIjXlpMLQVVddRXh4OFdccQUPP/wwnTt3rrLcBRdcwA8//HAq9RMRERE5rU4qDI0fP55rr72W2NjYY5a78847ufPOO0+qYiIiIiJnwknNGXrjjTfIy8urcl1OTg59+/Y9pUqJiIiInCnV7hnatGkTpmkCsGHDBjZu3Eh+fn6lcu+88w67du2quRqKiIiInEbVDkMvvfQSy5YtwzAMDMNg8uTJlcpUhKXf/e53NVdDERERkdOo2mFo3LhxDBgwANM0GTx4MBMmTKBZs2Z+ZSwWC3FxcVx44YU1XlERERGR06HaYSg2NpbMzEwA/v3vf9O6dWuio6NPW8VEREREzoRqh6Fly5bRvXt3EhIS+Pnnn4975/r+/fufat1ERERETrtqh6ExY8bwwgsvkJCQwJgxY45Z1jAMhSERERGpFaodht566y2SkpJ8P4uIiIicDaodhho0aFDlzxXcbjeHDh0iPj6+RiomIiIiciac1EUX3W43c+fOZcWKFQCsX7+eSy65hM6dOzN48GAOHDhQo5UUEREROV1OKgzNmTOHJ598koMHDwLwt7/9jYSEBMaOHcuPP/7IzJkza7SSIiIiIqfLSYWhVatWcc899zBw4EB27NjBN998w8iRI7n11lsZPXo0b7/9drX35fV6mT17Nl27diUtLY1hw4axc+fOo5YvKCjg3nvvJSMjg4yMDMaPH09JSUmVZV0uF3379j3uhG8REREJXScVhvLy8khLSwPg/fffx2Kx0K1bNwBSUlJ8PUbVMW/ePJYsWcLUqVNZunQphmEwYsQIXC5XleWzsrLYtWsXixcvZvbs2axbt67Kq2ED/P3vf2f79u0neHQiIiISSk4qDNWrV4/du3cDsGbNGlq2bEliYiIAW7ZsISUlpVr7cblcLFq0iFGjRtG9e3dSU1OZNWsWubm5rFmzplL5LVu2sGHDBqZNm0br1q3p3LkzU6ZMYfny5eTm5vqV/eCDD3j99dd1NWwRERE5ppMKQ9deey3Tpk3jtttuY/PmzfzhD38A4K9//Stz5syp9l3rc3JyKC4uplOnTr5lcXFxtGrVio0bN1Yqv2nTJpKSkmjatKlvWWZmJoZhsHnzZt+y/Px8xo4dy8MPP0xCQsLJHKKIiIiEiJMKQ1lZWQwbNgzDMLj33nu5+eabAfjiiy8YNmwYI0eOrNZ+9u7dC0D9+vX9lterV489e/ZUKp+bm1uprN1uJz4+3q/8uHHjuPzyy+nRo8cJHZeIiIiEnmpfZ+hIhmFwxx13cMcdd/gtX7JkyQntx+FwAOWB5kjh4eFVnp7vcDgqla0o73Q6fXX47rvvTssZbTbbSWXHs47VagGvicViYLUY/ussBobFwGYzME3jKHuQmmC1Wvy+S+CoLYKD2iF41La2OKkwBHDw4EE+/vhjSkpKME2z0vrq3I4jIiICKJ87VPEzgNPpJDIyssryVU2sdjqdREVFsWPHDqZPn87ChQuJioo6gaM5PovFICFBN6at4MgvITw8DIvV6rc8zGYhMsJOfHzNPv9ydHFxlX9XJDDUFsFB7RA8aktbnFQYeu+997j77rt9PTu/Vd17k1UMeeXl5dGoUSPf8ry8PFJTUyuVT0lJYe3atX7LXC4XhYWFJCcns3r1aoqLixk6dKhvfWlpKZ988glvvPEGr732Gueee251DrESr9ekqKjqU/hDTUUPmdNZRqnT7bfOHmbFUeqisNCkiowsNchqtRAXF0lRkQOPxxvo6oQ0tUVwUDsEj2Bpi7i4yGr1Tp1UGHrssce44IILGDt2LMnJyVgsJ9cNlpqaSkxMDNnZ2b4wVFRUxNatWxk0aFCl8hkZGcyYMYOdO3fSuHFjALKzswFIT0+nc+fOlSZv33fffaSkpHDfffdRr169k6pnBbdbv1wAhgFg4PWaeLz+icfjNTG9Jm63WWWPodQ8j8er12aQUFsEB7VD8KgtbXFSYWjHjh3MmzePjh07ntKD2+12Bg0axIwZM0hMTKRBgwZMnz6dlJQUevXqhcfjIT8/n9jYWCIiIkhLSyM9PZ3Ro0czadIkSkpKmDhxIv379yc5ORmg0r3RIiIiiI6O9oUnERERkSOdVJfOueeey6FDh2qkAllZWVx33XU89NBD3HTTTVitVhYuXIjdbmfPnj106dKF1atXA+XDb3PnzqVhw4YMHjyYu+++m27dujFp0qQaqYuIiIiEHsM8ibGMV155hUWLFvHUU0/RsGHD01GvoOPxeMnPLw50NYJCWJgFl9dgw5c/46hizlBas3OIiQjTMNlpZrNZSEiIpqCguFZ0Q5/N1BbBQe0QPIKlLRITo0/fnKGVK1eSm5tLr169SExM9DsTDMp7cH470VlEREQkGJ1UGEpJSan2LTdEREREgtlJhaFp06bVdD1EREREAuKkL7oI8N1337Fu3Try8vK45ZZb2LVrl+90eREREZHa4KTCkMfjYeLEibz88suYpolhGFx99dU88cQT7Nq1i+eee07DaCIiIlIrnNSp9U8++SQrV65k6tSprFu3znfW0IMPPojX62XWrFk1WkkRERGR0+WkwtDLL79MVlYWf/jDH/wucpiamkpWVhbr1q2rqfqJiIiInFYnFYb2799Py5Ytq1yXnJxMUVHRKVVKRERE5Ew5qTDUuHFj3nvvvSrXbdiwQbe+EBERkVrjpCZQDx48mAkTJlBWVsbll1+OYRjs3LmT7OxsFi1axJgxY2q6niIiIiKnxUmFoeuvv578/Hyeeuop/vOf/wBwzz33EBYWxvDhw7nppptqtJIiIiIip8tJX2doxIgR9O3blw0bNmCz2YiNjSUtLa3SXeNFREREgtkJh6FVq1axZMkSPvvsM9zu8pt0RkREkJ6ezk033cQVV1xR45UUEREROV2qHYa8Xi/33Xcfq1evpl69elxzzTWcc845AOTm5rJhwwZGjRpFv379eOSRR05bhUVERERqUrXD0H/+8x/+97//MWbMGG699VYsFv8T0bxeL//973/529/+RteuXenTp0+NV1ZERESkplX71PpXXnmF//u//2PIkCGVghCAxWJh4MCB3HDDDbzwwgs1WkkRERGR06XaYeiHH36ge/fuxy3XtWtXduzYcUqVEhERETlTqh2GHA4HderUOW65hIQE8vPzT6lSIiIiImdKtcOQaZpYrdbj79Biwev1nlKlRERERM6Uk7odh4iIiMjZ4oSuMzRp0iRiYmKOWebQoUOnVCERERGRM6naYSgjIwMoHy47lujoaDp27HhqtRIRERE5Q6odhp599tnTWQ8RERGRgNCcIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQFPAx5vV5mz55N165dSUtLY9iwYezcufOo5QsKCrj33nvJyMggIyOD8ePHU1JS4lvv8XiYPXs2l19+OW3btmXAgAG8/fbbZ+JQREREpBYKeBiaN28eS5YsYerUqSxduhTDMBgxYgQul6vK8llZWezatYvFixcze/Zs1q1bx+TJk33rZ82axZIlS5g8eTKvvfYavXr14k9/+hNffPHFmTokERERqUUCGoZcLheLFi1i1KhRdO/endTUVGbNmkVubi5r1qypVH7Lli1s2LCBadOm0bp1azp37syUKVNYvnw5ubm5ALjdbsaNG0e3bt0477zzGDlyJNHR0WRnZ5/pwxMREZFaIKBhKCcnh+LiYjp16uRbFhcXR6tWrdi4cWOl8ps2bSIpKYmmTZv6lmVmZmIYBps3bwZgzJgx9OnTBwCHw8HixYtxOBxcfPHFp/loREREpDayBfLB9+7dC0D9+vX9lterV489e/ZUKp+bm1uprN1uJz4+vlL5FStW8MADD2CaJqNGjeKiiy6q4dqLiIjI2SCgYcjhcADlgeZI4eHhHDhwoMryvy1bUd7pdPoty8jIYNmyZaxfv54ZM2aQmJjIzTfffEr1tdkCPsUqKFitFvCaWCwGVovhv85iYFgMbDYD0zSOsgepCVarxe+7BI7aIjioHYJHbWuLgIahiIgIoHzuUMXPAE6nk8jIyCrLVzWx2ul0EhUV5besfv361K9fn9TUVH744QcWLlx4SmHIYjFISIg+6e3PNo78EsLDw7BYrX7Lw2wWIiPsxMdHHWVLqWlxcZV/VyQw1BbBQe0QPGpLWwQ0DFUMeeXl5dGoUSPf8ry8PFJTUyuVT0lJYe3atX7LXC4XhYWFJCcnU1ZWxnvvvUfr1q39htOaN2/Oyy+/fEp19XpNiopKjl8wBFT0kDmdZZQ63X7r7GFWHKUuCgtNTDMQtQsdVquFuLhIiooceDzeQFcnpKktgoPaIXgES1vExUVWq3cqoGEoNTWVmJgYsrOzfWGoqKiIrVu3MmjQoErlMzIymDFjBjt37qRx48YAvrPE0tPTsVqtjBs3jptvvpk///nPvu0+++wzmjVrdsr1dbv1ywVgGAAGXq+Jx+ufeDxeE9Nr4nabmEpDZ4TH49VrM0ioLYKD2iF41Ja2CGgYstvtDBo0yDenp0GDBkyfPp2UlBR69eqFx+MhPz+f2NhYIiIiSEtLIz09ndGjRzNp0iRKSkqYOHEi/fv3Jzk5GYBhw4bx1FNP0axZM1q3bs2bb77JypUrmTt3biAPVURERIJUQMMQlF9E0e1289BDD1FaWkpGRgYLFy7Ebreze/duevbsybRp0xgwYACGYTB37lwmT57M4MGDCQ8Pp3fv3owdO9a3vxEjRhAeHs7jjz/Onj17uOCCC5gzZw49e/YM4FGKiIhIsDJMjWVUi8fjJT+/ONDVCAphYRZcXoMNX/6Mo4o5Q2nNziEmIkzDZKeZzWYhISGagoLiWtENfTZTWwQHtUPwCJa2SEyMrtacodpxzpuIiIjIaaIwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiEt4GHI6/Uye/ZsunbtSlpaGsOGDWPnzp1HLV9QUMC9995LRkYGGRkZjB8/npKSEr/9/fOf/+Sqq66iXbt29OnThxdffPFMHIqIiIjUQgEPQ/PmzWPJkiVMnTqVpUuXYhgGI0aMwOVyVVk+KyuLXbt2sXjxYmbPns26deuYPHmyb/38+fN5+umnufvuu1mxYgWDBw9m8uTJvPrqq2fqkERERKQWCWgYcrlcLFq0iFGjRtG9e3dSU1OZNWsWubm5rFmzplL5LVu2sGHDBqZNm0br1q3p3LkzU6ZMYfny5eTm5gKwZMkShg0bxtVXX02jRo244YYb6NevHy+99NKZPjwRERGpBQIahnJyciguLqZTp06+ZXFxcbRq1YqNGzdWKr9p0yaSkpJo2rSpb1lmZiaGYbB582a8Xi+PPPII/fv3r7TtgQMHTssxiIiISO0W0DC0d+9eAOrXr++3vF69euzZs6dS+dzc3Epl7XY78fHx7NmzB4vFQufOnUlJSfGt3717N6+99hpdunQ5DUcgIiIitZ0tkA/ucDiA8kBzpPDw8Cp7chwOR6WyFeWdTmel5fv27eP222+nbt26jBw58pTra7MFfIpVULBaLeA1sVgMrBbDf53FwLAY2GwGpmkcZQ9SE6xWi993CRy1RXBQOwSP2tYWAQ1DERERQPncoYqfAZxOJ5GRkVWWr2pitdPpJCoqym/Zjh07uP322ykrK+PZZ5+lTp06p1RXi8UgISH6lPZxNnHklxAeHobFavVbHmazEBlhJz4+6ihbSk2Li6v8uyKBobYIDmqH4FFb2iKgYahiyCsvL49GjRr5lufl5ZGamlqpfEpKCmvXrvVb5nK5KCwsJDk52bds8+bNjBw5kqSkJJ599tlKQ2snw+s1KSoqOX7BEFDRQ+Z0llHqdPuts4dZcZS6KCw0Mc1A1C50WK0W4uIiKSpy4PF4A12dkKa2CA5qh+ARLG0RFxdZrd6pgIah1NRUYmJiyM7O9oWhoqIitm7dyqBBgyqVz8jIYMaMGezcuZPGjRsDkJ2dDUB6ejoAn3/+OcOHD6dVq1bMmzfvlHuEjuR265cLwDAADLxeE4/XP/F4vCam18TtNjGVhs4Ij8er12aQUFsEB7VD8KgtbRHQMGS32xk0aBAzZswgMTGRBg0aMH36dFJSUujVqxcej4f8/HxiY2OJiIggLS2N9PR0Ro8ezaRJkygpKWHixIn079+f5ORk3G439913H3Xr1uWRRx7B5XKxb98+AKxWK4mJiYE8XBEREQlCAQ1DUH4RRbfbzUMPPURpaSkZGRksXLgQu93O7t276dmzJ9OmTWPAgAEYhsHcuXOZPHkygwcPJjw8nN69ezN27FigvFeo4urVV1xxhd/jNGjQgLfffvuMH5+IiIgEN8PUWEa1eDxe8vOLA12NoBAWZsHlNdjw5c84qpgzlNbsHGIiwjRMdprZbBYSEqIpKCiuFd3QZzO1RXBQOwSPYGmLxMToas0Zqh3nvImIiIicJgpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCQiIiIhTWFIREREQprCkIiIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZBmC3QFpHYxTZNvfzrAN7uL+HR7HnHRds6vH0eYTblaRERqJ4UhqbaS0jKeWvEVX+7I91v+ydf7aNUkgYua1g1QzURERE6ewpBUy978Ema/9Dl780sIs1lo2SQR0zT5/uciDjnK+PTbX3C4PHRpWz/QVRURETkhCkNyXIccZUz/7xYKDjpJiA3nnv9L49zkOmz48mfaNavL9l0HyN6ay9c/FmK1GKQ1OyfQVRYREak2TfSQYzJNk3+/8TUFB53US4hkwuCONKkf51tvGAYtGsVzSZsUALb+UMBHX+wNVHVFREROmMKQHNNHX+5lU04eVovBHde2pk5MeJXlmjWsQ3qLJACWfbCDXw6UnslqioiInDSFITmqwkNOnluzHYB+Xc7n/CN6hKrSqkkC9RIiKXV5eOb1bZimeSaqKSIickoUhuSoVn30A06Xh/Prx3FNp8bHLW8xDLq1O5cwq4Wvvs/noy81XCYiIsFPYUiqtL/QwXuf/gzAdZc1xWIxqrVdfEw4V3cuD06vfrCDMrfntNVRRESkJigMSZWWr/sej9ekVZMEWjZOOKFtL2vfgITYcPKLnLyz5efTVEMREZGaoTAklez5pdg3xDWgW9MT3j7MZqFfl/MBeG39Dzic7hqtn4iISE1SGJJK3ty4C9OEds3O4YJzjz1p+mguvag+yQmRHCwpY82mXTVcQxERkZqjMCR+DjnKWH+4V6j3xY1Oej82q4X+XS8AYM3GXThdmjskIiLBSWFI/Hzw2c+43F4a1YvhwoZ1TmlfGan1qJcQSXGpmw8+19whEREJTgpD4uPxenn7k90A9OzYEMOo3hlkR2OxGFyVcR5QPvTm8XpPuY4iIiI1TWFIfD79Zj+/FDmJiQyjU6vkGtnnpRfVJyYyjP0HStn89b4a2aeIiEhNUhgSn7c/+QmA7u3OJcxmrZF92sOs9OzQEID/Zf+oq1KLiEjQURgSoPwii9t2FmBQHoZq0uXpDQizWfhh70G+/elAje5bRETkVCkMCQAffrEHgJZNEjinTmSN7jsuyu4bdntr8+4a3beIiMipUhgSvF7TF4a6tq3ZXqEKFUNlm7/eR8FB52l5DBERkZOhMCRs3ZlPfpGT6Agb6c3POS2P0Sg5lgsb1sHjNXnv059Oy2OIiIicjICHIa/Xy+zZs+natStpaWkMGzaMnTt3HrV8QUEB9957LxkZGWRkZDB+/HhKSkqqLLtx40Zatmx5uqp+1vjw8/JeoU6tUmps4nRVKnqH3v30Z9wenWYvIiLBIeBhaN68eSxZsoSpU6eydOlSDMNgxIgRuFyuKstnZWWxa9cuFi9ezOzZs1m3bh2TJ0+uVC47O5s777wTr65tc0wlpWV8sn0/AF3a1j+tj5XePIn4GDtFxS425eSd1scSERGproCGIZfLxaJFixg1ahTdu3cnNTWVWbNmkZuby5o1ayqV37JlCxs2bGDatGm0bt2azp07M2XKFJYvX05ubi4AbrebqVOnMmzYMM4777wzfUi1zsacPNweLw2SommUHHNaH8tmtXBZ+waAJlKLiEjwCGgYysnJobi4mE6dOvmWxcXF0apVKzZu3Fip/KZNm0hKSqJp01/vpJ6ZmYlhGGzevBmAkpISvvzySxYtWsSgQYNO/0HUchX3IbukdcopX3G6OrqnnYvVYvDdz0V8v6fotD+eiIjI8QQ0DO3dW/5GXL++//BMvXr12LNnT6Xyubm5lcra7Xbi4+N95ePi4liyZAkXX3zxaar12WN/oYPtuw9gABfX0BWnj6dOTDgZLesB8LZ6h0REJAjYAvngDocDKA80RwoPD+fAgcoX53M4HJXKVpR3Ok//6do2W8CnWNWo7G3lQ4stmyRSLzGq2ttZrRbwmlgsBlaLf2+S1WJgWAxsNgPTrLqn6arMRnz8VS4btuVxU6/mxEVXblM5PqvV4vddAkdtERzUDsGjtrVFQMNQREQEUD53qOJnAKfTSWRk5Qv/RUREVDmx2ul0EhVV/Tfzk2GxGCQkRJ/WxziTTNPk463lYejKTo1P+Ngc+SWEh4dhsfqffRZmsxAZYSc+/ujt0SE+imbnxfPtrkKyc/ZxwxXNT/wAxCcurmYvkiknT20RHNQOwaO2tEVAw1DFkFdeXh6NGjXyLc/LyyM1NbVS+ZSUFNauXeu3zOVyUVhYSHLy6R3m8XpNioqqPoW/NvrupwP8tK8Yu81Cy/PqUFBQXO1tK3rInM4ySp1uv3X2MCuOUheFhSbHug1Zj/bn8u2uQl77cAc92tfHaqkdnx6CidVqIS4ukqIiBx5dqiCg1BbBQe0QPIKlLeLiIqvVOxXQMJSamkpMTAzZ2dm+MFRUVMTWrVurnPyckZHBjBkz2LlzJ40bNwbKT6EHSE9PP+31dbvPnl+uDz8rn2PVvnkSYVbLCR1b+TxrA6/XxOP1Tzwer4npNXG7zWPelLVD8yRiIsPIP+hk49Y8OqbWO5nDEMDj8Z5Vr83aTG0RHNQOwaO2tEVAP47b7XYGDRrEjBkzeOutt8jJyWH06NGkpKTQq1cvPB4P+/bto7S0FIC0tDTS09MZPXo0n3/+OR9//DETJ06kf//+p71n6Gzi9nh984UuaZMSkDqE2ay+G8LqNHsREQmkgI9NZGVlcd111/HQQw9x0003YbVaWbhwIXa7nT179tClSxdWr14NgGEYzJ07l4YNGzJ48GDuvvtuunXrxqRJkwJ7ELXMFzt+4ZCjjDrRdlo1SQhYPS5v3wCLYfD1rkJ25x0KWD1ERCS0GeaxxjLEx+Pxkp9f/Xk1weyJV79g89f7uDLjPG7seeEJbx8WZsHlNdjw5c84qpgzlNbsHGIiwo45TPbbunRvdy6De1eeJyZHZ7NZSEiIpqCguFZ0Q5/N1BbBQe0QPIKlLRITo6s1ZyjgPUNyZhWXlvHZt+W33wjUENmRrjh8v7L1X+7lYEnVt2ARERE5nRSGQszGbXm4PSYNk2JolBwb6OrQ/Lx4GifH4nJ7efsT3c1eRETOPIWhEPNRxe03gqBXCMrngfW+uPxMwrc278ZZ5glwjUREJNQoDIWQvIISvv3pAIZx5m6/UR0dU5M4p04EhxxlfPRF5duwiIiInE4KQyGkoleoVZNEEmLDA1ybX1ktFnplnAfAGxt24fVqTr+IiJw5CkMhwjRN1n8VXENkR+rW9lyiI2zkFTrYcPgaSCIiImeCwlCI+PanA+wrLCU8zEr6hUmBrk4l4XYrV2aWzx1ase4H9Q6JiMgZozAUIiqGyDq2SCLcbj1O6cC4okNDoiNs7M0vIXureodEROTMUBgKAaUuty9cBOMQWYXIcJvvzLIV677H49VF00RE5PRTGAoBG7blUeryUC8hkhaNA3f7jerokd6QmMgwcgscfPTF3kBXR0REQoDCUAh4/7OfAeiedi6W8lvOB63IcBvXdGoMwCvv76DU5T7OFiIiIqdGYegs92PuQXb8XITVYnDpRfUDXZ1q6dmhIfXiIzlQ7GL1xzsDXR0RETnLKQyd5Sp6hdo3TyIu2h7g2lRPmM3CDT2aAfC/7F3sP+AIcI1ERORspjB0Fit1uX3XFure7twA1+bEtL/wHFIbxeP2ePnv2m8wTZ1qLyIip4fC0Fnsw8/34HB6SE6MomWQT5z+LcMwuOmK5lgtBlu+2c/GnLxAV0lERM5SCkNnKa9psnbTbgB6dWwY9BOnq3JevRh+d0kTAJ57cztFxa7AVkhERM5KCkNnqc++3U9eoYOocBuXtqkdE6er0qdzYxomxXDIUcazb3yt4TIREalxCkNnqTUbdwHlc4WC9YrT1WGzWritT0usFoPN2/f5jktERKSmKAydhXbuPUjOj4VYDIOeHRoGujqnrHFKLP93+OyyF975jq9/LAhwjURE5GyiMHQWWv7h9wBktqxHYlxEgGtTM3p2aEjn1sl4TZMnl31JXkFJoKskIiJnCYWhs8wPe4v49Nv9GAb0vbRJoKtTYwzD4NbeqTSqF0NRSRnT//spvxwoDXS1RETkLKAwdJZZ/kF5r1CnVsnUrxsdkDoYRsWXUenrVISHWRl9QxrJiVH8UlTK9CVbKDjorKFai4hIqFIYOot8v6eIz7775XCv0PkBqYPVamCxWDjocHOotKzSl+cU918nJpz7b2zHOXUiyCtwMPXfm9i592CN1F1EREKTwtBZwjRNlr71DQCdW6eQkhgVkHpYLQYOl5ttP+Tz2bf7/b62/pBPqdN9Sj1EhmFQt04kD96czrl1oyg46GTa85vZsC23Bo9CRERCicLQWSJ7ay7bdx/AHmbh910vCHR1KHN7cZV5/L7K3N5T2qcHfD1MERE2/nxDO1IbxeMq8/LU8q94esVXFJeW1cwBiIhIyLAFugJy6hxON0vf+RaA33VuQt06wXsGWcV8IqjcO3SsCyoahkFpaRlbf8j3C1WXXFSfqMgwtmzfx8dbc/nqh3yuvfR8urc7F5tVWV9ERI5PYegssGLd9xw45KJefCRXZTYKdHWO6sj5RFA5+ESG27AeZQitYnFFj9OR0psncXn7BvxnzXb2/FLC82u28+bGH+nV8Twuvag+keF6mYuIyNHpXaKWy9lZwJsbyq/KfNMVFxJmC97ekIr5RN/tOoDL7R9oIuxWWp1fF4/HpKqgZLEYHGuQrUn9OKbcdjHvf/oTy9f9wL7CUv6z9hteeX8HHVvUI7NVPVIbJai3SETOCkebe6lbFp0chaFa7JCjjAWrtmICXdvWJ63ZOYGuUrVU1btjD7McNSgBREXYaFw/DqOK4bUKNquFy9Mbckmb+qz7cg9rN+1mb34JH36xhw+/2ENkuJXURgm0bJxAk/pxnFcvhvCw2nurEhE5cWdDiPAApUeZHxkRbkN/1U6cwlAt5TVNFr+eQ8FBJ8mJUdx0xYWBrlKNqCooQXlYOpYj5yJFhNvo2eE8Lk9vyPZdhWzYmsumr/M4WFLGlm/2s+Wb/QBYDINzz4mmSUosKXWjqBcfSb2ESJLiIzW0JnIWOhtCxNHmTwKE2Sy0apJITERYrQp3wUB/8Wupl9/9jk+278NqMbjj2lZE2EO3KY81F6lhvRguPC+eQVe2YGfuQb7c8Qvf/XSA7/cUUVRSxu59h9i971ClfUZH2IiLtlMn2k7c4a+Kn2Oj7MRGhhETZScmMoyoCBuW33za1B8ikeBytoWIo31wlJMTuu+gtdiajbt4PftHAAb3TqVJSlyAaxRY1Z2LlJQQyeUdGnJ5h4aYpknhIRd780vYnXuQvAIHeYUO8gocHHKUUVzqprjUzZ5fjn8PNMOA6IjyUBQdEUZ0pI060eHERoURE1n+FR0ZVh6gIsOIjrARE2Wvcv5SbflDLFJbKURIVRSGapm1m3ax5PDFFQd0u4AubesHuEbB40TnIoXZLLQ+P5HM1HocmUFKSt0UHCwl/5CTXw6UUlTi4mBxWfn3EhfFDjeHHC4OlpRR5vZimuXztw45ygBHtesbFW4jPjac+NhwEmLCiY+1Uy8+inPqRJAQG05ibATh9l877hWURE6daZo4fdc/8+Jye7BYLFgtBuFhVrxes/zLNDHN8g9bhmFgtRhYLL9+txhgtVj8llktBjargc1qwWq1+H4Os1mwVHFLIv1OBw+FoVrCa5q88Pa3vLmx/MyxKzo2pE/nxgGuVe1RVVA61vBaQp0IYmPDcTjdhNks1I379dpNFZO5c74voMRZhqvMQ6nLg7PMg9PlwTAgKiKMn/YVU+IsK19X8XW4jAmUON2UON38vL/4qPWuCEwJseGcEx9J3dhwEuPCSYiNoF5CJNExp/+aUmfDhFMJTif72vJ4vZSUuik53INbUlrem1ta5sE0DPYXlHCoxHV4nZvi0jLfd4czML1CBuV/c2zW8uBltVoIqwhMNgs2i4UIu5WoCBuR4b9+RYXbiIqwUSfaTnxM+Ycni+XU7vMolSkM1QL7Ch08s3obOT8WAvCH7hdwTafGp3zj01B3rOG1isDjdptV9jYduY+KP1oVYqLCaNownpzvC3CWuf22jYkK4/xz6/D5N/s5cMjp94fc5fbgNWFfgYNDJWWUebzVCkyxUWEkxpb3JsVEHTEcF/nrMF1UhA27zUKYzYo9zILdZsFmtRz3NXQqE05N08Ss+G5yuPfNxGseYxnlywzwW2a1GNgsFiwWsFnL30h+O09LTs2xXgs1GXxN06TM7eWQ003hQScOl5tSpweH002py43D6cHt8fqW/Rpk3JQ4y38udZ16oLFZDeyHfx9sVgtRETYMwzjcg1N+OY/y16EJGJheE49p+nqOPBXfTROPx+v7v9tj4vF6cXv8nzMTcHtM3J5Tr7thlH9QiokMIza6fA5jbFQYiXERlJS6iYkIO+XHCDUBD0Ner5e5c+fy4osvUlRURIcOHZg4cSKNG1fd61FQUMDUqVN5//33Aejduzdjx44lKurXe3G9/vrrzJkzh127dtGkSRPuv/9+unXrdkaOpyY5XR7e3rKbFR/+gLPMgz3MwpCrU+nUKiXQVTurHG147XSxWAwi7DaMWIiPDfct/22IcpV5fJ9syzweoiPs5BeVUnDQSeEhJwUHnZS5vRwsKeNgSRk7c0/shrUG5UOFVqsBR1y04LfviR5v+R910wQTk8P/sBgGJr+Gmoo3zIrhhdPNYhi+YFTxxhZhr/iyEW7/9f/hh5dF2m1Ehlt9ATbCXv7JO8JuISK8PDAGy4eMM9kj5wFKHC7cHi9ut/fwm7aXMrcXt8eLxWrB6/ZSdni9s8xzeKjJ6+vtdJZ5cLm9OF3lQ1BOv69fb89T6vL4XlOnKsJuPWK+nq38A0C0HathEBluJSo8zNfTEhMZht1u5Yc9ReW9NEf0rlT87p3oNdAsFgO31ySniknZpmkSEW6jQb0YcnYU4HCV/RqiTJMwm4WmDcpvJ+T2eHB7zMNhsDzsudxeDpWU4XCWf2AqKimj6JCLgw4XpolvXmNugf/Q/LIPvicuKoz6daOpXzeq/Ps5UZxbN5qE2PCgeX0Hm4CHoXnz5rFkyRKmTZtGcnIy06dPZ8SIEaxatQq73V6pfFZWFk6nk8WLF1NUVMS4ceOYPHkyjz76KAAff/wx999/P2PGjKFz58689NJL3HXXXSxbtoymTZue6cM7Kb8cKOWjL/ewZtPuw/NQoMV58Qy9JpV6CYG5AaucefYwK/Ywq6/H57d/rC0GGFYrhUUO4mPKh/QOlZT55i8VH/5+0FH+B7U89HkPf9It/7PucnvBfYxKBEjFHVvKvxu+nqQjeU0Tl9sE35vQqd+XzmoxiLD/GpYij/z5iK+K3oSKOSL2MCvxdSIpdZRhUN7rUPGmUxFezMMhkooesMPrPJ5fexrKv7yUeUych0OD9/Cyip8Ny+FeCu+R23pxe3+zH4+3vKfCa+KuCDKHw0yZx0uZ+9fAU3a47JlUEcYrvuxhVsJs5UNF554TTVyUnQh7eciJigjzfQ8Pt/p6ZK2/GS6y2iwYhoWvvtvn13vk9pTPDaqfFM2+fEelHtsKJzrv8Fg9yADhdpPwsPIwjuH//MZEhZFcN8pvvzarhdgoO8mJ5futMpyFW6lbJ5ItOfvIP+jwfRg6WFI+j7HU5SkPTiWFfL2r0L8+YVZS6kZxbt0oUupGc+7hsFQvITLkL0gb0DDkcrlYtGgR999/P927dwdg1qxZdO3alTVr1tCnTx+/8lu2bGHDhg2sXr3aF2ymTJnC8OHDueeee0hOTmbBggX06tWLQYMGAfDggw+yZcsW/vWvfzFlypQze4DVVOpy82PuIXJ+LOCr7/P5ZvcB37qk+Ah+d0kTLr2ovoYFxO+PtdViEGUPo25cBG2annPUq3cbBtjtNpzO8jcAj8eLy13xJujBarXicrl/fbOmfDeGpbxb/5tdBbjKvOXXcqK8xyIi3ErLJnXxek0q3o+Mw8MLVouBx4RvdxficXvBMA5vBxiH30BS4vj+pyLK3B5faDAOr2tybp0qhxijIm00qV+Hb38spNTl9huyCAuzkBQfxfc/FeFwlQ85ug8fIwZE2G3sK3D4ei8qbhzsKvOUB4MyLyblvWAVn7hDXcWkYJu1vCfTHmYhzGrFZjUIt1sJPxzWw2yWI4acrISHlQebcLuVqIgwLAbYD4edivVREWFYbRa++u6XSiEiMsJGWrOkE+6JgfIh4/MbJlDmqfne3tPVg3ys/R5tXVy0neTEKOJj7b9ZZ6VFo3gOFpfx8/5D7Pml5PBXMXmHX/879x5k517/XmSrxSApPtLXk1T38LzEhMMneMRGhZ317z8BDUM5OTkUFxfTqVMn37K4uDhatWrFxo0bK4WhTZs2kZSU5NfDk5mZiWEYbN68md69e/PJJ58wZswYv+0uvvhi1qxZc3oP5iSs2biLNZt2sf9AaaV1Lc6Lp0vb+lzcKjnkE7scm+UYc5/g10+vx/pku2df8VHX/VJYWuXcp5iosGPu02614vxtb4NZPrxlD7NimhVDcL+WOdbwicUwCDs8jGWxGFgwqJi0FBMVRqOUWEoc7irrerQ5XFD+BtK2WV3CLBYczvI5K+Xf3ThcbgoPOflh70G/3jW3x+s71l/rbeB0lZepmENyZNCr6OWq6PXyHl5fPpm2fK6K1Vo+N8qwGBSXlGFiYjl8vIZRXtek+EjfsiPPYrIe7qEyveavyywGVouFsDALFouFPfsP+c6QslrL10VH2mhSP47vdxfh9noPnz316zDdyYaTI193vw2Yx7qi/MnO5QMoc9eGyyaeXhF2G+fERdIkJdZvudvjZV+hg5/3l4ejipC0J78Ep8vD3vwS9uaX+C5KeySrxSA+pnwCd2RExaTusMNDkRVDzTasVoOww2fShdutJBSU4ihxHu4tLR+SNwwDC79+eKr4HhsVhtUSuPe6gIahvXv3AlC/vv/p4fXq1WPPnj2Vyufm5lYqa7fbiY+PZ8+ePRQVFVFSUkJKiv+cmqPt70RYLAaJidGntI/fuvKS8+lxcfncqIo/9GE2C+Fh1qA+W8Awyrv8e2Q2rjR0YTHAZrPQMDmuxtadrv3W9rqWv8GWv8varEbA6xNsz09162MYYLdZOTwjyn8d5fOiKi6hcLTtwPD9XpiYfsN7lR7v8D7dbm8V/Xjlbw42q1HlY1YcS1XbVmx3rHXH2mfrpknHbK9j7TflnJigaMvyniwLyYlRwVGfM/yYhoHvNP6q1EuKpXUVNyuoGE6tCPEVQ7IVlxg4JXWqd8ar1WKQGFfzZ8dW9700oGHI4Sif+PXbuUHh4eEcOHCgyvJVzSMKDw/H6XRSWlp61P05nc5Tqqtx+FNbTTonPrJG93emRR2jxyrMdvRPaCe77nTtNxTqqvocvz7Hcirbnuw+g+35Cab6HL+uZ/ZvU7A9dyfKaoVQP/8soOMvERHlKdDlcvktdzqdREZWDgoRERGVylaUj4qKIjw8/IT2JyIiIhLQMFQx5JWXl+e3PC8vr9JQF0BKSkqlsi6Xi8LCQpKTk4mPjycqKqra+xMREREJaBhKTU0lJiaG7Oxs37KioiK2bt1Kx44dK5XPyMhg79697Ny507esYtv09HQMwyA9PZ0NGzb4bZednU2HDh1O01GIiIhIbRbQOUN2u51BgwYxY8YMEhMTadCgAdOnTyclJYVevXrh8XjIz88nNjaWiIgI0tLSSE9PZ/To0UyaNImSkhImTpxI//79SU5OBmDo0KHcfvvttGrVim7duvHyyy+zbds2/vrXvwbyUEVERCRIGWaAbzDk8Xh47LHHeOWVVygtLSUjI4MJEybQsGFDdu/eTc+ePZk2bRoDBgwA4JdffmHy5Ml88MEHhIeH+65AXTFfCGDZsmXMmzePvXv30qxZM+6//346d+4cqEMUERGRIBbwMCQiIiISSLqan4iIiIQ0hSEREREJaQpDIiIiEtIUhkRERCSkKQyJiIhISFMYEhERkZCmMCTV5vV6mT17Nl27diUtLY1hw4b5XQ1cat68efO45ZZb/JZt27aNQYMG0a5dOy677DIWLlzot17tVDMKCwuZMGEC3bp1Iz09nZtuuolNmzb51qsdzpxffvmF+++/n06dOtG+fXtuv/12vv32W996tcWZ9/3339O+fXteeeUV37La3A4KQ1Jt8+bNY8mSJUydOpWlS5diGAYjRoyo8ua5cuoWL17M7Nmz/ZYVFBQwdOhQmjRpwssvv8yoUaN4/PHHefnll31l1E4145577uGzzz7jscce46WXXqJ169bcdtttfPfdd2qHM2zkyJHs2rWLBQsW8NJLLxEREcGQIUNwOBxqiwAoKyvjvvvuo6SkxLes1reDKVINTqfTbN++vfmf//zHt+zAgQNm27ZtzVWrVgWwZmefvXv3mrfddpvZrl07s3fv3uagQYN865566imza9euZllZmW/ZzJkzzauuuso0TbVTTfnhhx/M5s2bm5s3b/Yt83q9Zq9evcx//OMfaoczKD8/3xw9erS5fft237Jt27aZzZs3Nz/77DO1RQDMnDnTvOWWW8zmzZubL7/8smmatf9vk3qGpFpycnIoLi6mU6dOvmVxcXG0atWKjRs3BrBmZ5+vvvqKOnXqsGLFCtLS0vzWbdq0iYyMDGy2X28r2KlTJ77//nt++eUXtVMNSUhI4Omnn6ZNmza+ZYZhYJomBw4cUDucQQkJCTz22GNceOGFAOzfv5+FCxeSkpJCs2bN1BZn2MaNG1m6dCmPPvqo3/La3g4KQ1Ite/fuBaB+/fp+y+vVq8eePXsCUaWzVo8ePZg5cybnnXdepXV79+4lJSXFb1m9evUA+Pnnn9VONSQuLo7u3btjt9t9y15//XV+/PFHunTponYIkPHjx3PppZfyv//9j7/+9a9ERUWpLc6goqIiHnjgAR566KFKz2dtbweFIakWh8MB4PfmABAeHo7T6QxElUJSaWlplW0A4HQ61U6nyebNm/nLX/5Cz5496dGjh9ohQAYPHszLL7/Mtddey1133cVXX32ltjiDJk2aRLt27ejbt2+ldbW9HWzHLyICERERALhcLt/PUP4ij4yMDFS1Qk5ERESlyYYVf0iioqLUTqfB2rVrue+++0hLS+Oxxx4D1A6B0qxZMwAefvhhPv30U5577jm1xRmybNkyNm3axMqVK6tcX9vbQT1DUi0VXZt5eXl+y/Py8ip1jcrpk5KSUmUbACQnJ6udathzzz3HqFGj6NatGwsWLPD9EVc7nDm//PILq1atwuPx+JZZLBaaNm3qez7VFqffyy+/zC+//MJll11G+/btad++PQATJ06kT58+tb4dFIakWlJTU4mJiSE7O9u3rKioiK1bt9KxY8cA1iy0ZGRksHnzZr83hvXr13P++edTt25dtVMN+s9//sPDDz/MwIED+cc//uHXva92OHPy8vK499572bBhg29ZWVkZW7dupWnTpmqLM2TGjBmsXr2aZcuW+b4AsrKyePrpp2t/OwT6dDapPR577DEzMzPTXLt2rblt2zZz2LBh5pVXXmk6nc5AV+2s9eCDD/qdWr9//34zIyPDfPDBB81vvvnGfPnll82LLrrIfOWVV3xl1E6nbseOHWbr1q3Nu+66y8zLy/P7KioqUjucQV6v1xw2bJh51VVXmRs3bjS//vprc/To0WZGRob5008/qS0C6MhT62t7OygMSbW53W7z73//u9mpUyezXbt25ogRI8xdu3YFulpntd+GIdM0zc8++8y84YYbzDZt2piXX365+eyzz/qtVzuduieffNJs3rx5lV8PPvigaZpqhzOpqKjInDhxonnppZeabdu2NYcNG+Z33SG1RWAcGYZMs3a3g2Gaphno3ikRERGRQNGcIREREQlpCkMiIiIS0hSGREREJKQpDImIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiMhx6HJsImc3hSERCRotWrRgzpw5AGRnZ9OiRQu/exkdT3W3OdbjzJkzhxYtWvjKbt68mTvuuONED6VacnJyGD58OB07duTiiy/mwQcfrHQjS4BXXnmFvn37ctFFF9GjRw/mzp3rdw8oh8NBy5YtadGihd/XRRdddFrqLXK2sQW6AiIiFZYuXXpG7mB9rMe5/vrr6dq1q+//L774It9++22N12Hv3r0MHjyY888/nxkzZuBwOJg1axZDhw5l+fLl2Gzlf56ff/55pkyZwrBhw/jLX/7Cp59+yhNPPIHL5eKee+4B4Ouvv8br9fLYY4/RoEED32NYLPq8K1IdCkMiEjTatWsX8MdJSUk5I4FsyZIlOBwOnnrqKeLj4wFITEzk1ltvZf369XTt2pWSkhJmzpzJbbfdxgMPPABA586dKSoq4qOPPvKFoW3bthEWFsaVV15JWFjYaa+7yNlGHxtE5LhKS0uZOXMmV155JW3atCE9PZ2hQ4eybds2Vq5cSYsWLcjJyfHb5r333qNFixZ8/vnnQPmQ0J/+9Cc6depE69at6dq1K1OnTqW0tNS3zZHDV1VZu3YtN998M+3bt6dNmzb07t2b5557rlK5b7/9lptvvpmLLrqIXr168eyzz/qtP9bjHDlMNmbMGF599VV++uknWrRowSuvvMIf/vAHbrzxxkrb3Xbbbdxyyy1Hrftv3XrrrTz//PO+IAT4gozL5QJg3bp1FBcXM2jQIL9tH3zwQV566SXf/7dt20azZs0UhEROksKQiBzXAw88wEsvvcTtt9/OokWLGDNmDNu3b2f06NH06tWL6OhoXnvtNb9tVq1axfnnn0/btm3Jy8tj4MCBOBwOHnnkERYsWMDVV1/Ns88+y+LFi6tVh3fffZe77rqL1q1bM2/ePObMmUODBg14+OGH+eSTT/zKTps2jbS0NObNm+cLXS+88MIJH/edd95J9+7dSUpKYunSpVx22WVcd911bNmyhZ07d/rK5ebmsn79ev7whz9Ue9+JiYm+OT1Op5MtW7YwZcoUmjRpQpcuXYDykBMbG0t+fj4DBw6kTZs2XHrppcydOxev1+vbV05ODhaLhaFDh9KuXTsyMzOZMGEChw4dOuFjFglFGiYTkWNyuVwUFxczfvx4rrnmGgAyMzMpLi7mkUceoaioiKuuuorVq1dz7733AuU9SW+99RYjRowAYPv27bRs2ZLHH3+cmJgYAC655BLWr1/Pxo0b+eMf/3jcenz77bf079+fcePG+Za1b9+eiy++mI0bN5Kenu5bPmDAAB588EEAunbtSm5uLk888QTXXXfdCc2jadSoEYmJidjtdt/Q2u9+9zseeeQRli9fTlZWFgArVqwgIiKCK6+8str7PlLfvn3ZuXMn4eHhzJ49m/DwcADy8/PxeDzcfvvtDB48mFGjRrFu3TqeeOIJHA4H999/P16vl+3bt2OxWLjvvvu48847+eKLL5g7dy7ffvstzz33nOYOiRyHwpCIHJPdbmfhwoUA5OXlsXPnTnbs2ME777wDQFlZGddeey2vvPIKn332GWlpabz99tuUlJTQt29fALp06UKXLl0oKyvj+++/54cffuDrr78mPz/fb5joWIYPHw5ASUkJP/74I99//z1ffPGFrw5HqghtFXr16sXatWvZsWMHzZo1O+nnAiA2NpYrr7ySFStW+MLQsmXL6N27N1FRUSe1z4kTJwLlZ42NHDmSRx55hH79+lFWVkZJSQlZWVkMHToUgE6dOnHgwAH+9a9/MXLkSCIjI5k/fz7nnHMOTZs2BSAjI4NzzjmH+++/nw8++IDu3buf0jGLnO0UhkTkuD744AP+9re/sWPHDqKjo2nRogXR0dFA+TV4OnXqRP369XnttddIS0tj1apVdOzYkYYNGwL4znR6/vnnKSkpoX79+rRt29bXA1Id+fn5TJw4kbVr12IYBo0bN6ZDhw6+OhwpKSnJ7/9169YF4MCBAyf9HBzpuuuuY8WKFWzatAm73c63337L5MmTT3p/l156qe97RS9Wv379fM/xZZdd5le+W7duLF26lO+++460tDQuvvjiSvus2Obrr79WGBI5DvWdisgx/fjjj9x1112kpqayZs0aPvnkE/773/9y+eWX+8oYhkHfvn353//+x4EDB3j//ffp16+fb/3TTz/N4sWLGTduHJs2beLdd99l9uzZJCYmVrse9913H59//jnPPPMMn376Ka+//rrfkNmRfht69u/fD/waik5VZmYmjRo14n//+x+vv/46jRs3pmPHjie0j/Xr1/Pee+9VWt6mTRv27NkDQOPGjYFfJ1RXqOgJCw8PJzc3lxdeeIG9e/f6lamYmJ6QkHBC9RIJRQpDInJMX375JU6nkzvuuINGjRr5ln/wwQfAr70y/fr1Izc3lzlz5mAYBr179/aV3bx5M82aNeO6664jNjYWKJ90vH37dr+JwMeyefNmrrrqKjp16oTdbgfg/fffB6i0j4q6VXjttdeoX7++L1yciKrm2xiGwYABA1i7di1r167l97///Qnv99VXX+WBBx7wm+TsdrtZv349qampQHkPkGEYlSanv/3228THx9O0aVNcLhfjx49n6dKlfmVWr16NxWLx9Z6JyNFpmExEjql169bYbDamT5/OsGHDcLlcvPLKK7z77rtA+RwegGbNmtG6dWv+85//0KtXL1/oAWjbti3z5s3j6aefpl27duzcuZP58+fjcrlwOBzVqkfbtm1ZuXIlrVu3JiUlhS1btjB//nwMw6i0j2effZbo6GhatWrFa6+9xgcffMDf//53DMM44eOPi4tj//79vPfee7Rs2ZJ69eoB5ZO058yZg2ma9O/f/4T3O3z4cN58801uv/12hg8fjmmaPPvss3z33XcsWrQIgPPOO49Bgwbxz3/+E5vNRkZGBu+88w4rVqxg/PjxhIWFcd5559GvXz8WLFjgm+i9efNmnnrqKW6++WYuuOCCE66bSKhRGBKRY2rcuDEzZ85k7ty5jBw5kjp16tCuXTueffZZbrnlFjZt2uS7Lk+/fv346quvuPbaa/32cccdd1BQUMC///1vnnjiCerXr0+/fv0wDIP58+dz4MAB6tSpc8x6PPLIIzz88MM8/PDDADRp0oTJkyf75u4cacqUKSxatIh//OMfnHfeeTz22GP06dPnpI5/wIABvPfee9x1111kZWVx++23A5CcnExqaioJCQnUr1//hPfbvHlznn/+eR577DHGjh2Ly+Wiffv2PPfcc34XhfzLX/5CSkoKS5cu5emnn6Zhw4ZMnTqV66+/3lfm4YcfpnHjxixbtox58+aRnJxMVlYWt91220kds0ioMUzdgVBE5ITl5ubSo0cPHnvsMa666qpAV0dEToHCkIjICdi2bRtvvfUWb7zxBi6Xi9WrV2O1Wn3r3W73cfdhsVh07R+RIKJhMhGRE+B0OnnmmWdITk7mH//4h18Q2r17Nz179jzuPn7/+9/zyCOPnM5qisgJUM+QiEgNcblcfP3118ctl5CQ4LsGk4gEnsKQiIiIhDQNWouIiEhIUxgSERGRkKYwJCIiIiFNYUhERERCmsKQiIiIhDSFIREREQlpCkMiIiIS0hSGREREJKT9P0BoJDO8sWSjAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(data_3['availability_365'])\n",
+ "plt.title(\"Verteilung: Unterkunftverfügbarkeit\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\1916023984.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(data_4['availability_365'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Preisverteilung')"
+ ]
+ },
+ "execution_count": 114,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Cut off 99% quantile unproblematically, can be stretched to 95% quantile. \n",
+ "# Truncate at 99% quantile does not yet conform to normal distribution.\n",
+ "q = data_3['availability_365'].quantile(0.96)\n",
+ "data_4 = data_3[data_3['availability_365']<q]\n",
+ "sns.distplot(data_4['availability_365'])\n",
+ "plt.title(\"Preisverteilung\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "qqplot(data_4['availability_365'], line='s')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>19820</td>\n",
+ " <td>19820</td>\n",
+ " <td>19820.000000</td>\n",
+ " <td>19820.00000</td>\n",
+ " <td>19820.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>unique</th>\n",
+ " <td>12</td>\n",
+ " <td>3</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>top</th>\n",
+ " <td>Friedrichshain-Kreuzberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>freq</th>\n",
+ " <td>4964</td>\n",
+ " <td>10686</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>49.799950</td>\n",
+ " <td>1.29773</td>\n",
+ " <td>58.003380</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>25.553927</td>\n",
+ " <td>0.75429</td>\n",
+ " <td>98.235961</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>8.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>65.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>72.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>139.000000</td>\n",
+ " <td>6.00000</td>\n",
+ " <td>340.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "count 19820 19820 19820.000000 \n",
+ "unique 12 3 NaN \n",
+ "top Friedrichshain-Kreuzberg Private room NaN \n",
+ "freq 4964 10686 NaN \n",
+ "mean NaN NaN 49.799950 \n",
+ "std NaN NaN 25.553927 \n",
+ "min NaN NaN 8.000000 \n",
+ "25% NaN NaN 30.000000 \n",
+ "50% NaN NaN 45.000000 \n",
+ "75% NaN NaN 65.000000 \n",
+ "max NaN NaN 139.000000 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "count 19820.00000 19820.000000 \n",
+ "unique NaN NaN \n",
+ "top NaN NaN \n",
+ "freq NaN NaN \n",
+ "mean 1.29773 58.003380 \n",
+ "std 0.75429 98.235961 \n",
+ "min 1.00000 0.000000 \n",
+ "25% 1.00000 0.000000 \n",
+ "50% 1.00000 0.000000 \n",
+ "75% 1.00000 72.000000 \n",
+ "max 6.00000 340.000000 "
+ ]
+ },
+ "execution_count": 116,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_4.describe(include='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 3. Data Preparation"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3.1 Reset the index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>19820</td>\n",
+ " <td>19820</td>\n",
+ " <td>19820.000000</td>\n",
+ " <td>19820.00000</td>\n",
+ " <td>19820.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>unique</th>\n",
+ " <td>12</td>\n",
+ " <td>3</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>top</th>\n",
+ " <td>Friedrichshain-Kreuzberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>freq</th>\n",
+ " <td>4964</td>\n",
+ " <td>10686</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>49.799950</td>\n",
+ " <td>1.29773</td>\n",
+ " <td>58.003380</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>25.553927</td>\n",
+ " <td>0.75429</td>\n",
+ " <td>98.235961</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>8.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>65.000000</td>\n",
+ " <td>1.00000</td>\n",
+ " <td>72.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>139.000000</td>\n",
+ " <td>6.00000</td>\n",
+ " <td>340.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "count 19820 19820 19820.000000 \n",
+ "unique 12 3 NaN \n",
+ "top Friedrichshain-Kreuzberg Private room NaN \n",
+ "freq 4964 10686 NaN \n",
+ "mean NaN NaN 49.799950 \n",
+ "std NaN NaN 25.553927 \n",
+ "min NaN NaN 8.000000 \n",
+ "25% NaN NaN 30.000000 \n",
+ "50% NaN NaN 45.000000 \n",
+ "75% NaN NaN 65.000000 \n",
+ "max NaN NaN 139.000000 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "count 19820.00000 19820.000000 \n",
+ "unique NaN NaN \n",
+ "top NaN NaN \n",
+ "freq NaN NaN \n",
+ "mean 1.29773 58.003380 \n",
+ "std 0.75429 98.235961 \n",
+ "min 1.00000 0.000000 \n",
+ "25% 1.00000 0.000000 \n",
+ "50% 1.00000 0.000000 \n",
+ "75% 1.00000 72.000000 \n",
+ "max 6.00000 340.000000 "
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb = data_4.reset_index(drop=True)\n",
+ "berlin_airbnb.describe(include = 'all')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(19820, 5)"
+ ]
+ },
+ "execution_count": 118,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19815</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>1</td>\n",
+ " <td>314</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19816</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Shared room</td>\n",
+ " <td>20</td>\n",
+ " <td>6</td>\n",
+ " <td>78</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19817</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>85</td>\n",
+ " <td>2</td>\n",
+ " <td>15</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19818</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Private room</td>\n",
+ " <td>99</td>\n",
+ " <td>3</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19819</th>\n",
+ " <td>Neukölln</td>\n",
+ " <td>Private room</td>\n",
+ " <td>45</td>\n",
+ " <td>1</td>\n",
+ " <td>21</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>19820 rows × 5 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "0 Mitte Entire home/apt 60 \n",
+ "1 Pankow Private room 17 \n",
+ "2 Pankow Entire home/apt 90 \n",
+ "3 Tempelhof-Schöneberg Private room 26 \n",
+ "4 Pankow Private room 42 \n",
+ "... ... ... ... \n",
+ "19815 Mitte Entire home/apt 60 \n",
+ "19816 Tempelhof-Schöneberg Shared room 20 \n",
+ "19817 Pankow Entire home/apt 85 \n",
+ "19818 Mitte Private room 99 \n",
+ "19819 Neukölln Private room 45 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 4 141 \n",
+ "1 1 0 \n",
+ "2 1 220 \n",
+ "3 1 297 \n",
+ "4 1 26 \n",
+ "... ... ... \n",
+ "19815 1 314 \n",
+ "19816 6 78 \n",
+ "19817 2 15 \n",
+ "19818 3 6 \n",
+ "19819 1 21 \n",
+ "\n",
+ "[19820 rows x 5 columns]"
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3.2 Checking OLS Assumptions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.2.1 Assumption linearity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Check linearity of price and calculated_host_listings_count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.collections.PathCollection at 0x228878a2790>"
+ ]
+ },
+ "execution_count": 121,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(berlin_airbnb['calculated_host_listings_count'],berlin_airbnb['price'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.collections.PathCollection at 0x2288791fcd0>"
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(berlin_airbnb['availability_365'],berlin_airbnb['price'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# There is a violation of the OLS assumption of linearity.\n",
+ "# A possible solution for this is a log transformation.\n",
+ "# A Log Transformation is generally recommended if the data is exponentially distributed.\n",
+ "# Also an exponential distribution is not to be determined here. \n",
+ "# However, in the iterative test it is to be determined that the Accuracy of the Multiple Linear Regression \n",
+ "# turns out better, if one operates on the logorithmized data.\n",
+ "# ==> Log transformation of the price is made. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " <th>log_price</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " <td>4.094345</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2.833213</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " <td>4.499810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " <td>3.258097</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " <td>3.737670</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19815</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>1</td>\n",
+ " <td>314</td>\n",
+ " <td>4.094345</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19816</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Shared room</td>\n",
+ " <td>20</td>\n",
+ " <td>6</td>\n",
+ " <td>78</td>\n",
+ " <td>2.995732</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19817</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>85</td>\n",
+ " <td>2</td>\n",
+ " <td>15</td>\n",
+ " <td>4.442651</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19818</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Private room</td>\n",
+ " <td>99</td>\n",
+ " <td>3</td>\n",
+ " <td>6</td>\n",
+ " <td>4.595120</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19819</th>\n",
+ " <td>Neukölln</td>\n",
+ " <td>Private room</td>\n",
+ " <td>45</td>\n",
+ " <td>1</td>\n",
+ " <td>21</td>\n",
+ " <td>3.806662</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>19820 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "0 Mitte Entire home/apt 60 \n",
+ "1 Pankow Private room 17 \n",
+ "2 Pankow Entire home/apt 90 \n",
+ "3 Tempelhof-Schöneberg Private room 26 \n",
+ "4 Pankow Private room 42 \n",
+ "... ... ... ... \n",
+ "19815 Mitte Entire home/apt 60 \n",
+ "19816 Tempelhof-Schöneberg Shared room 20 \n",
+ "19817 Pankow Entire home/apt 85 \n",
+ "19818 Mitte Private room 99 \n",
+ "19819 Neukölln Private room 45 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 log_price \n",
+ "0 4 141 4.094345 \n",
+ "1 1 0 2.833213 \n",
+ "2 1 220 4.499810 \n",
+ "3 1 297 3.258097 \n",
+ "4 1 26 3.737670 \n",
+ "... ... ... ... \n",
+ "19815 1 314 4.094345 \n",
+ "19816 6 78 2.995732 \n",
+ "19817 2 15 4.442651 \n",
+ "19818 3 6 4.595120 \n",
+ "19819 1 21 3.806662 \n",
+ "\n",
+ "[19820 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "log_price = np.log(berlin_airbnb['price'])\n",
+ "berlin_airbnb['log_price'] = log_price\n",
+ "berlin_airbnb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.collections.PathCollection at 0x22887419a10>"
+ ]
+ },
+ "execution_count": 125,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(berlin_airbnb['calculated_host_listings_count'],berlin_airbnb['log_price'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.collections.PathCollection at 0x22887b75610>"
+ ]
+ },
+ "execution_count": 126,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(berlin_airbnb['availability_365'],berlin_airbnb['log_price'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "berlin_airbnb = berlin_airbnb.drop(['price'], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.2.2 Assumption \"No multicollinearity\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['neighbourhood_group', 'room_type',\n",
+ " 'calculated_host_listings_count', 'availability_365', 'log_price'],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb.columns.values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "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>VIF</th>\n",
+ " <th>Features</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>4.021130</td>\n",
+ " <td>calculated_host_listings_count</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1.440053</td>\n",
+ " <td>availability_365</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3.923877</td>\n",
+ " <td>log_price</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " VIF Features\n",
+ "0 4.021130 calculated_host_listings_count\n",
+ "1 1.440053 availability_365\n",
+ "2 3.923877 log_price"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# All VIF values are < 10 -> no multicolinearity\n",
+ "variables = berlin_airbnb[['calculated_host_listings_count','availability_365','log_price']]\n",
+ "vif = pd.DataFrame()\n",
+ "vif['VIF']= [variance_inflation_factor(variables.values, i) for i in range(variables.shape[1])]\n",
+ "vif['Features'] = variables.columns\n",
+ "vif"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Bereinigung Einzelwerte neighbourhood_group"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "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>room_type</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " <th>log_price</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>neighbourhood_group</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Charlottenburg-Wilmersdorf</th>\n",
+ " <td>1302</td>\n",
+ " <td>1302</td>\n",
+ " <td>1302</td>\n",
+ " <td>1302</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Friedrichshain-Kreuzberg</th>\n",
+ " <td>4964</td>\n",
+ " <td>4964</td>\n",
+ " <td>4964</td>\n",
+ " <td>4964</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Lichtenberg</th>\n",
+ " <td>625</td>\n",
+ " <td>625</td>\n",
+ " <td>625</td>\n",
+ " <td>625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Marzahn-Hellersdorf</th>\n",
+ " <td>110</td>\n",
+ " <td>110</td>\n",
+ " <td>110</td>\n",
+ " <td>110</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Mitte</th>\n",
+ " <td>3848</td>\n",
+ " <td>3848</td>\n",
+ " <td>3848</td>\n",
+ " <td>3848</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Neukölln</th>\n",
+ " <td>3313</td>\n",
+ " <td>3313</td>\n",
+ " <td>3313</td>\n",
+ " <td>3313</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Pankow</th>\n",
+ " <td>3110</td>\n",
+ " <td>3110</td>\n",
+ " <td>3110</td>\n",
+ " <td>3110</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Reinickendorf</th>\n",
+ " <td>206</td>\n",
+ " <td>206</td>\n",
+ " <td>206</td>\n",
+ " <td>206</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Spandau</th>\n",
+ " <td>78</td>\n",
+ " <td>78</td>\n",
+ " <td>78</td>\n",
+ " <td>78</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Steglitz-Zehlendorf</th>\n",
+ " <td>368</td>\n",
+ " <td>368</td>\n",
+ " <td>368</td>\n",
+ " <td>368</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Tempelhof-Schöneberg</th>\n",
+ " <td>1357</td>\n",
+ " <td>1357</td>\n",
+ " <td>1357</td>\n",
+ " <td>1357</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Treptow-Köpenick</th>\n",
+ " <td>539</td>\n",
+ " <td>539</td>\n",
+ " <td>539</td>\n",
+ " <td>539</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " room_type calculated_host_listings_count \\\n",
+ "neighbourhood_group \n",
+ "Charlottenburg-Wilmersdorf 1302 1302 \n",
+ "Friedrichshain-Kreuzberg 4964 4964 \n",
+ "Lichtenberg 625 625 \n",
+ "Marzahn-Hellersdorf 110 110 \n",
+ "Mitte 3848 3848 \n",
+ "Neukölln 3313 3313 \n",
+ "Pankow 3110 3110 \n",
+ "Reinickendorf 206 206 \n",
+ "Spandau 78 78 \n",
+ "Steglitz-Zehlendorf 368 368 \n",
+ "Tempelhof-Schöneberg 1357 1357 \n",
+ "Treptow-Köpenick 539 539 \n",
+ "\n",
+ " availability_365 log_price \n",
+ "neighbourhood_group \n",
+ "Charlottenburg-Wilmersdorf 1302 1302 \n",
+ "Friedrichshain-Kreuzberg 4964 4964 \n",
+ "Lichtenberg 625 625 \n",
+ "Marzahn-Hellersdorf 110 110 \n",
+ "Mitte 3848 3848 \n",
+ "Neukölln 3313 3313 \n",
+ "Pankow 3110 3110 \n",
+ "Reinickendorf 206 206 \n",
+ "Spandau 78 78 \n",
+ "Steglitz-Zehlendorf 368 368 \n",
+ "Tempelhof-Schöneberg 1357 1357 \n",
+ "Treptow-Köpenick 539 539 "
+ ]
+ },
+ "execution_count": 130,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# There are no individual values available.\n",
+ "berlin_airbnb.groupby('neighbourhood_group').count()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3.3 create dummy variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " <th>log_price</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " <td>4.094345</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2.833213</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " <td>4.499810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " <td>3.258097</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " <td>3.737670</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type calculated_host_listings_count \\\n",
+ "0 Mitte Entire home/apt 4 \n",
+ "1 Pankow Private room 1 \n",
+ "2 Pankow Entire home/apt 1 \n",
+ "3 Tempelhof-Schöneberg Private room 1 \n",
+ "4 Pankow Private room 1 \n",
+ "\n",
+ " availability_365 log_price \n",
+ "0 141 4.094345 \n",
+ "1 0 2.833213 \n",
+ "2 220 4.499810 \n",
+ "3 297 3.258097 \n",
+ "4 26 3.737670 "
+ ]
+ },
+ "execution_count": 131,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#berlin_airbnb_with_dummies = berlin_airbnb.drop(['availability_365','minimum_nights'], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "berlin_airbnb_with_dummies=pd.get_dummies(berlin_airbnb, drop_first=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "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>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " <th>log_price</th>\n",
+ " <th>neighbourhood_group_Friedrichshain-Kreuzberg</th>\n",
+ " <th>neighbourhood_group_Lichtenberg</th>\n",
+ " <th>neighbourhood_group_Marzahn-Hellersdorf</th>\n",
+ " <th>neighbourhood_group_Mitte</th>\n",
+ " <th>neighbourhood_group_Neukölln</th>\n",
+ " <th>neighbourhood_group_Pankow</th>\n",
+ " <th>neighbourhood_group_Reinickendorf</th>\n",
+ " <th>neighbourhood_group_Spandau</th>\n",
+ " <th>neighbourhood_group_Steglitz-Zehlendorf</th>\n",
+ " <th>neighbourhood_group_Tempelhof-Schöneberg</th>\n",
+ " <th>neighbourhood_group_Treptow-Köpenick</th>\n",
+ " <th>room_type_Private room</th>\n",
+ " <th>room_type_Shared room</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " <td>4.094345</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2.833213</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " <td>4.499810</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " <td>3.258097</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " <td>3.737670</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " calculated_host_listings_count availability_365 log_price \\\n",
+ "0 4 141 4.094345 \n",
+ "1 1 0 2.833213 \n",
+ "2 1 220 4.499810 \n",
+ "3 1 297 3.258097 \n",
+ "4 1 26 3.737670 \n",
+ "\n",
+ " neighbourhood_group_Friedrichshain-Kreuzberg \\\n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 False \n",
+ "4 False \n",
+ "\n",
+ " neighbourhood_group_Lichtenberg neighbourhood_group_Marzahn-Hellersdorf \\\n",
+ "0 False False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Mitte neighbourhood_group_Neukölln \\\n",
+ "0 True False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Pankow neighbourhood_group_Reinickendorf \\\n",
+ "0 False False \n",
+ "1 True False \n",
+ "2 True False \n",
+ "3 False False \n",
+ "4 True False \n",
+ "\n",
+ " neighbourhood_group_Spandau neighbourhood_group_Steglitz-Zehlendorf \\\n",
+ "0 False False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Tempelhof-Schöneberg \\\n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 True \n",
+ "4 False \n",
+ "\n",
+ " neighbourhood_group_Treptow-Köpenick room_type_Private room \\\n",
+ "0 False False \n",
+ "1 False True \n",
+ "2 False False \n",
+ "3 False True \n",
+ "4 False True \n",
+ "\n",
+ " room_type_Shared room \n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 False \n",
+ "4 False "
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb_with_dummies.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(19820, 16)"
+ ]
+ },
+ "execution_count": 135,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb_with_dummies.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['calculated_host_listings_count', 'availability_365', 'log_price',\n",
+ " 'neighbourhood_group_Friedrichshain-Kreuzberg',\n",
+ " 'neighbourhood_group_Lichtenberg',\n",
+ " 'neighbourhood_group_Marzahn-Hellersdorf',\n",
+ " 'neighbourhood_group_Mitte', 'neighbourhood_group_Neukölln',\n",
+ " 'neighbourhood_group_Pankow', 'neighbourhood_group_Reinickendorf',\n",
+ " 'neighbourhood_group_Spandau',\n",
+ " 'neighbourhood_group_Steglitz-Zehlendorf',\n",
+ " 'neighbourhood_group_Tempelhof-Schöneberg',\n",
+ " 'neighbourhood_group_Treptow-Köpenick', 'room_type_Private room',\n",
+ " 'room_type_Shared room'], dtype=object)"
+ ]
+ },
+ "execution_count": 136,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "berlin_airbnb_with_dummies.columns.values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cols = ['log_price', 'calculated_host_listings_count', 'availability_365', \n",
+ " 'neighbourhood_group_Friedrichshain-Kreuzberg',\n",
+ " 'neighbourhood_group_Lichtenberg',\n",
+ " 'neighbourhood_group_Marzahn-Hellersdorf',\n",
+ " 'neighbourhood_group_Mitte', 'neighbourhood_group_Neukölln',\n",
+ " 'neighbourhood_group_Pankow', 'neighbourhood_group_Reinickendorf',\n",
+ " 'neighbourhood_group_Spandau',\n",
+ " 'neighbourhood_group_Steglitz-Zehlendorf',\n",
+ " 'neighbourhood_group_Tempelhof-Schöneberg',\n",
+ " 'neighbourhood_group_Treptow-Köpenick', 'room_type_Private room',\n",
+ " 'room_type_Shared room']\n",
+ "# Actual vs. Predicted plotted"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lin_reg_berlin_airbnb_with_dummies = berlin_airbnb_with_dummies[cols]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "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>log_price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " <th>neighbourhood_group_Friedrichshain-Kreuzberg</th>\n",
+ " <th>neighbourhood_group_Lichtenberg</th>\n",
+ " <th>neighbourhood_group_Marzahn-Hellersdorf</th>\n",
+ " <th>neighbourhood_group_Mitte</th>\n",
+ " <th>neighbourhood_group_Neukölln</th>\n",
+ " <th>neighbourhood_group_Pankow</th>\n",
+ " <th>neighbourhood_group_Reinickendorf</th>\n",
+ " <th>neighbourhood_group_Spandau</th>\n",
+ " <th>neighbourhood_group_Steglitz-Zehlendorf</th>\n",
+ " <th>neighbourhood_group_Tempelhof-Schöneberg</th>\n",
+ " <th>neighbourhood_group_Treptow-Köpenick</th>\n",
+ " <th>room_type_Private room</th>\n",
+ " <th>room_type_Shared room</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>4.094345</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2.833213</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>4.499810</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3.258097</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>3.737670</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " log_price calculated_host_listings_count availability_365 \\\n",
+ "0 4.094345 4 141 \n",
+ "1 2.833213 1 0 \n",
+ "2 4.499810 1 220 \n",
+ "3 3.258097 1 297 \n",
+ "4 3.737670 1 26 \n",
+ "\n",
+ " neighbourhood_group_Friedrichshain-Kreuzberg \\\n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 False \n",
+ "4 False \n",
+ "\n",
+ " neighbourhood_group_Lichtenberg neighbourhood_group_Marzahn-Hellersdorf \\\n",
+ "0 False False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Mitte neighbourhood_group_Neukölln \\\n",
+ "0 True False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Pankow neighbourhood_group_Reinickendorf \\\n",
+ "0 False False \n",
+ "1 True False \n",
+ "2 True False \n",
+ "3 False False \n",
+ "4 True False \n",
+ "\n",
+ " neighbourhood_group_Spandau neighbourhood_group_Steglitz-Zehlendorf \\\n",
+ "0 False False \n",
+ "1 False False \n",
+ "2 False False \n",
+ "3 False False \n",
+ "4 False False \n",
+ "\n",
+ " neighbourhood_group_Tempelhof-Schöneberg \\\n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 True \n",
+ "4 False \n",
+ "\n",
+ " neighbourhood_group_Treptow-Köpenick room_type_Private room \\\n",
+ "0 False False \n",
+ "1 False True \n",
+ "2 False False \n",
+ "3 False True \n",
+ "4 False True \n",
+ "\n",
+ " room_type_Shared room \n",
+ "0 False \n",
+ "1 False \n",
+ "2 False \n",
+ "3 False \n",
+ "4 False "
+ ]
+ },
+ "execution_count": 139,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lin_reg_berlin_airbnb_with_dummies.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 4. Modeling and Evaluation\n",
+ "\n",
+ "Residuals provide information on how accurately the dependent variable can be estimated in a regression. They indicate how far the predicted value agrees with the actual value. The smaller the residual the better."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4.1 Multiple Linear Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "targets = lin_reg_berlin_airbnb_with_dummies['log_price']\n",
+ "inputs = lin_reg_berlin_airbnb_with_dummies.drop(['log_price'],axis= 1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Feature Skaling"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 141,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "scaler = StandardScaler()\n",
+ "scaler.fit(inputs)\n",
+ "input_scaled = scaler.transform(inputs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Train Test Split (= prevents Overfitting) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x_train, x_test, y_train, y_test = train_test_split(input_scaled, targets,test_size=0.2, random_state=365)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Production of Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<style>#sk-container-id-1 {\n",
+ " /* Definition of color scheme common for light and dark mode */\n",
+ " --sklearn-color-text: black;\n",
+ " --sklearn-color-line: gray;\n",
+ " /* Definition of color scheme for unfitted estimators */\n",
+ " --sklearn-color-unfitted-level-0: #fff5e6;\n",
+ " --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+ " --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+ " --sklearn-color-unfitted-level-3: chocolate;\n",
+ " /* Definition of color scheme for fitted estimators */\n",
+ " --sklearn-color-fitted-level-0: #f0f8ff;\n",
+ " --sklearn-color-fitted-level-1: #d4ebff;\n",
+ " --sklearn-color-fitted-level-2: #b3dbfd;\n",
+ " --sklearn-color-fitted-level-3: cornflowerblue;\n",
+ "\n",
+ " /* Specific color for light theme */\n",
+ " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+ " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+ " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+ " --sklearn-color-icon: #696969;\n",
+ "\n",
+ " @media (prefers-color-scheme: dark) {\n",
+ " /* Redefinition of color scheme for dark theme */\n",
+ " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+ " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+ " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+ " --sklearn-color-icon: #878787;\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 {\n",
+ " color: var(--sklearn-color-text);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 pre {\n",
+ " padding: 0;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 input.sk-hidden--visually {\n",
+ " border: 0;\n",
+ " clip: rect(1px 1px 1px 1px);\n",
+ " clip: rect(1px, 1px, 1px, 1px);\n",
+ " height: 1px;\n",
+ " margin: -1px;\n",
+ " overflow: hidden;\n",
+ " padding: 0;\n",
+ " position: absolute;\n",
+ " width: 1px;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-dashed-wrapped {\n",
+ " border: 1px dashed var(--sklearn-color-line);\n",
+ " margin: 0 0.4em 0.5em 0.4em;\n",
+ " box-sizing: border-box;\n",
+ " padding-bottom: 0.4em;\n",
+ " background-color: var(--sklearn-color-background);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-container {\n",
+ " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+ " but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+ " so we also need the `!important` here to be able to override the\n",
+ " default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+ " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+ " display: inline-block !important;\n",
+ " position: relative;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-text-repr-fallback {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ "div.sk-parallel-item,\n",
+ "div.sk-serial,\n",
+ "div.sk-item {\n",
+ " /* draw centered vertical line to link estimators */\n",
+ " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+ " background-size: 2px 100%;\n",
+ " background-repeat: no-repeat;\n",
+ " background-position: center center;\n",
+ "}\n",
+ "\n",
+ "/* Parallel-specific style estimator block */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel-item::after {\n",
+ " content: \"\";\n",
+ " width: 100%;\n",
+ " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+ " flex-grow: 1;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel {\n",
+ " display: flex;\n",
+ " align-items: stretch;\n",
+ " justify-content: center;\n",
+ " background-color: var(--sklearn-color-background);\n",
+ " position: relative;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel-item {\n",
+ " display: flex;\n",
+ " flex-direction: column;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
+ " align-self: flex-end;\n",
+ " width: 50%;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
+ " align-self: flex-start;\n",
+ " width: 50%;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
+ " width: 0;\n",
+ "}\n",
+ "\n",
+ "/* Serial-specific style estimator block */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-serial {\n",
+ " display: flex;\n",
+ " flex-direction: column;\n",
+ " align-items: center;\n",
+ " background-color: var(--sklearn-color-background);\n",
+ " padding-right: 1em;\n",
+ " padding-left: 1em;\n",
+ "}\n",
+ "\n",
+ "\n",
+ "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+ "clickable and can be expanded/collapsed.\n",
+ "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+ "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+ "*/\n",
+ "\n",
+ "/* Pipeline and ColumnTransformer style (default) */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-toggleable {\n",
+ " /* Default theme specific background. It is overwritten whether we have a\n",
+ " specific estimator or a Pipeline/ColumnTransformer */\n",
+ " background-color: var(--sklearn-color-background);\n",
+ "}\n",
+ "\n",
+ "/* Toggleable label */\n",
+ "#sk-container-id-1 label.sk-toggleable__label {\n",
+ " cursor: pointer;\n",
+ " display: block;\n",
+ " width: 100%;\n",
+ " margin-bottom: 0;\n",
+ " padding: 0.5em;\n",
+ " box-sizing: border-box;\n",
+ " text-align: center;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
+ " /* Arrow on the left of the label */\n",
+ " content: \"â–¸\";\n",
+ " float: left;\n",
+ " margin-right: 0.25em;\n",
+ " color: var(--sklearn-color-icon);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
+ " color: var(--sklearn-color-text);\n",
+ "}\n",
+ "\n",
+ "/* Toggleable content - dropdown */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-toggleable__content {\n",
+ " max-height: 0;\n",
+ " max-width: 0;\n",
+ " overflow: hidden;\n",
+ " text-align: left;\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-0);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-0);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-toggleable__content pre {\n",
+ " margin: 0.2em;\n",
+ " border-radius: 0.25em;\n",
+ " color: var(--sklearn-color-text);\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-0);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-0);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+ " /* Expand drop-down */\n",
+ " max-height: 200px;\n",
+ " max-width: 100%;\n",
+ " overflow: auto;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+ " content: \"â–¾\";\n",
+ "}\n",
+ "\n",
+ "/* Pipeline/ColumnTransformer-specific style */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+ " color: var(--sklearn-color-text);\n",
+ " background-color: var(--sklearn-color-unfitted-level-2);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+ " background-color: var(--sklearn-color-fitted-level-2);\n",
+ "}\n",
+ "\n",
+ "/* Estimator-specific style */\n",
+ "\n",
+ "/* Colorize estimator box */\n",
+ "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-2);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-2);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
+ "#sk-container-id-1 div.sk-label label {\n",
+ " /* The background is the default theme color */\n",
+ " color: var(--sklearn-color-text-on-default-background);\n",
+ "}\n",
+ "\n",
+ "/* On hover, darken the color of the background */\n",
+ "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
+ " color: var(--sklearn-color-text);\n",
+ " background-color: var(--sklearn-color-unfitted-level-2);\n",
+ "}\n",
+ "\n",
+ "/* Label box, darken color on hover, fitted */\n",
+ "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+ " color: var(--sklearn-color-text);\n",
+ " background-color: var(--sklearn-color-fitted-level-2);\n",
+ "}\n",
+ "\n",
+ "/* Estimator label */\n",
+ "\n",
+ "#sk-container-id-1 div.sk-label label {\n",
+ " font-family: monospace;\n",
+ " font-weight: bold;\n",
+ " display: inline-block;\n",
+ " line-height: 1.2em;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-label-container {\n",
+ " text-align: center;\n",
+ "}\n",
+ "\n",
+ "/* Estimator-specific */\n",
+ "#sk-container-id-1 div.sk-estimator {\n",
+ " font-family: monospace;\n",
+ " border: 1px dotted var(--sklearn-color-border-box);\n",
+ " border-radius: 0.25em;\n",
+ " box-sizing: border-box;\n",
+ " margin-bottom: 0.5em;\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-0);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-estimator.fitted {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-0);\n",
+ "}\n",
+ "\n",
+ "/* on hover */\n",
+ "#sk-container-id-1 div.sk-estimator:hover {\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-2);\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-2);\n",
+ "}\n",
+ "\n",
+ "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+ "\n",
+ "/* Common style for \"i\" and \"?\" */\n",
+ "\n",
+ ".sk-estimator-doc-link,\n",
+ "a:link.sk-estimator-doc-link,\n",
+ "a:visited.sk-estimator-doc-link {\n",
+ " float: right;\n",
+ " font-size: smaller;\n",
+ " line-height: 1em;\n",
+ " font-family: monospace;\n",
+ " background-color: var(--sklearn-color-background);\n",
+ " border-radius: 1em;\n",
+ " height: 1em;\n",
+ " width: 1em;\n",
+ " text-decoration: none !important;\n",
+ " margin-left: 1ex;\n",
+ " /* unfitted */\n",
+ " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+ " color: var(--sklearn-color-unfitted-level-1);\n",
+ "}\n",
+ "\n",
+ ".sk-estimator-doc-link.fitted,\n",
+ "a:link.sk-estimator-doc-link.fitted,\n",
+ "a:visited.sk-estimator-doc-link.fitted {\n",
+ " /* fitted */\n",
+ " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+ " color: var(--sklearn-color-fitted-level-1);\n",
+ "}\n",
+ "\n",
+ "/* On hover */\n",
+ "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+ ".sk-estimator-doc-link:hover,\n",
+ "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+ ".sk-estimator-doc-link:hover {\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-3);\n",
+ " color: var(--sklearn-color-background);\n",
+ " text-decoration: none;\n",
+ "}\n",
+ "\n",
+ "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+ ".sk-estimator-doc-link.fitted:hover,\n",
+ "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+ ".sk-estimator-doc-link.fitted:hover {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-3);\n",
+ " color: var(--sklearn-color-background);\n",
+ " text-decoration: none;\n",
+ "}\n",
+ "\n",
+ "/* Span, style for the box shown on hovering the info icon */\n",
+ ".sk-estimator-doc-link span {\n",
+ " display: none;\n",
+ " z-index: 9999;\n",
+ " position: relative;\n",
+ " font-weight: normal;\n",
+ " right: .2ex;\n",
+ " padding: .5ex;\n",
+ " margin: .5ex;\n",
+ " width: min-content;\n",
+ " min-width: 20ex;\n",
+ " max-width: 50ex;\n",
+ " color: var(--sklearn-color-text);\n",
+ " box-shadow: 2pt 2pt 4pt #999;\n",
+ " /* unfitted */\n",
+ " background: var(--sklearn-color-unfitted-level-0);\n",
+ " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+ "}\n",
+ "\n",
+ ".sk-estimator-doc-link.fitted span {\n",
+ " /* fitted */\n",
+ " background: var(--sklearn-color-fitted-level-0);\n",
+ " border: var(--sklearn-color-fitted-level-3);\n",
+ "}\n",
+ "\n",
+ ".sk-estimator-doc-link:hover span {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+ "\n",
+ "#sk-container-id-1 a.estimator_doc_link {\n",
+ " float: right;\n",
+ " font-size: 1rem;\n",
+ " line-height: 1em;\n",
+ " font-family: monospace;\n",
+ " background-color: var(--sklearn-color-background);\n",
+ " border-radius: 1rem;\n",
+ " height: 1rem;\n",
+ " width: 1rem;\n",
+ " text-decoration: none;\n",
+ " /* unfitted */\n",
+ " color: var(--sklearn-color-unfitted-level-1);\n",
+ " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
+ " /* fitted */\n",
+ " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+ " color: var(--sklearn-color-fitted-level-1);\n",
+ "}\n",
+ "\n",
+ "/* On hover */\n",
+ "#sk-container-id-1 a.estimator_doc_link:hover {\n",
+ " /* unfitted */\n",
+ " background-color: var(--sklearn-color-unfitted-level-3);\n",
+ " color: var(--sklearn-color-background);\n",
+ " text-decoration: none;\n",
+ "}\n",
+ "\n",
+ "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
+ " /* fitted */\n",
+ " background-color: var(--sklearn-color-fitted-level-3);\n",
+ "}\n",
+ "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> LinearRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LinearRegression.html\">?<span>Documentation for LinearRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LinearRegression()</pre></div> </div></div></div></div>"
+ ],
+ "text/plain": [
+ "LinearRegression()"
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reg = LinearRegression()\n",
+ "reg.fit(x_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_hat = reg.predict(x_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(y_train,y_hat)\n",
+ "plt.xlabel('Targets')\n",
+ "plt.ylabel('Predictions')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " Intercept:\n",
+ " 3.781225116168546\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\" Intercept:\\n\", reg.intercept_) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 147,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Koeffizienten Weights: \n",
+ " [ 0.00598836 0.06202005 0.04087519 -0.0213382 -0.01248334 0.02006909\n",
+ " -0.01683975 0.02953642 -0.01720474 -0.00819149 -0.00947675 0.0019844\n",
+ " -0.0109827 -0.28451957 -0.08382892]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Koeffizienten Weights: \\n\", reg.coef_)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 148,
+ "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>Features</th>\n",
+ " <th>Weights</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>calculated_host_listings_count</td>\n",
+ " <td>0.005988</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>availability_365</td>\n",
+ " <td>0.062020</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>neighbourhood_group_Friedrichshain-Kreuzberg</td>\n",
+ " <td>0.040875</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>neighbourhood_group_Lichtenberg</td>\n",
+ " <td>-0.021338</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>neighbourhood_group_Marzahn-Hellersdorf</td>\n",
+ " <td>-0.012483</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>neighbourhood_group_Mitte</td>\n",
+ " <td>0.020069</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>neighbourhood_group_Neukölln</td>\n",
+ " <td>-0.016840</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>neighbourhood_group_Pankow</td>\n",
+ " <td>0.029536</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>neighbourhood_group_Reinickendorf</td>\n",
+ " <td>-0.017205</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>neighbourhood_group_Spandau</td>\n",
+ " <td>-0.008191</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>neighbourhood_group_Steglitz-Zehlendorf</td>\n",
+ " <td>-0.009477</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>neighbourhood_group_Tempelhof-Schöneberg</td>\n",
+ " <td>0.001984</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>neighbourhood_group_Treptow-Köpenick</td>\n",
+ " <td>-0.010983</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>room_type_Private room</td>\n",
+ " <td>-0.284520</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>room_type_Shared room</td>\n",
+ " <td>-0.083829</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Features Weights\n",
+ "0 calculated_host_listings_count 0.005988\n",
+ "1 availability_365 0.062020\n",
+ "2 neighbourhood_group_Friedrichshain-Kreuzberg 0.040875\n",
+ "3 neighbourhood_group_Lichtenberg -0.021338\n",
+ "4 neighbourhood_group_Marzahn-Hellersdorf -0.012483\n",
+ "5 neighbourhood_group_Mitte 0.020069\n",
+ "6 neighbourhood_group_Neukölln -0.016840\n",
+ "7 neighbourhood_group_Pankow 0.029536\n",
+ "8 neighbourhood_group_Reinickendorf -0.017205\n",
+ "9 neighbourhood_group_Spandau -0.008191\n",
+ "10 neighbourhood_group_Steglitz-Zehlendorf -0.009477\n",
+ "11 neighbourhood_group_Tempelhof-Schöneberg 0.001984\n",
+ "12 neighbourhood_group_Treptow-Köpenick -0.010983\n",
+ "13 room_type_Private room -0.284520\n",
+ "14 room_type_Shared room -0.083829"
+ ]
+ },
+ "execution_count": 148,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reg_summary = pd.DataFrame(inputs.columns, columns=['Features'])\n",
+ "reg_summary['Weights']= reg.coef_\n",
+ "reg_summary"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### R^2 Wert"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 149,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Coefficient of determination, which reflects the relationship between independent and dependent variable.\n",
+ "## R^2 lies in the range between 0 and 1.\n",
+ "## If the R^2 value is equal to 1, all points lie ideally on the regression line. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 150,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train Performance\n",
+ "R2: 0.37528899462129484\n"
+ ]
+ }
+ ],
+ "source": [
+ "#R^2 value\n",
+ "R_2=reg.score(x_train, y_train)\n",
+ "print('Train Performance')\n",
+ "print('R2: ',R_2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\2081043611.py:2: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(y_train - y_hat)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Residuals')"
+ ]
+ },
+ "execution_count": 151,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Residuen (=error terms)\n",
+ "sns.distplot(y_train - y_hat)\n",
+ "plt.title(\"Residuals\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Testing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 152,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_hat_test = reg.predict(x_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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T9qdXt9WebjV676masInHWpAmirIyDK6oXJS1YTSI+dkPdvn8cU5edUyH8aYNtioNSaKII814EKaZnPdIIdAqEIFhpjlZ1ORVdyXR+ToTZ2vN148eLFgWHZNRhH1BlMfTrSxHOO7TUcwwi/BA09lnxN9vk1HiluhsscUWW1zA604Gv87rb/CUwKPtAkk5X1Y8njXgBe8ejjjcSVFKXrnGpzeczjiOzotgxKcl41FK1Ro6YxEIhPQIPPNli/diE/FQ1h3LosVaj4wkWgkiFUaQ255AnS1q8rLh7lHY/IIOxbPIGwSOZWGRQBxrsuSJ2LduLa3xvHs44MvHK5QKRKOzDiUFWarCBFikaIzD9xWdzgSfF+FFqDJYR2P8hox0RjJb1jw8KVA9MaOfHFvkIaA0S9QLs7PazrDI243Wx1jHZBBzuqg5XzWMBxFRpGg7w6rsEMB7N4a8f2vCwc6AT+/NOV3UFHVHpCTv3BgyHsT878sH/YRZEHkLCWmkGKYR1gVd1vOmr5QUKCF6kfUTU8V1weTpibP1ebcsWozzHEwTEIJl2b4wyuNiK2uYak7mFd7D8ax6Rvx9a3+Ac44vj/LX9h16WWyJzhZbbLFFj4ttnZ1xTGscdWuRUrAzjpmv2m8ktryuruLGTsoo1eSVYbef/mk7y8mipjOWVWXJEsXNvQF1Y3l0XnFnf8DuJLl0R1415srcotNFjfeej9/ZoSwNxtjQ4gEWeRABKy3pOreJeKgaS2ccSkOWaATQGIu1HofHWkfTWf71Z2fc2B2wP0nYGccUVcd8VfdkxuG8I4sjtExYlYGEhbaUJYk0SSyRQqKUo27DkDm+d012jljozeZtncd6wHvmqxBJ4FwgMusJqNZYZssaL2BVdpsKRxorzhbxZry96dymxeKc42Resyw7yrrjdFERKcntgwE7o5i2cxxMU8q6RSApaktrajrjyGLNZBjxcx/skSWaQRqxN0meGR8/nVdY5zk+rzjcG5AkAmuD6Lo1gVztT1J2R1dPbTnnyKuOo1nJII2QUjBM9aY6c9GM8lKUxzBmUbREUdAVRTpmWbb95/ys+/Qa6+rOjZ2MLx6vKKqO3XFClkqa1vHwpGCYRXz87oSTef1Kg2y/KbZEZ4sttvjO4lVrANa6B6Xg0Vn5zLjy6BuKLa+rqzjczXj3xohP789ZFR1pIpnnLXVjwAs6Y3nnYEiWhPd7MXNq/RpVY55LqrJUs8w7zlY19FWDIIIVCMIdfKIlnbUsCs/uKKFuLc57Uq2JtUJIsJ0FwJpgJGccdL2XTV51NJ2jqDvyxlBWHYNUc3NngPNwumhYFF1fiQhePWXd0hk4XVY4a5EyTCI5D857OuM53B0Q6UD+hBAkkeSs1+mshcrOQV6Z0CJTcLKsg1A41URahOpM2XHveImUofoUiI7rW0stgzhid5KwKh2CMPl1umiItSJNND/z3g5N56jbjjTS6FhjO0uWSG4fjHj/5nhzLkop2R0/aZEVVctn9xdoFdK/H50VjAcR4yxCSThf1iSR5Gfe27my8lHWHV8e5UghGGah+qMJ7ysvOybDmMkw3rQFq8Y8ifLwIKXAGI9eR3nEmqLuaI1D8Pwoj7X4e3ecMB3FFLWhqMONwJ0bQ6QQnC9DRMSrDLL9ptgSnS222OI7iaLueHRSvFINQBDchrv41oa78/UkzLJsqWqz2Vi+7utfR1fhPHxwa0zVBrKyKDrOVzWRklgc02HMjQsuxBczpyItMbZjtqo5nldkSbijXz/WexgmEV1r+fLxEq01sYTgigKTQcx4EF6/rA0ni6DL0VowSDRSBGfcVRkqFIhABIWTKOnIUo1nLRY2PD4rkFIyTCOUEgghSKMwkn10XvHp/RnehygJ5zxahraLMZ5I+ycbroemMVj75GdZrHAuaGLWvjeCQG6GmWaxaugqSxZp9vcSms5xtmhwHgaJ5mhWcboMFax3D0dopbl3nHO+aPATUAXM8pYsVqSJYlV1m8pHmmg+uDXitx8s6ZwD5/F4pqOU9w+f35op647P7i84ntd8dGcSprjOK1ZlR16ZMLqfRuzvJHxwa/wMcb9Ynbl1MGCniTlb1iyKNoi1S9t7Do02a7h83oXKz6roGPfTUkoJXBucruvm+VEea6K+N0mIdJh0W99kxJGiM5Z53uK9ZzK8+v2/ivDXl8WW6GyxxRbfOeRVxxePlpSVeaUaAClgWXa0nWFv8uQOfDPttKxxHq642b1WdellnHezRPOz7++yO0p4cFpQVB3TYZiEKeqgy9i8rhK4NmhTmqrlbFFT1oajWcV4EDHKok1LQ0qBlOAQQRciQrUEBIhQYVgTk2GqSWPNh7fH4B0/frDkx4+WnC4q2o0Gx62fGt4zbH4XK0leG8ZphE4lsZIb2VFnHMZZHj6ukUJwuDtgWQQPHS0F00lK0VocnjTR7PUVhEXe4JyDsGIE4XgP0wgBvZ9yaF/VTSCsWkvyylC2BkWYxEqiIJidFw3LosU5T+ssRW1IE8X9kxxrPW3nGA80wyxi2B/71ji885wtaoqyZTCIiBQYB8u85e7xikGqrxSFH88qqsYwSIN4Oos1O8OIRdkF8jGI+Oj2iDgKHkVP46qqoPeezgT9lZSir5g4htnV593eOFToVkUYzXfe45xjmbeML1SCnsZFwiQEJE+RIa3khlS/yiDbb4ot0dliiy2+U/De8/g0DxM9r0EDIPAIrn5e+Pmzd6LXnTC56Lx71R3x0yGfgzTiw9sTdsZJaDklwb/k8XnFsmzRKkxo1a3BuxCK+eVRThopJsPwO/WU4DTSgqqx5FXLzb2M8SBlUdQM+urV6aLB9kZ4i7zlYJqSxYrjWcsg1dStoeq1MHg2xC+OJZNhGqIDLFhr8UlQ/iolGMZhOsxYh3GOvOwoK4OQsDdOGKURs0VNa8JUmfUwiDVSwt4kQUsZBL/GMS86RoOEsrXEsWJvkrLIQ4Wpp2zEWrI/TWlNxSDTRFIiBAzTcF4Y4+msY5BGdNbx+LzEOc+D0zAlVTYdOE8Sa6xzrKqO8SBmMoix1nF0XvLjRwsWeUtaGaKowRpHEivmRXulz9GapIwGEXndYWx4r4d7Q3YnQeNkrGdnnAJXk4GLZKPuNVjnq6YnGOCdZ5Y3TAcxv/97BwzS6BnH5zTR3NkfhGTynjxOh8EnaO26fRWuQ9SzWJPE4Vx+VUG23xRborPFFlt8pxBGh1tG2dUX42+iAXAexoOYou42d7tKCaz1VI0lSRSjNOJi1f1lprTWzrvnq5pP7s6eUKZef3Kwk/L+YHxpTUIIdkYJhzsZs1WDlJK9ccLpvOLfPVoGnUhjSGLNw5Oc6Tjl++/tkMRBzLwqgmZjWbY8Oi8BzzJvqGqDtZAmMc4RiJOUDBIFIkzUTIYxoyziy6Ocqu5wPug5nPNUrcUDSvb/0wItIdYqjLsLOJhkLIsu5GWtarQUGGMpW4t1QZScxposidBaMhknxFoyGkZoFcTQnXF4L8gSRRQpFnm7qeiEYxdITZYotBYb4hUpiVaSNFEI5ynajjjStMZhnKfuW2WDNBDke8cFw1TRtJamMcRS0bow4WVd0CCdzYOIuzWWzx8uedh7HSkh0Dqmc44qN+RFwyCVvH/zcmVxTVKmw+hSEjxApMMkW14Z8spyZ/9qMrAmG21neXRecjQribQkixVKCprO0RjHw7OC3UmyIVtPOz7HkWJ/kiJFw/444YNbE/YmyVfeHFw3IuPGTsqXR/krDbL9JtgSnS222OI7BetCVUBrib+iz6+koGo6lmUL8FICZSVFb5SmyCtDURtcG0IiRwNNEklcLwb2Plw+nyf4jbTi6Lzki8crPrw1DpNKF9YheNJyWFUdbWdpjUErxapML1WDnt6oOms5WzYUpcH5EB+QRIJl0RFFoeqSJvpSi8I7z71ZThoFg8GDaULnPA9OC5q2I5aSLNXsT1Ksg8kw5oObo80EjdaS02VNmmgiLZFlizEWpWTwf9GKpnU45+iMR/fEY2+c8PA0BwReS7rOUnWWWClK27I3SYl6rUgaKbJU0dSWZKwwQiB7jx1EaDUNEr0huVkc2i6ryjBII2zV4W34vLI0oqhahmmEF4LOePK6omks3ge/mroLfjdNG/RNN3ZS2r79mCUSBKh+zD1SgVyUteF4VvDZgwV1axhlMZ2DyHq0VEgtKKqOHz9ckVftJaKzJinG+s1nsyxb0kjh8VR18Pq5sZM+lww8yfcqOJqVSASjp8jUwSRFCMG942JDtq50fBaC3XHC7iRlkL6YDlw3IuObBtm+amyJzhZbbPGdgpIi3O233TOl/boxHM1KFnkHQJZELyVQvnjHent/uGktdcaSV4Z7xyWDRHPvKGeRt0yG0ZVTVHVjOF81LIpQRSlrw8E05cZOysm8RiD4mfd3WBYtD89KpkIyHmjK1lI1LedLnqkGrTePx2cF/9cPZ31gpMY6T6I1UgkEAmMcd49yJsNk06I4W9bcPc5ZFS2TGyMGaTDlSxPJ7YOE2bwijiRZrBFSsDdJ+LAXwq7f39kimAqmsSKOYoQIU1mb5PDOUjcdjpQsVZvKySjTSCWD7maYgPD4VRDO4gWjLKZqLXGkGKSa3VHKjx8tETK0CuNYITzMlg2Nsfz8T++zMwqkMmRhKfKqZZ7XSCEReDyCZdGgleRwZ0DTdeRVSyQVSayQQlK2wUnZOc/RrGYyDGaEQggiJTlbhhiKuN/IrQnkuqwNP36wom4MWRr0T8Z6iioQ68kgQmsRgkqLjsPdq8+v3UnCnf0Bj87L4EbdhAypvRe0ddZk49FZwWwZqjEesNbTdIGQTnqrgFneUjbm0jm0dnzOq3YzIfXgJL+2mD9LNDd3BxzNSpZFh5SglXqGxHzdINvXgS3R2WKLLb5TSGPFdBTzxYNy4/0CgVw8PCs5X9Tc2M24sZNh7MsJlC/esc5XTU9gPEezimXeMhnGvHc43JjznS2Dd8p48MS5dr2OrnNkvTg30oLZqmGeN3TW9esWFLVBIphOw/sYCEFrLMNBRFmZZ7RGgzRiZ5yAF0xGMVpIhpnetCyWRYMQgpN5cNSdDGPSRLM/zThb1AwOR7x/OOSTu4bZoubmfkYSKcajkHU1GceczuowGRUrysZu9CDrSSivw+RWpAWR0tTCoqTEWkdlHFoJbu0NSLTi43en/Oj+gu+/K6kaw/mqpelC3MTuMCHLNEIG8fCyDNNNgzRUCearQBy0FsykJFKC/UnGzd3B5nhY53vzQE/dOXAG1joqKRkogXWO926O6YzneF6TJWEqbH+UEcUCCZzOG4aJRCpw3lG3BmMdHom1ocUVx4pRprHWMx5GJIlGiDCN1xnXC3AtVWNI+gqV88960VysiCgF1rpghqgkd/YG3Nof0LRuUwl8Xh7Xe4dDfnh3Ruc8tjYbH53JMCaOgv7reee4935TqQvtVnktMf/aWfls2Wxef2cUc2t/wO44fYbEvGyQ7evCm1/BFltsscVLQAjBrYMRj09Wm/K5koKjWSA5e9OUm7tZyFOSLy9Qvlh2XxQtj88KysZw58ZwM7kEoT11dFayKlt2xwlJrPAezlcNXecYD6NgsKcEaRLSnR+dFiyLjv1JStuFCZ+LDsEXx3yfpzVqjaNoOtJYMs6eEL00VuyMEs6WIcn74kbnew3QKFP89sMl905zqsYwz2v2JhWjQYS1nnneBAKlgoHeutWyKts+xNNxvqwZDSK886EqFEmyLEIUntEg4vd/fICSoYUxGkQ0xjFMg3khAqQIU12tsexGCZ317IwSrA9//3xZE2mJEqC1Qqte8CwlaSzJS7M5Jp2xzFctUkgmA4mz/gnP6bVVZ6uGn/tglw9vj0liRVkHfx2twtRZ3oQpK+OhrMJEVd05doYJURQeY5xnmGrOlw1ZrLm9O+ATtWBRNEglSXQ4z7wPE4GVhBuTLOidnnN+HZ2XfPZgybJomY6SS2Z/wAvP2b1Jxjs3RmEab5SgpNi0ACHoZUapfiai4uuGgZZ1xw/vzjieVRvBtycQ1LqzpPGzU2ZvC7ZEZ4sttvjOYZSFaaS1j07VdCzyjhu7GTd3s2dSsl9WoLwuu8/zhqaz3EkUoyzm6f1mZxyzKDtmq4Zb+4NnyEvVGiaDeJPuPBpEnMzrzXi4c2vTtkBEmi5UUMJGHPxGOmOpW7Nx1bXWhRbLFZNhwzRiUbYUZUdnQuXE2DA2bK3lwWmYasoizShTzFYtD88q3HHBZKgZDyMOpuHO3Pabe6wFv/X5grzuSCJF0xiWeYfoqxGDOMLToYTg9t4AKSTjYczNvQFlYyjrjtmyxljHIFboLKVuLfNViGCYjhOscwwzzaoIkRH744R3D4d01mOcR8vg3XM6r7l3kvP7fnqfLNFYGwwJhSCQRxM0QrJPPT+eV9SNBTzeiz5a4cnx8t6HVs8gItaK2/tDHp5VtK1DqWCc1zpLGqsQIdEbF05HQTztCSJi1wuUvXfESmK9Q8eKnee4Gg/SEIB6tmw43E3JYn0pvuE652yWaN7rTSW7zqF7v6S1cN44x8eHk2ee+3XCQL33fPl4xb3jnEQrIh20U857jPHcO86vnDJ7W7AlOltsscV3EsM04oNb442gE+DGTqjkPI2vY1ImhCDSikjLjfi1uaA3CBtcmPjBe84XNVIJjHXEOox0x/pyuvMgCYLmVWnYnyRIGdpXVW2oWkNeGUaZ5mxRMx5EFGXHr396wrLoNoLYQSIBxyJvSHrL/vU7jrQklpJ4lCBF0IkoKTmYJtw7gbK23DkY9gnlIXJhOoo4OitIYs0gUpwuanZG6Ub/VLeW2aoFPIfTLLge1x1VbYMPj++QKmIySLi1N+Lm3mAzouydo6g6FkXLzjCmaizem9DSSCOOz0ta4/nRgwXOC5yzVK0hjhJWZfBIyuIn29Qg1azKjqI2TIYJTe/IjFecLxscflNpkITPzxhH0znK3uX6zv4gpI97j+9bX1II6i4IgSMt2J8mlI2lqTu0EKgIwHNzP6OsLYvCMUyjYCxpwjmlXHhNnGeYxUwH8eZ3V8H1Y/fTYXwlOXjROSuEuGQqWTTmye+A9w4vuzOv8XXCQKvG9L5CjsI4ytaAD+fbIAlTePeO82emzLbp5VtsscUW3xAXNQBZEgWSIV+dSdnl1k0/hdVXSYwNdvnWw+E0VCm8D8QA75mOkkutCAibzO4kI+onc/Ceh6d5CG70MB5E7I4SVlWw+G87xzAJPjFpIlnmHb/9YMlZXiOR5PWSnVHMdBSDF6zKbuO98zPv7xJptZlCA8nuKKFqO0xnw8RRFtMZxyjTeOfRsWa5CqP7SRR0NSfziv1paI2cLVu0EsRa9qnpjlgrbkwSbu0P+f0/fcA7N4abzSwEcIb3vSg7skSjtaRtg4MuUpBGOgRCSkFeepz1GGspm466NYyHCUkURsWd9727cjieSSSJtWLZBCL2pKESJMnehfOiM0Gg3CdnoZVAI8jrjlEaIUSoskx67dQwDRUW6xyJ1iSJYpxFpLHkwWlJXof3MhnGLIs2xCooge8sOpbsjePen+f5ROdlzCOfh0EabUwlz5bNRhi+37dvr2olfZ2/WzaG43lFXrQ0xqNVIESdkbSdI1JhMu2i8HmbXr7FFlts8QpxXX+PlzUpS2NFpASf3l+RRiFx23rHbNlS1AYhPB/dnnCwkwXiIuDDdETbOQ73nh0PLirD4U6Yvjo6r7h3nLMqDWms2ZtE7IxTtJQUdcfZoiJWiu+9O0EIQdNZ8qZjNIyCiFnBKI04X7XMVi07w4Sb+xnTYcx7hyN2Rk8qScsyxBzcvpFxvgxp2c7D2bIhiYPguqg77j5ecmtvSKTlJqdq3k+XxTpMUh3uDKgaQ9F2GNOPSu9k4RjU3SZzKo3D44WA8TDC2VBJsDZUCKSESRLh8dSdZZxFeIIeZr5syHXQ0uRlR5YGR+c0Ur2rcW+omGjSWDFbhciBsDkHsmOdD3qonYRRqjhfhiyvVRUSxFvrUEKAgEESMcwiPro95mzRULeGvWlwxvYepBBEOuQ4He4MGA80n9aGRCvu7A+pWov1AkEI+xQEnVWkwvF3zj0T6vmqztk1sb21f73Kyfrvni9rhoOwTikDeRVCXPl3gwi5Au/ZHcchf8x5GmPx3mOMQHRPUuVfxlvq28CW6GyxxRbfGl5XKfviNMv5oiaKZAhixNN1jjTRX9ukrN8L8cLjvGeRhymbLNUYYzcjzkkchJxZoogjz3zVPtdnBEIOVN1apuMYZ30gFpXZ+NQkkSKN9aZltSzavvoSUY8sR/OKREumo5iqNgjpiaS4FOa4RqwlkZJ4F3xtlmXII1qVHdbaMEZvHWVtNxqgvGp5eFJwtqypW4MUYXLM+UAYDiZZaE3VFunh0XnB6aJmnjebsf7g6yc4mKQ4HzKpOmPpbJicA8HpsqZquhBQmUZMhxGPzyqUc2gpEJKQaC4VedXxwe3JZtpOCMH+JKFuOqwPmWSI4MYshGB3FCoI79+akjeOugltr6o1xDq4R++OU4apojPhOe/cGPLFo2XQqMQarYOoeVl2OOf5mfem7E8Tfnh3HibzIkkSa4bDmFgJEi05mlWksSSNFKfzik/vzTld1JvP8mCa8jPv7VzLk+Y65+zLTDcJIRhlET9+tODLo5w4Ci2+JJIkWjMZXT5/vPfMVw3OeZJIolQgt86LnvzaIL4fxCgpvrbY+XViS3S22GKLbwWvu5Q9SCMOdzI+uTvj80cVrQ2mdLf3s2e0A9dF3Vpa4/nw9pi8MszzhlneEmvBKNVkaUpnPW1nSWLFMNPUrePdGyG36aJZ2s44YTKIyWvDjx8sODovmBcNiQ6Ge8EB2HO4k2KsR8kVWock7o7gfuys595RwbIIo+3LVU0chZZKqBZodicp3nuqxmwI5WQQRMYPTwv2d5IQ49AGnUmaRsyWJVmasD9JOFvWeEIqeNNaxoOIprW0xvLwrAAPO+OEgRA450JWkoCyNCSxZ5RFRDqM31vnSGNJ0zoOdzPGWUzdWfSqZphqjucV0nu0lAxTTVEb6sbSGIfy0AHewX5f6dKxYvdCpcr5MH0khOB8Wfej6wIpPUmk2J2k7I1TpqOY770z4XhWMR5GG4GzUhLnHHcf55sMMOs8SazoWtsbUoYKkeyDP9+/OcZ5+P57O3zxeEXVWKajmN1JxqpoOF00DNOI2/tDTpc1v/X5jKJP/E4TSd04Hp4WLIqWX/jZw2/dWK+sO47nFYMkQklJ0wUvpJClBj/97vTS361bS9Va9ifBXft4XvXxHz7cBfT+3u/cGBJp9bXEzq8bW6KzxRZbvHZ8nVL2y1Z/yrrj7vGKVdkSaYHWGgEsi+eHLL4Ia+Hmzigkeg/S4CczGcTEkezHiZ8IN9dCzjjSfHAr3ay/7QyLvOX+Sc7dx0vunRR4H0r/NlJBowN0JhjX7Y6DmNiYkAzuHBS14WxZ0VkftC+AUpLGGFoL4yzGe8cXj0M1Ym+SBk1LTyjfOxwFA8PTkrzosNYhE8Wqaom05nCaMh7E5OclJ7OSmzsptw6GLIqG3/x8RlF3dNaC88wLT15JIi25sZPhfXBSrvr3O+zv3o/Oyo2O5XhW9cffY6znbNGgpSJLwt1+WRvuHecUrWE6ilAIyjYYNR6dV3z/g11++p0pUsrNJrl2spYyBIk2ncN6i0QxygK5S+MQJ3Fzb0DV2s05qJUkr1q+eLTCAx/dHjMeBM2StZ6y6khijVQQKcX+JNmIrKvGMB0lvH/T8+isYFm2GOdxznNjJ+X2/pBYS378cElRddy5MdycU1kaHKgfnhR8en/Of/S7bm5E9a9btHsp+Xx/gPdcylsrqtB63J8+8cRZn9s745TZKpggss7V8uv3FDEdJv35//Ji59eNLdHZYostXiu+Tin7q6o/k1Fy5d+4e7Ti/nFOHCumowStQiujag33v+b469PCzSzRF6IcRCALUmyEmxeFnOt2Qll3PD4P718pWBTBNE8AuDCunPaGbXnd8eAk5+ZutvF8iZSk9bYfdQ8ka7aoWUeGR1pQN5a86pjnNZ0JLan/6HffYmcYbwhlEit+z0d7/Psvzvn80SrESMwtWRoqQvOiI69DEGNVG/QFTxbf37WLkImAtR4twpRRZyxZrIK7sb4sYl2P38dKcjKveHiWh9Ry4xikmhvThLJxOOeZFQ1dZ0iUIks1g1STVy0gGCSKQRLcd1dVt9kk01gRa8EXj0riWPP+zXizAXfW8fis5Gfe29noTW7tZRydVyyLDiE8Z8uWOFJ8eGt8yR/p1v6A80XNMIu4czDcaI7W504gSEsenBS9XsURjRJu7Wa8e2MUXl+Gqbfd8bPnK8DuOOF0XrMoWqbD+JKFQBLJ10J0XlxtiZ6ptqyJ1zpwdDLsxd19SrmWwdvJ+tDaCv5L30xk/aqxJTpbbLHFa8XLlrJfVP35+F3J7lOvUTWGu33A4jgLadRN55ESxlnEzLhLuT/XxdOC0VjLS2GMVWMZD6PNBf1pIefTJG+2qjlfNcRaMB7ErMoOYx2tscRaYYzlZF5xNKv56HZotTw6LYmjIEYWHuarhsYEvxYIXi+xDtNNZWN7k0KFtW6jH1oTykGi+fnvHQT7/qpjVbQoLagbQ9UEn5zxMMb1o8NNF6aj9sYpuyPPo/OSprFY75iOEgSwKgyrYUuiNeNhjFZPCNJa+7EoDJ3xG22NsZ6i7FhWHbvjjLY1nC3qMFGlQnWh7RyJDknbO6OEedGxKBoirS9tkt4/GSePtdyEsFq7pmeBOJ/Ma5ZlhzEhU0wIQawFt/bGz/guQfA8qluHVvJSi+V0XvH//nePw+faGerW4XDMq477j1c8Pit47+aY/WlGZxxpIln7JLl+lD3SgjiWzIuQgv4fvphdqeE52MmeWdc3wdPJ5+v08rUgOUsUWspL1ZZAJhXLogutVB/IDz6I1zprSRNF29rNd/h1DAZ8E2yJzhZbbPFa8TKl7OtWf965Nb30GmVjKOqOURp8YOrGbFKs00STxYq87i6Nv14HV4UY7oxi8qrj4UnBZBj3VRN7pYD0aZLXGUdnLVkcNvws0dRdT3Ksw3qoW8cgVfyej/Ypa8On9+Z8frTE9O2qzji8c1gZcq2McWgtkF70m6ikaDpaczkCYE0ox4MwwZQXLbGWSC3BPanZnM4bBv3Idd1aytYwHcbofqx7nrd96KXGWE9bdWilGKYRu+Pk0uYWjkuLNZ5hFias1hWXYRLRGoOzDuvCz9NY4WyoxI0HCk/wS8oSRb1qWRSGn7qdbTbJurV01vNRr6G6GMI6HkbczjJWVcdn9xd4D0pB1XScrVrmq7rf5B13DkbPkJ2rWizOOf7dj894dFaENqaLsL7FOYV1nqNFRdXZPl08iIpPFyHbrGoNzoVWZBZroijkg/37L89xludqeF4l2blol3C6aGhbi9aCSAXzv/myAQFtZyB7Eig7GkQYG3yT7HpkXgTDSC0VO8Nk8x0UQjDMgtnm+SK4aG/Ty7fYYoufaLyMb8e1qj9FG+IEnkJnLKcLg8eTRsE/xrowNl3UBq2+3oX12SRmx84oZZRGRJGkMQ7juFJA+jTJi7Uk6se0k1ihlECZsJEoKZivWrJEbzRLgzRib5Jw52CI6Tx1G8Ipl1XXz5T1jjFOIJQEQnaTxT3zPi5u3F3ngnkfgkmqiWQQQ1eNoe1cCBitDIMsIrTIwoY3HQYjPd0Hf7bWBU1Ln88VzBGf/M3ZsmFVdoyyiN1JQmfdZrOPlGS2DILlW1lG1RjGgwitBOd99W6URGSpomrCZNgwvbxJXtZQJZf0JnGkcM7z6HTRT1clfPF4xWzVhDFoEXyHfnh3QdM5Pro9uUR2rmqxzPOGu0c5yYWKXZZElLXBOI8E2jZ4LAF4HD/8cs6t/SHjLELFgZzOi5b5qiKJNLsi4Z3D0aYKqbTg9sGAR6cln96fszdJNhqu5+G6erY0VowzzSf35hvx+6K0m4qOdY5xFrPIW3ZGSdA8ueBAtB7ZFyK0BYUIJPTGboY1nkXecO8oR+vgP2Sso+vCdyPSYptevsUWW/zk4mX8QoravLD6U7fPChmzOGxqq7Lj1l524fGCkZI8Pq+YDiOyr1kuDyGKkuN5Td2GSIAb04TO8pWby9MkL000u+OE2SJs5EquZ9cJrSkBd/aGjC5kWEkpee9wyM4o5t5xy+39EbNlGDXXSqCVpqi7PsDSgJeM0uB7cxHrjbvdaC2CnsU6h+kcznuSSJNEhOcKqGpDrCVF1THKYlrj2JukxFrQdJ5lHswFD3cHDBK98VdZ3717AUJIxoOobxVdXtNoEDHLW7737i5FZfnyaEmsVV+1ElSd4XzR0BrHh7fG/O4Pdy9tkk8f3+Spz7dsOprOMswGPD4vOZ6VaB3G9qWEpkmYFw2PTkuyRPPBrcmGqF3VYskrQ9l07I5jZqsQD+J8qETGkUSJhFUZBLvjYcfBJOVoVjFfNqSRxLpAZue9HqmSlmEW8eiswFp/qQo5TPVGw7M7Tp97br7MNKMQgskwoWpDhTLWoS0nlKCsDI5wOj44KWh7R2nrHPNVzTxvkUKwN0mRIrSwrHPBMsA6miZozG7tRZt2c14GrdI7N0a94eLWGXmLLbb4CcRV7Z/nlbKvVf1R4XHmqb8xzoIlf1EbkkhttBpNZ1HSkyaasjF9OOSzF9yvuiv+Ki+Ur2otPE3ykkjx7o0RbWuDk2xlSGLZ3yELJsOIj995Np+oNZ69acaiDNWcYRZT1A3OQ1F3SBWcg2MVYX0Y5c6e2uTWGzcIrPfc3MtCVpEX1HWLIBjwKSnJa8Ph7gApBKfLhvvHK4zz7AyD429Rtax6A7x3DzLeOxwipaJu3aURaaUyHp9XXBHLdQnDLOIPfO+AR2cF56uaLIkYZoLWeGarmt1xws9/74DR4LKwd12hOJpVTIYxxgZNzbqisyrD8dUSHp9XoQ2TPjm2u+OYps8Se3BScGOa4fCsypBXdmPnciK3kvTTcI6qtjg8sZbkxpJoibOWSIdpvPNlw+444Wff3+HxWcnZsiYvQ7DpwSRmkA75/PGK00WFUpIb0xACuq5C1lLgvaA1z1bn1vg604xxJNFC9qaLnkUZCMx4oNmbZKyKlh8/WiIlHOxkaKU4Oi8QfbZVZ1xwuFYCZ2UI9WzCubU/STff2zhS7E1Du7msOm5Mn003/7awJTpbbLHFa8ez7Z+r/UKuU/052M3IEk1TtZufOw/705BzNctDmjJd+J0xljTRNJ3lRw8WDNP4mTver7orLmvDr/7wmLwK+pZhFlLJH1xDR3EVybu5G1yUH50WDAcRO8N4I3Q+3Bs8N59olGl+70/tcffxiqYxlI1EChgPQkCnEGHNxnkmwyQEHlyorqwJZVF3m7bO7iQlijRlFUNvBDjPG5JIMRnGHEwzJsOET8cJJ/OS1no+f7SkrA1ShJHyOFLcPyk52Mn46PaYONIbolg1hmEasSo79ibPfp55FSIYslhxMqt6E8EwxRO8hAS7k5TpMKaszWbSZ42qMTSd5dF5wW99fo4U9H5GMUkk2R3H7I4ziiZkaE0Hvfuydbh1QOcwJtKSs2XNJ/fnaCkDOVIZJ/MaIcTmPNkdJeyMYo7nFcb5DalZr2td7RsNNFXr6KxjMowYlRFVYxlkMBlETIYJSoYxe48Ik3Wd3RCIkZKcL2uEkBt35afhvefovGRVtExG8UZ4/SJjPmMdjbE450LSehfaUM06wqSxlLVh1H+2oWoFt/eHnC9DRVNKgeiCHlmKUHXc38kuCdHXeBO+OU/jrSI6n3/+Ob/4i7/IX/yLf5Ff/MVfvPIxn332GX/zb/5NfuM3fgMpJb/wC7/An/tzf447d+58y6vdYostXgbrRPCv0hK8TPXnItZ+KoM0RATMiy6Id72nVRKtwt9a+9NcvOMFnntXXPQEaJE3ZKnmbNlgrUOpEPS5yJsX6iiu0vgc7g7ZHSUgQErxjE/L01hXutJY8ns/3ufOjSFfPlqxLBukCFMyznkO94bcmKbsjhOazlM27ZWE8tZuytF5SV52jEchQ8pZR915rHXc3Bsw7B87SDV3DkdUreHT+3POljWxVuxME949GJImEVVreHCSM0wvj/Bnieb9wyGf3puzLFuyWG8qbUGc63nvcIgA7p/kTAYJ798cUzZmM4au+9bZ3adCI9fVjGXREvVVusZYlmVD1RgOp6EaMUg0R/MSgK5zrKpus6k3XQgHncaSmQgZV3cOhgzTILR+ujKSpRHff3+X81Vwi/ZOkSQS6xyrskUiuDHNoDdc9B4enZZh9D6S7E4SBIKyMVhrg46sc8SDmLq1DPtqIQSyNx1q0isIP4SK0WcPllhrmRctUgbNzDpf7XkEozOWRd4wW4UpvHGqA8HpLA9OCprOcmM3Q8t1fIVHCsnuKMa7MGWVxAqBQKkwQfb4tGRvlFx5c/ImfHOeWcMb+8tPoes6fumXfomyLJ/7mNlsxn/1X/1X/MIv/AL/4B/8A5qm4a//9b/Of/Pf/Df8r//r/0qSXO1XsMUWW7w+vOpYhxdVf4ZXEIGLlaDbByP2p2E9x7OKujEgYTIIGUnrkevZsuHoPFxvnjflde9oxY8eLtHCMc+bfjIsGMKuinYT8vgiHcVVJG/tOfIy+USzVcPuJOHGzoBxFnO2bFgUDYu8ZTqK+dn3d7m1NwjTXM/5TLJE89HtKYuiZVW2LMqOtg2NwFDJifipO1O893z5eMXxvObxWU7VGDrrubGTsDvKMM6xrDriWDMZxJyb+pkRfiHEhriczCrKuuMqp+GyMeS1YW8UdENta3l0VobAzD6R/NFZyYe3JvzMezub6bwwXRc+k1GmofZoGVN3BoenbS3DVDPJYrrO8nDVkMZ9QKhzPYnwfP44Dxqdm2OSWG9EzYNUU1TdpcrIz7y3w7Jo+bVPjlkWLXnlsHjiKLhSJ0lom07TOIznr1pu7md0XR9pIQQjpXl4GvRNWgmWRRsIQR+/sSq7jbuyu6LvV9YdXz5esiwabuyk/c2AD22k1nJnf9CHkl4mGN57zpcN1odjuqoNuNA2FQLqzmGNQ++JDXGXUqBUOIcb41jljoNpRhYrvA+GnIMs6lPYnz1334RvztN4a4jO3/k7f4fhcPiVj/lX/+pfUVUVf+2v/bUNqfmbf/Nv8sf+2B/j13/91/kjf+SPfBtL3WKLLXq8jBDyZR77vOoPhHaFLsPk1XrjuFgJmq9CJUgAVRvEzYN4PRH05GI7zEKFBmAyvHoKJNKK2bxEqmDgZp3fhGQrKSiboJ9pOnvl8y/iqjyiLPnqaZqLz70qy2s80CgBN3cHfHR7zO44vURonvdaN3bCMS8rwyDVNDK0cfDh2A/TiC+P8t5fpyWKFFoJ7p3kRCo4EadKs6paZqLm5l7GKAvC4qdH+J9J2Lb2mQpW2U/RNcby8Kzkxw8XQazdj8tLAU3e8f/75Ii9cbIxtosiycOzkkXZYp0jizXDVJJ2irO8QWuF0oqPbo/47UdzTucVzikiHcwfB4nGuhCXcWtvgPPB6bioDdYEfyMhBcuy5XAnZZAFjdLPfbjL+aLiswdLqqbDW4f3jqoJ7c0oiUgTTdF0TIYxSkg6HMYFgtF0llGmaY1kf5pwNg/+SqfLmlRrDnZS7uwPgzOz4FKcRxJJjmdVqPiMQoXoSZp7yAM7X9XsT9JnCEbdWlZlyBWr2kBcfe/tI5VACUHnPI11G9vji95Ru+ME70KbrrNhAkspwbs3hpsprquCbL9t35yn8VYQnV/91V/lH/2jf8Qv//Iv85/8J//Jcx/3R/7IH+F/+B/+hysrN4vF4jWucIsttngaLyOE/DqiyaeJwZooFY0hy0qqqmXYh3WuR7EvVoKKKpTtb+6GvKOrfFI6a8GHzfQqCAl5HTbhq8ry1gZXX3dFWf5lKl1PP/aqas86y+vTe3PunxRPRNE7KR/cHLM3ya71t51znC1rskizO02oWocjGA/uT1Kmg5h7JzlppBgOIs5WNYNe4xRHirazPD6viHWoIqzKLvjiDDTGOMq6o0ovT9i8KGF7kGhiJbl3VHC6KMmrljgKZLU1FutgkCrOFhW/+fkZ/7efuYF1DuccD45zGmNJIkXThrbKINFkUVjPbFVxey8lixSjYcT5sgXXEkWSLImJtQxaI624f1zg+2mik3nJouioGrPR3/zB7x8ySDUn85qdccr+TkvdhJapUIp81ZBXBu8FO+OYnVHC4U4gqPdOcub9lNow1X3WV03bedK+JZulmkQr9icp1nliLYIOpzKbm4MkkhvS4Zzj8XmF82FCSgiB946y6jDG8/7N8SWCYZ0nrzry0vQeRZpw6gtaYwOH14KmeVIJEiIEwdat5XxRc2s/tEdXVcfxeYmUgkEScboME2K3DwaMsviN+uY8jTdOdJbLJT/4wQ/4C3/hL3D79u2vfOy7777Lu+++e+lnf/fv/l2SJOEXfuEXvtE69HMudL/Todbuq1eIzLZ4OfwkHUvvfX937jjYvTDOrRVZGnG+rDlbNYx7J9zrPvZ5F8Oi7rh3koe072HCdJIivWdRNDTG8uHtCcM0YjJKGA+D3qGoOtJEMR5EJPGzlzrrLGms8QQxc3zFNUAJsHja1pAkCq3UxvDOWEtZdkRxcP+9eA0p6o7j84pl2WKtRynBZBBzuPds6+3pxxpraY0j0pJIqc1zR2vSkWl+ejLdjHK3neVsVTMexQzT6Cv/NsDdo5zf+uKcZREmrfZ3BtzcyVBK0HYhwPEsr/m5D/b60EYRNBlS9GGdLUpY4lFCEkmqNrgnPzgrGGURx7OKVWWufL/Rc/Qmo0HEaBixuN+E1op1NG2DsaHSJIBIxqix4O5xzu/6aBfvPQ9PS4om+PSksaI1nqIylI1lMozIUk1edXz6YM6jsxrvINaCrhM0xhIpw3SUIqRkWbVEsSSJdKhmtZZhGjHONLO85e7xEvDcuTHCOU+aaQ53BnjhaVsfPn/rmIwS9iYJB9MM5xyDNGJ/J2M6Snh4VmA6z3gYzBOTSHK6rPEePrw1ZjSMaVvL0bwk0gopn7RRY6lDVEZec7qoiSNF0Rjun+ZhhD7VDNOIWMn+PImYjpNLxzyOQr6XsY7D3UGfwxasBdJEYYwjjcJNwDxvSJOgkYuikB0mJYwHEXltOVs2JInmzo1h7/Ld8vC4CML0qWeYaQ52s+e2m6/C67pGvnGi85f/8l/m53/+5/mTf/JPvvRz/5f/5X/hH/7Df8if//N/nv39/a+9BikFu7tf3Tb7nY7J5NVakf9Oxk/CsSzrDi8Lbh9O+jHVy0jSmLoxpP048HUfe5UQ13vP2f05Ko748MZk8/PdnQG7OwNOFhW19byzM+jvaEMrYjR2NM6zLDsm42eP+cmi4qP3dgA4XTTPPMbj+fzRKpCbCKwNZEgqcBacsyRxRBxpskG6uYbkVcfZaUnj4cb+iKjPsVqWLWd5x87OkFHvOrt5rPNMxiltZ7l/XJDXQfNz+zDkLC2KhsePQjDpR+/uXTo2TWc5nlfMq47JJHvu375/VgFQm2AnOBklDNM4mARKz+E0I401j85y6qJhMk5RUiBVTtk50kgyHqz9Y4LpnYdQxYmD6dxHd6Z89P4uxnpO5xXNaclPv/tkBP9iC+ZJZlg4n3amGcMspulWvRFg3wbxIJWgaB2LyuKFIckS4rjFeM/+NAueL8b3rUoo8xqtBH4nEKVlabAIhBIkiaazBmc8y8oyHFrSWDIrWt6/PeXRSYFxnlsH483abh/EDLKIvPF8eZTz+753g4enBe/cHIcWZm3onGNvkqCU5L2b40AeYsWqMkwnGdPJgIPdEafzilXdcr6s0bHmp97bZTpMqOqOuvNEWvG99/c4mlesasthmrCoOpz1SCVIopjWVnxxlGOd58buECk8q6JjVXYoLbm5P+LdWxNkpNjpvxcAcdUxGqWkWUEUa3ZSTdOGypiUkqbrMBY+vDPhw/d2sCZobKI44vs/NeTm3hAp4Ef35wxHMe/cGIX8M2BnMuDdW1MenOTsTRI+fmend9h++UrOq75GvlGi88u//Mv82q/9Gr/yK7/yUs/z3vPf//f/Pf/j//g/8qf/9J/mv/wv/8tvtA7nPMvl80XQv5OhlGQyyVguK6x9vp/DFi/G1z2Wr1rs+yqQVx3zRcV0HNPUz67FOc8ibzk7LwCu/dgme5boVI3h/uMlaaxYriqUlAyHCUURXHWFtdx/tGSgw/TQ09WRZdkym5XsT9PNBFdedaSxItPhgmrbji8e1L04VLKqwt3p6bLGG9ffYXqKqg2TUoI+4FMh8SyWJbNM473ni0crzlc1e5OUpm5p+veRSDg5y7FdaNV57/n03oIHpzlSCJrWcLZsqFvD3jTlfFai8NzeHyCs4+HRkv1pxjgJn3/VGM5XNWVlaFrL5/fO+WR8ThJJbu8PWS6rTbZSrAU//HIOAt45GFJWXdCnWMt4GHM2K3HWcrCT4U1offz43jnzVcsXj3OKxpBqSd0Z8jLocCIpsd7jXaga3d4f4q3j0fGKogxxAIu84cuHC949GCJ69+WrKlyrsuXopCBRwZ23NQ4lJEp4VCSRQiK8YzYvaVrD+VlB03akWnHUdJwuKprGIJUCHxyjH5zkGBPiGPYmKaYznM4r8KCj0AKqO8e9xzmRDpqn3/rtY+ar4My9yEs649FSkMUJVdUySDWPTgpu7Was8oacPqS1dUSRwppg+jiIw5rHh8Nnzq00gqr23BjHWO9DhaQwVFVHZx1GSbxzLBcVeWWo6+5JSG3nOF5UnJ1XlE3H4e4ApSV1bTB9wGyet4xihcZtvhfrFnBedcQKRolitqo4m/m+agnWBM3NdBQzThU3RslGl7a+7pgmtPJm8yqQuFX9zPc1VYLzWcXBKKGtu5e6rrzsNXIyya5V/XmjROef/JN/wtnZ2TO6nL/0l/4S//P//D/zz//5P3/mOV3X8ef//J/nn/2zf8YPfvAD/uv/+r9+JWsxX2HKtEXQImyP0avByxzLlxHwfpvwff++acyV2pW2F+f6C9qV6zz2quPStMH+f5CoSxc/61wIruxfY7ZqQhWh1wENEkVnQuZQXoZpn7UV/XQQc7ibkfROve/dGG2Oc1mHjTNSwZH40VlB04RoiVgrRlkIPvR4WuMZ9BuY6SMUZquGLFZXXqizuA/XjDUn86A3WRZt79WiaLsgqF0VHUKAFJ6dUYxzweOmrDuq3k/m4VlJayxZrBkPNKcLy6OTgmGmqeogNF1b+8c9SVn7teChqDqUksSJJo579+NBFDZMBL/xo7ONTsNZy0lRs8xbOutItMTHsndQ9mgZXK0fn/ctFxECIvcmCYu85Td/XKO15KPbY8aDkKh+Oq9YlS0f3hrTdJZl0VB3Bu9AEdyBgzlMEPp6ITdp6XnZYIzjcCfhk7uGZd4GQZWxxLpvtQnBPG9JIsV7hwPKxtB0QTDrGgMerPeYzpIkitEgJok0zrcUdaiOZEnQ+5wvA8EepEG8vCgajs9KThcVVRN8ZQZpaEfhIY01dw5GZLHmvRsjjs7L0L7tW5IH04xRpvntB0uOzqr+OyBQIhD/80XNw9MCrSXvJqPgROz8hmA7QvTF2bJCa4V3wSgRG1pGVWd5cFyyM05oWrsZWffOM05jDncGLPI2XIvwCARaB+dq5zzDNCLqBfjrr2zIuPLUTSC7+AjTG3tevO9afx8v/t2Xxaveb94o0flbf+tvUdeXGeEf/+N/nD/zZ/4Mf+JP/Ikrn/ODH/yAf/kv/yV/+2//bf6z/+w/+zaWucUWbwRfR8D7beFFxn552THMon60VDDONPO8DTlPT+URvWgq4zpuyVIIzhf1lWPit/YHnC9qhlnEnYPQCnq6Krae8qoaw5ePVwjgcC+jaS2HOwNO5uWmTdS0INMwfpslgjt7w40G4ToBpmXd8OXjZRipLrqweaXBXC+vDLf2MkaxZlV1LIpu49sT9dEIxjoWRUtrLJNBnwbe+804D6eLilXZcedgQKQVxnjmecNsVTPKYk7mNa1xlHXLqurY70J1pjOOZd6RRBLnPHnZMUgjkihUwaqmw7gnRnvOWSwgFWRxmMJ5eBYqZ7f3QxvPeUdRGwaZJlGK81WD7nVHO+OY+arleFaxNw7kpyi74C3jBXXToaVEKtFnR3niCPDw5VFJ1VnquqMzjskgRmuBdfSTYjYY7WlF3nXMV21ot+LxfeUDPK0LQaqRkngveiIbhZgM74iUYphqisYifMhzEkJwfF4yzxsWZccgDQaJnXPUdcdkEPP4vGBnFEwL6za09VZVTV5a4kgwSBTjTLEqQwsrrwyrqsM5RxIpIi1ZFCFvSojLQnfrQpabdxGdddSVIUvDqHdwlNZ0xlM0gchenOpO46BZM9axM0rYGQXTQoFH6ZBAvjavvApl3fHwtODovOJUBZ3QMNUb75719/FNj5M/jTdKdG7evHnlz/f393nnnXew1nJ+fs54PCZNU/7pP/2n/It/8S/4wQ9+wB/6Q3+Ik5OTzXPWj9lii58EXDfF+2nX028LX2Xsd75oKNsO6z3lg+CBE2tB3Ro+uVty8bItgMNesHgdD5nnuSUPUr0hhFdhNIio23DX+1Vj1+ux2d1JKNsnsea9wyFtZ2iNC4GF1pHEmjTWJJG8FNnwIlLWmRBamkSS1ljO85A31Jqwts44lkXH/kQSKUnVhrDILAmtlqLqNhEB2QWBddVYRqniqGwRXiDl+uiGO/XpKOHhacmiKPnwlmRvHBNrcF6wLAxt1zFMIiajiK5zNJ3lYCfY+Z8tazrjSWON6r1emtbjvAURKhhN64J+6elx5iaMaE9lTNl0HM0r8rIL7sVpxKg3tUvikFTemECkpJQYYzHW4tqgidYSBqMwxr4/iXh43nEyD2PWk2FM0RhWZYtzfZDkQHNjJ+HhScXD04KqNXjrGQ+Tnqg5TGVIBzII0m04hifz0CreG8e01lE0YaJrZ5Tw6LQgSzWRCvEU3gXxs+gjy7rO9nEKCYui5XxZ8dn9JZ/em7PIGxoTKpCf3F1w5yAjrywPjnOs96SRRqtgFJjXhqIyVwvk+/DNOJKh/eg9oywKom0hcI6+GtiHqD11jk+GwdxSKcHpog3VsT6RfGeU8NE7EzrLM0aD6xuvujFMRxFlE2IvVkW38e5JE/1WjJM/jTcuRv4qPHr0iP/0P/1P+at/9a/yi7/4i/yzf/bPAPgbf+Nv8Df+xt+49Nj1Y7bY4icB10rx/ga26q9C93OVsV9n/MZHZW2t3xnHeU/MBFzKPYp7C/26NTjPtdySJ30rp+0sy7wliUOL5P5J8dwx8eu6sz5dkRECbu0NwmjtsqYzlqqxTAdxCLN8KrLhRaRsvmoxxoBXVK0hjUN7QKtAfLwPeqXpMGyysVYoETY/78IY7zKvKaoOmUHXj3PHWpElCZ4KIcG53hdn8/4F1lma1jDpJ+GsD5Wg6Tji4XGYKhsmiry3CtobJfg+4VsLyaoMrcJ+TyQCYg2mzxPrjCOK5aU2Rll3CASrqg2RDn3rRaswIl3VhmEWAQmmb2EmsaJsgrbDuXC6WA+y/zz2pylZGpHGmp1xwvmDGmstCEkcKZQM1Y1w7oUJp9ZYutaiY7XJFQudxRC/oFQgheNhysGOpe1cGEMXYVJJopgtg84mTXSY7Lu/pDUWY0ISZxqFybS8NigluH/s+d//jePhWUHThZbV/iTG2BAO+u+/mFPWBi1gNIqRIrTSbBuCQoUMHk3LVcvuRD5xlK4NWRJhrWOQRVRN0HYFD5tAOpNI8f6tEeNBzNOnfNJPCeZFR2ss40G8yQdDwNFpRaQU1j0R/l+88dqbpgxSzcOzkrI1ZImmrA1HsyoEd/aWD29aR3gRbx3R+eSTTzb/fvfddy/999//+3//TSxpiy2+dVynBfJ1bdVfpe7norGfsY4HJwVawt70SXU10grnPWUdSuzhIho0J3EkeXiSc76se7GwunIta1J1dF4yL1pq42mbjp1RzM29QR8IWn11GOg1yukXKzLrNpvzcGd/wCjVHM1rlOo42Ml4/3DErf3hpXW+KMJCKYGxvtfeJKxKQ1mHcMxYK1ptKSrL8awKTs5ZMMTLS4OSMEojHs8qjmc1Qni6LrRhJsMw3ltULSBoutDiirTE9o65WRIRRWrTEhlnmsenJSfLmq61LFYtZW05mGZEWlJ3lrq1LPIwjtw0BtP7ImoBAoF1IoidE0nZGERrMSbEN1St6cfSoW0dw1RTdUGMrFXIfDpfhmBS5zydDRNHWkHb+k2S9voTMw4WRcd4ECbdtFLc3k+5f5KzqjqyOIiu1+Gp1vpQ6coihlnK6aIB5/HO0TlwfQBoliq89ehIMUgVt/aGZLHms/tzlkV47zPdsj9JeP/WmNmqYVW2GOdDTlcaWkV1Z7HWM0wkWgci+9mD+RNykER4D1rB/iRmvmrIy5CEXpQdTc8gtQzGf6MswjtPFKtQ6WqD3moyikkTRdM5Fquargvu0DhPa1yvFwpam3UA7kUIPGfLGiT81O0JnbEgBJESRFrx+Lzk8VmBuFANevrGK000d/YHnPcxKc47FnnLrb0B7x2O3qh+8Cq8dURniy22uJ4u5ev0wV+H7mdt7Fc1ob0zGlx+/loo7JznfNXw/uGYLFGUteHuSYGznv1pynuJDqGcL1iLBxCXi/LXaW9dp5y+fp3H5yXOe4rabIIxTZ9yPRnEDLPnj81+VYRFHEkenpbBI0dLJgONc0F/UncWQdhw9iYJxgadjHcwHSUMU8X5qsU7zyBVYcy7DdWHs1WzMddLtOJgmnK2qBmmmjTRjLII0zsSj7KQPn66aHAS3r0xRglP11m0ErSd2axzkGicD6GPSj95v15AFEk8AilCZc7aoBE6WzZMRhmTQcwgVcxXDWXXcTQPbbe6MWgdcqWs9b0fkMM6R9MaVmXHWobqCRNBEDyNhPAs8w5wSAlSaA4mKZ1xSOFJohCK2Vkf3odSJIni5u6AnXFO0xha59EI4kThXDg3Rlm8MZU8XVScLCsiLfng1pjpKMI7QdNnQXW9NirRCi+CQL1zQWjfYjbmkd77UO0RglVhqFqLdyAlfeXRhanAqmNnGLOTBDFzZ4IJZV2b3kBQcriXIRDh913Q1xxMEv7P3zridBnMC72HJJJMh+H8fHhS0BlHEl2ucja9UFgrQVE/yf0SfSCqkoHYNJ1l2E95X3XjlSaa27EKAawmTDLeORi+dSQHtkRniy3eSryqjfsiXrfu53lVKGNdyCySnkyFUEfR29rHWuFVqPZY50kTfeVaLhK06Shmb3fI+axgnrdUreXDW+OvFQb6NIQQIcpg1VBUXQgB1XA6a5jlDdNhzHuHI4ZZdOlvXzfCIq96fY51ZIQ2Tl4ZjLUhoVsZxoOYO/sZZRPEFknvRvzF45y6NexPUk7mFeeLGqkEWRxM8YQIot2uc7xzkPWVNNgZhTbbfNUyHsS8czDg88crIiXIdDCBKypDZyyd84jGksUS4yxFEyowQYhtWOtihaffxB1eKJyGcaYByd44I40Ue+MY2+tFjuc1y6IJU1qElpvDMx0mvHc44sFJQdV0zIuG1oQWl5D0yeD0uh1BGmmOZiVFFbKgThYVWaoZZxF51bEqTah09ZUNPRDMlzVtHzHhAI3ACTAuZHkIEVyBd0Yx4z64db5ouHUwYDSIgiBaCKajmC8eLTHOszuKGQ5CDlZZG5rWECehiuRwCB+cj+umCSaMdUeWhGPtgaLyFI3BEVpyaz2N6EljqJB6DjIdRv69wPTV171JujmXb+8P0TpUCYdpRNqvYVmGRHOtQuXnYtRI15PLtnbkhSHSIGQYaS8rszFN7OyTW4nn3XiJ/vwUBCH0VenlbwO2RGeLLd5CfN0U76/CN9X9vEjX87yLoe1L6lFPcIx1dCakSKdRaGNV/etetZY0VpcIWpgkCS2KnXHC0XnJF49XfHhrzAc3R5zM6yvDQK9zp+l9sMjfHSVMRzF51XJ23tBYy/s3gzla1Vp2xim7k68mh1dlW2kl2Z1kHM9yvni8DA7LxoWMrrwljRV7k5TpOEOI4FfTtBalAmEYphGzVc3xvMZ6T6Z1mMDqHEoLpllM2Rq+PC75Ka3ouuCdsjeKN5vd/ZOCu49zirpDSMHBNMMYyziLqBrLrKlZ5C3jQcJs1ZDXIQne9UKZiEA6OuvwQKQ9kQrTUUpKhllE1Vp+/HCFVoLTWUVRdkiC2Lg1DlyYxiurjroxwUxx0WzsArzoxeGECohxHoRH4lnVYTrt9v6QVdmxKlvSRCMEoQLn+4qTlhjn0TpooLJYUlTh9TKtyPppqaa1IYNKCI7mFU1nmY6DkWJZd5sRfa0lWaopG0ukAyHvjGNeNFSlRayjQpRgkOqQ7bUI1clYK5QURFFoKVXWUlUGRfCOsS5MT3kXCJ5WEu89k0HCx3cmqL7de/F7l1ch6+un7kyYrcJIfFEZZB9guzOKNzEiFxGpoE9yPlQAz1dm47c0yjQ6kjgXHrfG67jx+jaxJTpbbPGW4kUp3i9bIv4mup/r6HouXgwvjpFb64i1YJm3ZKnmbFHTdpZ50TEdaCCQlot3gxfX8jyCVjXBAG5RtDw6Lylrw8E05cZOys29wdcSWq//1t40IdKSVRXRGdeHYIZR7aI2tF3IVHqakL1I4J3GinGmuXtkET7cxceRROu4165IvvfuDh/eHPF/nh6HzW4UUrC9h6TXZhRNEPnWfdsh0gKPoOm9R+o2tCeyJKLpLMbBJI2YrxpWVceybEO8gFacLCqUCLqqNJLcO65Zloaf+2DK4TThh/eW/Ybv8MJTN67f/EM1wltHXrVIKfjeu7u8fzjkdNGwWLV01nKyrCk7wzBTmDaUaOIoeO2UreVsWfPxO2Os8zgnQu6WCKTT+7WwGqyDvO6QUnEyr9ifpoxTHWIeyiCAbzobKhhRICKrKoyoay0YJDHDNHgdLfrR8FhL9kYJt/czxlnEjZ0Bk0FO3XQ8PKuoW7Np62Sx5sZOihSC3UmC9Y7FqkUhUDq0clSfAu4RfX5WcOp2ziEkm6BMIUIVBULLrajaIKIWIAxUdUgE3xsnIK6eFFzfWCgpubU3IK+6jU/PqLd2MJZnQkFjHZLbT84LYh18goQIRM84x8msZJTqSy7mr+PG69vEluhsscVbjOe1QL7OBeXr6n6uq+tZXwzPVzWf3J1tNDTrx9ZtMEVL4/Xm1HG2DIZu74zifvLl2bVcRdDKxvDotKBuLFkcSueRvqzvGV3hsrzG86pTF/9WMEuTaKXIEgUIlALX+g0ZXBOyvGo5OjfXEniH9oRimIUsK9GbwVWtoW0t4GmNJa86sjRUDYQII+OhjeSwJuiGkp4gKikwzmKco+uCFudgmjEZJdSN4aPbE+4d5xhnUQJWRZgocr5B9eaHnXGMM4XvheJaK27sxRzNG6QE4X1vOFjThWX2JMBjXMhamgw0R/OGtrXsTmIenuYUVUfXWRa9X4tWks45emkSy6LlfNkgBSg83sHaT/figLQEOuMZpOGcvHtU8N7hkJ+6NeHu0Yq6cxzuDpmvaurOcjwvQ8Wmk9St52xVU3eBpEZxcLFej/kvyjC99zNakpcdj89LjAvGiWs1dGNCmOloEAOevUnK2bIhjSW6lj0pCx43Sgpa6xgPU8rGUnWWqjabPLTWOLIkZHNZD8YHp2u/TgyPFJGSfaXl6nP4eXoyKUO1RwrBzih+JhRUCU/VdDTGUTRmzb1QfdVq7Xj99A3PII344OaIe8ehZey9J4v1177x+jaxJTpbbPGW46oWyNfB8youX2Xc97V1PT5snOvXkEIgpeBgJ8W4INLUWjHooxVkP/WxxsW11K29RNC895zNSxpjGQ9DxUUpQZqEu9AXaY2+qjr19NRVZ1w/Uh7aEWvx7JoMhrvmMG3mnCeKZLhj9p7zZf2MqLpuLa3xfHh7TF6FmISqtqFC4yGOFZ/dX/D4tOB8VSNzwWgQAiuVFNRdcOG13gMOraBpQs5TLCVSBTdkJ0POUqQkPlZ9+9CyKg2jVDMZxsxWNUXTYW34jOarBq0EO8OY6TDkbiWRQopA6PCeqrNIAZF6op0RHrI0HP/H51XQWWnFojQsio6iNkQ6tKHC+camJdUZx6p0HM0qWus2Cdqb0+jCv8M0uGBnnPJ7P96nM30CvfHBG6YK7a+86vpWaXAyHqSaOAoVxbrtEFKhe4lz3Qmch3pegvco4VmVLYuiJe4JWViFIJKSwhrSWJFoyb2TEiWh6TzOQNVPP0VKIoG8DOTig1tj6qbjdNXStgYpJXs9sf/yaEXbhFBNRCC0Wobn163hPG825OdpXNST5VXHeKDROvgPPThpeuuG4H908Qblxw8WPD6vNv5HnX0iRo6U4sY0oeksRW2YDJ9858u642ReU7eGpjO9QaHmYHp1Rt3bhC3ReYvxNmYcbfHdxfMqLvB8476X0fWstTRt6xgPYxZFuzEiG2RhoqruLLvjBDyMUs35qsa5dTilQ0n/TCn8aYKWlx2nywYdXPGo+kmotblaligenhZ90nLMdBgj+8e+qDr1wc3RpbvkIHDtOJ5X7I8Tms716ehh3PvxWUHRu/CmsaJauc1d9TDVtMZdIl3ritHOKGaQaO4dB5M7vOdgmmK858G8oKwVQoS2Vtdaus4ipMD36dWRlLTOcr5oaHutjJYyONwqybA371sfGyUFedlhrWc8jDGPlyGU0/mNYaF10LahajQZxaRxcLM2zjEdxCyKhqo2CClIRJgAss7jPCSRRgDHs5rpKGaYxaSRYhCrjQ4p0mJT9RDr5xuHVGH6zHtoXhCNFCtIo1BlGw80p/OaeR7ywcrWgPA9CQzC3rUOxbmgC2uMR0sXglqh9ygKx3euWs6WDUUTxOFNZzfkWwhP3rpAbIxjkOm+BdahJQwHmr04xRi7mS4cda4/90I7K2ssamPgGNO1JuSxuWBEKUQ4VtaFrC7pHGeLmqLuGGbxM8dirScbJJq2Mzw8Len6ybq9cbxx0L61P9x4G0Va4fGbaSutJMMo2lTOOuM4WTZEkeYizVx/b5Z5S2NClEZnLGeLhtNFxe/7qYNeNP127llbovOW4m3NONriJwMCeoMxsfn/q/Ayup66tWG6pmpxPkyBhBFWw+miRknJvJ9m8j54pkyGmmEWU7eOed4wTONnSuEXCdoPvzynbCyrqkOKcDE9mGTsjYOT8XxV88WjJQ/PSn70YMEwjbi1l/H993fZn6YvrE6dzMNI9sWpq8O9lM8fLvnXn50CsDdO+NH9GU3jiGO52ZyGScS7h0N2JwnG+E1elVKCm3sDskRvKkYPTgp+dH/Og9OgLVK9d0qSKASCD24l+NrjvGBnGFG3NjjlxpL96YCHRwWlDdqPKArVEucctfVEPgRRLoo2jMKnuncztkRa4r1jmbdYEwjSsuo2xnxRFETGi7zjYJoQKcF9IWiM7Ts4vfuuAO9EcBj2gRBr5emMp20tN3fD+SKVCCPrxmF7U0hng2+Lcx4EjGLdOyEHIe1XZTkKGaaGOuMYDyQeR153HM9KlJA0JuSi4UBIwbJokSKm7cJUGQ4sjrIOad3raqDzYez6ZFGyzFu8Ay3FRuMipSCNA1Etq46i7DZu1s45qsbSdmE6LU0USayIY8Xt/Yx//ekZZWeJ161YCw9OS5ra9L46cqNl84DqbZa9EyzylmXRcbj77LFYf99WVRCMKwVKahCeRdnS9U7eaz0ZBKuHogoEy1pPHAc6s6Y0WguaxvahuE8qssezimXeUrZmk682TDXGek5mFf/2t8/4vR/vUVTXa99+29gSnbcQb3PG0ZvC23qnAC9e2/r3ohMkWffcUvS3sc7gTiz46XenwYelb0/sjhOWRcfRrOLmLhuXYim4Vs5UZyx5Zzk+L5BKsDNKwh105zYjsyeziryoiJLgbBzHCkUIUjycZnzv3Z0wIrvWy9hwIa9bC95TVi1ni4rzvA3meyJEO4z7u935quY3fvuMo9MVRe2YxzVRHHEyX3G6rPmD37+xqU55zzOtu2GmWRYtTWfZHSWMB2HUeJHXHM8qOmNoWs+qqLEuTPJMR3EQEytJWXd8cn/O7d0B03HCKNVhAqxouL034Pb+AO8956ua/+9vPaasShaFo+0sUoXWnVQhcqLpHN5BawxN5DEOPI6iNGTaUhmD8wIlPXUTyIYAhqmgs7AqO5Z5HYz4jCWNJXnVkiYR54tQBWm6Jy7Ha9jWE0nLomipG8vtgyHnq4bzZc35oqIxgLm4NQZUzqFk2BiVCr+t2xBjoLTAtcHwDwj6nv75WoQW1mwRdD+RFnTt878fXefJi45lEWIjmsZyNitDFERraLp+hFyEdQgpma1qnHFUXf+6a2Oe3q1HAGks6ZTl0WlB07fnBmkU2oDe90RHsywayqbjtx8tOTrLmeUt1ju0lESRRHhBWYmQqO1TTuZNIAetpV5/7wVIL6jalq7zITrCPTmiDo+wHmfC61rnrrzGdMZy/3jJ+TK0HIUIz1UEQjbPWyIlKeohVWs214C6tcEbSYZKm9torQK5E0JiraVqDFUT2qsn84q6C+Ru0oeyhgqs4MZuxuPzil//9IQb0yyM5CtNUXc8OC04mpV9mGvyxq7bW6LzluFtzzh6E3ibq1svWtvF3wPsLBqEc+xPvv2+9roN1VnLb/54GdKU+1L3/iRhf5pxuqg4W9S9o6pknIVcn6IyRH2L42Ii9vmiwTrHjx4sWOYN905yxsPwvq2jN0/znC1q7p2syEuDECHIVwi4qyUHOxl/7OffYW+cbFpM945W/PqnJxzNKoyxFI2hrNd3/EHj0/V3797DKAttsM++nHO6qrD9xqF6knU8a0mj8LcipTld1JfEm8NUszOMqVoTdDAKzmY1p4ua+ycFZ/MgZL0YqKwEFHWL1iokSjtHZ3zIQ4oVUkriWCIILsPjLIz8/taPz/n88YL2YpumJw+KlnwcMx3aINJd1Xx6NwhHfT+mb93TNCPAA6s6/EZKw8m8pqgtTWcoig7jA7ksipa8eX7ZpHOwKhqOznOqxjJftXx6f8758vl9JevB2nBMThc1ZR0qLW1ng6Pyc/6c8SGn63hRYY197uPWqA2IquZ4lnO6qDie5dw7LYLn0FOvawyAwxjoTPXc1/RA1YaE9EXRIaTEOEfdGJQKU03GGuZ5P+ovBUenJUfzirJ2/WcR2JMEtA4tospYjmYlVdvRdb24V4ASISajbj3dFe/X9YuyFhLjaLsQNHvxGhNrwapo+OJxTtF0tK3Z+A9pJYP3knVUVSA4nQ3J5XEUwkLXZoZN9+yZlGoQaO4dF1Stp6g67p/kWOeYDCJO5xVVH1QqZXA3L6sGvOfD2xOc8zxelMxWDcuiZZE3/Pjhko/fmXC4M3gj1+0t0XnL8Lozjr5reJurWy9a2+FOxvG82vw+SYJL7aPjJauy/dbXbp1ntqr5/NGCRd6ilURKQWUMP3oQLkYH06DTmQzDXds8b/F4mtby6d2yz08KHX1jHI2xxFoRRYq2NRRVx+m8YjJMuLU36E3TDA/PchZFuOhqwl2881A2Qcj7W5+f8Yd+7iaDVHLvaMX/89fvk5cde5MErTTHX1Qcz6t+lDbjxm7K2bxiVRvKJsc7x+PzisezKhAcBYp1ZcFx/yRH/Af4Qz97E9PfFQ9SHczW+jZTXnZoJagay9myojWeSAmWRUPeG85dOp4erIHW9u2SXlDtnKRsLZ3piKTgcHdA11nurXIencEnd88vk5yLrwncPcoZpBFtazmZ1ygEaaKo2vaFRGCNsnGbKbZV2dH26d+udhj/4hdpDPzw/opJ1vD4rGD+FSTn6WNytqg5Fy2jQYQSnvoFTy1qSxpZPKI38ftqVC2BPBjD3aNnSc7TMA70NYqodQdVaxkkirrxdNbRdg5LCO/0PrSxYiU5WdRUG5LzBA5oTQhvtSYEb4YA0dD+ChYKjqZjE6fxVVhVhsdnJcaKzTVmVbZ8em/FqmwoqpZZHkiGUkHw39owyVZ3wY5CqhDkqWQYz58tK+rWP5OBtTkOBnQbqjdpLIl1zPE8OGWH0fKIURah42BUuFi1zItgRllWHbO8pSg7ij4tfjKMeyuIoMd7E9ftt9PG8Hcwnmgiviqc8FkTqJ9EPF3diqNQ9owjxe4koWlDJtCbaAW9aG11Y/j03py6MeyM437DDaGNu+NXt3bvPVVjyKvu0njqVRB47h2vOJ1VRNF6jDxs+s47zlcNq6oljuSl99K2wdl4nUfUmhD1cL4KFQ+BYJiESZ6s1wIsy5Zl0WJ98AiZLVtgrXdg8+84CpqMH96d8eB4QV42/Ponx+Rlx/s3R6Sxpmosq7IjVhItBWVj0FKyM07Y61tkP34YJkkcEOne36WfDFYqbHb3jnJ+9OCcL4+WNMb2otUwUpvEkrtHK+4+XvIfvjznwWmJVlCULYu864/f8z6DcPe9ntLK65CPNM5C62OWNzgH790cMVsWX1lNgbABNlXJ47MSZx07k5g0kTTty12wM2U3I+jvHAyxFsrGhsVeA76rOJhozhYV1+RXADSN3UyJlc9jdBf/DmBMEDlfF/PZkuPzks4+S0CvwovI1gY2mFiuYykaE6p0pvfyEUpgvKNuu688Jh5CHltnwYWqh5JiU0kJUuwXwwOnsxXTUUTdhWDZo1mF846yDv/dtGE/aFrHogyEHR9an9aG0NemDUnoo1QHcfYL/njdOA6nUcgNizXTYURnAhGE3im7Z92i/7J11rEogrWAw+MIWWCDLCJLNMaG6bK6Md/6dfsnvyTwHcPryjj6LuJtrm69aG1RJLl/UnD7YMCjs5Ki7gDBed4ivGMQq2+89rLuODovQwvKrNORE27uDa68W6pbw2zVhoDAIvxt219s1pNPeRXaDVkSnh8uaIZ50XG4k+JbizH9z9twMfUE91nXCaJIMx1B0xpmeU0SS44X9UYLIjYpjf356wMBK2rH//GbR3x4u+a3Hy3ZGUVhmqYLrZOqtcQ6TKzUTZiIWSOJFWfzdrPxGMOTLKwL11LjoTGew924b68YDvcynPV8ebSiqDtkT6Sc99w/Lljk9aXcpedBytAasHbdejCI3oOlqA2LokFHkkVxPZLx5UkTjABVCOhs27A5yYvGMi/Apw8KdqcDAB6dFSEh3kF1PW7Aae5o7i5prrfkDWobBMO2Nqzy6z15Xrnn+sVchU8fNghtMFf1fr4BznJDEmmq2jzTVgqEzBOnGueudxBbA15ZvFSXBMcvc/X+4rhm8OPzXldlWayazSRXZx2I0IIyJpx7UtjecDGQkMkgxljPsgiGndE1YhqMh0fnDXs7I4SAnVGKkoKqNRzPHYO0Ax+S65NYoiNBa3xfnVMsioa037+cDeaSg1RT1IbxIPrWr9tbovOW4btutf0q8ToTvL8pXrQ2KcKGeTKvkDLkESVxSFU+Oa8phGCYRV977WXd8cO7s3BnxBNjtdNFxSxv+Nn3d58hO0Ud/C/qLmheBrEiVpLGeFZlEzZVExKrp/1zWuNYlR1l1bCKFTujGN0b8y2rlixWrMqW6SjB+XD+SkkYw20d03HC6ay4tA7R5wv53pTs4n4iBH32k2OYhjvBOOqFli4QfXohsTEhFFEqcWmTdIDsxZVPy2a9c7xzY8iq6Dhd1hydB21I3Qbb/7Z1PbnwlE0I8bwOrAvjwH1kEVKENa43JKVkEHde8/Vc8FbctJ/Wbi4vc7o0Jhyvtg0ZVmtNxXU3WdH7H70sIgFppJgVNe1L8JCXem8WhhqukJh8I1jrWLbtldoZCGusmxDVcB04wlqtDyGaUoT2XvcS5PF8GSqn4ywijSXni5qitQgfiJPtA7OUBtXrt6wLfzsmuGkPkqivMgYH7utgntc062gWAfuThKIJlVolJYNEEWmJtaEqbEzIRRPJk2EGgLqzjFJNGgeiIwgOzN/mdXtLdN4yfNettl8l3ubq1ovWFpKYLU0suLk7BMJnG2nFdJRwMiuf3KG/JLz3fPl4xb3jnDTSDBK10ZpUjeXecc4g0Xz//d1L54kgWMErIRgP46Aj6MdnR1kYwW369trmfdigOfLAdBRvnF0jrYi1xhOIyXoaJIkVSSyRfRq3MUEA+2Tt9Dqf4IB78Vo3SCMGqUZKqGq7GU+Po0B2nA13kEIIui64AAvA2zA1U61L6fQWb0+GXDZkJ4kUSkgOdlIGaRTM4YxjOogYZjErGhCh1TBIFauq5jolFE/QYDjvETZMqg2yKBAlH7QTg0Sjr/mBDwcSYwVxHDYp4cNxfpmtwfpwY+S9I46C14pzfSvvGhttaFuEz+4lCknEOoypx1pRvlTT6/rINEEXZi3X7F5dC03rqC+83sX3rWVogV5XJwVh+sv0dyJrAgLhRuCrxugvwuO5MU0BqNtwnk0HMafzalO9jKTEWQd9EKpSgSx7D5LwHfRNSKC/brtvvqy5e5zj+pu6ZdkyzqJAuJJoEycxSIJze1F31H2LDAFN5zDOE2nJZBhviLbHf+vX7a1G5y3EOuNod5xQt8H0qW4du+Pkd9Ro+bq6VTyn1l5UhknvGvtt40VrKytDGksiefXaxEttHZdRNYb7JzlaSsbDqCcfQWsyHoa05XvHOdVTAtpQXQj/G6Sa8SBmOIiZDsMotHM+JClfuAAZFwz8Rll8STcWa0kaBwLeWbfRlWWxCoGAWnFrb8jHd8b8rg92URcrLr7PL7pwodcS7uynDFPNINaBKBoXUpkTzSRL+o0ijOPWnenbXuE43tgdbF5rXcVxPFvR2Z+kVE0fRZGozZj5MAsaiGEakUQS72CYasbp9e4FBZDoMA0TR4QIBSkCyemrO8Ey/3qX3A/3k6CP6hxShoDKr3OxliLssp3tx4jxPEf+9wy0gt1RjJYvd6ZKtZ7AEiSvaYdJIxhlEa/6m9/1XxlBICNShEky1VcpXxZSBeK3PhHXr/EyW/zu4Mm7lP0IuLVPWn1ShgqyR2y+U1rJ3iurv7mwHtE7Ul+XexrnSbRkPNBEfaJ6XhoOdlI+vDXi3Rsjbu0P2J+mDFLNjWnGjZ2UsgnfzbzuGKWaG9OUOFJUTYgJ6Tr3rV+3txWdtxSvMuPou4q3ubr1orVFkeL2/pDOOlZFR5aEz641QbCXJIpRGr1UuX6NsjHktWFv9KxbKgTt0iwPydcXSbFSkt1RzDxvWBUh8VmrMDmxjjxI4t47xIUspbxoyRJF+tQGHUeSvUnC8lGHIIw+O+/JEs153lDXho/fmTAexDStYTqMOM+7UMXyFwhI//73JgnDLEEIyZ0bA1pjmS1rIi0YpZppv25B6PXHOgQRtsaxN8344NaQR+clq+rJVfxpKjkeSPZ2BiGsswgTVhC0NSFXKmI8iNgZpVhfsyjbS6TvqxBHIQsp0oo0Bms8s6JB9VW8vOpYVYYsjXmS5PR87O9POZCK3/jsNIz7S0GkeCm9jAC88L0DcdiwpRR9ReLFJ57SMcbCeBAxy6+r5gUlI1pjESKEXdK++Dnrasm1/0YSczBNma+a9Rz5K4EIQ1HIXsjufC+e71tOL3t7ogVIJSlqF0imEmjlr6sHB2B3Z0RRmxCyKQRxHHLiEAKpwlrXxMf3vlfe91EbEsrWo3VHFivK2hLFEVxDK5YketMu9S5o4awLZotiKoii0LZaVV0wEMwiProz4dFpwTxvKOoQPGutZ9G0vS9XiAr5tq/bW6LzFuNVZRx9l/GqE7y/rbVNhhH3T0rA9ZlGhsY4hJJMh0l/Z/8Ny7cv+dQkUtzcG5JEinkRLODr/mXSRLM3TUi0wrngqqukZH+a9WPghmXZksUapcLFK9ZhKsvZtZkZgGd/nKKngiyJOZ5X1I3l1sEQTxESli9cY5UMlZPDnQzZj7vvTzO0ktx9XIQ1NiHr6vvv7dBZS14Z6P1C7uwP+bkP9pBKsD+dIWRNXphNNQdC2Xo01OyPU/YmKeMs4nzVcHReEmlBEkmkEOxPkj54FPZGCUVtWJUh0NJ9xSYsgFEfagrgEHhpSUUYu1dCbI6b955hGjacqzZMQaiijLKY4SDh5z7Y5cePFiyrDoQk1o5rynyIFAgkkRZI6YOOyIc79eYavavpICJNFGmq0XV3LT4RazjYS1FCMFu112qRQSDneWmeMTB8HiKlSBPN7YOUz+7n13vSNbAzVpwvLNYHYojo28uCS/5FqeZSi+t50JHE2VAdSyKN6FtLWkPiLUX9/OmrVIeW8v4kI0s0VWux1hFrxXgQjvX5QoZ1rqdx+3ZVGCYIFdGu7ah0INxJJJgOI07m9Vce60EsuTkNNxyuZRNbcmsvo24sZWNQnUT2YudRpgHJZBAzfi/ieFZxPK+ZLasNSdudJNzo7Su2PjpbbPEU3ubq1vPWBrAsOmarhtv7Q9o+q2g6yWjqlrN5ze7465VvB4lmmEasyo69ybPPz6sujHU+RZKnw5g7+0OMcdzYyZgXHcY4tJbsDCOqxvL+rTG//+N9PCG4MomC+djjsxLXZ+S4NtzlHuxkTIcJWgmSSNE5R6QUw1ThgbK2vcV+aGntjGImA01eG4wNbZRY9mGcvX4l1pJhGrFYtfyhnzsgiUNe1Nq9ebbqzQyjiLN5yfs3RigV9AnvHAyoG0skoOvzgpTsW0hIbu0P2B3GOIJY9sPbE+4cDDk6K/jNz8/55O68d4I1OOvJUsWt3QFaSM6XDUo5rO3dovvcps4Khonk9v6AD2+PEULy4DSnKC03dhPOFi2jQcxP35mQpYpP7s6Z5S3DxFKUbfBTIRAcDcSpRCpJHCkOd1LeORjyCz93g+NZxW/89hnOw52p51/+m/kLz5Ofe29A6yKK2pBGgmVpyGLNjanm//r0q5+vBeyNI4QUKGCcRrRtR/EV1RlFIK4/fWtE0QbfmVVZX3AivhqRhP1xhLWWvL4e0/ld70/I0pTpQPPFw/y54uGL78dc46X/7x/v8v/6D+cU/RSYkAKBwBP+2/brPRgrHs7sV3aBJLAz1Mxyy7s3huxPUowNk0lJJEJmmW5pGhfOpTBAhVRwOIlQccxkkCAI37XOuM3k1rxoeHBsGA0jnPUMMk1nPd45lJZIBGVlubET8Qe/f4NIR+gI0p7sPD6vesPMy50sQSB2e5OEn353jJcK03+HV0XDIm+JIh/CUuOg4Yq0YlV0HO7Gm+vyB7c0N/cGm9BbrYJ7+NYZeYstvgJvc3XreWtbt7bmq9DaSnqvndmqeam221X27+8fDvn03pxFEWze1zX1zgbn4vcOh8+sSUrJz7y3w6JoN1NWSoQqStNZpqOEn35nQmscrXHEWpJE8eZ9VHVHMk42dvF42BklvH847P113Ea83LSWJJZkiWJZhNHXtaZmkESs9c7GhGqNEGxaaJIwkab6u/YsCQLGRd4ySGM+fnfKzs6Qf/MfHoXWRR8QeXM34/NHq+D1IUO53emgW9gZR7x7Y8Sq7qtuk5TJICaJFYNUsygajmYVkuCfUhtDXnp2pynfe2+HT+/NmS+rsPmpoD/xwK0bQ/7j33ub/z97/x1k23aVd8O/ldOOnfukG85NykigiAwO70thlzGYKle5ylUWUIABU0gCjKEwRggTXsoBC7nANli4bCRjoAxGVn3+sD+wjIWtiF4Urm4+sXPvuPJcc35/zLX36T7dfU73uSfde/dTAuns3mGuMOcca4xnPE9/XBAnGQpd8lOGwfpOQqfh89BqE8+1GCeCduTS8Gx2ygpRP9lPAgGF7rJqBLaW9bctzixGuI5NtxnwtlevsNlP2R3mOGb/5pu7E9KNbNZ7GWkmMA1NOrEdB9fhSNFC0GTiZuRhWlpTyTQMgsCllMWRGSUFmJbFxkCbrzZDh9c+tMDV7YQrO8mRv9VuuBTSoDxmHTfyDEZphWEKhuMMy+Sm5+I4Xz0XOWSVxepcxAtrI0QFlqUwUTr7ISHwTF7/8Bx5UbE17t3QhDTwDLJSk7ItS3NoLBtAkZWSZuAx1/J1F2aeY6qJ4akuUZ5terzz9ae4upNyeWNE4DmYNcm4yCs6jYDAc7iyHTNKCmzLwrV1/aoUksWux+seXuAdr12hUkxVzdOiYrE7It0YIWStOcU11QfXNlmeC9kc5IxTQVlWOI6FoSSXtmIGcYHv2rXPmk03cmg1fFzXZGegu0zLSpvF7jXUvZe4P3eOGWZ4GeD60lZWFBiWxVzLZ755PAuIoywmFtoBvVHO82sjslK3uxom+K7NQytNzi03Dw2iFjoB8y2Pzz+zxe4gR8gK27SYa3t8zRNLPHN5yPYgo6wkjmWy0PZ57GyHpU7AU5fyA39b6jpsD3KGSYmoKrYHOVle0gxdRM31KUuhJfVLSV4K8lLzRkwMQt9CGVqfZJwWGIbOvJxejLi0Oeb5q6Nrv9fxObfcJPK1MmszdHnyhR4btQ9VkgvitCAt9pQDCk1enmsanFqIePhUm1JU9Ec5z68NycuSpy4N6I1yQsfSY7YsXAyySruW5zWRuBAg6gjNpCIKTF71YIev+6rTfPJL6/z/Xthhu7aKsAyTMLRZntPB7SgVVFWFa0NcCMZJMdU9mcAEylLS8G0eWI7YHhZc2hyzMhfVpdoOO4OM//GnV4gCh3589C4b+SbbowwhXeaaLpmrg7m8kFzZjKcdaUfBMA0ubSYoBUkmsG2j3ihv/LmirHhhfUQr9Jhrebz2oS6PP9Dhv/yv5+kdwgsx0BtwPsopjsHlAfA9R6t2x7lWgLYtPCoOEa+mptwci39bKcWFtRGFhLmGy+54f+ktcOGrzs9zbrnNxc3BDck6OmgwqYR2Sh+nJaNYaMkDpYnUYWSRZJI4zxml+7+sKEvmWgLXsTm9EPLZ3YQX1seIqsK2LJbmAr768QWGiXYvv7o1JitlraMDncjj7FKTVuiytptqXzMpGaclz14ZkOcS2zQoUPt0olwLmqF2rX/yhV7tTKJqmYmCqtJq4eOkpKy0jtaGa/LIqRbjuOBPvrCO52i+TujZ0/VjoRMc4wrcOcwCnRlmuIPYW9oyTIP5uYgsyY+lZXEji4ndkfaLmmu6FMKePpG5tjltCT4MT13s8b++sE5RVKwuhniOSV5KdgYZ//0zl3lwtcUjp9r4nkmWS65ux2wNUpY6Ab5r8dCpJqah26jHSckXnt+l2/CYa3tIZZBtjtmptXxOLUQ0Q5vBWCsr98e6Tb0ROLi2bnFOiwpRKZY6AQ+stJlv+UgpubAxnv6eZWqTwrKUbPZTmg2XYjfhC8/tUJQV55YagOTjn7/KINE7kzVRYK5LAhc3Y/7oc5c5sxhxYWPMVi9FKkWSlVzYGFEUFY3QodvykZVka5Bh2ya2aZJmJXEmUCaENTkaQ+vi/J8vbQLw/NqYUkhWF0LyQhtuprlgbSdhpRtgOzaWYVEIrQy7Nysy6UirFOSFojcuaDZ8Oq1AlxOXG3QaHmkuGKUlZxcD/vjPbkwOTjJJ5JpICaFrc2rOJSvD2p6k5OLW0RkWgCyT2Bb4rkMztMnLiVP30Z+RaKuFR1ZbRKFLXlZc2IhZ3xkxTA6vX6n6/5+koynLS04vRix1Q4SUXNwYHhrkTMZ0XJRC8vDpFle2U9aSAtc26AQ2rmPj1fyqjV5GUSoGcaHVwy1Vl2E1TAM891oWrNlwEUIrCYehg+2YlKW2TumNCrb6MfF1QY6J5gM9d3XI/+eTF+g2fVzb5FUPdqdt6VkuuLQVYxmaj/OO159id5RPsy9zTY8rWzFrvZjAs2hGLpWEK1sZ672UfpIhFXiWzlAa6PFWUjKKCwqhzXq7LR/HNljbinVwLiH0LFqRi+tY2q08Lnh+fcRc0yMvJZGvaIQWjmVwdVtngN78xNI9DXZmgc4MM9xhTEpbtm0S+g55WnCz3o0bmbs6tsVXLvYwgMfOdSira2Jwrm3SHxWHGr8KIfjEF9aJk5IHT7Wmr4eepCgk67sJg3GO55gYhkngmwS+zZdf6JFkgre+emmahtb8i5I4LWk3dOv5hN/iujamYZBmYqqFk+YCKSWB7+DY2iHZtQ0CTysg7wxzIk/X8C+sJ+RFxVytHbIXvWHOxk7MIBkwTgtOLzUA2NodstnPAd3abZnGtB3eQ2vQfOVCjy88s8EgVVN9mrysKEuJaZmISpGXgqKQKAw6DZ84Kdje1UHlUjcgKyosSy/0cy2Dy1tD/uizl+k0fR4+1Uahz0teaGHPtZ2EL7ywy2sfmqPbCnju8ohRUtbmjwalULUGD3iGiRCSnX7CaJRyermNqBSOrQPXyf0gpbgpIVkBRVHgeCZbg5yV+RDbBsMw6QiDzx3xuUlX0cQBfLHjcWU7phQ6G3VU4DD5XFFBFJh0Gvqefe7KDs9cHlEppnIEtYwSBpo3M0wqFg/hmh2FNFf4rkXku4gyJ8vq4Na8Vn6ZjOe4ZGjQmSUAlMKxtfxC6NusdANM02CUCC5uDonzEtfUDxWiUjiOnmOWZZAXutvMNLXit2+bJFVFo7Yq8RyTqmY17/YTxnWQEzgmldIaUZNSdJIJnrnc55FTbc6f6TDX8vbN54vrI0SlaEU2l7bGKKUw0KKf47Ss1wSLRqTn5/aO9ppyDJ05lErhunZ9yPq3kZJcgO0q5tveVNk7ExWOYyMKQSU1Z66q9Dmfb3m1LQWcP9Wq55GkdHXgv7ad8NTlPnMt756Vse598WyGGWY4gBtZTBRlVbd9au8pz9Hu2RMO0F5rjL24vJWw2Uv3BU76+7S4XzNy6Y8Ldkf59G9lbUyY1i3te8cQZ3ozjzNtACikohAVTu2enBaajDyMS0Ql8T0bpRSupYmMvmtpscLQIS8Em/38WLYfa7sJV7Zjus1rgdClLb3QGmj+0MQPbrKp2qbukvnsM31M06AV1rpAykCi9UJAE8jjXOA5+t957ajtu0bdsqv5TIXQ5Szfc4gz3QkD+vd1h5VJVggiz2ZnWBBnFcOkYJRVtcGj5vlYVv2/Td3BYtR8k/Vevk8Qc+95+dwz/WPdQztjLWZZCN0l0xsXzLVc1vtH14j2ht/DVOC4NqYBke+QHYfNC2zvMQDNhIGor8tECVe3GbOva7BS5rGzOhLoxwVRYPPlS4MpyXiizaRFKZnywK7HdT89hZCwNcjJhaQR2FgmpJnmpiV5xSjJCX2XNBN4nlub4mqemagkRVkhlTbAVVIHqIZlEvgOrqXv9zirKIRuNZ94e5nosplZt/9XSpdbHUtn+CqltbPK6xQGWw2XQZwjJoqEkwivbukuhMRxDGTteh9nJZZlIpSqeXbGdH5Qc8sMw5x2hrmuzUIroB25uLaFCYSuRVHpoLCsKp3lUzpjpZRCVKqe4+Z0zN2mx3Y/Y3AjJvsdxiyjM8MM9yFuZDEx2TAMQy9i1+Moa4wkF4iqIvT3BzpS6W4NzzUp4mtmfZPfMk29IIrrXpdSEQQWcVohpaq7pizKSuK5FnlZWzwovdNZht60DVP/pmFobQ670o7hopLHsv3IC0leVrRCb7ozF/WjuxZJU1NDQ1ULJE52tnFW0AyvcaN8z8SzLIqyIgxcxqlejCcda3mdOjEtY9r1IoQizQTSBVNpIT65xxPAsQ2agUtaCIQoEEKQF4JW2KAVauFDJUHWG4r+qCZZSclU1W2v3Uuciel5SY7T1wxUVUXkWVSVZKOXgVK0zraOLb1faYVBHNsk9G3G2dEb1SRIEVIHBxOUtZaApnqoa6xXow52Jvcy+j47DmvYNMCzdPZrs5dPxf0mwY2SdffQNY7+ofo3h2ri1NFRI7AZxgVxLtge5fWcUkSuya7UasP6B1QtPyBRyphmqjD0XJBSsdAKsB2TLBcIWWKbNq5jYhrQjxPsyTiV1nRCKSpDqzTqBxo5FdmcnlehBRTiVJALwQPLrboRQQ+rqhTPXhmSF7K2T9EO6lo7Sk3Pl2PXWlLKxLFNbANKUaCk1sayLS2NYBg6GHNtAwo9B1R9zUSlj9dAe5w5lnZp15lmcF2TfiyvZczuAWaBzgwz3Ie4kcXERHtHKXWooN1R1hihZ2NbWsOlGV57fDYNA8M0yQv9fd4e6VzLNKadIPZ1r5umQZ5r5V6zfkRvRQ7DuGQ0LjAs7fNkmgaWoQMc17GJfBvTMqcig5U08H3dMn8c2w/PNfEKS3d21e9phlo8cRozTD+hNMG40q9FvrNvd/Nci7m2z+YgJc1KlNQbV15WVJXSbbFoK4t6j8AyQZmQ5DV3B725jxItnGbbBo5tYNs6U+V5NgudkJW5ULfHm9rrSFRSC9TVBNVSymnJSCpjX2fe3vPSaRxPg8Q0Dfpxge/YnFuK6I20T9FiOwB6N/18O3QxDF0ubUcuactjd1jo7jCjPg/o8pBp1OUuU/PS4kzUitD7QwnDqANrtT+rYlkWoQuluLHNhQl4rsFcO2BrkOnN2QbH1F1N5R6xG7tWNi4q/b8nnVlHfb9nQ7fpMUqF1mpCEXj62G1Ta0uNMzHldkkpkfXGLk0tqSClQqra8wwIPItGqD3bMtfGc7UCuWVCUepzJOS1sQIow0BJfV51Zseqsz06kzqMtcntKMlJC0GcigPzpUTW2kn6oE3TqDlrBr7jgGFi15nEyTohUVRCz2cwp2uL52rJh/44pyh1QJMWJSiDQlQUhay/Sys2N3x930zHXOhmAve4ktx3ALPS1Qwz3Ie4kcWE61i13oVx6OJxlDXGmcWQpW5Ab5jve911DHzHYhQXdBouc81rGR/HNilKSeDZRJ5FXlakud6MQs+iN8qJfAfX1gtZt+kTBbp0Y5sGeSGJfN19oRQ0A0d3ntQys4GrCdan5yPOLIbHsv1YnQs5vRDRqwnZAA8th0wPV+kSkGnoVttJ503oGZyZ9/aV5lzb4tRCSCfSmZaJbkqcCRzbYKHjE/gmRam0UKJSOkiryeRCKDwbRO1tNkxLhNBPvOOkZGeQEnoO4yRnfTdhvmnjWHqzMC2mDtPGhDyNLlk8cba5z+5l73l5yxPzh56b69GJ9Al5aLXJw6faLM+F7A4LXnWuyc3km2wTTi+FoGCu5VNWivOnWgTeNT7KpPQxCXJkBaFv8qpzLd2ynxSUZb7nO81DnVYnejOuZxPewDPCNLSH0+p8xFLXZ3eY8epzLZq+TV4qHFvzsizLmLb/l5UOHEPfxLOPlnIwgPl2wEMrTTzbJk5KcqEtUUqh7UgM02Qw1mrdQmktGdvW5GAhVJ3RkJqT59iEvsVC2ycXFUVZkZUV3YbWmnFs/TfHYl/Xk6qPU6FVB3zPwDIh8GyUVGwNMn1v1irs3ZaHacLFjRFxVurykZCkmaAVeliGqctQtT6VkIqlblCLV+oMj1IKUVbIuiXcd2xcx0LJuhSFwWLbxzJNhkmJ45h1aVeRZQJjj81I6NtEgU0u9JrhWCa9Uc5Cx6cdHa7kfjcwy+jMMMN9iJtZTCx1dQdDf1Qc2xrDtm3e8doV/sv/vsDF9THdlofvWWS5djP3PW04mpcS19BPYnsXqWcuD2tDTp3aEELWHky6rGNbJo3AZrsPga81YALP0VyisuJzz+yQlIJ538O1DQqh2B3mNEOXt79mBbsuV93M9mN5PuLMKZe17TFXt2K6TQ/Tdjm92OD59bHeOCqdIQGmKrfnlprYtsdmP9NaIh2f0LNpRx7dRglS0Wq4eI7Fxm6CVLrsYBomL6yP6A1zPFdzSbJCkRf6KfrMUoM0F+yOcgLXppKColAM44IodHnrq5ZQGFzdigFFp+FTDlOt02Jc67oSFfiOwcpCxOLcfk+7vfdDf2zR8I0biuvZQKsZ0gxcosDBNE0W2z7b/ZQLmxmrixEX1uMjP//E2TYKnUE6f7rFxbUxO+OChZbPpa2Uos5wTZ/atXQRD622iSIflZZkecXDp+fpNFOevToiK+U06KS+RgZwZimk2wxRRo6sFCBI8+qAkJ1tQrvp89WPLjGIKyzT4MxKmzc+VvDxz19llFSakFxnyESl1YPf/upltoY5V7dicnF4t5ptw8OrTYQyCDyLXErIFM1OgGPr0ubuMMO0TBbbIWWlGMS6bCYNhWEqZN027rtWfd5t4lSSZIL1MsVzdYDcbDi1ma7B6cUGlzbHlHWgBKrOeumxn1tuEQUu41SQ1Zw3xzbpjTVfaDm0afguW4OM3UFO1VBYlkmr4TLf9tnoJQzHBVbLo9NwGaf6+LV9RkZaCGzDwLRNHMvEQLEyH+rSs5DEaYFpmii0UraotCiowsC2DKTSD11hoE1r87JinJQEvg5y1rYTosDhsTOde6qnMwt0ZpjhPsXN7C+AE1tjPHauC8AnvrDOZi9lMM6xLYvzp1q86oEuolJsDzL6sU43n1qMOLvYYGuQslmk01q8wsCpSxqdpktWyOkYHjvbqVWDNQnSMk1ed36RB1ZafPapLdZ2k+mCfXY54h2vWZ2O6zjHHfkO3W7Im1+1zJef32V7kBFnJUvdEMcyuLAxohTXvIlcG86vtnj1w/Oszoe4rsnGbsaVzTFzLR/HsVjs+Jxa0ErPhmFydqnJKM5J8opcVJxebLC5G1MIxTgTmBj4jsnZpQbdVoBlwNpuQpyV9OMK1zY5vRjx+vPznFtpkeWC3SDn2SsDXNdipRsxGGfkQqGUxDRM2g2L1bmAbis8tCQ5OS+jOKfbiijKMcUhXUUG0Gg4zDV9VhdqMceJ27tpUEmdFUlTweZgf3bPNmB1IeTcapuHVlt4jm6JX5qriK+WOI5Nu+Ewiksqdc0pux1YLM2FdBoBm7spEljsBDx+ts0g0WT1K1vxAT+ruabD6nyDhbbH8lxIkpds9jI2dhMGsW6BNgwDz7FZaHu85qE5Ti818RyttGsaWh/p3FKTq9tjipoXAtpC4eHTbd76mlVA8dFPvEBWDMn2lNNcU5dmGqFDWUk2eglFJTm3GNUlGlm3kkO34dEIHTzHxnUguVSSVpp8b9omgWdzZjFksROyO8wYJQWerRW2PdfEMA2E1N1Nj55p6myYqTNNL6yPyMs6owM0Q4vHz3V5+FSbB1daXN2OefryAMNQuNJise1zdrlBmmuS++mFiDgTrMyHBK7OyPRHOY+cbuM5ltZxkpJOwyfybBq+w4XNIb1hQVYITEuPf3Uh5Oxik6Wuzzgt2djNKGrtnvOnO7yl7bIzyukNS5TUZS7bsohCW/t3KW01opQWDTy1GPHYmZmOzgwzzHAD3Mz+4lasMR471+XhU00ubyXa+LNeoG1bq50Oah0N19bihJc2YwwMHj/XpSiv/dZkMfVcm3PL2hNrrwXG9eNK84DQs3l+Y0iSVYS+xUPLLU4tNk583KA30vZrlmul55Lnrg4oyiavfrDDei8jKzTB2bcNuh29cUWByyOnHbrNrM6w6KfbhXbAUsfHNM3p7zmW7lT7wvM7LHUrXvdQh94wZ2030+JqtravcGyT1fmIhY7PIC7ojwseOd3m4VPNaZbK92xWXQsDVZf7LOzVRk0Q16TPyHcwLRPPdabco8POy6mFCM826DY98jwnK7SZo2FoCwHD1qWRuZZH6NmMU01Mv7qdEHk2pxcj4qdLnniwyxtdk+1BwfYgpRm4vPahtjaBtEweWtWmrLvDHCEqXMdgvu+jDMVonLO2kyAULLR8XvVAm24zIMkqzixFOLbF5m6C71kM4oJzqy3OLgZsj0qKssKyTHwbPM9lvuXpLIJt49gGj52R9MYFWZ4TZ4pmYHFmqcnDp5oYpj21Jrm4MWZ9J66lFJo8frbFlZ2UtBAYwPnVBr7ncWlzzBsfnWd1PsI0DSLPJs5FXRJyWGhpjpbvurzuoS6WYTLXcglcm51RQVlqk46sLHFtiySvePRMC9OwiNOSMLAxDRPPs5hv+bV5ZolheHz14wvYljXVgrItk2Fc0G74LHV8KgkPrDR4TT/m0mZCWpYErsNDKw3m2gGObXNuucnqfIht66yJ41g0fBvTNAlcnemJU0EhhO7+EhVxWuJ7+rOBt38eeY5Jb1Rwdq3JKNG6QBWaTxR5FlHg8eBKE9+1pmtBKSQbuzFzLZ/zStvMTB5WIl/btPTHOedPtaZE5Jky8gwzzHBs3Mj+4latMSzLYnkunC5+lmVNv893bRx70kotp23Nky6pvYjq7pROw53qvRw2ron4YZYLVuaiqejgMCkp1kf7+Cg3OraqqtgaJOyMC4q8oBu5+K49JVQOxgWnFiPCwCctBLvDnIZv63ZkT/NjTMdidT6cdjOdWWyw3A32LchJVnJ5K62d3kt644xT8xFh6OKMClCKuXZAf5wjpcJ3TQLPZ5wJbNtieS6YntO9x7PYCVhsBxSVpOGbxLmgkprY6zkGmYCltkdrT2fY9RYgE15WpSAMPAxTl3ks08REkpbaiqMoK0ZpSVFKtgcJolKcW440n0YpQk+XWRbntPibQmHbNk3LYJwW7A5zklywsZuilGK+FXBlOyHJSkRZ0W14jDIdVIyTEiGNurUfGo5JM9TmkUIqlto+azvatFPJ2undsJhr+kSBw3w7oCgrnl8bgUJfw4WQrKh0uzYGpmkRBdfOy1I3YG03ZneU0YpchonubsuLCt8xqaSJ45qMM8H6bsYoFSx3Qy2NkFe6dVsKHKug4buMM4HnOlqcMRMkeUWWC6SCQmjSr20LmoG+5+ZaPoGvOWaWSe25ptgZZmBofpfvOoT+/nvYtgxGSclyN6AR2Dx1qY/j2Jw/05mW3cpKcnU74bGznemDQzvy8V1zH+nY92zmmi7PDgds9jNGSUnoOazOB5xbvjanrp9H820fpRRPXaoYJlrtvCwlrmWx1LmWEZ5IOKS5nksT0nPrOr6NJRWR79IMvfvSquf+G9EMM8xwR3GUrUQjcBin5b7XbcsgyUqa4eGpZ1FJ1ndi8rLSRND6u/aWzybih8O4oKokl7cyCqFbVedbPoWQhwocXo9LGyM++9QWm4MU0zQpSoHvWJya175e6zu6dLTxVEKltL5JnAlC32au6WNZOp2uSs2nGaclo6TEd8fkRTUd815Fats2aDUc+knOZ5/aIisr3TJtwM4oZ6GlvzfJNUm7N8yJM8GF9TELnYq5poe/Z+GXCs4sN/nS8zt8+cKANKt0R7XSZOdT8yEPn2pzaTM+pDypr0mWFyjDoKwqdgfiAJclcnXAsb6bolRKI3Bp+DbNUNtmpLnAtS22egk7I12eK2ttpu1+xkLLQ2FQPLmBlIpBXGLbBklasLaTMkoKsrKa9m1bpslzawOaoUsj8NjupYS+SzO09XnqZ+wMU65ux8S5duAGgzgziSKP0LeRUos6mhiM8oKvXOxhGiZlVWmvKMMgyQRveGSeKNCbbOg7nFls8oVnd3juyoDtfjbVmjFNk51hzpnFJivzIZXSWYkr22O2+7l25a5bsdd3LBY6HoHnQq1DtdHT5VXfMymEJEkF28MMJeGBFd027nu6G2ory9gYZoSBQ+KWBL5VCxo6BzofYb/8g1KQl3KfRtUEzh5hoQkZvTfK9wU6WS5Y303pjQrCwKEVOpo0HRdc3Bxp881DythJpu1Nrlc7n6iPX/+5o35/gr1SCPcjZoHODDPc5zjM1PNWHYCPspVY30nojXO6Te1RNHl9d6j9rULfohXt19/JcsHlrZgkF5zyLBqBM7WoSHL99Oy5FqWo2OwnXN0ea9fkXCCrCtOyiLyYlTndBbI8Fx75NHhpY8R//+xlxknJQscnCl2evzLgykbM5c0xD6w0GSYlu6MMKSSh76AMreOTZYLYLolTh51+xjgttSaIpbMOQd09luSCB5YbbPUz8qKi0/QY1KrNmzsJSVZRyUoLuikYxQVSqrpDRYuotRougWchKskwKciKilPz4VQssTfMGY5SLm+NSNMKywKERKIohMH2IKM3TIg8a2rzgWLa6TK5fpv9hFF8cHNUwLhQGFZJM9Bt7YsdHyEU2xPeiGtrT6qNEaWQNEIX2zApKsXGbszVnZiVbsDqQoBlahn/K9uxbqdWiiTbTxSWlWSnlPTHJeeWYHluHilhZ5BjGIq13TEXaosMy9bBhZKSJJU8dalPVUmWuprbM04LkrxgnFS0I5fAt5FKUkm4tBUT+DaPn+1MyzGeYxBnJWs7KVJJ7FrSABSjpODLl3pIKXntQx36o5T1XoppGHiOhWXrLrq0EFzaEJxehG5ks7VbCz/6NtuDDKTCdUzOLERs9lMGI13qMwxDKwJXWkX4zFIbISqyQrCxm9BteNOgQCmmZd9KSizDQFSScVbiuybZSNRt6ZrsbpraEHeUauHPwLMPkPQtU5fvXlgf6izOXEgU2FrnKa+4tDkm9GweP9fdt17sVV3vND3GaUkutPifvue1svq5Zav2yNLrzmLH1w8SO7ok6To60Euy6kQmxfcCs0BnhhnuYxyVfbkR4fgoHGUr4dgmErXHzsGa6qcsz4X0xzlr2wnN0J0uZEopdkc5w7pU1Aiuaa5IqXh+bcSFtSHtpktVKZ66pM03dSZgItWmtUCGiSbEPrGHkLwXVVXx2ae2GCcl55YbGKbBMC7q43AZxYLd2mw0y0StAiv0k7NSlAa6gyQrSXNBpRQLLR8hJPNtfzr23jDn8lZc2zzA2k7MziDlmUt9BnGOa2ttkUoobMfEBJK05OLmmPOrLU0ErUsZtmnWhpglO8OMRmCzvpOSZDn/77O7DJOSbssjKyuEoUnCpqmfjD/15CbtyGYY6yzLfDtgZ5SR5YL+uCDJcpJDgpy9SHPFXMvhodXWNMgaxAVXtxPOrzZY34kRQhEFjpbsLyqQWrE3LyW9UcaFtRFKKS5taQsIpSRJfrDTaxL0VBJ6oxxRVkSRR+DbPHu5x5XtmEJog8pJC7WQEsuCOCl5bm1AK7C5vJNRVZo0neYVean9x3QZz8AydQfTxY3RlGA7HCfa66qUOA5U8tr9idKdg8+uDfj0ly22+il5LokCWwtZ1m3Rrm0yzkrGaUmSllptuJLsDjMqpWhGLqGns41nFy0wtM1HVujSlmGAJW22ByllIbRAsaFtT0A/EOyOdKZPSq3BszwXUpSC9Z2YUd2yXScKdTmq5ZHlUhvv1lmq60n6SZazthPT8F1OL0VTXpdtGzRtEzGUXNoc7ythwTXVdVFJvvDcDv1xgah012Sn4bI6H7E10Ga2EzNQy9SWLaXQAfzVXX1ske9wbik68Bv3G2aBzgwz3Ke4kalnkotDeS03wlH2ChN5eG3nICjKasrFMQw4tRBycWPM5q62j7AtUz/Z7aba86npTQXSslzwwvqInUE6tYXIC8HTlwbaZiJ0CVxLa9LU3UC9UcELa0OKUgAHtTY2+xkbvZS5Ojgra+Kj5hPpcfbjot4gBUKB5+hW90IoeuOcKilRyqWSAb5rs9XPCDybs0uN6dijQLs2Z4UWYBNCUVWStNA8mrTQPk0KiSy1NgmGflKfb3ssdAJGcUmn4dFtePTGOYNYcWUrxrEtAs/Ccx3iTAsdZkWFEBKz7i9XUmsajZKSZ9fGutW6VnZuRS5JWmIAcVZxMwsnUXe+TMpmhmGwuhBycSPmyUvDPZtrhWmYta6PSZ4LbAOyvGKnn2HaJkJoawN5DAuIYSzYGOQ8XGf/DAPGcam1dmoyLuhYtyzl1B19Z5iTl4IsF9PsQpLrbq00FwSuLqUYBjxzZcBiO6Db8lhLK9K80m3eEixTZ9ukutZ9leWSnZFEKgPbhqwQWmjQ1P3xslL4js4Q/elzuwgBS3OB5q0ISZoKyrJiuRvSnQsoSkUztLiwEdNumoziglEqyEr9fs826TRdKqW4tDkky3VWxLW1/UIUOJgYfOXSgMtbCYFr0oo0t6WqtB3L9iCnEWgz1UmgA/tJ+lv9hEubYxbb3qHlpCiw6Y0L4qzEMIxpZkZUkv4o49LmmDQXhL5D4JmUQpdJd0cZnmPz4EqT+baPY9uMkoKnLo1QwIMrTc46FllZkeXVccSs7zlmgc4MM9yHuJGpp+tY9Ib5sXgte3GUvcJEHj7wTb2JXrdyNQKXhXZAK7rWRl4KSejZnF2KppupUrC+m7DZS7Asc9qRUZZC2yFUWqF1orBs2/p/ZzVnJk5L5tsHx627p65ZV5RC1ho2+nsc26IUGWmux+67lvY8YkJotkgznc6P05LQt1ns+BgYJLmg3dCBmnbn1vo3BgbdlsconfA5KgzDwkCr3tomFIX2uzItPaZRrIOHCS/H92w6kcszVwa0Io8HVpo8eWGXQlQEnu6MyooKE93xAiALSSElBgajrMRUBuGqPr9ZqUtyE1uFm6E3yPb9W19HrQeTlxW2pYOhQkgtGqevotZxMQwMy5zq+7mWySi/uYS/BOI4AbRpbFlK7RXmaJJ7JbV1gMLAtEwwJKXQAbKJgagUVQWebdDwHXKhSdVZUenrlRXkhS4Ruo7FKCsREhwbDLP21DDBVFpNGilRFeSFNlL1HAvT0L8jMXBNE9fTPk5xWpJkgoVOgFLQCF1cWysuZ1mFXXPQLKsicB3GcYFpas8px7Y0RyctKYUOvizDQAg15YlJFO36wcBzLT7/zDZ5KWhFQW3NoInKDctmnGny73z9YLEXE5J+6DvYtjn1zDoMpai4sh1jGuk0M+NYWmBwGJdEoc04LWrvK91ssLWb4ro2X/XovC7LKsU4FbiuhaG0mGYrqrlnDW5pLbrbmAU6M8xwH+I45pYT487jdjkcZa8wkYfPC6kl6StdIpi0kItK1k+SzemTYSkqLm2MsfYswnmhiZGGYRC4FmWdrZi6MtuKJC1xa3EyqfRv+a5uTx0coYbsu9bUuqIR6M13amCEXsxB/07o29rBWVakRYWSELgOnm2R5oJm6LLQDgl9a7oJTTJYopK14q+Jqr2rlFSIUgcermMgKu3Z4FoWjq1Is8nGJji34uwjH0/8gcBgvj0JpnQf+DXDyXrjlxa1vREGtQ+Uqv+qrnmL2a5xU+fyCeLr3ji5joFn4Tjm1CnbqeOXshLkeaXHpBS2BZZpaS2b2qPsSPvyPRgXezzR6sDJNLRqsa2uWUBUUpFXUntVORZlWdbGqfrYy0rfN0JILNukEIJhrAPVic6QZZrTjJxra2kAoz75lVQYEjD1Bj4pD7q2RegbSKV5OJ5tMYhzMAzmWy6R77Az1FYdpqEJ+VZQG6vGBfNtn0pWjFNBu+HQqGUBfNdBSW0Qu1tkDOKSlbmQR860agNQXSYzDG0Maxq61V1JxTgrsetjUQoqoblgzeBgoDNB6GnblFFSMneI+/vuKCMvJFleMdfaw8fbjVnvJSC1OrdrW1imLj3GSUlSCExLB8CBdy3jG7h2nVHcn/W9lbXobuPeN7jPMMMMB3At+3L4FNWdG/LYBo1wtK3ERB5+q5+S5oL1XZ0Sv7g5Zm0nZneY06r9egLPphHoFtxW5O77rqysSAtB5NtkZTWVgNdPwWbdfq6fpktRIaXOytiW3gS9I451qeOz3A3Yra0rbMvEcy2KekONU0EztHFt7culAyuzVuFVU+dsx9EcBFE7Z1pW/f76HMapIPId5pqakzFMClQdpKl6M3VsTQp2603GtnS7b7flsTof7euwAhglovYKsqfH0vBt0qKqbR9MZHUtfsgLSeiazDVdvTgbtVdY7S0mKoXvHu+at4L9Zc2JNcjZxZDAdciKqpYS0N5crmVNuSKmUW+Alv5tIdSxghwA17r2VK8qhedqrtTee3US9EmlN1sLXcbyPX1t01IySkvitKSoJE4dIE54ZJMW+0nZRsjr/UB1sCal7l5amdOt3KWQSKl0AGMaWIYO/NNC84FW5kLmmh6Rp7NPE1sFhWKcltiWztiN6wzPUf5NlmkilS7dNgI9dzznWhOBrN3No0DfQ5Nup7WdhM1+SqVUredzdCdT4GkPMykVw6TQx6YUpZAMYi2L0I4cludCbRtj6AeXyHd1aVbqTF4lJYXQ/12BfoCQ10x8rxmC6sA9zUvSQkyD9VtZi+427s/wa4YZXuE4jrnlYcadN8KNbCVKITVRGE0w9HyTPJdc3YqJAodHTrf3paUP+y6pNKclTkt836YZafJyI3CIPIckyzFME9818Ryrdv3WfjpzDZ/5lnfouC3L4k2PLdIb51zcGDPf9miENv1RwmCcE/oO55Yj4qRimOrgpBE6+L6FSAWjWsa+E7ksdsNaG6jAqe2tKylreweL5W6IqBRRoIX2BqMMzzVJC4motKGkaYCSFXGhF/lm5NKOfPqjg5YVgWdhWwGiUrgm+J7LI2c6fPH5HXqjrHa+VuRFSVlqkvOpxYhSGoShzk4lqaAZOXiuxTgusazj8bKi0ENKdcAaJC8rTi006pJhimPbmIY2P60qnVFRhsEgKWuzSd31d5xtTIsyah2a3iin2w55YFlwdVt351l1Oq4QOts2EaVcWWhQypi0MKCUuI6BkhKhJEWmA+OGb7PSDWkEzvRebDY8VuYCrmxpiQPLqM3D1GSOwHzbo9UMOLskyK8OtPN8HcCK2huqHTqcW25hmBa+Z3NqIcIw4PJWzPYwx7G0g/tCxyfNK3zXYr7tYxpaKVu3yKtpNtS2DSLL1UHMIXPYrFN2rqPFBUshmWt62JYOZkdJgWOzrwHgwLk2DM4tN0lywVYvJclKJvYsVaVJ1A+uNrn+40ppo1AM3U4+SsQ1MUHbInRtpKGm19s0DaqqYmNXdxHmQtYZVsFc06sD8ZOtRXcb91Wg8/zzz/Ot3/qt/MRP/ATf+q3feuh7er0e/+gf/SM+/vGPA/CN3/iN/NiP/RhhGN7Noc4wwx3FndKtmHRubOwm7AxzyqrCqfVyHlpp4TiaaBynFaaphdtMDMZpyXzb37foXt8FMnEpNgyThXYw7QKJAoczixFPXS4xqEtW9VOiqLM6TzzYnoqTHYazy03+0pvOTHV0pNICbe2mzemFBq3QxvFMzNyg6TtgmRSFLpsErkVZKVqRw3JXBx27o5yN3ZTQs1GSqb1E4GniZW+Uszof4tgGl7dieuOCotCdQJMF3XNNQlc/MT92tk0p1AHLisWOz1Y/m15H17F47GwHWSle2Byy28+RUmc4GoHFfCtkZS5iuRtgm5qI3G25JDXnQ6GVgl2LQ+0fJmgGOis0iIsD1iCVVJxZjHAstODeuCDPBY5p0AwdpNTt3JWQSEMHmoFnICpBnB/+e5ahBQwD18B3dHnj1GLEI6dazLc8PlFW7AxSsqKq29S1SGLoOsy1fc1VMgzd+u1a5HGhVaOlxMIgrhRSSkRVkWQVrWhynA5PnOsgSk3S11kNXa/yXQvPtXhguUXgmiy0tRHoTlWR5AIDA0do4vCrHpjj7HKTsrY49z2bB1dbzLV8doY5O4OMhm9jKD03l7o+o6QkTkosyyAXchqwNHxNKo5Ch4W2T5yKA3PYtTUBvCgrOg0d4KcTCYk6eG4Gbt3tpo4MdkLf4YlzXboN79p8tixCz2KYlDTDg+T+wLPwXZPNXspSN6DTcKfKzVXt4dUIHIJ6bZGVJM512dCzLZ3x8m1GsS5XhZ7Nylx432rowH0U6JRlyQ//8A+TJMkN3/cDP/AD5HnOr//6rzMcDvnxH/9xfuqnfor/5//5f+7SSGeY4c7jZqaet023QhkUlZaQX5kPaIYuxSS9X3MKdEvp4TX4vV0gopIErsXz60OKQmuFTLqr5js+cyMPKRSOqYkIpmHU9hMRX/3Y8k2l4s8uNzm1ELI7znE9l8EwoSgq+uOSOCs5vdDUbsxS0QxdLKs2Du3rgGa+7VMKLcznOxYPrTY5XbfG79UmmppnjgqagcO5lQbl5SGVY1EprYJsWxa+p1vpz59uszofYRjGoXpHhmHsu46dyGVpLqAoS1qhgxAS27ZohzZL3Ygziw0Mw+DMUm2NoaAVuZp7VAieXxvSCB36oxJdhKv/rw42HBNW5xucPzNHK/IOaC/ZlslczRla7PoIaXB5c0xVae5Fklc4FrXgjR5CVUlKoQizgu1heSC7IxUErsk3vuUsb37N6j75//64wHP1+Qp9h7wUSKnVfy1b3+dlqWp9JUVZabdvgMi1cRyTSePRle2YMHBwbe1PZVsm55ZbrO9mGJaBknqsQklsw9KK3sDlzYT+OGOclbiuw0LXpR05tfCk5nMttHyEVPvmW+DZdCJF5Nm4rklVQVpoCQPH0t5VgWfTiFwaocc4ySnyipyKc0sNzi41uLAxPnQOd5s+aVlhmgbN0KVZC/blZUXkOyx0PN3NdRPuS+g7PLjaYmX+2r2nlOKZK8NDs0mWqQn6lqW1kzzXwKzLiEVVEXoWjVD7mdmWFl7UligmQukmBMsy8D2LrV4KLV+T++9TIjLcR4HOL/3SLxFF0Q3f87nPfY5PfvKTfOxjH+P8+fMAvP/97+c7v/M7+cEf/EGWl5fvxlBnmOGu4GbmlreiW7G3Zb0VOTi2OdVXsS0D17YO8Ez2Krkehr1WDY+e7VDVHWNxfo2/E/kO73jNKlJKLchXSjzH5MxixOPn5o5t+mdZFqvzDbrdiF7Ppaw7coZJge9avPqBNl+5NKg7iySWafDgqRYLLR+JQX9cEAUO3aanuR7OwSXw+vO+1InoDUvGSY7rapE0nX0wWV4Kee1D89rhWe0/PxOhR6lguRsyjHNGqSDJdNt0I3RpRp7WsSnFnm4gWGz5U2Xkafat9hZ6eLXJCxsjPDdjnJRkZTXtmmk4Fo3II/Rd3cETHLxHfNdisR1QVZrHkpSSuZbLODGQyqDtWHiOTejbFEVFL9bnDAWN0MMwYrYH+ZSyYwCeDY+d7fC2157ady2llGwPMpY7IXMtjyubMUop/NpYshQVeSHpNj22BzYlJYOx1puJAhvL0F1FoW8RuDaFEKxtxzy40mQYl5hmXcJZahB52odKSK3VZFK3sUsJQneABa5N4Dt4tkkj8PBck8C1STKtfPz6h+fYHuT75lvo2yS5AGXQirS3WSkkgevgOiWF0MFKXlaIUoIBZ5caU22Zo+ZwFGhdoUpKklxMlZrn2z5zTc09GsTFLXFfbpYRNgyTUwshjm0yTgVprh9sug0Xzw1oBg6dpscoEWwNMgLP0RlXpUuccSowTR0oB9794Wd1I9wXgc6nPvUpfvM3f5Pf/d3f5c//+T9/5Ps+/elPs7i4OA1yAN7ylrdgGAaf+cxn+Ct/5a/chdHOMMPdw3HMLY+Lo1rWA9em3fBIamGz1eu+/yR8oAOp9Hpznm9rQrHnmGz2s5oIa7HU8Q94Qp0Ee4OswHPwXZM/1w10qamsNFG44da8B6E5CxgM45zLW8mRIoz7z3uLuabHp7+yyfoe5/VTcyGvOtdloRMcEHYUtXeQbVs4tuYwNAOb0wsBmz2D3WFGfyzZGeYIoXkxncgFQ7dAn12KsCyr5l1MDlZveGWliazLnYBWYBNnlX7NMoh8i8BzMA1NhA79cmrkeL3K7dpOzPNrIzIhyfICIRRFUfHgapNHzrTxPZskK3nu6gjXMXEsg2evDFhZiHhgJWSrl5OVCseExx5oYxo2T13uM9fyphvfIC7YHmS0Gg6bvRKpFI6lW7wty2CuFVJV2k3dcy19DmuxR0Nr/mGZOojLSv36Rj9js5+x1AnxHYuykrRCl6qqyIoUMHAsA881MQ2LB2qDyi9e6LG6GBH5DsNxQRBYLLQCXMckzaraQkLxwEpzOt9MQweaaX5Q5mFlQdMlKqW0RlLgknsW3YbH8pH30rU5nBUVoe/gOZpovTeLahiGNj89xry7kaXLYRnh3VFBO3KJfB1oLc8xDZRRmoQeBQ6nFxvkZUUpJN2mi+faaH7VtYyvbRr1796/RGS4DwKd4XDIj/zIj/AP/sE/YHV19Ybv3djYOPAe13XpdDqsra29qHHYR7DnX+mYtA/vbSOe4WSYPNmXUuFl5T4tmePCOcLNuqoqNvspWV7he9qQ76jAIc0FcS5oNdx91zPwDVqhy05V1Yux5p9MPxcXzLV8GqFzaIB12BgeOdvhzHULe5ILLmwMefryUHc4BTaPnmlxeqlFdEh2auqkXmoeT7smNxdCMkq0q7Jtaq8gDAh9rQnSjhwtRlgpLFMvyElSEvg2aS7Y7KUYJviujWtqEmk/zsnLSrto1yahrm0gpLbHePbqEFOVlEVFUghC18ZQJU9d6WNaujRVlIIsr0gyQW+cg1K0Gj6rC9p5uh/n7I5yrm6NeebKkDhJKaWBEBUVit4wYb2XkmWCwNPeVOu7KflEbReQSJK81G3tZcVwFDNIdcnKtqAbGqh2E89RPLvW58rOGIXCNS1c19JBhglpXvHslSFrOyPyUmrjTAOkrPB2LU4vNvA9fb6GScE4LTFUxdpOiuc5VELbBuQlBI7Fbj+l1Yy4vDVms99ivh1oPSMFw6SgP84YjjPiQmBJRSUtRK03EwUOUWhjWSEbuwm2aeKYJqUQVBgYQis3GwZ4jg1KEvkO3ZbH7jDjwvqQ3ignTsW0hJcVFdvDXH/3UAexKIXv2rXCc8H2QCJKydnlBr5vM0xLpNJzbTLf0lyQFNWBOQN6XrcaLuOkoNv06bR90lR3OjmOVUsVXJsv189h29aZnZ1hqjkz/ZSiVLRCm+VuQFpUN5x3AHFWcmlrXHOO6ntESXpxTi4qVhcixklZ25EILEuXCj1Xc5iGccHO4Bq3Z67lauHCuibailytE+RY0zXLskyKUlIpRV4H/Z5r3ZY99E7tN/c80Hnf+97HV33VV/FN3/RNN31vmqa47kFyled55PkRLLljwDQNut0bl81e6Wi1jldamGE/xmnJ+vaYQS2zvrab0m64rCw0Di0rnATPXx3wv//sKle3E0pR4dgWpxZC3va6Uzx06qDynp0UBEFCt+VjXrdwOp4LGyY7gwzbtWlEHmXt17Q43+D8mc6h4z3uGMZpyX/77BX+95+tMUzyaZr+s09t87bXrfJXvvbhfd+/sZvwpee0bUQhtLFjp+HSbfvYponY0N5JZVnhuBaOZVIZBhc2xjx7ZaDbgqXCqIOsxW7IYjegP8pJ04pWw6HTDIh8G7Nub7+0m9BLShY7AeO0ZKuXkJcVlzZGfPG5HeJsL/s354XNmG5zxPYgx7Rgp6d9tLJC2xg0Q5e5VlF7YHlUlbZWePKFXbb7mbYE2PMgbALNSLEROjy3PmScCOJMMExykqzENuousUqyPUzZHe7J9gBlBZsjxeZoyJmlkLWdFBTTrrPzp9s8crZLb5jyySc3eP7KgCQTiEqTj3W7OwzHfR0Qhy5JVpKXFb1RznBUoMWR96+1QwRb/Zy5VsrKQoNLOwmFNGg3XJQJW/2Mi1tDRuPywPFGgcl8OyQtJHOdkDDwSAtBLxeUgn1cIMeGRgDtyGVlscnCXIQfOPzJlzbojzLdZi50OU7UitbjVDBKS0Zxyc64YKOfsTslRcPz60M6F3o8/uAcK3MNFhcadNvX1rqj5kySC3b6CVe2Y56/OsDARKkK17WZb3o8eKbDgyutm87zEpPPPrPN55/eJs0KHWjZJvNNn7e+bpW3PbRw5OeVUuxc7jPOJf1hobODVYVtWcy3PGTLZMWx+KpXzR3IJj13ZcAzV/qMc8EwLRClRBkl46LAtW2W50J245J2w2C+EzLOBa1mQJoJtvspo6xAVrrl/vRiRLMVHEp8vlXc7v3mngY6v/u7v8unP/1pfv/3f/9Y7/d9n6IoDrye5/mL6rqSUjEc3pgE/UqFZZm0WgHDYVq7Ds9wXMRZyQtrQ7KiohE4eK6N69lcXBuyvjXiwdXDMxnHwcWNEf/t05cYJzrb0g5d0rziqQu7XN0a8399zVnOLTf3fSbNBWlaoKrqcMl41yQ2DXr9hOEww7K09cB8w6HMCnrZ/rl33DEopfivn7zIf//UJcpK0gycaSllZ5Dy//2TF5BC8g1vOYthGGz1Uz715Q3GqX5Sboc247jg01/exbZM3vT4IssLTV64skN/nNIKPc4uN7i6nfDZJzdJMq21EngWcSq43M/Y3E35qkfmUUBelly4mrITppw/3cYyTa5ujRFIFloBJoqnLvQZJjmBa/Ol57aJs8Pv/d6o4JNfukor0t5Zoe9gmbp7ZauXMBznqErSTfza+VxwdXtMXh78LgkMYkFxecByN2BnkLE9zDFQeI5NSUWaCdK8ojc+5Av24PJmwhPnOpSlDhVEKfjiM9ts7sQ0AofLa0N2R/p61hUJJCAqEFXFhbUBdq19FHm2bsm+we9JYHtYUFQDTLlKWZR85fkRV7ZGXNjoM4wPtohJYJRKDCNlY3vMpfUhcZwhhDhUFLEU+nyHro0hBcNRynYvYbufEieaR6TLmAZZLZQnq4qyEpxbiIjjgvVdvc47tkHgmBgW7AwyPvFna7zjtcsgBL1ePP3Nw+ZMmmue0O4o4/LmmDgXRJ6DaWl/q/VSMIpLBsP0hvM8zkr+5+ev8tkvb5AW5bTkmJcVaztj/vhPL7Pc8Xn8CA+4NBd88Zktnrs60MF06NLwLYpScmF9wNr2iDwrCG1zWt4VQJ5CHOd88Znt6dwNfF02vLyR04xczsxHiEJw4Upa/5pidzdmWHOGXMekEBWWYRInOZ9/cv1FrWcTnHS/abWCY2V/7mmg8zu/8zvs7Owc4OX85E/+JL/2a7/Gf/kv/2Xf6ysrK/y3//bf9r1WFAX9fv9FE5En4kgzHI6qkrNzdAIopVjbiklSMa3tK6XwHJ2Z2O6lrG3FU7Xhk6CqKj71pQ2G44Jzy43p66FnEy42uLgx5tNf3mD5Ov6LbWol1t4o38c3mKAsJA+darHcDer232t8oOuv/UnGkKQF//sL6xRCsjx37YEksCwC32FjN+F/f3GNtzw+TxR6fPn53alZaH3iyArtk5VmgssbIyzbQlQVK3MRo7hkcyfmi89uI6ViZT7EsXWXTym07H5eag+uuaaLZRgszwX0RgXrOzHtyNNS+kqbhaa5LsucWWzw/KVtxkcEORNkBdhknFnpkBaCJFM4lsl8y6E/zrm4PiJwLRY6Ic9c3p4GOaahu5Um5RYDXYJKC4kocnqjnCwt6bYDhBAM4hIpFUrcOMiZoNcb4PgNQtfGMrX795WtMQ+uNNgZ6ayM59QFD0PimAaGqYOEvATTkBjKrF3UTUIXxkckzieiycO4Is9SzJaPqCQ7/YRxHeRYpvbzuv5sjpKKJMnoxRVCCFD620y0JA5Kn5fp+9OcNCtxHc0hymo3+sDTjt5ZIXSZyrEYFQJTgFIV47RAyloludaJcWwL0zAZZ4LnLw/JsmJf1eD6OaMUbPdTkrRkONYt8A3PwXVMOq2Q/ijBdyzyoqI/zIlc+9B5rpTi0tqQP31qC6kUZ5ealJXmvjQjl0oqBqOC//n5KzywFGHbB7fqNCu5sD4iy6spcV1zbEwWWj6bvZQL6yNe+9Aczp5gQErJC1eHuJbJmcUGSV6yOyioKsnZpQZZXrG+E7PQ9mlHLr1hju+ajMuSUVIQ+toIthm4UyXw3jC/5fXsMNzu/eaeBjr/+B//Y7Jsvx/LN3zDN/ADP/ADhxKL3/zmN/OP//E/5sKFCzzwwAMA/J//838AeNOb3nTnBzzDDMfEnbBwmOB6k8vrMdfyWN9N2exnrM5fK8kep2V9+ZjdXCcZw+ZuzGCc0wwP/95m6NAf5Ty3NuLcisH2IKPbvPa9pVCkhcB3LGxT/z0M0+k4A8/i6k7M1jCfdpKJSiIrk7KS2kKidjx3LHMa5IW+Tb/OajQCV5sd1jv5RNtkc3gwg3wYJmuyaeiHpomfmGubxJlA1DWb8Z7lbtKkpdA8473L+uXdgiQTYBoUpcAy9EZlWrAn4XBDPLuR8vjZCNvR58O1tK/Y2m5CJbX2jVIKqXS0pdCGmJOgxXVsAs9hnFdEvkFeTLw3DmLv2L9yJWZ+rq31mApJ7cIw9c3a6+AxcTPfHumMRpILykriWNp+oVJyen5Ms/YYKyVXtlPazYC81F1qjqWdtZWlz79h6k5Bu7aF2Brk9VzTpF+FJhFLoXBdk67jMoxLnrw05PXnF6bHcv2csW2DUVoipGRroGULTAvcWkPGdSyyUtLwLXrjgtOL0aHzPCsqnt8YMk5LIt8hzSttZVKfGMvUEghrOwmXtxIeXG0dOOdxJhglJY0j1pjQt7XWT+1NNcGEIL7YCQh8iyRzEFU81eXK3Ir+WPOyWpGr16q4xHUtHjnTnhKktdqy/s773Qbino7oqCzM/Pw8p0+fpqoqdnd3aTab+L7PG97wBt70pjfx3ve+l/e9730kScJP/uRP8i3f8i2z1vIZ7iscZaA5wc1atm+E600ur4fvWfTHemG/HrerZf0kY0gK7dtzSCc3cE1aPikqCiF1cOLteQKtpfwt19C6LLHSWiO1jo1lGWSlpKoUnqs7elCSUiqq2lDSsI2p75SoJJ5jYdtGrQqtsC2DtJB71Kj17xfl8a7PJNCxzNp6Ys913WPLRbGnJjPxNdL/qDf+iW5NWU2/w3Vsqkpv+BbHf1ouhcSobSP0oevPVlWteqt0Rmn6m/VoJ0Oy0FGPQnM79hh0HUCdeEGhnc8ntgHIav979hynMf3Na0rgstJWEI6tu48qpY06q9qqwzKhlEy70bSmkYllgu9YZKJCVArDVDi2iVK6ZauquTuOZYFt4Nk2Eh0M+I4OqHbyjFFyMLDdO2c2+ynjpMRAd761QptxOrlWChOt4zTJLEnJofYIlVQkdbecLQVUBrZlTbN8ZVVRVhJTaqL7YTAMsCxjzxXbD6lUTYje//r+OWZMlY29iUmuYzJOy6lrum1pl3uUQaN9ODH6xaxndwP3dSvN2toa73znO/nYxz4G6Oj6gx/8IGfOnOFd73oX73nPe/i6r/s63ve+993bgc7wkoNSijQXjNOSNBcHNFBeLPZaOCilN+YkF2SFmJIlb1U2fa/JpUILr+X14jXZaGzLOlKpdGLQ+eiZNo+e6fDomTYPrDRPpMuzdwyHYe8Yug0Px7ZIcklVaR2ZcVqQZCVVJUgLiWPr900MP7M9Ttmmoc0Yq0pRlFqozXMsRKU3lzQXWLW2Tb5HebfuxqbcE8w0QhvTNElybWBpmXojGMQFpmnQbjg4jkFRK+SG3vFa310bilLrv1i2FtqbWA1YlokCbRWwh1i695ZTav+/Pd+uW34NykJoYrXS3l3HXbQDz8F39D1oGHp8rm1rJVxDBxmTfUlJtL9RdS1nowwDU4HJtdbnvdj7r4khKWiV6YlRrOfo45XU5adJpcy49n4T6DYDDBNMS2cJpFSUle4vnwhPUo/DMsFzbYpSi1R26vtL1F1VvmfhmHUQbJq63XtedyNO4r2i0hIAeVGRl5Isk9imdSShVtuMaAHAxY5PM3QwgH4sGCWC/ihnMNadToZp6DZvy8Q0OXSeW6ZB6FnISpLnCtepjUoNHXg4lokQVS3EePg96DkW7cgFaTDOdGAyWVvGWYmhDNqRO1Uon2D/HFO135vU3YtovSHbMqdmoqKSOJY11Q86DC9mPbsbuO9yTF/5ylem//vMmTP7/g062/OBD3zgbg9rhpcRjtKduFURvsMwEexa30molG6TlkArSrXpoYSV+VuTTZ+YXL6wPtRBTnFNMM5zLfqjnIdWWyx1jrZUeLGYjOHS5vjQrpDdYc655QZLHZ+FlsvqXMizV/sME6gEU1l7qybCnj/d4fypJpZlsdD2ubodE9RGmI5tELg240yQZoKlrs9iN+Di1SFSai0axwS3btFtBloVmdqTapRoD65uy2O+5RNnWuxsq5/RCrWBpwIiz6IZuUip6I1zVroBp+c9Lu1kB47vegSOOeWMOLaBgYFtWwzGBU1fq/M2fJtzSwEvXB3V3UvXsPefBhA5sGOaFLKikBKkREoJyqATwc4xylevPhPplvqiYhiXSAlR0+LcYsTn3V3ivNIBT82bMVXNG0KXtQx0QOA7FmWpcG2DOL820r2FrMn2Fjjwhoc7U6PYVmTrIFBMWp+vBXQTh3bfM/iq820+/9wQ29Su6VkBDtqkUu+dtRZQodWSQ89kGJecXmzwxkcrvnKxrzMVQiIqhZAVnm1SAacWIs6favDMlSE7oxzXtlBKt2OLSpKXJVkhObPU4ImzB0tEsGfNiAsGo4Kr2+Par0u3uidFxTgtyQvBYjsgzSSLXV+rWofOgXnuuxan5kMc1yTLBE3laFf3+lxOjmOh7bDYPjxr2o5cTs1HXFgfEfo2WS7I62vY8LV576mFSAdD131uoe1zcWNUiyGWxKlgt8zoNDyyXMssTOZ1nIqpD11/XNxWS5q7hfsu0JlhhjuJvcrAUWDj2NrRuDfKSXLBgyfMbByFiZnlRj9hu5/h2lo7J8krxuOc+bbPI2fat0TcsyyLVz3Q5bm1IZfWx3RbHr5nkeUVm7spUahF+47S07kdgd71Rptze8awO8xphA5vfHQRy7KwLIvHzrZ58uIupdCb6KR+kZe6bfixM22c+un/sbMdrda8pXkDrmviOCbDnRzbMlldbBD5Lv1RTn+c02m4rC6EVGii6FY/ZXku0ErPjsXuMMUwFb4Xkhaa15DmgrmWx2sfmsNzLJ5bG9EfFyiln8CTTPDkhT5L3YDT8wVXdtIjz8WZhQDPsdkdpjRDj27gMkq0mWi74fLGR+exTIs4E3RbDc6tJDy3Nj7SJLMZ2qSF5i4NkopxUmKZ2iUd06AsDeDG3KHABcsJKAqJaxmkBix0fLpNn0EiObfc4JkrA8o9CTmJDkQsA04vRhRCZz06bZ/eICMr9wc3e5WRhdSZmTc9vozn+5RCYmLguS4LHZ+r2xnXJwOqunz1wFKDUQYLbY8r22M8xyYvBMW+aFBRVRWuY/LY2Q6Bpzdv0zB49YO6fXqzl4KhEJXDOBXkhSD0HFqRh5A6u7Hdz8mqCsvS5GhZStIULBseOdWa3oN7sXfNCH2LRmjjOBahVPTGGXGeI6VknGiD2rKsdIDR8Ah851CrFsMwWJxr8OBSiycv91nbTfFsA8MEIfT3tCNXd1yZh89j0zSnc2WcFDWpXjvNj5KCTtPjsTOdA6rFpmlydqnBU5f7bA8y5loe3abLRq/i4vqYRuSy2Ak0d29cc/fqJoK0qO6sJc0dwizQmeEVg6OUgSdmi71hzmYv5YEV+0VPWKUUW/2UopTTzIRhMHVBLkrJ9iA9YJR53O92HYvXPNhlbSdhd6iDNNs0ObvcYHU+xHWsQ80Ab2egt9doc6OX0h/n2JbFueUGb3x0kbN1e7sQgqs7MZHnUtqah4MCTPBtE8eyWNtNEEJg2zYLnYA3P7HEU5f0QtyPtVnoE+e6tCMtXra2M8b3TM5GjZqIqvk5j55ts93PSfJKl58Mg8U5H8swsA1Lt4B7Fp6r3cxN00SigwvPMXEcCw84s9Rgp5+SlxWPnesSZzn9+GDafrXr81fe/hC9YcazVwYMs0LL41twdrHBw6c7rM6HOmAQEsuAxU7I9jAljiv2Fv5sA8LAZKET6G6yXGBbBnGqtWyEVASOSTvyaPoOF7cPT+v4Dnzt607jTlSDXZ/HznV5YLmF61o6G1FpUcPtfkYl92eUmqFFtxVwdjEgKyoGcYljGfRHOYFnUZQl4+zaJ0wg8E3e9Ogib3piZWok2mm6pLnPQitECMnOoNjXPeWYOqu50G3Q8C3S3GSlGxK6Fk9e6h1o6VcKug2XVz80x+pCSCnk1EfrTY8tcmF9yJXthFxUNAOXhm/TbHgIIemPcpSCVmRf485UmuDs+yatwKUotTFnFLh7fnP/mjG5DmeXGgzigmFa1EavZs110eKVfk3sn9hAHIZm4PDouS55WXJxI66tPBS2adJuujx6usNiN7phOej6uRLneq6cXmrw2JnOodYqquY8PbTaoj/O6Y+L2pzToRW62LbOlkW+c4C7d7stae4WZoHODK8Y3MlOqOuR5oLLW2NCz6bb8mqehEEj8iiKkp1+xqXN8Q0Xwpsdx4OrLc6fbtMb5VNRvW7To5Lq0OO4E4HexGjzRrYOlzZjrmwlzLV8mpGtu5AqzQPQLsiCy5sxlzbjqcjgQidgruVpZWQhpyaRhqH5CPZuxlykzTjLSpLlmg+zOhdSVdpPq91wyUuJbUHkuwzjYrogR77Ndj+jGTp6gzIMui2forwmrOZYBpe3xySp4Jv/3CO0PMkff3GHQazVb//caxfIK4dW5PL68/P8X19zmivbKUkuCD1t9yCkMf0+zzHZ6KU8d3XEGx9ZoqpKdsaCPBd4nk0nMNke6ZLKykLEMrDd17oyolIM0xLPMXlkNeILLwx5bcOh4VQ8vZFQlBLPtXnt2YhMasPOt79mGdu29hlsgtZL+tOntmgGLqtzAaU0yPJSO4c7BnEuafgm3/DmswSeM722tqnl//NSYciCi5t6w+s0Pb72NYsEQXDAOsG2jelGWFUlm4OcopBgGpyb9+i0GmSFJApcnlsbszIfUsmKU4tNTCUZp1pUsVQVtmGwNB/RG+acXmjsu29NA1bnQ0zTnPqoLXd9ui0fx7a4tDHk2StDzi43aQY2w1RQlhLHMWmHDnEm2Oil7I7yfYHO9WvGhGTdCLRq9Eo3xDQN5loBzaZLkujyVbfp4TnWDdcRzzGxDFjoRDx2rktvmFNW2jRzruWzsZsiqmpKEj4KR82Vo/ynJse0Oh9ydqnBOC2ntiZR7euV5hVnlxt0Gt6+teB2WtLcTcwCnRleMbiTnVDXI8kF40ww19CLpmObWJYuP5Sltj/o1TocJw109h6HYRgHntoMQx16HHcq0NNGm0cri0/sFdptG9MwiDxHtzJjYBoQ+iZbg5J+vF+kxTRNbSR4HZx687YcByUV3h7i6YRE2Wn6LM8FbPUzPNvEtAy82tNrcmzdlscw1t07rciZcpz2otv06Y9GnG75NEOXb3pnZ9/fi7IiK3QQ6zg2D67uv5bXX1nTNHBdi+V5n1EiiAK9kU+6bUbZGNDXuBW5oGB9NyYthLbEGEt2RxWmZbHa9fE9m5Xl+X2/keaC3rhAYbDcPSikmpUV41TgWFr7xXMd8qJESZ1BqXZT0lyTUxvh4ddWKcWDpw9udpNzm+aCUSpoRq7OLgLtRki7oceju920InMjtKekek+ZjDPtJO7aBlWl3zuIMy2K5zv09rQ+A1gWPHNlwGI7YKHjT0mzw0SQi5QHV5o4joVE0fAdXMdi4boWQN+FOMu0Bs8eXL9mTEjWaa4dz5uhSyEkzchlvhVikWJbBnMt/6bO4/kk0IpchIClbohlGVSV7shqRS6OrQO3wLtxsHPUXDkM168fres4PFGtk+PYhwcwe6/zSwUvrdHOMMOLwN5OqMMIdXekc+AOPOjc6nHczUBvL7y6oyQrJaagblXV7GnHsqikxDQN7WN0DFimoVtei3J6jJMNSFQKo/436Cdw29alLdNkX+fQ3rZZ5wifHgODspJH3hMnPWeTjhclDRbafi0Sp0soWV6xthPra2dpU8dBUmBbFosdCyElo1hg2SZpVlKpw0mqlmlofRx5eIdMXHfrNRoOaS6wLavu1lEUoiKKHIRQxFnF/EEnkWNxvCb3WuBatCKPUZIzzrQWkmkZKHWtC63bDAg8G8cySXItiuja2ifKtnXTtlT6XvE8kzSX0+4fpWCYlOSFpNVwp/Ph+iyl71g4tkWaiwPBLECWC1zbOtDhZJkGpmEwTkttNGpoUcztQYaUCsPS993k9kiykkbgEHr2Tc0uK6mwLZOzSxG9caEtQQrd3daMHDqRSy4Otqa/WNyTdfAe475uL59hhtuJSSdUnB6uSxGn4tAOiVtB6NlEvsMoOVzFdpyWNHy9IJ4Ut3ocexe4w3CnFriziyGtwGF7kFEIoctCtoVlGhRCsDPMaAcOZxePZ+Piuxbthss4vXZuJ10+aaHT7pFv603V1OTMtBBEvoO7J6C5WdusUlqOX9ZSBIdJEJz0nE06XnqjHMMwcG3dgu/amjdUVbp9PnRthnGBEJJGYOO7NpWATtPl3FKEbRts9zMU6oC8wDgtCT3nSI8ky9Tnq+k5BJPSX6FbtUPPplWfp8OU9Sccr95Iq+V2Gi6+a9Ib5bywPprq20zuNcMw6DZdIs+h4duUlbaxyEpBw7dphy5LHV9357V94kRgmsY+IrJR2yJ4ro2JgWWZ08C0KCtGSUnoWwfa3+FaljL0bVa6QS3zoLV2tOWFIskrbeg6FzB3XVZESkmcljxzecjFjTGXNscUQmIakBaCYVzg18FCb5zhORZzdfn4ZvfF5BxZlsnqfMS5Jd2+fm6pwep8hG2bd2Q+3s118H7BLNCZ4RWDicqp5+onvaIWZStK3UlwOzsHAs/m3FKkfdSSglLoVtlSVAzGOVIqzi5Ft5QCvtXjuFcLXBS4nD/dwjQNhmlJUUqElBSlZJhqN/eHz7T2cSNuBMMwWFlo4O85fqU0b6IoKr2JBva0xLXZS3FtvQHtPSeTttn5lnfgnGS5YG0n5uL6ECEkF9bHrO0kZNeJt530nE06ZaLA4epWTJoJKim1WWIvY7Eb0Wn57I5yRmmJW6s8j7MSiWKpGzLfDjiz2GCYFFzeitnspewMUjZ7KWs7CeOs5IGVxlTd+Xp0Gx6dhkucCzo1f2ah7TPf9mk3PP16w6V73eev53hpZVzd2dZteeR155NSanqvJZlgrukRhQ6ubTHf8mv1bZt25DLf9lnqBnVnXoe5traOGIwL7Y5dVgyTgtC3aQQ246yi23CnQVwlFXGqvc3cQ7JyOuMmcR2b1z48TzNyyYuKLNdSBVkuyIuKZuTymofmCfaUkZOs5MLGGNM0iHwbJbUgYJZXGGheVyF0NrIUkrmGz+pChO/Zx7ov9s7HSdk09O3aouLOzce7uQ7eL5iVrmZ4ReF2KQPfDIZhcG65SZILtnrp1AW61uTizFKDc8u37gtzK8dxHAuIO7HA5aXk3EqLNK94fm2kyxO5Tvc3A5eHVpqcW24di4swQSNweHC1xdpWvO/4HzvbQSkoKzXdIOfaPqGry2dSqv2WF4e0zQohubylDQxbDZcH2z5b/YyrWzHjtOTMYoRtmbd8zo7qKju91ODsYoOtQcqlzbHeUA2FUrqMs9wNWZ0LsSyTB5aaXFgfamuNWjeoqhRpUTHX8jh/qn0kGTXwHR4/1+XTT26x1U9ZmmtgmQZ5IemPMkzD5PFz3X2bPpyc4zW519K8YqHtMUxKbUmQFviuzYOrrX1k/IVOwFueWMYy4M+e3+XqVkzk2XRaHo06I2hbJivz+poVZaUzKq5NIzhcsXeScbMtfW+kueC5q0MtVqkUtm3SaTo8tNrisbOd6XfsDepW5kM6DZfdUV5rMGk/sHPLjToIMWg3PVYWInqD5NjBwr2aj3D31sH7BYa63ZKwL0FUlWR395gGMq8w2LZJtxvR68UvK1NPVRtF3unOgSQr2dhN2BnmSKXotkM8GxZa/m1ZTG7lOO6GYOJejNOSpy/38R2T7X7K1Z2ErKzwHS2aNt8OyIXk0TOdI8ste7H3nizL6sDxA/tek1J3Yd3oeCfXaXuYsbYdkxUVZ5YaU9PCLBfsjnI2dhNdBpnTQmwv5pxJKQ/tlElqs8YvvdDDNJUmUUcu8y1NPlZKcXFjxOXNGM/VrcBlVeFYFgstj3bT54Hl5g0NFpOs5PPPbHNhY4TEJMsLDAWeZ/HQSos3PLJw4Lgm17HTcA/9XikVg7jYdx333muiqpBS2y4sd0PmWt4R3yN5YW3IU5f7DMalLrU5Nq3IoR25WDWvyzJNmqFDXpcrDzOq7Q1zuk1vei6SrGR9J2G9F0+7s1bmIlbmwn3Hm+aCpy8P8F1zymNRimlXXiUlSsKZpYhhXBLngiBwSdOCqA7yjntf3O35uBd3ax08Lk6638zNRfe/e/kMM9wr3K3OgdDXmYeVeS0NPz8XkSU5VXV7ni9u5TjudovoXi7CmeUWS3PR9Hddx6IUFUJyS1yEo47/+tdC3znW8ZalJK0zEnufAX3PZsWx8Bwt/LfUDVjuBkdmTY6DozplQt/h8XMdTNNgd5gx1/ZxbXM63kJIdocFZ5YanJrXnWXT1v7aef5m3XOh7/CGRxY4tRgxyip2+ym2xaGb/gS3QmK9lXvNNE0ePt3hwdXWofIC139Xmmtn+uNkRfR8bNJteTdsxT6MuL+3K28S1LmOzQMrPkIqmq2A0TDFNo0TzaV72bL9UuyguhXc9iNcX19nZWXldn/tDDO8ZDFZTGzbJPQd8rRgr0TbvXiqupsL3ISL0BvldFvWga6X2y0ff9T5POp4rxdRbEcugWsxTgR5mXCqLpVMeDPjpMR3LfKielFP3Te67hP12koqklRg7NnAd/qaB6OU5PPP7mitmdrcdGuQcXapgWEYN+3WCX2HhyMXP/TY2Y1RUt3w3tt7HR3b2qc55DrWkdfxVu+1owLBw4LY45ZhDsueDMLiwPtuFNQpBXGmtWdKUQE2gWfTDF1EXt5S5vuVEnDcK5z4zL7qVa/iN3/zN3n9619/4G+f/vSn+a7v+i4+97nP3ZbBzTDDyx33Mm19t3A3uQgnPZ+HKd9qnyzd4juKS9Z3E20yWRuDNkOHwLNelG2ILqHErO+m5KLCsy1W5gJW5qPpdx22gZdCi/aN05IX1odUlaLTdOk0XJQy2B5kDOKCh1bbx8qQGYahg+/AuekGPbmOu6OMr1zsHfDnWuoG94zEepysyElUwfcGdXsDnetLmBc3tJ/Z6mJE964f9QzHxbECnX/zb/4NSZIAemH4rd/6LT7+8Y8feN/nPvc5XPd4nRMzzPBKx2ThzXKB45i4tolUit1hdlt9tw7D3c4iTTbtm23uLwaT85lmpa4z1M7MOwNx5Pm8nmA7aVMfJgWO7eJ7Fus7MZHv0Gm4XNqMcWyDyLNZmQsYJuLEatITfszTl3bZGZXaVdyxmW86PHp2bh8/RrtmWwzigkFc6A3W1fo/ZaWYb7kMx/pvcw2f+ZbH5a2Y3jDFtV/89bz+PpmW85Ta15J/WMfTzb7rMD6V72pNn0GsrRWUgsjXHXQ3u0dvlBU5qSq4YRgsdnz645y17ZhG6GACV7aTKUn97FKEZZrsDjOGaYHtOshSnLh0ddS5uRsB4/3G0blTOFagUxQFH/zgBwF9M/3Wb/3WgfeYpkmz2eR7v/d7b+8IZ5jhZYjJwjuMC6RS7Ix0y/mklbUQ8rb5bl2Pe5VFSjLB2k7C+m46taxQStGKvBf9u5PzudnTG1F/XExtJjoNl1akXcqvP5/XczEMw2Cu6dUBUIGJQZwLsrzis09vk2Qltm3wxRd6zLc8XvXAHJZlHltNWinFU5d6/M/PX2W9HyNKNVVGvuQYrO9mBJ7FGx5ZnJJnJ/fJ2k5CkgsaoY0QFYZSPHVxQFlWCKW4bIxphA4rc9qQc5iUdJu3Xg48cJ/UwnllrQQ8iAtEVWe5IpeiOPqePeyecywDw4BCqOlrUlb0Rjnbw4LRONfcl8Dh7HKDM4uNG96jN9q0T9oxlmQlW/2MspIM45KtfkqcCizLOEBSz8qKra0xo0zQDhwa/snm0r2bjy//bPIExwp0vud7vofv+Z7vAeCJJ57gN3/zN3nDG95wRwc2wwwvZ2RFxdZAb2BKQeBZ15yH4xLDAMsyWJ4Lb2vt/m65t1+P7X7Kp57cJE5LzePwTLJcsraTMExK3vzE0qEGhMdFVlRc3hxzaUMLujVDp7Y20B1Xg3GBbZoHzudhXAzfszk1H7I7ytnsp2z3Enrjgkoq5hoeYWCTFxUbuymDeJ2vemSBh0+1jjXOJCv54z9d4+KmtnoIXAvbMhB1a/jFzTF//KdrPHpGtzpPrpVdO1vrckrGRi9jMM4pK4VjmfgmCKlNKa/ujPEcU5un3iIOu09GScHz6yOyQuvszLe03YKoFKNUe2WZ/YPn+KjveuryCAN4cLVJp+Gy1U/5s2d3SAstJuh5Nj46QH7u6lDzlY64R2+2aZ9EFXzveCfdbr1RzjNXBkSBTbfpToOcqzsJhdB2DaahVZRPMpfu1Xy8V797r3DiloEnn3zyQJAjhKDf79+uMc0ww8seopLsDnQWpxk52LYJGNi2STPSC/PuIEdUt6+l/ySCb7cTUkqeutQnTktOLUYEvo1hmAS+zanFiDgteepy/0jLguOgFBWXtsbkZcVix9dP8+in+sWOT17qv2vy6DUcJaLoezar8yGdyCYtKgwF55YaNCMXy9Sk8pX5kCSr+MqlPqj933sUtnoxz64PQEktcudamJaJW6s9oyTPrg/Y3B3vu1aWaeqA2LdohA79cU5RSuabXs0Zsgk9h4VuSFkqru4kWMatXcfD7pO8qNgeZOzs+b/BOKeozSBboUtVKXqjdN89e9h3gcE4FfiOjetaNZlaB70KcEyLrJQ0A63uvNj1KYVkMM5J64Bm7z16HLXm46qCmwYHxmuauiTWaXiYpklvVCClZLc2022FLr5rI2XdHn3MuXSv5uO9+t17iRMHOlVV8cEPfpD//J//MwB/8id/wjve8Q7e/va38653vYvBYHDbBznDDC83iEqSl9WRHkuubZKX1W0NdE6Svr+dGMQF24OMbvMIpd6mx3Zfk2hvFXEmaiuAo9qpbS1Wl+0PaG6kEtsfFUipjSXD8HBBusC3GCUlW/38wN8Ow8WtmLyQeIe0ZwN4jkVeSJ5bH++7VpZpTO0sslwgK4Vh6t490zQwDRPLMDAxsG1DKwrHh9uP3AzX3yeTzMVgnAOKZmBT1e3V24OUvNT3i2ub5IXcd88eds8VZUWcCQLPInBt4qykNy7oj3NCz0ahUErbM0zQDLWZJwb77tHjbtqeYx5LFRw4dI5Mzr9rmcRZyTgTxFlJ4Or3VVJiWTqjA8ebS/dqPt6r372XOHGg84EPfIBf/uVfZjQaAfCzP/uzdLtdfuzHfoyLFy/yT/7JP7ntg5xhhpcbbMvU5YUjAplCSDxXK7reLlxL3x/+nRO5/NttIljUPkz+EarHrmtSVvJFlVompT7F4WOXSrdfH0Z3mhClu02PrNAiflkh6TY9Ok0P2zYIPZOs0HYNSunzmBWCwNVGj+kxNwVVH+JRZ3jyeiX2XyvXsYh8m7T2abIdA9sySHKBqBSlEGAYpHmJ72ovqKy8tfO59z5RSk0zF+2GrwO0ukQT+A6lkIziAqV0N5jnWPvu2cPuuUqqqdmqZRlIWQvx1Xwf9H+o9mQUXEf7gEnJvnv0uJt2Xspj2R5IxaFzZHL+C6HHIOr/ti19Q2nulIPr6M8dZy7dq/l4r373XuLExf+PfvSj/OAP/iB/62/9LZ577jmefvppfv7nf55v+ZZvodPp8Au/8Au8//3vvxNjnWGGlw1sy6TbCuiPM4ZJQeDae2T8Nemx0/BvGuicpGviXrkWTxy7s1wS+NpJXCqFaRg4tkFRaAuE43TuHAXPsWhHLnleMc5KfEebhlZSkZUVhjJoR+6RmZSj2pMBfMfGMicmpJWOVgzttl5Jhe8YxzZnnWy2otKZD8vQgZJSUCmJqFRtTRFg7LlWhsGUJF1WEts0MSz0eS0EhmFg2RC6zpQ3cyuGsbD/PlGwL3PRCB0G45xcKJRUeI7FOC0xDRPX0WWbvffsYffc3uyUzkjpQMKquUro/2DtuY+LUmJZJqbJvnv0JNybRnBzvZ00F4fOkcn5H9dZQaUUhqEd50Wl8D2L+XaIKEpAHWsu3av5+Ep0Lz/xTNjc3JxydD7+8Y9jmiZf93VfB8DKyso00zPDDDMcDd+1WOr4yEoiUcRZiSz0ot8KXUwMlmquyVE4adfEUdogE9xu4b4JJo7dFzdGBL7NOC2pKr1xNQKHNBOcW2nSjm5dmqIduZyaj7iwPiL0NVE0r7uZGr4uWZxaiG74G4e1J59ZDFnqBlzeHHN2OaKqdGnFwMCy4NJGXHcEHc95/ZHTLU4vRrxwdaQzFKZCN8KDkgop4YHViFc90OHqTrbvWk1I0o5p8OTFHnEimG+5dGs3b9eycB2Dy5vJicZ0PfbeJ75nTTMXhmHQDBzipKQRWEilEIV2Tg8Dm9CzWWwH++6fw+65SXZkFJcoQ9EKXboNl07DY6ufYmCAoabZEoBRUrLY8UGxz+jypJv2zfR2bjRHfM+mFbk0QkdzpqRimJcsz4UsdAJCz2ZY6HLhcebSvZqP9+p37yVO/Ai1tLTE5cuXAfiDP/gDXvWqVzE3NwdoHZ2ZKvIMM9wcE25Iq+HiOxYrcyFnFrX8vu9YtBruDcXXjkPAPOo377Zr8UTld5yVfOVin91hxjgt2R1mfOVin3FWcnax8aLtFB4726HT9CiKinbksdjxaUeap9Fpejx2pnPi37Btm3e8doUodLi0EZMWAgxIC8GljZgodHj7a1awj8goXA/HcfiGrznLXMulEApV6cyIqhSFUMy1XP7vrz6L67qHXivTNIgChzc/scxiNyDJK1zbJPBsykpyeTM58Ziux977ZDjWxNtSSISQGIZBI9RByULbZ77lM9/0CF2LVnTwnj3snlNK0QhsslJQFBWNQJPTV+dDDKCUFb5jMkpKxmnJZi/DsU3aDY+gbt2+PjC5Gfdm76Y9CWijms8VZ4I0n2RpbjxHWpHLG87P8/i5Lm98fIkHV1vT7OFJ59K9mo8z9/Jj4K/9tb/Gz/3cz/H7v//7fOYzn+Ef/sN/CMDP/MzP8JGPfGTahj7DDDPcGNcr3xb10+dcy7+pXshJxM9u9Jt3w7VYKcU4LQk9hypS2sW90pmMduQSeg5xVk43mlvF9a7gcX7NFfyxM51bbl9/7JzWvP3EF9bZ7KUMxjm2ZXF2ucHbX7My/ftx8fpHFgH4o89dYb2XICqFYxmcmwv58191evr3o67VXMvniQe6PHamwye+sMZabRrr2CZnliPe8ZrVE4/pekx+e2M3YZCUbA8y2g2P+bbP2aUGSS40ATwtaEcey3Mhy0d4ZB11HI+f7QBaR2cQF/iuw1c/vnhQRyd0OLt0uI7Orapu3ywbepw5Eng2Dd9ms5cS54LeSHuOnWQu3SsX8Zl7+U2glOJf/at/xac+9Sne+ta38l3f9V0A/M2/+Td5y1vewnve854X9WR2LzBzLz8aL1f38nuBo87lSdVJD3NW3ouirMgKyaNn2jdUir1biqhJVvK//myNopR0mg5pLqdifoFn0h+VuI7J175u9VgL7M3uyaNcwV8shBBc3tKifaFnc2YxvOWsCUBZljy3NmacljQCh4dXGzjO4TYVh12rJCu5ujXm+Y0hSVYR+hYPLbc4tdg49kZ1s3OplGJ3mHNhfUghNEHbsc2p5oprmzyw0jrSifxmxwFHKyNnhdAdaq6JXzu4H3UdT1LGPagho49nEhhNNGSOO0eUUi/K1POoc/NKVEa+U+7lJw50Xo6YBTpHYxbo3D7crnM5Tkuevtyn03APXZQmzsqPnunQCO79k9n2IOV//r9rzDVcnCMCs9644M+9fpWF9s2zLrN78vib9c1w3HN5t1V0b+X3jrNpK6W4UJd892ZDJ+gNc7pNjwdWmifa8Gf35O3BnQp0bulxpCgKfvu3f5tPfOITbG1t8bM/+7N88pOf5DWvec2hZp8zzDDD7cNLtmvC0BtNkguEUHXb9kvHsflOZYpOir2ly07Toygr0rzCMg06TY/+6OjS5a3iOKaZtwtxWvDU5QFpXtEMdSZHVDdX7T2OA/hJrSBmeHngxFdyd3eXd73rXTz33HM8/PDDPPPMM2RZxh/90R/x8z//8/z6r/86b3zjG+/EWGeYYQZeel0ToWcT+Q7ruwlZUTFKyimxtlkTReeawX0d9Gz30yn3p6w092eh7fPY2Vvn/twqJpu1ZcHaTkyciX0+aY07tFkfJ5B4sYjTgs8/s8NGLyH0NXcr8kvmmh7dlndD/tlxcJJ29BlePjjx48gv/MIvEMcxH/vYx/hP/+k/TWWiP/CBD/C6172OD3zgA7d9kDPMMMM1vNS6JgLPphXYXNocs7GbYlsmrVCTRjd2Uy5tjmmF9n37BD3x6bq6HRP5NitzPpFvc3U75lNPbrLdT+/qeCZ+TFv9jFFc4tkmzdDGs01GcclmPyPJypfcZp1kJU9fHrDRS2mF7r5jurqTkOXiRav2HtcK4r7Lhs7wonDiQOcP//APefe7380DDzywbyH1PI/v+I7v4Itf/OJtHeAMM8xwEDdS873fDPmU0iKIft2CrJQiLWXtXO7iuxZpUd2X3jp3w6frpDANGCUFWV4d6pOW5xWjpOCltFdPynFpLgh9G9/TnliTYypL7S1lmS9OtfdW2tFneOnjxI9QeZ7T6XQO/ZtlWZTlrfmrzDDDDCfD3eRNvBgM4oJRIjh/uk1RaOXiqgLL0mJ+rmsxjEsGcUG36d/r4e7DSXy67ubYFUfbXejX76974GaYlOMaocM4K3XLvX3tGALPIs4ESV6+qIzLrbajz/DSxokDnde97nV8+MMf5uu//usP/O33f//3ee1rX3tbBjbDDDPcHHeDN/FiMfG6mm/7GJFLR/j7LCAqqdjMshfldXWncByfrn784ny6TgpZqwMnGYfahwSuTRQ4vJQqVxPuTDtyiHyHYVLg2NdUrC3LQBaKUSI4NR++qIzLK01DZoZbCHTe/e53823f9m188zd/M1//9V+PYRh89KMf5Zd+6Zf44z/+Y371V3/1ToxzhhlmeIliv9eVve9JHaAoqhftdXWnsH/sB8d3O3y6TgrLNAh9h9C3GKfigH1II7CBlxbPZMKdEZWaenrtDeLyvCLJSpa6wW3JuLxUsqEz3B4ca3b+7b/9t3n22WcB+Jqv+Ro+9KEPEQQBv/qrv4pSil//9V9na2uLf/kv/yVve9vb7uiAZ5hhhpcWJl5XvVF+6N97o5yFjv+ivK7uFO7HsU94JlUFq/Mh55abnFtucG65yep8SFXxkuOZ7OXOTDy9WqFLISriVDBMtKfUY2faty3jMsmGNgKHwLt9rfgz3H84Vkbnk5/8JHF8TVDvzW9+M//hP/wHsixjMBjQaDSIouiODXKGGWZ46WLiQzWIC65uxXSbHq5rUhRaGyUKnFvyobobuB/Hvpdn0h8VRIGN52hH9P6oeEnyTA7jzix3A5LcYZyULHcDHj3TJgruv2B4hvsfL6q47/s+vn9/kQdnmGGG+w/X+1D1Y13yObUYvSgfqruB+3HsL0eeycFj0q3eq/PRS/aYZrg/cH+zGGeYYYaXDRY6AXMt775QFz4p7sexvxx5Ji/HY5rh3uPYgc773vc+Go3GTd9nGAb/9t/+2xc1qBlmmOHlCdM077sW8uPifhz7S6Hr7qR4OR7TDPcWJ7qbjiPodT+Kfs0wwwwzzDDDDK9MnCijMzPsnGGGGWaYYYYZXkq4/4vjM8wwwwwzzDDDDLeIex7o7Ozs8Pf+3t/jbW97G2984xv57u/+bp555pkj37+1tcUP/uAP8ta3vpW3vvWtvPvd72Z9ff0ujniGGWaYYYYZZnip4FiBzpvf/OY7ppPzvd/7vVy6dIl//a//Nb/927+N7/t827d9G2l6uCPwe9/7XtbW1vjQhz7Ehz70IdbX1/m+7/u+OzK2GWaYYYYZZpjhpY1jBTr/7t/9O86fP3/bf7zX63HmzBl++qd/mte97nWcP3+e7/u+72Nra4unn376wPuHwyGf+tSn+K7v+i5e/epX8+pXv5rv/u7v5otf/CK9Xu+2j2+GGWaYYYYZZnhp45728HW7Xf7pP/2n039vb2/za7/2a6ysrPDII48ceL/neYRhyO/+7u/ylre8BYDf+73f48EHH6Tdbt+1cc8ww0sdSqmZVskMM8zwisB9I1bwEz/xE/zH//gfcV2XX/7lXyYMwwPv8TyPn/mZn+H9738/X/M1X4NhGCwuLvLv//2/f0mIjs0ww/2AJCsPqM+2QmemPjvDDDO8LGGo+0T45plnniHLMj7ykY/w0Y9+lA9/+MO85jWv2fcepRS/+Iu/yFNPPcV3fud3UlUV/+yf/TPG4zEf+chHjiVoeBiqSjIcHs4JeqXDskxarYDhMKWq5L0ezksa98O5jLOSF9aGZEVFI3CwbRMhJOO0xHctHlxtEd3nwc79cB5fLpidy9uD2Xm8PTjpeWy1Aizr5kmO+ybQmUBKyTd90zfx+te/np/7uZ/b97ePfvSj/NRP/RR/+Id/OA1qBoMBf+Ev/AXe/e538653veuWflMpNUvbz/Cyh1KKZy/32RpkLLYP+jNtDVIWOz7nT3dm82GGGWZ42eCWSlef+tSnsCyLN73pTVy+fJn3v//9rK2t8Y3f+I383b/7d4/9PTs7O/zJn/wJf/kv/2UsywK0zPr58+fZ3Nw88P7PfOYzPPTQQ/syN+12m4ceeogXXnjhVg4FACkVw2Fyy59/OWP2pHL7cK/PZZoLLq8P8V2L4ehgBtOoKi6vDQlt876W4L/X5/HlhNm5vD2YncfbgzuV0TnxavZ7v/d7/OiP/ijf/u3fzpve9Cbe97738ZnPfIav/dqv5Vd+5VdwHIfv/u7vPtZ3bW5u8kM/9EPMz8/z9re/HYCyLPnSl77EX/yLf/HA+1dXV/nYxz5Gnud4ngdAmqZcvnyZb/qmbzrpoeyDELOb80aoKjk7R7cJJz2Xt4s4nBcVRVkRetahi4gBFGVFXlQ4hywe9xuBeXZP3j7MzuXtwew83h7c7vN4Ygbvhz70If76X//r/MiP/Ag7Ozt84hOf4Pu///v54Ac/yHvf+15+53d+59jf9cQTT/DOd76Tn/qpn+LTn/40Tz31FH//7/99hsMh3/Zt30ZVVWxtbZFlGQDf8i3fAsB73vMennzySZ588kne+9734rou3/qt33rSQ5lhhvseSVZyYX3E05cHPH25z9OXB1xYH5Fk5Ym/yzINLNOkPGIBEZUmJlvmweDldo5jhtsHpRRpLhinJWkuZl6D9ylm1+ne4sSBznPPPcc3f/M3A/Dxj38cpRR/6S/9JQBe97rXsba2duzvMgyDX/zFX+Rtb3sb73nPe/gbf+NvMBgM+I3f+A1OnTrF2toa73znO/nYxz4GwNLSEh/+8IdRSvGud72Lb//2b8dxHD7ykY/QarVOeigzzHBfI8lKXlgf0Rvl+K5Jp+Hiuya9Uc4LdZBxkgXUdy1aoUOcikP/HqeCVujgu9aJx3Gv8EreQGbB50sDs+t073Hi0lWr1SKOYwD+x//4H5w6dYoHH3wQgIsXL9Ltdk/0fc1mk/e97328733vO/C3M2fO8JWvfGXfa+fPn+dXfuVXTjrsGWZ4SUEpxWYvJS8qui1v+rrrWLiORW+Yc3FjhOdYjFJxrDZxwzBY6gYkuWB3kOE4JqZhIJWiLCW+Z7PUDfaVo44zjs1eygMr9m0vY92sVBZnJWtb8SuyTX4SfGa5wHFMXNtEKsXuMCPJBQ+uNF/25+ClgMl1youKKLBxbJtSSHqjfHad7iJOHOi87W1v44Mf/CBPP/00f/AHf8B3fMd3APBf/+t/5Z//83/OO9/5zts+yBlmeKUhKyqGSUkUHD5FLQueuTJkoe0TBfahG13g2QcChdB3WOoEfOVij+fXUgpR4doWK/Mh55YPLro3G0cU2AyTkqyobiuB+UZaP62GxzjVbfJJKl5xG8gk+BzGBVIpdkY5UipM0yDybQoh71jweTdwv3HBbhX38iFhhv048cr04z/+4/zwD/8w/+Jf/Ave8Y538Hf+zt8B4Od+7uc4deoUP/RDP3TbBznDDK80VFJRSYljH5yiSimGcck4KYh8m1FaHtjojsr2NAKHi5sjhkmJ45jYNhiGyTAuuLg5IvTtfQHCjcYBYFsmlRRU8vaVjG72FPzwaYN8XJAVFZ2mSyEkWVFhmgadpkt/VLysN5CsqNga6EBHKQg8C9s2EEIxiksMAyzLYHkuvK+75w7Dy0nM8l49JMxwECc+u91ul1/7tV878PqHP/xhTp06dVsGNcMMr3TsJQ67zn7OTCEku8OMrBDEaUkrcvdtdKWoWNuNWZ2LmGt500Bhd5jx5MVdRomgFbp09nwuzSsubY4JPZvHz3WnAcKNxgE1gdkwKEXFOOVFP4Ef5yn48maM49rYlsHaTkKclUgJpgmR7xB6Fle3Y0wTmqFLO3Jvi3L67c403Or3iUqyO8hRStFquNPXbdugaZsMxgW7gxzxEmtzfrmVee7FQ8IMh+OWw8jBYECapkh5bTJdvXoVYBbwzDDDi8SEONwb5QcCjKpSbPUzAs9iru2hG8P1RtewDF5Yz8hyweNnu9PPuo5FGMDVZxNcy6S5GO77XNM2EUPJpc3xvhLWjcYBsDvMkUpxcWOMVOqWnsD3bvilqBjExQ2fggfjHNMR9IcZeSEI6qBHVIqr22N6o4JCVFzYHBF5Dgttn8fOdljoHBRJPC5ud6bhxXyfqCR5WRH5h58j1zaJM3FHA507EfS93Mo8x3pIOKLLcYbbixMHOi+88AI/+qM/yuc///kj3/PlL3/5RQ1qhhleTphsCkZp4AXlsTqD9hKHe8OcKLCxLRNRSbYHKQrqDWH/IllWkqqSmAYHNrosFygJhg2lUDj2/s9GgU1vXJDkYrrZ3mgcu8Oc3iin2/AIPAvHNk/8BH79hl8KSW+YcW6lARzcHGzL1AKfo4I0E3T2ZDTyomSrnzEYFzRCh+Wuj5IGV7djBnHBm59YuqVg53ZnGl7s99mWieeYFJXksKMphMRzTexjCKkppUiyknFaoqQ6VsByJ8pLL8cyz80eEuJU0G16B7ocZ7j9OPEd89M//dO88MILfP/3fz8rKyszM80ZZrgB9m4KAJ1BjiEl8y3vpptC6Ds8uNLcs6kILNNkvuWz3Mm5PsgBkBJKITVv45CNzjBBKqikBAFSKUzDOBD03HQcdbdWt+GxsnDNgHfyBL47yLi0OebUQoRtmYduoIdt+OO05EouuLQZc26pgX/dpiYqiWUZWKYC41rAqJRibSehKCtagYOoFLvDnNB3WZ0PWdtJeOpyn7mWd6I1a2+m4XbwgW7H99mWSbcV0B9nDJOCwLWxLIOqUqSFwLIMOg3/poFOkpXsDHOUGdMfaKXsScByGJHdMIw7Vl56OZZ5bvSQEKcCz7UOdDnOcGdw4kDn05/+ND/zMz/DX/2rf/VOjGeGGV42uH5T8Dwb37NZ2xwySopjbQqh7/DAyv5NRylFnFWHbnRxVmJZBlHgHkiJ+66F59iMEp2JEZWcclsC16aSkkbgER7yxHz9OEpRcXFjTOAdfBrNcsEoLbi8FdMf5wSec+CJ/6hSRSNwWZ4LuboVsxvkrF7fUp4KotDFC1ykkIziksCzyIqKQayf+HfSlEzozJdjm3QaHqvzEdv9jEFc0G36x7p+Sin645zNfophwJWtMbvDnFJIHNtkruXTipwTZRommQvL4lB+UeMYmQvftVjq+MhKItHXXBb6O1qhi4nBUse/YaZgcm+WlWR1qUW76ZLngt4oZ3eUEbg2ZaX2ZWwWOz5b/eyOlJdermWeox5Wuk3vJUmwfqnixIFOo9Gg3W7fibHMMMPLBvuf3L2ptYLvK7pNj51+duxNwTCMfZueUurIjW6u6YFUWlvlug3Dc208x2Arr+iNclqhS+CZFKVka5CBUjy02jpyg907jnGqs0GOvT9rkOWCqzsJeVFhWQaNwMGxzQNP/EeVKgxDH8M4KdnYTWmGDpHv7HsKXpkLGCQVqhswHBfEmWAYFwzjnFFSUAqJbZkYhi7RrW3HDJOcUwsNimPKyk8ycZv9lOeuDhnGOcNxMR2jaZlc3R6zutBguRsemmk4jMdSSV0qSrKSXFQ4loVj6SzbIM5JM0EUODfMXOzNFGS5oBk6N9VDun5ck3tzoRvgORZ5ZuA6FlIqnrrUx3UsHlpt4TrXMja9cU4pFJ3G4ZvziykvvZzLPIc9rLxUW+ZfqjhxoPPN3/zN/MZv/AbvfOc7ZxdqhhmOwP4n95g402rEzXGBIRWBZ97ypnCzje70kja97Y/2p8vHSUnDd1mek6AMRCURUoKC0LNxbAPfPd5YDnsCV0qxO8ophCbK5nXAcdgT/41KFb5nc2Yx4tJmTJpXiErtewpuRi6YJb1Bwup8RFFW9AKLzz+7RVaXbhRKW10YYFjQGxUYZoxt3rz0sTcT57smSV5ydTumEBLb/P+z9+fBmm1pXSf+WWvt8R3PfDLz3rxD3RoZqgALCcQALNEOZyXsQOiwsWcGCeimw0I7iAZswTAEtNASpwicQ5RA/xBa8Fdtq5TYNHQJNVD31h3y5njGd9zzGn5/rP2+55w8JzPPyZt3JJ+IezPzvO/Ze+397netZz3Pd4A0CRHGKzLP8jHOOD743PqpY5yFY+mlvgI0LyqUlEznNdaBFP66i0ov/32/WFQK7hxk3DksqLQhDnwSeGm9e99Kwb2SzMXnJ6VYGiUKIZaf3639nFlesTGMzjrsa2ovvdPbPHdvVh7HGxsXvvNpmvKrv/qr/J7f83v40i/9UpLkZBlYCMEP//APP7IBPo7H8XaMxc49Kxu0dh6sGymiMGB/NGdWCHrJ/Xfu94u7S+J1W9pfGyRsrXqI6t3l8m4asmbhymaHybxiZ1RRa00UBmyvxgx7MbV290y+jlcopIB+GjCe18tEp9aWrGxIo4CiMvS74Ynd+fEd/4NaFUEgubze4ep2jzBQJ3bBQggubfS4szdbJnMOyCtDbRyJFIBAO8CBdI7aWOaFpqjMfe/r3S21vGzYn5TkZUMSeY0iVzREoR/LpCy5NQpw7qhSdD8cy+GsJCsqxrOaJFYkob82Y31lrqx8wnKeyEvN7YOcO4dHwo/OOQbd++O/7pVkLj6/XhpSNfbUs9nvBOyPC7JS0++cTnZea3vpcZvn3vFOEVF8s+LCic7P/uzP0u/3sdaeybx6fPMfx+PwO/JZXlM3dolnkEIQBZJhN2Z/VODahOFh40El8btf08aSVxOMdRxMKg6nBVpbgqAhkNBNI4Q4vcDB2RWKsK2cLHbgWlvqxmC0I4oUa/2Y49PB8R1/NwnO1apY6cVnzim9NOSZy4OlBcTeuMQYX3Gx1uGkBQMOqI1DgMf03MPnaxF3VztmeU2WNzgEtfZAaOMcDmi08S2nuce2dNP4gTTpm3sZs1wjBAh8Qra4SQJxDCx+/wR4f1zwK7+5S1Y0vqUTS8rKcvsgZ5o392WYHU8yg2NJlbUOa30FTEpxKmHpxCFxqJjnzZmJzqNoLx1/prWxaLNoQ3ps2jt1fblfIvNOElF8s+LCic4nPvGJ12Mcj+NxvOPC4RMB8EwobRxhaHDOtT9/7ZP2/Urid7/mzS81L1w/ZJLXSCGRQFMbXt6Zcjgrec/VtVML3L0qFAtz0CSSTLOGrKopK8vGMGRrtdOydDRK+vaHNhbZigtmpRfzey2tim4S8vSlPmVtqBtNECgC2yZ0pV4yyqJAEgYSi8A+IIG4u9pR1sZXS0IBFp/IWbBO04kCQikp64a8rRQ9iCadRJKyNlxaT8AJitpQNUeq1iv9iKZx99XAsdby/PUxWdFwZbO7/HmaSNIk4NZedl+G2XE8THpsoZRSICXMC83qICYKfYWo1hZr/ZhWBxFRoF7X9tIiqdkfFxxMKxrjsUzrg5jttc5rXtzfatWRvGzYOcz9tbZA98W1Au8oEcU3Kx66aTidTvnUpz7FbDZjbW2NL/3SL6XX6z3KsT2Ox/G2Des8VXc8M7xyZ4pzficdzyuqUjPshvQ7Ida9cRNvFAh2Dmfc2s/oxCENBglYQOL1Zoa9iCjYWv7OgyoUd/ZzisoQhZJQKtJYMc4qX/Ew7oQ1RaMtoZJc35ljWnHBKPDXW9b2oVoVi2RuezUhkIJp0SzvnWz/bIyl1oZBVzHo3H/Ku7ulJgU462iMIwoVsVQ4fLIggKLybbjFuR5Ek47DgEAKnIXN1ZRG2+XnHraqxnF4fw2cSVazPylZ7cdnvr7aj+/LMDth7jotiZPIJ4DOYY1DW8taP6aqNYezaskMy0vN9mrKs5e7ZIV+3dpLednwm6+O2BsV2LaK45zjYFIwmle8/6nVhz7PW606srjW3VGx3Po4YH9SMJpVdJLgHSWi+GbFQyU6f+tv/S0+/vGPU5bl8mdhGPJt3/ZtfOd3fucjG9zjeBxv11BSoFq1XuH89OUA5wDhMMahlKCqDfvj+0+8jyoRmmQ1B5MSZx2lNqSRQimJMZaiNjjrd9GTrGZt4NsexysUzi0qGn4c1jmmRU1WNLz7ySEbw4QgEPz6iwfcPsh5+lKffiekqizXbs+otOGZS32SOFmKC2aFJgwEG8MEpWTb2ju/ZcPy3hjfLmwMCOmIA4loK2qVtjjrFaDjB7RV7mb/dJOQKAyYlzWxEFhniQJFqBTGWBrr6CY+aV1+7vfBHjm8bUMYqCU1Pg4lxnj7DiUFq4P4volO1RiKqqGbqrYC0LbA2ogiyTiz92WYLfAwB9OKstJMWkbZ05f65JVmPKuZFjXGOKJAYqylmwRIKdgblzy93WN7rfPIk3PnHK/uzLixOyeKFJ04XKpeF7Xmxhk2JeeNt5rFhHOOa3dmXN+dk4QBnWOeZUVlePn2lDRWPPfE2Sznt6OI4psVF747P/MzP8OP/diP8cf/+B/nD//hP8zGxgZ7e3v8y3/5L/lrf+2vceXKFf7YH/tjr8dYH8fjeNtEHEqaxovBPXWpR2MsQgj63YS6brixM2deNNw5zKgbe8+JF3hkO9BZ3jAtNIOeX0grbdCNBQnDTkRjPIZlljfLRGdRoTAG9iclWamx1iGEb4XhHJ0kREkJ+AVpe6XDrGyYzmsEvh3SSQNE6XejYaAQgiWd+dqdGbcPctaHCYFSTDr1ua4vK5slRmfncE7VeIyOQNBoh3W+VRZIiVQCHNTN/enld7N/rHMMegF1m1xIIT2OyXgByDRSrA+TJc3+QTTpprFcWe8i/HD8/ax91avf9ey5zWF6T5yLb3MUrWaQJokD0ihg0I2OQOG1r5xFwf2TxU4S0u9GJJ2Yg8NsqYyclw3/+QsHZEVDJwmxwKAXsdaPSeKA0bTyyc6l/iOvJBSV5tXdDCkFg2M4oDAQhEHEoS69mOT2xZKSt6LFRFFpbuzNCaSk3z26loUlS1bW7IxKnr1ydqLzdhRRfLPiwonOT/3UT/HN3/zN/O//+/++/Nm73vUuvuqrvookSfj7f//vP050Hsdv+agaD/Qc9CJmhWcieaYOTLOafjckLzSzqOHS+mll4dG04tWdGdbxyHag2jiMdsSpIo0UkVbL5CkKBHllKFs69yIWIObro+KEU3ZRGg6nFaEShC1zqG4MWakZ9iJ/fZXm0noHKQV3DnJ6SUhWaurGEEdqqbnTGItC0ol9xeB+1+ecp3VXBxmff3WMbgy9TkgYCIR0KCVxQOAABFJ6lpZSAosjr+4PRoaT7J/dUc4gjckLw6wwNNpQaUMgBXEYcGmYcGW9S9iCek+0hSYlYXhUWVpo3Dy13Wd3XCylAe5+/V44l0VFQmvD+jBmPK0JO4p5qam0ZXOY+GdnVnFls8uwezYN/HgIIegkIVUaotsKkJSSXhrS7w6XLKrFswuvbyUhrzRZ2bDWP3vsvTQ8ZVNynngrWkzklWZeatZ697jWTsjeuGSe12eO6e0qovhmxIU/0WvXrvF93/d9Z772u3/37+ZnfuZnXvOgHsfjeLuHsd5L6upWl8NpxSSrmRUN/Z5j0I1IQsnLd+YkZygLA3QSxbWdjEEnvGcidNEdaL8TkCYB06xG65BaG99LE4IoUORVQycJ6B/DsSwqU9OsPgF8FW27IisadAugLGuDtY4gEFgnUI0kXmrsQBxLstK3vo5r7qz2Y+aF149J7nN9C3zFvGwY5w0Ho5zNlZSODRDCJxSBlL6dEkAglWcxtUUc4TxA/DzRSUKe2lbEkeL2/pzDaUEaB4Rdj9uxDrR1aOPoJMGJVlMnCdlaSXn++pgbexmN8RWWjZWEp7b7bKykdJJgWanT9qQ0wFkL+PGKxPpKilKCz9ZjRrOKfiekrg27oxwhfJLy3idXLmzPs2gDTvOaotZsrqTIMxbRN6SS0GLXmmPq3eE5vLvuFW9pi4l7PJKhUkShJKsMm2e8/nYWUXyj48KJzvb2Njdu3DjztevXrz8GJD+Ox8FJrMYyxNGctmihJGe0N8AvpFnZsLV6tl3Bw+xAe2nElfWUz70yIq8N/SQgCCRaW/ZnJdI5nr3cp5ceM8o8Vpk6bjdhraNoNEmsUMpjRZT0FRStPR5JSpYLpZRQ1RbRmo1O5obxvKKbhBjjTtGZ776+4/iKOFZIKRl0I2at7UOgHFJIEIZeJ6BpPLZEBp4GPysaryV0j8Ty7lgkVeN5ye3DgsY4tlZSHB54LKWgEysm85qsbIiOeYXlZcPuuCCJFM9e6S91cprGsjsu6CTBKWmAxaVb51sad2Ne7q5IrPQTvuiZFa7tzBnPa+rG4Ep439UhX/zs+rnNSxemnrujgt1D7xVW1Jqdw4KyNmyvpmf7jT1EJeE8WLNOHNBLgqVwYXlMQDGJA6x19NLwTJuS+8Vb0WKiEwd0k7BtFZ8hsVA2bK10fCv0HSii+EbGhROdj3zkI3zsYx/jfe97H1/2ZV+2/Pn/9//9f/zET/wEH/nIRx7l+B7H43hbRhIpokDw/PUZUeRBrXGkiOOQvcOMeVYT3wfAWTeernyvROhhdqBJpNgYpvS7Obb1q6obhxCOfhIipWBzpXNih3i8MjWa1Uu7CSEc6/0EcATKL+RpHNBNAmZZgxOOQSda4kS6Scird2Z0koCdw5yiNhxMS9Z6Bikl623b5azruxtf4cHF/nxx6EG8C5yTMV7bJgglSRIgW/2bUAoGgU3NWgAA7fNJREFUvejMRe7uOJ5UWQdKSVYGMdo4okAw7MWESqKtY20oqbRjmjes9tWJsa4NTyepd1eqFkncg3BYZ1UkVvoJg27MvGioakPZaD703AaD7tlsrLOu82BakTcTXrh2SKMNa4OEzWFM2QvZGxUY67iy3jmR7DxMJeG8bKc0DtgYJlzbmSEQ9DshaeRtSvbHJQ6fjL8TLCbSOOCprS7PXx+fac5qreO9V4dc3eqxNy4fiyi+hrhwovNd3/VdfPKTn+Sbv/mbuXLlCpubm+zt7XHr1i2ee+45vvd7v/f1GOfjeBxvu3DOA06xXlzOAaJtJyjlsRFZ0ZzJBCorQy+5d1vqYXagVWPpdSLe8+SQybymakwL2PUtpmEvotuq4qZxO852J6ykVypeaKpIKbDWcn03Iyv84uWco5cG7I0LBNBb90wtbawHZrfJm2cpBYxngp1RQS+NuLrVOyEuePz67q5mKCGQSqAbixSgFIxmDcNe7IUaC42xlqY2vqUlYHMlZXu9+8B2zt1J1eG0REnBpbWUovRVqHneMOyF9JKQThowmTdLhtNFsSDnZQLdqyIhpWDQjagjQ1wHS6zQg2Jx3lobrPA6Q4NOSFEZ7oxK1voRxsLhxF//k5s9jH24SsJF2U5JFDDsxjSts3tRNwikbx0G8tw2JcfjrWgxIYTgqW3PctsbFeRlw4JgLoXgya3eEnS98Id7q2j/vN3ioUw9//k//+f8zM/8DL/yK7/CZDLhgx/8IP/df/ff8Y3f+I2nLCEex+P4rRhlbWiM48p6l9sHGbvjGuMc3TQmjQVXNnog/EJ11sTb64QMuhF5qc9MhB5mB2qsI1CS564MGM0qxlnTKiNLVnoRK92ISp9URj6+E14dxEvMjQ/FII3oJSHOevq6kpL3XV0BoNaOSVYjhdeIefbygDCQZGVDUzuiSBIEIf3EA5eHvSMl5azQrPS90vCsaCiqhl7q55YolPSTiFcOx1hrySrNdF7hrGeARYFEG+cFBJVgvR+TJAFr/fSBLY+7E5VAeU0bZ30lx0sCWAbdmGE3oqzMkuHkXeUbsqIhCqIF/OlE3K9StYizcFiPsiJx/Lz9bsTerKKbht7WI5DMMi+AeHm9g5IwmdckUUEahxeuJFyU7bT43jxzqc+t/YyDSdlinGClF3lvs/vYlNwvFiDzpTjfIxYifJjoJCHvf2qV1V583zE99sp6bfFQdy6OY77lW76Fb/mWb3nU43kcj+MdEce9rkIl2VxJUFKSpiF5UTPJa3pJyDOX7i2+Bl4V9VHtQJfVGSW5tN6l12mWEvu9NGxNPjlRJXrQTnjQi3h6u4dcgIDb3Saw3IE22nB9xwOvAyWZFw2NtqwNEmaZB75OsprVNpHICu31b2rNF25OKaqmxYxotlc7dDsRnU7ILK/JS00aK/qdkCQKuLmfkcYB73qiRycOEBJwXo356lb3vovFWYlKLw1Z6UXcOchJYsW80JRVg5Qe25SXmqcu9QmV4NqdGfuTkjujnHFWLU08o1AhpWgTsKNKVVFp9iclYSCoGkMUyBOf593Vn0dVkTiezJlWJDBQR6rRaazISs36IOHJzR5JVPLM5QGDTnThSsJFK1zGOrKiZpLVIODyRoc4VFjn0Nr57411rwk07JyjbgxVY3Gh//fDHmfxjMeRYuUhj9NJvJ3JpfW3R8XmraYsfZ44V6LzZ//sn+U7vuM7uHr1Kn/2z/7Z+773sann43gcR15X86JZgioRgtI4pPMLpGvF5jaG6T0njkdpcrioCtw5zLHOLTVxpBR+nEJwaa1zqirwsDvhRVIxL8A4hzH2hBaPlIJACTpxwCRvGM9rumlIGivyyhtwdtOAXurvz96owBjH5pqlbBxJ7JWYD+cVaRiwPgwJQ8ls7hOgUPm2VRTIZRvgXhPyAkNyPFEZtonKsBvxwo0xt/Z9dcoJ0GbOzgGsr6RsDBJe3c18haQTsLWSsDPKGU8rtLWs9CKSFngqEVxa72Ct5drOnOt781a4UdBNwqVWDZzGYT0q08vjeJ9GW4q6oa4MYSCWY7G1TyaEgDQOGXSiE0nieRe7i7Kdqrrh1Z0Zs6Kmk0TMna/gDbsRg17EaFo9tEfcWYrLZe2Y5TXjrL6Q4vLdmKMoVOSNJQnEuU1Zj8fbpWLzVlOWPm+c687+p//0n/jWb/3W5d8fx+N4HA+OqvE4hIVLdRgq7xM0q8mLhuiY9sq9JrkHGXdeJIQQXodkVjHPa/qdiDAUNI3l5u6cXifi3U8MH3xsd7Fz30uLZ6EAC46tlYT3XB3SiVuwcnWy1bG9mlJUmpdvz7i5n6ECiW1FGDcHKU9udumkIXnR8OKtMXujCiG8EeX6MOKprXtrDi0wJEXZAI4kkoymJYeTAuu8T1lWavLaVwGUhKKS3gQVuHmQMexES/BxNwkoK0tRawIh0NYhENzay+imIU9sdrm2M2ea1SSR1zRCCKZ5TVkbrqx3iCPlW3zaUjeavKW0Kyl4aru3dBd/mOdhUdnbGxfsHObcHpVM5iVpGNDrhF6PJwpQUpzZEjvhzfSApPcibKe8bHh1Z05WGcBX4YrKULVJ7vZqipQQhecDWx+P44rL4THRSue8RchFFJfPwhxZB3uTElM3XN3svaUX/YeNt5qy9EXiXInOcSPPx6aej+NxPDiMdThr8dhXL9HvNey8p5DXYjlfCf5R7facc8yLhk4cUGvDzjhfWlGs9GI6ccC8aFgfJicm++MT3KAbLu0bxvOaojYPnODupcWzUIC9tZfR73rl3arx6sz3anVEodfriYBQ+TFGgQeqOusYzWuSIKDXNWwMEjpJQKQEu+MCIbwFxPHkYIEh2Wup5AfTinlRM5rXBErQS0JmWeUrcM4xSAPWBhFRGFBpw8GsRL/q+Oov2V7e47wy9NKAXurv53heE4cBlzc6aGN54eaETqTYWutgnWeN9bshYeAp/LcPc6JAsjsqCRSM5xUgGHQ8KHWxg+6lD7eoJJHCWsNvvHjgE8WVFOUcee1FDkezivc+OSQrmlMChhf1oTovtigOJa/uzClrw7AbsDMqWmXmgJVeyDRvuLE3Z32QsDZIuWjnaqG4bKyFxot2LqqKaeSFM8+juHxPzFEgGfRTXrlZPpTC8lu9HfRWVJa+SFx49jzexro7XnrpJf7SX/pL/ORP/uQjGdzjeBxv19DG4hBsr3VoGr+7b4xXPut1Ioa9B7tUP+ooa8PuuKTShihUPLHRQ7aCeo2xVNq/vr3WWSZWj2KCO67FM8kqQnV8N20Y9CICpZZVirtbHc7B4axCIHj2yoDDSUkcR4QBJKFkmjcczkqcg93DnJ3DnMN5xfVwThQoVvox3ThkYyVlfRgTKLVMFoQQXN/LePHWmGneoJRXeLbWMq0M43a3GoWSlW6EUgohFEkU0EtDdkYlu6McrT2jrNaWrPQMsDAQ9LsRs7xmvaWnT+Y1tw9yLq93MM4RKonFcTAuSWNF0xhu7M7oxt6eQUlfcXM48tILSb7WHbRzjtGsojGWlX5MmoSsDhLEvGLuNPOiYjyv+MDTq1xa757wXLuoD9V52U5VY1ssT4jWjjQM6MYeu+R1kiRBJIhDRd2YC7euvH9XibYWnCVQECjRJv8ahKPR5QMVlx+EOeql4YX1rd4O7aC3orL0ReJcI7p169by7z/7sz/LN3zDN6DU6ez83/27f8cnP/nJRze6x/E43qYRKE/Zds6xPkzIK40DBr0EZwzj2YNdql9r3L1LbLRhNC2wcKY9wGReM5oVJ5Kv80xwk6xmPK8IA3XmbnShxbO5kvDqzpzdFmuzqCRd3eoghFiO8+5Wx8JaIo0Vxji6acjqMGF/nEOoSKOA8bxmMq948daUWatJEgaSutG8eLMkCiTvE6tc3e4ixZHNxPog4uWbYw6nFb2OTyzKynhbDOXIao3Wll7qXaSds5SVpm40aeyrW7PcMska1oZgrcNav4iCQAl/PZN5jcURh54JJiVLencgPEbKu6z7/97zRNQqAQuGA7/YTfOaeaG5tJayNyq5dmfG09s9EGLZ1jpPJWCS1cxyzdOX+hjjpQ8aY9vqSYxSXbSGlX58YqF9WB+q82CL5q1EQRJKnPAqyP1uiDaenYbwCahSJw1M7/e8H78XC6C5c555OC+9FpOQgiT0ideiOnW/uFciXtWGrGwwxqGNOTdY+u3SDnpLK0ufI86V6PzQD/0Q//f//X8DPkP/03/6T5/5PuccX/M1X/PoRvc4HsfbNAIlWRvG7BzmXNuZA55qnJWGqmzodUI21jqvW6Jz1i4RPFV7tRcDrjW+dC3927OCslKfSHQeNMFpY7lzkFE1hjCQZ+5GfZLlGM99wrG1mnqBIS8Zwv6kZKWXLBenRasjDFSb5DRUtaYTx378/YRLGz1m84pZ1hBHkqo2vHhrynhWMehG9FKfhBgDUehBrjd353zwXev0OtExP7E5+9OSQEk6sT9fVfs2VagUjgZjIS80QaBwWAItCaSgahxgW5+vhU+UT2K08cld3t5PKQXDbkReNjgEe5OSqrbMFw7hoU9qrHNsDhICKdkdl1xaO1I4TqOA8ayk1oai1FzbmfPSrcnSr6qbBPQ7IevDhF56b4ZUrS2NsawPE6QQNE6A9dcx6IQ4YHdU0piTi9bdPlSNPsIJhYG8rw/Vg7BmiwS30pZuHFJKTVZpktAz9apWh2ltkNDvhKdaVw+qiigpcNYxyX3rNgwkQehlCIrKeHmDTvhAXaq7E/Gy0hzOKsraEMclWeaxYfUlDQ9oLb6d2kFvRWXpi8S5Ep0f/MEf5JOf/CTOOf7cn/tzfPu3fztPPfXUifdIKRkMBnzVV33V6zLQx/E43k6RRIpeEvJKZfx67vzusfWapKgM/TR8XZRY77VL3B97UTIBZKVs1Ve9PUMaBeAgjk76Nt1vgisrzY29jLzSXIkVvTQ8czcahxKtDYeTkk4SnDrvZF7TS/37Fq2Ow1nJ518d4QCtDfvjktG0ZGu1w2o/ppuEXN7osj8umGQ1o7n3E0tjLza3UGs21pJGCmutf8/cV27AV6NevVOgtaOb+Gv24GPn/aeEZ4VJaK08BEKCkQ4nBI0x1LVhbZgy7HqZ/k6yqDC1LTopCFtmGe1xBI6DsX8vgNaWYTekMY7xTLPWTxj2Yg7nM4rWf8xXvCz7k4qhdaShYpZVZAUY521BlVJYZxl2Ip661GdzmJ7Z/ogCSagk+5OSSdaQVZqy0kghWemGrPSj+7qfV41hMq+9MKOxKCXppwHxOe01zorjjMAk9rpBeTuuykHRaDYGCZfXU4RQJxbU81RFvB6Swpgab1ByRCt3OIxxBEo9cONxPBG31nHrIKeuDVGkCEP/nYoDye2DnCQKXlMb7I1oB50XG/RWVJa+SJzr7m1vby8dyYUQfP3Xfz29Xo8w9B9iURRUVcXKysrrNtDH8TgeZbwR4D8hPBC31wkJlUQFkk4SMp6WVPWDXbQfJu63S1xfSXn59ow7hwVxKIjCACmh0TDLCuJQ8ewgOTHZ32uCW5hyTuc1lzc6hIGirA1SClb6ngZ8fXfOlY0u2thWT8eyNy69rH/sZf33xr7KY407ocgMLBPEQCmiSFGUmuMb+TQOuLzuW1ECy4s3JvQShZJgrKXWHuwdSEcgBY2G+li1KlASJH6BloKi8q0p7SxaO2QAUkikAoHwO3VtEUAga+I4QEi/yD/3xIB5YTiYVmjjq2VKWtYHMQcTD0CfZY13Um89weaFZpbXHtQ7g6DdEVeVbwEkkdftGfQsUSAZzyq080nRnYOCSV6zMUyIpGR3khMgGfZCZkXNeFahhDiz/THsRsSh4FefHyGBOA2xxqKt5WZRc3M/48Pv2zzV3uzEHtj98u0Zd3d4ZnmNEHB1s3umKOODKi7HsTzjeYUxjrVBTFWHZFXD2iDhqa0uZW1Z7R9tEM5bFRl0vYr1hospG0PVmEVBESFgYxjTSYMHtl6Oj/OVOzOKSiMFjLKK24cFwjkGGx1mefPAasyb3Q66CDboragsfZG4cJr4B/7AH+CHfuiH+MxnPsPP/uzPAt7n6n/8H/9Hvvmbv5nv+77vOxO/8zgex1sl3gjwX1kbau145nKfeeFL/lpbLB77kEbpQyu8Pui899olhkqQxJLiQNNox+Qgx2iLCiRrvci3XZQgDo8lG/eY4LLSi/glkW/3XN+dLas0QUsnv7GXMZ5XCODG3pxOEjAMJEXtacPeW8tTshcts8XCJRC896mVpeXElY0O+5OyXbhyNla71I1hOq8ZdCP6nZBOso+xMGrPaR0UpaaSAqXEspKxCG0sgzRifZAwzSrSWDHNLVjPoK+M9aJy+MWwbAzC4as6xlJWxidtSUjZHC1GcajYaq+rbvzvIXyCoaTk+t4cJQXTXFPUvsKjhCUIHEEgmZUa6xy9JOBgUnmwuHaMs5qVboRzgt1R4RWbnWNnlFNUXjeoYwKkkBxOS65u9Sgqc+aCWzeWstYEStJVAoSibiy6tmhjl15rxyOJPL5oPK9IwsAz2gJBrR15qSkbzTOXeqd29efFoSywPAJ48daE3cOSTqLYaNtVZW1PLaj3e96d88y+3XHhGXSpb1nhHPOywRhvH9JLQkAsBS0fFJ0kZHu1wyu3J0yyGmscaRqwtZYicdS1pWlqlBIngP13x5vZDnoYbNCj0nF6M+LCM+zHPvYxfu7nfo7v/u7vXv7si7/4i/noRz/KX/2rf5X19XW+7du+7ZEO8nE8jkcVbxT4b7FbW+lF9DuR90ISgpVBSlXWaG2ZZPW5dmsXqT4d3yU65054Uznn0AammWdeSSnBQWMttw80K31DUfZPVVbOmuAabQlawb9KW9IoIFAek3Jtdw4Ohj2PlSlr3baMQtaGPYY9cQLbUZR6megcX7iEEEvLCW/g6Rei0axiZ5RjtVlOstZaVnoxt/ZzkkjhcAhYmiQ2jWFrNWWtf7TrzwrN5kpKGEh+7fk9au2Ti06qmGUNVW0x1iDxqgACnwAJIRFSkkaKOJQUleb67ow0Ck/Q7+d5AwKeTvvUtWF7rcN4XjLLG+pak8YBdW0IAkU38YaOVaWpLczzhk7q3eWn87r1JBP005CDSekdzmO1fIa6SbBkP4VSop3HtJzV/hjPKw5nFVc2elhrKbWjrv11rvUTgkByMPXMq7XBEUaorA3aOFZ7sVcqNhZjfFUkjiRpHKPb5L3TtgIvikPpJCHvf3qV7bWUncOCrNStRINktX96M3KvqsgCOzMrGuZ5Q90YtAElQSnFdhqdYP4pKVnpJefGzEWhRArJej+h2/Gf+cogJS9qTGSZzGsOJ9V9WZVvVjvotWCDHqWu1xsZF050/tW/+ld89KMf5Zu+6ZuWPxsOh/zJP/knkVLyUz/1U48Tncfxlow3Evx3924tDhVKeUPCumpO7Nbul8hctPq0OO+sZehkZbOstEjg1TtTslITSE9rlvjKh0QwnVe8cmfGV35g69Qu9O4Jrm4041lFrQ1rvcW9dBSVJgoUVvuqgL+egGEvJis1s6xmYyUh5GhBqbUljmRbqj+eqHnG1eK+xFHAk5s9RrOK91xdwWlDIAVCeIPRp7a67IzyZdtHKn8/JnmNQ7A+TInCwAOc23L79lqH7bUOZW145faMWV5RVpZKe2HAfidmnNXeKsMJEF7wcG2QEipBVjQ4KhptubJx8plaG/pnKo28YOR4VrVmo5p5qcE6am2oW1BvHCi09YKF/W54QmPGGO+WnteWRnsRPa0NUezZYCrxuJVOHFBUBlPpJcPo7vbHvGjIK83WMCGMFEIqsrxqW60KrS17k5J50ZxIdPJKUxvHs5e8EeXdVZE0DshaYO/i2TyeuN6deEeBPDMRE0KwNkhZ7ScPXFDPqoqUlebWQU7TWALlHdAH3Yh50TAvDOuDEG0dxvjvxbAbIxFsrSTnTip0y5DrJh5PpNRJ+46zgP13x5vVDnqt2KC3i4rz8bjwaEejEU8++eSZrz377LPs7Oy85kE9jsfxesQbCf47727NWsu1O/mZiQxw4epTEimiQPD89RlRpJaVFm0cdw7n3NrLEErQ6wQoKZc4BWMteWm4uT9nltcMuqfVZ49PcLnw7RxxjOrbaF9RSEJFbuwSABEo77BtjWN/WtJJQpKWKl7UuqWZH+2mTyZqR3YR3cSL8KWJT5yqwlfGwGv1XNro8d6s4eU7MyZZ5RM44bElmysp/W7EwbQ805zyQ+/eYHs15dqdGeO5t+1IQ0VtDMYswKoShzcrLSuNCX1i1jT2no7a3TSgrC1PbHSZ5TXXd+c0xvugKSnoJhHOWRrjmBVexK4TdQiV5JnLA57Y7NFLfJLw+RsTXro58ZWtUCHx2KPMWKZzy2o/RknP3JIIpBBntj+k9IuycY5YStIkROCw7aLsrR8EUsoTSXhZG5xzXkMnDRmaeJlEh8onG17V+CgWiauxsH9Qnki8u4n3EfOvn65snmdBvft7ttBcahpLvxsyzWsGHd/afOZSn89fH1PVhiubXZSUWNd+fncJIz4ovHyEpDaW9IzXjyfv94s3ox30ZmOD3oy48Gz+3HPP8a//9b8+k0b+i7/4izz99NOPZGCP43E86ngjv+DHd2uHk5IwlISBAik5mBTEkWcpXduZ3zORkYKHqj451+YY7igNEUBZWT8xBwFR6CsmFl/pCVowcVFq5kV95jWdXPQ0vTQkl5pZ1rQaN9ZTjg1tkuV1hOIoYLUfo7VFlF4zJi+b1jX99G46VILnb8xIwuCEXcQsa9gbF3zgmTXSOKA6Nk5jfTKyPky8CFyp0cYQKEUvDVgfpPTS6J7mlJ0k5NkrQ+JIcW13zjSTWAexVRwGFUi/IAoHznpKcmOMt/EQR/f9eAUqalttxvrd+dqgTyDhl0NJNw6JQp8tWiuxziKQaBy1Maz2It57deWEWF8nUt4lHeglAUWL+5LSC+sZ61WZBTDoRoSBOrP9sdqLWOlFXkU6Drz5bAsmjkPFOKtZ7UUkoTcqXSThuq3SHU5Ltte6SwuTRcyLhl4SngAjL6QF9sYZ1rkTife09YJbSAs8TNxdFQkCwaxoCJS31IgCxVo/RghBEgc8e7nPzmFB3TiU8kng2iC5cFIRKMnqIGU8L5nmNb00wraA+3lRn0re7xdvdDvo7U4Vf5i4cKLz3/63/y3f+73fy3g85hu+4RtYX1/n8PCQf/Nv/g2/8Au/wI/8yI+8HuN8HI/jNccb/QXvJCFbKynPXx9zYy/DOMegl9CLFU+sd5kXzT0TmTsHObO84ant7pnHvlf1qawNjXE8uwRBa2zdSt3HqqVwexdor9yyKLx4JpC1jnlhmBfNiQn37haaMa5dpGIa472gqpY23km9mzjC68oIAWv9mMNpSV4u6L2eTeWs5dJ6l0E39HgMAbT4Gif8O22buDnh7iEVd2SiWlaGQS9GKrmkPvfSkKo2hIGmn4b3rBIIIdqqgKOXevHAw6m3OrDWC8stUuAk9oKQVe1tPqpac/sgO7MCtXimhBBIJVFKsTrwiW9R+fcnESSxoqoNQkg2V0/6Rh0Htx9Oq6XbfNNY4sDjReZlQxgKht2YlV7ELKvpd6NTlYpOEvL+p1b4D79xm8++fIhSCq0N1uvyMei2Jq6jkrqxyyS8biydOGBvXKCkZNi6zS8qc9a6Uw7xC2mB6fyk/cdCZPDWXraUFnjYOF4V2R0XzPPGt6s60QmTVIBeGqGHjqe2+yStn9fDJBVJ5AHn1lgsfgMwy2vqxjDoRBduhb2R7aC3O1X8YeKhWFez2Yy/9tf+Gr/wC7+w/Pnq6irf//3fzx/9o3/0UY7vcTyORxZv9Bc8Lxt2x56Z9OyVPmGo6HZiDkYZN/czGmPPVCgGv+jdPsy5V23pXtWn4yDoXupxCY22XtAtlnwqCsiqhjDwWjBHv+2WwNjxvOKFG+NlG62XhuyOixOVp7oxHEwctw4y3vPkcKmhE0ce42GcY5BGJ7RYDqcl43nNwaTEAkqIVlfHL7KBkhjjGM1KLq130Mar2dratzoGnYjeeuu4XZ2m59eN18pJ4oA0CpaLcFZ6PZazPvPj4ZxbVqSMNchQIqRAIhDOEigF+Gygn0YoJWhMgxRwcz9nrZ+cqEBN5zW39jOeuzLAOYe1Hl8TB9JTnGv/+TnnTT+1toTKm4WquyoBxz/XbuIVg9M4QApHrR11Y5jlvjoSKkka+/bnWUabQgjWBymB8hT/SPp0dwFWX1Qh6sbelYRLnr7UZ17WTOY1SoEU/p5IIc50iK8aSxhKBt1oWflbJkeVaStP8hQA/qKxqIoMe/77lLa6TncnMNr4z7Gb3DvhPU8crySVlWalHzPsp0xmBWWpL9wKeyPj7U4Vf5h4qE/6T/yJP8E3fdM38fLLLzMejxkMBrzrXe/yLI7H8TjeovFGfsGPA58XrtZKSY99sZYbOzOmWcP6IDnz9+O2LVDV5kz8x72qT/cDIysBSRwwLxuaxqCUWgoUG2OojGOzE7ExiBn0IhptOZyWvHRrSicOuLTRORpfFPD0pT6fefmQT31hn5Webw/UjWU0K9t2UUJe+sX8+VdH3DnIkUIQRQqcbzUtmDFpFPCBZ9aY5TXTzGNkrqx3WB8mJ8CrzsG8ODvBs9Yi1aJG1ZaB2r9LKbDubCwIHDlyewHExrcbI0koJUqBsoLGWJz1DCNtnf880wDb1sWOV6CqxnA49y7xcShpjNfmqRqDtpZpVlG2lgYSD3IuEEuqfBR4NteilSHFSexSrQ2N9iyobuoxS5srjpV+TC8JefrSgLVBfOazbK3l+u6clW7MlfUupXZkee01kLoh08wzEz/07vXl7yxYTFnZkMYho6pklms6sW+TXd3scnnjtGu3sR7bdHWry2hen6gw9rshK92ISp/8XB5W40oIbymytZIymlVn/k5W+KRkYXD7WtpExytJWaUpa01ZG5I4YHv1JK38rWba+Xamij9MPHRKK4TgXe9616Mcy+N4HK97vFFf8Aea/3VC9sYenNnvnK7qSCnoJYFvxXRPYz/uVX26Hxh5Mq8IpCBWkto4pPb0Z2fBOIhCweW1DnEULNs43RSu7cxQqlV3vmtyjkPFJPdYkSj05x50QspGc+3ObMmIeuXWjLIxdJKARvvqQVX7Rd9ax7U7c951ZUASBwx6IWVlGM1r1vqxF6drJaW18cmBkoLjNZ2lieowpdKGrPDWDUp6o8XVrqIxZ5uoLhy5d0eFpyFrQ2Uss0mDMZa65VB7ijdY6yn1YeDbRI22PLnVQ0mvL1RmhvG8QinB1e0e1jr2xyV5qemlijjylRQB6NoRhqK14fC/L4Q33byxl3uA+uK1vObmQUYvCT3LaUtxOCnZn1TcbjKe3OjzxHrnzITj+EI7y2v2JgWbKyndTkgUhcyzytteBJIw9NYYlbYk8RGLqdaGNApIQktR+QqSUpKNQUqoJMNecuq8i8RbKcnl9e6p57huDKYylLX2QGrrRSQfVuPqQZsZh6OqNV+4OX0kGlqLStK0qMlqy3QGZa25uZ8xy+slqeCtaNr5dqWKP0ycK9H5wAc+wD/9p/+UD37wg7z//e+/740QQvDZz372kQ3wcTyORx1vxBf8OPDZWsu81B5rIgTOeqxDHEpmuT4z0clLzdWtHlnZLK0QFiGArdV0OYke3/nHobwnGHkhfNdJAxIL2nqvKxBYa+jEIVLKEz5Cxjqi0DuL19oudW0W7BalJFfWO1xe7ywXrv1JiZn4SsPmMOVwWjHJ9zDWm14KIbDGU7il9PiavWnBNK/ZWu3QTULmecb1nZrxvF4qCXeTACkET2z1ToGRFyaqVa1x1mvINI1PIjqxotae5n43ONQ5x7U7M67vzj34OfHaNa79/LT1IobOtiDvFnOkhFdNLitNmoRsDBLiKGCW+3ZVLw3YWu3gHFzfndNNAq5sdtmfFBSlQUgPag5Dj5sKQ0VRa4QTHE4r9kYF3U6IdY69UcFoXjKeVtTGsDbo+PaPtYyymoNpQdVYlMzZPkhOJRx346tmec3BuKR/5SihjSMPJgeWZrRlpRl0Ig5bGYFBJ2Ke17x0e0peaZ7Y7LbJr3c135+U/Lb3bfHEZnf5XTreLl7pn7YQubYzQ0mJlCyTsE4Usta6zGelxz6N5xXveXJINz271Xs87rWZSWNvK1FUj1ZDq6g0dw5yVORp7FKwPO7hrAQ8O/GtaNr5dqSKP0yc6wq/8zu/k+3t7eXfH+WCcHBwwF/8i3+Rf//v/z1VVfGVX/mV/Jk/82d497vffeb7m6bhYx/7GP/iX/wLZrMZX/IlX8L/9r/9b3zgAx94ZGN6HO/8eL2/4Iud7N644PZBznju6c7dNCKNBNurHVYHKWEg7tlG2xj6nenSK6t1Vz7S2NGndopx6EGpZ4GRO0lAHIWI1h16mjU01mvpBFHgWVSVRmvDYmpQUhAEkkYb7LEMaOEoHgVejyeJA6LAi/llRYNSgr1RiTGOSeYndWu9JYNvQbklY8g5R2M8sFoIn5hkpWEyr+h3I7ppQFVZbu1ldNOQ9z29emoOCpTXZLl2Z8ruJKfR4KxFSMntg4ytYYcvenbtVKJTVJobe3MCKel3A2ZZzXReUxtLHAWE1ruVa2eRC/q7Eqz2YnTriN3vRlTaV6DG85qdUUEUSA4mJUGgaLR3Bl/cz3nVMOhElLXXnCkbQxpb+kmIFIJp3jDJag5mNTsHGfOyQQnBrPBeXtOsZJpVrfigbttagoNJwX/67B47o4Kv/7In2VhJzxTItNZSa8Ot/ZyrW4owDCiXRqY+Ue7EHnxca+vbVZGnuN8+zMlyzaX1lF7in5dJVtNNAm7szilrzVe+f5tL650T1g7Hvcv88+NbnP005D1Xh/TSiOu7cw4nFQwFSSnJK7Nsvd45LMhLzYfevX7uZOf4ZkYK2DnMKSrDSt8LeB63LBnP6ofS0Fq0qMva8MzmgOmswBhf3QwDxedfHSGA9z61sjzuW9G0850e55rpj7uVf9d3fdcjHcC3f/u3I6Xkb//tv02n0+Gv/tW/yp/6U3+KX/zFXyRNTysU/MAP/ACf+MQn+JEf+RGuXr3Kj//4j/M//A//Az//8z9Pv99/pGN7HI/jYSOJFNYafuPFAxytT1DoHZN3D3N2Dwt+2/s2ec+Tw2Ol+qM22uZKwt64PGWFsMCq7BwW/PpLB6x0I++l1e4UDyYle+OC9zw5PNUqyMoGnFfsNYBpHHax9DQOa0ANJeaYkVEUerG7w0Ijj+GBPCbGoZ1j2PWg41pbxrOSrNI469tvXsCuoW4c1lmUtMhQIaSkUb701GiDdAohHM5BXhm6SUAQ+PNlhUFKuLLZReLp6c6dxNrEoSQram7uzZiXHr+ySArDQNHUhmcu90+xe7zwnaabKPbHJXvjkklWg7M4A9oYGmOXKssCT5durKUTh3QihUPwwvUpg05EKD07Kwp8NSIrvZfXMql23iIgTCS91gC01ppeJyaQMJnX/j7OKxyQVc2y9Qhe2yYNFS/vTMly45NGCdo5bANSNDx/fUy/E/ENv+3JMwUyV/sJlze6vHxrinXQm1dkuQdV99KAvDA8td2jmwTc2svICk0yUEyzmv1xSa8TkMYBs7zhYFZSN94KY2PFY7Ju7s8pG3O6WtGCvQEmcy+y2E1DojYZrLVlazVlnFUcTAt6aUQn9q3XQAp2RjnP3wh43zHa/fE4CwezuO9FpZkVGqXg9kF+Ss+n95AaWosWde8Mp/K6MV5BulVBT9vNwCKpeSNMOx+Hj3Pd3Vu3bl3ooFeuXDnX+xbig9/+7d/Oe97zHgC+4zu+gz/yR/4IL7zwAh/84AdPvP/69ev883/+z/mbf/Nv8vVf//UA/PAP/zB/9I/+UT796U/z1V/91Rca5+N4HI8izppgnfM4i6LWBFIxqisAojhs9TYM47mf/J6+1D/1+/eyQvDnO3KQfmKzu2QTeTXehDuHBbvjkqe2Q+JjGJ688oq4k7xBKUU3UYRSUBvrqe5NRRz79lNR6WVSFYeKYS9iNq+YS+Fl87Vhnlf0u/FSp8QYyyRrlnopTUvvjkNJoARl5bDGJyhSCgIpqbXBWghDX2VaVIrCQLK1mra6OCzH0mjLNKtPsa6KSvPy7RnjvGk9jqRXfQYaYxnnlpduTSkqfaoi0DSGg6rBIWhdMcCBaRlWUgh6HW98WTcGKwRKCLZXE7pJwLWdOY1Rnv4uJQhvceHwGkUL4b4wUC002reFOknoBQmdb0MJJLOiJgh8m+XOYdGKCgZUjb/uWVaDU4ymDVWjjypUQiCcv9YoVPzmtRFf+uzamTgxKQWXVlNevDHhC9cnXNrsIp2l0Y6be4ZBJ+BdV/oY560obh9kjKYFYaB8sg28ujNnmlXUxhJKRagKNoYJDui2dP7dUcFT28pjn2pLvxsxyWrKWtMYy2o/omksh7OKlV6MtQ6lfNtnljdsrXS8NxWehahteE/vrgcpiBvrRRrzsvFaUnfp+RSlppuGF9bQWrSogzOc3rOyYTSrqRrdKmoHdJNwSXl/JwrzvVXjXInORz7ykQuV1j73uc+d632rq6v82I/92PLf+/v7/N2/+3e5dOnSma2r//Af/gODwYCv/dqvXf5sMBjwiU984txjexyP41HGvSbYMFAcTCuSSDGee7CuA6LGmzgOuiH7E189WO0np3Z09xM3rBtD2RiiUJxoJ4GXnl8bRBxOSy6tdU4kOsI5z2gSgtVehDHW07qlZLWfcDAp2R8XvHxzTCeNl8fbWuuw1u/yuWsjdkZFK8QniULFoHOkU6JbS4M08i2DJFKtkB+kkfL0auuZR6o9t22NF9MoQCApWl+stX7M+iA5xThTUjLNKibz6oQFxMGk4NWdGcI50jhcel05IAoERdnw6p0Z13dnPH1puMRkpZHCOsc0b7i81sEYi5AC4XzLzrfTQFjnXclbUZ9ZVjGahSAc1sJTW12klF5s0cG8atgYJGwME0bTklnWsDb0WKe4xePYsvHYkVC2Jp81tXZ0YoVxjrIxJIFinjdUrVjfvGwo64Cq0WgDDuttRKxDKbGkrTsHe5MC68SpZ8g519o0KCqtsMah2+eoEwdo69gdlTx1qctKP+JwFrB7mFFqy2xec3vfghRLe4849iDqovLeY4GSJJFatuB2xyXTwru0dxPvPJ4XmqqxaN0gZ4JeGiKl8KKW2hIp2eLH2u+DaZlandNVkEV7rqw0YegTa2Od121qcTBSwDRvqBvN2jGm40LP53BaLpW0LxKLFvVCoXsRZaXZH3tPsjgQDDoRQvjPuKwNV9Y7yAVQ+x0kzPdWjXMlOj/8wz+8THQmkwl/+S//Zb76q7+a3/f7fh+bm5uMx2M+8YlP8G//7b/l+77v+x5qIN///d/PT//0TxNFEX/jb/wNOp3Oqfe88sorXL16lV/4hV/gb/2tv8XOzg5f9EVfxPd93/fx3HPPPdR5F3FWRv44WOp53K3r8XaPR0H3zMqG63vzJY7GO2ZbRllFWWn2xiXaWvppiFISqXwbpWwXBecqT78949mLI9/Ht44TWjQAQvo2VhwFhIE69dlcWusyyzXjrGIjSJfYnzujEoQvmUvhkEoulZGt8ywiY2BnUtFvfKLgwbmKW/sZ2lqeudQnCj1r6HBecnuUkyQBVza6hEoSKMVoXnmXcAF7Y49fiMKA2lpM42iMrx6IFiAayIBeN/LVCAerg4TttZROGlI3XpNHCV/12BuVTPKKF66PwVp6ScjWWsrhzFd5osi7autFFiU9ILtqNNOi4bOvjDDOLzxbaylhqFjpxhSNJq8NSkKgBI3191Q4cE4wrTRYWlE9R14aXrkz486hYn2YsrnWIQkV8yJm2PNJo5Q+MQtCiXGW2wcZUSgZdr35pcPr6ggBBt9+CwNJGAiUkl68sfIVKtk+m0oKGmNYmIurhQ2H8LpEgRKUjWVWVFjriKLg1DNU1pq9aUkniVgbpqytdqhLjZJezmBnnDMta3ZHvgK10o9bfIumMgatLf1ORN6KI3bTgH4nYucgZ9D1xqZCSMraG46O5xXO4cUltaUxfj5J4oCy8krcUSgZdCJ2JznOeWXtQMnlsz0vG4bdmH4nYpo1iBY75pzjYFoxLxosjvG4Xn6nO2mALhoOZhVbKwmBFGglzpzLpPIO90EgL7QW9JS3Exlndfv5+DGN83qpYE0r67BQZ57MKyZ5QxxK1oepx6A19k1hPr3VaO+v13pzrkTnG7/xG5d//87v/E7+2B/7Y/z5P//nT7znD/2hP8Rf+At/gZ//+Z8/Yfh53vjWb/1Wvumbvol/8k/+Cd/5nd/JP/7H/5gv/uIvPvGe+XzOq6++ysc//nH+zJ/5MwwGA/7G3/gbfMu3fAs/93M/x/r6+j2Ofv+QUrC6erYC7ePwMRic5ejyxoVz7gS7KI0fHsA3Lxru7M+ZzFuzRiUZ9iIubfTO7LXfazwHN8bMK8t4WnMwrZaWA+uDGIdlVtT0uhGrg5NJexwG6GlObSy9fnLms7fiHHnjzRUH/ZP3Poo18s6c9dWUjbXuqfsQJxHvUYqVfkRVW982iUI213us9BKkdEzmDVVjcNbvziXeAykMJE9dGvLEVg9nHVWj+fy1MWGg+G3v3zpxrivbA168OabWFm2h1I44VhS1RCrFoJ94WnTRoAKBzcHiEM4LFUrnWV/dNOKL37XB13zFVXppxK29GTf2Mqa5YVbWWOOTo7xoqLXh6csDttc6y7bDwbxBBN5OQUqOaOTO44581cshBKyuJGyu95a/t73W4aknVuj2YvbHBXUjvJHntKDWliDAV1Nqz1hTEkKlsNL/3FcxEsIoYJYbZqVXhw5CxWhWUtUV2lo2BgkrnYAkDtgZlZSN4XBSUmvPyFuwylb7LWNKSKQUFIUhCiWzvEFbRxyF1M1R267SILE+WbIQuZZ1Z6HXi9la6516hvS0wDhBGCqEkOSFxllHqR3zQrM27LA/KlkbwhMbPT537ZA0DUmSkOs7M5wz5JUhCCTGCcZzX6Xo9WK6aYQMQr+wK0V/kKICRRjKpeGn0W1lL6sZ9GN0Y+l0YobDLhrYGx+y3e8w6CWUtWZWanqdhKuXBwRKIoOA9bUunST07ahmgsa3C1eHR4n9vPUTy2tLlERc2uozL2qqxtJNwmXrKisb1le79NOIwbCzZEGed86J0pgXb4zZmxS+cmMktYEwDnnysq+MNg66sT8nUjKeVbz3qVWeuDRglFWvaS562HgU8+DrFY96vbkwAuqXfumX+Ot//a+f+drXf/3X89M//dMPNZBFq+rP//k/z6c+9Sn+4T/8h6fsJMIwZDab8eM//uPLCs6P//iP83Vf93X87M/+LP/9f//fP9S5rXVMp/lD/e47PZSSDAYp02mxpJ++0ZGVDbuHnn5sjC/RL3bk3QtSM7Oy4ZXbUz8xp6FnFNUNr9zMubM345nLg3Mds6g0n/nCHi/dmlBr61V7E0XdWK7dmaAbQ543SOEo42DZh4+jAGsdRdkQBYp8XnIYyjN3VUkgMHXDKzdLP9Z2Ap/lNUkgaCrNbF6eGtvhtGRtkHB5JTmxU4yVQ0nHwaSk1BbbKhgLHNYJlMRTkyOJaz9r3Vgms5JOGjCa5sThySkjDQQ3d+eIVh23KGqMsax2I2bzEm289kwSSKqmdbsWBtoqRNMYrLU4YwicpS5rnLHc2pkyL3xbLwok+4c5u6Pc/7st+ZdFRSQcN+9MmGUVgYKsaJCiwTm/IzTWevaVEESxIpKSqqyXv3d4mFFrw0o3IBQp+5OSQSekKBpMWVMZR9O0soMOhAGjHGXpdV+EFOyOC37l07dY7S/wIJbxtGCe+XbN09sDntjywPC6sQRSMJ6VlI0HbQuOqNVVpUkjRawEdWOYzEpUIFu9JIc1hrxqTnwGFlpnVq8nJIAkFlSlPvMZGk0KDkY5UvjPu9+LMdpQFQ3jaUk2h3mpEbbH/ijjYJzTiRWNdm3LUlC05p3OWsrakYaKNBAUpeb27hQpBdtrHUzdUFY1N3a8v1sSBUgpSCLJ3qjgYJyzsdIhyyqiUKOwDDshk1nJtMW4hYFkpRsjnUVIuLLRo8wrqqJmltdcuzXBOS+WWNeahehA1N7nbF6xNYxwxvhnW1vGk3z5veimId1I4oxhNi3QVXPhOWdrGJNVAbd2Z8yymvE49y3fFgQ+mlbLcwrhq6ihsHz6hR2KyktMdJKApjYXnoseJh7VPPio46LrzWCQnqv6c+FEZ3V1lU996lNnmnr+8i//8pKGfp44ODjgP/7H/8jv+32/D6U8lkBKyXPPPcfu7u6p91+6dIkgCE60qZIk4erVq9y4ceOil3Ii7u6xPo6TYYx9U+7R3fRYP+Fa9scFs7y+kA6Fc47bexl5oZcsFNdOdsNuxGhacXsv4+lLRzL29yrtFmXDtTszysos9WxoWwQbg4RXd2ZY59s/N3Zn+IXdeQZQY0gTX/LOSsP0xuSeIMqrm71TGKCVbsyTGz12xwX7o+JMavp63ztLh0qywDGv9SKEo1UehoX3uHWgjcNofxGdY5oqVUvB1dpSlobgmPp53Rj2xgV3DnPS2C9iRe3F+vK8odvxuAtrHPuT0mNKDKgQaH2rGuPIK8urO3NmWU0nCZnMKp84pt7/Kisq8lJzaa1DoOSSdTUvavYOM+6MSsbTAhxUpcVJcM4u9YSU8O2mtThitReR5TWHs4pJC2pOQoWSgqcu9Rl2Q6a5xwAFYcJ4emTDIfAtJppWbyaQREqSZTVZbljpgtFeLLCujAcba1+R6cQh3STk1t6MW3tzsqIhDCQqkLQKRxhrqVobi8m0wFov4IcQlJXHtDjrE9P7Puf4hTQOJXGgTj1DRluiwONKhr2IUEl0owmkJIkko2mJc4IopMXRODoRVM6eeEYDKclrQ60Nw17gjVR1zQs3xqz0vEJzJwoQzjujGyOpa7MUdeolAVo7jPZSAp0k4tJqlyvrXf6fz+2wOyp8pcpI7rRaNVurKc9dHmKMr9KVrQVDNwkwxtBoXyX0AoyerZWVvmLVjQNGs4rNlYS0UEfWKGnIZF57fJEUTOfVheecJFRc2uzTCSWTeYUUYqlwDV73qm6iJfauKDVfuDFhNKvpJAHTrF4Cle81Fz2qeJh58I2OR73eXDjR+S//y/+Sj3/84xRFwUc+8hHW1tbY39/n//w//0/+yT/5J/y5P/fnzn2s3d1dvvd7v5f19fUlY6ppGj772c/ykY985NT7P/zhD6O15jd+4zf40i/9UgDKsuT69ev8gT/wBy56KY/jLR7HbRQu6uB9VjxIrfhuuuf9mBxZqZnlDb00wOFxDwsl3iQK6HdCdicFTeNaw8vWzymQxIEkjQK6ccDeOH+gmNhT24pJ5mnHUSAZdiOklHSS4EIKz9O8obIWh6PRIKRfMN0Ce4KvLBS1pddaUASBQEiJNmbp0t1+OuxPPLtLtq7XQeCZP9ZaxrOavNZ0E69yPM3rlnLuMS8L74lAgrCW6zszDiYFUkqmecPawC86h7OaaS4oas3mSop1MJ5V3D7I+M2XD9g5yKkar7fSaOvVku+aH40DBaSJahOJkqaxpJFCAGuDiNsHBc+/OmZjmDDPG+rGm6MqpRAtCd8dO56rWzfvWiOU8h5UqeJgWrMzLolDST9WbKwkNMZ7UcWRx1wdzivvbWWcr860WKIokAhgXtRkla8YrQ0TtPEtlKKqvMijeTBLp24szh2Zsz613VtW9+pGs7M0wPQ9uao2aOO1kpzzLCdjPF5JCkFRW6Zz356tqgaEIFCeKt1oy50Dnxyt9mOurHfYWEkpa8OruzOs81WTvNTsTwqMdqhAMOxEXFpLGXQinnvCa+nEoeT562OK0pCXhqJqlolLGnsg8/6kYH2YINoxxKEiK3wVpmiNZaWENArAscSyba0GHM5KXrg+XgplLny6No8JcD7snLPQ5gqkYJ43jGbVkgwgBMu/39nPW+f2mmE39owyYzmYlkyzmssbHTqJet2o5xedB98JceGr+PZv/3Zmsxk/9VM/xd/9u38X8AtSkiR893d/N//Vf/VfnftY73//+/mdv/N38oM/+IP8H//H/8FgMOAnf/InmU6n/Kk/9acwxnB4eEi/3ydJEj784Q/zO37H7+CjH/0oP/RDP8TKygof+9jHUErxR/7IH7nopTyOt3g86i/k/ZhMcNIo8yyhteNJyMKcsGg9gBbAzIUwX6T8oj/Ja+JQ0e17p2SlJPOqYTQrPXXaOtZWjlggd0+omyvulCT+pFMvk5l7JUFnxf7EC8wp5dla2px8XQooKk8b73V8otSJ/bXkDb41VDYY43fNB+OCvGwYdHwVpKotO4c5tdZEYUCoJFtrKfujAt3CSrSDwPnyva+8gBMwz2v2xiVrww7GWrLCcH133uI/NPNCM5pU9DoBRWV5dXfOrf05gRT0OxGREvel6VoH43nFF26OUCpgcxAzyjyteNAJeXKjy+evj7l9kHF9b+4NNkNJEsq78yZ/PMBa0BYCY5hkJUp5uryzlkB6IK9tWWZFpYlCybzSNLWmsd7rK5D4VdBZ8tJ6DJBTrA1SnFBYY+l3QqpG8+t5jdGWc+Q5GAu//tKYrOJEgt5LQ6bWkiSKJFbsjXNG85qmMTj8rn59mKCN5XBWst6PkUpwfXeGdWC0Ja8tOAiUr/Z5cLomTSMurXe4tN5bCiTe2s+pG01eNowyL3wYhl6iYNQCeC+td0njcLm5+PTL+7y64zV+0iRgkHg/sbIx7E4KPndtzFPbfhMQKEk3Cdgd5VTa0kkUgRCeOTYuiQPJs4OEQMml9pJ1vpLoBSV95WcRx+cc59wp/arzzDn3s6GY5w153RCGki4RadvunmQ186JhVjQcTEuubnaJwuC+z/TDxkXmwXdKXDjREULw0Y9+lO/4ju/gU5/6FJPJhNXVVb78y7/8TKbUg471V/7KX+FHf/RH+Z7v+R5msxkf/vCH+Uf/6B9x5coVbty4we/+3b+bH/mRH1kCon/iJ36Cv/yX/zJ/+k//acqy5Cu+4iv4+3//77O2tnbRS3kcb/F41F/IBRW0aX2Z7o6FUaYUR7u6lX7c6soYlBSs9GPGs6pNOgQ39zO0cfSSkCSSNNpxMC3BeTpyHCqkxJfPnSMIAkIFKvDJTBCcXYnqpgF7k2LJWDkr2dpaSZkXzT2TIGvtiSRomlVkeU3TOIw7soVY3m/nabHjec2gr72Yn7GsDRICVfGp5/d9+8R5OvJkXtJLI4xW7I1Kam2YZBXWOXqpJKtoVYbNiWShWZRH2h8qHFI572MlBVne8PLtKWVjiENJJ1aUVcO13SkCv0OvGkvZaCIlySuNEpBV9y51O+BgUvPpl0ekccBvVL7NEUWSazsz33JsGTCBlKSpp8+PZqcxUKeeG+eNRrUpcM6itSEvBZOsxhhfHQmUIK80demp4tZCGIB1ftEXQqCUaxNCwyyr0I0H1M5KL+bX1BrXGos+KCyeabbSmrMunpl+GvKFmxOevz5mmtXU2tCNIY0lSRQSRZJQeQD5waRs7RdqZnmDNXZJQwcPhAaHsYbVXkIcKhpjTrTWeqlaasnEoW+XLajiSSiptGHeihUC/MaLe/zyp3cp6tbTbAaHUcCl9Q5r/Zj9ccX13TmzvG6rSa1fmrNErcr4os3c73iZAakEUSC4vptTN5ZhN2ScNWi8TMKw49l9uyNfKTLWYizsH5SnhAVXelH7+tE1WmsZzWpK4yjyim4c3NOGopuGGOdIIq+TlJWenTnNau9w73ybt24Mw17Me55ceeTA4OPzYBioU/5j9zIMfjvHQ9elut0um5ubOOf40Ic+RF3XF050APr9Pj/wAz/AD/zAD5x67cknn+Tzn//8iZ/1er17vv9xvLPivInJeb+Qx313zjrewigTfJvHq6hm3kah3dV1k4BeGqC1b13oxrExjD3zSFukEGwMYm7v561ibLAE/2JBBppESQb9iFnpd4bDM69dcjipGHRDLm8csbIWFZ87Bzl3DvNTysjHF7RXd2bcOSw8TiRQFEVBVdtl0nFWeqgt7I1zHALRtuE2BwnTrGJnnFPWHvuCtZSNpTFe78W2OjNV1WDxiZ0QgqJuMA/otZv2f74tYziYFOyNC4JAsjtu0NpQVoa81lS1JmirNwLIgSQOCcWDk10H1FVNWWmK0pAkAVu9mEbDwcRXpFZ6od/JW5hPSw4m9QOPC55G30k0o2lJpX17sJ/EdBLFoNulEwdMc28zsGgVGsMJFWopfLKJ9oDyMAq9cKG2HGYVRX3kDfagEEAcqKWXVRQqrt2Z8akX9glVi92SkihRZGVNVsL2ako/Dbi1XxBHXmvpzkHOeFb5BKbFPGFp6exHIO1Ga1zlAdW1cSw4M4GQbRXQi0fOcr38e78TInCt9pB3uP/F//cmWdmQxIo4DDCtmOUrd2Y8s+0TstG84oUbYwbdhKJquH2QM8+9eOJqPyJo8UdF6aty1nqdpL1JwTSrPe0+ECSRF+/0mDVPLx/2Ihrt2BtnS+HL48KC86JhpZcs55z9ccHz18cczEqCMEA3mvV+wnuvrrCxkp7y1NPGkt/0Ld1uXPOFmx6fFygvCiqFI68MVe1JB7vj/J4u9A8bi3nwzmHu28xZs2SMrnS9392ltc4pw+C3czxUovMv/+W/5Ed/9EfZ29tDCME/+2f/jJ/4iZ8gDEN+9Ed/lCh6sBfJ43hwvFkaB8fPG0eKFffmlDCPJyaLKkvZGJJQeZzMGQ7e97tnx0vKh5OSMJRIIbDO0TSWJA7YWvU4kLz0Pf+6aRlCOKwVTObVUjcnChWrg5hKm6PPRXjV4m4aMC9q7hwWNI2mavz6IGvQga+UxKGvTFjrmBfNkuLpPac8/bvX6VBXNV+47QGs3TTkucvdpTLypbWUaVZTNYY4VKz2Y27sZfzK53YpK08bXQihHc7KM9swd4e1jlr7HXgvgpduT7i2M/eLZ6hwzmKtpKws88JQFIYwFBjnsT+LUMInLvYcz48BPvvyAQeTims7E8azirwyGOePUTVef8WBdz/nCDJkTMN5cYsHU00SB6wOY3TjmOaaOJCsDCJ2DubsTQR1bSjq87WIFrE7KpCybHfl/md1XVDUAauD2Lurt20sJ3zbq76rdbj4pwOscHTigMYYtHaE7cJqjE8sHhRK0raCPNYnUIL9tkL4nqtDskpTG0eeVSgVkOUlZdVwY8/3FNeHCb0UOkmAkpJeEmGsISsMBpCu7bg5aAxklSa2np7eNEcXltV62bIpap/8CsA1hnnhAbiDbsQ0r/jkp+9QNL4l5PDik9r4ExWlNwC9vNbxuLfCsLUqUTJsEyeBCgS19tICSgk2V72qdlZoylpzOKmoao11lsm4RmsIAhh2IqSQHE5APQlaG6bzmiubRxuMhbDgrb2MXhoSh5K9cc5//PQdpnlDvxPQSRSZNtzcmzPJar7y/VtsrKT+etp5qWoMxrjW/iJgXjTUjaUThR7/VHvBxEvr3v7ixm7G09sPJlzcXb29XwtbCC/QuDPK2R8VSAmiFZ28vQcbqynvfmL4jvLfunCi83M/93N89KMf5Q//4T/M7/pdv4v/+X/+nwH4vb/39/KDP/iDfPzjH+d7vud7HvU4f8vFgyTN36jzRqEibyxJIIiDR5fhnyeJWyQmz18f8f/71QPmRbN8fy8N+eBz67zvmFneee5ZJwnZWkl5/vqYG3sZjbGESrIxTJZ9/7xsmOU1h9OSsjandCaSSBGGiiiUbA4TPn99zDRvsNYi23NeWou5vmMp9clVyTooGigazTCFg3HG4aRkd1Qsx7K1mpImAXEkeeHVQ/6fz+8xnTdYZ5FCMugEPHN5QL8b80u/cZtxVqO1IwgEG/2Yxjiu787RxrN4FrX3uj5fdeLm/py9aU2gBL1EcZhVmMZ/Htp4ULWzjkVOs/DNujuMg2nmQdrniU99YZ9hb85kVmHxoFhrfGvoeLi7/mwuQM7Qzrd0xlMvuFhntffpqg2TzANZH4brURu4OzNSwiewN/YyVnuJVzYuNNacfYxFWCArLHWdUzaGsq1kGXt2Fe6skMB4VvKFmxMCJQmkYDSr6SYKrT07r6wasrxBW18109YhpW+1CSEI1UJrB6JQkJdumVAuKe1teMa7Bz/X9VG2O89r8spT4qva0GiLxSERS3uHg2nF7YOcncOMXqzIMg9kd23liPZc03mDIWd7mHJpPSUKvVWKdTDoRUxb/6xOHADeLDaKFFXjE4hp0TCeFUyyhuYYQG0vqBh2Q1b6KVllCEPJoBsxy5olFs8YR1EZBt2IMJAcTgs++Rs7vHR7irOOV3cMcTQlbOeIsjY8f2PM2iCmbO0wprmvnBzOKvYnBav9eGkLcvswp6i9r1onUuRlyLATMS+bVsX63nP+oqq0PynbOcTj1t71xJCtlfTU3OqcJxLkpTf1rSrDgh0Qh4q8bE4Avt8JceFE5yd/8if5E3/iT/ADP/ADGHP0sHzjN34jBwcH/PRP//TjROc1xoOAsBehVL/W81oHe5MSUzdc3ew9kvNeJIm7sTvn1188YDyv6cQBYQhNA+N5za+/eMAzlwa896nVc9+zvGzYHRckkeLZK/0TFZ3dcbEEUWZ5w6s7MxrjtUOUhLIxzPczQiV4cqtPXjbsHOYgBFsriadSW0fZWK7vZqeSnLtjUmheuDElr81S+Rbg1mHG5iAmCBS//vIBdW09OwlPmz6Y1hzO9+l3InpJRBorQgVaO166NWOcVWhtCAPlmTyB9IJw58tzEEKwMYyoG8f+uGTeaqbEAQSBB3vWjT5XRrCgeJ8nktBPtMUZSdOjjqLxi0ocBdS1JivMQyU4Z4UERMsab4xnie1PCs/G66pznWeWeWC2FD6x5wL3EaC23jhTKuWNUkvNwbTgykYXh2N/WjKa+5bRwt/LOZ+r1bVhJipWbYRucU9F5TWA7hdVAyL3Aol1Y8gKj0vJy4ZZoZHQCuYJsLTtoIZAldw8yDmYVVjrgduLhEqyeO79GPOiIT4maOe9vhwHkwolJUJAL/Wu6XllOJxXbAxSotDTxm/u5751F6glRq2qG27mDbL90AIlubrVZTSvfdu6bu0nuiEr3Yhp3vCZV0a8cntGUWqQvvqsWumIg0lJoCTX7sx45lKf8bw+MS8FSvDK7Rkv3ZqQFZqq9gD/TqSIw4hOGpCVmld2Zqz27i+ctz8u+JXf3CUrGlb7MUI49icVN/YOeenWhPc+tcbVze6JubWoNF+4OSUvNWnkAdaqVfHWxotgvnhzutz4vRPiwjrLL7/8Mr/n9/yeM1/70Ic+xM7Ozmse1G/luJtSHYVHffbVQbw0y7vbvfn1PO/mMF3uSl7reRcJyWhWkUSSlV7ktTtmXrsiL4/E0LTWfPLTdygrw7OXe6RxgLW+JP/s5R5lZfiPn7lD0zTHwMNRS/c2rXx9tLxn1toTIOOFOaZzXuZ+8b5GGw5mlXf7xmuZRIFsd6BeSXWel0zmFbO8YWMQE0cBUkriKGBjEDOaVOe6H3f2pljjNWmaxlA3Bmdgf1Lw61/YoygtcaQIw8AzmcKAMBBog9fgiASdxGvYdBJFGAiy0lBr7/EUBMrbEATnW2ABqtohhBep63WPJjrnWJbdG32fAxyLi7R/isJxBnTqkUegJIGSNMZ5zZ82yVGvcfMaKrFcPKVgiQMrasu88CDx7AyBx7NCOE+Xr1orjodRxM+LanmtUgpmeeOtEqxhOi+XLaZFS1C0+J/GQlUa4pZajnBUjaO5TyVqMby6gYNJQVlbVvsxG8OorUb5dpJUEoH/UymvHTTNal69NaasTIuFOzruYrpZPEaBFFSNl2sAP14pRPs+iza+AqaNwVhD03hweFFqZlm9xHuNZhWH04rRrKKsPLV+lnv8jpLeeuLSWoft1ZTNlYTt1ZRLa50WZ+TZenmtccIx7EQkcUAnDhHSt3e19hunW3vzE/NNURniMOA9V1foxgHTecU0r+mmiqi9J1gYdgLP0Cpr0vDsD99ay/PXx2RFw5XNLkoJDmbeAuPSWheHYG8052BSnJhbs9IbtZa112bKC80815S1H1ugBLuTop3/3hlx4YrO+vo6L7744pmCgS+++OJD2zA8Dh9vlsbBg87bS8PXfN6L6uLc2Ms99kEJPndt5MvULQMiiTwFd+ew4KXbc6rGtuDh/BRTotfes0lWt+Vjy6df8lWiRUtqpRdxeb3LNPdidJOspp/6NlWtW28m4QW1ysqwP2lQwpEkiht7c06KzNx/UTge0xJWVgTGqmWLSUmYzA1F4xcQv9NeUJXECcxLbRy9dmVQQrRWlq1QrgPXmoleZA3XDoqyAQR1fZQe1QaUtcvjP+ooLVQPqII9irDWEgQKLVrMC62G0Gs8tTFueV+sBS0sira1Zz29/ZXd4lzHmuTQ77H0DFN3awGcI67t5/R6voLj8Loyk3nNsBtStcJ6dWOw+ErkIklzzqs/541lkIZIJAJz3xbk4iUhIU0i3vOkN079zy+UNMZjjBpt22P4O66kb+9VjabUlpVuyDircQhC5ZYJ2OJzEUC/G1JU3vG8s6jqBJ4qX5SaedHQaO+NppTA4RhnDS/cnDKaVy3mxx1hhQQ01iIRrQaPOwLqOneCiOBxdB6zl8SerdS5ay4MA0XVShPMi4bRvGZ7LT2T1LA+jIljhRNwOK2otVe1RgivtZV4SYpKW84yKJpkNfuT8ohAkdVobem2VelBJ2RWaMJILTdxT18KmGQ1o1lFuvATk/75LCpNoy1JqMhbgcp3Slx4xfr9v//387GPfYytrS2+7uu+DvCl7k9/+tN8/OMf5w/+wT/4yAf5WyneLI2D853XvqbzXliwr9KM5xXTosRYb4mgAm+QmFWG8mDGIE3ayc2Slw21saeYEkWp6aYhtbaMZyXXd+eUtaHfCYmjkKq27I1LZnnD1a0eUZBirSWNFb00xLQiat7rSHgMRV1jWiNFIcSJSpcQgvMuSxZoWpaOBKw1WCuom6Y9lm9XHQcrHC+qzYuGYS9eggmPYw+MARW1ydI5x7OIQHlxO3tXHcjxEGXgC4R5iAX9ouGcV3w+Dj94FN+mxb1x+M/NWrd8DurGC8id9+tTapgVDXGsSIKAufWDlZwfQ2Q0LFbzhSje4bTgzmGB1j5xkdLjrWjH7PA4MmtgMqtJAi92JM/BagN/b5NIHW2GfEGIxlgEsn2K22Tctsk4MEgTkihiVo6oy9PnknhxyarSGOOrEgsRTm9Gaykbw9owoZ8EjOYNWdXQiQP6naDViNI02tCJw+VBhfOGno02S5p1L40YzaplOyhNFVVlubWXeTuKfkwnll4/SBs6x5ZRib+BlTbEgadq741LtHbewDYQaO2YZQ1F5Vv3i8pKFAjf1XOQVQaLl3Fo7pGB19rSGEsSe2ZqUXtCwiJ8suXQ2i43qkWlmc5rb0PRgtTBa2QFys+5k3b+je9RSXo7xoUTne/5nu/h+eef53u+53uWqO4/+Sf/JHme8+EPf5jv/u7vfuSD/K0Uj5pS/VY670WTuEg5JnmF0Y5B74jJJ5GEIUznFRNXEQWOg2lD3WjWBkfiewumxOG0xDq/e/Q7q4ZLa0dSCEmkWl2LnNsHGVc20tbADz95BHIpslfUBiW8Bsg8r1FKcWW9S2O8vowHcUr2RudjOC2vXarlJGesXarfesaUL80vky0Bi6JyFAZoa0EDEjrhEfbAWIu1AoHAXXQpbw+izkhrXs993huBfQzb59tT4o+uJpCcm711v5BiqQG4DCElK72YOF7oz9w/Ary68dKVPGhba4JzfwBpKul3IwLpsU/TrGbYi0ki6UHX7ghPJJxP0KVg+f2rjebOgWc6BlLSiwzzB+C8rIN+cvTMdJMAFJgKghDPHmvpWto6TO2ZT72OQsiIuunx6ZfGpy4xjgRxGLTJgeHm3mzpyj7LNc7B+iAhDiVZaXDOcXmt489hHaESSCm8v5p1ROGiorP4tgiMZcmAXO3FDHsRWdmQFQYp4cpmF62tZ1UmAWv9mNGsZpJVdNIIpSyV9tpHg07I2iClbrxm0vEKdhAI+oFkPMuZzKtlm6xq9PI7vhYGTPOK0bRC3SPJjAKveVRWXvjQWkcQHX2BmsYeObK3c2te+arS5kraWqAYb0XSAq6t9SrcT2713hSvq9crLpzoRFHE3/k7f4df+qVf4pd/+ZcZj8f0+31++2//7Xzd133dOwal/WbFebVeHrXGwYPOOy8a34t+Dee9aDJVNfbBXFrnMSO+aXP2s7dATlSNpazt0n/m7ogCSVlbkihgY5hwMC1Jo8DjeLQ3hkyjgKxs2BwmXquj8eqwsTx5PaGA6py5RXhsPFJ4vzepAL1IWI4OtEh4FrE5DOl14uUEWYUStTv3u3Uhju7hBb6XAR67JIS3rFiEgtMqg48wEglKBcD58E0PG6u9mDQWHIwb4tAwzX1lQC4yzYeMxR0W4sjpHANx5CnMK72IJ1YSptmDcTqX1hROer2mOAy8+nTWnGglPii6oWKeeWG9BW6kE4d80dMDPvXCPmXt9WycdZjWCgEcqh375dWUycy3MONYIZHM67NxG0tsEt7iY8GqdM63rSrl8TULxp4Q7b8VKOExMXHoK0FRAJXxiSftoyukaPF0Xsl4c5iCc+yPC8bTkmEv4pkrfbRx7BzmyzlymtXgIAp9UlA1/rxR4NlkiwpT3dTEoQczT/OGtWFMGMhTysh1Y7i2k1E3hkvrXZqWppfXBqMdRd2wPojppxFPbfcoa3MimT4exjmM9XNvJwkIAuFNXiVe96rU6Nb/7KwYdiM2hgm39jM2V1PvSWfcskozK/w81UuC5dwKvoL19HaPl27NaIynsy8olAsbi6e3e+8Y+wd4iETn277t2/iv/+v/mq/5mq85E6fzOF5b3E8+fGHYuLWaPvKE8l7nNdawN/Espdd63osmcWXjSKKAurFkpZfQX5Tu68arekahpKgd/Y7ffU3nNWEgjzQ+tCWOFb0kpNZeF0hKybxslmaOxnrRuzQJcM4DeN/31Cr/72/u0bRl38WOJy81URDw7JUBDsHuYc7BtKSbhISBoNEerNztBlTzB2/d4xCKUhMGatkrb7RBqgCJbhVuT4J0F/ifQMG00ESRJQoFdeNak0DVeh35netiOq+q8xUDVOBNbi2QF/4aFjt/1dJghDlf9SMOzlfBAIhSgbmLe/0ac49TkSgAx964BiFZ63doTEZetjgsXkMeJ/ziHLQtCG1oBR87rPYT9qcVaacDPDjRSdMucaTIC2/AWmvHxkrK7qhAnzPZkYE3VTUWRvOqdVLv001jBkmMcRU4gZUgjcM6jxGR4ggDt7XagRszurFq9aOaM++Pw1ec4kgyryzX7syY5g139ueEShEFDmu93pRrEwzrvCBlFEmmWcNzT3TYGXnpBofH4y1yBONsq9zrDVJXBwmbqx2yovGU6kBSVRapBFLIpZlnFCnSSOEQ9NKAxnqqu/+O+VaawOsF9Tsx1oll1XmRIB6PMPBzWNQ6qk+ymrLU9DohMlCYOiKOJKv9lGevDLm9n5GXDdO8Jo2CI6p6rQmU8hYrAeyOCwIplvOWtjVJKP38dw/cmpSS915dYZJ5IUqBb8+FgWRWNKRRwFPbPaSUZPOK1X5MJw4IlGJ9mFA33l9LG7esRgug1w25ujV4RxUtLpzo/Mqv/Ar/zX/z37weY3lHxWsR+7uXfPj9DBsfRSzOu3OYczCtlknCc1dXSYL0NevoXDSJ66Uh3SSi1/E+QFVtaFoNjk4c0Ekkzkr6nQgQSAm39zNuHVRLTZr1QczasEsSeUPAThwQKkFtrHeEdn5i7yUhYcvEiUPFe6+uUFSaF29NWil/v/sddELedWXIU9sDpllDvxty56Dw9gql/6zX+gndWHE4nzzwnqSRwraAzAUoVkhaKwKBtR6PZEwrOIhPcPpJwLCfeOZGVmGMQylPge13VqkazWRWkdem9fSRdBLL/Az8w1mfU9VWqvppsFy4vZqv3+EGyrXVpvsf625RvPuGcygh6SbCqwYbt7zmu5OdBcj3oqGtZ0GFkWK97/Ec07xGSU1ZGYx78DWdFWv9gE4SkRUa5/zu+cpGwhc9vQZCsD6I2J9WvHyOak4gYWsYMa8tBp+sS3zrpp8GGF2fSzuoqg37kxLwFghpHJCEAUkUMBjEIKDQXmPGbyA8TkwFgjQK2RikrA1j9sYVYegrsUqc1jUCn+R0EkEYBJS1ZjTz3+9hP6LbDdHWUlQWhEC1iXekoNeN6MYB3SRkf1zSif3mQwUCUzukgqAtkUWhoBOHKCU9w7FNQtYHCY2xpImnZVfaG9D2ksBXJY5h6XTjllgk8HT3JPLnXOmF9Dv+GPerOneSkCc2uszyGqkkN3ZmzKuGbiTo9WMurXV475MrdFtX9E6imBfakyRqj4sadLyBaZIoIqlwaL85gVaMVBJHHmR9vyr6xkrKV75/i+evj7l1kDEvapwTbK3GPHN5SCcJGU2r5dyaxsFys/n0pT69TsQkq9DaEgR+I/nM5QFrx1pt74S4cKLzNV/zNfyzf/bP+LIv+zLi+J11Mx5VPAqxv04SnpIPf6OUkZch2h3u0un33nHexO4iSdy7LvfYXPGl2atbXcpKe1NIAUkccHs/54nNhPdfHfDS7TkvXJ97PIESraaGYF5qru/M+eJn19haSZal3ssbHRpjl+ysUElu7+dc2ewuVUWf3Oxx52DOwaSkaixx6OjECU9u9ri8ni6P9eXvWfdsrnayGHRCPv/KwQMxHxLYGMRoJygqf++kFKSxIo0CisCw0ouY5zUH82opCrjei1kZJAgBT1/qtxRZD0q8tNZhljUstIP3xsVSLRWn+eXPHT7wY//Qu1bp9xKiMGC9H/CJX73NvGx4Yr3rgarOq/xO84ZxVqHw91Brr98CbdsBv5AY4861MP8XH36Spy6v8p8+t8ut3Yy81kvqb1F5peJAgcdIeiVm306wBALyc1SONgeSMA15erPL6iBFCK+OXGpDU/tFcjpvLiRCCPA7PrDBl7x7m1sHXvgtjVS7GOqlmveXvqtLIC2ffnn8wCrVs1cGVNpxcy9rqxgBN/czQtUhjQSv7j24vTfshvQ6ka/SKIkSIISjm4Zsr6Y46+ixYBaBwPmqIpLNYczWWscv5lKSZd4SRbbtODiaEZTE+7wZGPYUq91wiUnppyGdMKAMPBakMY5AiFb0M6A2sNpP+Oov2ebmXs713Zn/7hrYXguIAs888gQFxWje0Akk/ZbQEAV+o3PnMGdjENNJgiWweG2Q+Mpt4I1vpQAVSFKlWnd2P1d5PzrBoBvSS0IGHfPAqvPawP+3vdbhQ8+tUWnDyrBDWdR0Yy814ZxbJhWX1zun2mD7o5x+GnEwq1jvx8s5QLVzwOHMawBtDu+/zm6spKwNfHVpmtVMWpsLL7NhT82ti81mURk2hv466sbT7nudkKe2+++oag48RKITxzE///M/zy/+4i/y5JNPnqKTCyH4e3/v7z2yAb7d4lGK/fnkQS8XKt9DPv8DeNGq0mLsZaWJI0lHKhCCvUmJbfQ9BQPzsuHOQcadw6JNCCSX1lIurXfPfP95XbfDMOTrvuwK/+I/vMz1nTlCgjMWoSTOQr8b8bUfukIYhpS1YTSrAUcUSpSUWOcoSu9rVNbmRKn31l5GEqulYKD/kke898kVpJTsjwt+7YU99kYFgQQZebPPvZH/eRoHy2PdOfAqp/1OSF1b7hwU9HsJK92I/dm90Zu9niJNEpzzwnULLE0oBVJKjyOQgjgOWHEsqfBxHFBpSyAkSajYXu1SN8bT9AOBtr7dZo1jY5igrfOl/KJ6YCVEAb1uzLCfIBFMC8P2egcxyplkBcZJrLE4KWhqTRoqwOGEREqH0IZK+wQvDrwImcM8sGemgKuX13jXlRVGswasYFJUGO1B1aN5RZ43NNYQRBLTOJTzLtRpGtBPQvL9B1O3tzeGCCk4mOTsT72WkxOOrKh9NUNKwlDiam+dsSD13y+6seDK1gqTucfDRIH/no6mJVHkndEPZxWHrXv8OWBn7I5LtlZ7PL09IK81dw58lTVpNZWEqO57nEDCSj9hfZj6Vojxth6LZPpdV4Zo49ifzMFCWTVEoW+fbg4TLq+nHM4qpvOaq5sdXt3NmM1rOp2QeuZxOu7YeIvSEkUecJ2mx4gDStHvhuzPSkxjCJVqWZeSvG68v1I/ZnOlw9WtPlc2uoxmNTuHOdYZ4ihACEdZWyZ5TRIGrPbjpYyCED5BubXn+H8/v0teWaq68ZYRt2c8dalHMEx8SydSrLamnPNce8kG61gbxjy53qebxF788wJV5zT2VaMgkKyudhmNMnS7uzlewR7Parpp4LFSxjKe1QRhwNWtPpOsZmdU0EtCosBbnOyMPFxgc7VDYzxg+34hhCCJAsJAsbniRQat48x5//Rm02/Gt9de347BmxkXTnTu3LnDl3/5ly//fbeA3KMWsns7xUV1Yu4Xp2W9vU3BwizuQXHRqtJi7NN5jcVxMCtbh2XJ1lqPvKiJg9Njz8uG//yFfV6+PaNs9BJM98qdGc9e7vOhd2+cOt9ZYzvuun08PvjuTf7jZ27zyp35qTG/+8kBH3z3JnnZsDcuSCLJeO4njcVxh72IlW7E3rigqDQbKynPXRnwyU/f4eXbs6WZ3dZayofevcHGiqeW/8ZL+7x4Y0zW6kksethxKJmXmmGbZC3KxvuTknHmP6crm122hhGfemH/vp+RFIJuLJjmUJZmafGgkoBB1/tg7U0KbwpamyWmOG4l6nuJP4d3zvZJ0KAb0UtDnHXcOcwZzY60gqLAPrDdY4CXb02JDwqUlPS7IevDhHle88qd4lQrKlb+d5w9SgwWUWl8G+EcYYC6rEkixZObPYx1jGclB9OKotQIKdgcxOyOC4raUFuvUROHimEnISvPB2D+wq0xkQqptfZ6LYHHcxRVQ2P88qnNxTR14iigrBp+4+WxpxIbgxSSfifgA8+s4YDDiZc1eOX25IGJk3OglCQMFdpawkCwPkiY5DXCOu6MigdmX0pKslLTSQxxpOilAWEY0TR+0/PkZo/PvXLArb2crPL6NoKGJIR+J0ZKwWRes94aSj5pBQdRwbRNCI/nrYt7JYU3c909LIgCRRIHWGuJQ0UvCRi3FhhlpZHKC1IO+r6V5hMw77H17OUB3Vhx8yBnPC+9Y3rbUr60mrA6SFpFZB+H04rDWcnBpKRuLNp5Z3rnHPO6YXvYZXM1ppdEVJVmNG/QxmExCCT7k5JBGnJ1u491vmX+qKAD96tgp0nA7mHOU1t9bu/PPcPU+grZsBtxaa2HktwTzLyI+8319wIUvyU6Bm9gXDjR+Qf/4B+8HuN4R8SjEvu7W9Y7iT2F8NZ+dsIs7l7xMFWlsjbsjkumRX3CtdchGGUlVeHZF9trneXYnXN8/tURn3nlEIHwujShpGoss7zhM68cksaKD71784Qf1UXG9i/+/Rf4ted9whDIIx0RbeHXnt/nX/z7L/A7P/gEe6OCybxCW1gfxkvQX1lbL4UvBHmlyUvNi7emdJKADzyzcsLH5sVbU9YGCVLCZ185YH9cghR0YtXidyx5ZSgKzWde3ueDz62fKBsfr049f33MndH98RjjmWbWyuQPekfXLKwHSO+OC27vZ1ggUuIIOF1b8qokDSuGvZiVfkISecbY/rjg1sEcISTDjk9SFkDla3cejBkCT/N/+lLP633kDZ/+wgF70xLnII0WQFvnE5k2j+mnEocjL9yJRbCX+HGdB7h8e1TwFcd2wb0k4MmtHpX2kvQ7Bxkbw5QoUuyMc6x2RMqf97wbLN04jPGVjSAQJKEXbGtyh9GQJIAAcwFR2MNZwyd+7SZhGLC5kqCUYzxrGM0rfv3Fg9ZQtWZWNCTxPYwWOcpdhIDVXkRe1JSN9yHyatw143l1LjsIwUJPSrLWj5d4kTgShIHiCzf3+M8vHVLVljj01GRjvY3DCzcnCCn4be/bZrUXsTMu2VhJiCPJZ66N7lmcyyrL/qRkb5IjleTKuqd3F5WnD8ZRQBA40lCilALhcEIsDW3BP3vdNMAJwfogZns18ZRw7ZjOa8rGErbU8LoxzLKaV3dmHM4q4kiiAomwEqG8xk1RGcbzgic2EyrdcNBu5KJYooTEWE9suH1YsLmaL53hH2UicK9jeY0wjZTwxFaPy9YtfcBkO5Bpru+b6LyWDsKCYfVbIS50lb/+67/OzZs3efrpp/miL/qi12tMb9t4FGJ/d8t6LyJNvFLmrb1saRZ3ljvtw1aVtLGMpgUWv5s4PuZuJ+ZmVjOaFSe+dHnZ8PnrY6yFS2tH+jVHujQFn391zHueXKGbRhceW57n/Ntfu4E2sNI7/WWdzBv+7a/d4CueW2V/6gF1GytH4yCATgz745L9aYXRhhdvzciKhie3eqeOt7i32ysxt/YLHI7V3tHxIimJwoDRtODWgU+s1gYpUkpW+8mJY93Zu381ZxHjyZznntr0qqwGpPIKtuN5wc5hhrXQSYOlfG8gQAhDUTuKxvGuQUzSTlbdRJLGit989RDnBE9s+KRUtWyp6pyS7tN5RhKuQ+i1jH7l8766t96LEC11tW4MlT4GinHuTImXOAzIz2mydfPWLvDcKVC8NZZZm0hur3YwztFLIu9AHwjKWnvPoXNEqSGNYNCNvIx/pcE5wkC14nmeaq4UpIFa+nw9KKZZyVe8/7KvIuQNcRRwtRdzaz/jV5/f48p6h6e3e7x46x70bOGT+IWAXhRIdic187L2OCVtyMqGpjkpdHivqDSksednz/IabT1YfaWXYE3Dv/vULZpW2dcLHDqUAhEJikpza3/O7//tT2KF8uDzQNA0NfPMj/9uXoIU3jk8yzW60dTam1f2Uw/Era1jpecp250kRAqP37p9UDBt8TPgq5Wybf8Nex3mhcYYS5RKVgcxh5MSox151XjfqEBwOK0IpZd+KBtL0iomdwmxtiSvLJN5ze39HKsNmysdrPMYFmsdpI6s0Fzfm2OtAcL2M3l0icBZx1JSLC0ptlZPb1x3R8V9tcseZQfhnR7n+hSn0yn/0//0P/GpT31qWcL/si/7Mn7sx36My5cvv95jfNvEoxDdu1vW++5Y7cfsj0smWX1qcYWHryotnK4X8uF3RxRKZllzItEZzWvG85q1Y2J+x2PYDRnNa0bzmm4aXXhsv/SZPbLSEt3jKY0CyErL//P5A7T21NKzQirhE7n5+e6tbU0Ju+nZO6E4CsiKxmt03CM++dnxPV87HoeF4YkWrCrjhSmoYZxpag3dWBIFvpKzgIR7boxfgLPCkMRH4ywbg5KqZUd5PZwFALI4p6nneO6p5dY4XtnNcbYVKbSOBVtd39Xb0YYzRQkXNPXzxAs7JwdorWNeVoymNfOyQTjnLQx6MZfWe1QLs0jhKC5QgYlCiTF+8a4WWi9h4O0ItBf6k+doGRwPocRS86jWdqmN1EtDdsfeTBO8PsqRRN2xykz7AyVAhQKphHeRHpUtoFi0INWA/BxJnQNGs4qt1YBZoVsxvYCtlYTnr0/Zn5YEgfAWAIHEGbdc/AMFs0Lz+Ztz3v/Uqtdn0Y5bB0cimAtHksX66do/LTDOGtaGjsm8wtkQYzxY3FhHP1atkrGvonYShXG+Ujrsee2sMJT0OiHTlu3oPdYMDZIrGz3WBzFPXxrQTUKu784oas1qL1qK3x2PbhqyPyo4nDVUlcfCFY3xwGTl5SAC1Sa+lWZ3VNLrnJ5XX48w1vvoJZEiKzVxeOSUXjXG47ECec+N8ZtlF/R2jHNd/V/5K3+Fz372s3zXd30XX/IlX8JLL73ET/7kT/L93//9/J2/83de7zG+beJRiP0dl/U+K6JIMs5akacz4mGrSkEr2NVoy1lNsUp7efHjvXFrPXZF3SPBUNILh9nWH+miYxvPPOAyuMfxg3aimuUN3U5A3RjyShMHcukkXmmLFII0VRjrjt1bR9P6/UjhRcgW91YKz1Ix5mh3dzyMNiglz/yMF1Ges8KgG0745Sgl6ChJXfvfXwi3OtdaP3ga3PL9jT35HNi2JODp4JZW5s+/dq4ReRBjUeqlq7UQfvGT0r92t2ghgAy8AvPddKWLaOD4+30a95UXDQeTikB67ErZaGIChv0YZL3U+jlv+HaXoKnd8no8AMotW6NC4LEh5wxn/HMYtGybxV5GSU+TX6Q0ceh1UxZfX2db2QDZMtWkp1CHSvoqVfv98Ymll1Uo7yNMdBw/o6Tg0rqvigSBYtCL2FpN+dy1g1aI0LdIpBBY5VBtthJI337eG+V88LkNuknALPN6NYtYJGmL50MeO3cceVr53riEokEowTCO6CQRpgX+i5ZZlEQSY44SJmPdkg2F8JpWx0MpD9RPomCpXu5Vjd2J+74cp3NLM17PyHRk2i6T2DDwAOqFRUL9Wg3PLhCBkvTTkCjwu4eiNlTNkReWc44kDk7MucfjzbILejvGuRKd/+v/+r/4X/6X/4Vv/dZvBeBrv/Zr2d7e5n/9X/9X8jyn0+k84Ai/NeJRiP0dl/VOk9MPeF17wOu91H0ftqoUKMnaMGY0rZhlDWms2h2PYTSvCIRkOIxOfOl6aUgah8zyhrXB2WrKnTik11ZGLjq2lX7sFxzjCM8ormjjNTHWBgmNccyzhlJ7Ou9y1ywEgzSi1w29qJ+STPOGprGtiZ9fZNIoIGzVU9cGKWu9mHFeMS8akkgtE6eyNmhoJeLvTftcW0m4cfhgzZQogrwyRIFEKoE1viKQxCGCiqb2QnbHURkn5mJHawbocAi0MThn27I8bXLqFVOjwLduHhS9juLSegcpBEWpeaHV0PFqsmK5nS+OIZPlQln4rhDy/CJ8W2v9M3FfYSC5dZjhLBzMa4yDlb5EG09f7nc8nuU8+Y6EZRvH33NJo3XrOO7tOxos1lxMOFApSVVrKiFaCr6vzhhLuxHw9yaMFGkc0mjjLTra5DEOFYH0lh7DbsS8tMxKjRN+517VBt1qJSVRQNm2DRd3fDFW2WYbPnlq9ZCEYGOYcLVt184zfYyJZQnckSDkIoSAThwynlX00oDx3GM+FrHIedrcbImRkgLW+imbw3TJkJq0gHgpZdvy8k+ENn6ztGAjLX7fu4jDM5f6rRGoT3zCQPr5KT9qda33Y/ppyLxoiAK5vO+LyEpNmgT00gCphBffDD1bEeEVkpUQjOcVUeQ1Zt6oCJRkdZAynpcY6zyWpv2yNMa22j7JPROdN8su6O0Y53Lt2tvb44u/+ItP/OyrvuqrMMZw+/bt12Vgb9dY4AtW///tvXmUJFd5p/3EHpFbZdZe1avU6m6BFmihlX2xzc54/NnHGI6NjD3igAzGFmIxI4MMNmbGwoAxwjCyGYPB7IsZfGaQxx4bWwaxG4R2qffac8/YI74/bmR2VVdWd1V3dXdV933OkXFnRWRG3Iy48eZ73/f3K1qiELYd9LQMVtNa3pX1rjb7d5FUmz7DZXtJHc1iulml9gqzftuNKOWMZVkl29QYGXAo5U2KeUN4trhCxKpSFK+NDDhL9isXLHaM5fHCmJYXZZ0MYgJteSLg2DFeoJwFBGs9tqddNkLeVglWeIAFkahLed6+MSaHhJLs+GCOUk78eizlTCYGc1imxuRwnq0jOYo5nf1TTVpehKEJ6XVD02h5EfunmpTyBrsmi+zaWhTtmpqC50e03QDPjzB18aC5ZFuJsT7r6l3+v6dNrvi3xWwdtMlZorvG92OiJCFnaVQKhlAVTsRDpPvwTETiYdH3ptJsB9SaPs220DzpPuSGStYi0z6FbcP9r5nj2XfxAJYh0uY7x/MYuirqhxTxIFU1oT2y+BKK4oTwuCyjroJpGhRP3iQIwI0/s21J3ddI2cY2NSGsputECcRRQssNCaJYhHaKQseLGKus7tzytlAZVjLTkJKjY+tCU0UIZCo9Ubw1/bjP2nvTRGgMdTOuLTekXDCPpcCShErJwjB0LENHRUXXVQxdIecIxd3BAQeFlIKtU8xsV4S2kliStBb5GWkqvYe+qgh7gxQwNHjCtjKDRZu928vs3joAiG7IckETWaW4m6UTGY6uN5cfJTimxrVPGKZStPDDBNeLqOSMnj6Spi5yFVEUNE1cdwVH5fKdJTpexPCAzc7xAtvHiuiaSsHRSbvZl0ypWNdUJofzS+azdJE3W3dpp7skdWwBV1Au2uzeOkCaimXbji/axoMoodEJSVJEMbatMzIglqRytk7BMRnIGZnqtFg6GyxajJbPzrIViPlwtGxTckwG8iYpIpuVkjKQNyk5JqPZPbDS/qcy11+IrCqjE0URprl0IhkYEDeO759ZX5rNyOlU7B+v9VIpWpimShAkmdqo0dN66cepZpUW7+f5EcWcgZJV/5umjqGwbD9VVbni4mEanZC5mkccCa2aJEkIopSJoTyXXzTUO9a1Hlsul+PZV23l7//9APVWiKnTy04EkVhOefZVWykUCuzZJnR5Wp2AoZJzzCW4E1AuWuzZWkbTNMoFCz1bFtAzvZooFhO5rqmUCya6rnPdEyaYq3lMLXTElJuKDpEoThgfzHHtpeOic2Sla6BQIm/CCcp4MHSolEsEUUrBMdBVhShJ6XgxedukXLSZqXpCR0PLMgTpsWUPU4dqO2CwYGHaBkGYUG165AyNYsFktu5Typu9rqsgMYGTF+oYdp44SbJrLmTvtgEeOFhnoeHj2FrP6mLxr3pN01BIMbS0Z1FhmeJa0FSDYzak/akUdAYqw8w3vGV1X5qqYpoqqZsSxzHNdoKqdHo+TaqqMlwpMN1YwD3JdDRUylFthzRcH8fUyDs2SargBa4oBE5VwnRtmsvjFRsrM4XN2wYoKVEQMV9zyTsGT7pkiNmax/0HapiGWK6oNv2eXH/eNtB1lSiKsR2TrcN5JocLzNQ9Otl16ukqhTCm1kyJ0wRDFauEi2NLJRXdSaoCY5UcpmUwULDYNlpAUZRe4eq2iTIXTZZ46FCDVifENsRyWxiL/XVV4dKdFSZHStimhh/GTA7nueziISzL5N/vmyKMhbJxnIiluSBKMXS4avcYbqj07mVN03rzWcsNGcgbaKpKnCQ0OxEDBWvJfJakUMoZdDz62iY4pk7eMXpLoqqq8pS9ozTdgP1TTdpehBdE6KqKosJo2SHvmBTzJhdNCPVn14sx9TSrw4IgiBgqi7b2E2nWnI7afT/6zbldXa8wTLAt/YQrAOfKLmgzctoVSheybs6JOJ2K/cWy3sfrs+zZenIdnVO1kDh+vyhJMFWNkYqDrSl9LSCGyw5Pu3yCBw5UmVpwCeIY2zTZNeSwZ1tl2bGu9dh+/hmXAPBP3ztEu+tHpIh25mdftbX39+6Y9Y4jijF1jcmRPHuz43D9CE3TuHLXEEfnO9RaYvLVNJWRsi2Wa1QNL4gZGrC5eHKAZicS+hYxaHpKwbG4eHKAoYET//JrexEXbx3koQMLfZeLLB22jpZEO7Iq9H+8OEbXVEbLNnGS4MwbTA4rVJs+fpQQxmJ5wTEVijmTBJG6b/sxbV8EahPDBfKWzsRQjrm6R7Xp0+yIiXm0bNLoGFRbKwcd5YJOEMTMVL3eNffsfVv4wcOz/MN3D1Jvhbi+0PsZKOiMD+aI4pT5hk8Up+R0lSTu1ksoxFk0VMrptDpR3zqhgqPyc9fuIIqTFeu+RE2UCqlKmIhlD+HMLFrELVNn+2iJR480eoHW8Qg7C43BARXP1zE0YSZpWxqTwwVIU9pBSLNzzClcQTzMV5rlBksm+/YMUyna3L+/ynzDxw/EcsmWkTy7tgxQKdp0/FjoMSGCatvUCALROtxyQ1RVpVwwhPBk3sQ0NMYqOQ5Ot9B1hbKpiwAp59NoiyXNdhDRlSnKxKJ7Gix7tpUZKTsMlcWDzvWjXuGqoas85dJxwihlaq6N183mKJCzNC6eHODZT96KY4kfa36YZDIFGs95ylZMQ+Xen07R8ZNeoipvKTzpkhGevGd0mV7X8nszwNQ1tvSZzzRVIWcbK9omFDKxwcXLMcNlh2c/eSv3H6jy+NEG9VZACgwOWIyWc8RJwkjZQVNFdmj/0RYNLxRF0prKQNnmqktHKBfsFetZ1kPtvh/Hz4dBttw0WLJX9d7nyi5os3HagY6MFs8MK+mzrJTJOZ5TzSodv59lakyMlajVOj3Fz9M91rUe288/4xJ+7imT/OtPZqk1fcpFi6ddNrKsNixn60wM5VFUjik0V/Lksk6ybvHeSNlheMCh5YaEWYdMt46o3hb1BIdnWzQ7IRNDDgMFs+d1lbM0mp2QA9NN9m6vnPDXVpykXDw5gOsHHK26xDEYhsZE2cQyTeIUBos2Bcdgy0ghq7IRNTDzLR9FURgbyjFYsqi2wp5wZCmn4wcxHT/movEiQUzv1+74oE3bFwHTdU8cpePHPdXkOAy5b3/thN9/Gqdc84QRyiVnyff4M1dv5+mXj/K9hxaotwMcSyNvaQwUHVQl5fCcS9sNcYMIzw+ZWXCZrXvompoVdkeMVhwMQo5UA4IwwTI1dk84FEulnl5Iv7qvJE1JE2GoSGZUOjqUw8yWacIoIc6K+PO2ge+HS+p1bA1MU2O4bHP9ZWOU8halnM6h2Q6modJo+bS9iInhPI8fbfBdfzYTZhRGllGYEKWpyJhktTsFRxEqwKaJkikN7xwvcniuTbMTsXvrABdPFAhj2D/VZGIox5Yhh+mqxyNH66JmytBEAKcJ1fMwTpmtukwvdBgfzDExmMMPYqoNXywtIUTzLt1W5tIdFQ7OtpmabeGHmTWKqpKzNXaODbBnW5kgSjk820JTVfSsi6uYE4HPxGCOfXtGmR5u0XJDWm5IkqpcMpFn17bBng1Av4LXp105yVWXVPjho3UanQBdhZ99yiSVcnHFe1ncmznhoxbFWLrGeMXp3Zu972pRQ0c/24RaM6BSXL4cM1x2eGrJ4rKLBjOXc8jbQojwwHSLIIqpZZ5wo4MOpdBE0xQKlkExZzA84JCmSt96ltVo1ZROUK93Mk5Xs+dCE/87FVYd6Lzzne+kUDimPdLN5Nx2223k88f0Xi50C4j1pJ8+y0blmAS5uNFOdpOtNeNl2zZXXzrWC6Rse+lS6uLJaHjAEb46UVYjFcbsHC8uKd4zdK3XRdY93jCKs7/HPJqZeVq66PDoBiEKIhh69Eid7WOi5ipJkmVBXs7S0FWVWiegkLPY5VgoKOimRhSIX9eVgs2uLQOEUSJMVOMEQ9MYKtmU8iY/eGCOWjPANnWGSnavINr1I+qdkCRNmWv4oIhW7DCKSZMYRRMWGJBlfrIHxcGjHWGseALcIKbthmwZLS37Hi3LYt+e0Uy0MOLAdBNDV0lT0Zpv6ir1KZ+F7Bd1pWRTLhjiYXO0RS30KTk65YJNGKVYpopuWLTagaixCCIGcibbR3M8eKhOK1u28cOIMI4xNYU4UikXRf1VveWjZ+7cM3WPVieg44fLarqCGNSsHqVSsqkUbdI0ZaTiCNNFx0TXNVqdCDO7JqI4wQtSDFUl1RTUNCVVUhRVpHcG8w7DZYswUmi2Q5qdgFLepJSz2DFWYse4CBSiJKLlhXh+9vB1dDpemLW3ayRATIqm61imwlzd5dEjdZ64s0IhZ7JzvEgxZ1Bvh/hBhG0Y7N1RxtBV6u2IquWjaCKLpmoKhqrR8UNcP6ZctHr3wULDZ67ukbM1SnmhvbRzvMhAwaQTxCzUXJIELt81yI7xUi8T0K/g1fMjZhth1o2noqnQcGOGKvS9pxdbyxTzBgOKSZKmIosZJktqFxcvx8zXXcIocy5XVAwdcra54nJMv/kyTVOmFzo8frRBkqQkifCfciw9q+mJGSo7hGHCYGl5PcxqtWqKK9RMrpbT1ey5kMT/ToVVjcw111wDLF+m6ve6XMraGJxqqvX4/UxDoxMm2Hr/pavT+azVcjI7jNVORtvHCpRyBlMLHZIkodYOexYQ5byBqqrZUkzCdNXDCyJmqiEdL+q1oedsnVLeYLrq0fbE3/od2+RwjlJOZ6GZ0mgHIrOhgBolBEFMkqYU86I2o1fEmx6bvMsFkaY/uhBkk29XDlcs3bl+jErKgekmfnTMosKxdCp5k1Le4pFDdXRdBDyQ8ujh2klbzIMY7j9QRdG0Jd8jsOQ7juOUalPUkHTralwv5PBcmyiOcSyDKBIFyikpMSm1ZsBcfWmN0ONTbSpFg+1jAzx8uMFA3mKw5DCQd5mpdjLH9JiWG6Kk4iG4d0cZyzL58SOzveOJwoRmJ+hbuJ4gOpdqLVG0rSpKb1lkvu6hqUrW6RRSa3pCUypIyDuaCCKjBF2DIFIIQrFMNN/s0AkiKiWLuUbCg4dqlByTkYqz5EEcxQkLdV8YPBZMZqodOp1I1Hv4scg+AO2OqKkQKso+9VZAIWdiWzqTwwWGB2LmGz55WxTI3/OTGR6fahBFcdY5qIigjJT5ZsBco8O2sbzw3jI0xgZz1Fo+R+c6FHPmsUBBAV3XiLPaGMtY3qSwWDLD8yO+/9AsDx2u43qZD5+mMlv1uPKSDk+/cnLJPd+zlmkHJEnCVHXpPRdEyTJRu5wt6tV+/GiVmaq7xKblqZeNr3lO6coyFG2Tth/S9oTxL6noUmx1QkbLTt8Aai1aNZKNy6oCHWn7sLk4VVnwfvslKczWPeIg7GvqeaqftdrCvtXYYeQzDYyTTUZ+KJZGpqsd5qouqgqKqpAmKUdnYbjicMmWAfwwotr0qDU8ojTFNrTMfgEaHZ+OG1Au2UwvdDg406bR8lCErC5xrHJwusHR+Q4oCiXHoNrys/qMFEOLUZWUgZwoij4w3cTQNEp5o/fru9YKqLZ8Rio2LU90vsVJmmnjgO9HpCR4gXD0NjSl1/bdbAc02wFjgymjFQddUbIwRyFYpQCeF0ZZq27KQsNjoSna5BWU3ncchDH7p3x++PA8hZxoy411kX3xfBGYVApWr3C52vD72kCkCAsF22xTKUxiGioLjRBDVxkoWARRQhSqWcCUuWSHKU23nWkVpeiqSqKlnEj4OQGqjYDHjtY5NNtB00QWqpQX/keH51qoikKpYDNUtKm2ApHh0xSSOMELUzHWugigLUsjCBIWGh7FnJV1cS1HCHHGPSHOKE7xMjXcroZNV4vGC2KSOMa0NOaaHiMVp5dd6niR0JxJEo7Me0wttPC8kCTLMqIqxEmCFwodqMenmlyytcxAXgT+igKTwzkOTLeYWXBxbI3ZqocfxuiGTqVgMlRylmVZFmdYFuoejxyu8aNH5kX3l6GTL2roqk69E/BvP57GNnWe8aTJ3r3sBTGzdZe5ukuzE4ofwooCaUi95VPMGWjaUmuZg9NN/u0nUzQ7AeNDTs/epN4K+LefTOFYOtvGiqu7loOYME65aKJIy41Qmyr1lkutFaOpYm6wTI2JodyyeSpNhfVG2w0xdbPnNbeY47Vq0lRkXDfLEtJ6F1hvVGSu6zzjVGXBV9xPVykVHR4/7C3b71Q/a7UZoNXaYVx+0eCqhLOiOGGu7tLxQsIkxfeFjxCIdumOFzJXdxnIC1XWdhAzkDOJ4mOCbbYhJnVaHgemGxycaVNv+tQ7AVEiWqoHciaOrYv6glTUBrmeaHvVVVXUDmQTYhAmjFaO1Rp1x+7IXAfbNNi7tcSRhQ6uLxR8dVVBszWopSSJ0MoJlogGKoRxzELDZevIFop5uzeJLVTrq7qGGi2fQ7NtIVxmaczVPSxDY8/2cu97NHSVFLGMoShCeNF1Q1xfjLOSKkKvKEoJo+ikXlczVRfX88k7RZI0hVRh99YBCo5BFKdi6aXW4fB8mx88MoPvJySpsBUo5gx8/+TdZHEKrbbPYElHQWWm6rJtJE8UiWAsJaXjeWi6Rt7WcAOFlhcShkI2wdBFZ1McJQSKQsE26PgiurpkS4mBgk2tufSa17P6myAWQpwKKWEobCb0rMOG7CrUVEVoy8RQyesikM2KS8tFCz+IcP0YXVeoZkudjpV1McUxoKIqKVEUM1/zaLthL9ABKDgmwwMOxZzBobkOC3VXFGMrCmoK1ZbIGB2fZekWvD52pM5PHq8ShAmDJWvR8q/QOzoy1+a7D8xw1e4hCnmxhBTFCVPzbRYaHoYhDDx7PnRhzHzdJU1TLt1eEd9RHPO9B2dpdUJ2jB8LZmxTyFkcmG7x/YdmmRzOnbDrsfedZzVG5YJJMWdltUoBIOQw2p2IJHFpdUIGS8eKortz1FzdY6raodb2GcibDBYtLFME+t331hRR29NyQx4/2qTa9M9IZnu9OdOZ+I2EDHTOM05VFvxk+3WVQxfvdyqftZYM0GrtMNpetCrhrDCKefhwA9ePKeZ0BjWzJ2YXxokw9jzc4OLJIlEiRPg6vqjbEG3z4t9Kpqr84KEGczWXIE5EUWPWxj3X8lFaAUksMjFxmmZ6PQoJKi03IAhjSFdeVy/mdOZqwuxvqJxjvuERhjGGodHq+DxyuJHJiaRLir7jRHTCuH7MXMNnuHIsQGy6q8vo+FFKMacTRaKbaqHhM1gS2ZXu0kbLi3rLK24QYmdywqIOIutWihNUNV2iqLsSUQIPH2lSKuRoe0JBvJO5zVuGRhQl3H/AJwwTHNNAV4U6dTeA9FbppzVT8xgfLhElmVN5IoqdxXJVjKYrWKaCG6goxBRMg0bko5KJJ2c1XYau0vHFslEUpcL5XFl6zdumRhQn5ByDRtvP6rjinhJMN8hRe1k3EUilwNCAw8WTA70gNU1THj7cIO/oLDQ7uFkLtaijStE0ocWk6wpxouCFMd5x63hRnJCzDcaHxDKWHwgdmaEBB9cPSaKERitAVZVlWZacbaCoEEYxwwM2ecdAVRUW//YfKJgsNH0OzrZ5QhbohFHMfCOAFAqLCo91TaGg6SwEEQsNkT3rfj/TVZfBUv97frBkMbXgMlPzmBjK991mMYtrjDpexMOHGrh+RLlgYZkqbTei1vL5wcPz5GyD4bKzZI4q5oRtRrUphFQb7UBcj1m9T8cLGRvM0ewEzDYDFpoejqmtyVzzXHA6ZqCbERnonGecqiz46vZLluy31s9aawZotXYYisKqrDeiOGGm5mJoCkVnafGgDcSxz0zdZWzQRkfUPBi6SpImpJEooTF1FSXzQDg61yZNU4bLxzIytgW2pXN4pkHbS8g5KkOlnLABUFIsTcMybebrnlCcVvvXtOUsI7PkSNkykmek4vSKiu9/fIEoU3TO2Xq3dAcUSBOFMEyEDs5xfdarLZ/ryurrukLeMZhe6ND2QqLsYZQkKR1XtOYbhoJtCpVo1w/QVJGl0HWFNIY4UVbtGVVrusTZA8RxNNpu3Csgnap2MHWVyeEc8w2fIHvE5iwd14+pNk+uQg3Qcn2CKKaUM3FsGz+IabkRhZyRBSQBUSSW6YZKDk03AFcI8WmqQhiLNn9VEUagqaoSxjF+FlR0r/mWGzC9EFFvB3TcsKdr4npCqThWshZ8VRGif2qm9K0K1fP0uCC45Wa1UYkQDY3iJLNOiMTDXFd7bflJIsQDj1+A6N4HuqbS7ESkidCGmqm5uG4AmeUAKaT15V5ffihK8h2rv9qurokuLW+RDUiciGyfsYI6r6oqxGnamyO8QBiYGrqo31EVZYkFjG0J1+/V1sR0a4zm6y6H59q4fsTIYlFABbaOFPCDiAcP1agUzWVz1FDJxg8TWp2A+bqLaeqMVYQxaN4xUFL4j0fmGRrMM1iye5IKG9Vc80I0A5WBznnGqcqCn8p+a91nrRmg1dphWIZGKWeeVDhroekThDGFFUxILUOj2hLy86atoRvigbPYrFJFwTRUPD/C9UNKKxgAmpZOyxO//lRFSP8rqij89P2QgmNk9QsBA32kg+MkYXDAwtBES21XJj+KE5FVUsT4i4eagqJ2fZNSVC3LPiBMK3sS+sbqpAnMRUXnmirE35rtgCPzHUAsl7U6AS03oOBYGLb4DoJIRdc1FERmR4FeV9Zq6PjiOFVVwfcTocKcLQnUWkH2kFZQVFW81vCxTGEAOVtfndFENzPXXSoKo4QgTEStiKqQJKJzzrHUnsrwXM0VmZJQGKUmKaShEJ6xTE3YKWQParHMmXB4tt3rsto+XugtcaqaeFgbcUoQitbpIAUtSdEy9WDT0EQr/SLEsaYcnq0z3/Ayt/CIsB2haKLrxtBVUZCcgq2L90iSdNl94IcxTTfA92M0Q6VSdFBsnTAUDulpLDKcxwc65byJZWi03JhKsV93lfDDKy/qQFIUoYAcxyktL1xU75Z5T+katnasuy9NwAsTpuZdTEPcM7ahCfsWXcXzRWHyatV+uzVGM7UOR+Y7lHIGaRZYeaEwAS3mTfJ2ylzNY6bmLZujbEtnYsjhwY6wHwmihCCKKRcsBosWiqJw/4EqpZJNmi4/ro1mrnkhmoGubuaTbBpOxwLiRPu13HDZfmv9rGMZoP6X3fFZo8V2GGmaEkQxXhCL9H+aLrHDWI31hmWIegk/7J9hCDLtnZGyxVDRQVMVKkWTnC1qC3K2TrlooqmibVtXVNKVVHTjBAWRAbJMnVTJDCQBy9IpWBqGqtBewVK87UaMDDjs3jqw7Jy2j+bJO3qvSStOEqJIZHG6LfCmrhDHMQdmWhycaXFgprWiM/3xjFWOBW+GrhKnQsW244aYukbBybyDVJX5uoumiF/zmqoK7yBN2CvEKXS8Y6J2J6NoC6PUvK0LFXBbWCKEUZIVv6p4oai3KOWtrMNT/OJfyfvteIZKDgoKbS9ipuqSpuIcXT9itu7ihzFBKAJ0EdTEKCh4nij81jRRh6UoCn6c0myLNut89kBodYQ2U5KkVEoWpiG8rbaPFtgyWhDBu6oRpymmqWKZQkfH0NVsSSShlDOXfAcAlqHSdn32T7UIoxTT1LL6r666b0oQxEI1WVcZG85j6Vrf+0BTRdbPDWOhyK2rvXqigm3gBjFhlCz7MbRtNM+WkTwdP8QLop6RZlduoOOHbBnNs2302JJSztKpFISRcd42xBKSL96/YBs4pkalYJGzRNt9xw/IWTptL8LOJBo6fpwVh4s2+fFBZ01WDTnbYLSSw9BVVBXafoQbCFXqgbyJqQvl7TBOssLc5XOUqqo4lsaOsSJDJZvJoTwTQzlsS2j1mIaG64tr53j6ZcPPJWudh88Hzo9wTdJjPSwgFu8XJ6Jrwu6z31o/a60ZoK4dxmzN5aePVzOBNYhjCMKYkbKzRD7+ZMJZedtgtOwwXe3Q9iIsQ+sVRvphTBjHjA/mGCjYXLJlgJ8EMW0/Fp48mT1Dy43I2ybjQzmhVhwm2S9VFU0RaXgvTEBT0XUFQ9dRVTAyF3FT14ijCBSVfN6gmLNOOHY5W2h+LNbpiWObHeMlHjvaEGOmKaikJIhlItPQep1otmViGOLB1vFj4Z91AvNLSwfHFjoncSxqklRFwbZFu3n329c0lXLeIgxFl1gxs7AwDZWOJ1rxiwWDcsFE01jWVt6PSskhjMTSTt4xUBEZFz1bh+laoJi6hqbHlIomfpDg+XE2aZ88oto6UsS2NcIoodEOGSxaOJbGwek2KQkjAw6uGonMQqacqxsqkS8stnVVJVWFk7x4YKSZs7zoLFNUBV3TKBxnDmlbOhOmhqkrHJx28ebj3nelat0W+KjXRm0aS6dmL4gzLZ0kM6EVPzBSMgNXFXRNw9CEL9RFEwWeeNEgKcqy+yBOUnRDw07FcoxhaFmdkshy2JbIzB3/oNN1nWdeOUmt6VNtioBE1yGKoONHDBZtnnnFJPqipWzH0tk6UuDBQzUsXaNgG3R9YcMowY9ito0WsE2NA9MiiNu3e4hv3z/L9IJLKW9iGQr1VsBCw2OkYrNv98iqCpEXM5A3GS7ZKIAfRnSCmChKCcIY144wdQ1DE8rJ/eaoJElJUwXLECZfwjn92Lxm6KooUE5T9OMWDTeaueaFaAYqA53zkPWygIgTUYi7dSKPrTl9dXS6+0wvdDLRuzgTvbMYG1zasnm8JsfxdGsIFmeNcrbwe2l7IX4QZ14+CjlHz85l6SV8IuEsx9K5eHJA/KKME7wwXmLBVMwJe4dywWLXlgHiJOHofIeFhk8nSdBVlfGKw8RQjl2TJdpeyONHmuQsAz+ICFLRAl6wDOIgolIUHVudTkQrCDN1XzGZhlHCJVsGuHrvMAvNYMXvqV9nRMEW6rhBEFNr+pmjeoqWGSWaRmZumjeZrnWIM9frUt7CcQz85sp92IWcSZLAQt1D11Vylo5t6ExszeOYmlj+i1IMTWFiOE8xJ45RaBJFoJCZUOqgqERRgm2ePNtiqMJ80QuEl9glWwZodgJhqRCK67DdFsXP802PZifzMzKgEURMDucJghb1E1iYDxZ0to/liRKFuZon1KITUXOTd3QqJYuOF+J64lf90IDNXE1k5ixDLJmFmUyAlin1xmlKHKW03YiLJvPkHIPDs62+v5a716ZpqJTyJkEgdHRCUlQU8llQq2vqsoKqthdSbXqUiwakCtWWj21qJLHofkvSFFSFct5ioGihKiKwyfe513VNpeQY+JqCoiv4kbClIDMSJQXL1Pu6Zu/ZXuFlwL/9+ChHFzp4gcgMXLK1xFMvm2BP1j21+Jx3jBdxA5FBWyxxoCiwbVSYfvph0ltOqZQsrr0UfnqgxkLDp9kRdXiVgskzrphYdWv5YgbyJqW8yU8eWxDBWQzdfvFmR9RlXXbxIKNlUbd1/BylqgqqCi036mXqupiGhm3otIMYrU9NS7957VxyKvPwZkcGOucpZ9MCYgnpyu+/1gxQt2jONnWuv2yclhsSZb+yC45BvRWsqWhu8aQ7veASxsJpWsl+kY1VHLaPFVFVtXecg0WLME6PqbNqCjnHZGK4wNMun6DWCmh2AuFPpCsEmZHo8GCeiyYK3POTGRotF8tShd5LkjBXC3BsgyfsqFAq2BTzVt/vaaXOiHo7pJS3uGiyxELdFQab2fGpqtDMGak4WJbBlpwlHKoTqDY6pJGonVGVpRUt3QqXIBRLEMWcRRSn1Fq+WKpzDKarLvN1jzBJMFSVUkEsS7p+hGNrJInKgBehKQppCgVHR1NBCzVyZkAnWPn62TFZ4uKtg4wP5nrv2eyILJCqKowULRbqHodnW8J3ydTwPXHd5ByDJ18ywuRQkX/8/iG8cHnK3dJh97YKQSxqgLaPC0+wekdcU/WWkE9wA1F/4boR9bYQF4xi8UBUkgTH1jAN8Zs9iiJUVcMyNYbKNjvGi3hBfMJfy21P+BkJ+wixVNUNRHU1Wz7xI9p+RG5RwbwfJvhhwmBBWIdYhkZ+ME+UxARBih9FxFHClrEC45UcbV84eff7UaNrKoMDFtWG+OIHijaurRNFIsuhqgqVktU30AER7Fw8WeTQbEd8hqWzdSS3JJOzmJxtcOn2CuW8xVS1fcyeZTDPePZjqFts3W1sGBvKM1x2hM9bGGNqwqRzfKjQ9zNORjfIbPshflNYUKiaQhKnwpLC1MiZ+pJ7f/EcRZqSxClRkmR1OYvfGwxDYdCxablZpmsDm2teiGagMtA5jzlVWfDF+3XX71di8cP4eNE7N4iXtSmuJdu0uGhOVRVKx8msn0rRXHfSrRQskYHKvK6GBmzGFn3+8ZkqYpZlqrq/Xv/1P45wZL5DLVta2j5a4IbLxjgy32GoaFJTUtpujEuUeVUZlPKieDpJkmz9f+nxn7wzAi7ZMkCr4nB4rtN7eAyVLOqdEMcyhAu0H+EHWRcUomvI0EXRZ5yIJRMV0HSxHBXF0PFDSjkL0hRNUWgHIfftXyBNhV6KZar4QcJ8XbRMJ1GEZQltEddLSJQIQzOy8xBBlWEoKxqnG6poPe5mQTpeyP7pVu+a0jWLIEyoFCy8KMuCxOD6ERPDOQqOiaErwoF6vMjj0w3C8FhSxDZg61iRbaMFhrJf40KfJyGIU+qtgEY7wvMTNE3UVfkaBD4kSkyaJli6hpLV7YRhjG5oFHJWL0DMZ+J6i38tG7q6zKup0Q7RVYWxikOSprS9GE0V10De1oRqsxctqyOzDFG/5Icxhi7kDoT1l4qqxihpKuwYFOVEvzXEeJgaIwMOcSzc4GeqLrWGK7rahnIYhs7IgHPCX/S6rrNzonTiDzoORQFT11EUkfVdfJj9llM0Te0ZfgZhjBcsrxtaLW5mKSGWWMXnRLEI+kUmTWO+4eJmwWG/OWrHeJGOL7SMVFVZEhyUCxa7dw5z+Gg909HZ2OaaF5oZqAx0JKfMqbYprjbbdKqt8icjZxvsnCgxPrSGbNcKT4/Bks2uyRJpqvR+3V48UUTTVPZPt1E1lSCIhNR/AokmHmxlzWb/VIvaLn+JUFmX1XRG1NsBQwMOqqr1jBLztkatHRKEEQ8f7tDshL0HredHvfboxSRAEIESiWApjkTht6FrDOR1Dkw3afsxe7cNEMUpYaa+q6kwtdAiScAyNfHrOBQPgWJOpZg3KNgmcRywf2rl+pkwgf1HGxycqjJfd2i7IaqqMD4k2vb9ICaIEnaMF4XTt6YyWLaZmmllgnwa1abPfMNDUTSKjk5LiUgyR27TEDYYjx5pEqfiQd9yRQ3QQMHg0SN1On5IpWTS9oQpqYJCKS8CFhB1Cyqq0MxRwEhTNFJioJK3sAy1Z8MhOvw8HthfJViUBTU0RRjD2sKPytS1zE4jQUMELX4ssqjWcR1y3fqymWqHBNEaPl/zsrqslCROsCyNhUZA24vYOpInt0Lw3z3GBw9W+Y9H52m6EUEQoaoKB6aaPGn3MFfuGjrh/bAWRd3lP4asZT+GHEs/o8spbS9kpuZSdEy2jJiimDoWxeW2qdNoBUxXXdpemLmn95+jXD/qGxxMjOQZG8xhkDA8YK8pi36uuJDMQGWgcx5zpuW9T6dNURxb1CuwtYzlmaPFv/K6DtkdLyJn62wZdkhSZVnR3GrP+WSf352cW22PhhsRZg/+JI56k3PHi/jXHx9ler5FGKekJLhByv0Hqjw+3WL/dJO5apu2fywQCyPwmjF+UCcMhVVCwda4/2BDLIHlTC7dViJOlF6QF4aR0AAJYhxTY8twnigSOj5DJWHQaBoqigLNTsh8vUOjE/aWkJKsBqTlBsuCnCVjgmjtXWh4eIEo8J3SFRpuiK7AgakGUSqEAFEUpuabeH5CQopj6pimcKYWis8RcZhijWu0vAT3BPYMAA034uiCx8SQxtR8h0LOJGcpTFeFj1bLDdgy5NDsBExXPQYWbBQlxTEU2q5KtRWI7FvdpeEuPUkvSOgEDSaGCuyaLKGicHi2jWWo5JwSjcyiQ1XinpBfEqc0g4AoEWacbpBmYc2x92x2IkxDYbBgcXiuQxTT8wXzg5jZmks981NDVTAUhUrRJowSjtY8ojgiCEUwr+saRUfDtiz2bCstq61xLJ1LtpR6Wi71tke9FYhjTUVWLkwSphZaOJbOjrECaZrScsNl90Gapjx6pMZ3HphmoRFgZjVUUZQwU3f5/kNz7BwvLau36d5bTTdkttriyJxLx4/J2ToXjReYHF5uEbP4x1C5aBJEorNJVRXKRZNas7v8XFy2nKKpKh0/pNmJcCyNkbJ9ysFXd+kvX9AhUyjXlLRnnWIaKu3W0kxav4x4v+DAMlTiFJqdoCcUuZZ59lzaMFwoZqDn/xleoJwNee9TzbiczKSzS3cZ4PsPzvDAgRoLLV/8+tVUBgsWe7eX2bdntPcrr+OFx4qiu0tSfYqi52ouDxyoMrXgEkQxpq4xPuiwd3tliUno/fvneehgnWor6H1upWCye9sAtqnx+NE6D+yv0sgmuK7xp21q6BocnXNZoZOdtp8yNd/iRw9N86nH6yzUfaIkRlc1BgcsnnHlJMW8xf37q/zo4bklx1AumGwfK5CmCkEc03bj3t/yltDd6fprBWHSU+KNV9nnfWCqjWFpqCgYGqAqOLrGgpISBqLPJ4pi2p7I7OiaQtPrKkYL24swhKm6R8PziaOTZ9ziBH7w0BQLzUGiOOHQbJN//H4HNxA1LHGS8B0SVFUBVHS1QZKCoqQU8xaOoXJktoW/win6IcxWOzRdn4IiMjBukPDggQUWmj5xIqwZ0sxV28+ycFGcntC+IsjqgSxDodr0aXuivfyhQzVmqi5tT1hihFlAHWVF7fM1F3fJuMTMN6DkhDzpksFlmQtFURgecEhJmWsIQ1l/0f4xELoxrhdTyOkcnG1z3+NVdF1dZs56ZLbJ3//7AaarHqamEkagkKAoQqxwvu7xzz86wsWTxV7dTXc+mal5/PjROfZPNQhC0QGmazo/fEjnSbuGedqVE32XnzUNjs4L4ckkE7vM2waFRT+GFi+nzNZdFuqiPscyVXTNYbbm9Swpjudk81136a/lhrhZEXg3A9fVp+qXSevH4uCg44UcmG7R9iMcp4PrBuQtfdXz7IVkw3AukYHOecjZkvc+lTbF1Zh0doMdRVGYqXb49/um6XgRjiUM+KIo5fBcm2rLZ8tIgZ0TJTpeyP0HhNtx98GeAnN1l2rL59LtFXK2wVzN5V9/fDTrulFRVYWOH3L/AZ+5hsfTLp8g7xj88OFZvvvAHH6mNWIZOn6YMlsXgmJBmHBkvsNUtQMoOJbWa0Hv+DFeEKwY5HRpeinf+M4hVFWnmDexTQMvSJlecPnaPY9z8USRh480ieNk6THUPI7OtRkZzDFRyVPMG1iGgR8mTFc7TFc7dDzRFq7rWq8YeZUOEKgKFC2dKDM19IKUphpSLlkU88KEsdEJaHlCQC2NUyxLiCn6QcpinTlTU2ivItABUFKdnKXzk8fmmWt4KCgMFExMR2G+7mVZoZSclZB3LOot0XLvhy5DJWPFIKdL208wdVH0q+qiI6na8kkRWaowFr5Frh/g+iJgW83v6scONwiilNGKxdRcm/94bJ6jcx1SRRRkh2GMm4kTHp13abv+cUHOMRpuxL33z/CMK7eQWySSmaYpB2ea1NsBlq71bQxQEX5e9XbEg/urXHHRIOWC3bv3u+as0wsdZuuuKLBNwVDE3rqeLYMlKY9PNTk40+aiyYHefOL5EfuP1HnoUI04SjFtDcdQ0BSNeivgX388hWVqS0w948wmoZMVYTumjq6Jz2l0AlwvIu8YvR9DOdtgpCyK4Et5g0IuR97WieJ0xflrNfNd3hZSB48faaBqCnlbCJKGcUq15ZPEKRdNLs+knYglS3IFk0rJJo3jVc+zF5oNw7lECgaeZxxfN2MaIg1qGhqVkoUfxJlQ2umLQa1VMPB4k07H1lEUYdA5OZKn7YY8eKhGkplUhmHIv/7HUYJAqJCamVaNaaiUCxZBEPNvPz5KEATsn2pycKYlHLYtnVLeIG/pKChCMG+6SRzH/Mejcxydb5OzdfK2QdExyNsGOVvn6HybHz82j+t6/OjRBbwgZrQiskGapveEx7wg5sePznNguk6aQLlgZpo8ol6kXDBZpfUSTS9lYjgvhNs0nYJjMDGcp+X6/ODhWfwgpFwwhRmiqmGbIijyw5j5mku5qPdS3bapUcy+jyiGnGMsETtcLX4Cqi5+ARcdMdFGCeQtIX5n6jr6Yj0lQFOEuu3xl5Vp6CdcLlvMkXkXU0tpu6Ld1zJERxMpS0QHg7BbC6SSd4Sr9Mz86gZ8/9EqaQqlgollaegqaAilXk1RCMIwM9MUNTXxKm6TMIWj0/OZqGXEY0eb+GHCcMnG0DViwDH17JoNe0uZonKIXhdc1+ngsSMt5uaXGrB2vJAHDtZQFZXBktHTQtJU8Z+qiGJfSxdvUmsHtF2/d++Xi5bIlGT3vpspT9u2hmmKayNNhcCfoqa0O8K3afF8YpsqDxyuEccJwxWHkmOSpqKLbWzQIYwSvvPADG3X7x23qkCjE9LxI0o5EyNrbjB0lVLOxA0imp2Q7m+hNBWBfJqSyReYqKq64vy12vnOMkQ21jRVbFPPNINEQbJt6pimuqYaoH6fq65hnj2b87RkAwQ68/Pz3HrrrVx//fXs27ePm266iYcffnhV+/7d3/0de/fu5dChQ2f4KDcPa6mbOV26RY2WKQqPg1B4EwVhTLXhL2tTXK1JZ70tHlqPHGkyveCSc0yKOYOCI/yICo5BMWeQc0ym5l3u21/j0GwLXRUFsLouHiG6nv1bVTk402JqocOB6RaOoZO39Z6Hjp79wnMMnf1TTX56oE6zFZB3+v+a6orx+UGCtQqNmBOOIYhf1tkyYJIIHy3L1PEC8QvXNHSh95KpH2uq0OOJkpRae2nxixCRI7NPEK+dylSZIjqzwkWZh2ZHLMMkabokABAZkVQYHR6XBYnWUCgeA7N1odNj6kJQLgpF3VOciMlKVUTQ1fFi0ZKtKeQsjRNoIC7hyFyAY2VK3Zm3lG3rJIDrRfhR2usUW0uR+48ea3J0vsPj0y1anQCUVCxbRaK1Tc2e5NGigVMWBSiKIv4NYjy/ed/ckvevtgJqrYBy3qDeOfadq8qx/1J6lmdECRxdcHvbBWHc09vxw1h0+y36ptRMODNJQFNU4kSMz+L5ZLrq0miHS7Ieuia8vpIEBvIGC82AAzOdJccu+v3658aO2ZkK1jp/rXb7RiekkDPZOV6ilDPE/W6KeaCUM9g5XiLvGCuqph/P6c6zZ3OelmyApavXvva1qKrKxz72MXK5HB/4wAe48cYb+cY3voHjLO9G6XL48GFuv/32s3ikm4Mz1am0EmtpU1ytSWe3U6Xa9AnimKG8DoqCelyBnmOrLDRCZmseLS9icAUPq7yjU20FzDVESnh0oL98fN7RxdKUG5KQoq1guKmq6bG6l1UuB61ESmZkGCd0H1O6pqJldhF6ZtyZJELyX1XAj2J0Xe3V4Cx9P3HMiiKCIUPTese6FpJ4qbO2guheiuKEJAQlSVERHVsA4QrXU+ME4oT9mG/4RIkwgUwV8MK495BWEF0yaSQCB8sQqtOrNtMC4lQ4fAO4QUTRMTB1hYJtkFowU++IlntFSCtEJ9D+WXKenZBGJ0DNlIhVRM1PiCgG73a+RclSwbzF/7/4QSDOpX1c9XaSJMdMOxedb/ftuvYicfa9xCy9Nrv3u6IolHIGpqESRindO6F7KKIgXagjDw9YS+aTIBLHoC+qY1EVhTgVIoq6oZC0Rf1L7/hSKOZM2l5Isx3iWMfUyF0/xrKEWnL38lnr/LXa7YNI6G/tmixRbfqZwKXwzSrnDcoFCz9ave3B6c6zZ3uevtA5p4FOtVpl69atvPa1r2X37t0AvO51r+M//af/xEMPPcSVV17Zd78kSbj11lu57LLL+Pd///ezecgbnnMh773aNsXVmnR2fYscS0dTVIIwxehzpYZhiqao2IZGy4tO+jTXMo8iIdNOlp3IHmqaSpyI4sSSo2NZKnGs4Iei7VYsy4gHVhIrOIZGYqqkSYLnRej6sQk8iuLjfqeujAKEsRCZUxWVJE2FG3bU7QDKHvCqQvfb1FU1U2oVflZeEPeKkpIk08xJ02x86B3XWugGAylKL+swWnawTF1k7SIDLxadR6L4OO5lFLqoQD6vUW+v/lepYQiTzDAWnTBdpWAv8MX5xd0gpDvCStb6fSzoOhGlvIXrxYRJgqmLVnRT1yjmFdIkJY4sPD9GU0BRxbmv5lmTs4SxbKMpMoFplmFJUpEhClJhbaGpx440zQase5ssXqYYKS/9kVdwDBzLoNkJKdpG7/rqHlt3T9FlJwLkodKxgL57v6dpSqlgM1p2OLrgiuDDTkljUfQdBDGaqrBluEC5aC+ZTwqZsabrRxi5bDk6UxdWUDJTT32JqaemKlm7tkbLjWh7EUkggr5iXhQjw7H5aK3z12q3N7OibE1TmRguMDRwbK4yDY0wiokSVj0vnu48eyHaMJxLzunSVaVS4X3ve18vyJmbm+Ouu+5ifHycSy65ZMX9PvKRjxCGIa95zWvO1qFuGk7V1PN06XYiiAm5v1LxYpPOfiw26QTYNVlgoGCIpYA+tDoB5aLB3u2iiLDZ6Z89EC3cBuMVh3LBZK7uUWsJjZ+ZhY4QTGsJHZZKweTynRXGy3lcX3SIdNyIVjuk4wptFtcP2Tpa4JLJEpomClu7irZhnKDqCiuszi0jhUwATgFFZCoMXcMLE0ydviaBRlbMmcsCgZmay9R8h5maK74DS9Tz5G2dKE3w/YgoTXDWcLd7foznxySxWCrTNZFJEsXJEUEUCw+qLBBLj49yEEsx0SoLkQFKGji6qDOJM7sMU9ewDRVDyzIWKaiaqHkJMtE3P0wZLK7u5HZP5ml0Qko5k8mhHHnHwLEN8raosRoomOQsjSRVsHWN1daCXrmzSLMttHi2jRQgVXrDEccJUSIylYvtMLpO6Ekqlgm7O5ga/MxV40vev1yw2DGWxwtj8pZOtyP4+GHvBj55R+eSLcesEkxDy2qBFAaLFru3lakUTDQVOp2QZifADyN0XYj0XXnJMOXMjLM7nwgzTQffj3vL1GEkxA7DOKbjRWwZWWrq2d0/jmFiKM/20YKwfRgtMDGUJ45ZMh+tdf5a7fYDebO3naII3aecLZobFGXt8+LpzrPnap6+UDnnS1ddbrvtNj772c9imiZ33nknuVyu73Y/+tGP+Mu//Es+//nPMz09vW6fr6/S/XgzMDGSx49i6u0gK3IVSw4tNyTn6EyM5DH6/Iroh5bJwHf/9/RQecJFg7S8kKmFNpWijWlooqan6VEqmDxh52CvOLJcynHDFRPcfe9BZqsdinmhgBtGKc12gGlqXH/5BOPDRXa2Yx44WBXnaBu9LEbHC0mBHRNFRgfzXDw5wIHpJnN1D8vU0BWIUpitCePSq58wxmClwFOvnODo/+tQb3nkcyampmQquh62bfC0J01SLlh85Z8fZaHpieyTmhInCkEYsX2ighuEPHKkteJoDJcMklRhruaSy7pAgiih40UUHJOLt5SYqwnbg3LR6jmv15o+JcekUhLeUOWC2RvHeitgfLhAteHjBZE49ux9g7yJ2zx50e5AXsdQFaI0xQ8ScrYo2G51hIaRoSnEkTBH7BbSqlq2jLL4qZtlKxxTwQ1OHvBs3TpAomjkbIMwDnD9SLQFZw7wfiQeCoauomsqHS+i44XkLJ0rLhnmu/fPLNPQWczkkM0zn3IR8w2PJEkxDGFcWcgZzDUi8pbOyHgB09T56f4qnSBG0zU4SZ2EY0CuUKRcsqgULQaKNl40Ra3lYagqiq5gaCoNNyTnWJiGwdEFd0kWpjteAM++agvl8vGqwypP3jNKyws5OudSLthM1by+x6MqMDmUI05F4W/33p8YzgMpLS9mcrjAwdm2yIllS2a2sGVntJJj7/ZK7z7szictP+ZJu0dougGNjo+uq5iahhIn1LyYoZLNc67aim0vXULu7t/oiPnIzuajRifoOx+tdf5azfamqa/rvHj85w7kLVFnF6fU2/3P60T7r8fxnA+s7/PmGBsm0HnVq17FL//yL/PpT3+am2++mU996lNcdtllS7bpdDq86U1v4k1vehM7d+5ct0BHVRUqlfzJN9wkVIByOc/UXIt6KyCKEwzTYOdQnvGhAoUVimxPRKmPeu8pHVslz8BAjvsemRPFja5wDt67c4gnXDTM2ODSAPclz9yNqml86ydHqbcCWq7QixmqOFx32QQvetrFFByDJ+VsNFPnyFyr9ws5VRScnMWu4TyX7xomb+sMD7WplBxqWVtxQpppc6gMFCyGBwuUyzku2T7Is/YF3PfoHHMNj5Yn6mK2jZd44kXDXLJjkF1byhSLNv/3O/s5NNMhDBMsS+XSi8o8+6rtDJdzvOOj3+TwrLtsHCaGHP6/5+6h3vb5tx8eyUT6QjRNZWwozw1XTrJzvIQfxvzLDw4xNdeh6YYYmsbOLSWu2DWCaejUGp6oa4ljTNPkCRcXGSjYBFHEjx6aZXre7e03OSwmzumF5cfTxdC7dRci+J8YzjMxnCdnG7hByMy8RxTGmJZCzjZJ8FESFUUVS4KRfywDJTIwYt1LJT7h0pJtqqAI1+yxoTyTI3mmMtNIN1tOGavY6JoI9sI4JZ8zGbE0to4WKeRNBis5OkGTfnJBOUvlsotHuGhbhUs0rXdvEMWMVPI4OZNyQSj2btNEu/RMrUMQJugqK2rpWAbsmBhgy1iJ7RMlFBTGhosUczY/fHSGqTmXjhei6Qp7hgs8cdcQQyWHL/zDA9x/sLHkvTQFrr1sjF//T0/qe4927517f3KYuYZHKYpxvZA4ygqbVYWCrTFcdhgZKoCuEqMsufcBjs42uf/xKttGiwyWHKHSrGk4ts5oxaYy4JAvWJTLORRFWTKfVAYCFE3lPx6aYaHpi9otU2P39gGec/UOLrt4ePlxs7b56Extv97z4vHvV2166LrGzq3lVb3f4v1rLZ+OF6EoCuMjBXZMDFDM9a85vBBYr+dNFyXdYP1rSZLw0pe+lCuvvJL3vOc9S/72e7/3e8zNzfHRj34UgG9961v82q/9Gv/wD//A1q1bT/kz4zih0Vh58t+srIfipqaplEoOjYYrFHHXiSRJqLcDgjDBNFQG8qKNtB9tL+TITJMHD9VpexF5W2fPtgEmR4pLOkDaXsj0fIf5hrfUw2owRz5zAv/mD4/SdEVXTKMVEsbCiXugINqUizmTqy8d4eBMG9vUUEk4PNeh48XkbI0twzkSVLwgZs+2Mo6lE0URh2bbvWPbOpJHVVX+7cdTHJlrUTATvvuQOPaBgsm+XSUWWuLh9ORLhtEUeHy6SduNyTsaO8eKpMqxz9CUhPsP1Gl0Ako5k51jeR6b7mCbGoam0HKj3vkWHJ0w65a5aDzP0SzQEW3iMX/5vx4kThJ816e+aAXRBHJ5A5WUG66YECJ8lsbwgMWBmQ5KCjvGC3T8mCCKqTY87v7OAdJUIWdr6LqOH8bM1VzRAZRdKqNDNpqicmS+Qxz3r1sq2BoocO0TRhkt56m1PJpuSBhEWJZGEELe1tk5nqeQM5ipBWwZL5HTVbaPOnSClIPTLb52z+MopHi+z2wt6BnAjpRNHMtG01Re+XO7mRwuLrk3/CBiar6DG0QYuspM1WO+3sHzQ6aqHgem66ioWFpC2xfl3ralMVGxcUOFIIp51pMn2btjaMl5xXHMY0caNL2IoqNz8UQJRVU5Oteh3vExlJjvPVwlimImhvJce+kQfqwxWLLZOV5c8V49PNvgc//4KHlLxzag2g4JoxTLVBkrO/iR0Kh50fU7GC7nlt37HS/kx48tiBooU0c3dBotHzXT/Ymy66d7fXfpKSN3AmaqbQ7PijHLWToXTRSX3Y/Hs9b56Extv95KxGmaEsYpubxFp+1jaMqa3q/lBhyaaVNriTo029IYyFuMDjpr0vU5H1jr86ZUclaV/TmnGZ35+XnuueceXvjCF6JpIkWnqiq7du1iZmZm2fZf+MIXME2Tffv2AWIiAXjJS17Cy172Mv7gD/7glI9lVc7cmxBDE/UNQFaQempxbRwn6z5GRceELHBPEnr6Ocdj6Ro7JwYYHyosm5wWH5Ola2wbLTBSdvpu12gH1DsBgwUTw1Ap5+2emrGhKwRhItp4m6JVPmdpKIrIGCxGyVro/SDG0FRAZevI0m3m6x4zCy4DOQvH1njqFXlQFIp5oaWCGnBotsPR+Q7bx4pcPFlesn+14VMpWgRBxGzNI4rBMnSiGPZPd2i2A3KWQ5KyRCOnW7wchDFJqrJry7H3ffxoHU1VcP0Ex7EpFkUBdRiJ+oowTsjbOpPDOSaGxfm4fkQSpyiK6OLpSgPUmgFhouAYKgpieUklK+qOE7Ssjsgy9KzQGiJEkWy5ZGJqauZGL7JquqrhmAaFnE6jozBf97FNlV0jJXKZYFzLj1hodrh05yBPffJWarUOUZRQdEQglMQpSZqQsx0umnQWFZCLZTY1TnG9uHfNdO8N29AwNJWZqtur38rbBpPDBYYHfOZqHroOpZxNJUlJkoRCzkBTVYLYR0ElTRXmqu4yJ+hK0aaQSxjIm6QoeF5EoxNg6xq6bnD13jGCKGb7WBHL0FAzaYbhkr2iNH+SkLl5K5imwZhpkiC0jDRNIfZDdFUs79nGsVb67r0fhIkws7R0dF2jVLRRSYnjhHTR9XPs+j5GGMZMzXfwg4Rto4VjJr7NENevn1Tkbq3z0Znafr3mxS6mrlLMmUR+mF1fq3u/JaKDuWOmyHM1l2YnuGBFA9f7eXNOA52ZmRluueUWhoaGuOGGGwAhEnfffffx3Oc+d9n2/+f//J8l//7hD3/Irbfeykc/+lF27dp1Vo5Zcm5YrSfLqrZTxP8x9P6/ulRVPe2OiG4rvaIKAbSWK2qFco6HoQolZdtU0VWl5+2z+AFpmcJhu+vivUQ5teEzV3fJ2Rql/PKq55WOT9dUHNsgSGKSVGwXxd3OGWFjYBnaksya0H9JSbO26S6GrqCpECcJQnJPjJuta3hpShilWTdRShwlQp8l209VFJJUEQ7ciLoGXRV6RkEozt/QVCxD7z0uFEBZVOB7PEI0LyWJu/9Ws44pRQTQCah6yko//rqdg4WcQRjHVIoWlqEJPy1L1PIEoVhaiJI088ZKQBGFv9vHCliGvkxiIe/oHJpt95zZ4yTtdcaB6IhLAtEt1/2OTtRW3PGEnEKUpjTqLlPzbRHQmKKYWlHANlSKeRtrhfqOxR0/ur766/tUTXwl/ZHjefY4p4HOpZdeytOf/nRuv/123v3ud1MqlfjIRz5Co9HgxhtvJI5jFhYWKBaL2LbNjh07luw/NTUFwOTkJENDQ/0+QiLpkbP0XnfWYGn5BN/tzqoUTKJMiv1UnZRNXSVJ4cBUEy8Uv5Q1VSGMU8IgxtQhn7PZMT5AGMXLHpAjZZvZmtd3EhwdFDVGR+Y6FHMWx8+BKx2fY4l26jgyiBNoByFJLFp97axt3LEMFEVkclRVwdBEYJJmn92l5BiUHJN62yeIYqxEBDuarqAlGnEiLCg8T+jWOJZOHKfYpoIp+vwxDBU1hSBSsA2NKIWOH2GbGhdvKeL6oquq5Ua9duQJRyjwun503LnpOLZJxwuwDVF8HWVeRrapEsWipuhEQbCiCFuIvG0K/SBFIWcJjZVq0ycIRedUAsRRimWIrMnIgM1I2aFStJctiXhBjKa6vaBZy2QBokgEO3GcZuKOXUHBlYPo7q//MIwZLJo02z66qhJEogMqZ+sYupBa2Dlh9boXj6fb8VNt+jh9sgUrXT+nY+IrWY4cz7PHOR09RVF4//vfzx133MEb3/hGms0mV199NX/zN3/D5OQkhw4d4nnPex7vec97+IVf+IVzeaiS8wDH0tk+mufBgzUanQDH1I+JlwURSZKybTSfWT0oS5yUj8+2LFZ87kcpZ6AQc2S+Q6VgoyjHRN2SNOHIvMfevMn4oI2qqn0fkCtNgoqiMDGc48B0m+mFDoMla1XHZxo6I+UcC02flJTBgo2mQRyLlnkvSUlJOTLbxjIDQCzrlfImlqlRax4bi7xjMDxg4wXCgyyIEkhTVEXF0FMMzWC44nDptgHiNOXRww3m6z6m0TVlFNorQZxQKuhMDObYOVZA01SmFNG2PjJgMFiySbIg0TS0zJF7ecbDNMSS28HphDBJcSwdVVNI4hQvjDF18XeznyDTIhYHAaahUcyZjJZzzDc8UMXSkK2pWKaWFVsnbBnNUy5YfbOJx7+faYi2/2Y7pKiruIGwRuhqR60UZCz+9T844DDY8JjOOrcKOUO0+2sqqgqOplMumCten11F844fMV93QVVpuyFhFBOGCXZmSnn8/otF7tJULG8t1qKRIndrQ4oGnj3OeZhYLBZ55zvfyTvf+c5lf9u6dSsPPPDAivted911J/y7RLIYRVHYPlak40fMVkU3TFdpT1UUto4W2D5W7Dkkr1bxuR9+KAphFUXh6EK7p29iaCpxkmTt6Ap+mJCztWUPyJNNggXHZHggppQ3M2+mkx+fpioUczojAzZtXxQwR5EYgpxtYBipWK5RxRJIisjkWKbG9tEiLTdcMhbXXDqGrinUmgG6Lh6y+Til3vIxDI2d40UcyySMYgZLDsWcSRInBAmkSYKmmURRzEDBZCzzFIviBNePyds6gyUb+7hxCSNR/6OpyhLbB11T2TZaQlFgZsHFDWKSOEbVNBxLBH5bR0roJylcXBwELNQ9kY2yNfKWgRvFWLoQv9NUlThNcQyVsUpuVUFFN2gu501anZAjs21KBZNywSSMThykLg58gzBGUVUu2TrAXN2j2QmJE5EN2zFWZNtYAVXVTpgJyNkGo2WHh4/UefBAjUbLQ1MUhss228f614V0l7yaneCY+F+m+Jy3dQqOLkXu1oAUDTx7nPNARyI5m+Rsg0u3V6gULOYbPmEcY2gaQyWLscHckgl+tYrP/ej4EW03QVNFV07X4SHSRCFowVFouwkdPzrhQ+VEk2A3GFMUZdXHp+s640M5QKHa9ITqtKGgAm4gtFB2jhcxdK33S73W9Gm5IdvHCvhhsuSzJofzfO+BGY4sdAijBMdSuXiyyJahAoahE8YxuqoyVLKJkhRVgemqSxBGmIZOpWDS9iIcy8D1RQA1VnHEclqfh3TbjRiuODiWju8e0wSyTY3Rso3rh6jATM0njFQMXWO0bFEpOYyW7VUJsHWDgAcP1jh6tMNMrUMxb5BLtJ66rqGpDJUsJobzqwoqlgbNCZWSRSFnoGsafihqpU4UpC4OfF1fLFVVihblgkUnC1r9MGHP1hKOZVBvByfMBHS8kJlMO2rLWIl2xxeWFWHCTKbrdPxxdLv8HjzUxDZ0HEsTjudRSrMdMltz2butLEXuVsnx2b7jWc0SuWR1yEBHcsGRsw12TpQYHzp5ALPaIujjSZKEmYU2nSx4SBNEXYqpEYcxLS9iptpZsdNstZPgSirUfY8pFUtqSRIzVxdic7omfK1avni/nG1g6NqSTq5urYAfJsvGYttYkcnhHDM1Dy+IewHH8ctxSZLwwMEaMwsdTF3F1EX9SBglbB0tsGOshGVqvW33T7fWtGyoKAoFxxDdY1HK9tEChqEQhinNTpCJMBqrC1IXBQHbx/LoukLeEpmUBIWhkkk+Z1KwdUA5aVAB/YPmrgDkaoLUxYHv0joflbxtZPICMbqunTQTsHgZbLjiiIL2JCHOrrMTFcEqSpYDVdKeBUWa/VvmHdZGv2zfWpfIJatDBjqSTcF6a1+cagCzWsIooR1EpElCEmsEUUyqKMSApqSkaULHDwkzo8R+57bek6B4QKp0/JCWGwrzxVR0TvmhaJlWVWXZA/JktQKapjExtFxwc/H4imVCsiJkbZkXmGNpSzIIJ1o27KctImp3QioFi1JeZDTaXoKuKUyO5NEU0c4+NGD32s77jfnSWhgbP4yptQMMXQjqVRsBbpBQKYntReCxuuWFftecs4LB7fEsDnzLRWtJnQ+wpNan1gxOmAk41SJYL4gJopSdE8Vs6SokCUBVoZQzKQzpBFEqi2fXwOkukUtWh7waJRuejhcuSftrqkopZ2zoiSCKxTJNFCZUAw9NU1AVlSgWrtYqoh6m5Ybsn2queG6nMwke/zA3dYW26zNT9SjmTAazduQwSpitu1TrHuWC2WuFPnYup1cr0A0eFBT2bq8sK2KtNZdnENa6bNh9eOccjWanmyU75tuec7Tew7t7PP3GXFGUJUGAmWVM5uouaSpcxWcbLl4QUS5YqCiMD+XO+PLC4sC31vQpOHovCE5JcUxRI1NrBicNgk+1CLa7X7lgUsyZogMtq9ExdZU0ZVXZLclSTmeJXLI6ZKAjWRfWO+PSZbGg1hItmaZPx4+WCWr1FJejBFNfWXH5TB1vF00VXUVJ5igeRDFpCoamgZKCIh4MR+fblHIWhqFiGcJBfaHhLTm3E02CK51vxwuZXugsqUPK2xr1doipqyhZTiVNRQbH0nWCQBh5CvPJYw/u7jKZoYnjXbxEpWla37FM07R3XEkiCpRF8CA0exSFLAZJV8wgrCXrFifC16yTmY5GSUqapEQk1Fs+nh+TdwyabshczcXzI4zMRytJj435cNlZEgSIFnONVifKWt9VFBKiOOHwbJuCY3DJ1oF1fyj1G9PjA9+CbZAmIpjLOwagUimKgM2xdFw/6nvNrEpHRxFCki2X3v6L9zN04bJ6zMxVIYpjWTx7ipzpDPOFjhxZyWlzpjIuaxXUmqu5PHiwxlzdI4wTDE1leMBmz7Yyw+Vj3ilnI0Nkm6LjKggTXD8QvpApqGqEroFjGISmRhBEeIbOfNMjScQyQN42CMJkybn1mwRXOt9towVm68KZPYiSXl4jDCKmGx4TlTxNN6DaDJc8CIcGbBqdgGbbx9SdJctkQRjzv+45wHTVJYpjdE1jrOLwhB0VTENbMpZxHFNr+TQ7Qm05SVOiMOGiiSIJwqpj8bmWCyZxkpxWJkBVoNEJmam2qTX9XmZBUxUG8iblosVoJcd8zaXRDkjSlPmmv6RrKOjWv2RLUt129o4fYxkqYayw0BC6QUksOpQcS1uyJLYenOz6XBz4dmOKbgu+bWq4fnTCLOHJdHQWGj5JmnJgukWSpr39R8o2pZzB1EKHJE2XdV2pisL44JnPbkkka0UGOpLTYq0Zl7WwllqCthty7/0ztN1Q1CdYKp6fcGSuTb0dcM2lowyXnTN6vItJUYiSmHonIE1F0a8m5GEIQgjCEMNQaXkRiSI0ffTMNqHRCVAVBbWmMjaYWzHI6Xe+h+faPHS4ioqKpqukqVAoTlPw/Ij5ugioBjNRQkVVROYjhiiOiWOh+ltvB71lsiCM+befTNHqhAyWLHK2RceLeexog0ePNrhs5yA7J4oYus5szeVHj8wTxQk7xosMDdg0OyEPztWZqblsGckxUs4tOdeWG1Iu2KedCai3PB490hDaMrbRc7qfb/osNIWXU87S6Hgiu3Z815CiiOBrIG/RdiPhCB8l1JoeQSy8xEo5U7SIFy3iKCUIxbLfSt/TWlnt9bnSZ612/14LfcPDsk2RdQxjFho+1aZPpSC8zrqWBN39i44IkLrXneNo+H7Ckdk2ecfgki3rn92SSE6X9fVCl1xQHJ9xMQ2RHjcNjUrJwg9iZqoup+obe6yWoP9lqmeaNGEU8+DBGm03ZHIkj2PrKIqKY+tMjuRpuyEPHqoRx/EZPd7FRFHEQiNzd87iJtGhomIa4nwabZ8wiinlRF2Moii9h2kcp1SbLlEfY7skSVY835GKzdE5l8NzLZIkyTx9xH+aruCF4hwtQ8M2dSxd/G/B0fGChGLO5Ak7yuzeWmb31gG2juT46f4qrY5oLy84Bqqikrd1KkWLdidkaqGNrirZUlwHBYVS3iIMExRFoZgzGSiYNNsBbTdCz0wPu+faaAVEscianCphFDOzkHlf2cIzSFVVDF2laBtEUcJs1WOu5pIkKcW8ga6rgIKuqxTzBnGSUm0EVIpCILHa8HG9kForIAxjFBTyOYORsiiILhVMsdRY9/t+T2vldO+ntezfXQYbLNp4fkS9FeD5MUmaUilYjA/nlu3v+REHZ1uU8yaTI3kSUtpuTELK5EieSsESVicbyydaIpEZHcmpc6YlzFcrqNX2IubqXs9w8ngqRYu5msdMzTtrkuuHZjt4QYypK6KORRPtuOqi2powEfUv/TB1cV79HqD1drDi+fpBTJQkRKEw6uwoEWkinNI1RcHQVHwvotYSpqGaKjR4vDBG10RQ4lhGL6t1dL7NdNVlsLT0s6I4xQ/FA3Wu7rPQDDANlVoroJgz0DWh+htGmYeTqjBQMpmru4xWHEp5Ecy5vhA9NHQ1a18/tWCn2gxoezEjFQdVUfCjBKIEVAXL1BipOMLUtR1QzPW/TrpjbuharxbmyFxbXDO2Tt7WKeXNJdfiib6ntXK699Na98/ZBsW8iZ2zmF9o43ohB6ZbOFb/pSfDUDk02+aiySIFx1hWjBxGibQskGxI5NUoOWXOtIT54loCQ1eXTazdIllFgTBOsFd4SJqmSq2dZHUNZ0dy3QuizBJBZAwURAGuqqlEUUKsKsRRihvEffcPogQrk9Xv97eVzjeKU6IowY+FGGEpZ6IZwuai40eoCmiGaFNvuVFm16mg6QoTgzkqmeXCsfOIieKYnL00OEjTlDRNsS2Njh8RRLFwOI8TLMMgVRSSMDMMRRh+jpZtpheE3o6qHvOvKudN/Oj0anSSNAVVmHsWHAMnTklSUbujawpNN0BVxXcRxAlOn/cIogTLFP5V3VqYvKMzV3cBltR59dvndDnd++lU9u+qgPuOyHolabpiBlVBIYxFHZOiKMtMQ6VlgWSjIgMdySlzpiXMuy21C02PBw/UsofmMcuGkYrDaMXBD2MMTdSoOHafwCAQSziic2Rtx7ua7qx+2ziWga6qKGrW35SmpCkoqhBW0zQVPU2wTI1mO8SxtGO+W36MpipUMg+r49/f0JQVz1c4igtH8LxtoGviWHVNIWfpzCVgahqFnCho7ZpLlvI2Q2Uby9CXdNsI40pR11Jwjn2Wkpleer7otDF1Uc+haWrP/kJVj2WwVFV4apXyJttGC+Rso9deHkYxUcKqrpM0TXH9CL0TiP/NHrqOJZbfklioUpu6hqHRs0ZIE4WCbTIykAMF6m0fQ9N69UthHKNpKuWC3QtahAihyfhQgVrL6+uPpmnKkn1Oh9O9n870/ilpZmHSP5BZjVChbKGWnAtkoCM5Zc6mhLnoYO02RStLxOYG8ibDAzZH5to49vJLutr0mRzJM1q28YN41ce7mu6slbaZHLQpFkzqTZ+CYxDGCaAI/ys9xfNDijmDnaMFcjlDdLAEaS/LoSoKIwOOUAme6ix5/4KtUczpzNf9ZeeraWrPnyrKfn13H8xBmKApEMYptqEzVrFRVUgSkRE7ON1isGSjAHHWbZO3VAZLBlPzHgXnWJG2rolf9DMLLtvHCwwWTVAUygWTuZqHY+sUbB1DFw8yx9Q5MN1i+1iBwZLdc+vuN+4r0R3rth/hOB1cNyCfGVCOlm22DBV4fKpB0RL1KGEksmg5S6ca+Fw0XmTXZJFDsx1q7YiZqkscp1mwYlHOG8tsIrpt9EmciJqU40TyVJRVW0ucjNO9n870/mGYMFy2CcP+y3Qnev8lcgeRqLvrZ7sikZwJZKAjOWXOtIT56oXmiuzZVqbeDjgy26ZStDBNlSAQ3SJ5x2DP1jKapq36eFfTvQKsuA0KXL5zkO88MEuj5eM4OqamkACNlo9tGezbPcJQJU+apBRzBgoKKWnPQbrgGOyfbi17/3o7xDZ1DCNcdr6z1Q7lvIFt6SgK+GGMEnZViFMc28RMhNO1qavHshNeRLUZYBpa5vKtZTUXEcMDOWotUb8xWLKwLQ3PFwFjPmcwPpgnSlJ0TWFiKMdszaXR9qkURbFuECTCgiFnMFCwiOIEnbVdJ4u/j1LBpFKySeN4yfdx1Z4Rqi2fRiugXLAwDYUgTKm1fAYKFvv2jOJYOg8eahCECWMVB0NTCeOEZqaTc7xNxOJr3PMjijkRhCZpekKn71PhdO+nM72/belsHysyU3PX9P4dL+T+A1VRCE03JwtzdZdqy+fS7RUZ7EjOKEoqS+SJ44SFhfa5PowNia6rVCp5qtU2UdT/l9yZ0qVx/YiHDtWxTbXvL8wgjPGChN1bB3Asvb+uTNlmz9a16eikacr+qaZosy0tL1ytNoQMP2lKrRX03Wah7uGFMQemGvz0QI1Gputi6BoDOZ292ytc98RxRso2s1mR9OJj6b5+omNQlJS2G2WigOJ8B/IGUZLi+iH1dkgcJ1mLuXj4hFHCQFEs4XRrnhRFtJ7HSUreMRgfymFoaq8WqtYMCMKIqfkO0zWvp6MzPuhw6fblOjpJIgKQro5O93vYNlIgTtI1XyfHfx+aplIqOjSaLnGcUG2Iwuod40UOzbT43oOzS/R+xgcd9u0eYetogf1TzZPqwOzIjFIXczbVuU/3s9ayf7/7+2T7r+X90zTl/v1VHjxUW2YE6voxXhixd1uZvdsrm3oZazXzpOTkrHUcBwfzaKtYNpYZHclpc6YkzNdaXDlcdhgsWSdVRj7Z8a6me2U+M8Us5fs/eAo5g7idcumOQS6aKLLQDAki4Z+UMxQc+5iNQ842lh3Lao7BCxKevLtMECW98y3lDA7OtJma71ApCj2cKBY1M7apMbPgMTGYZ2IoT5gVAEdxwvRCh4SU+bpHEAkl5a6gX8HRcTST5109SNON1qyMvPh7OJU6jbV0E61kMqppQkivkWkBGbq2LEMYRvGSrqHjj7Wfe/uZeDif7v10pvdfy/u7fsSh2Ra6Klr4u+i6QlFXiRoJB2dabB9bH/0qiaQfMtCRrAtnQsL8VIorVVWlUrRP63hXE2CFUQJKiqH3b1XWNdGJs2UkT9uNcGxhalkecFDShKHMKXylY1ltkJeiLDvfxUstpbzZW2ppd0IKOV0sv2Rt1wAdTwQvLTfADWNGDAfH0nqCfq4XCYsBRe1r3tnv+BVl+XGttO3JWGvAu5LJ6OL3URR659/vfU6UtVhcq3SmON376Uzvv9r37/gRLS9isGD2/Xve0am2Ajp+1DcbJIuXJeuBDHQkG5YzWex8okl0NQFWtwX3ZEFYwTEZKtnU2wFJCiPDBYgikpNkZU+ng+Z4T6Qg23ZsMMdAwRLnHYtaIj+MUdKURtun5UVMDOZwLC0T9FMwdJOFhtdr1V4tK3lwncrDa61jsdJnrPZ9gjBiasE94+rZFxRrjE82o5GvZOMiAx3JhuVMFTufbBJdTYA1NGD3anROFIQlScKBadE1BdAOEpQkYahknXDCPt0gb6XlBdeP+PZPp/nWfdO0vCALuFJaXshwyaaYN5eNp9IrH10dJ/LgOpUanbWMxYm+W8fST/o+5aJFvRWs2l/tQmW1AWvO0snbBs1OyGBp+Zi3XGFOmluUHTpbNi2SCwcZ6Eg2NMdnJ+Ik6nkwncqvu7V6Aa0UYI1VRHGzG8QrbnN815Rl6diWztGZBs1OcMIJez2CvH7LC/N1j4cP1zNNGKHd44UxcSSCtun5DpPD+SWaPpalUbCNJUKCK7GSB9f+qSYPHqqxc7zI5HB+TQ+v48eiVDjmzdRoBb2xcP3opN/tyca0lDM5PNc+K+rZm5W1ZFscS2f7aJ4HD9b66hAlScq20XxvLNdq5CuRrIYL806VbCrWq9h5LZPoagOslbbpdk0t/iw1U5MdLNnMVd2TTtjrHeTFccz3HpzF82Mu3V4milOSVNStFGyD2ZrLXN2lXDRRFLWn6VNwdODkwo/He3B1sS2FnKMzP+3RaAdsHyv2PJRW+/BaPBZtP6LaFMXG3bFwLJ39WZBz4u+2eMIxTVLOmnr2ZmSt2RZFUdg+VqTjR8xWXTpeyGLRz62jhd71AGfeVkZyYSKvFMmmYD2KnU/FC+hkAdZK26zXhL2eHW0zNW+Jb5VQTVYAFd+MKdgmQZRQypmUi/YSvaJK0ThpLdRKHlxhnOD5EYMli1pLuJWX8seKU9c6FlGSUiw5NBtuTxm521G1mvE+0Zi6fnRG1b43M6eabcnZBpdur1ApWJkUgujq6ycYeKZtZSQXJjLQ2cDIroNjrMdYnKoX0MkCrNPpmlrNhL1eHW0r+VaBaCN3g4j5WiB8tDJl5VrTX3Ut1EoeXEkinNttS6PaCOh4Ebqm9gKptY+FRjFnEvlhT2tjreO90pieTbXvzcbpBO8522DnRInxoRPfw2faVkZyYSIDnQ2K7Do4xnqNxdmcRDfihG2bWl/fKgBDV8lZOm1LJ01Fdmaty2Smrvb14BKeV9Buh7h+xEy1Q70d9IT6Co5+2mOxXuN9ptW+NzOnG7yvJmCXgabkTCADnQ2I7Do4xnqOxdmcRDfihD1athmrOBycafXVgqm3Qi7ZMsDVe0dAUdecOVvJc8zQhNXEwTnhpVXKm5iGShSlNNshszWXvdvKpzUW6zne610bdb5wNoJ3GWhKzgQy0NlgyK6DY6z3WJzNSbTfZ1mKgh/GLDS8czJha5rW84M63rdqoeFTyAn/rUKuvwjiyVBVta/nmO/HzNU8TF1nZECcc5KKhvVUSdcqsdKX9f5uz5Ta92bmbAXvMtCUrDcy0NlgyK6DY5yJsTibk+jxn+UFAYomuq4WKyOfTbaNFXneVVt7flC1lo+uaWwfK7Bv9wjbxoqn9f7DZYdrLh3t6ejU2gmkUClaXH7xEKqqLHMALwzpBFF62tf0en+3Z0LtezNzNn8oyEBTsp7Iu3iDIbsOjnGmxuJsTqKLP0tRFYYG83gdnzg+d9/fifyg1oPjPceiKGZ6we1l5bpmol3T0G5N0Hpc0/IBeWY5mz8UZKApWS/kVbTB2IhFrOeKMzkWZ3MS7X6WrqvkbAPfDViL0vCZYCU/qPViseeY60fMN4Le92gd912GUbyu17R8QJ5ZZDAp2Wyc3N9cclbproO33ajv39tuRCl3ck2T8wE5FucH8ns8/+gGkwXHwLHO/3pByeZGBjobjO46uGWKYtsgjHty99XG6jVNzgfkWJwfyO9RIpGcS2R+dwMiuw6OIcfi/EB+jxKJ5FwhA50NilwHP4Yci/MD+T1KJJJzgQx0NjCyqPIYm3ksuvYVSqhgOSFpev53zK3EZv4eJRLJ5kTOOBLJGWSxfQVAue6jJAlDpXOjoyORSCRdLhQ/RRnoSC5IVnuDn85E0LWv8PwIw1AxDA1FgfmGS7MTnNdWHiuN22aeWDfzsUskx3Mh+SnKQEdywbHaG/x0JoKufUWjFZCQMt/0AIVCIURJEzwvPm+tPFYat4Jj0HLDTTmxXkgPBcn5z4XmpygDHckFxWpv8NOdCLwgZqbm0XADkjTFMXUsU4jlzS54AKg1lbHB3HlVs7LSuE3Nd6i2fCpFi8GStakm1gvtoSA5v7kQ/RSljo7kguH4G9w0xNKDaWhUShZ+ILIsSZKsarsTFRVHcUK14RInKaWciaGrKIqCoWsMFCziOKXadIni5CyOwJllpfE1dJWElLYbkqQphr728TxXrPaa2YjHLpH0Yy0egucLMtCRXDCs9gavt4PTngiiOMEPE0yt/y1m6ip+kJyzQCdNU1w/ouWGuH60Lg/qlcY3iBLaXkilaNH2IoJw6bht5In1QnwoSM5vjnkI9p+bhIdgcl75KZ7zQGd+fp5bb72V66+/nn379nHTTTfx8MMPr7j9Qw89xE033cR1113HDTfcwBve8AaOHDlyFo9YsllZ7Q0eRMlpTwS6pmIZGmHUP5AJogTL0NBXCITOJB0vZP9Uk4cO1XnoUI2HDtXZP9Wk44Wn9b4rjW+SpCQJWKZKkqTLxm0jT6wX4kNBcn6z2EOwH+ejn+I5D3Re+9rXcvDgQT72sY/x+c9/Htu2ufHGG3Fdd9m21WqVX//1Xyefz/PJT36Sj33sY1SrVX7zN38T3/fPwdFLNhOrvcFNXT3tiUDXVAYHLFRVodkOiTLH7iBKqLd9NFVhcMA664FOt96k2vSxTZVywcQ2VapNn8dPM9hZaXxVVUFVwQ8SVFVZNm4beWK9EB8KkvObC9F77pwGOtVqla1bt/Kud72LK664gl27dvG6172O2dlZHnrooWXb33333biuyx//8R+ze/duLr/8cv77f//vPPLII3zve987B2cg2Uys9gYfyJunPRHYpsbIgEMpb1LMG/hRQssNCcKIgbxFKW8yMuCc1cnkTNebrDS+pq6Stw2qTZ+8rS9zot/IE+uF+FCQnN9ciN5z57Tdo1Kp8L73va/377m5Oe666y7Gx8e55JJLlm1/ww038Od//udYlrXsb/V6/Yweq2Tz073BO35EteGTd3R0TSWKE9pu1LvBVVVd1XYnmggWf5bnRxRzBoaukc9bzFfbmPrZn0zWUm9yKp1gJxpfFYW8Y6AqCmEUr3k8zxWrvWY24rFLJCtxoXnPbZi+1ttuu43PfvazmKbJnXfeSS6XW7bN1q1b2bp165LX/uIv/gLLsrjmmmtO6/P1FdbgL3S0bGlFOwe1JGeCUsFi11aVmQWXRifACyI0TWG44jBacchnN/hqt1vLZ0VJSprCaCXP0IC1qvdYT5RQPIwtS0ft82C2FAUvCFBU5ZTvh5XGbctYgb07K7Q64SmPZ5ezfU2ux7WwUTnf7u9zxWYcx1LBopg3N5QI5pkaRyXdIH2RDz/8MJ7n8elPf5qvfe1rfOpTn+Kyyy474T5//dd/zR/+4R/ytre9jRtvvPGUPztNU/mL7AKj23XUvcEdq79mxGq3OxFJIjRXgjAWy0RFC1U9N0XIP31sAdvSsYzlSy1+GOP5EU+4aPC0f9GtNG7rMZ7nis187BLJhcyGCXS6JEnCS1/6Uq688kre85739N0mTVM+8IEPcOedd/Ka17yG3/3d3z2tz4zjhEZjefGzRETWpZJDo+ESn0PNl80qv9/2wl4mIAVKBRtNgeFzkNFJ05THjzZZaHoMluxlf19oiNd3jhc39NhulGvyfECO5fogx3F9WOs4lkrOqrI/53Tpan5+nnvuuYcXvvCFaJr4hamqKrt27WJmZqbvPmEY8ra3vY2vfe1rvPnNb+Y3fuM31uVYohW6KiSCOE7O2RhtVvn94xV1LUvHtnSOzjSoN71VK+quZ5A3VLJodgLmqm7fepOhohAzhDPz+2c9z+VcXpPnG3Is1wc5juvDeo/jOQ10ZmZmuOWWWxgaGuKGG24ARCBz33338dznPrfvPm9+85v5xje+wR133MGLX/zis3m4knPAZpXf7yezrioKlqExWLKZq7qrkllf7yDvXBYhbtaAVSKRbG7OaaBz6aWX8vSnP53bb7+dd7/73ZRKJT7ykY/QaDS48cYbieOYhYUFisUitm3zxS9+ka9//eu8+c1v5tprr2V2drb3Xt1tJOcPm9mTZT06nM5UkJezDXaM62d1KXCzBqwSiWTzc05LxBVF4f3vfz/XX389b3zjG/mlX/ol6vU6f/M3f8Pk5CRHjx7l6U9/Ol//+tcB+NrXvgbAf/tv/42nP/3pS/7rbiM5f9jM8vuLFXXTFPwgxvUjvEDYLZxMUfdMa94oiiimLTjGGS+qlX5REonkXLLhipHPBXGcsLDQPteHsSHRdZVKJU+12j7ra88tN+ShQzXKBbPvgzhJUurtgN1byxScjZUNcP2Ihw7VgYSWG9H2hOBcsWChJCmOpQIqu7cO9M3odPe3TXWZwB5AEMZ4QbLi/huJ9T6Xc3lNnm/IsVwf5DiuD2sdx8HB/KqKkTdP07/kgmMzy+/bpoahKTx2tEmzHWLpKoWcgWno1Ds+jx1tYurKioq655PH0vl0LhKJZPMhAx3JhmWzy+8rCihAqqS9HiaFFFLx+onYzEHe8ZxP5yKRSDYfMtCRbFg2syeLF8QEUcrOiSKlnEkQxbQ6IV4YM1Cw2DlRJIjSFeuLNnuQt5jz6VwkEsnmY2Mv7ksueDarJ0t3uaZcMCnmTIIoAUWhXHLwvYAoSqi3gxWXa84nj6Xz6VwkEsnmQwY6kg3PuWiHPl0WL9eYhoZlaGiaim3qBH64quWazRrk9eN8OheJRLK5kIGOZFPQbYfeLHSXa6pNv2+nUduNqBStky7XbMYgbyXOp3ORSCSbh83z5JBINhH9lmssRcEPYxYa3pqWazZbkHcizqdzkUgkmwM540gkZ4jjl2u8IEDRhAXEUNGSyzUSiURyFpCBjkRyBlm8XKOoCkODebyOnxlnSiQSieRMIwOdDcx6Oj1Lzh3d5RpdV8nZBr4bcKbcwSUSiUSyFBnobFCk07NEIpFIJKePDHQ2INLpWSKRSCSS9UEqI28wpNOzRCKRSCTrhwx0NhheENPohOSd/sm2vKNnHTz9rQMkEolEIpEcQy5dbTCOOT33/2qE03MknZ4lkrOMbA6QSDYnMtDZYBxvHXA80ulZIjn7yOYAiWTzIpeuNhjS6Vki2Vh0mwOqTR/bVCkXTGxTpdr0eXyqSccLz/UhSiSSEyADnQ1G1zrAMjWqDZ8gjEmSlCCMqTZ86fQskZxFZHOARLL5kUtXGxDp9CyRbAzW0hwgPbwkko2JvDM3KNLpWSI598jmAIlk8yMDnQ2MdHqWSM4tsjlAItn8yBodiUQiWQHZHCCRbH5koCORSCQrIJsDJJLNj1wXkUgkkhMgmwMkks2NDHQkEonkJMjmAIlk8yIDHYlEIlkFsjlAItmcyLtWIrkAWU/fJukBJZFINjIy0JFILjDW07dJekBJJJKNjgx0JJILiK5vkx/E5B0dQ9cJo4Rq06fjR+wcL646QFnP95JIJJIzhWwvl0guENbTt0l6QEkkks2CDHQkkguEtfg2nc33kkgkkjOJDHQkkguEY75N/W974duUrMq3aT3fSyKRSM4kMtCRSC4QFvs29WMtvk3r+V4SiURyJpGBjkRygbCevk3SA0oikWwWZKAjkVwgrKdvk/SAkkgkmwXZXi6RXECsp2+T9ICSSCSbARnoSCQXGOvp2yQ9oCQSyUZHBjoSyQXIevo2SQ8oiUSykZE1OhKJRCKRSM5bznmgMz8/z6233sr111/Pvn37uOmmm3j44YdX3L5arXLLLbdwzTXXcM0113DbbbfR6XTO4hFLJBKJRCLZLJzzQOe1r30tBw8e5GMf+xif//znsW2bG2+8Edd1+27/hje8gYMHD/Lxj3+cD37wg/zrv/4rt99++1k+aolEIpFIJJuBcxroVKtVtm7dyrve9S6uuOIKdu3axete9zpmZ2d56KGHlm3//e9/n29/+9u85z3v4bLLLuOGG27gD/7gD/jKV77C9PT0OTgDiUQikUgkG5lzGuhUKhXe9773sXv3bgDm5ua46667GB8f55JLLlm2/Xe+8x1GRkbYtWtX77Vrr70WRVH47ne/e9aOWyKRSCQSyeZgw7RK3HbbbXz2s5/FNE3uvPNOcrncsm2mp6eZmJhY8pppmpTLZY4ePXpan6+v4NlzoaNp6pL/lZw6cizXBzmO64ccy/VBjuP6cKbGccMEOq961av45V/+ZT796U9z880386lPfYrLLrtsyTau62Ka5rJ9LcvC9/1T/mxVVahU8qe8/4VAqeSc60M4b5BjuT7IcVw/5FiuD3Ic14f1HscNE+h0l6re9a538YMf/IBPfvKTvOc971myjW3bBEGwbF/f9/tmgFZLkqQ0GrJzqx+aplIqOTQaLnHc38BRsjrkWK4PchzXDzmW64Mcx/VhreNYKjmryv6c00Bnfn6ee+65hxe+8IVomjD/U1WVXbt2MTMzs2z78fFx7r777iWvBUFArVZjbGzstI4lWsGFWSKI40SO0Tohx3J9kOO4fsixXB/kOK4P6z2O5zTQmZmZ4ZZbbmFoaIgbbrgBgDAMue+++3juc5+7bPtrrrmGP/mTP2H//v3s2LEDgG9961sAXHXVVad8HKqqMDgol65OhEzJrh9yLNcHOY7rhxzL9UGO4/qw2nFU1dVZzShpmqanc0CnQ5qm/OZv/iaHDx/m3e9+N6VSiY985CN885vf5Mtf/jJjY2MsLCxQLBaxbZs0TXnFK16B7/u8853vpNPp8Hu/93tcd911y5a5JBKJRCKRSM5poAPQbDa54447uPvuu2k2m1x99dW89a1vZffu3Rw6dIjnPe95vOc97+EXfuEXALHcdfvtt/Mv//IvWJbFC17wAt72trdhWda5PA2JRCKRSCQbkHMe6EgkEolEIpGcKWTTv0QikUgkkvMWGehIJBKJRCI5b5GBjkQikUgkkvMWGehIJBKJRCI5b5GBjkQikUgkkvMWGehIJBKJRCI5b5GBjkQikUgkkvMWGehIJBKJRCI5b5GBjkQikUgkkvMWGehIJBKJRCI5b5GBjkQikUgkkvMWGehc4NRqNX7/93+fZz7zmVx11VX8yq/8Ct/5zndW3P5LX/oSe/fuXfbf/v37z+JRb0zm5+e59dZbuf7669m3bx833XQTDz/88IrbV6tVbrnlFq655hquueYabrvtNjqdzlk84o3JWsdRXpMn57HHHmPfvn188YtfXHEbeT2ujtWMpbwm+3P48OG+4/K5z32u7/brdU3qp3vgks3N7/7u7zI/P8/73vc+BgcH+dSnPsVv/MZv8MUvfpFdu3Yt2/6BBx7g2muv5X3ve9+S1wcHB8/WIW9YXvva16KqKh/72MfI5XJ84AMf4MYbb+Qb3/gGjuMs2/4Nb3gDvu/z8Y9/nEajwdvf/nZuv/123vve956Do984rHUc5TV5YsIw5E1vetNJHxDyejw5qx1LeU3254EHHsCyLO6++24URem9XiwW+26/btdkKrlgefzxx9M9e/ak3/3ud3uvJUmS/uzP/mz6/ve/v+8+v/7rv56++93vPluHuGlYWFhIf+d3fid98MEHe6/99Kc/Tffs2ZP+8Ic/XLb99773vXTPnj3pww8/3HvtX/7lX9K9e/emU1NTZ+WYNyJrHcc0ldfkybjjjjvSX/3VX0337NmTfuELX+i7jbweV8dqxjJN5TW5EnfeeWf6spe9bFXbruc1KZeuLmAqlQof/ehHufzyy3uvKYpCmqbU6/W++zzwwANccsklZ+sQNw2VSoX3ve997N69G4C5uTnuuusuxsfH+47Xd77zHUZGRpZkza699loUReG73/3uWTvujcZaxxHkNXki7r33Xj7zmc+c9BewvB5PzmrHEuQ1uRJrGZf1vCbl0tUFTKlU4lnPetaS1/7+7/+eAwcO8PSnP33Z9gsLC8zNzXHvvffyiU98glqtxpOe9CTe9KY3cdFFF52tw97w3HbbbXz2s5/FNE3uvPNOcrncsm2mp6eZmJhY8pppmpTLZY4ePXq2DnVDs5pxlNfkyjQaDd785jfzX//rf112rR2PvB5PzFrGUl6TK/Pggw8yMjLCK17xCh5//HF27NjB6173Op7xjGcs23Y9r0mZ0ZH0+O53v8vv/d7v8bznPY/nPve5y/7+4IMPAqBpGu9973v50z/9UzqdDq94xSuYm5s724e7YXnVq17FF77wBV72spdx880385Of/GTZNq7rYprmstcty8L3/bNxmBue1YyjvCZX5p3vfCdPfvKTeelLX3rSbeX1eGLWMpbymuxPEAQ8/vjjtFot3vjGN/LRj36UK664gv/yX/4L99xzz7Lt1/OalBkdCQB33303b3rTm3jSk560rICuy/XXX8+3v/1tBgYGeq/9+Z//Oc95znP44he/yE033XS2DndD003Nvutd7+IHP/gBn/zkJ3nPe96zZBvbtgmCYNm+vu/3zVxciKxmHOU12Z8vf/nLfOc73+Hv/u7vVrW9vB5XZq1jKa/J/pimyb333ouu670A5vLLL+eRRx7hrrvu4oYbbliy/XpekzKjI+GTn/wkr3/963nmM5/Jxz72MWzbXnHbxTcvQC6XY+vWrUxPT5/pw9zQzM/P87WvfY04jnuvqarKrl27mJmZWbb9+Pj4steDIKBWqzE2NnbGj3ejstZxBHlN9uMLX/gC8/PzPPvZz2bfvn3s27cPgHe84x28+MUvXra9vB5XZq1jCfKaXIlcLrcsS7Nnz56+47Ke16QMdC5wPvWpT/Gud72LV77ylbz//e/vmypcvO11112H53m911qtFo8//vgFX3g3MzPDLbfcwre//e3ea2EYct999/Vt07/mmmuYmppaoqvxrW99C4CrrrrqzB/wBmWt4yivyf78yZ/8CV//+tf58pe/3PsPRLvuRz/60WXby+txZdY6lvKa7M/999/Pvn37lum0/fjHP+47Lut6Ta6pR0tyXvHoo4+ml112WXrzzTenMzMzS/5rNBppFEXpzMxM6rpumqZpeuTIkfSaa65JX//616cPPvhg+qMf/Si98cYb05/5mZ/pbXOhkiRJ+upXvzp9/vOfn957773pAw88kP7O7/xOes0116SHDx9eNpZJkqQvf/nL0//8n/9z+sMf/jC955570uc85znpW9/61nN8JueWtY6jvCZXz+KWaHk9nh4nGkt5TfYnjuP0l37pl9KXvOQl6b333ps+/PDD6R/90R+ll19+eXr//fef0WtSBjoXMHfeeWe6Z8+evv+95S1vSQ8ePLhML+K+++5LX/3qV6dPecpT0quuuip9/etfnx45cuQcnsXGodFopO94xzvSpz3taemVV16ZvvrVr+7pwfQby7m5ufT1r399+uQnPzm97rrr0ne84x2p53nn6vA3DGsdR3lNro7F4yavx9PjZGMpr8n+zM/Pp29729vSpz3taekVV1yR/vIv/3J67733pml6Zq9JJU3TdO1JKIlEIpFIJJKNj6zRkUgkEolEct4iAx2JRCKRSCTnLTLQkUgkEolEct4iAx2JRCKRSCTnLTLQkUgkEolEct4iAx2JRCKRSCTnLTLQkUgk5y2bST1jMx2rRLKZkKaeEolk1bz1rW/lS1/60gm32bJlC//3//7fs3REK3PnnXdiGAa/+Zu/eUr7n81z/dznPscjjzzCW9/61tN+L4lEshQpGCiRSFbNgQMHWFhY6P37wx/+MPfddx8f+tCHeq+ZpskTn/jEc3F4S9i7dy+/9Vu/xetf//pT2v9snutzn/tcrr32Wv74j//4tN9LIpEsRWZ0JBLJqtm+fTvbt2/v/XtwcBDTNHnyk5987g7qDHEhnatEcj4ja3QkEsm6c/fdd/OKV7yCffv2cfnll/OCF7yAT37yk72/f+tb32Lv3r387d/+Lc95znN46lOfyje/+U0AvvSlL/GiF72IK664gpe97GXcc889PPGJT+SLX/xib/8jR47wu7/7u1x77bU86UlP4lWvehX33Xdf7+979+4F4EMf+lDv//d9n9tvv51nPvOZvWP6y7/8y9M+1wcffJDXvOY1XHXVVVx11VXcfPPNHDx4cMk2n/jEJ3jBC17AFVdcwTOe8Qze+c530mq1AJHNOXz4MF/60pfYu3cvhw4dOu1jkkgkx5CBjkQiWVf+6Z/+iZtvvpnLLruMD3/4w/zZn/0ZW7Zs4V3vehff+973lmz7p3/6p7zlLW/hLW95C09+8pP58pe/zFvf+lauuuoqPvzhD/P85z+f173udcRx3NtnYWGBl7/85fzkJz/htttu44477iBJEl75ylfyyCOPAPCZz3wGgF/8xV/s/f9/+Id/yP/7f/+Pt7zlLdx1110873nP473vfe+SAGqtPPbYY7z85S9nfn6eP/7jP+YP//APOXjwIL/yK7/C/Pw8AP/rf/0v3vve9/LKV76Su+66i5tvvpmvfOUrvPvd7wZEMDYyMsKznvUsPvOZzzA6OnrKxyORSJYjl64kEsm68vDDD/PzP//zvP3tb++9tm/fPq677jruvfderrrqqt7rL3/5y3nBC17Q+/cHPvABnvOc5/SCgGc84xkYhsEdd9zR2+Z//s//Sa1W49Of/jRbtmwB4JnPfCYvetGL+MAHPsAHP/jB3vLS+Ph47///9re/zVOf+lRe/OIXA3DdddeRy+WoVCqnfK4f+tCHsG2bj3/84xQKBQBuuOEGfuZnfob/8T/+B295y1v41re+xZYtW3jlK1+Jqqpce+215HI5qtUqAE984hMxTZPBwUG5LCaRnAFkoCORSNaVbpdTp9PhwIEDPPbYY/zHf/wHAGEYLtm2u6wEsH//fo4cOcJv//ZvL9nmxS9+8ZJA55577uEJT3gCY2NjRFEEgKqqPPOZz+SrX/3qisd13XXX8bd/+7dMT0/znOc8h2c961ncfPPNp3Wu//7v/851112Hbdu9YykUClx99dX827/9GwDXX389n/nMZ/iFX/gFfu7nfo5nP/vZvPSlL0VRlNP6bIlEsjpkoCORSNaVhYUF3vGOd3D33XejKAo7duzgKU95CrBcK2ZoaGjJfse/BjAyMrLk37Vajf3793PZZZf1/XzXdXEcZ9nrb3/72xkfH+erX/0qt99+OyAyTb//+79/yp1TtVqNr3/963z9619f9rfBwUEAXvSiF5EkCZ/61Kf40Ic+xAc+8AG2bNnCLbfc0ssuSSSSM4cMdCQSybrypje9iUceeYS/+qu/4qqrrsI0TVzX5XOf+9wJ9xsfHwfo1bZ0Of7fxWKRa6+9lje/+c1938c0zRVff+1rX8trX/tajhw5wj/+4z/y4Q9/mFtuuYW///u/X+3pLTuWpz71qfz6r//6sr/p+rHp9SUveQkveclLaDabfPOb3+RjH/sYt956K1dffTVjY2On9NkSiWR1yGJkiUSyrnz3u9/l+c9/Ptdff30v6Pjnf/5nAJIkWXG/8fFxtm/fzje+8Y0lr//v//2/l/z72muv5bHHHuOiiy7iiiuu6P331a9+lc997nNomgaI5awunufx/Oc/v9dlNTk5yStf+Upe/OIXMzU1dcrneu211/Lwww/zhCc8oXccl19+OR//+Md75/HGN76R3/qt3wJEYPTCF76wV2A9MzOz7FglEsn6IjM6EolkXbnyyiv5u7/7Oy677DLGx8f5/ve/z1/8xV+gKAqu6664n6IovOENb+BNb3oT73jHO/jZn/1Z7r//fv78z/8cOBYM3HjjjXzlK1/hxhtv5NWvfjWVSoWvf/3rfPazn+Vtb3tb7/1KpRLf//73uffee7n66qu57LLL+NCHPoRhGOzdu5fHHnuML33pSzz/+c8/5XN93etex8tf/nJe85rX8Cu/8itYlsVnPvMZ7r77bj74wQ8CokbnHe94B+9973t55jOfSaPR4EMf+hA7d+7k0ksv7R3rfffdx7e//W2uvPJKbNs+5WOSSCRLkcrIEonklHnrW9/Kt7/97SU2CIcPH+Zd73oX3/nOdwDYuXMnv/Zrv8ZXv/pVarUan//85/nWt77Fr/3ar/HXf/3XXHfddUve8zOf+Qx33XUXR44cYffu3bzyla/k7W9/O3/2Z3/Gz/3czwFCtfiOO+7gnnvuwfd9du7cya/+6q/yi7/4i733+au/+is+/OEPE4YhX//61ymVSrz//e/nH/7hH5idnWVoaIgXvehF/PZv//aqAot+5wrwk5/8hD/90z/le9/7HmmasmfPHm666Sae97zn9bb5xCc+wd/+7d9y6NAhbNvmhhtu4NZbb+11jX3ta1/jj/7oj2g2m/zVX/0VV1999Rq/CYlEshIy0JFIJBuGr33tazzxiU/k4osv7r32T//0T7zmNa/hK1/5Si8DIpFIJKtFBjoSiWTDcNNNN/HII4/wxje+kYmJCR5//HE++MEPsmPHDj7xiU+c68OTSCSbEBnoSCSSDUO1WuWOO+7gn//5n1lYWGB4eJjnP//5vOENbyCfz5/rw5NIJJsQGehIJBKJRCI5b5E9jRKJRCKRSM5bZKAjkUgkEonkvEUGOhKJRCKRSM5bZKAjkUgkEonkvEUGOhKJRCKRSM5bZKAjkUgkEonkvEUGOhKJRCKRSM5bZKAjkUgkEonkvEUGOhKJRCKRSM5b/n+5GyEpT1DtVAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(y_test,y_hat_test, alpha=0.2)\n",
+ "plt.xlabel('Targets Test')\n",
+ "plt.ylabel('Predictions Test')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### R^2 value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 154,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Coefficient of determination, which reflects the relationship between independent and dependent variable.\n",
+ "## R^2 lies in the range between 0 and 1.\n",
+ "## The closer the R^2 value is to 1, the better is the "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test Performance\n",
+ "R2: 0.37465418447511223\n"
+ ]
+ }
+ ],
+ "source": [
+ "R_2=reg.score(x_test, y_test)\n",
+ "print('Test Performance')\n",
+ "print('R2: ',R_2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Mean Absolute Error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Average absolute deviation of the predicted value from the value that occurred.\n",
+ "## Undirected accumulation of over- and underestimations.\n",
+ "## MAE = 0 can be interpreted as a perfect forecast."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MAE: 0.3113972654675436\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"MAE: \", mean_absolute_error(y_test, y_hat_test))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Mean Squared Error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## The squared ME\n",
+ "## Large deviations receive a disproportionate weight compared to small deviations.\n",
+ "## MSE = 0 can be interpreted as a perfect forecast."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MSE: 0.1555972412835837\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"MSE: \", mean_squared_error(y_test, y_hat_test))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Predictions, Targets, Residuals, Difference% "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "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>Predictions</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>35.086682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>36.611418</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>35.460856</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>35.259933</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>34.746644</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions\n",
+ "0 35.086682\n",
+ "1 36.611418\n",
+ "2 35.460856\n",
+ "3 35.259933\n",
+ "4 34.746644"
+ ]
+ },
+ "execution_count": 160,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pf = pd.DataFrame(np.exp(y_hat_test), columns=['Predictions'])\n",
+ "df_pf.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#df_pf['Targets']=np.exp(y_test)\n",
+ "#df_pf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 162,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>35.086682</td>\n",
+ " <td>58.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>36.611418</td>\n",
+ " <td>25.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>35.460856</td>\n",
+ " <td>25.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>35.259933</td>\n",
+ " <td>36.0</td>\n",
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+ " <th>4</th>\n",
+ " <td>34.746644</td>\n",
+ " <td>22.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3959</th>\n",
+ " <td>38.419789</td>\n",
+ " <td>55.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3960</th>\n",
+ " <td>61.810220</td>\n",
+ " <td>35.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3961</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>15.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3962</th>\n",
+ " <td>31.783167</td>\n",
+ " <td>35.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3963</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>50.0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>3964 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets\n",
+ "0 35.086682 58.0\n",
+ "1 36.611418 25.0\n",
+ "2 35.460856 25.0\n",
+ "3 35.259933 36.0\n",
+ "4 34.746644 22.0\n",
+ "... ... ...\n",
+ "3959 38.419789 55.0\n",
+ "3960 61.810220 35.0\n",
+ "3961 34.471874 15.0\n",
+ "3962 31.783167 35.0\n",
+ "3963 34.471874 50.0\n",
+ "\n",
+ "[3964 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 162,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y_test = y_test.reset_index(drop=True)\n",
+ "df_pf['Targets']=np.exp(y_test)\n",
+ "df_pf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 163,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
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+ " .dataframe tbody tr th {\n",
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+ " }\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>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " <th>Residuals</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>35.086682</td>\n",
+ " <td>58.0</td>\n",
+ " <td>22.913318</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>36.611418</td>\n",
+ " <td>25.0</td>\n",
+ " <td>-11.611418</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>35.460856</td>\n",
+ " <td>25.0</td>\n",
+ " <td>-10.460856</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>35.259933</td>\n",
+ " <td>36.0</td>\n",
+ " <td>0.740067</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>34.746644</td>\n",
+ " <td>22.0</td>\n",
+ " <td>-12.746644</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3959</th>\n",
+ " <td>38.419789</td>\n",
+ " <td>55.0</td>\n",
+ " <td>16.580211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3960</th>\n",
+ " <td>61.810220</td>\n",
+ " <td>35.0</td>\n",
+ " <td>-26.810220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3961</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>15.0</td>\n",
+ " <td>-19.471874</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3962</th>\n",
+ " <td>31.783167</td>\n",
+ " <td>35.0</td>\n",
+ " <td>3.216833</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3963</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>50.0</td>\n",
+ " <td>15.528126</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>3964 rows × 3 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals\n",
+ "0 35.086682 58.0 22.913318\n",
+ "1 36.611418 25.0 -11.611418\n",
+ "2 35.460856 25.0 -10.460856\n",
+ "3 35.259933 36.0 0.740067\n",
+ "4 34.746644 22.0 -12.746644\n",
+ "... ... ... ...\n",
+ "3959 38.419789 55.0 16.580211\n",
+ "3960 61.810220 35.0 -26.810220\n",
+ "3961 34.471874 15.0 -19.471874\n",
+ "3962 31.783167 35.0 3.216833\n",
+ "3963 34.471874 50.0 15.528126\n",
+ "\n",
+ "[3964 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 163,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pf['Residuals'] = df_pf['Targets'] - df_pf['Predictions']\n",
+ "df_pf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 164,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
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+ " .dataframe tbody tr th {\n",
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+ " }\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>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " <th>Residuals</th>\n",
+ " <th>Difference%</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>35.086682</td>\n",
+ " <td>58.0</td>\n",
+ " <td>22.913318</td>\n",
+ " <td>39.505721</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>36.611418</td>\n",
+ " <td>25.0</td>\n",
+ " <td>-11.611418</td>\n",
+ " <td>46.445670</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>35.460856</td>\n",
+ " <td>25.0</td>\n",
+ " <td>-10.460856</td>\n",
+ " <td>41.843425</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>35.259933</td>\n",
+ " <td>36.0</td>\n",
+ " <td>0.740067</td>\n",
+ " <td>2.055743</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>34.746644</td>\n",
+ " <td>22.0</td>\n",
+ " <td>-12.746644</td>\n",
+ " <td>57.939292</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3959</th>\n",
+ " <td>38.419789</td>\n",
+ " <td>55.0</td>\n",
+ " <td>16.580211</td>\n",
+ " <td>30.145838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3960</th>\n",
+ " <td>61.810220</td>\n",
+ " <td>35.0</td>\n",
+ " <td>-26.810220</td>\n",
+ " <td>76.600629</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3961</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>15.0</td>\n",
+ " <td>-19.471874</td>\n",
+ " <td>129.812490</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3962</th>\n",
+ " <td>31.783167</td>\n",
+ " <td>35.0</td>\n",
+ " <td>3.216833</td>\n",
+ " <td>9.190951</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3963</th>\n",
+ " <td>34.471874</td>\n",
+ " <td>50.0</td>\n",
+ " <td>15.528126</td>\n",
+ " <td>31.056253</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>3964 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals Difference%\n",
+ "0 35.086682 58.0 22.913318 39.505721\n",
+ "1 36.611418 25.0 -11.611418 46.445670\n",
+ "2 35.460856 25.0 -10.460856 41.843425\n",
+ "3 35.259933 36.0 0.740067 2.055743\n",
+ "4 34.746644 22.0 -12.746644 57.939292\n",
+ "... ... ... ... ...\n",
+ "3959 38.419789 55.0 16.580211 30.145838\n",
+ "3960 61.810220 35.0 -26.810220 76.600629\n",
+ "3961 34.471874 15.0 -19.471874 129.812490\n",
+ "3962 31.783167 35.0 3.216833 9.190951\n",
+ "3963 34.471874 50.0 15.528126 31.056253\n",
+ "\n",
+ "[3964 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 164,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pf['Difference%'] = np.absolute(df_pf['Residuals'] / df_pf['Targets']*100)\n",
+ "df_pf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "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>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " <th>Residuals</th>\n",
+ " <th>Difference%</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>3964.000000</td>\n",
+ " <td>3964.000000</td>\n",
+ " <td>3964.000000</td>\n",
+ " <td>3964.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>45.798296</td>\n",
+ " <td>49.726791</td>\n",
+ " <td>3.928495</td>\n",
+ " <td>32.477736</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>14.211519</td>\n",
+ " <td>25.308897</td>\n",
+ " <td>20.494517</td>\n",
+ " <td>30.655094</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>21.093085</td>\n",
+ " <td>9.000000</td>\n",
+ " <td>-52.302901</td>\n",
+ " <td>0.021569</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>33.437396</td>\n",
+ " <td>30.000000</td>\n",
+ " <td>-9.246543</td>\n",
+ " <td>12.345680</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>37.021530</td>\n",
+ " <td>45.000000</td>\n",
+ " <td>-0.004178</td>\n",
+ " <td>24.734889</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>60.595064</td>\n",
+ " <td>65.000000</td>\n",
+ " <td>13.498191</td>\n",
+ " <td>43.312768</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>78.612874</td>\n",
+ " <td>139.000000</td>\n",
+ " <td>94.864778</td>\n",
+ " <td>523.029014</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals Difference%\n",
+ "count 3964.000000 3964.000000 3964.000000 3964.000000\n",
+ "mean 45.798296 49.726791 3.928495 32.477736\n",
+ "std 14.211519 25.308897 20.494517 30.655094\n",
+ "min 21.093085 9.000000 -52.302901 0.021569\n",
+ "25% 33.437396 30.000000 -9.246543 12.345680\n",
+ "50% 37.021530 45.000000 -0.004178 24.734889\n",
+ "75% 60.595064 65.000000 13.498191 43.312768\n",
+ "max 78.612874 139.000000 94.864778 523.029014"
+ ]
+ },
+ "execution_count": 165,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pf.describe(include ='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Fehlerterme"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 166,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\2005564031.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(y_test - y_hat_test)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Residuals')"
+ ]
+ },
+ "execution_count": 166,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(y_test - y_hat_test)\n",
+ "plt.title(\"Residuals\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### fact values vs. prediction plotted"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 167,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<seaborn.axisgrid.JointGrid at 0x22888e55a90>"
+ ]
+ },
+ "execution_count": 167,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 1600x800 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 600x600 with 3 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "test = pd.DataFrame({'Predicted':reg.predict(x_test),'Actual':y_test})\n",
+ "fig= plt.figure(figsize=(16,8))\n",
+ "test = test.reset_index()\n",
+ "test = test.drop(['index'],axis=1)\n",
+ "plt.plot(test[:50])\n",
+ "plt.legend(['Actual','Predicted'])\n",
+ "sns.jointplot(x='Actual',y='Predicted',data=test,kind='reg',)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4.2 Random Forrest Regressor "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 168,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# starting point is the dataset data_feature_selection, \n",
+ "# this dataset contains only the relevant features,\n",
+ "# an approximation to the normal distribution has not yet taken place."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 169,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "random_forest_berlin_airbnb = data_feature_auswahl"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
+ "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>neighbourhood_group</th>\n",
+ " <th>room_type</th>\n",
+ " <th>price</th>\n",
+ " <th>calculated_host_listings_count</th>\n",
+ " <th>availability_365</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Mitte</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>60</td>\n",
+ " <td>4</td>\n",
+ " <td>141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>17</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Entire home/apt</td>\n",
+ " <td>90</td>\n",
+ " <td>1</td>\n",
+ " <td>220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Tempelhof-Schöneberg</td>\n",
+ " <td>Private room</td>\n",
+ " <td>26</td>\n",
+ " <td>1</td>\n",
+ " <td>297</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Pankow</td>\n",
+ " <td>Private room</td>\n",
+ " <td>42</td>\n",
+ " <td>1</td>\n",
+ " <td>26</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " neighbourhood_group room_type price \\\n",
+ "0 Mitte Entire home/apt 60 \n",
+ "1 Pankow Private room 17 \n",
+ "2 Pankow Entire home/apt 90 \n",
+ "3 Tempelhof-Schöneberg Private room 26 \n",
+ "4 Pankow Private room 42 \n",
+ "\n",
+ " calculated_host_listings_count availability_365 \n",
+ "0 4 141 \n",
+ "1 1 0 \n",
+ "2 1 220 \n",
+ "3 1 297 \n",
+ "4 1 26 "
+ ]
+ },
+ "execution_count": 170,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "random_forest_berlin_airbnb.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "random_forest_berlin_airbnb_with_dummies = pd.get_dummies(random_forest_berlin_airbnb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Feature-Skalierung"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "targets = random_forest_berlin_airbnb_with_dummies['price']\n",
+ "inputs = random_forest_berlin_airbnb_with_dummies.drop(['price'],axis= 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 173,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "scaler = StandardScaler()\n",
+ "scaler.fit(inputs)\n",
+ "inputs_scaled = scaler.transform(inputs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Train Test Split (= prevents Overfitting) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 174,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x_train, x_test, y_train, y_test = train_test_split(inputs_scaled, targets,test_size=0.2, random_state=365)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Production of Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 176,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Initialize the RandomForestRegressor with valid parameters\n",
+ "rfr = RandomForestRegressor(bootstrap=True, max_depth=None, max_features='sqrt',\n",
+ " min_samples_leaf=4, min_samples_split=2)\n",
+ "\n",
+ "# Fit the model\n",
+ "rfr.fit(x_train, y_train)\n",
+ "\n",
+ "# Make predictions\n",
+ "y_predictions = rfr.predict(x_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 178,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train Performance\n",
+ "R2: 0.654319009806634\n"
+ ]
+ }
+ ],
+ "source": [
+ "R_2 = rfr.score(x_train,y_train)\n",
+ "print('Train Performance')\n",
+ "print('R2: ',R_2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Testing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 179,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Coefficient of determination, which reflects the relationship between independent and dependent variable.\n",
+ "## R^2 lies in the range between 0 and 1.\n",
+ "## If the R^2 value is equal to 1, all points lie ideally on the regression line."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 180,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test Performance\n",
+ "R2: 0.577479493508597\n"
+ ]
+ }
+ ],
+ "source": [
+ "R_2 = rfr.score(x_test,y_test)\n",
+ "print('Test Performance')\n",
+ "print('R2: ',R_2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 181,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " Features Weights\n",
+ "0 neighbourhood_group_Lichtenberg 0.00\n",
+ "1 neighbourhood_group_Marzahn-Hellersdorf 0.00\n",
+ "2 neighbourhood_group_Pankow 0.00\n",
+ "3 neighbourhood_group_Reinickendorf 0.00\n",
+ "4 neighbourhood_group_Spandau 0.00\n",
+ "5 neighbourhood_group_Steglitz-Zehlendorf 0.00\n",
+ "6 neighbourhood_group_Treptow-Köpenick 0.00\n",
+ "7 room_type_Shared room 0.00\n",
+ "8 neighbourhood_group_Friedrichshain-Kreuzberg 0.01\n",
+ "9 neighbourhood_group_Neukölln 0.01\n",
+ "10 neighbourhood_group_Mitte 0.02\n",
+ "11 room_type_Entire home/apt 0.04\n",
+ "12 neighbourhood_group_Charlottenburg-Wilmersdorf 0.05\n",
+ "13 room_type_Private room 0.06\n",
+ "14 neighbourhood_group_Tempelhof-Schöneberg 0.08\n",
+ "15 availability_365 0.28\n",
+ "16 calculated_host_listings_count 0.45\n",
+ "\n",
+ "Durchschnitt Weights:\n",
+ " 0.01417 Weight of neighbourhood_group\n",
+ " 0.03333 Weight of room_type\n",
+ " 0.45 Weight of calculated_host_listings_count\n",
+ " 0.28 Weight of availability_365\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "feature_list = list(inputs.columns)\n",
+ "\n",
+ "importances = list(rfr.feature_importances_)\n",
+ "feature_importances = [(feature, round(importance,2)) for feature, importance in zip(feature_list, importances)]\n",
+ "feature_importances = sorted(feature_importances, key = lambda x: x[1])\n",
+ "df = pd.DataFrame(feature_importances,columns=['Features','Weights'])\n",
+ "print (df)\n",
+ "\n",
+ "mean_importance_room_type = round(df[df['Features'].str.contains('room_type')]['Weights'].mean(),5)\n",
+ "mean_importance_neighbourhood_group = round(df[df['Features'].str.contains('neighbourhood_group')]['Weights'].mean(),5)\n",
+ "mean_importance_availability_365 = round(df[df['Features'].str.contains('availability_365')]['Weights'].mean(),5)\n",
+ "mean_importance_calculated_host_listings_count = round(df[df['Features'].str.contains('calculated_host_listings_count')]['Weights'].mean(),5)\n",
+ "\n",
+ "\n",
+ "print('\\nDurchschnitt Weights:')\n",
+ "print('{:20} Weight of neighbourhood_group'.format(mean_importance_neighbourhood_group))\n",
+ "print('{:20} Weight of room_type'.format(mean_importance_room_type))\n",
+ "print('{:20} Weight of calculated_host_listings_count'.format(mean_importance_calculated_host_listings_count))\n",
+ "print('{:20} Weight of availability_365'.format(mean_importance_availability_365))\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Mean Absolute Error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 182,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Average absolute deviation of the predicted value from the value that occurred.\n",
+ "## Undirected accumulation of over- and underestimations.\n",
+ "## MAE = 0 can be interpreted as a perfect forecast."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MAE: 29.903721852219654\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"MAE: \", mean_absolute_error(y_test, y_predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Mean Squared Error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## The squared ME\n",
+ "## Large deviations receive a disproportionate weight compared to small deviations.\n",
+ "## MSE = 0 can be interpreted as a perfect forecast."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 185,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MAE: 10889.358036329248\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"MAE: \", mean_squared_error(y_test, y_predictions))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Predictions, Targets, Residuals, Difference% "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 186,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\AppData\\Local\\Temp\\ipykernel_3124\\2419183680.py:1: RuntimeWarning: overflow encountered in exp\n",
+ " df_rf = pd.DataFrame(np.exp(y_predictions), columns=['Predictions'])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
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+ " .dataframe thead th {\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Predictions</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1.151834e+16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4.552078e+26</td>\n",
+ " </tr>\n",
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+ " <th>2</th>\n",
+ " <td>1.763793e+18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>6.749380e+14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>2.990345e+13</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions\n",
+ "0 1.151834e+16\n",
+ "1 4.552078e+26\n",
+ "2 1.763793e+18\n",
+ "3 6.749380e+14\n",
+ "4 2.990345e+13"
+ ]
+ },
+ "execution_count": 186,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rf = pd.DataFrame(np.exp(y_predictions), columns=['Predictions'])\n",
+ "df_rf.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 187,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\anaconda3\\Lib\\site-packages\\pandas\\core\\arraylike.py:396: RuntimeWarning: overflow encountered in exp\n",
+ " result = getattr(ufunc, method)(*inputs, **kwargs)\n"
+ ]
+ },
+ {
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+ " <th>Targets</th>\n",
+ " </tr>\n",
+ " </thead>\n",
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+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1.151834e+16</td>\n",
+ " <td>1.171914e+16</td>\n",
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+ " <th>1</th>\n",
+ " <td>4.552078e+26</td>\n",
+ " <td>1.142007e+26</td>\n",
+ " </tr>\n",
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+ " <td>1.763793e+18</td>\n",
+ " <td>5.184706e+21</td>\n",
+ " </tr>\n",
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+ " <th>3</th>\n",
+ " <td>6.749380e+14</td>\n",
+ " <td>1.586013e+15</td>\n",
+ " </tr>\n",
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+ " <td>2.990345e+13</td>\n",
+ " <td>2.202647e+04</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4504</th>\n",
+ " <td>6.533963e+27</td>\n",
+ " <td>4.851652e+08</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4505</th>\n",
+ " <td>1.038414e+17</td>\n",
+ " <td>3.584913e+09</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4506</th>\n",
+ " <td>9.373476e+36</td>\n",
+ " <td>1.142007e+26</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4507</th>\n",
+ " <td>1.506899e+34</td>\n",
+ " <td>4.727839e+18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4508</th>\n",
+ " <td>1.586530e+16</td>\n",
+ " <td>2.146436e+14</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>4509 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets\n",
+ "0 1.151834e+16 1.171914e+16\n",
+ "1 4.552078e+26 1.142007e+26\n",
+ "2 1.763793e+18 5.184706e+21\n",
+ "3 6.749380e+14 1.586013e+15\n",
+ "4 2.990345e+13 2.202647e+04\n",
+ "... ... ...\n",
+ "4504 6.533963e+27 4.851652e+08\n",
+ "4505 1.038414e+17 3.584913e+09\n",
+ "4506 9.373476e+36 1.142007e+26\n",
+ "4507 1.506899e+34 4.727839e+18\n",
+ "4508 1.586530e+16 2.146436e+14\n",
+ "\n",
+ "[4509 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 187,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y_test = y_test.reset_index(drop=True)\n",
+ "df_rf['Targets']=np.exp(y_test)\n",
+ "df_rf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " <th>Residuals</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1.151834e+16</td>\n",
+ " <td>1.171914e+16</td>\n",
+ " <td>2.008034e+14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4.552078e+26</td>\n",
+ " <td>1.142007e+26</td>\n",
+ " <td>-3.410070e+26</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1.763793e+18</td>\n",
+ " <td>5.184706e+21</td>\n",
+ " <td>5.182942e+21</td>\n",
+ " </tr>\n",
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+ " </tr>\n",
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+ " <th>...</th>\n",
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+ " <td>1.142007e+26</td>\n",
+ " <td>-9.373476e+36</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4507</th>\n",
+ " <td>1.506899e+34</td>\n",
+ " <td>4.727839e+18</td>\n",
+ " <td>-1.506899e+34</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4508</th>\n",
+ " <td>1.586530e+16</td>\n",
+ " <td>2.146436e+14</td>\n",
+ " <td>-1.565066e+16</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>4509 rows × 3 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals\n",
+ "0 1.151834e+16 1.171914e+16 2.008034e+14\n",
+ "1 4.552078e+26 1.142007e+26 -3.410070e+26\n",
+ "2 1.763793e+18 5.184706e+21 5.182942e+21\n",
+ "3 6.749380e+14 1.586013e+15 9.110755e+14\n",
+ "4 2.990345e+13 2.202647e+04 -2.990345e+13\n",
+ "... ... ... ...\n",
+ "4504 6.533963e+27 4.851652e+08 -6.533963e+27\n",
+ "4505 1.038414e+17 3.584913e+09 -1.038414e+17\n",
+ "4506 9.373476e+36 1.142007e+26 -9.373476e+36\n",
+ "4507 1.506899e+34 4.727839e+18 -1.506899e+34\n",
+ "4508 1.586530e+16 2.146436e+14 -1.565066e+16\n",
+ "\n",
+ "[4509 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 188,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rf['Residuals'] = df_rf['Targets'] - df_rf['Predictions']\n",
+ "df_rf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " <th></th>\n",
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+ " </tr>\n",
+ " </thead>\n",
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+ " <td>1.713465e+00</td>\n",
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+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4.552078e+26</td>\n",
+ " <td>1.142007e+26</td>\n",
+ " <td>-3.410070e+26</td>\n",
+ " <td>2.986032e+02</td>\n",
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+ " <th>2</th>\n",
+ " <td>1.763793e+18</td>\n",
+ " <td>5.184706e+21</td>\n",
+ " <td>5.182942e+21</td>\n",
+ " <td>9.996598e+01</td>\n",
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+ " <th>3</th>\n",
+ " <td>6.749380e+14</td>\n",
+ " <td>1.586013e+15</td>\n",
+ " <td>9.110755e+14</td>\n",
+ " <td>5.744437e+01</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>2.990345e+13</td>\n",
+ " <td>2.202647e+04</td>\n",
+ " <td>-2.990345e+13</td>\n",
+ " <td>1.357614e+11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
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+ " <td>...</td>\n",
+ " <td>...</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>4504</th>\n",
+ " <td>6.533963e+27</td>\n",
+ " <td>4.851652e+08</td>\n",
+ " <td>-6.533963e+27</td>\n",
+ " <td>1.346750e+21</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4505</th>\n",
+ " <td>1.038414e+17</td>\n",
+ " <td>3.584913e+09</td>\n",
+ " <td>-1.038414e+17</td>\n",
+ " <td>2.896623e+09</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4506</th>\n",
+ " <td>9.373476e+36</td>\n",
+ " <td>1.142007e+26</td>\n",
+ " <td>-9.373476e+36</td>\n",
+ " <td>8.207895e+12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4507</th>\n",
+ " <td>1.506899e+34</td>\n",
+ " <td>4.727839e+18</td>\n",
+ " <td>-1.506899e+34</td>\n",
+ " <td>3.187289e+17</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4508</th>\n",
+ " <td>1.586530e+16</td>\n",
+ " <td>2.146436e+14</td>\n",
+ " <td>-1.565066e+16</td>\n",
+ " <td>7.291464e+03</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>4509 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals Difference%\n",
+ "0 1.151834e+16 1.171914e+16 2.008034e+14 1.713465e+00\n",
+ "1 4.552078e+26 1.142007e+26 -3.410070e+26 2.986032e+02\n",
+ "2 1.763793e+18 5.184706e+21 5.182942e+21 9.996598e+01\n",
+ "3 6.749380e+14 1.586013e+15 9.110755e+14 5.744437e+01\n",
+ "4 2.990345e+13 2.202647e+04 -2.990345e+13 1.357614e+11\n",
+ "... ... ... ... ...\n",
+ "4504 6.533963e+27 4.851652e+08 -6.533963e+27 1.346750e+21\n",
+ "4505 1.038414e+17 3.584913e+09 -1.038414e+17 2.896623e+09\n",
+ "4506 9.373476e+36 1.142007e+26 -9.373476e+36 8.207895e+12\n",
+ "4507 1.506899e+34 4.727839e+18 -1.506899e+34 3.187289e+17\n",
+ "4508 1.586530e+16 2.146436e+14 -1.565066e+16 7.291464e+03\n",
+ "\n",
+ "[4509 rows x 4 columns]"
+ ]
+ },
+ "execution_count": 189,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rf['Difference%'] = np.absolute(df_rf['Residuals'] / df_rf['Targets']*100)\n",
+ "df_rf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 190,
+ "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>Predictions</th>\n",
+ " <th>Targets</th>\n",
+ " <th>Residuals</th>\n",
+ " <th>Difference%</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>4.509000e+03</td>\n",
+ " <td>4.509000e+03</td>\n",
+ " <td>4.507000e+03</td>\n",
+ " <td>4.499000e+03</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>inf</td>\n",
+ " <td>inf</td>\n",
+ " <td>NaN</td>\n",
+ " <td>inf</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>1.792532e+11</td>\n",
+ " <td>8.103084e+03</td>\n",
+ " <td>-inf</td>\n",
+ " <td>1.869449e-01</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>1.586530e+16</td>\n",
+ " <td>1.068647e+13</td>\n",
+ " <td>-4.975194e+29</td>\n",
+ " <td>1.000000e+02</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>4.406397e+24</td>\n",
+ " <td>2.581313e+20</td>\n",
+ " <td>-1.585462e+16</td>\n",
+ " <td>1.615105e+05</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>8.828983e+30</td>\n",
+ " <td>2.515439e+30</td>\n",
+ " <td>5.184705e+21</td>\n",
+ " <td>3.866752e+10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>inf</td>\n",
+ " <td>inf</td>\n",
+ " <td>inf</td>\n",
+ " <td>inf</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Predictions Targets Residuals Difference%\n",
+ "count 4.509000e+03 4.509000e+03 4.507000e+03 4.499000e+03\n",
+ "mean inf inf NaN inf\n",
+ "std NaN NaN NaN NaN\n",
+ "min 1.792532e+11 8.103084e+03 -inf 1.869449e-01\n",
+ "25% 1.586530e+16 1.068647e+13 -4.975194e+29 1.000000e+02\n",
+ "50% 4.406397e+24 2.581313e+20 -1.585462e+16 1.615105e+05\n",
+ "75% 8.828983e+30 2.515439e+30 5.184705e+21 3.866752e+10\n",
+ "max inf inf inf inf"
+ ]
+ },
+ "execution_count": 190,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rf.describe(include ='all')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4.3 Neural network with Keras"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 191,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "neuronales_netz_berlin_airbnb = data_feature_auswahl"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 192,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "neuronales_netz_berlin_airbnb_with_dummies = pd.get_dummies(neuronales_netz_berlin_airbnb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 193,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "targets = neuronales_netz_berlin_airbnb_with_dummies['price']\n",
+ "inputs = neuronales_netz_berlin_airbnb_with_dummies.drop(['price'],axis= 1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Feature Scaling"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 194,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "scaler = StandardScaler()\n",
+ "scaler.fit(inputs)\n",
+ "inputs_scaled = scaler.transform(inputs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Train Test Split (= prevents Overfitting)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 195,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x_train, x_test, y_train, y_test = train_test_split(inputs_scaled, targets,test_size=0.2, random_state=365)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### production of models"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 196,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\ar\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+ " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Defining the keras model: the sequential model is used\n",
+ "model = keras.Sequential([keras.layers.Dense(512, input_dim = x_train.shape[1], kernel_initializer=\"normal\", activation=\"relu\"),\n",
+ " keras.layers.Dense(512, kernel_initializer=\"normal\", activation=\"relu\", kernel_regularizer=keras.regularizers.l1(0.1)),\n",
+ " keras.layers.Dense(256, kernel_initializer=\"normal\", activation=\"relu\", kernel_regularizer=keras.regularizers.l1(0.1)),\n",
+ " keras.layers.Dense(128, kernel_initializer=\"normal\", activation=\"relu\", kernel_regularizer=keras.regularizers.l1(0.1)),\n",
+ " keras.layers.Dense(64, kernel_initializer=\"normal\", activation=\"relu\", kernel_regularizer=keras.regularizers.l1(0.1)),\n",
+ " keras.layers.Dense(32, kernel_initializer=\"normal\", activation=\"relu\", kernel_regularizer=keras.regularizers.l1(0.1)),\n",
+ " keras.layers.Dense(1, kernel_initializer=\"normal\", activation=\"linear\")])\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#model.compile(optimizer='adam', loss='mean_squared_error')\n",
+ "model.compile(loss='mse', optimizer='adam', metrics=['mse', 'mae', 'mape'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 198,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 41798.4609 - mae: 45.2860 - mape: 71.4379 - mse: 41130.2188 - val_loss: 59529.8984 - val_mae: 47.3994 - val_mape: 75.9173 - val_mse: 59181.1797\n",
+ "Epoch 2/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 44140.0156 - mae: 40.4865 - mape: 65.9097 - mse: 43780.1914 - val_loss: 57928.6211 - val_mae: 39.7628 - val_mape: 56.9692 - val_mse: 57479.3398\n",
+ "Epoch 3/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 37570.7305 - mae: 36.6092 - mape: 60.2744 - mse: 37107.0898 - val_loss: 61289.2891 - val_mae: 36.1290 - val_mape: 50.0340 - val_mse: 60586.0859\n",
+ "Epoch 4/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 62542.5117 - mae: 39.5991 - mape: 62.0980 - mse: 61832.1602 - val_loss: 31631.1699 - val_mae: 32.8595 - val_mape: 46.3845 - val_mse: 30840.5488\n",
+ "Epoch 5/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 43085.0156 - mae: 37.7735 - mape: 58.5666 - mse: 42310.5156 - val_loss: 36060.1133 - val_mae: 45.3787 - val_mape: 84.3235 - val_mse: 35237.8086\n",
+ "Epoch 6/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 46257.7344 - mae: 37.5134 - mape: 53.7921 - mse: 45471.3867 - val_loss: 16735.5137 - val_mae: 31.7071 - val_mape: 56.7617 - val_mse: 15899.2734\n",
+ "Epoch 7/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 37293.0508 - mae: 34.7532 - mape: 55.1222 - mse: 36457.2422 - val_loss: 16368.2715 - val_mae: 27.6093 - val_mape: 42.3695 - val_mse: 15562.1270\n",
+ "Epoch 8/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 11655.3809 - mae: 27.7119 - mape: 48.7568 - mse: 10851.0283 - val_loss: 38157.5703 - val_mae: 33.3454 - val_mape: 35.0304 - val_mse: 37380.8906\n",
+ "Epoch 9/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 56076.0781 - mae: 35.6187 - mape: 52.6932 - mse: 55284.3906 - val_loss: 15233.6221 - val_mae: 29.7905 - val_mape: 53.1907 - val_mse: 14446.6592\n",
+ "Epoch 10/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 11869.5967 - mae: 27.3712 - mape: 48.7802 - mse: 11093.6973 - val_loss: 20624.2363 - val_mae: 35.3642 - val_mape: 64.0695 - val_mse: 19856.9219\n",
+ "Epoch 11/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19988.9941 - mae: 29.3403 - mape: 48.9661 - mse: 19240.1543 - val_loss: 16516.0781 - val_mae: 27.7886 - val_mape: 41.2505 - val_mse: 15746.4004\n",
+ "Epoch 12/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 16295.1807 - mae: 28.7850 - mape: 49.6352 - mse: 15531.3896 - val_loss: 15133.5566 - val_mae: 28.3354 - val_mape: 48.9657 - val_mse: 14375.4658\n",
+ "Epoch 13/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 51864.8164 - mae: 34.0841 - mape: 53.5337 - mse: 51113.5273 - val_loss: 19583.8906 - val_mae: 28.9790 - val_mape: 42.7457 - val_mse: 18845.5117\n",
+ "Epoch 14/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 50472.9961 - mae: 36.1185 - mape: 58.0795 - mse: 49734.5703 - val_loss: 15389.6885 - val_mae: 28.6594 - val_mape: 49.0770 - val_mse: 14677.9756\n",
+ "Epoch 15/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 26552.7520 - mae: 30.2962 - mape: 51.3104 - mse: 25842.6426 - val_loss: 16653.5488 - val_mae: 29.4324 - val_mape: 47.9936 - val_mse: 15951.0830\n",
+ "Epoch 16/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 44033.5547 - mae: 34.9364 - mape: 54.1551 - mse: 43335.1406 - val_loss: 15908.2051 - val_mae: 28.5814 - val_mape: 47.1425 - val_mse: 15168.2783\n",
+ "Epoch 17/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 28554.1387 - mae: 30.4751 - mape: 47.3246 - mse: 27832.9277 - val_loss: 15038.7070 - val_mae: 28.1295 - val_mape: 47.0889 - val_mse: 14332.2812\n",
+ "Epoch 18/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 14898.3926 - mae: 27.2988 - mape: 49.0447 - mse: 14197.1328 - val_loss: 16307.4277 - val_mae: 29.2764 - val_mape: 47.5590 - val_mse: 15618.3682\n",
+ "Epoch 19/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 27100.4668 - mae: 29.6505 - mape: 49.1363 - mse: 26418.2266 - val_loss: 15353.1836 - val_mae: 28.0269 - val_mape: 47.2817 - val_mse: 14638.2490\n",
+ "Epoch 20/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 27550.1016 - mae: 29.9476 - mape: 46.8345 - mse: 26872.8848 - val_loss: 15756.0029 - val_mae: 28.1348 - val_mape: 43.9146 - val_mse: 15083.6143\n",
+ "Epoch 21/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 15070.7305 - mae: 27.5519 - mape: 48.7627 - mse: 14400.9248 - val_loss: 15672.3975 - val_mae: 30.7660 - val_mape: 54.2913 - val_mse: 15012.1768\n",
+ "Epoch 22/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19289.9531 - mae: 29.8792 - mape: 49.5663 - mse: 18637.0879 - val_loss: 15235.4492 - val_mae: 28.5708 - val_mape: 47.7312 - val_mse: 14587.2139\n",
+ "Epoch 23/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 45600.9805 - mae: 33.4116 - mape: 50.2416 - mse: 44954.0938 - val_loss: 15715.3691 - val_mae: 35.6014 - val_mape: 70.4380 - val_mse: 15060.8652\n",
+ "Epoch 24/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13118.0039 - mae: 29.0072 - mape: 53.5314 - mse: 12463.7490 - val_loss: 16143.4893 - val_mae: 29.4229 - val_mape: 48.1415 - val_mse: 15497.0596\n",
+ "Epoch 25/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 15386.1807 - mae: 27.9310 - mape: 49.0652 - mse: 14743.8350 - val_loss: 39133.7461 - val_mae: 32.1318 - val_mape: 42.2720 - val_mse: 38519.2656\n",
+ "Epoch 26/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 24764.8574 - mae: 30.8766 - mape: 51.8433 - mse: 24145.4648 - val_loss: 14822.9004 - val_mae: 27.6369 - val_mape: 45.2995 - val_mse: 14214.2881\n",
+ "Epoch 27/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19109.6836 - mae: 27.1914 - mape: 46.9510 - mse: 18506.4043 - val_loss: 18969.8164 - val_mae: 29.5859 - val_mape: 45.5840 - val_mse: 18356.6758\n",
+ "Epoch 28/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 15992.2725 - mae: 28.9867 - mape: 47.9622 - mse: 15383.5850 - val_loss: 15785.6592 - val_mae: 29.5522 - val_mape: 49.0936 - val_mse: 15174.0361\n",
+ "Epoch 29/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 38941.6016 - mae: 31.2555 - mape: 49.6263 - mse: 38344.2188 - val_loss: 17778.1387 - val_mae: 29.2059 - val_mape: 46.0462 - val_mse: 17169.1758\n",
+ "Epoch 30/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 29454.8887 - mae: 30.9089 - mape: 53.1821 - mse: 28842.9473 - val_loss: 30803.6270 - val_mae: 31.5794 - val_mape: 35.0948 - val_mse: 30157.6230\n",
+ "Epoch 31/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 18190.9219 - mae: 27.7283 - mape: 45.4933 - mse: 17556.6484 - val_loss: 22180.8496 - val_mae: 35.8397 - val_mape: 59.6475 - val_mse: 21571.8477\n",
+ "Epoch 32/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 26302.4902 - mae: 31.0631 - mape: 50.5248 - mse: 25696.1055 - val_loss: 18279.3320 - val_mae: 28.5267 - val_mape: 39.8746 - val_mse: 17680.1250\n",
+ "Epoch 33/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 29094.3594 - mae: 29.6975 - mape: 48.1606 - mse: 28491.4668 - val_loss: 15098.8496 - val_mae: 30.8879 - val_mape: 56.4808 - val_mse: 14508.7188\n",
+ "Epoch 34/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 38081.4648 - mae: 31.0419 - mape: 52.3576 - mse: 37493.8203 - val_loss: 15233.9336 - val_mae: 28.0969 - val_mape: 44.4170 - val_mse: 14637.8740\n",
+ "Epoch 35/100\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 32126.5371 - mae: 31.1768 - mape: 49.2598 - mse: 31539.4277 - val_loss: 15173.1064 - val_mae: 29.3341 - val_mape: 48.3438 - val_mse: 14608.0020\n",
+ "Epoch 36/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 28509.2656 - mae: 30.7789 - mape: 49.5318 - mse: 27944.3008 - val_loss: 16809.2969 - val_mae: 28.4714 - val_mape: 43.6542 - val_mse: 16247.7354\n",
+ "Epoch 37/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 53655.3672 - mae: 32.5834 - mape: 48.2770 - mse: 53099.7930 - val_loss: 15278.1016 - val_mae: 29.9500 - val_mape: 52.3251 - val_mse: 14728.9873\n",
+ "Epoch 38/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 21605.4355 - mae: 29.3328 - mape: 49.8441 - mse: 21057.0859 - val_loss: 53088.5234 - val_mae: 45.8254 - val_mape: 79.5389 - val_mse: 52532.1523\n",
+ "Epoch 39/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 23348.7441 - mae: 30.1599 - mape: 52.1455 - mse: 22764.8281 - val_loss: 15409.9414 - val_mae: 28.9609 - val_mape: 48.4733 - val_mse: 14843.6807\n",
+ "Epoch 40/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13961.7969 - mae: 28.8717 - mape: 49.9270 - mse: 13392.5420 - val_loss: 16480.9941 - val_mae: 28.7553 - val_mape: 43.3667 - val_mse: 15922.9824\n",
+ "Epoch 41/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13478.2246 - mae: 28.0594 - mape: 48.8388 - mse: 12924.5811 - val_loss: 16243.5596 - val_mae: 33.2497 - val_mape: 61.0454 - val_mse: 15697.9219\n",
+ "Epoch 42/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 49112.6953 - mae: 33.5816 - mape: 53.1047 - mse: 48576.4609 - val_loss: 15426.7842 - val_mae: 30.3188 - val_mape: 52.7320 - val_mse: 14900.4160\n",
+ "Epoch 43/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 18700.1504 - mae: 28.5624 - mape: 48.5062 - mse: 18181.5371 - val_loss: 15050.0137 - val_mae: 28.8123 - val_mape: 47.5866 - val_mse: 14538.8379\n",
+ "Epoch 44/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 12549.3770 - mae: 27.7748 - mape: 47.1468 - mse: 12043.4492 - val_loss: 15725.8320 - val_mae: 33.9587 - val_mape: 62.1561 - val_mse: 15220.0117\n",
+ "Epoch 45/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 29320.0098 - mae: 31.0216 - mape: 51.5523 - mse: 28813.9316 - val_loss: 21509.8691 - val_mae: 30.1383 - val_mape: 46.7693 - val_mse: 21006.2402\n",
+ "Epoch 46/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 34271.4180 - mae: 31.7257 - mape: 52.4206 - mse: 33769.2109 - val_loss: 16689.2656 - val_mae: 30.8223 - val_mape: 51.7227 - val_mse: 16187.9248\n",
+ "Epoch 47/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 9070.7236 - mae: 26.5055 - mape: 47.9859 - mse: 8577.3818 - val_loss: 17649.8750 - val_mae: 32.8565 - val_mape: 56.0607 - val_mse: 17154.2754\n",
+ "Epoch 48/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 11149.7764 - mae: 27.2828 - mape: 47.9444 - mse: 10665.3818 - val_loss: 15752.6816 - val_mae: 34.3990 - val_mape: 62.6120 - val_mse: 15285.2041\n",
+ "Epoch 49/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19632.4355 - mae: 31.1262 - mape: 50.9147 - mse: 19157.8613 - val_loss: 15734.9619 - val_mae: 29.0928 - val_mape: 46.7371 - val_mse: 15223.1807\n",
+ "Epoch 50/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 25333.4434 - mae: 30.5668 - mape: 50.7057 - mse: 24816.6426 - val_loss: 27061.9258 - val_mae: 31.0386 - val_mape: 44.3716 - val_mse: 26571.8594\n",
+ "Epoch 51/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 18888.9375 - mae: 28.3905 - mape: 49.6186 - mse: 18398.0566 - val_loss: 20104.1113 - val_mae: 28.5617 - val_mape: 36.6915 - val_mse: 19634.6914\n",
+ "Epoch 52/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19279.3242 - mae: 28.2418 - mape: 47.2505 - mse: 18810.1797 - val_loss: 14749.7881 - val_mae: 29.5688 - val_mape: 50.9256 - val_mse: 14290.8408\n",
+ "Epoch 53/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13906.1543 - mae: 27.9314 - mape: 48.8803 - mse: 13449.0771 - val_loss: 18864.7148 - val_mae: 29.1061 - val_mape: 41.5756 - val_mse: 18422.9629\n",
+ "Epoch 54/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 22918.0234 - mae: 29.5619 - mape: 50.4434 - mse: 22474.1016 - val_loss: 18161.1934 - val_mae: 31.3960 - val_mape: 52.2678 - val_mse: 17718.7012\n",
+ "Epoch 55/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 17670.6133 - mae: 28.5161 - mape: 47.2737 - mse: 17232.6230 - val_loss: 15231.5029 - val_mae: 32.3974 - val_mape: 58.5825 - val_mse: 14792.0098\n",
+ "Epoch 56/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 24480.6172 - mae: 28.9316 - mape: 48.0427 - mse: 24048.9160 - val_loss: 15079.9023 - val_mae: 28.6093 - val_mape: 47.8823 - val_mse: 14652.5527\n",
+ "Epoch 57/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19808.8691 - mae: 28.6267 - mape: 49.9075 - mse: 19371.9570 - val_loss: 33397.5586 - val_mae: 35.0588 - val_mape: 56.3964 - val_mse: 32956.4180\n",
+ "Epoch 58/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 27041.9766 - mae: 30.3678 - mape: 50.9474 - mse: 26590.3633 - val_loss: 14787.7920 - val_mae: 28.7966 - val_mape: 49.1914 - val_mse: 14344.9277\n",
+ "Epoch 59/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 14540.9863 - mae: 27.2983 - mape: 47.8049 - mse: 14103.1416 - val_loss: 18619.9004 - val_mae: 28.9705 - val_mape: 42.6274 - val_mse: 18191.9863\n",
+ "Epoch 60/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 11527.5850 - mae: 27.0025 - mape: 47.2500 - mse: 11095.1025 - val_loss: 25814.4961 - val_mae: 29.7101 - val_mape: 36.5192 - val_mse: 25392.5234\n",
+ "Epoch 61/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19393.0000 - mae: 29.2121 - mape: 49.5675 - mse: 18965.8535 - val_loss: 29820.7070 - val_mae: 32.3178 - val_mape: 34.7004 - val_mse: 29410.8320\n",
+ "Epoch 62/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 66368.6562 - mae: 34.3494 - mape: 46.2575 - mse: 65960.1016 - val_loss: 24067.5273 - val_mae: 34.7182 - val_mape: 57.1666 - val_mse: 23627.0508\n",
+ "Epoch 63/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 15673.4014 - mae: 27.6575 - mape: 46.1748 - mse: 15229.7080 - val_loss: 14680.8486 - val_mae: 31.5322 - val_mape: 59.5571 - val_mse: 14248.0420\n",
+ "Epoch 64/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 16109.1426 - mae: 29.3209 - mape: 53.8896 - mse: 15680.0693 - val_loss: 43687.3203 - val_mae: 36.4986 - val_mape: 54.3041 - val_mse: 43261.3828\n",
+ "Epoch 65/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 34993.4688 - mae: 31.7117 - mape: 49.8850 - mse: 34563.5977 - val_loss: 16961.0234 - val_mae: 32.0822 - val_mape: 57.5402 - val_mse: 16522.9668\n",
+ "Epoch 66/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 24922.3340 - mae: 30.6599 - mape: 52.1563 - mse: 24480.3535 - val_loss: 15459.3750 - val_mae: 29.5426 - val_mape: 51.5324 - val_mse: 15008.3848\n",
+ "Epoch 67/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13909.1152 - mae: 27.8707 - mape: 48.3562 - mse: 13464.7686 - val_loss: 15662.2471 - val_mae: 28.9644 - val_mape: 47.7828 - val_mse: 15231.9365\n",
+ "Epoch 68/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 11811.8340 - mae: 26.5374 - mape: 47.3359 - mse: 11383.2412 - val_loss: 14562.4453 - val_mae: 29.9224 - val_mape: 54.0098 - val_mse: 14138.2910\n",
+ "Epoch 69/100\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 21629.9727 - mae: 30.2106 - mape: 53.1165 - mse: 21203.7090 - val_loss: 14699.1348 - val_mae: 27.7693 - val_mape: 44.8689 - val_mse: 14254.8525\n",
+ "Epoch 70/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 31994.0469 - mae: 30.3698 - mape: 48.3908 - mse: 31552.6562 - val_loss: 16234.9199 - val_mae: 30.1225 - val_mape: 49.6735 - val_mse: 15813.9795\n",
+ "Epoch 71/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 23254.4590 - mae: 30.2455 - mape: 51.1740 - mse: 22831.7812 - val_loss: 52572.3711 - val_mae: 40.2117 - val_mape: 62.9688 - val_mse: 52136.6875\n",
+ "Epoch 72/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 16371.2754 - mae: 28.9151 - mape: 49.8803 - mse: 15929.3594 - val_loss: 14637.6650 - val_mae: 28.8075 - val_mape: 49.7427 - val_mse: 14214.8252\n",
+ "Epoch 73/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 21965.7871 - mae: 29.0470 - mape: 50.1575 - mse: 21546.6133 - val_loss: 19687.1738 - val_mae: 33.6720 - val_mape: 58.3864 - val_mse: 19267.4102\n",
+ "Epoch 74/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 48795.3008 - mae: 33.5190 - mape: 51.0940 - mse: 48381.9453 - val_loss: 16367.4053 - val_mae: 28.2755 - val_mape: 43.7984 - val_mse: 15958.6006\n",
+ "Epoch 75/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 17793.6016 - mae: 28.3768 - mape: 47.4984 - mse: 17384.9453 - val_loss: 15392.6689 - val_mae: 29.3613 - val_mape: 48.1590 - val_mse: 14992.4189\n",
+ "Epoch 76/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 36394.3203 - mae: 31.3233 - mape: 49.7528 - mse: 35994.6680 - val_loss: 17542.6133 - val_mae: 30.2396 - val_mape: 48.4016 - val_mse: 17148.5332\n",
+ "Epoch 77/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 20800.3145 - mae: 30.4515 - mape: 52.3490 - mse: 20400.0527 - val_loss: 15223.6221 - val_mae: 29.1856 - val_mape: 48.1820 - val_mse: 14817.6582\n",
+ "Epoch 78/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 17430.8262 - mae: 27.5071 - mape: 47.3401 - mse: 17029.7832 - val_loss: 14535.5791 - val_mae: 27.4713 - val_mape: 46.5421 - val_mse: 14143.3154\n",
+ "Epoch 79/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 10769.4922 - mae: 26.6244 - mape: 47.5533 - mse: 10377.6270 - val_loss: 20033.6309 - val_mae: 29.3386 - val_mape: 39.0611 - val_mse: 19645.1191\n",
+ "Epoch 80/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 21269.5898 - mae: 29.0718 - mape: 46.2906 - mse: 20880.4219 - val_loss: 14913.9727 - val_mae: 29.2935 - val_mape: 48.7110 - val_mse: 14531.0459\n",
+ "Epoch 81/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13179.2725 - mae: 27.5316 - mape: 47.9789 - mse: 12795.4473 - val_loss: 19204.1523 - val_mae: 36.1386 - val_mape: 65.9733 - val_mse: 18810.2969\n",
+ "Epoch 82/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 37198.0859 - mae: 32.8119 - mape: 51.7399 - mse: 36811.2773 - val_loss: 18919.2051 - val_mae: 31.4335 - val_mape: 51.6199 - val_mse: 18524.6094\n",
+ "Epoch 83/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 20007.6113 - mae: 27.7514 - mape: 46.4767 - mse: 19615.9277 - val_loss: 15975.2002 - val_mae: 28.5028 - val_mape: 43.0664 - val_mse: 15572.8848\n",
+ "Epoch 84/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 21912.7793 - mae: 28.4579 - mape: 48.1357 - mse: 21514.1406 - val_loss: 15099.3691 - val_mae: 28.2556 - val_mape: 44.5072 - val_mse: 14712.9072\n",
+ "Epoch 85/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 39129.1445 - mae: 31.6837 - mape: 49.7586 - mse: 38744.9883 - val_loss: 20234.3633 - val_mae: 30.3412 - val_mape: 45.9518 - val_mse: 19858.1777\n",
+ "Epoch 86/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 31039.0059 - mae: 31.0177 - mape: 49.2910 - mse: 30657.3867 - val_loss: 14839.1514 - val_mae: 30.3556 - val_mape: 53.1541 - val_mse: 14457.5596\n",
+ "Epoch 87/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 9481.3525 - mae: 27.0333 - mape: 48.1878 - mse: 9101.6348 - val_loss: 16576.1777 - val_mae: 28.9683 - val_mape: 44.6595 - val_mse: 16202.0811\n",
+ "Epoch 88/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 22401.1895 - mae: 29.1246 - mape: 47.0125 - mse: 22031.4023 - val_loss: 16867.9941 - val_mae: 29.2853 - val_mape: 44.1490 - val_mse: 16503.6289\n",
+ "Epoch 89/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 25176.6797 - mae: 29.5895 - mape: 47.6918 - mse: 24809.6230 - val_loss: 27124.0938 - val_mae: 30.6588 - val_mape: 42.3272 - val_mse: 26736.9238\n",
+ "Epoch 90/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 19527.0625 - mae: 29.2657 - mape: 48.7550 - mse: 19145.5293 - val_loss: 15285.4844 - val_mae: 28.3260 - val_mape: 44.7046 - val_mse: 14920.1865\n",
+ "Epoch 91/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 18933.1953 - mae: 27.8004 - mape: 47.8043 - mse: 18571.1289 - val_loss: 14514.4951 - val_mae: 28.5966 - val_mape: 47.7141 - val_mse: 14149.1650\n",
+ "Epoch 92/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 20173.1035 - mae: 28.0970 - mape: 47.7001 - mse: 19811.6992 - val_loss: 14452.9834 - val_mae: 28.8244 - val_mape: 50.0580 - val_mse: 14101.5938\n",
+ "Epoch 93/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 7327.3022 - mae: 25.8035 - mape: 47.1622 - mse: 6977.2817 - val_loss: 14683.7822 - val_mae: 29.4945 - val_mape: 50.9795 - val_mse: 14334.4912\n",
+ "Epoch 94/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 26040.8457 - mae: 29.1556 - mape: 49.7641 - mse: 25692.5176 - val_loss: 14957.0391 - val_mae: 28.3271 - val_mape: 46.7524 - val_mse: 14597.7207\n",
+ "Epoch 95/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 9750.6367 - mae: 25.9186 - mape: 46.4039 - mse: 9394.2080 - val_loss: 14798.0195 - val_mae: 34.5916 - val_mape: 67.8993 - val_mse: 14451.2783\n",
+ "Epoch 96/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 28249.5391 - mae: 30.8709 - mape: 53.5199 - mse: 27901.5508 - val_loss: 15387.8623 - val_mae: 29.6369 - val_mape: 50.7068 - val_mse: 15039.2617\n",
+ "Epoch 97/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 24376.5742 - mae: 29.7413 - mape: 50.3551 - mse: 24028.5059 - val_loss: 14477.4990 - val_mae: 29.5443 - val_mape: 53.1431 - val_mse: 14140.3555\n",
+ "Epoch 98/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 46322.2305 - mae: 33.2093 - mape: 53.7115 - mse: 45987.7031 - val_loss: 14439.3594 - val_mae: 28.1445 - val_mape: 48.0925 - val_mse: 14109.3447\n",
+ "Epoch 99/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 20154.4961 - mae: 28.6635 - mape: 48.1589 - mse: 19825.0645 - val_loss: 14488.8555 - val_mae: 28.3335 - val_mape: 48.5274 - val_mse: 14160.9453\n",
+ "Epoch 100/100\n",
+ "\u001b[1m423/423\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 13719.9033 - mae: 26.6469 - mape: 47.3407 - mse: 13390.5566 - val_loss: 17092.7305 - val_mae: 28.1771 - val_mape: 40.0633 - val_mse: 16763.2207\n"
+ ]
+ }
+ ],
+ "source": [
+ "history = model.fit(x_train, y_train, epochs=50, validation_split=0.25, shuffle=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 199,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Consider validation accuracy to avoid overfitting as well as underfitting.\n",
+ "plt.plot(history.history['loss'])\n",
+ "plt.plot(history.history['val_loss'])\n",
+ "plt.title('model loss')\n",
+ "plt.ylabel('loss')\n",
+ "plt.xlabel('epoch')\n",
+ "plt.legend(['train', 'val'], loc='upper left')\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
--
GitLab