diff --git a/Rating/Accommodation rating/notebook.ipynb b/Rating/Accommodation rating/notebook.ipynb
deleted file mode 100644
index 410d3321ef5f502cc437db356625c112be080dca..0000000000000000000000000000000000000000
--- a/Rating/Accommodation rating/notebook.ipynb	
+++ /dev/null
@@ -1,7656 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "include": true,
-    "paragraph": "BusinessUnderstanding",
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "# 1. Business Understanding\n",
-    "\n",
-    "Gastgeber können einen Preis für die Unterkunft festlegen. Allerdings wissen die Gastgeber oft nicht, welchen Wert die von ihnen angebotene Unterkunft hat. Es wäre hilfreich, wenn Airbnb Inc. einen marktgerechten Preis für Unterkünfte berechnen und vorschlagen könnte. Die Möglichkeit einer automatischen Preisberechnung wird in dieser Fallstudie näher untersucht. Es wird analysiert, ob die Bereitstellung einer intelligenten Preisgestaltung seitens Airbnb Inc. möglich ist. In der Analyse werden die Merkmale einer Unterkunft analysiert und es wird ermittelt, welche Merkmale einen Einfluss auf den Preis einer Unterkunft haben. Auf diese Weise soll eine möglichst gute Preisvorhersage für Unterkünfte, die in der Zukunft gebucht werden, getroffen werden können."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "include": true,
-    "paragraph": "BusinessUnderstanding",
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "# 2. Data Understanding\n",
-    "\n",
-    "Der Abschnitt Datenverständnis gliedert sich in einen umfassenden Überblick über den Datensatz, gefolgt von einer explorativen Datenanalyse, die sich auf relevante Merkmale konzentriert. Die Merkmale werden auf ihre Tauglichkeit hin bewertet und es erfolgt eine Merkmalsauswahl. Der Airbnb-Berlin-Datensatz besteht aus 16 Spalten und 22552 Zeilen. Die 16 Spalten enthalten die Merkmale. Die Datentypen der Merkmale sind sieben Integer, fünf Objects (davon vier Strings und ein Date) und vier Floats. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2.1 Bibliotheken importieren"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "import statsmodels.api as sm\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import folium as fm\n",
-    "\n",
-    "\n",
-    "from folium import plugins # needs to be imported even if editor says this is unused\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",
-    "\n",
-    "sns.set()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2.2 Daten auslesen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "raw_data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Accommondation_rating_data.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "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": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(22552, 16)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "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": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "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": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "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": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.dtypes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2.3 Deskriptive Analyse"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "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>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": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.describe(include='all')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Explorative Datenanalyse\n",
-    "\n",
-    "In diesem Kapitel werden Analysen und Visualisierungen der verfügbaren Daten vorgenommen."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.04, 'Comparison of the pairwise relationships (hue = neighbourhood_group)')"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1243.6x1080 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": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.03, 'Comparison of the pairwise relationships (hue = room_type)')"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1197.47x1080 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: Numerische Merkmale und Datum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "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": 13,
-   "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": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Heatmap')"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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e6cvkFdl/r0MDOyEhgZkzZjDbax6BISFYWVvh5+Nb6JiVy5ZhZm7BlqAg1m7aSMi2YFWd6DVnDp1tu7Jxqz/TXFxwdnTUqf3BPx4kPMTVfS5ec93ZEbzpaT238qXibt6MxMSkHIH+a1R/X3XMPoacOHka3W07sS1wPfPnuTNrzkLi4+9rNEedoa9ftL/XzOtXYqHzTp8+zYABA7hy5Qrdu3ene/fuLF2a+0BeV43u/jXrQn8k6IjuNZKKqpFlFa4n3OdeUiIAe/+6RsvqNXLEGOrr804FU7q9W4+F7Tvj0LwVlUtnn6n98c+reJ86hhIoV6IkZY2MSExP13QahRJ26hT169enWvXskwC9evUiNDQ0RwOooJgjhw/T1dYWQ0NDTExM+KJDB37as4dHjx5x+vRphg8fDoCFhQUbN23CxMQEgKCgILp27Ur79rp3kuZU2Gnq169H9WrVAOjVqyehoXtzNQoLiouNi+PnI0fx8VmY6/OzMjN5nJi9biUnJ1OiRO6eQG06HRZG3Xr1qPY0rx52dux9bp0oKOZ/9vaMmzABgPj4eNLT01U9PocOHKBy5cqq93XZqVNnqV+vLtWrVQWgl113QkMP5F4PXhB39tfznAw7jV1P2xzzdbPtTMcvs9f/csbGVLW25t69aHWn9crOXvybOjaWVK1iCkC3Dh9w4PjlXMujdk1LtvoOx7hsSZ6kZxB3PwmTcqUBiH+QyPEzfzJvWi+Nl784hJ3+jfp1a1G9WhUAevXoSOi+o3meMAoM3oNt53a0b/dpjulbg3bh4TIRs8qmGilzcbp27jxV362FmbUVAJ906cT5Qz/nyN/QyIje/xuHSaXs/Kq+W4vEhAQyFAoir12jZOlSrJrmxryho9jht5L0J0+0ksvLOBN2irr16lH1mfpu33N1YkExE+0nM3bCeCC7TlSkp6tGBmVlZpH4OHt/kJKSQomSurU/+Ed2PVeH6tWsAejVsyuhew/mUx/mHXfx0mUM9PUZNmICX/f9jhWrNpCZmUnCw4fExMTRudMXAFSuXIlatd7hZNgZzSapK/T0i/b3mnn9SixeGw4ODtjb27N9+3asra21XZxCG7toLpv37dF2MdSicumyxKckq17Hp6ZQ1qgEpQ2NVNNMS5UhPPYem8J/Y+KB3Vy7H4/TJ21U72cqlQxo+CHLv+rOo7Q0rsTHaDSHwoqJjsbCwkL12tzcnKSkJJKTkwsVExMTk+M9C3NzYmJjuX37NpUrV2bL5s18O3gw3/Trx+9Xr1K6dPbBtqOjY46h47okOiYGCwtz1evsfJNzLJMXxZmbmTF//jxqvvNOrs93dJzCunXr6fBlZ0aMHIPTVAcMDXXnqqSYmBgsLC1Vr83NzUlOzpl/QTF6enoYGhri6uxMv6+/5sPGjan+9ARNDzs7hg4fTkkdPZB8Vu7f14yk5GSSk1MKHRcbF4+X92Jmerpg8FwPg23XTpQuVQqAX06e4uKlCFq0aKrGjIomNj4Ri8omqtdmlcqRnJJOSmruE4iGhgYcO/0HPYf7cfHqbb5q0xCAyqblmDmlOzWqVs41z+sgJjYOS4t/y25hXpmk5BSSU1JzxU6dPILOHdvmmu63aAbvN6yj1nKqy8PYOCqYm6lelzerTFpKCk+eyd/U0oJ6zT4GsofL71y+ivrNm2JoZMSTlFRsGr3HYBcnJvotIiE2jj1rNmg8j5cVExODueW/+zmzp/VdynN1Yn4x/9SJbs7T6f91bz5s/JHqpPVkRwc2rltH145fMW7kKKZMddSp/cE/omNisbD497fPvz7MPy4zM5OmTRuzdMk81qxcTNipswQEhlCxQgWsqliya88+AKKi7vLbb5eIi3+gmeSEVkkjW6hFQkICsbGxtGjRAoAePXq8YA6hCfr5XA6T9cwZ29iUJDxOHOZu0mMAdvxxGUtjY8zL/HuN1qbw8/TfEUBsShIjPmym1jK/qqx8huwaGBgUKiYrKyv3dH19MjIyuHPnDmXLlmXd+vXMnjOH+fPnc+XKleIpuBop88gJci6Tl4l71pMnT3B0nMYMNxf27d3NmtUr8Jw5m+ho3TkJk98w7mfzKkzMDE9P9h06xONHj1izalXxFlIDlFn55ahfqDglShydXJk8aRxmlfNvVP64OxTn6R54zfUoME7b8qsH9POpMFs2fZfd68fx7defMMkjiKx8ltPrJL8cnj+B8l+V33avl0f+T1LT2Ogxm/g79+g9aRwADVo04xvHyZQqWwajEiX4vN/XRJw4qdYyF4csZd51vX6O/eSLY9w8PQg9dJDHjx6zdtVqnjx5grPjVJzd3Pgx9CeWrV7F3JmziInWvREt+df5+oWO69G9Mw6Tx1GiRAnKlStH/296cfjn7MspFs6fxcFDR+nV51uWrVjLp582x8hI9042aMQbNlz8Df2Vhbrp6enlqJAKOjgXmhOXkkwt03/PxFYqXYbE9Cc8yfz3Oqnq5StQo7wpP0feUE3TQ49MZRZ1Kpnx+Ekad5MSyVQqOXzzL4Z98LFGcygsS0tLIsLDVa9jY2MxMTFR9Ti/KMbS0pL4+Ph/34uLw9zCAjOz7OXXpWtXAKpVq0ajRo24HBFBvXr11J3WS/NbtoKjR7OvqU9OTsbGxkb1XmxsXK5lAtnLJTzi8gvjnnX9r79ITUujZcvPAHjvvYbUrPkO4RERWD7TC6JNFpaWquvqAeLicudVUMypkyepWasWZmZmlClThi86dODIa3IzR7/lqzl6LPugLzk5GZuaNVXvxcbFY2JSLo/1wILwiCu54m7cuMndu/eYvzD7WvX79x+QmZnFk/R0XKc7olQqWbDIl4OHfma53yJq19a9G2Ct3nqcX369DkByyhNqVv+3Xoy/n0g541KULlUixzxR9xJ48DCZ9+pmj8zq1PY95q/cT2JyGuXL5b9t6Cq/lZv5+Xj2sNXk5BRq1Xxb9V5s3H1MTIwpXbqUlkqnWRXMzbh19Zrq9aP4+5QuZ0zJ5/JPiIll9XR3LKpVZdT82aoh0JfDTlOqbFlqvtcgO1AJ+jrYa/s8S0tLrjxX35XLYz+ZX8ypk2HUrGWjqhPbP60Tb/z1F0/S0vj06f6gQcOG1Kj5DpcjInKMFNIWv+VrOXrsFyB73bex+XdkVr71oYU54RFX84zb/dN+3q1Vk3drZderSqUSQ8Ps415lVhaL5s9U9eKPHjeFVi1bqDU/nfUaNpSL4s3KVmhMhQoVqFKlCj///DMAu3fv1m6BBAAXYu5Ru1Jl3jIuB0CHd97lzJ3bOWKUShj6QRNVz3XHmrW5+SiB+6kpvGduyXeNmqCvp4ce0LLaO1yK1b0z0wDNmzcnPDycyFu3AAjeto1WrVsXOqZ169bs3LmTjIwMEhMT2bdvH21at8bKyoo6deuye9cuAO7fv8/FixepV7++xnJ7GaNGfk9gwBYCA7awccNawsMjuBUZCcC24BBat2qZa57mzZsWKu5Z1apWJSkpiQsXs296c/t2FH//fZM6tWsXc0avrmmzZkSEhxP5NK+Qbdv4rFWrQsccPHiQ1StXolQqSU9P5+DBgzRu0kSzSbyiUSOGEui/nkD/9Wxct5LwiMvcisze9rcF76B1q89yzdO82cd5xr3/XgP27glRfZ5dD1s6tG+L63RHAOZ5L+b8bxfZsmm1TjawAYb2/Yx1879l3fxvWTFnAJf/uMvtu9lDOHfsv8CnTWxyzXM/IQm3BTt5+Dh7GOmB41eoUbXya9nABhg1vD9Bm5YQtGkJm1Z7cyniGrci7wKwbXsorT/T3SH+xa32Rx9y6+o14qLuAHBy1080aJFzlFby40SWTnLkvU9bMNDZIcc1xg/j4vlxxRrSnzwhKzOTn7dt54PWubcpXfNxs2ZEhEdw+2l9t31bMC2fqxMLijl08ABrnqkTDx08wEdNGmP9dH9w6eJFAKJuR3Hz75u8W1s3LicYNeI71Q3KNq7zIzziCrcis2/Yty34R1q3/CTXPM2bNck37q+//mbZirVkZmaSlvaEwKDtdGiffUmFx6z5HDmafYLzwsUI/vrrb5p9/JEm0tQ5enp6Rfp73egpdf02qOK1c/r0aXx9fXFxcWHq1KlkZGTQqFEjjh07VuhHeOl99oGaS/li2n6El+24iWr53I8srejf8AMM9fWJTkpi8ZkTWBiXY0zj5kw8kH0ypFW1GvSo0wB9PT3up6bgezaM+NRkDPX0GdKoCfXNLFCi5Ep8LOsu/kp6ZqZayrqlk12R5j/xz+O5MjKwtrbGw8ODO1FRuLu7ExAYmG9M+fLlycjIYOHChZw+dQqFQkFPOzvV47ju3bvHnDlzuBMVRZZSSb9+/bCzy1lWVxeXYnmEl55S8eKgl3D8xC/4+CwlQ5GBtbUVHh5ulC9fnstXruDuPpPAgC0Fxj3rgw8/5vCh/apHeJ09+yuLFvuQnp6OoaEhw4cNoU2b1kUuc7qy+EbC/HLiBH6+vmQoFFhZW+Pq7s7dO3eY6eHB5q1b840pX748iYmJzJk1ixt//ZV9kql1a4aPGIH+M2fnd//4I4cPHWLB4sXFVmaAEsrc18YWRfajaJb/+/vOcKZ8eRMuX/kdd885BPqvLzDuWctXrOHhw0c4OvyP6OgYvupix1tvWeZ4BE6/Pr2w7dqpSGVOurWrSPMXJOzcX6zYcpSMjEyqWFbEeWwnTMqV5vfr95i7bC/r5n8LwPa9v7F973kMDPSpXNGYicPaU8WiQo7P+qznXHatG6uWR3iVs/r0xUGv6PjJX/Hx24BCkYG1tSWeLv+jfPlyXL76JzNm+RC0KefTGaa7L8z1CC+Ajt2G4D3bUW2P8DqcpJ7+oSunz7JnzQYyMxRUfust+jpM4sG9aAIXLGbyCl8ObAlg74YtvFUj5xM1Rs6bRelyxuxetY4rp8+QlZmFzfsN6TFmJIYljPL5tqJpXrH4RgedPHGCZb5LUTyt71zcZ3D3zh1me3iycat/vjH/1InzntaJoEfL1q0ZNuJ79PX1OXf2V5YuWcKTJ08wNDTku2HDaNWmdbGVu1RW8d3F//gvp/BZuooMhQJr6yp4uDk9Ux96Eei/psC41LQ05s5bzKWIK2RkZNC+XWvGjBqKnp4e16/fwH2mF6mpaZQuUxpH+/HUq1v0k89lTN4q8mdomr7dV0WaP2vbT8VUEs2QRrbQSbrQyNY2dTWyXydFbWT/FxR3I/t1VJyN7NdVcTeyX0fqbGS/LtTZyH5dqKuR/Topzkb266o4G9mvI2lk6z7dv2BECCGEEEIIIcTr6w27Jlsa2UIIIYQQQggh1Oc1fNZ1UUgjWwghhBBCCCGE+rxhPdlvVrZCCCGEEEIIIYQaSU+2EEIIIYQQQgj10X/9HsNVFNLIFkIIIYQQQgihPnJNthBCCCGEEEIIUUzesGuypZEthBBCCCGEEEJ93rBG9puVrRBCCCGEEEIIoUbSky2EEEIIIYQQQn3kmmwhtM923ERtF0Hrdi5ZqO0iaF8nO22XQPuy0rRdAq3L0iuj7SJon57srstZfqjtImidUr+ktougdRVKyrZQSpmi7SJon4GxtksgXpbcXVwIIYQQQgghhCgmb9g12dLIFkIIIYQQQgihPm/YcPE3K1shhBBCCCGEEEKNpCdbCCGEEEIIIYTa6MlwcSGEEEIIIYQQonjoSyNbCCGEEEIIIYQoHm9aI/vNylYIIYQQQgghhFAj6ckWQgghhBBCCKE2muzJ3rVrF8uWLUOhUDB48GC++eYb1XtXr17F0dFR9frBgweUL1+e3bt3s2PHDry9valUqRIArVu3ZuLEia9UBmlkCyGEEEIIIYRQG001smNiYli4cCEhISGUKFGCPn360LRpU2xsbACoW7cuO3fuBCA1NZVevXrh5uYGQHh4OI6OjnTu3LnI5ZBGthBCCCGEEEIItSlqI/vx48c8fvw413QTExNMTExUr0+ePEmzZs2oUKECAB06dGDv3r2MGTMm17wrVqygSZMmNG7cGMhuZN+6dYuVK1fy7rvvMn36dMqXL/9K5ZVGtnijfGRpxYCGH2JkoM/Nhwn4/hpGaoYiR8y3731Ei6pvk5T+BIA7iY/xPnUMQz19hn3wMfXMzAE4f+8OGy6dJwulxvPQlHVOM4i4cZ35AZu0XZRXcvz4cXx8fFCkp1OrVi1cXF0xNjYuVExmZiYL5s8nLCyMjMxMBg4YgF2vXtz46y+cnJxU82dlZXH9+nW8vL1p164dmzZuZOfOnRgYGFCxYkWmOTtTtWpVTaeer+MnwvDxXUF6uoJatWriOt0BY+OyrxQ3yX4aZpUr4+gwkcTERIZ+Pz7H+9ev32DCuJEM6N9brTm9jF+On2CZry8KRTo1bWoxzWU6ZZ9bJ/KLSUpMYpaHO7du3iQrS8lXnTsxYPBgAP6+cYM5njNJTU0FPRg1ZizNWjTXQoaFc/z4L/j4+pGuUFDLxgZXl2l5rwf5xKWlpTFnrjeXL18lS5lFwwb1cXSYTKlSpYiNi8PNzZP4+/dRZikZPLg/nb7qqIUsC+/YyfP4LN+avb7bVMNt6giMy5bJM1apVOIycxk271RlUL8uqultOg3FrLKp6vWgfl3o1OEztZe9uBw/cRofv7VPl0ENXJ3/l0/dkHdcZmYmc7yWcu63SwB82uJjJo4bhp6enqZTKbKLJ08RvGI1CkU6VWu+w7eO9pQum3NZhO07QOjWQPT09ChRqiT9xo+lRp3aWirxq1PXPgHg2h/XmT1nAUlJyZQ1LsPokUP5uMlHGsnrRY4fP4GPjy/piux9v6vL9FzHBwXFZWZmMn/BQsLCwsjMyGTAwP70srMD4OzZX1mwcCGZGZmUr1CeyZMnUfvdd3N8rr//VkK2b2fbD0EayVcX6BexLtiwYQO+vr65po8ZM4axY8eqXsfGxmJmZqZ6bW5uzqVLl3LN9/jxY4KCgti1a5dqmpmZGcOHD+e9995jwYIFuLu7M3/+/Fcqr9z47A1x+vRpBgwYUKTPOHz4MOvWrSsw5tChQyxevFgt319UJiVKMrZJC+aG/czovTuJSU5iYMMPc8XVrmyO96ljTDywm4kHduN96hgAX9nUxqRkScbt+5Hx+3dRu7I5n1Struk0NKJO9RocWrSCr9u013ZRXlnCgwe4ubri7eXF9h07sLK2xmfJkkLHBAcHExkZSdAPP7B582b8/f2JiIjgnZo1CQgMVP01a9aML7/8knbt2nH61Cl27NjB+g0bCAwKom27dri5umoj/Tw9SHiI64zZeM3zYEfIFqyt3mKJ74pXilu/wZ/zv/270ypXrhyB/mtVf926dqJRo4b06dNT7XkVVkJCAjNnzGC21zwCQ0KwsrbCz8e30DErly3DzNyCLUFBrN20kZBtwYQ/3XF7zZlDZ9uubNzqzzQXF5wdHcnIyNB4joXxICEB1xmeeHnNZkdIENbWVVjis/Sl4tasXU9GZiaBAZsICthM2pMnrF23EQBf32U0aFCfoIDNLPVdyKzZXsTH39doji/jQcJjXGcuw3vm/9gZsAjrKhYsXuafZ+yNm1EMH+fBgcNhOabfvHWXcuWMCdowT/X3OjWwHyQ8xNXDG685LuzYtjZ7m1+65qXi9oQe4tat2/zgv4LALcs5d/4SBw8d13QqRfY44SFrZ89jtKcbs/03YlalCtuWr8oRcy8ykiC/FfzPey4z1q2iy8D+LJ2mO3V9YalznwAwcZIT3bt1ZlvQBubP82TW7AU6URc8SEjA1W0GXt7z2LE9BGsrK5b45G68FRQXHBxCZGQkPwQFsnnzRvz9txIREUFiYhKTJtszYfx4goICcJo6FQcHR9LT01Wfe+HCBdat36CxfP8rBg0axKFDh3L9DRo0KEecUpm78yuvk327du3i888/V11/DbB06VLef/999PT0GDp0KMeOHXvl8kojWxTa5cuXSUpKKjCmXbt2jB8/vsAYbWlkWYXrCfe5l5QIwN6/rtGyeo0cMYb6+rxTwZRu79ZjYfvOODRvReXS2Wdqf/zzKt6njqEEypUoSVkjIxKfqTT/S0Z3/5p1oT8SdOSAtovyysJOnaJ+/fpUq559IqRXr16EhobmqHwLijly+DBdbW0xNDTExMSELzp04Kc9e3J8x/nz5zl48CBO06YBUKlyZZycnFRnw+vVq8e9e/c0kW6hnDp1hvr16lC9WnbPei+7boSGHsi1Q3pR3Nlfz3My7DR2PW3z/J7I21GsXrsRT3dnjAx1Z8DUmbBT1K1Xj6rVqgHQw86Ofc+tEwXFTLSfzNgJ2fVbfHw8ivR01W+dlZlF4uPsuiUlJYUSJUtqMrWXcirsNPXr1aX60xx72fUgNHRf7vWggLgPP/iAYUO+RV9fHwMDA+rUfpd796KB7NEdSUlJKJVKUtPSMDAwQF9fd3szw85cpH7dmlSv+hYAvbq3J3T/iTwP1AKD92PbqTXt2+YcpXAh4hoG+noMHTODXgPtWbF2G5mZWRopf3E4dfoc9evVpno1KwB69exM6N7DudeJAuIyMzNJTUsjXaFAka5AocigREkjjedSVJfP/kqNOrWxqGoNQJtuXTl14FCOZWFkVILBDpOpUDn74PztOrV59OABGQpFnp+pq9S5T0h4+JCYmFg6d+oAQOXKlahVqyYnw85oIrUCnQo7Rf369f6t23rZ5To+eFHc4SNHsO3aVXWM0OGLL9jzUyiRtyMxNjamadOPAahR423KljVW9aTev3+f2XPmMXGCbh4rq5O+vn6R/kxMTLC2ts719+xQcQALCwvi4+NVr2NjYzE3N89VnoMHD/LVV1+pXicmJrJ+/XrVa6VSiWERjmGkkf0GefDgAcOGDaNDhw6MGDGC9PR0goOD6dy5M126dMHR0ZHk5GQUCgX29vZ069aNbt26ERQUxPXr1wkICCAgIIDg4OB8vyMkJER1x74TJ07QqVMnevToQVCQ9ofDVC5dlviUZNXr+NQUyhqVoLThvwcBpqXKEB57j03hvzHxwG6u3Y/H6ZM2qvczlUoGNPyQ5V9151FaGlfiYzSag6aMXTSXzfv2vDhQh8VER2NhYaF6bW5uTlJSEsnJyYWKiYmJyfGehbk5MbGxOb5j0cKFjB4zRtXQsrGx4aOn1/Wkp6ezZMkS2rfXndEA0TGxWFj8u6MxNzcjKTmZ5OSUQsfFxsXj5b2EmZ7TMcjn+qqlfqvo83UP3rK0yPN9bYmJicH8mTKZmZuTnJxMyrPrRAExenp6GBoa4uY8nf5f9+bDxh+pTtBMdnRg47p1dO34FeNGjmLKVMci7ZzVKTomFgvL59b7/NaDfOKaN29K9erZB553791ji38g7T9vC8DYMaM4euw4X3zZBTu7voz4fiimpqboqpjY+1ia/9uTYWFWiaTkVJJTUnPFTp30HZ2/bJlremZmFs2avIffAifWLHXj5JmLbN0WqtZyF6fomDgszJ8dXmlGUnJKHutE/nFdO3+BSblydOjUj/Zf9aFq1Sq0+kx3L5nIz4PYWEyfqf8qmpmRmpxMWsq/y6LyW5a836IZkH0gHuCzjEaftMDQ6PU6qaDOfULFChWwqvIWu3bvBSAq6i6/XbhEnA70ZEc/t3/P3vcn5zg+eFHc88cI5hYWxMbEUr1aNVJTUwgLOwVkd1DduPEXcfHxZGZm4uTkzMQJ4zB/Zjt6UxS1kV1YLVq0ICwsjAcPHpCamsr+/ftp2TJnva1UKrl8+TIffPCBalqZMmVYvXo1Fy9eBGDz5s1FOoaTRvYb5O7du7i4uBAaGkp8fDxbt25l+fLlbNq0iV27dlG6dGl8fX357bffePToETt27GDdunWcP38eGxsb+vTpQ58+fejZ88XDP9PT03F0dGTJkiWEhIRQqlQpDWRYsPw6UrKeOXMZm5KEx4nD3E3KvrHCjj8uY2lsjHmZf6/T2RR+nv47AohNSWLEh83UWmbx6rLy6IUCMDAwKFRMVlbuXqhnDyAuXrjAw4cP6dgx97WmCQ8eMGrkSMqULs2YZ64T0jZlVn756hcqTokSRyc3Jk8ai1nlynnGREfHcDLsLP369ipaYdUgS5l3z6J+jnXixTFunh6EHjrI40ePWbtqNU+ePMHZcSrObm78GPoTy1avYu7MWcRERxdvAsVEmU+OudaDQsRdufo7Q4aMoE9vO1q2/BQAJ2dXBg3sz4F9u9m2bSvrN2wmIuJyMZW++GXlt128xEFdz67tcJj4LSVKGGFSriwDenfmyLGzxVVEtStq3WBgoM+K1ZupWLE8h/YGsne3P48fJ7Jxy7ZiL6u65ZdjXgf5T1JTWeYyg9g7d/jWYbK6i1bs1L1PWLhgNgcP/Uyv3oNYtmINn37SDCMj7Z98VOaxf4ecxwcvisur3tA30MfY2JiFC+azZu1avu7dl12799CkcROMjIzw8fHlww8/oFmzN/PYUVONbAsLCyZOnMjAgQPp1q0bnTt35r333mPYsGGEh4cD2R2PRkZGlHxm1JmBgQGLFi3Czc2Njh07cvnyZezt7V85X+2v6UJj6tSpo7oBU82aNUlMTKRNmzZUrFgRgN69ezN16lSGDx/O33//zZAhQ2jZsiWTJ7/8juPatWuYm5tTs2ZNALp3757ntdqaFJeSTC3Tf88cVipdhsT0JzzJ/Pe6yerlK1CjvCk/R95QTdNDj0xlFnUqmfH4SRp3kxLJVCo5fPMvhn3wsUZzEIVnaWlJxNPKFLKHC5mYmFC6dOlCxVhaWuYcbhQXh/kzZ633799Pp86dc1X8f/zxBxMnTKBN27ZMnDgx105b0/yWr+HosV8ASE5OxqbmO6r3YuPiMTEpl2OZAFhaWhAecSVX3I0bN7l79x7zF2Zfl3v//gMyMzN5kp6O63QHAA4eOkrbNp9RNp+bRmmTpaUlVyIiVK/j4uIol8c6kV/MqZNh1Kxlg5mZGWXKlKF9hw4cOXyYG3/9xZO0ND5tmX0NboOGDalR8x0uR0RgYWmpuQQL4LdsJUePZV8fm5ycjI1NTdV7sXFxubYN+Gc9uJxv3N59B5g9xwvHKZPo2DF7SGhCwkMuXLjIimU+AFSvVo1mTZtw/vwFGjSor9YcX4bfqiB+PvErAMkpqdR6p5rqvdj4B5iUK0vp0oU/Obx77zHetanOuzbZIxuUKDE01O62/yJ+KzZw9Fj2teXJySnY2Px7+VT+dYMZ4Zd/zzPu8JETOEwejZGREUZGRnTp1J6Dh44z8Bs7zSRUTCpZmHPj6lXV64T4OMqWK0fJ55bF/ZgYFjtMo0r16kxZskCnLxF5lib3CcqsLBYtmK0a1TN6nD2tWn6i7hTz5LdsOUePZl9fm6sOjM2vDrQk/Jn9wbNxzx8jxMXGYmFuTlZWFqXLlGH1qpWq93r0sKNq1arMnTuPihVNOXzkZ1JTUoiNi6N3n34EBuR9Dwjx6rp06UKXLl1yTFu16t97K1SqVIlffvkl13yNGzdm+/btxVIG6cl+gzw7dFFPTy/XNQxKpZKMjAwqVqzInj176N+/P3///Tfdu3fP85b5BdHT08vRE6jthgbAhZh71K5UmbeMywHQ4Z13OXPndo4YpRKGftBE1XPdsWZtbj5K4H5qCu+ZW/Jdoybo6+mhB7Ss9g6XYnWzp0pA8+bNCQ8PJ/LWLQCCt22jVevWhY5p3bo1O3fuJCMjg8TERPbt20ebZ+Y/d+4cH3+c8yRLZGQk3w8fzrDhw5k8ebJOrPejRgxR3Yxs47rlhEdc4VZk9nq/LXgnrVt9mmue5s2a5Bn3/nsN2LsnWPV5dj260qF9W1UDG+Dc+Qs6c/fY533crBkR4RHcjowEYPu2YFq2alXomEMHD7Bm5UqUSiXp6ekcOniAj5o0xrpqVZKSkrj0dIhZ1O0obv59k3dr19FgdgUbNXI4gVs3Ebh1ExvXryY8PIJbT3Pctm07rVvlvklX82ZN8407cPAw87wW4Ld0saqBDVChQnnMzc05eOgIkN3oPv/bBRo01J0GNsCoYV+rblC2aaUnly7/ya3b2fdP2Lb9AK0/a/xSn3f9xm38VgeRmZlF2pN0AoL38UW7FuooerEZ9f0gArcsJ3DLcjauXUx4xFVuRd4BYFvIblq3zD3Uu3nTj/KNq1O7FvsPZjdiFBkZHD0WRsMGurMNFFb9jxtz4/JVYm5HAfDzjl00+jTnb5n0+DFzx07ko1afMWLG9NemgQ2a3Sd4zPLiyM8nALhwMZy//rpBs6Yvt20Vl1EjRxAY4E9ggD8bN6zLWbcFB9P6uX0BQPPmzfKNa926JTt3/vjMMcJ+WrdpjZ6eHmPHjufyleyTEgcOHMTQ0JB3a9XiwP59BAVuJTDAHxcXZ6ytrd6oBramerJ1hfRkv+EOHz7MqFGjqFChAkFBQTRt2pRDhw6xc+dOFi9ezGeffUZYWBj37t3DwMCAJ0+eFOpza9euzf379/n999+pU6cOe/Zo//reR0/S8Dl7kinNW2Gor090UhKLz5ygZsVKjGncnIkHdhP5+CGrfjvDtE/boK+nx/3UFOafyu79Cfn9MkMaNWFR+y4oUXIlPpZN4ee1nJXIj6mpKW5ubtjb26PIyMDa2hoPDw+uXL6Mu7s7AYGB+cYA2PXqxe2oKPr07o1CoaCnnZ3qemvIblBXqVIlx3duWL+etLQ0ArZuJWDrVgBKlCjBxk268Qg0U9OKuLk4Yu/gQoZCgbW1FR4zsm/advnK77h7ziPQf22BcS8SeTuKKlV0o/f2eaampji7uuA0xQGFQoGVtTUu7jO4euUKsz082bjVP98YgHETJzJv1iz69+4N6NGydWt69+2Lvr4+c7y9WeQ9nydPnmBoaIiDkxPWT2+cpGtMTU1xc52O/RSnp7+vNR7uLgBcvnIVd49ZBG7dVGCcj68fSqUSd49Zqs9t9P57THW0Z9FCL+bOm8+q1WvR19Pnu8ED+fCDRtpItVBMK5ZnhtNI7J0XoFBkYG1lief00QBcvvoXM+asIGjDvAI/4/vv7JizYC29Bk5GkZFJ+zbN6NGlrSaKXyxMTSviNn0y9o4eZGQosLaqgodb9jDJy1f+wH3mAgK3LC8wbvLEEcz1Xkr3Xt+hr2/Ax00aMXiQ7jy+r7BMKlbku6n2LJ3uRmZGBmZVqjDU2ZG/f7/G+rnezFi3iiM7fuR+TCznj53g/LETqnntF3lj/IrP1NUGde8TpjvZ4+45j5Wr1lG6TBkWeM/K1VusDdn7fhfs7R3+rds8suv5y1eu4O7uSWCAf4FxvezsiLp9h959+qFQKLDr2YPGH2WfYJ41yxMPD08UigwqV67MggXer+Wj7Irb69hQLgo9ZV63zxT/OadPn8bX15dNTw/2HR0d+fjjj8nMzGTjxo0oFArq16/PjBkzKFmyJNOmTSMiIoKSJUvy6aefMmnSJM6ePYuDgwPffvttvo/jCgkJ4cyZM8yZM4ezZ8/i7u6OoaEh9erVIzIyUvX9L9Lth43FlvvraueShdougtYl7cs9lOdNo5eZqO0iaF2anu4NPde0Uujm48A0SS/tlraLoHVKo4raLoLW/fZE+oc+KC3LAP03e79Qpmw5bRfhpVm5Orw4qAB3ZswtppJohjSyhU6SRrY0skEa2SCNbJBGNkgjG6SRDdLIBmlkgzSyAWlkv4aN7GozphZp/kjX2cVUEs2QrVS8tJ9++okVK1bk+d7OnTs1XBohhBBCCCGE0B3SyBYv7auvvsrx8HYhhBBCCCGEyM+bdk22NLKFEEIIIYQQQqiNNLKFEEIIIYQQQohiIo1sIYQQQgghhBCimLxpjew3K1shhBBCCCGEEEKNpCdbCCGEEEIIIYTavGk92dLIFkIIIYQQQgihNvp6etougkZJI1sIIYQQQgghhNpIT7YQOmBLJzttF0H7ZBlg3OETbRdB61J+/EHbRdC6kiXLabsIWpepfLMOTvKiKFVT20XQupL6BtougtbVNsjUdhG0LkXbBdABJeW2UkLHSSNbCCGEEEIIIYTaSE+2EEIIIYQQQghRTKSRLYQQQgghhBBCFBNpZAshhBBCCCGEEMXkTWtkv1nZCiGEEEIIIYQQaiQ92UIIIYQQQggh1OZN68mWRrYQQgghhBBCCLUxkEa2EEIIIYQQQghRPKSRLYQQQgghhBBCFBNpZIv/pNOnT+Pr68umTZvyfP/w4cPcunWLb7/9lq1btwLQt29fpk6dypgxY7CysirU90RFRTFw4EAOHz5cbGV/FcePH8fHxwdFejq1atXCxdUVY2PjQsVkZmayYP58wsLCyMjMZOCAAdj16gXAo0ePmDd3Ljdu3ODJkyd8N2QInTt3Vn2mUqnEzdWVmjY2DBw4UKM5P08dy+DGX3/h5OSkmj8rK4vr16/j5e1Nu3bt2LRxIzt37sTAwICKFSsyzdmZqlWrajr1YrPOaQYRN64zPyDv7ea/4NgvZ/Dx20C6QkEtm7dxmzYB47Jl8oxVKpW4eCzEpmZ1Bn3TUzX9cWISQ0Y44OY8gfp1a2mq6IWmrvrg8uXLeHt5kZqaSlZWFoMGD6ZTp04A7Nmzh40bNqCnp0epUqWYMmUK9erX13jueTlx/Di+Pj7Zv3mtWkx3ccm1PF4UEx0dzbeDBrE1IIAKFSsC2ctjvrc3aampZGZlMWjQIL56ujx0zS/HT7DM1xeFIp2aNrWY5jKdss8tg/xikhKTmOXhzq2bN8nKUvJV504MGDwYgL9v3GCO50xSU1NBD0aNGUuzFs21kOGLaWMfoWtOHj/Bcl9f0hXp2NjUYmoe60FhYqZOtqeyWWUmOTgAcP3PP/GePZvU1DT09OD70aNp/sknGsvrValreegyqQ+FurxZpxREvi5fvkxSUhKQ3bju27cvkN04VyqV2izaS0t48AA3V1e8vbzYvmMHVtbW+CxZUuiY4OBgIiMjCfrhBzZv3oy/vz8REREAuLq4YG5hwdaAAJYtX47XvHnExMQAcOPGDb7//nsOHDig2YTzoK5l8E7NmgQEBqr+mjVrxpdffkm7du04feoUO3bsYP2GDQQGBdG2XTvcXF21kX6R1aleg0OLVvB1m/baLopaPUh4hKvnIrxnO7EzaCXWVSxZvHRdnrE3/o5k+BgnDhw6kWP68ZNn6f/dRP6+FaWJIr80dW0LSqUS+8mTGTFiBAGBgfj4+rJg/nwib93i5s2bLF60CN+lSwkIDGTo0KFMnjxZG+nnkpCQwAw3N+Z5exOyfTtWVlb4+vi8VMzu3bsZNmQIcXFxqmlKpZIp9vZ8P2IE/gEBLPHxYeGCBURGRmost8JKSEhg5owZzPaaR2BICFbWVvj5+BY6ZuWyZZiZW7AlKIi1mzYSsi2Y8EuXAPCaM4fOtl3ZuNWfaS4uODs6kpGRofEcX0Qb+whd889vPNNrHgEhIVSxtmJZPutBQTFbNmzg0m+/5Zjm7jydfgMGsmGrPy7u7kx3nIpCoVB7TkWhzuWhq6Q+1CwDff0i/b1uXr8SiyI5c+YMffv2pXv37rRt25bQ0FCuX79OQEAAAQEBBAcH4+Pjg4+PDytXriQ2Npbhw4eTkJBA27ZtiYrKPpA+ffo0AwYMAODKlSt0796d7t27s3TpUtV3xcfHM2rUKHr06EHPnj05efKkRnIMO3WK+vXrU616dQB69epFaGhojpMFBcUcOXyYrra2GBoaYmJiwhcdOvDTnj08evSI06dPM3z4cAAsLCzYuGkTJiYmAAQFBdG1a1fat9d+w0xdy+BZ58+f5+DBgzhNmwZApcqVcXJyUp3drVevHvfu3dNEusVudPevWRf6I0FHtH/CRJ3CTp+nft1aVK+WPVKlV49OhO77Oc8Ta4HBe7Dt3J727T7NMX1r0I94uPwPs8qmGinzy1LXtpCens7w4cNp2qwZkF0fVKhQgZjYWEqUKMF0FxfMzMwAqFe/PvHx8TpxkH0qLIx69etTrVo1AOzyWB4FxcTFxXH0yBEWP3cgmp6ezrDhw2natCnw7/KIfXoSUpecCTtF3Xr1qPo0vx52dux7bhkUFDPRfjJjJ4wHsvdzivR0Vb2XlZlF4uNEAFJSUihRsqQmUys0bewjdM3zv3F3Ozv2v2A9eD7m3NlfOXUyDNuePXN89totm/msdSsA7kRFUa5cOZ2/s7I6l4eukvpQswwM9Iv097qR4eJvmM2bN+Pp6UnNmjUJCwtj1qxZ7Nq1iz59+gDQs2dPfJ5WFsOHDycgIICVK1dS8enwl7w4ODgwdepUWrRowdKlSzl9+jQAM2fOpGfPnrRr147Y2Fj69evHjh07cg3DKW4x0dFYWFioXpubm5OUlERycrLquwuKiYmJyfGehbk5f/75J7dv36Zy5cps2byZX375hfT0dAYOHEj1pwcgjo6OAJw9c0at+RWGupbBsxYtXMjoMWNUn2djY6N6Lz09nSVLlujECYdXMXbRXADaffSxlkuiXjGxcVhamKleW5hXJik5heSU1FxDxqdOHgnA6bMXckz3W+Sh9nIWhbq2hZIlS9Kte3fV9ODgYFJTU2nYsCGlSpWiSpUqQHaPxvz582nVqhVGRkbqTveFns/H3Nyc5OeXRwExZmZmeM2fn+tzS5YsSbdu3VSvQ4KDSUlNpUHDhupL5hXFxMRgbvlvfmbm5iQnJ5OSnKwa9vqiGENDQ9ycp3Pk0CFatWmtaohOdnRgzPcjCPD3J+HBAzxmz8LQUPcOtbSxj9A1sYVYDwqKSUlNZbG3Nwt8fdkZEpzjsw0NDVEqlfTqakv0vXuMnzwJAwMDzST2itS5PHSV1Iea9Tr2RheF7tX8Qq28vLw4cuQIe/fu5eLFiyQnJxfp8x48eEBsbCwtWrQAoEePHgQHZ1euJ0+e5MaNGyx5OrwsIyOD27dvU7du3aIl8QJZ+Qxvf3YHV1BMVlZW7un6+mRkZHDnzh3Kli3LuvXriYyMZOiQIVStVo169eoVT+GLibqWwT8uXrjAw4cP6dixY664hAcPsLe3x9jYmDFjx75s0YUGZWXlsw78h3aE6t4WANatXcvWrVvx9fWlVKlSqumpqam4urgQHROTY5SPNuWVDzy3PAoRU5D169axdetWfJ5bHroiS5l3fvo51okXx7h5ejDFaSpO9lNYu2o1A78djLPjVJzd3Pi05WdEhIdjP2EidevVw8LSsniTKCJt7iN0RVHWA6USXKc6MX7SJCqbVc4zRk9Pjx9+3MndO3cYNXQYNWq8w0cfNyl6wdVE3ctDF0l9KNRJGtlvmH79+tG0aVOaNm1K8+bNX/o6wX+G0PxzjZmenl6OYTXPV0wbNmygQoUKQPbZwMqV1V/5WlpaEhEernodGxuLiYkJpUuXLlSMpaUl8fHx/74XF4e5hYVq6GeXrl0BqFatGo0aNeJyRITONbLVtQz+sX//fjp17pxr+Nsff/zBxAkTaNO2LRMnTtT5M/dvIr+Vm/j5ePZok+TkFGrVfFv1XmzcfUxMjCld+r9zIKDObSE9PR1XFxdu3LjB+g0bVL3XAPfu3WPC+PHUqFGDlStX6szBlaWlpeoeEwBx+S2PF8TkJT09HTdXV/6+cYN169fnWB66xNLSkivP5hcXR7k8lkF+MadOhlGzlg1mZmaUKVOG9h06cOTwYW789RdP0tL4tOVnADRo2JAaNd/hckSEzjWytbWP0CXP/8bxhVgP/om5+fcN7t29y5KFCwF4cP8+WZmZpD9JZ/JUR44ePkzb9u3R19enipUVjT/+mD+uXdPpRra6lsdUl+maS+IlSX2oWf+lE/iF8WZl+4Z7+PAhN2/eZPz48bRq1YpffvmFzMxMILtxnNfNWQwMDFQxFStW5Pr16wAcOnRINa1KlSr8/PPPQPYNIP7RrFkz/P39Abh+/Tpdu3bNvuOqmjVv3pzw8HAib90CIHjbNlq1bl3omNatW7Nz504yMjJITExk3759tGndGisrK+rUrcvuXbsAuH//PhcvXtSZOwY/S13L4B/nzp3j449zDqWOjIzk++HDGTZ8OJMnT5YGto4aNXwAQZt8Cdrky6bVC7gUcY1bkXcA2Lb9J1p/1kzLJSxe6twWptjbk5ycnKuB/ejRI4YNHUrbdu2YM3euzjSwAZo1b05EeLjqBjzBwcG0atXqpWPy4jBlCsnJyazV8QPKj5s1IyI8gttP89u+LZiWz+VXUMyhgwdYs3IlSqWS9PR0Dh08wEdNGmNdtSpJSUlcungRgKjbUdz8+ybv1q6jwewKRxv7CF3zcbNmXH7uN/4sj/Ugr5gG773H9p/2sGGrPxu2+tOtZw/aftGeqS7TMTIyYqXfMg7u2w9kn6A5/+uvNProQ80m+JLUtTx0mdSHmvWm3fhMerLfIBUqVOCTTz6hU6dOGBsb06hRI9LS0khJSaFJkyY4ODjk6mlu3bo1w4cPZ/Xq1YwbNw4PDw98fX359NN/b37k5eXF1KlTWbRoEY0aNVJNd3Z2xsXFhS5dugAwb948jVybZWpqipubG/b29igyMrC2tsbDw4Mrly/j7u5OQGBgvjGQfVOL21FR9OndG4VCQU87Oz5q3BiA+fPnM2fOHLZt20aWUsmw4cOpr4ONbHUuA8huUD+/09iwfj1paWkEbN1KwNPHwJUoUYKN+Tw2TmifqWkFZkyfgL3TbBQKBdbWb+HpMgmAy1f/ZMasxQRt8n3Bp+g2dW0LFy5c4NixY1SvXp1vnz6+CWDc+PFcuXKF6Ohojhw+zJFnHme4fMUK1cgebTE1NcXFzQ0He/unv7k1Mzw8uHLlCp7u7vgHBOQbU5ALFy5w/NgxqlWvzpBvv1VNHztuHM2fXk6kK0xNTXF2dcFpigMKhQIra2tc3Gdw9coVZnt4snGrf74xAOMmTmTerFn0790b0KNl69b07tsXfX195nh7s8h7Pk+ePMHQ0BAHJyesq1prN+E8aGMfoWsqmpri5OqC8zO/8fSn68EcD082bPXPN+ZFZnt7M3/uXLZs3Ii+nh6jx4+nro6NeHueOpeHrpL6ULN0eWSLOugpX7fnM4k3QnJKiraLIHSAcQfdf66ouqX8+IO2i6B1WSV1+2BdE/K7PvZNosjnetA3SUl9GSGUmpWp7SIIHVBS781qsD2vXNmy2i7CS+sZvLlI8wf37F9MJdGMN3sNFUIIIYQQQgjxn7Fr1y6++uor2rdvz5YtW3K97+vrS5s2bbC1tcXW1lYVc/XqVXr27EmHDh2YNm1anpfSFpYMFxdCCCGEEEIIoTaauq46JiaGhQsXEhISQokSJejTpw9NmzbN8ajZiIgIFixYwAcffJBjXnt7ezw9PWnUqBFOTk4EBQXRr1+/VyqH9GQLIYQQQgghhFCbot747PHjx0RFReX6e/z4cY7vOXnyJM2aNaNChQqUKVOGDh06sHfv3hwxERERrFq1ii5duuDu7s6TJ0+4c+cOaWlpqvtL9ejRI9d8L0N6soUQQgghhBBCqI2BgV6R5t+wYQO+vrlvxjpmzBjGjh2reh0bG6t67C6Aubk5ly5dUr1OTk6mbt26ODg4YGVlhaOjI35+frRu3TrHfGZmZsTExLxyeaWRLYQQQgghhBBCbYo6XHzQoEF0794913QTE5Mcr/O6p7ee3r8N/LJly7Jq1SrV6++++w4nJ6c8H8327HwvSxrZQgghhBBCCCF0lomJSa4GdV4sLCz49ddfVa9jY2MxNzdXvb579y4nT57Ezs4OyG6UGxoaYmFhQXx8vCouLi4ux3wvS67JFkIIIYQQQgihNkW9JruwWrRoQVhYGA8ePCA1NZX9+/fTsmVL1fulSpXCy8uL27dvo1Qq2bJlC+3bt8fKyoqSJUty7tw5AHbs2JFjvpclPdlCCCGEEEIIIdRGU3cXt7CwYOLEiQwcOBCFQoGdnR3vvfcew4YNY9y4cTRs2BB3d3dGjhyJQqHgww8/5NtvvwXA29sbZ2dnkpOTqVevHgMHDnzlcugp8xq4LoSWJaekaLsIQgcYd/hE20XQupQff9B2EbQuq2QVbRdB67JkV41CmaXtImhdSX0DbRdB61KzMrVdBKEDSuq92YNxy5Utq+0ivLQRB3cWaf7ln9sWU0k0481eQ4UQQgghhBBCiGIkw8WFEEIIIYQQQqiNpoaL6wppZAudpKdUaLsI2peVpu0SaJ0MlYYyXXtpuwhal/zTfm0XQesM9GR3bfCGDw8FyFTKMiijlH2jADKStF0CLauh7QK8NGlkCyGEEEIIIYQQxUQa2UIIIYQQQgghRDF50xrZb1a2QgghhBBCCCGEGklPthBCCCGEEEIItTEweLP6dqWRLYQQQgghhBBCbd604eLSyBZCCCGEEEIIoTbSyBZCCCGEEEIIIYrJm9bIfrOyFUIIIYQQQggh1Eh6soUQQgghhBBCqI3+G9aTLY3s/4DTp0/j6+vLpk2biuXzDh06REREBOPHj2fJkiW0aNGCxo0bF3r+2rVrc+3atWIpS3E5fvwEPj5+pCvSqVXLBlcXZ4yNjV86Ljo6hoGDviMwYAsVK1YA4K8bN/D0nE1KSgp6enqMGzuaFi2aayq1Qjt+Igwf3xWkpyuoVasmrtMdMDYu+0pxk+ynYVa5Mo4OE0lMTGTo9+NzvH/9+g0mjBvJgP691ZpTUR375Qw+fhtIVyioZfM2btMmYFy2TJ6xSqUSF4+F2NSszqBveqqmP05MYsgIB9ycJ1C/bi1NFV1j1jnNIOLGdeYHFE/9oguOnzj5dB1Pf7qOT81nW3hx3CR7p6fbwv8A+OPP68yaPZ/UtFT00GPM6OF8+okO1gfHf8HH1+/pum+Dq8u0vJdBPnFpaWnMmevN5ctXyVJm0bBBfRwdJlOqVCnS0tJYtNiXCxcvkZqaSo/utgwa2F8LWRasqPuFtLQ05szx4vKVK2RlZdGwQQMcHe0pVaqUat6wsFMsWuxDYMAWTaZWKCeOH8fXxyf7t61Vi+kuLrnyzy8mMzOThQsWEBYWRmZGBv0HDsTOzg6AX8+eZeHChWRmZFC+QgUmTZ7Mu+++q40UX0iddUHk7ShmzfYm4eFDFIoMutl2YmD/vhrJ62Wocxn84/Hjx/QbMITxY0fR/vM2as3nVRw/cRqfZeuyj3tsauA6bWI+yyDvuMzMTOZ4+3HufDgAn7ZowsRxQ7nxdyROLnNV82dlZXH9r5t4z3GmXZtPNZafrjDQ09N2ETTqzTqlIAqlXbt2jB+f3Wg6e/YsmZmZWi5R0TxISMDVzQMv7zns2L4Naysrlvgsfem4Xbv38N2Q4cTFxeWYb/bsedh27UJgwBbcXKfj4OhERkaG2vN6GQ8SHuI6YzZe8zzYEbIFa6u3WOK74pXi1m/w5/xvl1Svy5UrR6D/WtVft66daNSoIX369Hz+43XKg4RHuHouwnu2EzuDVmJdxZLFS9flGXvj70iGj3HiwKETOaYfP3mW/t9N5O9bUZooskbVqV6DQ4tW8HWb9touSrF6kJCA64xZeM3zZEfIVqytqrDEd9krxa3fsCXHtgDgPN2DQQP7Eui/Hk/36ThMdUGhUKg1p5eVnZsnXl6z2REShLV1lfzrxHzi1qxdT0ZmJoEBmwgK2EzakyesXbcRgMVLlvLo0WO2bFrH5o3rCAzaxqXwCI3m+CLFsV9Ys2YdGZkZBAZsISjQ/+ky2ABAWloaS5cuY4qDk07uQxMSEpjh5sY8b29Ctm/HysoKXx+fQseEBAcTGRlJYFAQGzdvZqu/PxERESQlJmI/eTLjx48nICiIqVOn4ujgQHp6ujbSLJC66wJXt5l88UU7Av3Xs2HdcoJDdnLm7Dm15vSy1L0MIPsE9XRXT5KSktWWR1E8SHiIq+cCvGZPZ8cPa7KPe/xyHwsUFLcn9BC3bkXxg/8yArf4ce63Sxw8fJya71QncLOf6q9Z0w/58ovWb2QDG8BAT79If6+b16/EIl9///03AwYMoEuXLvTu3ZtLl7IrO0dHRzw9Penbty9t27YlODgYgMTEREaOHEmnTp0YMWIE3bp1IyoqipCQEBwdHdmxYwcRERE4Oztz7do1BgwYwOnTpwGIioqibdu2qv/37dsXW1tbXFxcVOVJTk7GwcGBHj16YGtry+7duzW8RLKdCjtN/fr1qF6tGgC9evUkNHQvSqWy0HGxcXH8fOQoPj4Lc31+VmYmjxMTgeycS5QoqeaMXt6pU2eoX68O1atVBaCXXTdCQw/kXgYviDv763lOhp3Grqdtnt8TeTuK1Ws34unujJGhbg+UCTt9nvp1a1G9mhUAvXp0InTfz7mWCUBg8B5sO7enfbucO8atQT/i4fI/zCqbaqTMmjS6+9esC/2RoCMHtF2UYnXq1Fnq16v7zDrePZ9toeC4/LYF/81raN3qMwBuR92hXLlyOjdE7lTY6ae5Pa3r7HoQGrov7zoxn7gPP/iAYUO+RV9fHwMDA+rUfpd796JRKpXs+WkvI0cOw8DAgHLljFm1wo8ab1fXeJ4FKY79wocffsCwod89twzuAdk92Kmpqbi5TtdsYoV0KiyMevXrU+1pXna9ehEaGpoj/4Jijhw5QteuXTE0NMTExIQvvviC0J9+IvL2bYyNjfm4aVMA3q5RA+OyZVXHI7pE3XVBN9vOdPwy+yRlOWNjqlpbc+9etLrTeinqXgYAq9ZsoJZNTWxqvqPmbF7NqdPnqV/33ZzHAnsP514GBcRlZmWRmpZGukKBIl2BQpFBiRIlcsx//rcIDh4+wTSHsZpJTGidbu35RZHY29szYMAAdu3axdSpUxk/frzq7HF0dDT+/v4sW7aMefPmAbB06VJq1KjBnj17GD16dK4h3t26daNBgwZ4enpSu3btfL/Xw8ODHj16sHPnTj788EPV9GXLllG/fn1CQkLYsmULy5cv5/bt22rIvGDRMTFYWJirXpubm5OUlExycnKh48zNzJg/fx4138m9k3B0nMK6devp8GVnRowcg9NUBwx1rIEZHRP7XG5mJCUnk5ycUui42Lh4vLyXMNNzer53iFzqt4o+X/fgLUsL9SRSjGJi47C0MFO9tjCvTFJyCskpqblip04eSeeObXNN91vkwfsN66q1nNoydtFcNu/bo+1iFLvc23l+20L+cdnbwmJmerrk2hb+2fa72H7N5CnTGDzwGwwMDNSY0cuLjonF4plt1NzcPP/6IJ+45s2bUr16duPr7r17bPEPpP3nbUlISCAlJYXTp88ydPhIevcdwNGjxylXrpxmkiuk4tgvNG/ejOrVs08e3L17jy3+AbT/vB0Abdq0ZvLk/1G+vInac3kVMTExWFjk/G2Tk5Jy5F9QzPPvWVhYEBsTQ7Vq1UhJTeVUWBgAly9f5q8bN4iPj9dAVi9H3XWBbddOlH566cAvJ09x8VIELVo0VWNGL0/dyyDs1BnOnf+NkSOGqjeRIoiOicPimWOB7NxS8lgG+cd17dQek3LGdOjcn/ad+lHVugqtPmuWY/6FPqsYM2JQnsPQ3xQGenpF+nvdSCP7PyI5OZnIyEi++OILABo1akT58uW5ceMGAJ988gl6enq8++67PHz4EIBffvkFW9vss44NGzYssCFdkDNnztCxY0cAunbtipGREQAnT54kICAAW1tbvvnmG1JSUvjzzz+LkuYrUWZl5Tn9+QPfwsY968mTJzg6TmOGmwv79u5mzeoVeM6cTXR0zKsXWA2UWbl7ZwEMDPQLFadEiaOTG5MnjcWscuU8Y6KjYzgZdpZ+fXsVrbAakpXfMtGxXkdRvIpnW3Bl8qRx+W4Lenp67NoZxI/bA1i3YbPODRFVKvOr6/RfOu7K1d8ZMmQEfXrb0bLlp2RkZJCZmUlU1B1WLl+Kn+8itgWHcOTI0eJLoBgU537hypWrDBk6nD69e9Gy5WfFV0g1yipEXgXF5LVc9A0MMDY2Zv6CBaxdu5a+vXuzZ/dumjRurDou0CWaqAsAftwdivN0D7zmehQYpw3qXAb3oqNZsNCXme4uOnei8Vl5jV6DPOqCAuJWrN5CxQrlORS6lb27NvP4cSIbtwSrYi5cusLDh4/p2EH3rkfXpDetka1b3W3ilSmVylwVgFKpVF0LVrJk9hBmvWdWUgMDg3wrjYK+B8h1zfE/0/X09FTfkZWVhZeXF/Xr1wcgPj6e8uXLv9T3vSq/ZSs4evQYkH0CwsbGRvVebGwcJiYmlC5dOsc8lpaWhEdcfmHcs67/9RepaWmqA6v33mtIzZrvEB4RgaWWe3P9lq/h6LFfgKfL4JmhWrFx8ZiYlMtjGVgQHnElV9yNGze5e/ce8xdmX4t4//4DMjMzeZKejut0BwAOHjpK2zafUTafG4fpAr+Vm/j5ePYlD8nJKdSq+bbqvdi4+5iYGFO6dKl85havK7/lqzl6LPt6+uxtoabqvVffFrKvTc3eFrJ4kp6Ok+MkDh0+yhft26Kvr4+VVRWaftyY36/9wcdNPtJApvnzW7aSo8eOA//Uic8ug/zqRIucdeJzcXv3HWD2HC8cp0yiY8cOAFSsWBFDQ0M6dfoSfX19KlWqxGeffcql8HDatGml7jQLpI79wt59+5k9ex6ODpPp2PFLDWRRPCwtLYmI+Pc6+bjY2Fz5FxRjaWmZo3c6NjYWc3NzsrKyKFOmDCtXrVK9Z9ejB1WrVlVzRoWjqbrAdbojSqWSBYt8OXjoZ5b7LaJ2bd24MaamlkGNGtVJS0tj9LhJANy+fYdFS/x4+PARvey6qTnLgvmt2MjR46eA7GMBmxzHAvF5HgtYWpgRHvF7nnGHf/4Fh0mjMDIywsjIiC6dPufg4RMMfHqT1P0HjtL5q3Y6d+mQpum/htdVF8Wble1/mLGxMVWrVmX//v0AXLhwgfj4eGrVyr9Sb9GiBbt27QLg2rVr/Pnnnzka4ZDdEP+noV6xYkWuX78OwMGDB3N8zo8//gjA/v37VUPUmzVrxtatW4HsHXDXrl1V16up26iR3xMYsIXAgC1s3LCW8PAIbkVGArAtOITWrVrmmqd586aFintWtapVSUpK4sLF7OvNbt+O4u+/b1LnFUcFFKdRI4aobka2cd1ywiOucCsye7j+tuCdtG6V+8YbzZs1yTPu/fcasHdPsOrz7Hp0pUP7tqoGNsC58xe03pB4kVHDBxC0yZegTb5sWr2ASxHXuBV5B4Bt23+i9XPDu8R/w6gRQwn0X0+g/3o2rltJeMTlZ9bxHaprqJ/VvNnHecZlbwshqs+z62H7dFtwxMjICL9lq9i3P7t+jI2L5+yv5/noww80l2w+Ro0cTuDWTQRu3cTG9atz1nXbtuezDJrmG3fg4GHmeS3Ab+liVQMbwMjIiJYtP2X37lAAUlJSOHX6DPXq1VN3ii9U3PuFAwcPMW/efPz8lrxWDWyAZs2bExEeTuTTvIKDg2nVqlWhY1q2bs2PO3eSkZFBYmIi+/fto3WbNujp6TF+7FiuXMlukB08cABDQ8MCj0U0SVN1AcA878Wc/+0iWzat1pkGNmhuGQzs35ddO4NU79WrW5sJ40ZpvYENMOr7gaqbkW1cs4jwiN//PRYI2UPrz3I/EaJ504/yjatT24b9h7JP4CkyMjh6/BQNG9RRzXvut3A+btxIzVnpPunJFq8tLy8v3Nzc8PHxwcjICB8fn1w3XnjWqFGjmDp1Kl26dKFatWpUrlw5x6NHAD777DNcXV2ZO3cuQ4cOxdHRkeDgYNq1a6eKcXFxwd7enoCAABo2bEjZstnXm4wZMwY3Nzc6d+5MZmYm9vb2qhuoaJKpqSlubtOxt3ckQ5GBtbUVHh5uAFy+cgV395kEBmwpMC4/5cqVY8H8eXh5zSc9PR1DQ0OcpzlStaq1+hN7CaamFXFzccTewYUMhSI7txnTALh85XfcPecR6L+2wLgXibwdRZUqlupMo1iZmlZgxvQJ2DvNRqFQYG39Fp4u2WfcL1/9kxmzFhO0yVfLpRTFLXsdd8Lewfnf7XyGM/DPtjCHQP/1BcYVZL73LGbPXcD6jf7o6+kzcfwo6ter88L5NMnU1BQ31+nYT3F6up1b4+GefdPKy1eu4u4xi8CtmwqM8/H1Q6lU4u4xS/W5jd5/j6mO9rg4T8XLeyE97PqQlZVFxy+/oP3nue9poE3FsV/w8Xm6DNxnqj630fvvM3XqFC1k9HJMTU1xcXPDwd7+af1nzQwPD65cuYKnuzv+AQH5xgDY2dlx5/Zt+vXpg0KhoEfPnnz0UfZJVs9Zs/D08CBDoaBy5cp4L1iQ6wS+LlBnXRAdHUNgUDBvvWXJyNETVdP79emFbddOas3rZai7PnwdmJpWwG36/7Cf6klGRgbWVm/h4WoPwOWrf+A+cxGBm/0KjJs88XvmevvR/euh6Ovr83GTRgwe+LXqOyJv36HKW7p/rxpRvPSULzteWPxn7Ny5E2traz766CPu3r1L//79OXjwoE4MZ0lJfqTtImhfVpq2S6B1ehmJ2i6C1pXp+npc465OyT/t13YRtE9Pzonzhg01zEum9I1gkJXy4iDx35eZpO0SaFWZCjW0XYSX5ne1aPcnGVVXt0dLPk9q6zfYO++8g6urK1lZWejr6+Pu7q4TDWwhhBBCCCHEf8frOOS7KKSR/QZr2LAhISEh2i6GEEIIIYQQ4j9MXxrZQgghhBBCCCFE8TB4wy75ebOyFUIIIYQQQggh1Eh6soUQQgghhBBCqI1cky2EEEIIIYQQQhSTN224uDSyhRBCCCGEEEKozZvWk/1mnVIQQgghhBBCCCHUSHqyhRBCCCGEEEKojTzCSwghhBBCCCGEKCYG+m/WAGppZAudlK400HYRtC5Lr4y2i6B1JUuW03YRtC75p/3aLoLWlf3qC20XQeuS9v2i7SJonR5KbRdB6wwyU7RdBK3L1Jd94+NMhbaLoHVPKK/tImjVO9ouwCuQa7KFEEIIIYQQQohiYqCnX6S/l7Fr1y6++uor2rdvz5YtW3K9f/DgQWxtbenatSujRo3i0aNHAOzYsYNPP/0UW1tbbG1tWbhw4SvnKz3ZQgghhBBCCCFeezExMSxcuJCQkBBKlChBnz59aNq0KTY2NgAkJSXh5uZGcHAwFhYWLF68GB8fH5ydnQkPD8fR0ZHOnTsXuRzSky2EEEIIIYQQQm0M9PSK9Pf48WOioqJy/T1+/DjH95w8eZJmzZpRoUIFypQpQ4cOHdi7d6/qfYVCgZubGxYWFgDUrl2be/fuARAeHs6OHTvo2rUrkydPVvVwvwppZAshhBBCCCGEUBt9Pf0i/W3YsIF27drl+tuwYUOO74mNjcXMzEz12tzcnJiYGNXrihUr8vnnnwOQlpbGypUrVa/NzMwYO3YsO3fu5K233sLd3f2V85Xh4kIIIYQQQggh1KaoNz4bNGgQ3bt3zzXdxMQkx2ulMvdNMvXy+O7ExERGjRpFnTp1VJ+7dOlS1ftDhw5VNb5fhTSyhRBCCCGEEEKoTVEb2SYmJrka1HmxsLDg119/Vb2OjY3F3Nw8R0xsbCxDhgyhWbNmODk5AdmN7uDgYAYPHgxkN9YNDV+9qSzDxYUQQgghhBBCvPZatGhBWFgYDx48IDU1lf3799OyZUvV+5mZmYwYMYKOHTsybdo0VS93mTJlWL16NRcvXgRg8+bNtG/f/pXLIT3ZQgghhBBCCCHUxkBfM327FhYWTJw4kYEDB6JQKLCzs+O9995j2LBhjBs3jujoaK5cuUJmZib79u0DoEGDBsycOZNFixbh5uZGWloab7/9NvPmzXvlcugp8xq4LoSWPUxK0nYRtC4L2TRL6htouwhap5eZrO0iaF3Zr77QdhG0LmnfL9ougtbpSZ0ImSnaLoHWZeqX0XYRtO5xpkLbRdC6J1lZ2i6CVr1TwVTbRXhpx2JuF2n+lhZVi6kkmiE92UIIIYQQQggh1MZA7826Slka2eKVHDp0iIiICMaPH6/torzQiePHWebrS7pCgY2NDdNcXDA2Ni5UTFJiIp4eHty6eZOsrCw6de7MwKc3RPjHjzt3cvTIEeYvWqS5pF7SL8dPsMzXF4UinZo2tZjmMp2yzy2D/GKSEpOY5eH+dBko+apzJwY8XQZ/37jBHM+ZpKamgh6MGjOWZi2aayHDvB0/fhwfHx8U6enUqlULF1fXXL99fjGZmZksmD+fsLAwMjIzGThgAHa9egFw+fJlvL28SE1NJSsri0GDB9OpUycA9uzZw8YNG9DT06NUqVJMmTKFevXrazz3/Bw/cRIf3xWkp6dTq1ZNXKdPxdi47CvFTbJ3wqxyZRwd/gfAH39eZ9bs+aSmpaKHHmNGD+fTT3RnfXhV65xmEHHjOvMDNmm7KK9MXdvC2bNnWbRwIRkZGZR8ur43aNAAgHPnzrF48WKepKVhbGzMDHd3rK2tNZ778/mlpyuoVasWrq659wUFxWVmZjJ//gLCwsLIzMxgwICB9Opll2PeHTt2cOTIERYvXqyatnHjJnbu3ImBgQEVK1bE2XkaVavqRo+MuuqDxMREhn4/Nsf716/fYMK4UQzo30etOb2qE8eP4+vjQ7oi+3efns+xQkEx0dHRfDtoEFsDAqhQsaKmU3glp06cYPXSZaSnp/NOLRvsnaflOj7IL8bNwZE7t6NUcdF37/Lehx8yc4E3v/36KyuW+GTXDSVLMmbyJOrq0L4wP2dO/MK6ZctQpCuoYVOTCdOmUTaPbUKpVLLAw5Pq77yDXf9vVNOTEhOxHzGSic7TeLduXU0WXeiYN+uUgig27dq1ey0a2AkJCXjOmMFsLy9+CAnBytoaPx+fQsesWLYMc3NztgYFsX7TJkK2bSP80iUAHj16xJxZs5g/b16ejwvQFQkJCcycMYPZXvMIDAnBytoKPx/fQsesXLYMM3MLtgQFsXbTRkK2BauWgdecOXS27crGrf5Mc3HB2dGRjIwMjeeYl4QHD3BzdcXby4vtO3ZgZW2Nz5IlhY4JDg4mMjKSoB9+YPPmzfj7+xMREYFSqcR+8mRGjBhBQGAgPr6+LJg/n8hbt7h58yaLFy3Cd+lSAgIDGTp0KJMnT9ZG+nl6kJCA64xZeM3zZEfIVqytqrDEd9krxa3fsIXzv13KMc15ugeDBvYl0H89nu7TcZjqgkLx+g5rrFO9BocWreDrNq9+4xNdoK5tQaFQ4OjgwHQXFwKDghg6dCjTnZ0BiImJYfKkSUydOpXAoCDaff45s2fP1nju/3jwIAFXVze8vLzZsWM71tZWLFni81Jx/yyHH34IyrEcIHt/4Ok5k7lzc+4PTp06zY4dO9iwYT1BQYG0a9cWV1c3jeT8IuqsD8qVK0eg/3rVX7eunWnU6D369LF7/uN1QkJCAjPc3Jjn7U3I9u1YWVnhm8exQkExu3fvZtiQIcTFxWm6+K/sYUIC89w9cZs7m43BP1DFyopVvn6FjnGbO4dV/ptZ5b+ZSdOcKFuuHOOn2KNQKPBwcmbSNCdW+2+h/3ffMdvFTQsZvpyHCQks8JyJ8+zZrP4hEEsrK9b5+eWKi/z7JlNHj+X4wUM5pp/55SQTvh1C1M1bmirya8VAT69If68baWSLXE6fPk3//v0ZPHgwHTp0wN7enhs3bvDll1/St29fBg8eTEhICI6OjgCcPHmSrl270qVLF77//nuSkpLIzMxk9uzZdO/ena5du7J+/Xrt5BIWRt169ahWrRoAPezs2BsamuMgqKCY/9nbM27CBADi4+NJT09XneE9dOAAlStXVr2vq86EnaJuvXpUfSa/fc8tg4JiJtpPZuyE7BMq8fHxKNLTVWfuszKzSHycCEBKSgolSpbUZGoFCjt1ivr161OtenUAevXqRehzeRcUc+TwYbra2mJoaIiJiQlfdOjAT3v2kJ6ezvDhw2narBmQfYONChUqEBMbS4kSJZju4oKZmRkA9erXz15mOtLQPHXqLPXr1aV6texetF523QkNPZDrJNGL4s7+ep6TYaex62mbYz7/zWto3eozAG5H3aFcuXLoa+hGJ+owuvvXrAv9kaAjB7RdlCJR17ZgZGTE3n37qFOnDkqlkjtRUZQvXx6AgwcP0uKTT6j7tCenZ8+eWj3hdOpUGPXr16d69Wq58its3OHDR7C17apaDh06fMGePT8BsH//AczMKjNx4sQcn1e5ciWcnJxUdWa9evW4d++eutMtFHXXB/+IvB3F6rUb8HR3xqgIj8NRp1NhYdSrX191HGCXx/pRUExcXBxHjxxhsU/uEze67NdTp6ldry7WT3Pq2rMHh/buzZF3YWIUCgVzZ8xg9P8mYm5pgZGREUE/7aZW7doolUru3bmDydO6QZedP32Gd+vWxerput65Rw+O7N2Xa5vYvW0b7Tt34rPP2+WY/mNQEJNcp2NqVlljZX6d6KNXpL/XjW7WdkLrLl26xI4dO6hRowbjx4/n6NGj/P3336xevRpra2tCQkIASE9PZ/LkyaxZs4a6deuyYMECtm/frnqu3Pbt20lPT2fIkCE0aNCAxo0bazSPmJgYLCwtVa/Nzc1JTk4mOTlZddDzohhDQ0NcnZ05fOgQrdq0ofrTg9Aedtln5Hf/+KMGM3p5MTExmFtaqF6bPc0vJTlZdcLgRTGGhoa4OU/nyKFDtGrTWnUgPtnRgTHfjyDA35+EBw/wmD2rSM8ULE4x0dFYWPybk7m5OUlJSTl/+wJiYmJicrxnYW7On3/+ScmSJenWvbtqenBwMKmpqTRs2JBSpUpRpUoVIHso2fz582nVqhVGRkbqTrdQomNisLD491mR5uZmJCUnk5yckmPoZ0FxKampeHkvZqnvfIKDd+b4fENDQ5RKJV1sv+buvWjsJ43HwOD1vXnd2EVzAWj30cdaLknRqGtbADAyMuL+/fv069uXhw8fMmdu9jKLvHWL0qVL4+jgwK1bt7C0tGSSFhvZ0dExL1wGL4p7fjmYm1uolsM/w8Z/fG5/YGNjo/p/eno6S5YsKdIjYYqTuuuDfyz1W0mfr3vy1jP7WV2T+7c1J/n5baSAGDMzM7zmz9d4uYsqNiYGc4uCjw8KE/PTzh+pVNmMz9q0VsUZGhry4P59vh8wiMcPHzJ91kyN5FQU8TExmD2zrlc2NyMlOZmU5JQcQ8ZH2WfXZReeeRYzgOfiRRop5+tK//VrJxfJ69vFINSqSZMmvPPOO+jp6WFra8upU6eoVKlSruvprl27hoWFhaq34n//+x8DBgwgLCyMw4cPY2trS69evYiOjubatWsazyO/YdzPHvgXJmaGpyf7Dh3i8aNHrFm1qngLqWZZyrzvwKn/TH6FiXHz9CD00EEeP3rM2lWrefLkCc6OU3F2c+PH0J9YtnoVc2fOIiY6ungTeEVZhfhdC4rJyuPOpc8/fmLd2rWsWL6cRYsWUapUKdX01NRUHKZM4fbt27i4ur5K8dVCmZVfvvqFilOixNHJlcmTxmFWOe8z9Xp6euzaGcSP2wNYt2EzZ86eK1qhRZGpe1uoVKkS+/bvZ/2GDbi5unLr1i0yMjI4+vPPjBo1iq0BAXz88cdMnjSpiJm8OmU+ddzzJ4EKistrOegX8gkIDx4kMHLkKEqXLsPYsWMKNY+6aaI+iI6O4WTYGfr1/bpohVWzvH5beG4bKUTM6ya/4x/9QhwjPRsTvHUr/Yd8myvGtFIlfvhpNz5rVzPP3YPbtyKLWGL1yu9Y6PltQrwavSL+e93oRpeT0DnPN0INDAxyNCL+8XwPXWJiIsnJyWRmZmJvb88XX2Q/eufBgweUKaP5x25YWFqqrpkDiIuLw8TEhNKlSxcq5tTJk9SsVQszMzPKlCnDFx06cOTwYY3mUFSWlpZceS6/cs8tg4JiTp0Mo2YtG9UyaP90Gdz46y+epKXxacvs4cENGjakRs13uBwRkWNkgLZYWloSER6ueh0bG5vrty8oxtLSkvj4+H/fi4tTnc1PT0/H1cWFGzdusH7DBlXvNcC9e/eYMH48NWrUYOXKlXluN5rkt3w1R4+dACA5ORmbmjVV78XGxWNiUi7HMgGwtLQgPOJKrrgbN25y9+495i/MHhJ5//4DMjOzeJKejpPjJA4dPsoX7duir6+PlVUVmn7cmN+v/cHHTT7SQKYiP+raFhITEzl79ixt27YFoG7durz77rtc//NPKpuZ8d7776tGvXTr3h0vLy/S0tI0tk34+S3j6NGjwNN1/5le5byWAWQvh/DwiDzjnl8OcXGxOXp48/PHH38wYcJE2rZtw8SJE7XaKNNUfeA6PftysoOHfqZtm5aULavbj92yfP44IL9t5AUxrxtzCwuuvuD44EUxf167RmZGJu9/+KEqJikpid/O/qrq2X63Th1q1qrF339dp+rTSzF0kbmFJdeeWdfj4+IwNilHqdf4NxbaI6dmRJ7OnTtHTEwMWVlZ7Nixg5YtW+YZV6NGDR48eMD169cBWL16NVu3bqVZs2YEBQWhUChITk6mX79+XLx4UZMpANC0WTMiwsOJjMw+exqybRuftWpV6JiDBw+yeuVKlEol6enpHDx4kMZNmmg2iSL6uFkzIsIjuP00v+3bgmn53DIoKObQwQOseWYZHDp4gI+aNMa6alWSkpK49PR3jbodxc2/b/Ju7ToazC5/zZs3Jzw8nMhb2TcgCd62jVatWxc6pnXr1uzcuZOMjAwSExPZt28fbZ6+N8XenuTk5FwN7EePHjFs6FDatmvHnLlztd7ABhg1Yqjq5kMb160kPOIytyKzn1W5LXiH6hrqZzVv9nGece+/14C9e0JUn2fXw5YO7dviOt0RIyMj/JatYt/+g0D2gfjZX8/z0YcfaC5ZkSd1bQsGBgbMcHPjwoULAPz111/cvHmTBg0b0rZtWy5euMCdO3eA7CdS1KxZU6PbxKhRIwkMDCAwMICNGzcQHh7Orac9adu2BdO6datc8/yzHPKKy2s5tG7dpsAyREZGMnz49wwfPozJkydrvddTU/XBP86dv/BanGRr1rx5juOA4OBgWj23nyxMzOumcbOmXI2IIOppTruCQ2jR8rOXirl47jwfNGmM3jM3pjLQ18fLw5OIp8cHf/91g8ibN3X+7uIfNv2Y3yMiuPN0Xf8pZDvNP8v7+Fe8PH09vSL9vW6kJ1vkydzcnClTphATE8Mnn3xCixYtWLlyZa64kiVL4uXlxZQpU1AoFFSrVo158+ZRokQJbt26Rffu3cnIyKBHjx40bdpU43mYmpoy3dWVqVOmkKFQYGVtjau7O1evXGGmhwebt27NNwZg/MSJzJk1i369e6MHtGzdmt59+2o8j6IwNTXF2dUFpykOKJ7m5+I+g6tXrjDbw5ONW/3zjQEYN3Ei82bNon/v3oCeahno6+szx9ubRd7zefLkCYaGhjg4OWFdVXuP6HmWqakpbm5u2Nvbo8jIwNraGg8PD65cvoy7uzsBgYH5xkD2TW1uR0XRp3dvFAoFPe3s+KhxYy5cuMCxY8eoXr063z7zOLdx48dz5coVoqOjOXL4cI4RD8tXrKBChQoaXgK5mZpWxM3FCXsHZzIUGVhbW+ExI/tu0Jev/I675xwC/dcXGFeQ+d6zmD13Aes3+qOvp8/E8aOoX083Trq8ydS1LQAsWLAAby8vMjIyKFGiBDNnzcLCwgILCwumOjkx6X//IyMjAxMTE+bOm6cTyyAjQ5Ejv8uXr+Du7k5gYECBcb162REVdZvevfugUCiws+tJ48YFNyDXr99AWloaW7cGsHVrAAAlSpRg06aN6k24ENRdHwBE3r5NlSraH9n0Iqampri4ueFgn31nbGtra2Z4eHDlyhU83d3xDwjIN+Z1VtHUFHuX6bg5TiVDkUEVaysc3Vy5duUq3p4zWeW/Od+Yf9y5fRuLt97K8bmly5TBw2seS+dnP97PqEQJpnl6YPbMtd26qIKpKROnOzNzqhMZGQresrJisqsLf1y9yuKZs1m6Wfvb7evsTevZ1VPq8rOHhFacPn0aX19fNm3S3jNhHyYlae27dUUWsmmWLOT1jv9lepnJ2i6C1pX96gttF0Hrkvb9ou0iaJ2e1ImQmaLtEmhdpr5uDz3XhMeZuvHECm16ks818m+KdyqYarsILy38QWyR5m9o+uLLc3TJm3ZSQQghhBBCCCGEUBsZLi5yadq0qVaGdgshhBBCCCH+e960nl1pZAshhBBCCCGEUJvX8TFcRSGNbCGEEEIIIYQQavM63iG8KKSRLYQQQgghhBBCbd604eJvWr5CCCGEEEIIIYTaSE+2EEIIIYQQQgi1keHiQgghhBBCCCFEMdGXG58JIYQQQgghhBDF4w3ryJZGthBCCCGEEEII9ZGebCF0QAllqraLoH16snlmKuXejAayHpC07xdtF0HrjDt8ou0iaF3y3p+1XQTt05M60SArSdtF0Lqy+mW1XQStS1ema7sIQhRIjt6EEEIIIYQQQqjNm3aKUBrZQgghhBBCCCHURu4uLoQQQgghhBBCFJM37ZrsN63nXgghhBBCCCGEUBvpyRZCCCGEEEIIoTZv2GhxaWQLIYQQQgghhFCfN224uDSyhRBCCCGEEEKojdz4TAghhBBCCCGEKCZv2o3A3rR8hRBCCCGEEEIItZGebDWxtbVl586d+b5/6NAhIiIiGD9+vAZLVXgvKn9ISAhnzpxhzpw5OaYnJibi4OCAn5+fuov4Uo6fOImP7wrS09OpVasmrtOnYmxc9pXiJtk7YVa5Mo4O/wMg8nYUs2Z7k/DwIQpFBt1sOzGwf1+N5PUyjh//BR9fP9IVCmrZ2ODqMi3vZZBPXFpaGnPmenP58lWylFk0bFAfR4fJlCpViti4ONzcPIm/fx9llpLBg/vT6auOWsgyfyeOH8fXxyc7r1q1mO7igrGx8UvFREdH8+2gQWwNCKBCxYoAXL58mfne3qSlppKZlcWgQYP4qlMnjeb2MtS5HqSlpbFosS8XLl4iNTWVHt1tGTSwvxayfD6X4/j4+KBIT6dWrVq4uLrm+u3zi8nMzGTB/PmEhYWRkZnJwAEDsOvVC4CzZ8+yaOFCMjIyKFmqFFOmTKFBgwYAnDt3jsWLF/MkLQ1jY2NmuLtjbW2t8dyLyzqnGUTcuM78gE3aLkqxOX78BD4+fqQr0qlVywZXF+dc60VBcWlpacyZ48XlK1fIysqiYYMGODraU6pUKSIjbzNr9lwSEhKy9wvdujJwwDdayLJg2dv58qfbeU1cXZwKqA9yxyUmJjHDYxY3b94iK0tJl84d+XbwgBzz3rlzl379v8Vv6SLq16urqdQK5fiJsKf7fMXTfb5DPscGL46bZD/t6bHBRBITExn6fc7ju+vXbzBh3EgG9O+t1pxe1onjx1nm60u6QoGNjQ3T8tk35hWTlpaG19y5XL18mSylkvoNGmDv4IBCoWDk8OE5PuOv69cZO348/fprf5/wvNMnfmGd3zIU6Qpq2NRkovM0yj73++YXk/joET5zvfjrjz8pVboUX3TujG3v7H3ExV/PsXLxEjIzMzEpX54REyfwzru1tJGiTnjTrsmWnmw1KaiBCtCuXTudbWDDi8ufn0ePHvH7778Xc2mK5kFCAq4zZuE1z5MdIVuxtqrCEt9lrxS3fsMWzv92Kcc0V7eZfPFFOwL917Nh3XKCQ3Zy5uw5teb0srJz88TLazY7QoKwtq7CEp+lLxW3Zu16MjIzCQzYRFDAZtKePGHtuo0A+Pouo0GD+gQFbGap70JmzfYiPv6+RnMsSEJCAjPc3Jjn7U3I9u1YWVnh6+PzUjG7d+9m2JAhxMXFqaYplUqm2Nvz/YgR+AcEsMTHh4ULFhAZGamx3F6GuteDxUuW8ujRY7ZsWsfmjesIDNrGpfAIjeb4vIQHD3BzdcXby4vtO3ZgZW2Nz5IlhY4JDg4mMjKSoB9+YPPmzfj7+xMREYFCocDRwYHpLi4EBgUxdOhQpjs7AxATE8PkSZOYOnUqgUFBtPv8c2bPnq3x3ItDneo1OLRoBV+3aa/tohSrBwkJuLp54OU9hx3bt2FtZZX/tpBP3Jo168jIzCAwYAtBgf5Pt4UNALi6ufPFF58TGLCFDevXEBwcwpkzZzWa44tkb+cz8fKaxY6QgKfbee4T5AXF+S1biYW5OduCtrBl0xp+2Ladi5fCVfM+efKEadNnoFBkaCyvwnqQ8BDXGbPxmufBjpAtWFu9xRLfFa8Ut36Df45jg3LlyhHov1b1161rJxo1akifPj3VntfLSEhIwHPGDGZ7efFDSAhW1tb45bFvzC9m/dq1ZGZmsjkggC0BATx58oQN69ZRrlw5Nm/dqvrramvL+40a8XVv3TrBAPAwIYEFHjOZPmc2a7YF8paVFeuW+hU6ZsXCxZQqXZqVgf4sWruaX8PCOH38BMlJSXg4TGXo2DEs99/MWAd7Zjo5k56ero00dYKeXtH+XsauXbv46quvaN++PVu2bMn1/tWrV+nZsycdOnRg2rRpZGRk11F3797lm2++4csvv2TkyJEkJye/cr7SyH4Fp0+f5ttvv2Xw4MG0bduWuXPn4ufnR48ePejRowfx8fHUrl0bAB8fH5ydnRkwYABt27Zl2bLsRltISAiOjo4AtG3bFi8vLzp16kTXrl35+eefGThwIK1ateKnn34CwNHRkZCQEFUZnv38qVOn0qNHD1q1asX27dtxcHDgyy+/ZMKECSiVynzziIqKolu3btjb29O5c2cGDRrEw4cPc3x+YmIiI0eOpFOnTowYMYJu3boRFRUFwK1btxgwYADt2rXD+enBpaenJ7GxsYwePZqkpCSGDx+uWi6HDh0qrp/gpZw6dZb69epSvVpVAHrZdSc09ECuZfOiuLO/nudk2GnsetrmmK+bbWc6fpl9AFrO2Jiq1tbcuxet7rReyqmw009zqwZAL7sehIbuy70MCoj78IMPGDbkW/T19TEwMKBO7XdVeWZlZZGUlIRSqSQ1LQ0DAwP09XXnjOWpsDDq1a9Ptad52fXqRWhoaI78C4qJi4vj6JEjLH7u4CM9PZ1hw4fTtGlTACwsLKhQoQKxMTEayuzlqHM9UCqV7PlpLyNHDsPAwIBy5YxZtcKPGm9X13iezwo7dYr69etTrXp2OXrl8dsXFHPk8GG62tpiaGiIiYkJX3TowE979mBkZMTeffuoU6cOSqWSO1FRlC9fHoCDBw/S4pNPqFs3u9euZ8+eTJ48WcOZF4/R3b9mXeiPBB05oO2iFKtTYaepX7/ev+t4r56Ehu7Ne1vIJ+7DDz9g2NDvntsW7gHQzbYrHb/8EoBy5YypWrWqDu4Xzjy3z+tBaOj+PJZB/nFT7CcyccIYAOLi76NIV+ToBZ09dz5dO39FhQrlNZRV4Z06dYb69eo8k1e3fI4NCo7L79jgH5G3o1i9diOe7s4YGerWANLTYWHUrVdPtd/rYWfH3ufqx4JiGn3wAd8NGaLaBmrXrk30023gH7dv32btmjW4ubtjaGSkueQK6fzpM7xbry5WT3/fTj17cHhvzv1iQTF//n6Ndl91xMDAACMjI5p80oLjh49wJ/I2ZYzL8sHHTQCo+vbblClblqtaPvGsTfroFemvsGJiYli4cCH+/v7s3LmTwMBArl+/niPG3t6e6dOns29f9u8YFBQEwIwZM+jXrx979+6lQYMGRRqZK43sV3Tx4kVmz57Nnj17CAgIwNTUlJCQEGrXrs2ePXtyxF67do01a9bwww8/sHLlSh4/fpzr88zNzdmzZw/169dn5cqVrF27Fi8vL1auXPnCsvzxxx8EBQXh5eWFk5MTw4YNY/fu3Vy5coVr164VOO/vv//Ot99+y+7duzExMWHXrl053l+6dCk1atRgz549jB49Osfn3bt3Dx8fH0JDQzl27Bh//vknzs7OmJubs3TpUg4cOICVlRUhISF4eXnx66+/vjAXdYiOicHCwlz12tzcjKTkZJKTUwodFxsXj5f3YmZ6umCgn3Ozse3aidKlSgHwy8lTXLwUQYsWTdWY0cuLjonFwtJC9drc3DyfZZB/XPPmTalePXsne/fePbb4B9L+87YAjB0ziqPHjvPFl12ws+vLiO+HYmpqqoHMCicmJgYLi5x5JScl5ThDWVCMmZkZXvPn88477+T43JIlS9KtWzfV65DgYFJSU2nQsKH6kikCda4HCQkJpKSkcPr0WYYOH0nvvgM4evQ45cqV00xy+YiJjs71uyY9/9sXEPP8emFhbk5MbCwARkZG3L9/ny87dGDRokUMGjwYgMhbtyhdujSODg707dMHRwcHjHTw4LIwxi6ay+Z9e14c+JrJXd+bk5SUnKvXoqC45s2bUf3piZm7d++xxT+A9p+3A8DWtgulSz/dL/wSxsWLl2jRorm603op0TExz23nBewb84nT09PD0NCQac5u9Pq6Px81/oC3n9YPIdt/JCMjgx498m58alt0TGwhjw3yj8s+NljCTM/puY4N/rHUbxV9vu7BW88sQ10RExODhaWl6rW5uTnJycm59435xDRr3lx1cvLevXsE+PvT7vPPc3zH8qVL+bp3byzfekvN2byauJgYzMz//X3NzM1ISU4m5Zn1oKCY2vXrceinUDIyMkhNSeGXwz/zIP4+VtWqkZaSyrlTpwG4duUKkTdu8CA+XnPJ6Rh9Pb0i/RXWyZMnadasGRUqVKBMmTJ06NCBvXv3qt6/c+cOaWlpNGrUCIAePXqwd+9eFAoFZ8+epUOHDjmmv3K+rzznG+7dd9/lrbfeonTp0lSsWJHmzbN3nlWqVMnViG7atCklSpSgUqVKVKhQgcTExFyf17JlS9X8TZo0wdDQMM/Pyssnn3yiijczM8PGxgZDQ0MsLCx49OhRgfNWqlSJevXqAVCrVq1c8b/88gu2ttk7yIYNG6p6uAEaN25MhQoVKFGiBNWqVSMhISHHvB988AEHDx5k1KhRnDt3jtGjR78wF3VQZuXdm29goF+oOCVKHJ1cmTxpHGaVK+f7PT/uDsV5ugdecz0KjNMGpTIrz+m5lkEh4q5c/Z0hQ0bQp7cdLVt+CoCTsyuDBvbnwL7dbNu2lfUbNhMRcbmYSl90WVn55WXwUjEFWb9uHStWrGDhokWUenrSRdeocz3IyMggMzOTqKg7rFy+FD/fRWwLDuHIkaPFl8AryMpnNE+O376AmLzWi2cPpitVqsS+/ftZv2EDbq6u3Lp1i4yMDI7+/DOjRo1ia0AAH3/8MZMnTSpiJqI4KQu5vRcm7sqVqwwZOpw+vXvRsuVnOeJ+3LUb5+kueHnNwcxM1/YLhdw3FiJupqcbRw79xONHj1m5ah1Xr15jW/AOpk2dUnwFLmbFc2zgxuRJY/Pd50dHx3Ay7Cz9+vYqWmHVJP/f1uClYq5evcr3Q4bQq3dvPn16PAvZJzBPhYXRu6/u3afmH/lv4/qFihk+YRx6enqM7j8I9ymOfNC0CUZGhpQ1Lour91wC1m9gZL8BHNoTyvuNP3ptT7jqgsePHxMVFZXr7/m2UmxsLGZmZqrX5ubmxDwzwvD5983MzIiJiSEhIQFjY2MMn444+Wf6q9KtcSuvkec3koIOxEuWLKn6v56eXp4V1rOfZ5jHcKJn51MoFC81b0FeVDYDA4N8K9hnvyuved9++21CQ0M5fvw4R44cYe3atYSGhqKngefk+S1fzdFjJwBITk7GpmZN1XuxcfGYmJSjdOnSOeaxtLQgPOJKrrgbN25y9+495i/MHip8//4DMjOzeJKejut0R5RKJQsW+XLw0M8s91tE7dq6cVMLv2UrOXrsOPB0Gdg8uwziMDExyWcZXM43bu++A8ye44XjlEl07Jh9pi8h4SEXLlxkxbLs5VO9WjWaNW3C+fMXaNCgvlpzLCxLS0siIv4dohUXG5sr/8LE5CU9PR03V1f+vnGDdevXU6VKleJPoAg0tR5UrFgRQ0NDOnX6En19fSpVqsRnn33KpfBw2rRppe4082VpaUlE+L/XiMbm99vnE2NpaUn8Mz0PsXFxmFtYkJiYyNmzZ2nbNns0R926dXn33Xe5/uefVDYz473331f18HTr3h0vLy/S0tJ09gTMm8Bv2QqOHj0G/LMt2Kjei43Nb1uwzLktxD6/Lexn9ux5ODpMpmPHL1VxSqWSBQsXc/DgYZYvW0rt2u+qM7VC81u2Kue+0ebf0TnZ23l++8bn64PsuJMnT2FTqybmZmaUKVOGLzu059Dhn1UjQQZ/9z0AcXHxTHOewYTxo2ndKueJCE3yW76Go8d+Af45Nng2/1c9Nsi+Rj/72CDz6bGBAwAHDx2lbZvPKFu2jLpTeyUWz+/38tgnvChm/759eM2Zw+QpU+jQMecNTw8fOkSrNm0oWzb3zeR0hZmlJb9f/vf3jY+Lw9ikHKWeWQYFxcRGRzN07GjKPb1cKGjDJqpYW5OVlUXp0mXwWv7vcONhX/ehymt8A8yi0iP/S1gLY8OGDfj6+uaaPmbMGMaOHat6nVe75dm2R37vv2i+lyU92a+JChUqqK4nOHjwoMa+t0WLFqoh5NeuXePPP/8scIUzNDRU3Txg8+bN+Pj40LFjR1xdXXnw4EGevfjqMGrEUAL91xPov56N61YSHnGZW5G3AdgWvCPPnXzzZh/nGff+ew3YuydE9Xl2PWzp0L4trtOzr6mf572Y879dZMum1TrTwAYYNXI4gVs3Ebh1ExvXryY8PIJbT2/ItW3b9nyWQdN84w4cPMw8rwX4LV2salgBVKhQHnNzcw4eOgJkN7rP/3aBBg11o4EN0Kx5cyLCw1U3JAsO/j979x0VxdUGcPhHtQEK0gTs2I0msYAmUTBRY0ECdmP9jMbeEEVEQIoNLBF7rzQVxIZR0VixawRrEqNiVIqiUgS2fX+gG5EiKrAY73POngOz78zed2Z2du7cO3d20LZt23eOycvUKVNIS0tjXSmsYEPJ7QdaWlq0afM1e/ZEApCens7pM2eVPWVUpVWrVsTExHDv7l0AdmzfTlsbm0LH2NjYEBERgVQqJSUlhV9//RVbGxs0NDSY6enJ5cuXAfjrr7+4c+cOjT/7jHbt2vH75cv8888/QPbTJGrXri0q2Co2auTPhARvJSR4K5s2rsu5j+8Iw6Ztm1zztGpllW/cwUNRzJs3n2XLFueoYAPM85vPxYuX2Lp1Y6mpYAOMGjmMkKCNhARtZNOGVcTEvPabt72A38Z84g4cOsyqVetQKBRkZWVx4NBhWrRohvPkCUSEhyg/y8jIEF8fD5VWsAFGjRiqHIxs0/oVxMRee+03PwKbtl/nmqeVdYs847LPDXYol9fDsdvLc4OpynkvXLxMyxbNSia592BlbZ3jdy9s+3a+eeN3r6CYqEOHWODnx+KlS3NVsAEuXrhAi5YtizmLD9PMqiU3YmP55+X23RsWTqs2bQodszcsnE2rVgOQ/PgJkRER2HzfATU1NWZMnMSta9cBOHYoCg1NTWrWseSTpZB/0GvQoEFERUXleg0aNCjHx5iYmOS8OJ6QgPFr3f3ffD8xMRFjY2MMDAxITU1FJpPlmP6+REv2R6Jfv35MmDABOzs7rK2tc3RzKE6jRo1i2rRp2NnZUa1aNQwNDQs8UaxcuTJmZmYMGDCA5cuXM2nSJOzs7NDU1GTMmDHo6emVSLlfZ2Cgj6e7K85T3ZBKpFhYmOM9M3ugtqvXbuDlM4eQwA0FxuXn0aN4QkJ3UKWKKSNHT1RO79enJ/bdSs9jnAwMDPD0mIHzFFekEgkWFhZ4e7kDcPXadby8ZxEStLnAuIAly1AoFHh5z1Iu9/OmTZjm4syihX7MnTef1WvWoa6mzv8GD+TLLz5XRap5MjAwwN3Tk6nOzkhe5jXT25tr167h4+VF4MtxFfKKKcjly5c5fuwY1apXZ+iQIcrpY8eNo1Xr1sWd1jsr7v3A3W0afv4LcezRB7lcTqfvOyjv21cVAwMDPD09cXZ2RiKVZufi7c21q1fx8vIiOCQk3xjIHgAv7v59+vTujUQioXuPHjRr3hyABQsW4O/nh1QqRVtbG99ZszAxMcHExIRprq44TZqEVCpFT0+PufPmqXI1CG/I3uYzcHZ2+fd47+0JwNVr1/Dy8iUkeGuBcQEBL78LXr7K5X7etClDhgwiJGRb9u/CyDHK9/r17YO9vV1Jplmg7O/5dJynTH/5PTd/43gwh5CgjQXGOU0ci8+sefTs3R811LCxaUO/vr1UmVahZf/mu+A81f3fvGZOB16dG8wjJHBdgXFvcy/uPmZmpm8PVBEDAwNmeHgwbcoUpBIJ5hYWeHh5cf3aNXy9vdkSFJRvDMCyJUtQKBT4vvZb2aRpU6a8HNg3Li6OKqX0XuxXKhkYMGmGGz4urkilEqqYm+Ps6c6ta9dZ5DubZVs35RsD0HvQQPw8vPi5z48oFAr6D/uJei8vLk/1nskvs2YjkUgxMKyMh9/cEunNWXrl3e2+sPT0KhaqHtG6dWsCAgJ48uQJ5cqV48CBA8rfdABzc3PKlCnDhQsXaNasGTt37qRNmzZoaWnRvHlz9u3bh52dnXL6+1JTFDT8tPDJi4iIwMLCgmbNmvHgwQP69+/PoUOHUM9ngI+ikp6S+Pag/zo1cQ1Mpqat6iKonIbi033cxysK9TJvD/qP0+n4laqLoHJp+39TdRFUT1H6HoVV4sQ6IEut9Ha/LinJsk/7t7FmxdIzuGxhpacVPE7U25SvUPinFOzevZuVK1cikUjo0aMHw4YNY9iwYYwbN47PPvuMGzdu4ObmRlpaGg0bNmT27Nloa2vzzz//4OLiwuPHj6lSpQoLFixQPjnkXYlK9n/cvXv3ctyn8DofHx8+e8soyDExMXh4eCCXy1FXV2fSpEl8/XXu7lRFTVSyEZVsRCUbRCUbRCUbRCUbRCUbEBVMEOsAUckGUcn+KCvZqclvDypAeR39IipJyRCVbKFUEpVsRCUbUckGUckGUckGUckGUckGRAUTxDpAVLJBVLI/zkr24w+av7xO5SIqSckQZ/GCIAiCIAiCIAhC8cnn8aD/VaKSLQiCIAiCIAiCIBSjT6uSLR7hJQiCIAiCIAiCIAhFRLRkC4IgCIIgCIIgCMVHdBcXBEEQBEEQBEEQhKIiKtmCIAiCIAiCIAiCUDRES7YgCIIgCIIgCIIgFJVPq5ItBj4TBEEQBEEQBEEQhCIiWrIFQRAEQRAEQRCE4iO6iwuC6qXe3a3qIqicrumXqi6CyknK1lZ1EVROQ010OFJDoeoiqFza/t9UXQSVq/C9jaqLoHJHtkWouggq53twv6qLoHLruvVUdRFU7kJygqqLoFI1KxqougjvQVSyBUEQBEEQBEEQBKFIqCk+rQvmoolEEARBEARBEARBEIqIaMkWBEEQBEEQBEEQipHoLi4IgiAIgiAIgiAIRUMMfCYIgiAIgiAIgiAIRUVUsgVBEARBEARBEAShaHxiLdli4DNBEARBEARBEARBKCKiJVsQBEEQBEEQBEEoRp9WS7aoZAuCIAiCIAiCIAjF5xPrLi4q2cIn59SFv1i55SgSqYza1Y1wGdWJCuXL5Irbse8CO3+9hJqaGuamlZgy8nv0K1ZQvh+f9JwR0zazfv4QKumVL8kUPtixUxcJWBFEVpaEOpbV8Jw2Ap0KeeegUChw912OZa2qDOpnp5xu2+UnjAwNlP8P6mdHl47fFHvZ39fJ4ydYvmQJEkkWtS3rMN19BhV0dAoVk5qSyixvL+7euYNcrqBz1y4MGDwYgL9v32aOjy8vXrwANRg1ZizWrVupIMPCOX78BAEBy8iSZFGnjiUe7m7ovLEeCorLyMhgzhw/rl67hlwu57PGjXFxcaZs2bLKeaOjT7PolwBCgreWZGr5On78OAEBAdn7e506eHi455Nz3nEymYz58xcQHR2NTCZlwICB9OzZI8e8O3fu5MiRI/zyyy/KaZs2bSYiIgINDQ309fVxc5tO1apViz3fwijO/eDevThmzZ5LcnIyEomUH37oxsABP6ogy6K13nUmsbf/ZH7wZlUXpcjFRJ8hfNVapBIJ5rVqMnCqE+UqVMgRc/rAIQ4GbwM10C5Tlt7jRlGjfj3kcjnhK9cSc/oMampqGFuY03/yBHQrVVJNMu+ppXlVhn7REi11Df5++oT50UdJl0hyxPzczJo21WuRkpkBQNzzZ/gejwLg62o16dv4c7Q0NEhITWXuySOkZGWWeB7v6vSJk6xdtgxJloRalpY4uU2ngk6FQsXIZDIC/Py5cukSAFatWzN83FjU1NR4/uwZS/znc/fvO2RlZtJvyGDad+6kihTfyY0z5zmwfhMyiQTTmjVwmDiWsm+cH12O+o3j28JBTQ3tMtp0GTUMi7p1AIjaHETM0ROoqatjXqc29uNHoaWtrYpUSqFPq5It7skuIgMGDODMmTMl9nkymYyhQ4fSpUuXYvvc6dOnExMTUyzLVpXkZ+nMXrIPH+cfCAwYhplJJVZsOZor7uZfjwjedZblswawadFQLKrosybouPL9/b/FMsZtK0lPUkuy+EXiSfJzPHyX4+87iYjgRViYmfDL8sA8Y2/fuc/wcd4cPBydY/qduw/Q1dUhdOM85as0V7CTk5PxnTmT2X7zCAkLw9zCnGUBSwods2r5coyMTdgaGsq6zZsI276DmCtXAPCbM4eu9t3YFBTIdHd33FxckEqlJZ5jYTxJTsbD0xs//znsDN+Ohbk5iwOWvlPc2rXrkcqkhARvJTQkkIzMTNat3whARkYGS5cuZ8pUV2QyWYnmlp8nT5Lx8PDEz8+fnTvDsbAwZ/HigHeK27FjB/fu3WPbtlC2bNlCYGAgsbGxADx79gwfH1/mzp2HQqFQLu/06TPs3LmTjRs3EBoawrfftsPDw7NEcn6b4t4PPDy96NDhO0KCt7Jxw1p27Ajj7NlzJZpjUapfvSZRi1bSy7a9qotSLFKePmXjHH9+9nbHa8t6DM2qEL5ybY6YR/fi2LF8NeP8ZjFj7Uo6D+zHihkzATi1bz93b91i+upleGxYjbG5OduXrlRFKu+tYpmyTG5tg9fRg/xvVygPU54z9IuWueIaGpngezyKEXvDGLE3TFnBrmtgyJgWX+F19CDDd2/nfsoz/vdFi5JO4509TU7G39sHjzmz2bA9lCrmZqxZurTQMYciI7l/9x6rA7eyausWfr94iWNRhwHw8/LGyNiYlVs2MW9JAEvnLyAxPqHEc3wXaU+fETZ/Mf1muDBx7XL0TU35dd2mHDGJcfeJXLOBQb4ejF2+CJt+vQj0mgPA7d9juPLbcUYvXcC4lYvJSE/ndMQeVaRSOinkH/b6yIhK9kcqPj6emzdvsnfvXqysrIrlM3x9ffnss8+KZdmqcu73v6lvaUpVs+wW2B86fsHB41dznBwD1KttStCS4ehUKENmlpTEx6no6ZYDIOlJCsfP/sG86T1LvPxFIfrs7zRqUJvqVasA0NOhPZEHTuRaBwAhOw5g38WG9u1ytsxejr2JhroaP42ZSc+Bzqxctx2ZrPQeAM9Gn6ZBw4ZUrVYNAMcePfg1MjJHzgXFTHSezNgJ4wFISkpCkpWlbPWTy+SkPE8BID09He0yuXtFlBano8/QqFFDqr/MsWfP7kRG7s+17QuK+/LLLxj20/9QV1dHQ0OD+vXq8vDhQyC7BfvFixd4eswo2cQKcPp0NI0aNaJ69Ve59CTyjW3/trjDh49gb98NTU1N9PT06NixA3v37gPgwIGDGBkZMnHixBzLMzSsjKurq3I/adiwoXI9qVpx7wc/2Hej0/ffA6Crq0PVqlV5+PBRCWZYtEY79GJ95C5CjxxUdVGKxbVzF6hevy4mFhYAtLW348yhqBz7g6aWFgOnTKJi5coAVK9Xl+dPkpFKJFSpUYMeI4crW+uq16vL4/j4kk/kAzQzs+BWUiL/pDwHYPeta3xbs06OGC11dSwNKtOzYRNWdOmOe5v2GJXPbvH9tlYd9v91g/i07Avvm34/T8jV30s2ifdw4cwZ6jZsgMXL77hdd0ei9v+aY9sXFCOXycnIeIFEIkGSlYVUIkG7jDbPnz3jwtlzDBj2EwBGJsYsWbcW3Yp6JZ/kO/jj4iXM61liaG4GgFXX7/n98NFc3wWHCWPQq5x9Hmle15LU5KdIJRIUcjlSiQRJZhYyqRRplgRN0Yr9yfokK9lnzpzhf//7H6NGjaJjx46MGzeOv//+m3bt2iljAgICCAjIbsX46quvcHNz4/vvv2fAgAFERkbSr18/2rVrx9mzZ5XzhIaG4uDgwA8//KBsXU5LS2Pq1Kk4Ojpib2/Pnj3ZV7TCwsIYMGAAdnZ2LFiwIN+yvnjxAicnJ7p27YqdnR07d+4E4Oeff+bp06c4OjrmO+/9+/f5/vvv6du3L4MHD0YmkzF79mwcHBzo1q0bGzZsAGDMmDHs379fOZ+joyNXr17N0Tq/atUq5Xzz5mW32IwYMYKjR7NbgRcuXMhPP2UfTBMSEujatSupqakMHz4cR0dHHB0diYqKKtT2KU4JSSmYGP57kDeqrEtaehbpL7JyxWpqanDszC26D1/G79fj6GybfcHB0EAX3ykO1KxqWGLlLkrxCY8xNa6s/N/EqDKpaS9IS3+RK3aa0//o+n2bXNNlMjnWLZqwbIEra5d6curs7wRtjyzWcn+I+Ph4jE1NlP8bGRuTlpZGelpaoWLU1NTQ1NTE020G/Xv15svmzahWvToAk12msmn9erp16sy4kaOYMs0FTc3SeSfOo/h4TEyMlf8bGxuTmppG2mvr4W1xrVpZU/1l7g8ePGRrYDDtv/sWAFtbGyZPnkTFUnQi9ehRPCYm/27X7FxSc+dcQFx8/JvvmZCQkF2J6NmzBz///DNly+a8uGJpaUnz5s0AyMrKYvHixbRvXzpaQot7P7C3t6NcuezbB06ejOb336/QuhTfQvE2YxfNZcuve1VdjGKTnJCIgbGR8n99IyMy0tLJSE9XTjOsYspnrbIv6CsUCrYtXUnTr1qhqaVF7cYNqfayq2xaSgp7N22hmU3u343SzKh8BRLT/+2ZlpieRgVtbcpraSmnVS5fgcuPHrD20llG7N3B9aR4vGw7AmChVxENNXVm2nRgRZfujG35NS/e6GpeGiXEJ2BsnPN3Lz0tjfS09ELFdOjaBR1dPfp0saNX566YVbWg1Tff8OD+fQwqV2b71kDG/zSMUQMH88fNmzluKyqNniUmUdHw33M7PSNDMtPTyXzt/Ejf1IT6Vs2B7O/CvpXrqG/dIvu78EVTLL9oit+An5jTZzAZaWm06NyxxPMoveQf+Pq4fJKVbIBLly7h7u5OZGQkDx484MSJE/nGJiUlYWNjo6yIHjp0iMDAQMaOHcvGjRuVceXLlyc8PJw5c+YwZcoUsrKyWL58OY0aNSIsLIytW7eyYsUK4uLigOyT+vDwcCZNmpTvZwcEBKCvr8+ePXvYuHEjAQEB3Lhxg+XLl2NsbExYWFiBef7999/4+fmxYcMGQkNDAQgPD2f79u1ERUVx/vx57O3t2bcvu1Xmzp07ZGZm0qhRI+Uyjh07RmxsLNu3b2fnzp3Ex8eza9cu2rZty+nTpwE4d+4ct2/fRiaTcfz4cdq0acPBgwcxNzcnLCwMPz8/zp8/X2BZS4I8j9ZaAHV1tTynt7Gqy54N4xjS6yucvEORy/Oe/2OSXw4a6oU/HHTv9i1TJw5BW1sLPd0KDOjdlSPHSm93UHk+3YzUNTTeKcbTx5vIqEM8f/acdavXkJmZiZvLNNw8PdkVuY/la1Yz13cW8Y9KZ6udQp53jhqv5VjYuGvXrjP0p+H06d2TNm1K760Ciny2a66cC4iT57E+1NU18ojO7cmTZEaOHEW5cuUZO3ZMoeYpbiW1H+zavQe3Ge74+c3ByOjjvCj5Kchr/wZQz+M3IfPFC1Z5eJP4zz8McM557pL4zwP8x07C8rNG2DjYF0tZi4u6Wt7nAK+fMzxKTWH64f3cf/4MgG3XrlBFRw9THV001NWxtqjGotPHGbl3B8kv0pnYqvRfaMjvO66uoV6omM1r1lJJvxLb9u8jaM8uUp4/Z9vWrUilUh49eEAFnQr8smY10329Wb5wEbeu3yiWPIqKIp/zo9fXxytZGRkE+87jyYOHOEzMPraf//UQyY/icQlaj0vQBvRNTIhctb5Yy/xR+cS6i5fO5pYSUKdOHUxNTQGoXbs2z549KzC+TZvsg6W5uTnNmmW3TpiZmfH8+XNlTI8e2QPh1K9fHwMDA27fvs2pU6fIyMhgx44dQHZ30j/++API7j74thav06dPM2vWLAAMDAz49ttvOXv2bI5W94JUrlwZi5ddwKKjo7l+/bqyYpyens7Nmzfp2bMn3t7epKamsmfPHuzs7HIsIzo6mitXrihbzTMyMjAzM6Nfv36MHDmS1NTsq7/16tXj6tWrHDt2jP79+2NkZMSCBQuIj4/HxsaG0aNHF6rMRW1N0HFOnv8TgLT0TGpX//eKfdLjFHR1ylKubM7uPPcfJvPkaRpNGmSvuy7tmjB/1QFS0jKo+LLb+Mdk2epQfjuRfZEjLf0FdWpVU76XkPQEPd0Kypanwtiz/xh1LatT1zK7JUuBAk3NwlU6VMHU1JRrL++hBUhMTERXT49y5coVKub0qWhq17HEyMiI8uXL075jR44cPsztv/4iMyODr19WLhp/9hk1a9fiamwsJi+PL6q2bPlKjh49BmT3rLG0tFS+l5CQiN4b6wGy10VM7NV84/b/eoDZs+fhMnUynTp9XwJZvJtly5Yre9nkzjkh/5xjYvOMMzU1JSkpSfleYmJCjhbe/Ny6dYsJEybSrp0tEydOzFWJLUkluR8oFAoWLPyFQ4cOs2L5UurVq1ucqQkfyMDEmDuvVX6eJiVRXleXMm/sD0/iE1g6bQam1asxaZF/jltjbl68zOqZvnTo24sOfT6+W6kS0lKpb/jvd9qwfAWeZ2aQ8dr4GjUrGVBbvzKH/v5DOU1NDaRyOY/T0/k7+QnJGdktnr/+dQu/9l1KLoH3ZGxqwvWr/37Hk/L4bSwo5sSR3xgz2QktLS20tLTo0KUzx6KO8LWNLQAdunQFwLxqVRo3bcqNq1ep26B+CWX37ioZGxF345by/+dJjymno4P2Gy3wTxMS2ezug1E1C4bO80Hr5Xfh2olomrZrS5ny2QOltejcgd1LV5VcAqXex1dR/hCfbEt2mdd+HNReXsF8/Z6LNwcu0n7tnor8TpRen65QKNDU1EQul+Pn50dERAQRERGEhobyzTfZJ+SF6Tbz5j1yCoXinQYUev0zZDIZzs7OyrKEhITQvXt3tLW1sbGx4fDhw+zfvz9XJVsmkzFo0CDlfNu2bWPEiBFUqVIFuVzOgQMH+PLLL7GysuL06dNcvXqVL7/8kho1ahAZGYmdnR3nz5+nR48eed73W9x+6vsN6+cPYf38IaycM4Crtx4Q9+AJADsPXObrFpa55nmcnIrnggiePs/uMnXw+DVqVjX8KCvYAKOG9VIOULZ5lQ9Xrv7B3bjs+ye3hx/E5pvm77S8P2/HsWxNKDKZnIzMLIJ3/EqHb1sXR9GLREtra2JjYom7dw+A8O07aNO2baFjog4dZO2qVSgUCrKysog6dJBmLZpjUbUqqampXPk9+967+3H3ufP3HerWKz0nEaNG/kxI8FZCgreyaeM6YmJiufsyx+07wrBpm7u1pVUrq3zjDh6KYt68+SxbtrhUVrABRo0aSUhIMCEhwWzatJGYmBju3n2Zy/Yd2Ni0zTVPq1at8o2zsbEhIiICqVRKSkoKv/76KzYvTyLzc+/ePYYP/5nhw4cxefJklVawoWT3g3l+87l48RJbt24UFeyPQMMWzbh97Trx9+8DcGzXHpp+lbN7f9rz5/iPc+LzNl8zzGN6jgr2X7FXWT7Dk8GuUz7KCjbAhYf3aWBojLlu9q0uXes2IDrubo4YBQpGtWiNqY4uAHZ1G/J38hOS0tM4fu82VubV0NXOXi9fV6vBzceJJZvEe2hmZcX12Fjuv/yO7w4Lp/UbPVIKirGsV4/fDh0Css+bo48dp0HjRlQxN6NO/Xoc2Jt9m0Xy48dcjYmhbsMGJZXae7Fs9jlxN26S9M8DAM7u3U+DVjkHwEt/nsKaya40/LoVfVydlRVsADPLWlw9eRqZTIZCoeDayWiqNhDHwE/VJ9uS/SZdXV2ePXvGkydP0NHR4fjx49jaFnwS9abdu3fTuHFjYmJiSE1NpXr16lhbWxMUFISPjw8JCQn88MMPBAcHF3qZ1tbWbN++HTc3N548eUJUVJTyXvF3ZW1tTWhoKLa2tmRlZdGvXz9mzpyJlZUV9vb2+Pj4ULFiRczNzXPNt3jxYnr16kWZMmUYPXo0Dg4OODo60qZNG5YvX86MGTMwNjZm2LBhtGzZEg0NDbZs2UJcXBzTpk2jTZs22NrakpKSgp6e6u7X1K9YgWmjOzPDfydSqQwzU33cxmZfbb7x50PmLt/P+vlDaNqwKgO6t2acexAaGuoY6uswa2r+979/TAz0KzLTdSTObguQSKRYmJviMyO7l8HV638xc85KQjfOK3AZP/+vB3MWrKPnwMlIpDLa21rjaFe43hWqYGBggJuHO65TpiKRSDC3sMDdaybXr11jtrcPm4IC840BGDdxIvNmzaJ/796AGm1sbOjdty/q6urM8fdnkf98MjMz0dTUZKqrKxZVLVSbcD4MDAzw9JyBs7MLUokUCwtzvL09Abh67RpeXr6EBG8tMC4gYBkKhQIvL1/lcj9v2pRp06aoIKO3y87FE2dnZ6RSCRYWFnh7ewNw9eo1vLy8CAkJLjCuZ88e3L8fR+/efZBIJPTo0V15v3V+NmzYSEZGBkFBwQQFZR/ztbW12bx5U4HzlYTi3A+GDBlESMg2qlQxZeTIf7vH9+vbB3v7nBdwhdJBT1+fQS6TWeXujVQiwcjcjCGuU7hz4yab/RYwY+1Kjkbs5klCApePn+Dy8X9vr5u4wI/d6zahUCgIX7WG8FVrADA0rcJIX08VZfTunmZk4H/qKDPatEdLQ50HKc+Zd/I36hoYMqlVG0bsDePO02SWnjuJl21HNNTUSExPU44ufvr+PQzLV2B+RzvUUSM+LYUF0cdUnNXb6RsY4DxjBl4urkilEqqYWzDV052b166zwHcWK7duzjcGYOTECSzxn8+Qnr1RV1fnixbN6TNoIACe8+YSMM+PPWHhKBRyBgz9H/UbNlRlum+lU6kS3Z3GEeQ9F5lUikEVU3o4T+D+rT8IX7iUscsXcWZPJE8Tk7h28jTXTp5Wzjt0rhdt+/Zk38p1/DJsDJpaWpjWqkG3MT+rMKNS5iPs8v0h1BSqaFpUsTNnzrBkyRI2b85+1qWLiwstW7bk4cOH7NixA1NTU+rUqYOhoSFjx46lXr163Lx5M0eso6NjjuUMGDCAGjVqEBMTg7q6Oh4eHjRt2pTU1FQ8PT25ceMGMpmM4cOH4+DgQFhYGGfPnmXOnDkFlvXV/Ddv3kQmkzF48GB69erF/fv3GThwIIcPH8533jdjJBIJc+fO5fTp00ilUhwdHRk+fLgy/rvvvmPYsGH07t0byH4s2ZgxY7CysmLZsmXs3bsXmUzGN998g6urK2pqapw/f55BgwZx9uxZypcvT6tWrZg+fTp2dnakpqYyadIkHj58iKamJg4ODgwcOLBQ2yghdl2h4v7LdE2/VHURVO5F2dqqLoLKlVX7tH6U8qQmrgejKJ2PhStJFb63UXURVO7ItghVF0HlfA/uf3vQf9y6bh9nj4GidCb54xrBvqj1qFF6eswVVvqj3I/MfRflTXP3QivNPslKtlD6iUq2qGSDqGSDqGQDopINopKNqGSDqGSDqGSDqGSDqGR/jJXstAdHPmj+Cmbv1sNY1cSZSymwYcMGwsPDc003NjZm9erVBc577949xo4dm+d7Pj4+/7nnXAuCIAiCIAiC8HFRKAo/ptR/gahklwKDBw9m8ODB7zVvtWrViIgQV7YFQRAEQRAEQRBKA1HJFgRBEARBEARBEIqNQq76luwHDx7g7OzM48ePqVmzJv7+/lSoUCFHTEJCAtOmTSMpKQl1dXWmTJlCq1atkEgkWFlZUbVqVWVsWFhYvk8PEZVsQRAEQRAEQRAEodiUhu7iM2fOpF+/fnTp0oWlS5eybNkynJ2dc8TMmzcPW1tb+vfvz+3btxkwYADHjh3j5s2bfPHFF6xdu7ZQn/XJPidbEARBEARBEARBKAFy+Qe9nj9/zv3793O9nj9/XqiPl0gknDt3jo4dOwLg6OjI/v25B1Ls0KEDdnbZj5ysXr06mZmZpKenExMTw5MnT+jVqxe9evXi7NmzBX6eaMkWBEEQBEEQBEEQis2HtmRv2riRJUuW5Jo+ZsyYfAeBfl1ycjI6OjpoamZXf42MjIiPzz1KfYcOHZR/r127lgYNGqCrq4uamhrffvsto0eP5vr16wwbNozdu3djYGCQ5+eJSrYgCIIgCIIgCIJQag0aNAgHB4dc0/X09HJNi4yMZPbs2Tmm1ahRI1ecmppavp+3YcMGQkJC2LJlCwB9+vRRvtewYUOaNGnCxYsX+e677/KcX1SyBUEQBEEQBEEQhGLzoQOfVdTTy7NCnZdOnTrRqVOnHNNeDVwmk8nQ0NAgMTERY2PjPOefN28eR48eZevWrZiamgKwc+dOvvzyS6pVqwaAQqFAS0sr3zKIe7IFQRAEQRAEQRCEYqNQyD7o9aG0tLRo3rw5+/btA7IrzW3atMkVt2HDBs6cOUNQUJCygg1w8+ZN1q1bB8Dt27e5fv06zZo1y/fz1BQKheKDSy0IRexF8i1VF0HlFOplVF0ElVNoGam6CConF4doNOTpqi6C6qmJa+JnU9NUXQSVs+1pr+oiqJzT7DmqLoLKeXzxtaqLoHJPpVmqLoJKVa2or+oivLMnt0I+aH6Dur0/uAz//PMPLi4uPH78mCpVqrBgwQIqVqxIUFAQCQkJjBs3jpYtW6Kjo5Oj1XzVqlVUqFABV1dXbt++jZqaGtOnT8fa2jrfzxLdxQVBEARBEARBEIT/NHNzczZv3pxret++fZV/nzt3Lt/5Fy9eXOjPEpVsQRAEQRAEQRAEodiUhudklyRRyRYEQRAEQRAEQRCKzYcOfPaxEZVsQRAEQRAEQRAEodiIlmxBEARBEARBEARBKCIKuVzVRShRYrhSQRAEQRAEQRAEQSgioiVbEARBEARBEARBKDaiu7ggCIIgCIIgCIIgFBUx8JkgCIIgCIIgCIIgFI1PrSVb3JMtCIIgCIIgCIIgCEVEtGSXUmfOnGHJkiVs3ry50POkpKQwdepUli1bVmzl+uWXX2jcuDHffvttsX1GSTh28hwByzaRJZFQx7IGntPHoVOhfJ6xCoUCd+9FWNauzqAfHZXTn6ekMnTENDzdxtGoQZ2SKnqROH7iDAHL1pGVJaGOZU083Caho1Oh0HEymYw5fku5cOkKAF+3bsnEccNQU1Mr6VQK7fjx4wQEBCDJyqJOnTq4e3igo6NTqBiZTMaC+fOJjo5GKpMxcMAAevTsye2//sLV1VU5v1wu588//8TP379UfkdOHD/OkoCA7P2+Th1muLvnWgf5xchkMhYuWEB0dDQyqZT+AwfSo0cPAM6fO8fChQuRSaVUrFQJp8mTqVu3ripSLJTjJ04RsGQlWVlZ1KlTG48Z0/LZ/98e5+TsipGhIS5TJ5GSksJPP4/N8f6ff95mwrhRDOjfp1hzelfHj58kYMmKl8fA2ni4u+a9DvKJS0lJZab3LO7cuYtcrsCuayeGDB6QY95//nlAv/5DWLZ0EY0aNiip1N5ZTPQZwletRSqRYF6rJgOnOlGuQs51cfrAIQ4GbwM10C5Tlt7jRlGjfj3kcjnhK9cSc/oMampqGFuY03/yBHQrVVJNMsVsvetMYm//yfzgwp+bfCzif7/K9bDdyCVS9CzMaDqkL1rlyuUZ+/DiFS6v3UynpX4AyKVSYgK38+TWXwAYf9aQhj3tUVMvfW1ZxfU7cPv2bXx9fHiRng5qaowdO5ZWrVsDsGXzZnZFRKChoYG+vj6u06djUbVqiedeGKdPnGTtsmVIsiTUsrTEyW06Fd44NuYXI5PJCPDz58qlSwBYtW7N8HFjS/W5UUkSo4sLH61nz55x48aNYv2M8ePHl8rKw7t4kvwMD59f8J89jYjQFViYmfLL0g15xt7+O47hY9w4GHUix/Tjp87T/39O/H33fgmUuGg9SX6Kh7c/fnPc2bl9HRbmVVi8dO07xe2NjOLu3Ti2Ba4kZOsKLly8wqGo4yWdSqElP3mCp4cH/n5+hO/cibmFBQGLFxc6ZseOHdy7d4/QbdvYsmULgYGBxMbGUqt2bYJDQpQva2trvv/++1L5HUlOTmampyfz/P0JCw/H3NycJQEBhY4Je7kOQkJD2bRlC0Ev10FqSgrOkyczfvx4gkNDmTZtGi5Tp5KVlaWKNN/qSXIyHjNn4TfPh51hQViYm7F4yfL3ituwcSsXX15oAtDV1SUkcIPy9UO3rnz+eRP69OlR7Hm9i+zcfPHzm8XOsGAsLMxYHJD74mxBccuWr8LE2JjtoVvZunkt27aH8/uVGOW8mZmZTJ8xE4lEWmJ5vY+Up0/ZOMefn73d8dqyHkOzKoSvzHk8fHQvjh3LVzPObxYz1q6k88B+rJgxE4BT+/Zz99Ytpq9ehseG1Ribm7N96UpVpFKs6levSdSilfSyba/qohSLzJQULq/fSvNR/6PdLDfKG1Xm+vbdecamxidwbdtOFAqFctrfUcfISknFxmsabWe6kPzn3zw4d6mkil9oxfU7ADBn9my6detGYHAw7h4euLi4IJVKOXPmDBE7d7JuwwaCQkKwbdeOmZ6eJZ16oTxNTsbf2wePObPZsD2UKuZmrFm6tNAxhyIjuX/3HqsDt7Jq6xZ+v3iJY1GHVZFKqaRQyD7o9bERlexS7uzZs/Tt2xcHBwfatWtHZGQkALt378be3h5HR0fGjRtHZmYmPj4+JCQkMHr06AKXaW1tzdChQ7G3t0cikbBq1SocHBzo1q0b8+bNQ6FQMHv2bNau/fdEY9y4cRw4cAAXFxfCwsIA2LlzJw4ODtjb2+Pq6kpmZibe3t4EBgYCEBoaSqdOnQCQSCS0bdsWiURSHKvpnUSfuUSjBnWoXs0MgJ6OnYj89WiOH8xXQnbsxb7rt7T/9usc04NCd+PtPhEjQ4MSKXNROn3mAo0a1qN6NXMAenbvSuT+w7nyLyhOJpPxIiODLIkESZYEiUSKdhmtEs+lsKJPn6ZRo0ZUq14dgJ49exIZGZkj54Jijhw+TDd7ezQ1NdHT06NDx47s27s3x2dcvHiRQ4cO4Tp9eskl9g5OR0fTsFEjqlWrBkCPPNZBQTFHjhyhW7du/66DDh2I3LePe3Fx6Ojo0NLKCoAaNWuiU6ECV65cyV2IUuD06XM0atiA6tWyW1F69nAgMvJg7v3/LXHnzl/kVPQZenS3z/Nz7sXdZ826jfh4uaGlWbo6jZ2OPvtGbo5ERh7IvQ4KiJviPJGJE8YAkJj0GEmWJEdr2Oy58+nWtTOVKlUsoazez7VzF6hevy4mFhYAtLW348yhqBzrQlNLi4FTJlGxcmUAqtery/MnyUglEqrUqEGPkcPR0tZWvvc4Pr7kEylmox16sT5yF6FHDqq6KMUi8eoNKtWoho6JMQA1bL/mnzPnc30npJlZXFq9mUa9HXJMr92xHc1+HoKaujqS1DQkL16glU/vOFUqrt8BALlMRkpKCgDpaWmUefmdqFy5Mi6ursrjQ4OGDXn48GGJ5fwuLpw5Q92GDbB4mbtdd0ei9v+aY/0UFCOXycnIeIFEIkGSlYVUIkG7jLZKcimNFHLZB70+NqKSXcpt2bIFHx8fwsPD8fX1VXYFX7RoEevWrSMsLIyaNWty+/Zt3NzcMDY2ZukbV93elJyczPDhw4mIiCA6OprY2Fi2b9/Ozp07iY+PZ9euXdjb27P3ZSUiNTWVixcvYmNjo1zGH3/8QWhoKMHBwURERFC5cmXWrl1L27ZtOX36NADR0dE8e/aMpKQkLly4wOeff46WluorYvEJiZiaGCr/NzE2JDUtnbT0F7lip00eQddO7XJNX7ZoJk0/q1+s5Swuj+ITMTE2Uv5vbGyUnX9aeqHjunXtgJ6uLh279KN95z5UrWpG229alVgO7yr+0SNMTEyU/xsbG5OamkpaWlqhYuLj43O8Z2JsTHxCQo7PWLRwIaPHjMnV7a60eDMHY2Nj0t5cBwXE5FoHJiYkxMdTrVo10l+84HR0NABXr17lr9u3SUpKKoGs3t2j+HhMXp5Iw6v9Oi2P/T//uITEJPz8f8HXxx2NfLqDLl22ij69ulPF1LR4EvkAj+LjMTF9fTsXsA7yiVNTU0NTU5Ppbp707NWfZs2/oEb17JPOsPBdSKVSHB3zvgBRmiQnJGLw2nFO38iIjLR0MtL/XReGVUz5rFX2RSSFQsG2pStp+lUrNLW0qN24IdXqZt8ulJaSwt5NW2hm06ZkkygBYxfNZcuve98e+JF68eQp5Qz0lf+X1a+E9EUG0oyMHHFXNgVTvW1r9CzMci1DXVOD69t3ETXNizJ6uhjUqV3s5X5XxfU7ADDVxYX169fT+fvvGTVyJC7TpqGpqYmlpSXNmjUDICsriyWLF/Nd+9LZIyIhPgFj43/zMzI2Jj0tjfTXjo0FxXTo2gUdXT36dLGjV+eumFW1oNU335RoDqWZaMkWShU/Pz/++OMPli5dyvr165UHQltbW/r27cvcuXOxtbWlQYN3u9+tadOmQHZF+MqVKzg6OuLg4EBsbCx//vknDRs2JCsri7t373Lo0CFsbW3R1v73atyZM2e4e/cuvXr1wt7enqioKG7fvo2VlRVXrlxBJpNx+/ZtOnfuzLlz5zh27Bi2trZFt2I+gFyeu8UayPdk+b9GkV/+GuqFjlu5Zgv6+hWJ2h/C/j2BPH+ewqat24u8rEVFnkcvBQANDY1CxcjzuI/o9f3l98uXefr0qbLnRmmUVw7wxjooICave6nUNTTQ0dFh/oIFrFu3jr69e7N3zx5aNG9eKi6o5eVD938FClxcPZjsNA4jQ8M8Yx49iudU9Fn69e31YYUtJnn12oE81kEh4nx9PDkStY/nz56zavV6rl+/yfYdO5k+bUrRFbgY5bfPq+fxe5D54gWrPLxJ/OcfBjhPyvFe4j8P8B87CcvPGmHjUPovLghvyGdff/2e6juHj6OuoUG1Ai4oN+jRje8Xz6VcZQNitoQWeTE/VHH9DmRmZjLNxQVPT0/27d/P6jVrmOXry6NHj5RxycnJjBk1inLlyzN6zJgPzKR45HfPsPprx7yCYjavWUsl/Ups27+PoD27SHn+nG1btxZLWYXSr3T1YRNy6devH1ZWVlhZWdGqVSsmT54MgJubGzdu3ODo0aM4OzszZswY5ZXCwihbtiwAMpmMQYMGMWTIEACeP3+uPNh269aNffv2cenSJYYNG5ZjfplMRqdOnXBzcwMgLS0NmUxGmTJlqF+/Prt376ZWrVpYWVkRHR3NhQsX+Omnnz54fbyvZau28Nvxsy/Lmk6d2jWU7yUkPkZPT4dy5cqqqHTFb9nKjRw9lt3SmJaWjqVlTeV7CYlJ6OnpUu6NAV5MTY2IuXojz7jDR04wdfJotLS00NLSwq5Lew5FHWfgj6Xr3tNXTE1NiY35937RhIQE9PT0cuRcUIypqWmOltmExESMX7uaf+DAAbp07ZrniXlpYWpqqrx3DiAxv3WQT0yudZCQgLGxMXK5nPLly7Nq9Wrlez0cHalaiga1WbZiDUePZY+rkJaWhmXtf1uY8t//TYiJvZYr7vbtOzx48JD5C7PvUXz8+AkymZzMrCw8ZrgAcCjqN9rZtqFCKeouumz56pzrwLKW8r2ExMQC1sHVPONOnTqNZZ3aGBsZUb58eb7v2J6ow78pe38M/t/PACQmJjHdbSYTxo/Gpm3pa9ExMDHmzvV/j3NPk5Ior6tLmTfWxZP4BJZOm4Fp9WpMWuSPdpkyyvduXrzM6pm+dOjbiw59epZY2YWiU85An+Tbd5T/ZyQ/Q6t8eTRf285xp84gy5Rw1HMucqkUWVb231bjR5Ce9BhtXR10TI1R19Sg6ldWxAaWvgvPxfU78Ndff5GRkcE3bbJ7cXzWpAm1atcmNjYWU1NT/rh1i0kTJ2Jja8uEiRNzVOpLE2NTE65f/feYl5SYiO4b66egmBNHfmPMZCfluVGHLp05FnWEnj/+WKJ5lFZi4DOh1Hj69Cl37txh/PjxtG3blpMnTyKTyZBKpXTo0AF9fX1+/vln7O3tuX79Opqamkil7zbIjLW1NREREaSlpSGVShk9ejS//vorAHZ2duzbt4+7d+/SvHnzHPNZWVlx8OBBHj9+jEKhwNPTk40bNwLQtm1bli5dSsuWLWnZsiVRUVGUK1cOAwPV3b88anh/QjcvJnTzYjav8edK7E3u3nsAwPbwSGy+sVJZ2UrCqJ8HEbJ1BSFbV7Bp3S/ExF7n7r1/ANgetgebNrmvzLeyapZvXP16dThw6BgAEqmUo8ei+axx6e0+36pVK2JiYrh39y4AO7Zvp+1rtz+8LcbGxoaIiAikUikpKSn8+uuv2L42/4ULF2jZsmVJpPLerFu1IjYmhnv37gHZg7m1bdu20DFtbGzY9do6OPDrr9jY2qKmpsb4sWO5di27Qnro4EE0NTWpU6f0jLg/asRPysHINq1fRUzsVe7eiwNg+46deVb+Wlm3zDOuaZPG7N8bplxeD0d7OrZvp6xgA1y4eJmWLQp/0bMkjBo5jJCgjYQEbWTThlXExLyW2/YC1kE+cQcOHWbVqnUoFAqysrI4cOgwLVo0w3nyBCLCQ5SfZWRkiK+PR6msYAM0bNGM29euE38/exDLY7v20PSrnMfDtOfP8R/nxOdtvmaYx/QcFey/Yq+yfIYng12niAr2R8yoUX2Sb98lNT77NqC7R09g+sVnOWK+cZuMjfc02npOxWrCCDS0tWjrOZWy+hVJunGLq8FhyGUyFHI5/5w+j2H90veEheL6HahatSqpqan8/vvvANyPi+PO339Tv1494u7dY8TPP/PTsGE4TZ5caivYAM2srLgeG8v9l7nvDgundZtvCh1jWa8evx06BIBUKiX62HEaNG5UghmUbp9ad3HRkl2KVapUia+++oouXbqgo6PD559/TkZGBllZWYwbN44hQ4ZQtmxZ9PT0mDt3LgYGBpiZmTFgwIBCP/qrXbt23Lhxg169eiGTyfjmm29wcMge0KNKlSro6+vz+eef53r8QP369RkzZgyDBg1CLpfToEEDhg8fDmRXSDw9PWnZsiUVK1akcuXKOe7nVjUDg0rMnDEeZ9fZSCRSLCxM8XHP7vp39fofzJwVQOjmxW9ZysfLwEAfzxmTcXbxRiqVYGFuhrenMwBXr93Cy3cBIVtXFBg3eeII5vovxaHn/1BX16Bli88ZPKi3KtMqkIGBAZ6enjg7OyORSrGwsMDb25trV6/i5eVFcEhIvjGQPfBL3P379OndG4lEQvcePWj22oWne/fuYWaW+x690sTAwAB3T0+mOjsjkUiwsLBgprc3165dw8fLi8Dg4HxjAHr06ME/cXH069MHiUSCY/fuyt4zPrNm4ePtjVQiwdDQEP8FC0rtI0sMDPTxdHfFeaobUokUCwtzvGdm98i5eu0GXj5zCAncUGDc29yLi8PMrPTdi/2KgYEBnh7TcZ4yHalEkp2blzsAV69dx8t7DiFBGwuMc5o4Fp9Z8+jZuz9qqGFj06bUdo8viJ6+PoNcJrPKPXv/NTI3Y4jrFO7cuMlmvwXMWLuSoxG7eZKQwOXjJ7h8/N8nTUxc4MfudZtQKBSEr1pD+Ko1ABiaVmGkr6eKMhLeRxk9XT4f0o8Ly9Yhl8kob2TIF0P78/TOPX7fEERbz6kFzm/Z6Ttig8I46jkXNTU1DOrUon53uxIqfeEV5++A//z5zPfzIzMrC01NTeVjuny8vcnIyCAkOJiQ4GAAtLS12bhpk8rWQ370DQxwnjEDLxdXpFIJVcwtmOrpzs1r11ngO4uVWzfnGwMwcuIElvjPZ0jP3qirq/NFi+b0GTRQxVmVHh/j4GUfQk2R301XgqBCL5JvqboIKqdQL/P2oP84hZbR24P+4/K7V/xToiFPf3vQf52a6Hh2NjXt7UH/cbY9xf3eTrPnqLoIKufxxddvD/qPeyotnY+JLClVK+q/PaiUuXPC44Pmr/H1zCIqSckQLdn/QRkZGfTunXer4rhx40rlM3wFQRAEQRAEQRD+C0Ql+z+obNmyREREqLoYgiAIgiAIgiAIn1x3cVHJFgRBEARBEARBEIqNQiYq2YIgCIIgCIIgCIJQJD61lmwxkoogCIIgCIIgCIIgFBHRki0IgiAIgiAIgiAUG9FdXBAEQRAEQRAEQRCKiPwT6y4uKtmCIAiCIAiCIAhCsREt2YIgCIIgCIIgCIJQRD61SrYY+EwQBEEQBEEQBEEQiohoyRZKpcOp4vpPpTLi61lP49O66pmX8ooMVRdB5WTq5VVdBJXTkKequggq53twv6qLoHJOs+eouggqN3+ai6qLoHLDdx1UdRFULu7Fp31MrFpRX9VFeGcKuVTVRShR4ixeEARBEARBEARBKDbyT6y7uKhkC4IgCIIgCIIgCMVGIUYXFwRBEARBEARBEISi8akNfCYq2YIgCIIgCIIgCMJ/2oMHD3B2dubx48fUrFkTf39/KlSokCumS5cuVKtWDQBDQ0PWrl1LVlYW06dPJzY2lrJly+Lv70/t2rXz/SwxupQgCIIgCIIgCIJQbBRy2Qe9isLMmTPp168f+/fvp3HjxixbtixXTExMDHZ2dkRERBAREcHatWsB2Lx5M+XKlSMyMhJXV1dcXAoehFFUsgVBEARBEARBEIRiI5fJPuj1/Plz7t+/n+v1/PnzQn2+RCLh3LlzdOzYEQBHR0f278/91IqYmBhu3bqFo6MjAwcO5ObNmwD89ttvdOvWDYAWLVqQnJzMgwcP8v080V1cEARBEARBEARBKDYf2hq9ceNGlixZkmv6mDFjGDt27FvnT05ORkdHB03N7OqvkZER8fHxueLKlCnDDz/8QJ8+fTh69CijR49m3759JCQkYGRkpIwzMjLi0aNHmJmZ5fl5opItCIIgCIIgCIIglFqDBg3CwcEh13Q9Pb1c0yIjI5k9e3aOaTVq1MgVp6amlmva6xX2tm3bMn/+fG7fvp1nmdTV8+8ULirZgiAIgiAIgiAIQrH50NHF9fT08qxQ56VTp0506tQpxzSJRIKVlRUymQwNDQ0SExMxNjbONe/mzZvp2rUr+vr62eVWKNDU1MTY2JjExESqV68OkO/8r4hK9jsaNmwYPj4+mJiYqLoopdKAAQPYvHkzAPXq1VPex1BaXDt9lr1rNyKVSDCrVYPeThMoW6F8jpjzhw5zJDQMNTXQLlMGh9EjqFqvDgALRo5DkpmFhlb2V+fLdra06929xPMoSr+fOs2OlWuQSLKoWrsWQ1ycKffGSIvRvx4kMigENTU1tMuWod/4sdSsX09FJX4/p46fYMWSJWRJsrC0rMM09xlU0NF555hpk50xNDLEaepUAP784w/8Z8/mxYsM1NTg59GjafXVVyWW17s6fuIUAUtWkpWVRZ06tfGYMQ0dnQrvFefk7IqRoSEuUycBcC/uPrNm+5P89CkSiZQf7LswsH/fEsnrfZw4fpwlAQFkSSTUqVOHGe7u6Lyxvd8W8+jRI4YMGkRQcDCVXv4gfwyOn4h+uX0lL7fv1Hz2g7fHOTlPf7kfTCQlJYWffh6f4/0//7zNhHEjGdC/d7Hm9L5amldl6Bct0VLX4O+nT5gffZR0iSRHzM/NrGlTvRYpmRkAxD1/hu/xKAC+rlaTvo0/R0tDg4TUVOaePEJKVmaJ5/Eh4n+/yvWw3cglUvQszGg6pC9a5crlGfvw4hUur91Mp6V+AMilUmICt/Pk1l8AGH/WkIY97VEroIXnY7bedSaxt/9kfvBmVRelyJ07eYpNy1YgkWRRw9KScdOnUb5C7uOCQqFgkbcv1WvXwvHHfgBkZmSywn8+f1y/jlwup16jRoyY7ESZsmVKOo0PEhN9hog165FKJJjXqkl/54m5zonOHIziUPA21NTU0Cpbhl5jR1G9Xl2kEgmhi5fxZ0wsAI1aNsfh559Q19BQRSqljkImVenna2lp0bx5c/bt24ednR07d+6kTZs2ueLOnTtHRkYGw4YN4+zZs8jlcmrVqkXbtm2JiIigefPmnD9/njJlyuTbVRzEwGfvbPXq1aKCXYCzZ8+qugj5Sn36jGD/RQz2cGXahlUYVDFlz5r1OWIS4u6ze9U6fp7txeSVS/juxz6s9/QFIPNFBkkPHjF51RImr8x+fewV7OfJT1k3ex6jfTyZHbgJIzMztq9YnSPm4b17hC5byST/ucxcvxq7gf1ZOt1DRSV+P8nJyfjOnImv3zyCw8IwszBnecCSd47ZunEjVy5dyjHNy20G/QYMZGNQIO5eXsxwmYbkjRP00uJJcjIeM2fhN8+HnWFBWJibsXjJ8veK27BxKxcvXckxzcPTlw4dviUkcAMb169gR1gEZ89dKNac3ldycjIzPT2Z5+9PWHg45ubmLAkIeKeYPXv2MGzoUBITE0u6+B/kSfJTPGbOxm+eNzvDtmJhXoXFS1a+V9yGjYE59gNdXV1CAtcpXz9068Lnn39Gnz6l81hZsUxZJre2wevoQf63K5SHKc8Z+kXLXHENjUzwPR7FiL1hjNgbpqxg1zUwZEyLr/A6epDhu7dzP+UZ//uiRUmn8UEyU1K4vH4rzUf9j3az3ChvVJnr23fnGZsan8C1bTtRKBTKaX9HHSMrJRUbr2m0nelC8p9/8+DcpTzn/5jVr16TqEUr6WXbXtVFKRbPkpP5xceXabN9WREajKmZGRuW5v59iPv7Dm5jxnEi6nCO6aEbNiKTyVi8eSMBWzaRlZnJtk2bSqr4RSLl6VM2z5vP8Jkz8Ny0FsMqpuxctS5HTPy9OMJXrGHMPF9c1yynU/9+rHL3AuBo+C5Snj3Dbd1Kpq9dwe2r17nw2zFVpFIqyeWyD3oVBQ8PD0JDQ+ncuTPnz59nwoQJAAQFBfHLL78AMH36dE6dOkXXrl2ZO3cu8+fPR11dnQEDBpCVlUWXLl3w9fVl3rx5BX7WJ1nJPnPmDD169MDR0ZGxY8cydepUHB0dsbe3Z8+ePQA4ODgQExMDgEwmo02bNjx+/Jh27dpx//59ZDIZs2fPxsHBgW7durFhwwYA7Ozs+Ouv7Ku5Tk5OeHhkV0YuX77MsGHDePToEf3798fR0ZEePXpw+fLlAss6YMAAPDw8cHBwoHPnzpw4cQKApKQkRo0ahaOjI927d+fUqVMABAQEMHToUDp37szWrVvzXa6LiwszZ86kW7du2NracvDgQcaMGcN3333HnDlzAJDL5fj4+NClSxe6du3KqlWrlOvvf//7H6NGjaJjx46MGzeOrKwsfHx8AOjZs6fyc9zd3enWrRvdunXj7t27hd5GxeHmhYtUrVsHIwtzAL6y68LFqN9ynCxoamnRe9I49CobAFC1bh1SkpORSiTcu3mTMuXKsnq6J/N+GsXOZavIyvy4WivedPXceWrWr4dJVQsAbH/oxumDUTnWiZaWNoOnTqaSYWUAatSvx7MnT5CW0opkXs5Gn6ZBw4ZUffnMQ4cePTgQGZkjz7fFXDh3ntOnorHvnrOysG7rFr6xaQvAP/fvo6urW+A9Oqp0+vQ5GjVsQPVqVQHo2cOByMiDOdZDYeLOnb/Iqegz9Ohun2O+H+y70un77BNQXR0dqlpY8PDho+JO672cjo6mYaNGyudg9ujZk8g39omCYhITEzl65Ai/vFEx/xicPn2WRg3rv7Z9f8hnPyg4Lr/94JV7cfdZs24TPl5uaGmWzo5zzcwsuJWUyD8p2aPT7r51jW9r1skRo6WujqVBZXo2bMKKLt1xb9Meo/LZLVvf1qrD/r9uEJ+WCsCm388TcvX3kk3iAyVevUGlGtXQMcnu9ljD9mv+OXM+1/4gzczi0urNNOqd857I2h3b0eznIaipqyNJTUPy4gVab/QQ+y8Y7dCL9ZG7CD1yUNVFKRaXzpylToMGmL38vndydODorwdy7Qd7d+zg265d+PrbdjmmN/qiKb2HDEJdXR0NDQ1q1a1L4qPSefzPz/VzF6lerx7GL88T29h35VzU4Zznidpa/Dh5AhUrZ58TVa9Xl+dPss8Tv+3VnZ/cXVFXVyft2XPSU1OpoKurklxKI4VM9kGvomBubs7mzZvZt28fa9eupWLFigD07duX8eOze2GZmJiwfv169uzZw44dO6hfvz6QPSDa3Llz2bt3L+Hh4TRq1KjAzyqdZ4Il4M6dO2zcuJHq1avTqFEjwsLC2Lp1KytWrCAuLg57e3v27dsHwOnTp6lXrx6VX36hAEJDQwEIDw9n+/btREVFcf78edq2bUt0dDQAt27d4uLFiwAcO3YMGxsbtm/fjo2NDWFhYTg7O3PhwttbebKysggPD2f+/Pm4uLiQlZWFr68v3bt3JywsjOXLl+Pu7k5qaqoyft++ffz4448FLjchIYFdu3Yxbtw4pk2bxsyZM9m5cyehoaGkpKQQFBTEw4cP2bVrF9u2bePAgQP89ttvAFy6dAl3d3ciIyN58OABJ06cwM3NDYBt27YpP6N169bs2rWLr776iuDg4MJsmmLzNCGRSsb/jgpY0ciQjPR0MtNfKKcZmJrQ0Dq7FUOhUBCxYjWNWlmhqaVFZvoLLD9vwmB3VyYuW0RyQiJ7124s8TyK0pOEBAxM/r2fRN/IiBdpaWSkpyunGVYxpWlrayB7nQQHLOfzr1qjqaVV4uV9Xwnx8Rib/tsDxcjYmLS0NNLT0goVk5iYyC/+/nj4+KChkfOw+WqUyp7d7HF1nsKPgwaiUUq7hj2Kj8fkte1tbGxEaloaaWnphY5LSEzCz/8XfH3c0XjjYoJ9ty6UK1sWgJOnTvP7lVhat7YqxozeX3x8fI5eScbGxqSlppL22j5RUIyRkRF+8+dTq1atEi13UXgUn1DI/SD/uOz9YDG+PjNy7QevLF22mj69HKliWnp7fxmVr0Bieqry/8T0NCpoa1P+teNb5fIVuPzoAWsvnWXE3h1cT4rHyzb7ETAWehXRUFNnpk0HVnTpztiWX/PiI7oACfDiyVPKGfx7q0NZ/UpIX2QgzcjIEXdlUzDV27ZGzyJ390h1TQ2ub99F1DQvyujpYlCndrGXu6SNXTSXLb/uVXUxik1iQgKGr33fDY2NSE9L40V6zuPCiMlOtOv0fa75v7SywvzlBcmEh4/YFRLCV+3a5YorzZITE9E3NlT+X8nIiIy09BznRJVNTfmsVfbvmkKhYPuylTRpba08J9LQ1GTnqrV4/DgYPX19LJs0LtkkhFLjk61k16xZE11dXU6dOkVwcDD29vb8+OOPpKen88cff9ClSxcOHMi+grdnzx7lc9FeiY6O5vDhw9jb29OzZ08ePXrEzZs3sbGxITo6mj///BNLS0vU1dV5/Pgxx44dw9bWllatWrFu3TqcnJyIj4+nf//+by1rr169AGjQoAFGRkbcvHmTU6dOsXjxYuzt7Rk2bBhSqZS4uDgAmjRpUqh18Oo+BDMzM+rUqUPlypXR0dGhUqVKPHv2jDNnzuDg4ICGhgblypXDzs5OeQGhTp06mJqaoq6uTu3atXn27Fmen/Hdd98BYGlpydOnTwtVruLy5tXYV/K6byzzRQabvGeT9M9DejuNA6Bxa2t+dJlM2Qrl0dLW5rt+vYg9capYy1zcFPK810leLbGZL16w3H0mCf/8w5Cpk4u7aEVKrpDnOf31+6Tyi1EowGOaK+OdnDA0MswzRk1NjW27IgjZGc6WDRu5cPbchxe6GOS3vd+8cJBfnAIFLq4eTHYah5Fh3usCYNeeSNxmeOM317vAOFWSy/Pe3q9fIClMzMeoaPYDTyY7jc13+z56FM+p6HP069szz/dLC/U8RpYFkL/2e/EoNYXph/dz/3n279y2a1eooqOHqY4uGurqWFtUY9Hp44zcu4PkF+lMbJX7Hr9SrRC/jXcOH0ddQ4Nq37TKdzENenTj+8VzKVfZgJgtoUVeTKF4KfI53r1rz6w/b9xg6ohRdOnRnZZfl97xSfKS/zrIfczPfJHBmpm+JP7zgB+dJ+Z474fhQ/HfvYPKpiYELfz4ejsVF4Vc9kGvj03p7L9VAsq+bG2Ry+X4+fkpm/yTkpKoWLEiWlpa1KhRgzNnzhAdHY27u3uO+WUyGc7OznTo0AGAJ0+eUL58ebS0tJgyZQqnTp2iZcuWVK5cmf379yORSDAzM8PMzIy9e/fy22+/sW/fPsLDw1m/Pud9wW9686RPU1MTuVzOxo0bqVSpEpDd4mJoaMihQ4eUub2N1mtX6jXz6Mr35gmmQqFA9rK7Rpky/w5koaamlm8F9tVyC4opKZWMjbh7/d+B2J4lPaacrg5lyuVcX8nxCayZ4YVJtaqMmj8b7Ze5Xo0+Q9kKFaj96qqkAtRLaRfIwqpsYszt69eV/ycnJVJBV5cybwx48zg+nl+mTsesenWmLF6gXCcfC1NTU67Fxir/T0pMRFdPj3Kv5ZlfzJ2/b/PwwQMWL1wIwJPHj5HLZGRlZjF5mgtHDx+mXfv2qKurY2ZuTvOWLbl18ybNWpaO+zKXrVjD0WPZt5mkpaVhWfvfFqaExCT09HRzrAcAU1MTYmKv5Yq7ffsODx48ZP7Lk4bHj58gk8nJzMrCY4YLCoWCBYuWcCjqN1YsW0S9ejm73ZYmpqamxL62vRMTEtDLY594W8zHYtmKtRw9dhJ4tR/82wL//vvBUuDVfiB7uR9kDwh4KOoo7Wy/oUIp7zackJZKfcPXWu/KV+B5ZgYZ0n8H6KlZyYDa+pU59PcfymlqaiCVy3mcns7fyU9IzsjuEfXrX7fwa9+l5BIoAuUM9Em+fUf5f0byM7TKl0fzteN83KkzyDIlHPWci1wqRZaV/bfV+BGkJz1GW1cHHVNj1DU1qPqVFbGB21WQifAhjExMuXX13+/748QkdPR0KfsOx7tjBw+x3M+fn50mYdOxQ3EUs1jpmxhz5/oN5f9PE5Mon8d54pP4BJa7umNavRoTFs5TnhP9FXMVnUoVMalqgYamJtbftyd08bISzaE0K6ou3x+LT7Yl+xVra2uCgoKA7O7T3bp14+HDhwDY29szd+5cWrZsmevkw9ramtDQUCQSCWlpafTr14/ff/8dDQ0NmjZtyubNm2nZsiXW1tasWLGCtm2z79mcN28eERERODg44O7uzrVr13ibV93WY2JieP78OXXr1sXa2prAwEAA/vzzT7p168aLFy8KWsw7s7a2ZufOnchkMl68eMHu3buxsiq466eGhgZSqWpHD8xPvWZfcvf6TRLv/wPAqd37aPyyG/Qrac9TWOrkQpOvWzPQbWqOyuTTxCR2rVxLVmYmcpmM37aH84XNNyWaQ1Fr1LI5t69eJz7uPgC/7dzN51+3zhGT+vw5c8dOpFnbbxgxc8ZHV8EGaGltzdWYWOLu3QMgfPsOvnn5nXxbTOMmTQjft5eNQYFsDArkh+6OtOvQnmnuM9DS0mLVsuUc+vUAkP04h4vnz/N5sy9LNsECjBrxEyGBGwgJ3MCm9auIib3K3XvZvV6279iJTdvc+3Ar65Z5xjVt0pj9e8OUy+vhaE/H9u3wmOECwDz/X7h46Xe2bl5TqivYANatWhEbE8O9l9t7x44dyuP0u8R8LEaNGKocjGzT+hXExF57bftGYNP261zztLJukWdc9n6wQ7m8Ho7dXu4HU5XzXrh4mZYtmpVMch/gwsP7NDA0xlw3+7EwXes2IDou5/ghChSMatEaU53seyvt6jbk7+QnJKWncfzebazMq6GrnX1c/LpaDW4+/rgGwjNqVJ/k23dJjU8A4O7RE5h+8VmOmG/cJmPjPY22nlOxmjACDW0t2npOpax+RZJu3OJqcBhymQyFXM4/p89jWL+uKlIRPsAXVi25GXuVBy+/75Hh4Vh9U/hznJOHj7BqwUK8fln4UVawARo2b8bf12+Q8PI88fjuvTT5KmfvjbTnz1k4YTKft/maoe6uOc6Jbl66zPalK5HJZMjlcs4dOkzdLz4vyRRKtdIw8FlJ+rib4YrAmDFj8PT0pGvXrsrW6VeD3LRv3x4PDw+cnJxyzdenTx/u3r2Lg4MDUqkUR0dHZQW0bdu2nDt3jtq1a2NkZMTjx4+xsbEBsgcyc3JyIjw8HA0NDeXAaAWJi4tTPnx94cKFaGho4Obmhru7O3Z2dkB25f3NR898qN69e3Pnzh3s7e2RSCR069aN9u3bc+bMmXzn+fbbb7G3tycsLKxIy1IUdPUr0cd5Ahu8ZiOTSjCsUoW+U52Iu/kHIQt+YfLKJZzavZfkhERiTp4i5uS/XcFHzptFq66dePzwEQtGjkMuk2PZ9DM69O+nwow+nJ6+Pv+b5szSGZ7IpFKMzMz4yc2Fv2/cZMNcf2auX82Rnbt4HJ/AxWMnuPiyRRTAeZE/Oi8HjCjt9A0McPVwx23KVCQSCeYWFszwmsn1a9eY4+3DxqDAfGPeZra/P/PnzmXrpk2oq6kxevx4GjRsWAJZvTsDA3083V1xnuqGVCLFwsIc75nZYylcvXYDL585hARuKDAuP48exRMSuoMqVUwZOfrfrnP9+vTEvlvpa9kzMDDA3dOTqc7OSCQSLCwsmOntzbVr1/Dx8iIwODjfmI9d9vZ1wXmqO1KJ5OX2nQ682g/mERK4rsC4t7kXdx8zM9PiTKNIPM3IwP/UUWa0aY+WhjoPUp4z7+Rv1DUwZFKrNozYG8adp8ksPXcSL9uOaKipkZiephxd/PT9exiWr8D8jnaoo0Z8WgoLoj+u0YTL6Ony+ZB+XFi2DrlMRnkjQ74Y2p+nd+7x+4Yg2npOLXB+y07fERsUxlHPuaipqWFQpxb1u9uVUOmFolLJQJ/xM1yZ7eqGVCLB1MKcSe4z+OP6dQJmzWHx5oLHoNm4bAUKBQTMmqOc1qBJE0Y65z6HLq109SsxYIoTqz28kUqlGJlVYdA0Z+7evMVWv4W4rlnOsV17eJKQyO/HT/L78ZPKecfNn0uHvr3YtmQFs4aOQE1dndqfNeKHYUNUmFHp8qm1ZKspVN2HVyjQgAEDGDNmzFtbkP9r9sb9qeoiqFylMh9fl9SiVq+8nqqLoHLlFRlvD/qPk6mX7i7HJUFDnvr2oP84+50Rqi6CyjWtWV3VRVC5+dNcVF0Elbu56785wvm7iHvxaR8TvzWroeoivLOT/h92j/5Xk0++PagU+eRbsksDJycn/vwzd6Wy3QeOyjh37lzlo71e17hxY3x9fT9o2YIgCIIgCIIgCIWhkJfO20mLi6hklwLz588vluVOnVpwFy9BEARBEARBEITi9ql1FxeVbEEQBEEQBEEQBKHYfIyDl32IT350cUEQBEEQBEEQBEEoKqIlWxAEQRAEQRAEQSg2oru4IAiCIAiCIAiCIBQRufzTeqCVqGQLgiAIgiAIgiAIxUYul6u6CCVKVLIFQRAEQRAEQRCEYvOptWSLgc8EQRAEQRAEQRAEoYiIlmxBEARBEARBEASh2HxqLdmiki2USq30TVRdBJUrq0hXdRFUTqwBAeC5TKLqIqhcBfUKqi6Cyq3r1lPVRVC5Spraqi6Cyg3fdVDVRVC5et3aq7oIKrcncJuqiyC8I7lC3JMtCIIgCIIgCIIgCEVCtGQLgiAIgiAIgiAIQhH51EYXFwOfCYIgCIIgCIIgCEIRES3ZgiAIgiAIgiAIQrER3cUFQRAEQRAEQRAEoYiISrYgCIIgCIIgCIIgFBFxT7YgCIIgCIIgCIIgCO9FtGQLgiAIgiAIgiAIxUZ0FxcEQRAEQRAEQRCEIiIq2YIgCIIgCIIgCIJQROSKT+ue7CKtZLu4uNCyZUscHR3fab6AgAAAxo4dm2/M4sWLad26Nc2bNy/0cuvVq8fNmzfzfT8sLIyzZ88yZ86cwhc2DyEhIVSoUIGuXbvmG/N6jvb29kREROQbO2DAADZv3gzw1tiPxftsv6Jy8vgJli9ZgkSSRW3LOkx3n0EFHZ1CxaSmpDLL24u7d+4glyvo3LULAwYPBuDv27eZ4+PLixcvQA1GjRmLdetWJZ5fYR0/EU3AkpVkZUmoU6c2HjOmoqNT4b3inJynY2RoiMvUiQDcvPUns+csIDU1jQo65Rk98idatmhWInm9j1PHT7BiyRKyJFlYWtZhWh77RGFipk12xtDIEKepU0uy+B/k+IlTL7dv1svtOy2f/eDtcU7Ori/3g0k5pj9//px+A4Yyfuwo2n9nW6z5vKvTJ06wZulysrKyqFXHEme36bm2a34xnlNd+CfuvjLu0YMHNPnyS3wX+HPp/HlWLg5AKpVSpkwZxkx2okGjRiWdXqGcOH6c5UuWkCWRYGlpyXR3d3TeWAf5xWRkZOA3dy7Xr15FrlDQqHFjnKdORSKRMHL48BzL+OvPPxk7fjz9+vcvyfQK5fSJk6xdtgxJloRalpY4uU2nwhv7d34xMpmMAD9/rly6BIBV69YMHzcWNTU1nj97xhL/+dz9+w5ZmZn0GzKY9p07qSLFXE4cP86SgACyJBLq1KnDjHy2e14xMpmMhQsWEB0djUwqpf/AgfTo0QOA27dv4+vjw4v0dFBTY+zYsbRq3RqALZs3sysiAg0NDfT19XGdPh2LqlVLPPfCOHfyFJuWrUAiyaKGpSXjpk+jfIXcx0aFQsEib1+q166F44/9AMjMyGSF/3z+uH4duVxOvUaNGDHZiTJly5R0GiVivetMYm//yfzgzaouSpG7dvose9duRCqRYFarBr2dJlC2QvkcMecPHeZIaBhqaqBdpgwOo0dQtV4dABaMHIckMwsNrewq1pftbGnXu3uJ51EafWot2R/NwGfnzp1DJpOpuhh5unTpEllZWYWOf1ul+ezZs4WO/VioavslJyfjO3Mms/3mERIWhrmFOcsClhQ6ZtXy5RgZm7A1NJR1mzcRtn0HMVeuAOA3Zw5d7buxKSiQ6e7uuLm4IJVKSzzHwniS/BSPmbPxm+fNzrCtWJhXYfGSle8Vt2FjIBcvXckxbaKTKw4/dGV76Ebmz/Nh1uwFJCU9Ltac3ter7e3rN4/gsDDMLMxZns8+UVDM1o0blSfZH4snycl4zJyF3zwfdoYFYWFuxuIly98rbsPGrbn2A8g+AZ3h4UNqalqx5fG+niYnM8/LB8+5s9m0Yxtm5uasXrKs0DGec+ewOnALqwO34DTdlQq6uoyf4oxEIsHb1Q2n6a6sCdxK///9j9nunirI8O2Sk5PxmTmT2X5+bAsLw9zCgmUvLwIXJmbDunXIZDK2BAezNTiYzMxMNq5fj66uLluCgpSvbvb2NP38c3r17q2KNAv0NDkZf28fPObMZsP2UKqYm7Fm6dJCxxyKjOT+3XusDtzKqq1b+P3iJY5FHQbAz8sbI2NjVm7ZxLwlASydv4DE+IQSz/FNycnJzPT0ZJ6/P2Hh4Zibm7Mkj+2eX0zYjh3cu3ePkNBQNm3ZQlBgILGxsQDMmT2bbt26ERgcjLuHBy4vfwvPnDlDxM6drNuwgaCQEGzbtWOmp2dJp14oz5KT+cXHl2mzfVkRGoypmRkbluY+Nsb9fQe3MeM48XJ7vxK6YSMymYzFmzcSsGUTWZmZbNu0qaSKX2LqV69J1KKV9LJtr+qiFIvUp88I9l/EYA9Xpm1YhUEVU/asWZ8jJiHuPrtXrePn2V5MXrmE737sw3pPXwAyX2SQ9OARk1ctYfLK7JeoYH+63lrJVigU+Pn50bFjRzp37szGjRs5e/Ysffv2xcHBgXbt2hEZGZlrvg0bNijn8fPzA7JbusPCwpQx9erVyzXfli1b6NmzJ127dsXOzo6//vqLnTt3Ehsbi5ubGzdv3uTu3bsMGTIEBwcH+vbty7Vr1wC4f/8+ffv2xd7eHnd390KtgLt37zJgwAC+/fZb3NzclNNXrFhB586dsbOzY86cOchkMlJTUxk+fDiOjo44OjoSFRXFqVOnOHz4MIsXL+b48eOF+sxXeUdHRyuXNWTIEJ48eYKPjw8APXv2zBEbEBCAm5sbAwYMoF27dixfnn3wl0gkuLq60rFjRwYOHMigQYM4c+YMjx49on///jg6OtKjRw8uX75cYJmuX79Oz549sbOzo3///jx69Cjf9XD//n3atWunnDcgIEDZUv/111/j7e3NDz/8QPfu3YmLi8u1/UrS2ejTNGjYkKrVqgHg2KMHv0ZGolAoChUz0XkyYyeMByApKQlJVpbyyr9cJifleQoA6enpaJcpvVesT58+S6OG9aleLbsFoWePH4iMPJhjPRQm7tz5i5yKPkOP7vbKeZKfPiU+PoGuXToCYGhYmTp1anMq+iyl0Zvb26FHDw68ZZ94M+bCufOcPhWNffeP68fz9OlzNGrY4LXt65DPflBwXF77wSur126kjmVtLGvXKuZs3t3502eo17ABFi+3a7fujkTt358j/8LESCQS5s6cyehJEzE2NUFLS4vQfXuoU68eCoWCh//8g17FiiWbXCGdiY6mQcOGVHvteLf/jf2/oJjPv/iC/w0dirq6OhoaGtSrV49HDx/m+Iy4uDjWrV2Lp5cXmlpaJZdcIV04c4a6r21ju+6ORO3/Ncc6KChGLpOTkfECiUSCJCsLqUSCdhltnj97xoWz5xgw7CcAjEyMWbJuLboV9Uo+yTecjo6mYaNGym3ao2dPIt/Y7gXFHDlyhG7duqGpqYmenh4dOnQgct8+AOQyGSkpL38L09Ioo60NQOXKlXFxdVX+ZjZo2JCHb+wrpcWlM2ep06ABZi+PeZ0cHTj664Fcx8a9O3bwbdcufP1tuxzTG33RlN5DBim/F7Xq1iXx5XnUf8loh16sj9xF6JGDqi5Ksbh54SJV69bByMIcgK/sunAx6rcc+4Gmlha9J41Dr7IBAFXr1iElORmpRMK9mzcpU64sq6d7Mu+nUexctoqszEyV5FIayeXyD3p9bN5ayd6/fz8XL15k9+7dbNu2jbCwMJYtW4aPjw/h4eH4+vqybFnOloArV64QGBjI9u3b2bVrF1evXlVe8SxIamoqhw4dYvPmzezZs4fvvvuOwMBAfvjhBxo3boyPjw/16tVj6tSpODs7Ex4ejre3NxMnZndZ9fb2xtHRkYiICL788stCrYCHDx8SEBBAZGQkx44d448//uDo0aMcPnyYsLAwwsPDuXv3LsHBwRw8eBBzc3PCwsLw8/Pj/PnztG7dmnbt2jFu3Di++eabQn3mK8uWLcPT05OwsDBsbW25du2asqK/bdu2XPE3b95k7dq1bNu2jVWrVvH8+XOCg4N58eIF+/fvZ/bs2cTExACwfft2bGxsCAsLw9nZmQsXLhRYlsmTJzNq1Ch2796tvJiS33ooSGJiIq1atWLnzp20aNGCrVu35tp+JSk+Ph5jUxPl/0bGxqSlpZGellaoGDU1NTQ1NfF0m0H/Xr35snkzqlWvDsBkl6lsWr+ebp06M27kKKZMc0FTs3QOc/AoPgETE2Pl/8bGRqSmpZGWll7ouITEJPz8F+PrMwMN9X8PHfqVKmFuVoXde/YDcP/+Ay5dvkJiKW3JTijEPlFQTGJiIr/4++Ph44OGxkfTGQiAR/HxhdwP8o/L3g9+wdfHPcd+ABB9+iwXLl5i5IifijeR95QQH4+xSSG2/Vti9kXsorKhEd/Y2iinaWpq8uTxY3p1sWPl4gD6DBxQrLm8r/j4eExMTZX/G7/ML+2NY2J+MdatWimPgQ8fPiQ4MJBvv/sux2esWLqUXr17Y1qlSjFn834S4hMwNs65jdPT0kh/7XtQUEyHrl3Q0dWjTxc7enXuillVC1p98w0P7t/HoHJltm8NZPxPwxg1cDB/3LxJ2bJlSzS/vMTHx2Py2n5tbGxMWmpq7u2eT8yb75mYmJAQHw/AVBcX1q9fT+fvv2fUyJG4TJuGpqYmlpaWNGuWfdtQVlYWSxYv5rv2pbMFNDEhAcPXjnmGxkakp6Vld4F/zYjJTrTr9H2u+b+0ssL85cWJhIeP2BUSwlft2uWK+9iNXTSXLb/uVXUxis3ThEQqGRsp/69oZEhGejqZ6S+U0wxMTWho3RLIboiMWLGaRq2s0NTSIjP9BZafN2GwuysTly0iOSGRvWs3lngepZVcrvig18fmrWeI586do1OnTmhra1OhQgUiIiJYuXIlf/zxB0uXLmX9+vU5DtKv5rG1tUVXVxdNTU02bNhA48aN31oYHR0d5s+fz969e5k/fz5Hjhwh/Y0DXFpaGrGxsUybNg17e3ucnJxIT08nOTmZs2fP0qlT9r1P3bp1Q6sQV9CbN29OpUqV0NbWplq1aiQnJ3P69Gm6dOlC2bJl0dTUpHv37kRHR/PFF19w6NAhRo0axYULFxg9evRbl1+Qb7/9ljFjxuDl5UXt2rX5+uuvC4y3srJCW1ubypUrU6lSJVJSUjh58iR2dnaoqalhbm5Oq1bZ9wS3atWKdevW4eTkRHx8PP0LuCfuyZMnJCYmYmubfe9kv379mDp1ar7r4W1eXWyoU6cOz549K+zqKBb5DbKgrqHxTjGePt5ERh3i+bPnrFu9hszMTNxcpuHm6cmuyH0sX7Oaub6ziC+lV64V+Ryc3qwk5henQIGLqyeTncZiZGiY6/2FC2ZzKOo3evYexPKVa/n6K2u0tErnBYcP2ScUCvCY5sp4JycMjXKvh9KuaPYDDyY7jcu1Hzx89IgFC5fg6+WOxmvrsjR5s1Xqlde3fWFidgQF0X/okFwxBpUrs23fHgLWrWGelzdxd+99YImLXn75aRRiHbwec/36dX4eOpSevXvzdZs2yunxjx5xOjqa3n37FlGJi54inxYR9de+BwXFbF6zlkr6ldi2fx9Be3aR8vw527ZuRSqV8ujBAyroVOCXNauZ7uvN8oWLuHX9RrHk8S7yawV6fZsWFJPX+lDX0CAzM5NpLi54enqyb/9+Vq9ZwyxfX2VvOMjuhj5m1CjKlS/P6DFjPjCT4pHv9lZ/twupf964wdQRo+jSozstv/6qKIomlKD8jn1qeewHmS8y2OQ9m6R/HtLbaRwAjVtb86PLZMpWKI+Wtjbf9etF7IlTxVrmj8mnVsl+61nwmy1z9+/fZ/z48VhZWWFlZUWrVq2YPHlygfPEx8dTrlw51NTUlDuwRCLJ9VkPHz5kwIAB9O/fnzZt2mBoaMj169dzxMjlcrS1tXPcq/zo0SMqVaoE/PsFUVNTQ01N7W3p5Sjrq/Ll9UMjlUqpUaMGkZGRHD9+nCNHjrBu3bo8u8oX1uDBg7G1teXIkSP4+flx5coVRo4cmW98mde6I78qq4aGRp7lbdasGXv37uW3335j3759hIeHs379+lxxQK6LEZmZmSQkJOS7Hl7fjq+mvb4eX5XzzThVMDU15dprvSgSExPR1dOjXLlyhYo5fSqa2nUsMTIyonz58rTv2JEjhw9z+6+/yMzI4Os22RcUGn/2GTVr1+JqbGyOFiBVWrZiLUePnQSyL0693n03ITEJPT3dHOsBwNTUhJjYa7nibt++w4MHD5m/MPuexMePnyCTycjMysJjxlQUcjmLFsxW7gejxznTtk3pPMF4c3snFWKfeBVz5+/bPHzwgMULFwLw5PFj5DIZWZlZTHOfUXJJvINlK9Zw9NgJ4NV+UFv53vvvB9m3h2TvB3Iys7KoWbM6GRkZjB7nBEBc3D8sWryMp0+f0bPHD8WcZeEYm5hw/S3Hg7fF/HHzJjKpjKav9ZZKTU3l0rnzypbtuvXrU7tOHf7+60+qVq9WvEm9IxNT0xw9yxITE9F7Yx28LebAr7/iN2cOk6dMoWOnnIN6HY6Koq2tLRXyGDCqtDA2NeH61avK//M6BhQUc+LIb4yZ7ISWlhZaWlp06NKZY1FH+Nom+0J1hy7Zg6CaV61K46ZNuXH1KnUb1C+h7PJm+uY2TUjItd0LijE1NSUpKUn5XkJCAsbGxvz1119kZGTwzcsLLZ81aUKt2rWJjY3F1NSUP27dYtLEidjY2jJh4sRSewHOyMSUW1f/PeY9TkxCR0+Xsm8cGwty7OAhlvv587PTJGw6diiOYgrFrJKxEXev/3tb47Okx5TT1aFMuZy9UZLjE1gzwwuTalUZNX+28nbBq9FnKFuhArWbvGxYVIB6Ke3hqAqlocv3gwcPcHZ25vHjx9SsWRN/f/9cv1cjRoxQ3toil8u5desW27dvp379+lhZWVH1tcEbw8LC8j2uvfUSXYsWLTh48CASiYQXL14wdOhQ/vjjD8aPH0/btm05efJkrgGtmjdvzrFjx0hLS0MqleLk5ERsbCyVKlXizz//BODQoUO5PismJobq1aszePBgmjZtyrFjx5TL1tDQQCaToaurS40aNZSV7JMnT/Ljjz8C0Lp1a3bt2gXAgQMH3mkwstdZW1uzd+9eMjIykEql7NixA2tra7Zs2UJAQACdOnXCw8ODJ0+ekJKSoizbu+rZsydpaWkMHjyYwYMHK+8t19DQKPQAWq1bt2bfvn0oFAri4+M5e/YsampqzJs3j4iICBwcHHB3d1cuOy+6urqYmppy8mR2hSwiIoJffvkl3/Wgp6fHs2fPePLkCVlZWYW6F/1919GHamltTWxMLHH3sluUwrfvoE3btoWOiTp0kLWrVqFQKMjKyiLq0EGatWiORdWqpKamcuX33wG4H3efO3/foW491Z5IvW7UiKGEBK4jJHAdm9avICb2GnfvxQGwfUcENm1z95xoZd0iz7imTRqzf+8O5fJ6OHajY/t2eMzIHlXbe5YfR37Lrshd/j2Gv/66jbVVyY8kXxgtra25+sb2/iaPfSKvmMZNmhC+by8bgwLZGBTID90dadehfamtYAOMGvETIYEbCAncwKb1q4iJvfra9t2JTdvct7m0sm6ZZ1z2fhCmXF4PR/uX+4ELA/v3ZXdEqPK9hg3qMWHcqFJTwQZobm3F9dhY7r/crrt3hNG6zTfvFPP7hYt80aJ5jou4Gurq+Hn7EPvyePD3X7e5d+dOqRxd3MramtiYGO69zC9s+/Zc+39BMVGHDrHAz4/FS5fmqmADXLxwgRYtWxZzFh+mmdUb2zgsPNd+UFCMZb16/PbyHEYqlRJ97DgNGjeiirkZderX48De7O60yY8fczUmhroNG5RUavmybtUqxzbdsWMHbd/Y7gXFtLGxYVdEBFKplJSUFA78+is2trZUfflb+LvytzCOO3//Tf169Yi7d48RP//MT8OG4TR5cqmtYAN8YdWSm7FXefDymBcZHo7VO9wCePLwEVYtWIjXLwtFBfsjVq/Zl9y9fpPE+/8AcGr3Phq3ts4Rk/Y8haVOLjT5ujUD3abmGI/naWISu1auJSszE7lMxm/bw/nC5t1uJRWK18yZM+nXrx/79++ncePGuW55huzxqCIiIoiIiOC7776jV69efPbZZ9y8eZMvvvhC+V7Eyycn5Oetl1fat29PbGwsjo6OyOVyBg0axL179+jSpQs6Ojp8/vnnZGRk5OjW3ahRI/r370+fPn2Qy+W0b9+e1q1bU7VqVSZMmICdnR3W1tYYGRnl+KyvvvqKoKAgOnfujLa2Nk2aNOGPP/4Asrsge3h4MHfuXPz8/PD09GTNmjVoaWmxcOFC1NTUcHd3x9nZmeDgYD777LP3vpJua2vL9evX6d69O1KplG+++Yb+/fuTkZHBpEmTsLOzQ1NTkzFjxqCnp0fr1q1ZsGABurq6fP997nt18jNp0iRcXLLv4y1TpgwzZ84EsruR29vb5xgkLj+9evXixo0b2NnZYWRkhJmZGWXLlmXAgAE4OTkRHh6OhoYGHh4eBS7n1TqdN28e+vr6zJs3D2Nj4zzXg6amJkOHDqVHjx6Ympry2WefvbWcr2+/wt4vXxQMDAxw83DHdUr2I2bMLSxw95rJ9WvXmO3tw6agwHxjAMZNnMi8WbPo37s3oEYbGxt69+2Luro6c/z9WeQ/n8zMTDQ1NZnq6opFVYsSy+1dGBjo4+nugvNUd6QSCRYW5njPnA7A1Ws38PKZR0jgugLjCjLD1Rkvn3msWr2ecuXLs8B/Vq7W0dJC38AAVw933F7b3jNe7hNzvH3YGBSYb8zHLnv7uuI81Q2pRPpy+2aPA5G9H8whJHBDgXEfM30DA5zdZ+DpMg2pRIqZhTkunh7cvHYdfx9fVgduyTfmlX/i4jB5417jcuXL4+03j6XzFyKVStHS1ma6jzdGr93DWloYGBgww8ODaVOmIH25b3t4eXH92jV8vb3ZEhSUbwzAsiVLUCgU+Hp7K5fZpGlTpri4ANmDnlUppfdiv6JvYIDzjBl4ubgilUqoYm7BVE93bl67zgLfWazcujnfGICREyewxH8+Q3r2Rl1dnS9aNKfPoIEAeM6bS8A8P/aEhaNQyBkw9H/Ub9hQlekC2dvd3dOTqc7Zo+FbWFgw09uba9eu4ePlRWBwcL4xAD169OCfuDj69emDRCLBsXt35f3W/vPnM9/Pj8ysLDQ1NZWP6fLx9iYjI4OQ4GBCXo7noqWtzcZSOOp2JQN9xs9wZbarG1KJBFMLcya5z+CP69cJmDWHxZsLvq9247IVKBQQMOvfR8I2aNKEkc5OxV10oQjp6leij/MENnjNRiaVYFilCn2nOhF38w9CFvzC5JVLOLV7L8kJicScPEXMyX+7go+cN4tWXTvx+OEjFowch1wmx7LpZ3To30+FGZUuH9rl+/nz5zx//jzXdD09PfT03j7ApEQi4dy5cyx9+aQIR0dH+vfvj7Ozc57xrwbf3r17N5DdGPzkyRN69eoFZI9n1bKAi8pqClX35xU+yG+/ZY96aGtrS0pKCj/88AM7duxQdp//WD1JTVF1EVSurCL97UH/celq5d8e9B9XXpGh6iKoXLKi9I1QXdIqqIsuhymy3LeZfWoqaWqruggq9zDrxduD/uPqdSudA8iVpD2BuQcI/pR0qWqp6iK8sxX9K3/Q/BIrT5YsWZJr+pgxYxg7duxb509ISKBHjx4cO3YMyO6J9Pnnn+c7OPfkyZP5/PPPleNaBQcHk5SUxOjRo7l+/TrDhg1j9+7dGBgY5Dn/f/5Xe9++faxcmft5wFD0z6DesGED4eHhuaYbGxuzevXqIv2sV2rXrs2UKVNYtGgRAOPGjcu3gu3k5KTsrv+6du3aMX78+GIpnyAIgiAIgiAIn7YPvSd70KBBODg45JqeVyt2ZGQks2fPzjGtRo0aueLyG7/r2bNnnDx5El9fX+W0Pn36KP9u2LAhTZo04eLFi3z3xhM2XvnPV7I7d+5M586dS+SzXt1bXZKqVq1KUFBQoWLnz59fzKURBEEQBEEQBEEoWoXtFg7QqVMn5ROnXpFIJFhZWSGTydDQ0CAxMRFjY+M85z969Cht2rTJMej0zp07+fLLL6n28nF9CoWiwCdZfVwPeRUEQRAEQRAEQRA+KnKF4oNeH0pLS4vmzZuzb98+ILvS3Oa1R1C+7vLlyzRvnnMA35s3b7Ju3ToAbt++zfXr15VjU+RFVLIFQRAEQRAEQRCEYiOXyz/oVRQ8PDwIDQ2lc+fOnD9/ngkTJgAQFBTEL7/8ooyLi4vD5I3BS0ePHs2TJ0/o2rUr48ePZ+7cuejo6OT7WWLgM6FUEgOfiYHPQAx8BmLgMxADn4EY+AzEwGcgBj4DMfAZiIHPQAx89jEOfLaop+4HzT9h28dVNxC/2oIgCIIgCIIgCEKx+dBHeH1sRHdxQRAEQRAEQRAEQSgioiVbEARBEARBEARBKDafWku2qGQLgiAIgiAIgiAIxeYTq2OLSrYgCIIgCIIgCIJQfEQlWxBKgbLyVFUXQfU08n8swKeijBg2AqTiu5BJRVUXQeWyFFmqLoLKXUhOUHURVM5K3+TtQf9xcS/EMfFTH1kboGu/nqougkopjl9SdRHemewTq2WLM1hBEARBEARBEARBKCKiJVsQBEEQBEEQBEEoNp9YQ7aoZAuCIAiCIAiCIAjFR1SyBUEQBEEQBEEQBKGIfGqVbHFPtiAIgiAIgiAIgiAUEdGSLQiCIAiCIAiCIBQbuVzVJShZopItCIIgCIIgCIIgFBuZ4tPqLy4q2YIgCIIgCIIgCEKx+dTuyRaVbEEQBEEQBEEQBKHYfGrdxcXAZ4IgCIIgCIIgCIJQRERLdikRFBQEQN++falXrx43b97MNzYsLIyzZ88yZ86cHNPj4+Nxc3Nj9erVuLi40LJlS7766ivltMOHD3P37l2GDBnyzuU7f/48s2bNQiKRYG5uzty5c6lYsSKpqal4eHjw119/AeDr60ujRo148OABXbp0oVq1agAYGhqydu3ad/7conL8RDQBS1eTlSWhTp1aeLhNQUenwjvF2ba3x9jIUBk7aEAfOndqz81bfzJ77iJSU1OpUKECo0cOpWWLL0sst4IcP36CgIAlZEmyqFOnDh7uM9DR0Sl0nEwmY/6ChURHRyOTyhgwsD89e/QA4Ny58yxYuBCZVEbFShWZPNmJenXr5lhuYGAQYeHhbN8WWiL5FuTE8eMsCQggSyKhTp06zHB3z7Uu3hbz6NEjhgwaRFBwMJX09QG4evUq8/39yXjxAplczqBBg+jcpUuJ5vYujp84Q8Dy9dn7uGVNPKZPzOe7kHecTCZjjv8yLlyMAeDr1i2YOO4nbv99D1f3ucr55XI5f/51B/85bnxr+3WJ5feuzp44yfrly5FkSahpWZsJ06dTIY/1oVAoWODtQ/VatejR/0fl9NSUFJxHjGSi23TqNmhQkkV/b2dOnGT9sn9znuiWO+f8YlKePSNgrh9/3fqDsuXK0qFrV+x79wTg9/MXWPXLYmQyGXoVKzJi4gRq1a2jihTfyY0z5zmwfhMyiQTTmjVwmDiWshXK54i5HPUbx7eFg5oa2mW06TJqGBYvc4vaHETM0ROoqatjXqc29uNHoaWtrYpU3tvpEydZu2wZkiwJtSwtccpjn8gvRiaTEeDnz5VLlwCwat2a4ePGoqampopU3ltM9Bki1qxHKpFgXqsm/Z0nUq7CG9+Lg1EcCt6GmpoaWmXL0GvsKKrXq4tUIiF08TL+jIkFoFHL5jj8/BPqGhqqSOW9XTt9lr1rNyKVSDCrVYPeThNyfRfOHzrMkdAw1NRAu0wZHEaPoGq97O/CgpHjkGRmoaGVXb34sp0t7Xp3L/E8SsJ615nE3v6T+cGbVV2Uj8an1l1ctGSXEn379qVv374ftAwTExNWr16d77SrV6+Smpr6XsueNm0a8+bNY/fu3VhaWiorzLNnz6ZKlSrs3LmTSZMm4enpCUBMTAx2dnZEREQQERGh0gr2k+SneHjNxW+uFzt3bMbC3IzFS1a9U9ydO/fQ09MlJHCt8tW5U3sAJk6ejoN9F7aHbGD+PC9mzVlIUtLjEs0xL0+Sk/HwnImf/zx2hodhYW7O4oAl7xS3Y0cY9+7dY1toCFu2bCIwMIjY2FhSUlJxmuzMhPHjCQ0NxnXaNKZOdSErK0u53MuXL7N+w8YSy7cgycnJzPT0ZJ6/P2Hh4Zibm7MkIOCdYvbs2cOwoUNJTExUTlMoFExxdubnESMIDA5mcUAACxcs4N69eyWW27t4kvwUD58F+M2ewc5ta7Ewr8LiZevfKW5vZBR3795nW+ByQrYu48KlKxw6fJzataoTsmWZ8mVt9SXfd7Ap1RXsp8nJLPDxxW32bNZsC8HU3Jz1y5blirv39x2mjR7L8UNROaafPXmKCUOGcv/O3ZIq8gd7mpzMAm9fZsyZzdrtIVQxN2f90mWFjlm58BfKlivHqpBAFq1bw/noaM4cP0FaaireU6fx09gxrAjcwtipzvi6uuU4JpRGaU+fETZ/Mf1muDBx7XL0TU35dd2mHDGJcfeJXLOBQb4ejF2+CJt+vQj0yr7Iffv3GK78dpzRSxcwbuViMtLTOR2xRxWpvLenycn4e/vgMWc2G7aHUsXcjDVLlxY65lBkJPfv3mN14FZWbd3C7xcvcSzqsCpSeW8pT5+yed58hs+cgeemtRhWMWXnqnU5YuLvxRG+Yg1j5vniumY5nfr3Y5W7FwBHw3eR8uwZbutWMn3tCm5fvc6F346pIpX3lvr0GcH+ixjs4cq0DaswqGLKnjU5fx8S4u6ze9U6fp7txeSVS/juxz6s9/QFIPNFBkkPHjF51RImr8x+/Rcr2PWr1yRq0Up62bZXdVE+OnLFh70+NqKSXQSkUilubm707t2bb7/9lp9++olZs2blqFiOGzeOAwcOcOvWLQYMGED37t2xtbVl06bsH/OAgAAC3jjpj4+PZ+jQofTq1QtbW1v8/f2V7929e5cff/yRLl264O/vj0Kh4P79+7Rr1y7HMl5N+/PPPwkODiY4OJht27bRrl07/v77bwDS09Np27YtmZmZ+ea4b98+LC0tkUgkxMfHo6enh0Kh4MCBAwwfPhyANm3aMGvWLCC7kn3r1i0cHR0ZOHBggS3zxe306XM0alif6tUsAOjZvRuR+w+heGOUw4Lifr9yFQ11dYaNmECvvv9j5eqNyGQykp8+JT4+ka5dOgBgaFiZOnVqcSr6bMkmmYfT0adp1Kgh1V/2JujZsweRkZG58y4g7vCRI9h364ampiZ6enp07NCBvfsiuRd3Dx0dHaysWgJQs2YNKlTQ4cqVKwA8fvyY2XPmMXHC+BLMOH+no6Np2KiRsmdFn16j+AAASxxJREFUj549c62LgmISExM5euQIv7zxHc3KymLY8OFYWVkB2Re1KlWqREJ8fAll9m5On7lIowZ1qV7NHICejl2I3H849z5RQJxMLudFRgZZEgmSLAkSiRTtN1rtLl6K5dDhE0yfOrZkEntPF8+cpW6DBphXqwpAV0dHjuz/Ndf62LN9O+27duGb777NMX1XaChOHjMweK2HS2l38cxZ6jb8N+cu3R05/EbOBcX8ceMm33buhIaGBlpaWrT4qjXHDx/hn3txlNepwBctWwBQtUYNyleowPWXLXul1R8XL2FezxJDczMArLp+z++Hj+ZYH5paWjhMGINeZQMAzOtakpr8FKlEgkIuRyqRIMnMQiaVIs2SoPmRtWJfOHOGug0bYPHy2GfX3ZGoN/aJgmLkMjkZGS+QSCRIsrKQSiRol/m41sH1cxepXq8exhbZx7w29l05F5Xz2KiprcWPkydQsXJlAKrXq8vzJ8lIJRK+7dWdn9xdUVdXJ+3Zc9JTU6mgq6uSXN7XzQsXqVq3DkYv18FXdl24GPVbru9C70njlN+FqnXrkJKcvQ7u3bxJmXJlWT3dk3k/jWLnslVkFXBe+bEa7dCL9ZG7CD1yUNVF+ejIFIoPen1sRCW7CFy6dAktLS1CQkI4ePAgmZmZmJqasnfvXgBSU1O5ePEiNjY2bNu2jVGjRrFjxw42bdrEwoUL813unj176Nq1K6GhoezatYvAwECePHkCZFeeAwICCA8P58KFC0RFReW7HABLS0v69OlDnz596NmzJz/88AO7du0C4MCBA9jY2FCmTJl859fS0uLmzZu0bduWM2fO0KVLFx4/foy2tjZbtmzhhx9+YODAgchkMgDKlCnDDz/8QFhYGEOHDmX06NEqa9F4FJ+AiYmR8n9jYyNS09JIS0svdJxMJsPKqjlLF89j7apfiD59juCQMPQrVcLczJTde38F4P79B1y6dIXEpCclk1wBHsXHY2Jiovzf2NiY1NQ00tLSCh0X/+Z7JiYkxCdQvVo1XrxIJzr6NJDdS+L27b9ITEpCJpPh6urGxAnjMDY2ojTIlYexMWmpqTnWRUExRkZG+M2fT61atXIs99V+/krYjh2kv3hB488+K75kPsCj+MQ89vH0PL4L+cd169IePV0dOnbtT/su/ahqYUbbb6xzzL8wYDVjRgzKsxt6aZIUH4+RibHyf0NjI9LT0kh/Y32Mcp7Mt5075Zrf55dFNCil2zo/ifHxGBn/m7NRHjkXFFOvUUOi9kUilUp5kZ7OycO/8STpMebVqpGR/oILp88AcPPaNe7dvs2TpKSSS+49PEtMoqLhvxdJ9IwMyUxPJzP9hXKavqkJ9a2aA9m9V/atXEd96xZoamlR+4umWH7RFL8BPzGnz2Ay0tJo0bljiefxIRLiEzA2/vfYZ2RsnGufKCimQ9cu6Ojq0aeLHb06d8WsqgWtvvmmRHP4UMmJiegb/7sfVDIyIiMtnYz0f9dBZVNTPmuVfUFVoVCwfdlKmrS2RlNLCwANTU12rlqLx4+D0dPXx7JJ45JN4gM9TUik0mu/2RWNDMl447tgYGpCQ+vsi+sKhYKIFatp1MoKTS0tMtNfYPl5Ewa7uzJx2SKSExLZu7Z09GYrSmMXzWXLr3tVXQzhIyAq2UWgRYsW9OvXj61bt+Lr68udO3fQ19cnKyuLu3fvcujQIWxtbdHW1sbFxYXMzExWrlzJwoULSU9Pz3e5Q4cOpUqVKqxduxZfX18kEgkvXmQf7Nq1a4eBgQHa2tp06tSJs2ffreXU0dGRPXuyu7SFh4fj6Oj41nnq1avHqVOnGDVqFBMnTkQmk5GUlETFihXZuXMnP//8M6NHjwZg7Nix9OnTB4C2bdtSvnx5bt++/U5lLCpvtkq9oqGhXug4R4euTJ08Dm1tbXR1den/Y08O/3YCgIXzZ3Eo6ig9+wxh+cp1fP11K7S0VD/cgSKfYRw13rhHrKA4eR79c9Q11NHR0WHhgvmsXbeOXr37snvPXlo0b4GWlhYBAUv48ssvsLa2zmOpqiEvxLooTExBNqxfn/29XrSIsmXLvnshS0D++7hGoeNWrtmKfqWKREUGsX/3Fp4/T2HT1h3KmMtXrvH06XM6dbQtuoIXE7kiv23+3/1pzP/7rl6omOETxqGmpsbo/oPwmuLCF1Yt0NLSpIJOBTz85xK8YSMj+w0gam8kTZs3Q+tlBaS0UuTTB1E9j30gKyODYN95PHnwEIeJYwA4/+shkh/F4xK0HpegDeibmBC5KvctGKVZfttbvRD7hLqGOpvXrKWSfiW27d9H0J5dpDx/zratW4ulrMUl3/zUcx//M19ksGamL4n/POBH54k53vth+FD8d++gsqkJQQsDcs1bmuV33FdTz/1dyHyRwSbv2ST985DeTuMAaNzamh9dJlO2Qnm0tLX5rl8vYk+cKtYyCx8XufzDXh8b1dcE/gOioqJYvHgxAwcOxNHRkeTkZBQKBd26dWPfvn1cunSJYcOGATBhwgT09PSwtbWlc+fOytbuvMyZM4e4uDi6du3Kd999x6lTp5QHQU3NfzedQqHI8X9hWFhYYGZmxoEDB/7f3r3H5Xz+fwB/3XV3IglTiDk0ysxsRIcZFV+n6YThN6uNGYaYOQ7LqJjzIUb45pRTDkVpIsyxFGOUnM3mVDkmHe/u+/eHdX/dKrNNn+vW5/V8PDx0X/cdr/vG7X5/rut6X7h37x5atGhR5mPz8/Nx+PBhdOzYEQDg6emJmTNnolq1alAqlejevTsA4IMPPkBOTg7u3buH2NhYdO/eHdX+bA71TzL+Gz8uC8PBQ0cBAE+e5OCtt/43A5mReRcWFlVgZmam8z21rK1wNiWt1MfFxO5Bk8a2aNLYFkDx83n6n69GrcaCucHa5zdsxDi0b+dSrs+vLD8uXYaDB5/uA3vy5AneestWe19GRiYsLCxKPu9atXA2JaXUx9WqVQt3n5mJyszIgLWVFdRqNcwqVcLKFf/b296jRy/Uq1cPM2fOQrVq1bH/wM/IzclBRmYm+vT9BJs3bSivp/2XatWqhZRnnmNmRkaJ1+JlHlOagoICfD9lCq5dvYpVq1ejTp06r/4J/As/hq7FwcNPVxw8eZKDt2wbaO97+nfcHGZmuhcFalnXxNmU86U+bv/PRzF+9FAYGRnByMgIHh91RPz+I/Dr93Tv3Z69B9G9WwcYlPLBTN9YWdfChZRz2tt3MzNhblEFpn/xZ/46q1mrFs6nvvg5v+gxGXfuYKD/MFSpWhUAELFmHerUrfv0PcGsEmYv+9/+7i9790WdunUleFb/nKVVTfxx/qL2dtbdezAzN4fxcxfKHmZkYl1AEGq+WRdfzAqC0Z8rv84dSUAL9/YwqfS0OVTrbp0QvaRkzw99ZlXLGmmpqdrbdzMzUeW5974XPebIgZ8xfMxo7XtCp4+64dC+A/i4Xz+8LqpZW+G3tP+95z3MvItKVcxh8tx74/30DCydGIBa9d/E1/NnwfjPvwdXzqbC3LIqrOvVhaFSCacu/0HEopL9HfSZpVVNXE/739a+R3fvwayU1+BBegZWfjcN1m/Ww9C5M7SvQWrCcZhWrgzb4hl8DWAg4ec+0n+v477qf0P/PwW9BhISEtC1a1f07NkTb7zxBpKTk1FUVAQPDw/Exsbi+vXrcHB4utTs6NGjGDFiBDp27Ijk5GQA0C6xft7Ro0fxxRdfoGvXrrh9+zbS09O1s20HDx5EVlYW8vPzsWvXLri4/HVRZ2hoCJVKpb3ds2dPBAUFwdPT84Xfp1QqMXXqVG0B8tNPP6Fly5YwNjaGi4uL9kLB6dOnYWZmhmrVqiE5ORlbt24FACQlJUGtVpdYaluehg4ZoG1QtnbVjzibcg7Xf78BANi6bSdc231Q4nucnVqX+bgrV65haWgYioqKkJeXj80Rkej8n6f73wOnz8WBg09ntU//moIrV67BqU0rKZ5mCUO/GoLNmzZg86YNWLtmFc6eTcH1P5twbd22Da7t25f4HmdnpzIf5+raDjt27IRKpcLjx48RF7cHrm6uUCgU8PcfidRzTz+I790bD6VSiSaNG2PvnjhEbN6IzZs2ICBgMurWtRFaYAOAk7MzUs6e1TYk27ZtG9o/91q8zGNKM37cODx58gRhelhgA8DQwX7aZmRr/7sAZ1PO4/rvNwEAW7fvguuHziW+x9mxVZmPs7d7C3v2Pb2QU6hS4eDhRDR/x177vSdPnUUbh/fK+Vm9Gi0d2+B8Sgpu/v4HACB2eyScP2wnOFX5avXcc961PRLO7dq99GN2bY/E2uVPm2k+uHcfP+3YAdcunaBQKPDdqG9w8dzTC5WH4vfBUKlEw8ZvSfXU/pG3Wr2HP85fwN2btwAASbt2o6lzG53H5GQ9xsoxE/F2W2f0nThWW2ADQJ23GiH1aCKKioqg0Whw7mgC6jXVPWVB37VydERaSgpu/PneF709Ei7tPnzpx7xlZ4ef4+MBPO1Rk3DoMJq+00zCZ/Dvve3QCtfSziPjxtP3vMPRu/DuB7rvjU+ysjD/6zF4r11bfBEwUVtcAsCFU6exdUkoioqKoFarkRy/H03ef0/Kp/Cv2bVqietpF5D552twLDoW77jorkh7kvUYS0ZPwLttXeA3ebzOa/Aw8y52hv4XBfn5UBcV4eetkXjf9fXaNkDlS26NzxSastaH0Eu7cOECxowZA0NDQxgbG8Pa2hqNGjXCqFGj4Ofnh/feew/ffPMNAGDVqlUIDw+HhYUFGjZs+LQD86pV2v3R/v7+2iO8YmJisGDBAlhYWKBGjRq4f/8+Ro8ejTt37mD37t3IyspCVlYWunfvjqFDh+LGjRvw8/PD/v37tUd4tWnTRjuWnJyM8ePHo3///vD19UVeXh4cHR2xZ88enb2opSk+wquoqAjW1taYNm0aatWqhYyMDAQEBODGjRvaYrxFixZIT0/HhAkTkJmZCRMTEwQHB8Pe3v6Fv8ezcrJu//M/kFIcPpqIkCUroCosRN26dRD4/URUrWqB1HPnMS1oNjZv+O8LH5ebl4eZsxbiTMo5qFQq/KeDK4YPHQiFQoHLl69iWvBs5ObmwaySGSaMHYm3m9r9+9CGJY/a+rsOHzmCkJAlfz6fuggMnIqqVasi9dw5TJsWpC1+y3qcSqXC/PkLkXj8OAoLC9GrZw/4+fkCAE6cPIk5c+aisFCFN954A99Nnoi6z81anThxAj/MnPWPj/AqeoXXAY8cOYIlISEo/PM5Tg0MxM2bNxE0bRo2bNpU5mOq/jljV8yhZUvE79sHy2rVcPr0aQwcMABv1q8P02c+bPiPGAHnl7jw9TIMCzNeya9T7PDRJIT8uAoqlQp1bWojcMpYVK1aBalpFzEteAE2h//4wsc9fJSFmXN+xPkLl2FgYIA2rd/DNyMHwejPGQvn9l6Iilips6f737qDqn/9oH8o6egxrP5xKVSqQtS2scGYKQG4fesWFgbPwJJw3S7Tc6cFljjCCwA+8/bBpBnTy/UIr1d5GlLS0WNYteR/z3ns9wG4ffMWFgTPwI/r15b5mCpVqyLnyRPMnjINt27cgEajQZ/P/dChaxcAwJlffkHovAUoLFSh+hs1MHLiBNS2sXlluU8+eLX/FopdSDqBPWHrUKRSoXrtWug19mvcv3MHkfOXwH/pAhzYEIF96zbCukF9ne/7YuY0GJmaIjY0DFdO/QqlkRFqNWoAz+GDYVq5fPoROFZ78f/V/9Txo8fw3yU//vnnXRfj//w7MS94OkLXryvzMRZVq+LRw0dYPGcuLl+4AAMDA7zf2gFDvh5ZbqvXLj55VC6/bkpiEnasCINKpULNOrXx2bdjcff2HayfPR8TVy7FT+EbELNqHWwaNtD5vhFzZ8K0khm2LF6Gy7+egcLAALbNm6HnV4NKrIh4VfKKVH/9oH/g3PFk7PrvGhSpCvFG7dr4v/Gjcf/2HWyetxBjQhdj7/pN2L1mPWo31P238NWs6TCrYo6YFatw7ngS1EVqvNWiOXoM/wpK4/LZMtL9k4/L5dd9WaKP8NIcPiXk9/03Bn/w7/49hB7Ne0VJpMEiW6Y0Gg0OHTqEjRs3YtmyZaLjlPCqi+zX0isosl93r7LIfl296iL7dVSeRfbr4jU7crhclFeR/TopryL7dVJeRfbrpLyK7NeJ6CJbNBbZ+o+bJWRq+vTpOHDggM652r6+vsjKyirx2L59+/7rM7yJiIiIiEieXsdjuP4NFtkyNWnSJEyaNElnbN06MUteiIiIiIio4nod91X/GyyyiYiIiIiIqNy8jsdw/RsssomIiIiIiKjcyG0mm12FiIiIiIiIiF4RzmQTERERERFRueFMNhEREREREdErUqTR/Ksfr9LChQsREhJS6n0FBQUYO3YsunbtCh8fH1y5cgXA0+OPZ86ciS5duqBbt244efLkC38PFtlERERERERUbtTqf/fjVXj8+DEmTpyIsLCwMh+zbt06mJmZ4aeffsLEiRMxYcIEAEBcXByuXLmC2NhYLFmyBBMmTIBKVfaZ9SyyiYiIiIiIqELbt28fGjRogP79+5f5mJ9//hmenp4AgNatW+PBgwe4desWDh48iG7dusHAwAANGzZEnTp1cOrUqTJ/He7JJiIiIiIionLzb/dkZ2VlISsrq8S4hYUFLCwsXurX8Pb2BoAyl4oDQEZGBmrWrKm9XbNmTdy5cwcZGRmwsrIqMV4WFtmklypZ1BYdgUhPNBQdQLhGogOQXmhYtbroCKQH6lWtJjoC6QHN4bJnEEk/bTlV8K++PyQkBIsXLy4xPnz4cPj7++uM/fTTT5gxY4bOWKNGjbB69ep/9HsbGBhAU8q+cAODsheFs8gmIiIiIiIivfXZZ5/Bx8enxHhps9hdu3ZF165d/9HvY2VlhczMTNSvXx8AkJmZCSsrK1hbWyMzM1P7uOLxsrDIJiIiIiIiIr31d5aF/xvt27fHjh074ODggBMnTsDExAR16tRBu3btsG3bNnTv3h03btzAb7/9hubNm5f567DIJiIiIiIiIlnauHEjMjIyMHLkSPj6+iIgIAAfffQRjI2NMWvWLABAly5dcObMGW1TtODgYJiampb5ayo0pS0wJyIiIiIiIqK/jUd4EREREREREb0iLLKJiIiIiIiIXhEW2URERERERESvCItsIiIiIiIioleERTYRERERERHRK8Iim4iIiIiIiOgVYZFNREREfyk7O1t0BL0gx9ehqKhIdAQS6NKlSyXGTp8+LX0QwVQqFS5cuIArV66IjkKvAZ6TTbLn7u4OhUJR5v379u2TMI04vr6+L3wd1q5dK2EasXJycvD777/Dzs4Oubm5qFSpkuhIkrtx4wYuX76MDz/8ELdu3UK9evVER5LcyZMncfHiRfTs2RO//vorWrduLTqSpA4cOIATJ05g6NCh6NWrF+7fv48RI0agX79+oqNJiq8D4Orqivfffx+urq5o3749LC0tRUeS1B9//IFNmzbhwYMHePZj84wZMwSmKn8nT56EWq3G5MmTERwcrH3uKpUK33//PeLi4gQnLH8DBw7EypUrcfHiRQwbNgyVK1eGWq2GRqPB3Llz0aRJE9ERSU8pRQcgEm3dunXQaDRYsmQJ6tWrhx49esDQ0BDR0dG4ceOG6HiS8ff3BwBERETA1NQU3t7eUCqViImJQX5+vuB00klISEBAQACKioqwadMmeHp6Ys6cOWjbtq3oaJKJjY3F0qVLkZubi82bN6Nv374YN24cvLy8REeTzJo1axAfH4+MjAx06dIFAQEB6NWrF7744gvR0SSzePFizJo1C7GxsXj33XcREBAAX19fWRWXAF8HAIiPj8fJkydx6NAhrF69GmZmZnB1dcWgQYNER5OEv78/nJ2d4eDg8MKL0RXNsWPHkJSUhIyMDCxcuFA7rlQq0adPH4HJpHPv3j0AwPTp0zF58mS0b98eAJCUlIRJkyZhy5YtIuORHmORTbJnY2MDALhw4YLOVekBAwagR48eomJJrk2bNgCAmTNnYtu2bdrx9957T1avw7x587BhwwZ8+eWXsLKyQnh4OL755htZFdkrVqzAxo0b8emnn6JGjRqIjIxE//79ZVVkR0ZGIiIiAr1790a1atWwdetWfPzxx7IqsgHA1tYW8+bNg6enJypXrozCwkLRkYSQ++ugVCrRuHFjPHjwAHl5edi3bx/i4uJkU2RrNBqMHz9edAzJFV98j4qKgre3t9gwgj1+/FhbYANPPzPl5eUJTET6jkU20TMSExPh5OQEADh48CAMDQ0FJ5Jefn4+rl27hoYNGwJ4evFBpVIJTiUdtVqNmjVram+/9dZbAtOIYWBgAHNzc+1tKysrGBjIq4WHgYEBjI2NtbdNTExk937wxhtvIDAwECkpKZg9ezZ++OEH1KlTR3QsyfF1ALp164asrCx069YNzs7OGDlyJCwsLETHksz777+PvXv3okOHDrJ7LwSA1q1bY+bMmXj06JGslssDwPXr1zFlyhQYGxtrL7w+evQIW7du1fmsQPQ8FtlEfwoODsa4ceOQmZkJjUYDGxsbzJ49W3QsyU2YMAG+vr6wtraGWq3G/fv3MXfuXNGxJFOrVi0cOHAACoUCWVlZWL9+vew+UDdu3Bjh4eFQqVRIS0vDhg0bYG9vLzqWpNq0aYOZM2ciNzcX8fHx2Lx5s/YCnFzMnTsX8fHx8PPzQ6VKlVCvXj3tzJaclPY6DB8+XHQsSX3++edISEhAUlIS7t27h3v37sHR0RENGjQQHa1c2dvbQ6FQQKPRYNOmTdql4hqNBgqFAmlpaYITSuPrr7+Gg4OD7JbLA8CuXbtw9uxZWFhYICMjAwAQHR2NX3/9VRYXGeifY+Mzkr3vvvsOgYGB8PX1BQA8fPgQAGBpaQmFQiGrhl/FCgoKcPHiRSgUCtjZ2UGplM/1uHv37iE4OBjHjh2DWq2Gk5MTJk+eDCsrK9HRJJOTk4OlS5fqvAbDhg3Tmd2u6NRqNSIiIrSvgbOzM/r06SOrfwv+/v4ICQnRGfvss8+wZs0aQYnE8PDwQPv27eHq6opWrVrJrsh4llqtxs6dO/Hjjz/ijz/+kE2RWZqCggKd1S4VmY+PDyIjI0XH0Bv3799H9erVRccgPccim2QvJSUF77zzDpKSkkq9v3ivckUXEhICf39/fPvtt6Xezyu2JCdPnjxBVFQU+vXrh/T0dGzatAmDBg2CmZmZ6GjlbtiwYTh//jwyMjJ0Li4VFRWhVq1a2LRpk8B00svMzMThw4dx6NAhnDt3Di1atICbmxu6desmOppkNm3ahISEBJw9exZ2dnbaiw61atUSHU0Sffr0webNm7W31Wo1vLy8EB0dLTCVdIKCguDi4oK2bdvK5sJCsXPnzmHq1KmYPn06VCoVhg0bhtzcXJiammLBggVo3ry56Iikp1hkExEAYP/+/XB3dy/zarWPj4/EiaTFo9z+tzSymFKphIGBAQoKCmBubo7k5GSB6aQ1ZMgQ2NnZYdSoUcjOzsaKFStw9erVEjO7FVF2djYePnyI4OBgTJ48WTuuVCpRo0YNWc3mF9NoNEhJSUFCQoJ2K8WxY8dEx5JMUFAQXF1d0aZNG1kVWX5+fqVegFcqlXB3d8eiRYsEpJJe27ZtcffuXZ0xuSyX79Gjh7b56eeff45BgwbBxcUFp0+fxrRp07B9+3bREUlPscgmopdWkZeM3bx584VHuQUEBIiOKJkpU6agZcuW8PT0hEKhQFxcHA4fPoygoCDR0STj6emJnTt36ox5eXlhx44dghKJceXKlRJnA8vtvPAvv/wSV69ehb29Pdq0aQNHR0fZ9SgoKCjAf//7X/z222/47rvvsHr1agwaNEg2BXdQUJDOBSeSj2c/9zz/GcjDw0M2qxno75Pf5Wgi+scq8jU5HuX2P2fOnMHUqVO1tzt37owff/xRYCLpKRQKXLhwAXZ2dgCeFptym8ENCAjAwYMH8eabb2rH5Nin4u2330ZOTg4ePnyIe/fu4e7du8jLy4OpqanoaJKZNm0aqlevjtTUVBgaGuL333/HpEmTZNMcdPz48fj555+1PVuKyeVYq8WLF5c6LocGgLa2tpg/fz6+/PJLdOrUCRs3bkT37t0RExODunXrio5HekxenxiI6F+RS8MfuR/lZmZmhm3btqFr165Qq9XYsWMHLC0tRceS1Pjx4zFgwABYW1sDAB48eIBZs2YJTiWtY8eOYe/evbKZrSzLqFGjADzdp79nzx5MmzYNt27dQkpKiuBk0klNTUVkZCQOHToEMzMzzJw5Ex4eHqJjSWbMmDG4desWbG1tdf4flEuR/azCwkIcPnwYLVq0EB1FEt9//z1mzJgBd3d3GBsb4+7duwgODsYHH3wgq9Vd9PexyCYiekZQUBDGjx+vc5Sb3Iqr2bNnIzAwEEFBQVAoFPjggw9k9xq4uLjgwIEDuHjxIpRKJRo1aiS7YrN27drIz8+X3fN+3uHDh5GQkICEhASo1Wp07twZ7du3Fx1LUgqFAgUFBdoC88GDB7K56Ao8XeG0e/du0TGEeX7GetiwYRgwYICgNNIyNzdHcHAwgoODce/ePahUKlSrVk3274v011hkExE94+2330Z0dLT2Q6TcZnCBp0vnly1bJjqGEOyyD+1zLyoqgpeXFxwcHHRWc8jhNXjW+vXr4ebmBj8/P9l0036en58f+vfvj8zMTAQHByM+Ph7Dhg0THUsytra2Jbrty9mTJ09w69Yt0TEk8fjxY6xcuRKWlpbo1q0bRo4ciYsXL6JVq1YICgrSrnYieh6LbCJ6aRV5T3YxX1/fUmdo5LQPtaxO63LosN6sWTMA8jm6rzTFz13Or8Gzli1bhp07d2Ljxo0YMmQI4uLiZLdM2NvbG++88w6OHz+OoqIiLF26VFbN3/Ly8tClSxc0adJEZwZTLv8vPPt/gkajQVZWFr744gvBqaQxfvx42NraIi0tDWvWrMFXX30FT09PxMbGYsqUKbK9IE1/jd3FiUhHZGRkieO61q9fj379+iE2NrbCnw377HEtKpUK+/btg4WFBUaOHCkwlbRu3ryp/VqlUmHv3r0oKCjA0KFDBaaS1oABAxAWFiY6hlDPz1QpFAqYmJigevXqghKJMWfOHNy5cwepqamIiIjA0KFD0axZM0yYMEF0tHJ34MABuLm5ISoqqtT75XKxobRjvAD5XIh69v8EhUIBCwsLmJubC0wkneKTJgoLC+Hq6oqjR49q76vIJ67Qv8eZbCICAKxevRrZ2dnYtGlTiSIrJiYG/fr1q/AFNlDyQ5OLiws+/vhjWRXZxZ3Wiw0cOBA9evSQVZGdn5+P27dvo3bt2qKjCDNs2DBcvHgRdnZ20Gg0uHTpEmrWrAlDQ0MEBgbC2dlZdERJHDlyRHvxsUqVKli1ahU8PT1lUWSfPXsWbm5uOH78eKn3y6XIbtOmDQ4ePIjExESoVCo4OjqiY8eOomNJpk6dOti4caP2+Ts5OeHTTz+FgYGB6GjlTqlU4urVq2jUqBFWrVqlHT937pys+hLQ38cim4gAAPXr10dqamqJcRMTE/zwww8CEonx7OydRqPB5cuXSxzbUtElJydrvy4urvLz8wUmkt69e/fg7u6OGjVqwMTERDsuhyXzxaytrREYGIh33nkHwNPmT4sXL8bEiRPh7++PrVu3Ck4ojeJCovgDdUFBgSyKCwAYMWIEAKBDhw5o3749jIyMBCcSY8WKFdizZw88PDyg0WiwbNkyXL58GUOGDBEdTRKzZs3C9evX0bNnT2g0Gmzfvh1//PEHJk2aJDpauZs4cSK++uorxMbGokmTJgCA+Ph4TJs2DQsWLBAbjvQal4sTkY4rV67A1tYWAJCdnY3bt2+jcePGglNJp3jvmUajgUKhQPXq1TF8+HBZdRP29fXVfq1QKFCtWjUMHDgQzZs3F5hKWteuXdPOXBkaGqJ9+/ZwdnZGvXr1REeTjIeHB6Kjo3XGvLy8sGPHDlktk1y+fDlSU1Nx9uxZ+Pn5YefOnejUqZNsCizgabF9+vRpuLq6wtPTEw4ODqIjScrDwwNbtmzRno2em5uLHj164KeffhKcTBqenp6IiorSXlxSqVTw8PCQzfN/XkFBAZRKpfb12Lx5M/r06SM4FekbzmQTkY5ffvkFK1euxNixY+Ht7Y3KlSujU6dO2rNiK7rt27eX6Cj+7PJ5Ofjuu++0V+yLnT59WkwYQZYtW4b8/Hz07t1be1b4pUuXZDFzU6xevXqYM2cOvLy8oFarERMTg/r16+PUqVOymckFgEGDBuHw4cOoU6cObt++DX9/f7i5uYmOJalFixYhOzsb8fHxWLFiBSZPnowuXbrg66+/Fh1NEhqNRltgA09XeCmV8vkIXVRUBJVKpW36VlRUpHPigNw8f3zXpk2bWGRTCfJ5hyCil7Jx40aEhYVh586d6NChAyZNmoTevXtX+CL79u3b0Gg0GDRoEFasWKHtpF5UVIQvv/xSFmeknjx5Emq1GpMnT0ZwcLD2NVCpVPj+++8RFxcnOKF0fv31V50/c3d3d3Tv3l1gIunNmjULixcvxujRo2FoaAgXFxdMnz4d+/fvx9SpU0XHK3epqalo1qwZkpOTYWpqCnd3d+19ycnJaN26tcB00jM3N0erVq1w584d3L59W1YX3pycnODv769tChoVFQVHR0fBqaTj4eEBPz8/fPTRRwCAXbt2ye798EW4KJhKwyKbiEqwtLTEwYMH4efnB6VSKYv9uIsWLcLx48eRkZGBfv36aceVSiVcXV3FBZPQsWPHkJSUhIyMDCxcuFA7rlQqZXeVvnbt2rh+/Trq168PALh7967szkM1NzcvtbmXp6engDTS27RpEwIDA7Fo0aIS9ykUCtkc3wQAYWFh2LVrFwoKCuDp6Ynly5fL6szwSZMmYcOGDYiKioJGo4GTk5Os3hOHDBmCpk2bIjExERqNBl999ZWstlD9FTZAo9JwTzYR6Rg3bhwePXqE3377DdHR0Rg7dizMzMxk0/xs+fLlGDRokOgYQkVFRcmma3BZfH19cfbsWTg4OECpVOLkyZOoWbMm3njjDQAV+3zc4v3W9vb2Oh8ei/sUpKWlCUwnvbS0NDRt2lR0DKF++OEHeHl5yfp1yM7ORlZWls5YnTp1BKWRVnp6OtauXYuxY8fijz/+QEhICMaNG6d9P5Q7OfWooJfHIpuIdKhUKpw6dQpNmjRB1apVsX//frRr167C7z8rblyyePHiUu8fPny4xImkFxISAn9/f3z77bel3j9jxgyJE4lT1rm4xeRyPi4BPXv2REFBATw8PODh4SHbY92io6O1HbXj4uJkdSFu5syZiIiI0PbrKL7gJJfTBnx9ffHRRx+hb9++KCgoQFRUFHbv3o2wsDDR0fQCi2wqTcX+1ExEf1thYSEOHDiAGTNmoKioCI6OjnBycqrwRTavNwLNmjUDwAIS4GsAAFlZWYiOjsbDhw91/n3I4YLTs7Zt24bffvsNu3btwqBBg2BpaQlPT098/PHHoqNJZs6cObhz5w5SU1MxcOBAbNu2DefPn5fFWeHA06P7Dh06hMqVK4uOIsSjR4/Qt29fAE+bfvXu3RsbN24UnEpaBQUFJRqeFatSpYrEaeh1ULE/NRPR3zZt2jSYmZlh+vTpAICIiAhMmTIFs2fPFpysfBV/gLCxsdE2tym2fv16EZEkV9zY6fmGPgqFQuesaJKHkSNHokqVKmjcuLHs9xw2aNAA/fv3x5tvvolVq1ZhxYoVsiqyjxw5gsjISPj4+KBKlSpYtWoVPD09ZVNk29nZoaCgQLZFtqmpKQ4ePKjdh52QkAAzMzPBqaTVqVMnuLm5wcfHB++++67OfRV5+xD9cyyyiUhHamoqdu7cqb0dEBCAbt26CUwkjdWrVyM7OxubNm3SObKrqKgI0dHROs3QKrphw4bh4sWLsLOzg0ajwaVLl1CzZk0YGhoiMDAQzs7OoiOSBO7evYtVq1aJjiHcnj17EBMTgzNnzsDV1RWTJ09Gy5YtRceSVPGRbcUXWwoKCmR1jJuXlxc6deqEJk2a6BxdJZfiatq0aRgzZgzGjRsH4GljyIp+4f15P/30E+Li4jBv3jzcu3cP3t7e8PT0RM2aNUVHIz3FIpuIdGg0GmRlZcHCwgLA0yWjcjgPs379+khNTS0xbmxsLJumb8Wsra0RGBiId955BwBw4cIFLF68GBMnToS/vz+2bt0qOCFJoWnTpjh//jzs7e1FRxEqOjoaXl5emDt3LoyMjETHEaL4TOxHjx5h9erV2Llzp6yOcJo+fTomTZokm0Znz7O3t0dMTAwePHgAIyMjmJuba+8r7uVR0ZmZmcHb2xve3t7Yu3cvgoKCsHjxYjg7O2P8+PHakyiIirHxGRHp2LZtG5YvXw43NzdoNBocOHAAgwYNQq9evURHk8SVK1dga2urM5aXlwdTU1NBiaTn4eGB6OhonTEvLy/s2LGDDV5kxMfHB+fPn0eNGjVgYmIiu2ZPzzp58iQuXryInj174tdff5XdGdlFRUU4duwYjh07BrVaDScnJ7i5uYmOJZni9z8qSS7/J1y/fh07d+5ETEwM6tSpgx49eqBTp05ITExEcHAw9uzZIzoi6RnOZBORDg8PDzx58gSPHz9G1apV4evrW+Gbnj3r8uXLGDVqFHJycqDRaKBWq5Gbm4vExETR0SRTr149zJkzB15eXlCr1YiJiUH9+vVx6tQpWS0RlbuyOu0DT7eVFDfKq+jWrFmD+Ph4ZGRkoEuXLggICECvXr3wxRdfiI4mmV69eiEyMhIffvih6ChCtGrVCv7+/mjXrp3OagY5dVgvi1zm6vr3748ePXogLCwMNjY22vH27dvj6NGjApORvuKnJSLS8fXXXyM6Ohp//PEHUlNTce7cORw/flx0LMnMnj0bEydOhK2tLebMmYMePXrIYk/6s2bNmgWVSoXRo0djwoQJUKvVmD59Ov744w9MnTpVdDySiI2NTak/AGDy5MmC00knMjIS//3vf2FmZoZq1aph69at2LZtm+hYkqpRowZOnDiBgoIC0VGEyM3Nhbm5OX755RccP35c+4Mgm6aIQ4cOxfDhw3UK7OKmqBMnThQVi/SYfKaniOilXL16Fbt37xYdQxgLCws4OTnhl19+wePHj+Hv748ePXqIjiUpc3PzUrsGe3p6CkhD+kgus1fA06Zfzx7dY2JiIos+Fc9KSUnBp59+CuBpUVW8dSAtLU1wMmnMmDGjzPu+++47BAYGSpiGpPRsU9Q7d+5ox1UqFWJiYmTVFJX+HhbZRKTjzTffxK1bt2Tb4MXU1BTXrl2Dra0tkpKS4OTkhMePH4uOJant27dj5syZyMrKAgDZfaCmvyaX2Svg6ZnpM2fORG5uLuLj47F582Y4OTmJjiWpF22XOXDggKz2Zz8vJSVFdAQqR2U1RTUxMZFdU1T6e1hkExEAwNfXFwqFAvfv34eHhwfs7e1leVTJqFGjsGDBAsyePRsrVqzA5s2bZdP0rdiSJUuwbt06NGnSRHQUIuHGjRuHiIgI2NnZISoqCu3bt0ffvn1Fx9IbixYtknWRLXfPNwqtaNzc3ODm5oauXbtW+OdKrxaLbCICAFkcwfEixRcZgKcztwMHDoSZmRlq165d6lXsisza2poFNtGfBg4ciLCwMBbWZZDT1gG5OnPmDE6ePIl+/fphyJAhOHfuHKZOnYrOnTtjzpw5ouOVq8GDByM0NBRffvllqSt45HjaAr0cFtlEBODpkkg5k/tFhmc1a9YMI0aMwAcffAATExPtODvpUjE5FVZ5eXm4ffs2ateuLTqKXpLT1gG5CgoKwtixYxEXFwdTU1NERkZi+PDh6Ny5s+ho5a54v/26desEJ6HXDYtsIiLwIsOzsrOzUblyZZw+fVpnnEW2/Fy4cEG7N79Y69atERISIiiR9B48eAB3d3eeF06lksMFJ7VajdatW2P06NHo1KkTateujaKiItGxJHHs2LEX3v9st3GiZ7HIJiIiHTNmzEBhYSGuXbuGoqIiNG7cWFZnpdNT33zzDVJTU2FlZaUdUygUWLt2LerVqycwmbRWrlxZ5n1yOi9czjZu3Ij/+7//K/U+FxcXidNIz8zMDGFhYUhMTERAQADWrFmDypUri44lib86qo0Xn6ksCo0cLsEREdFLS0lJwYgRI2BpaQm1Wo27d+9iyZIlaNGihehoJKGuXbsiJiZGdsdV/R0+Pj6IjIwUHUMob29vREVFiY5Rrrp3746YmBjRMYRJT0/Hli1b4OLigpYtW2L27Nnw9fVFrVq1REcj0lucmiAiIh1BQUGYP3++tqg+ffo0AgMDsXXrVsHJSEotWrTA9evX0ahRI9FR9JZc5in8/f1LbBH47LPPsGbNGmzevFlQKunUqlULfn5+aNGihU6fiuHDhwtMJZ3ff/8djo6OKCoqQnJyMtzc3JCZmYlKlSrBwsJCdLxyVdz4zN3dnY3P6G9hkU1ERDpycnJ0Zq3fe+895OfnC0xEIjg5OaF79+6wsrKCoaEh9yKXoqI3/Ro2bBjOnz+PjIwMdOjQQTuuUqm0jeCeLTorqvfee090BKGWLFmClJQUODs7Q6PRICkpCTY2NsjOzsbIkSPRvXt30RHLDRuf0T/FIpuIiHRUrVoV8fHx6NixIwBg7969sLS0FBuKJLdw4UKsWbMGderUER2FBJk5cyYePnyI4OBgTJ48WTuuVCpRo0YNgcmkNXz4cOTk5OD3339HkyZNkJeXh0qVKomOJRmNRoOdO3dq3wvS09MxceJErFu3Dr6+vhW6yC7uSWFjY4P9+/cjKSkJSqUSLi4ustiPT/+cgegARESkXwIDAxEaGgpHR0c4OjoiNDQU06ZNEx2LJFatWjU4ODjAxsZG5wfJh7m5OerWrYuFCxfi8ePHsLGxwS+//ILVq1fj/v37ouNJJiEhAV5eXhg6dCju3r0Ld3d3HDlyRHQsyWRkZOhcbLO2tkZGRgbMzc1ls2Vi7ty5WLlyJWxsbGBlZYWFCxciNDRUdCzSY5zJJiIiAICvr692+aupqSnq1q0LjUYDMzMzTJkyBWvXrhWckKRkb2+P3r17w8XFBUZGRtpxuexDTU5ORuvWrV/4GLkUGGPHjkWjRo2Qn5+PkJAQeHl5YcKECQgLCxMdTRLz5s3Dhg0b8OWXX8LKygrh4eH45ptv0LZtW9HRJNGyZUuMHj0aHh4eUKvV2LVrF95//338/PPPspnR//nnn7F9+3bte2GfPn3Qs2dPDB48WHAy0lcssomICMDT5kZExerUqSPrpeLTpk1DdHQ0evXqVWbTP7mcF37jxg0sXLgQs2bNQq9evTBo0CD07NlTdCzJqNVq1KxZU3v7rbfeEphGelOnTsXGjRuxefNmGBoawsXFBb1798bRo0cxa9Ys0fEkUbVqVTx58kS7daqwsBDm5uZiQ5FeY5FNREQAgDZt2oiOQHpELjPWZbGyskK7du3w4MEDnaZfzzaAk8t54UVFRbh//z727duHkJAQZGZmIi8vT3QsydSqVQsHDhyAQqFAVlYW1q9fL6sLUEqlEj4+PujYsaN29UZGRgbat28vOFn5+/bbbwE8vdDi5eUFd3d3GBoa4tChQzx5gV6I52QTERFRCfb29iW6Z1tZWeHgwYOCEklLrVbjzp07GDJkCJYuXVrifjntT4+OjsbChQvh7u6OiRMnonPnzhg5ciS6desmOpok7t27h+DgYBw7dgwajQaOjo6YPHmytilWRbds2TIsX74clpaWUCgUsjppIDIy8oX3+/j4SJSEXjcssomIiOiFCgsLER8fj9OnT2tnduTk4sWLSEpKgkqlgqOjI5o2bSo6klBFRUUoLCyEqamp6CiSUalUOH/+PJRKJezs7Cr88W3P6tixIyIiIlC9enXRUYR6+PAhcnNzodFoUFRUhBs3bsDZ2Vl0LNJTXC5OREREL2RkZISuXbti2bJloqNIbseOHQgJCUGHDh2g0WgwbNgwDB06FL169RIdTTJxcXFYsmQJcnJyoNFooFarkZubi8TERNHRJHH06FGMHz8eVlZWUKvVyMrKwoIFC/Duu++KjiaJ2rVro2rVqqJjCDVv3jysX78eKpUK1apVQ3p6Ot555x1s2bJFdDTSUyyyiYiIqISoqCjt1xqNBpcuXdLpMi4XYWFh2LJlC6pVqwYAGDJkCPz8/GRVZM+ePRtBQUFYtWoVhgwZgiNHjuDBgweiY0lmxowZWLlyJezt7QEAZ8+exZQpU7B9+3bByaTRoEEDfPLJJ3B0dISxsbF2XE59G2JiYnDw4EEEBwfjq6++wq1bt7Bq1SrRsUiPscgmIiKiEo4fP65zu1q1apg/f76gNOKo1WptgQ0A1atXl9VSYQCwsLCAk5MTfvnlFzx+/Bj+/v7o0aOH6FiSMTY21hbYANC8eXOBaaRnbW0Na2tr0TGEsrKygrm5ORo3bozz58+jU6dOmD17tuhYpMdYZBMREVEJM2bMEB1BL9jZ2SE4OFg7c71161adgksOTE1Nce3aNdja2iIpKQlOTk54/Pix6FiSeffddzFp0iT07t0bhoaG2LVrF2xsbJCcnAwAf3me+utOTjPWZTE3N0dUVBSaNWuG8PBwWFlZISsrS3Qs0mNsfEZEREQl7N69G8uXL8ejR490xuXQUfhZeXl5CAkJQWJiIjQaDZycnDB06FBZnZGbnJyM8PBwzJ49G5988gmuX7+OXr16Yfz48aKjScLX17fM+xQKBdauXSthGun4+PggMjKyxEkDxd3F09LSBKaTVnp6Onbt2oUBAwbghx9+wLFjxzB48GB89NFHoqORnmKRTURERCW4ublh1qxZJc4DltPRVX9l8ODBCA0NFR2j3Pj6+mqLq+LCSqPR4NGjR7C0tKywxeXfsWjRIowYMUJ0DMkVFBTo7M8mIl1cLk5EREQlvPnmm2jVqhUMDAxER9Fb6enpoiOUK39/f9ER9N6BAwcqfJHdp08fbN68WXtbrVajZ8+eiI6OFphKGsWz+M9eZHr2ZznN5tPfwyKbiIiIShgwYAD8/PzQunVrGBoaase5P/N/KnoDtDZt2oiOoPcq8oJQPz8/JCUlAdAtNg0NDdGhQwfB6aRx/vx50RHoNcUim4iIiEqYP38+mjZtqlNgE5GuinyhpXg7QFBQECZPniw4jRibN29Gnz59sHjx4lLv50VHKguLbCIiIipBpVKxwzgRYdiwYTh27BhcXFwQGhqK1NRUjBw5Era2tqKjlbuKvFKByheLbCIiIirB1dUV4eHh+PDDD2FkZKQdf74RmpzxAzjJwZgxY+Dm5gbg6akDn332GQICArB+/XrBycpf3759AZScsdZoNLhx44aISPSaYJFNREREJcTGxgIAwsLCtGMKhUJ2R3jNnz8fo0aNKvU+b29vacOQ3pHDbO6jR4/w6aefIjAwED4+PvD29pZdZ/nw8HDMmzcPubm52rG6deti7969AlORPmORTURERCXs379fdAS9cODAAXz99del7r39/PPPpQ9Ekjtz5gxOnjyJfv36YciQITh37hymTp2Kzp07Y86cOaLjlTu1Wo2UlBTEx8cjPDwcaWlpKCoqEh1LUmFhYdixYwcWLFiAUaNGISkpCUePHhUdi/QYi2wiIiLSCgkJgb+/P7799ttS75fbPm1LS0t06dIFzZo1g4mJiXZcbq+DnAUFBWHs2LGIi4uDqakpIiMjMXz4cHTu3Fl0NEmMHTsWs2bNQv/+/VGvXj307t0bEyZMEB1LUjVq1EC9evVgZ2eHixcvokePHggPDxcdi/QYi2wiIiLSatasGQAe31TMx8dHdAQSTK1Wo3Xr1hg9ejQ6deqE2rVry2om19nZGc7OztrbERERAtOIYWZmhsTERNjZ2SE+Ph7NmzdHVlaW6FikxxQadu0gIiKiUmRnZ+Px48c6Db7k2Pjsxo0buHz5Mtq2bYvbt2+jXr16oiORhHx9feHm5oawsDDs2rULUVFR2LNnT4Vv/OXj44PIyEjtGdnA/5r9KRQKpKWliYwnqUuXLmHLli2YMGECRo4ciYSEBAwfPpxbRqhMLLKJiIiohNDQUISGhsLS0hIKhQIajUaWjc9iY2OxdOlS5OXlYdOmTfD09MS4cePg5eUlOhpJJD09HVu2bIGLiwtatmyJ2bNnw9fXF7Vq1RIdjSQSHx+P9u3b65y0QPQiLLKJiIiohI4dOyIiIgLVq1cXHUUoHx8frFu3Dp9++imioqKQkZGB/v37Y9euXaKjkUQGDRoENzc3uLm5yaqwXrx48Qvvf/5Yq4psxIgROH36NFxdXeHp6QkHBwfRkUjPGYgOQERERPqndu3aqFq1qugYwhkYGMDc3Fx728rKCgYG/PgkJ8OGDcPdu3fh7+8PHx8fLFiwAL/++qvoWCShRYsWITY2Fi1btsSKFSvQpUsXLFiwQHQs0mNsfEZEREQlNGjQAJ988gkcHR1hbGysHZfT7BUANG7cGOHh4VCpVEhLS8OGDRtgb28vOhZJqEWLFmjRogX69euH3bt3Y9myZVi5ciVSUlJERytXL/NvffDgwQgNDZUgjXjm5uZo1aoV7ty5g9u3b+P06dOiI5EeY5FNREREJVhbW8Pa2lp0DOECAgKwdOlSmJiYYOLEiXBycsL48eNFxyIJTZ06FSdPnoShoSFat26NKVOmsPv+n9LT00VHkERYWBhiY2ORn58PT09PLF++XFZbB+jvY5FNREREJchtxroslSpVwogRI/DRRx/ByMgIDRo0gKGhoehYJKGsrCxoNBo0bNgQtra2aNSoEapUqSI6ll4o7jpe0aWnp6N79+6wtLQEABw9ehQ3btzAyJEjxQYjvcUim4iIiLRKO7anmEKhwLlz5wQlEyMpKQnjxo1D9erVodFo8OTJE8ydOxfNmzcXHY0kMnfuXADAlStXkJCQgCFDhiAnJweHDx8WnIykcvXqVZw7dw6///47HBwckJycjPfee090LNJjLLKJiIhIKzIyEsDTmZpdu3YhKytLcCKxfvjhB4SGhsLOzg4AcPbsWUydOhVbt24VnIykcvXqVSQkJCAhIQFpaWlo0aIF2rdvLzoWSei3337Dnj17EBwcjJ49e2LcuHGcxaYXYpFNREREJQwaNAh2dnaoU6eO6CjCFRfYANC8eXMUFRUJTENSGzlyJNzc3PD555+jZcuW7C7/DLmcBFyjRg0oFAo0bNgQFy5cgLe3NwoKCkTHIj3GIpuIiIhKNX36dNERhElOTgYANGzYEAEBAejVqxeUSiWio6O5VFxmoqOjceLECVy6dAnvvvsufv31V7Ru3Vp0LMkcPXoUH3zwgc7Ynj170KlTJ3h7e4sJJbHGjRsjMDAQ//d//4cxY8YgIyMDhYWFomORHlNo5HIJioiIiF7a0qVL8cYbb8DJyUmn0ZdcZrZ9fX3LvE+hUGDt2rUSpiGR1qxZg/j4eGRkZGDTpk345JNP0KtXL3zxxReio5Wr2NhYFBQUYNGiRRgxYoR2vLCwEMuXL8fevXsFppNWUVERTp06BQcHB+zbtw8JCQno3bs3mjRpIjoa6SkW2URERFTCrFmzsHHjRlSrVk07plAosG/fPoGpiKTn7e2NiIgI9O7dG1FRUXjy5Ak+/vhjxMbGio5WriIiInDq1Cns378f7u7u2nFDQ0O4uLigW7duAtMR6TcuFyciIqIS9uzZg4SEBJiamoqOItSJEyewZs0aPHr0SGecM9nyYWBgAGNjY+1tExMTWRzj1rt3b/Tu3RsJCQlwdnbWjmdnZ8Pc3FxgMiL9xyKbiIiISqhXrx4ePXok+yJ7woQJGD58uGyWyVNJbdq0wcyZM5Gbm4v4+Hhs3rwZTk5OomNJJjc3F7Nnz8bQoUPRq1cv3L9/HyNGjEC/fv1ERyPSW1wuTkRERCUMGDAAZ86cQePGjWFkZKQdl9sMbr9+/bB+/XrRMUggtVqNiIgIHDt2DGq1Gk5OTujbty+USnnMVfXs2ROzZs3CL7/8ghMnTiAgIAC+vr7Yvn276GhEekse7w5ERET0twwZMkR0BL3g6+uLMWPGwMnJSaeokktXZTnLzMxEzZo1cefOHbRr1w7t2rXT3peRkSGr1Q22traYN28ePD09UblyZXbWJvoLnMkmIiIiKoOfnx8AwMbGRmd8xowZIuKQhAYPHozQ0FC4u7tDoVBAo9Ho/CyXJoCDBw9G3bp1sXfvXuzevRuLFi3CtWvXEBoaKjoakd5ikU1ERERUhq5du+Knn34SHYMEun//PqpXry46hjDZ2dmIj49Hy5Yt8eabb2L9+vXw8vJi8zOiFzAQHYCIiIhIXzk4OODAgQNQqVSio5AgPj4+GDx4MGJjY5Gfny86juQqV66MJ0+eYM6cORg6dChUKhUqVaokOhaRXuNMNhEREVEZ2rZti7t37+qMKRQKpKWlCUpEUlOr1UhMTERMTAwSExPRpk0beHl56RxrVZHNnDkT169fR8+ePaHRaLB9+3bY2Nhg0qRJoqMR6S0W2UREREREL+H48ePaovPkyZOi40jC09MTUVFRMDB4ugBWpVLBw8OD2yiIXoDdxYmIiIjKsHjx4lLHhw8fLnESEiU1NRUxMTGIj49HgwYN0L9/f/znP/8RHUsyRUVFUKlUMDY21t42NDQUnIpIv7HIJiIiInoJhYWFOHz4MFq0aCE6Cknou+++g5eXFzZu3Ig33nhDdBzJeXh4wM/PDx999BEAYNeuXdqviah0XC5ORERE9JIKCgowYMAAhIeHi45CErpx4wYuX76MDz/8ELdu3UK9evVER5LUwYMHkZiYCI1GAycnJ7i6uoqORKTX2F2ciIiI6CU9efIEt27dEh2DJBQbG4uvvvoKQUFBePjwIfr27YsdO3aIjiWpunXrokOHDujQoQMqV66M5ORk0ZGI9BqXixMRERGVwd3dHQqFAgCg0WiQlZWFL774QnAqktKKFSuwceNGfPrpp6hRowYiIyPRv39/eHl5iY4mie+++w6HDh3Cm2++qR1TKBRYu3atwFRE+o1FNhEREVEZwsLCcOTIETx8+BAAYGFhAQsLC7GhSFIGBgYwNzfX3raystJ22paDhIQE7N27V9v4jIj+GotsIiIiojLMnz8ft27dgq2tLRQKBW7evAkA8Pb2FhuMJNO4cWOEh4dDpVIhLS0NGzZsgL29vehYkqlduzby8/NZZBP9DSyyiYiIiMpw4cIF7N69W3QMEignJwfp6ekwMTHBxIkT4eTkhPHjx4uOVe6+/fZbAE+P7PLy8oKDg4PO0V0zZswQFY1I77HIJiIiIiqDra0tMjIyYGVlJToKCXLz5k1Mnz4do0ePFh1FUm3atNH5mYheHotsIiIiojLk5eWhS5cuaNKkic5yWTZ9kg8DAwO4u7ujYcOGMDEx0Y5X9L8DPj4+L/WYyMhICdIQvV5YZBMRERGVYfDgwaIjkGBjx44VHUFvaTQa0RGI9BKLbCIiIqIycKks8e9A2YqPtyMiXfI5f4CIiIiIiIionLHIJiIiIiIiInpFWGQTEREREdHfxj3ZRKVjkU1ERERERH/boEGDREcg0ksKDS9BERERERHRM+zt7XUamymVShgYGKCgoADm5uZITk4WmI5Iv7G7OBERERER6Th//jwAYMqUKWjZsiU8PT2hUCgQFxeHw4cPC05HpN+4XJyIiIiIiEp15swZeHl5aWe1O3fujLNnzwpORaTfWGQTEREREVGpzMzMsG3bNuTk5CA7Oxvr16+HpaWl6FhEeo17somIiIiIqFQ3b95EYGAgjh8/DgMDA7i4uGDy5MmwtrYWHY1Ib7HIJiIiIiKiF3r48CFnsIleEpeLExERERFRqdLS0tClSxd4e3sjPT0d//nPf5Camio6FpFeY5FNRERERESlCgoKwpIlS2BpaQlra2t8//33mDJliuhYRHqNRTYREREREZUqNzcXtra22tsffPABCgoKBCYi0n8ssomIiIiIqFSWlpY4f/689givnTt3omrVqoJTEek3Nj4jIiIiIqJS/f777xg/fjzOnj0LU1NT1K9fH3PmzEHDhg1FRyPSW0rRAYiIiIiISD/l5+dj48aNyMnJgVqthrm5OU6fPi06FpFeY5FNREREREQ6Tp48CbVajcmTJyM4OBjFi19VKhW+//57xMXFCU5IpL9YZBMRERERkY5jx44hKSkJGRkZWLhwoXZcqVSiT58+ApMR6T/uySYiIiIiolJFRUXB29tbdAyi1wqLbCIiIiIiKtXVq1exYcMG5OTkQKPRQK1W48aNG1i/fr3oaER6i0d4ERERERFRqUaNGgULCwukpaWhadOmuHfvHho3biw6FpFe455sIiIiIiIqlVqtxogRI6BSqfD222+jb9++6Nu3r+hYRHqNM9lERERERFQqMzMzFBQUoEGDBkhNTYWxsTHy8/NFxyLSayyyiYiIiIioVJ6enhgyZAhcXV0RHh6OgQMHwtraWnQsIr3GxmdERERERFSm7OxsmJub486dOzh79izatm0LMzMz0bGI9BaLbCIiIiIi0rF48eIX3j98+HCJkhC9frhcnIiIiIiIiOgV4Uw2ERERERER0SvCI7yIiIiIiKhU9vb2UCgUOmNWVlY4ePCgoERE+o9FNhERERERler8+fParwsLCxEfH4/Tp0+LC0T0GuCebCIiIiIi+ktGRkbo2rUrEhMTRUch0mucySYiIiIiolJFRUVpv9ZoNLh06RKMjIzEBSJ6DbDIJiIiIiKiUh0/flzndrVq1TB//nxBaYheD+wuTkREREREZTp37hzefvttPH78GCkpKXB2dhYdiUivcU82ERERERGVau7cuZgzZw4AIDc3Fz/++CNCQkIEpyLSb5zJJiIiIiKiUnXv3h07duyAoaEhAEClUsHHxwfR0dGCkxHpL85kExERERFRqVQqFfLy8rS3CwsLBaYhej2w8RkREREREZWqb9++6NGjB9zd3QEAhw4dQr9+/QSnItJvXC5ORERERERlOnPmDE6cOAGlUgkHBwe8/fbboiMR6TUW2UREREREpOPZ87FL4+3tLUkOotcRl4sTEREREZGO58/Hfh6LbKKycSabiIiIiIheWl5eHkxNTUXHINJbnMkmIiIiIqJSxcXFYcmSJcjJyYFGo4FarUZeXh4SEhJERyPSWyyyiYiIiIioVLNnz0ZQUBBWrVqFIUOG4MiRI3jw4IHoWER6jedkExERERFRqSwsLODk5IQWLVrg8ePH8Pf3x+nTp0XHItJrLLKJiIiIiKhUpqamuHbtGmxtbZGUlISCggI8fvxYdCwivcYim4iIiIiISjVq1CgEBgbCzc0NiYmJaNOmDTp27Cg6FpFeY5FNRERERESlSktLw/3792FsbIwFCxbA2toa9evXFx2LSK/xCC8iIiIiIipV9+7dsWXLFpiZmQEAcnNz0bt3b0RHRwtORqS/OJNNRERERESlKiwshJGRkfb2s18TUel4hBcREREREZWqY8eO+Oyzz9C1a1cAwJ49e9ChQwfBqYj0G5eLExERERFRmXbv3o3k5GQolUq0bt2ajc+I/gKLbCIiIiIiIqJXhHuyiYiIiIiIiF4RFtlERERERERErwiLbCIiIiIiIqJXhEU2ERERERER0SvCIpuIiIiIiIjoFfl/1FkKkxxe7owAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1152x432 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": 15,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Feature correlation with the price')"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 576x864 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": 16,
-   "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 # with regard to their correlation with price. \n",
-    "# are examined with regard to their correlation with the price."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "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": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "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",
-    "print(\"Correlation value between last_review and {}:\".format(temp_test_date.corr().iloc[4:5,7]))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[<AxesSubplot:title={'center':'id'}>,\n",
-       "        <AxesSubplot:title={'center':'host_id'}>,\n",
-       "        <AxesSubplot:title={'center':'latitude'}>],\n",
-       "       [<AxesSubplot:title={'center':'longitude'}>,\n",
-       "        <AxesSubplot:title={'center':'price'}>,\n",
-       "        <AxesSubplot:title={'center':'minimum_nights'}>],\n",
-       "       [<AxesSubplot:title={'center':'number_of_reviews'}>,\n",
-       "        <AxesSubplot:title={'center':'last_review'}>,\n",
-       "        <AxesSubplot:title={'center':'reviews_per_month'}>],\n",
-       "       [<AxesSubplot:title={'center':'calculated_host_listings_count'}>,\n",
-       "        <AxesSubplot:title={'center':'availability_365'}>,\n",
-       "        <AxesSubplot:>]], dtype=object)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1800x1800 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "raw_data.hist(figsize=(25,25), bins=100)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Consideration: Kategorische Variablen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# The consideration of the categorical variables (including longitude and latitude) follows."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Viewing: neighbourhood_group und Preis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "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": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data['neighbourhood_group'].describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "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": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data['neighbourhood_group'].unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "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: neighbourhood_group, dtype: int64"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data['neighbourhood_group'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\du-wa\\AppData\\Local\\Temp/ipykernel_26192/3425726677.py:2: FutureWarning: The default value of regex will change from True to False in a future version.\n",
-      "  raw_data.neighbourhood_group = raw_data.neighbourhood_group.str.replace(\"Charlottenburg-Wilm.\", \"Charlottenburg-Wilmersdorf\")\n"
-     ]
-    }
-   ],
-   "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": 25,
-   "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": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data['neighbourhood_group'].unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Consideration of the price median related to the city districts.\n",
-    "# The geojson file used here I uploaded on my github.\n",
-    "# https://github.com/LeaCorinna/AI"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "berlin_lat = raw_data.latitude.mean()\n",
-    "berlin_long = raw_data.longitude.mean()\n",
-    "colors = [\"#3333DD\", \"#B00000\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
-      ],
-      "text/plain": [
-       "<folium.folium.Map at 0x1d1b1d610a0>"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_map = fm.Map(location=[berlin_lat, berlin_long], zoom_start=11)\n",
-    "\n",
-    "belin_boroughs = \"https://raw.githubusercontent.com/LeaCorinna/AI/main/berlin.geojson\"\n",
-    "berlin_price = raw_data.groupby(by=\"neighbourhood_group\").median().reset_index()\n",
-    "\n",
-    "fm.Choropleth(\n",
-    "    geo_data=belin_boroughs,\n",
-    "    name='choropleth',\n",
-    "    data=berlin_price,\n",
-    "    columns=['neighbourhood_group', 'price'],\n",
-    "    key_on='feature.properties.name',\n",
-    "    fill_color='RdBu_r',\n",
-    "    fill_opacity=0.7,\n",
-    "    line_opacity=0.2,\n",
-    "    legend = \"Median Price (Euro)\"\n",
-    ").add_to(berlin_map)\n",
-    "\n",
-    "fm.LayerControl().add_to(berlin_map)\n",
-    "\n",
-    "berlin_map"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Consideration of the price average related to the city districts.\n",
-    "# The geojson file used here I uploaded on my github.\n",
-    "# https://github.com/LeaCorinna/AI"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
-      ],
-      "text/plain": [
-       "<folium.folium.Map at 0x1d1b1320d60>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_map = fm.Map(location=[berlin_lat, berlin_long], zoom_start=11)\n",
-    "\n",
-    "belin_boroughs = \"https://raw.githubusercontent.com/LeaCorinna/AI/main/berlin.geojson\"\n",
-    "berlin_price = raw_data.groupby(by=\"neighbourhood_group\").mean().reset_index()\n",
-    "\n",
-    "fm.Choropleth(\n",
-    "    geo_data=belin_boroughs,\n",
-    "    name='choropleth',\n",
-    "    data=berlin_price,\n",
-    "    columns=['neighbourhood_group', 'price'],\n",
-    "    key_on='feature.properties.name',\n",
-    "    fill_color='RdBu_r',\n",
-    "    fill_opacity=0.7,\n",
-    "    line_opacity=0.2,\n",
-    "    legend = \"Mean Average Price (Euro)\"\n",
-    ").add_to(berlin_map)\n",
-    "\n",
-    "fm.LayerControl().add_to(berlin_map)\n",
-    "\n",
-    "berlin_map"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Looking at absolute price differences across neighborhoods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='neighbourhood_group', ylabel='price'>"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 2880x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(40,10))\n",
-    "sns.barplot(x=raw_data['neighbourhood_group'], y=raw_data['price'], palette=sns.color_palette('magma', n_colors=12))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Viewing: Viertel und Preis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "count                    22552\n",
-       "unique                     136\n",
-       "top       Tempelhofer Vorstadt\n",
-       "freq                      1325\n",
-       "Name: neighbourhood, dtype: object"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.neighbourhood.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "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": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Determine the average area per neighborhood\n",
-    "raw_data.groupby('neighbourhood').price.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='price', ylabel='neighbourhood'>"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1008x7200 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 und neughborhood_group"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='room_type'>"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = [\"purple\", \"green\", \"lightblue\"]\n",
-    "raw_data.groupby(by=\"room_type\").count().id.plot(kind=\"bar\", color=colors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "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": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.groupby('room_type')\n",
-    "raw_data.groupby('room_type').price.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1944x648 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(raw_data.neighbourhood_group,hue=raw_data[\"room_type\"], palette=sns.color_palette('magma', n_colors=3))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.jointplot(x=\"room_type\", y=\"price\", data=raw_data)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\du-wa\\AppData\\Local\\Temp/ipykernel_26192/606403850.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"
-     ]
-    },
-    {
-     "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
-      ],
-      "text/plain": [
-       "<folium.folium.Map at 0x1d1b52e9130>"
-      ]
-     },
-     "execution_count": 40,
-     "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": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\du-wa\\AppData\\Local\\Temp/ipykernel_26192/3755830379.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": {
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-       "<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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
-      ],
-      "text/plain": [
-       "<folium.folium.Map at 0x1d1b92fefd0>"
-      ]
-     },
-     "execution_count": 41,
-     "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": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\du-wa\\AppData\\Local\\Temp/ipykernel_26192/2793628682.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": {
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-       "<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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
-      ],
-      "text/plain": [
-       "<folium.folium.Map at 0x1d1b9503370>"
-      ]
-     },
-     "execution_count": 42,
-     "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 Datenbereinigung\n",
-    "\n",
-    "Hier sollten die ersten Lesefehler korrigiert werden, bevor die eigentliche Datenaufbereitung erfolgt."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Fehlende Werte"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "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": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "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": 44,
-     "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": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(22552, 12)"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# format of the DataFrame\n",
-    "data_no_mv.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\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": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_no_mv.describe(include ='all')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Duplikate prüfen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "id                                0.0\n",
-       "host_id                           0.0\n",
-       "neighbourhood_group               0.0\n",
-       "neighbourhood                     0.0\n",
-       "latitude                          0.0\n",
-       "longitude                         0.0\n",
-       "room_type                         0.0\n",
-       "price                             0.0\n",
-       "minimum_nights                    0.0\n",
-       "number_of_reviews                 0.0\n",
-       "calculated_host_listings_count    0.0\n",
-       "availability_365                  0.0\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 47,
-     "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": [
-    "### Falsche Werte"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "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": 49,
-   "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>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": 49,
-     "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": 50,
-   "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": 51,
-   "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",
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-       "\n",
-       "    .dataframe thead th {\n",
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-       "    }\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>2.254200e+04</td>\n",
-       "      <td>2.254200e+04</td>\n",
-       "      <td>22542</td>\n",
-       "      <td>22542</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542.000000</td>\n",
-       "      <td>22542.000000</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>5493</td>\n",
-       "      <td>1324</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>11528</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>1.571401e+07</td>\n",
-       "      <td>5.403000e+07</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>52.509825</td>\n",
-       "      <td>13.406102</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>67.162097</td>\n",
-       "      <td>6.937583</td>\n",
-       "      <td>17.839899</td>\n",
-       "      <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",
-       "      <td>NaN</td>\n",
-       "      <td>8.000000</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>8.065068e+06</td>\n",
-       "      <td>9.236164e+06</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>52.489064</td>\n",
-       "      <td>13.375412</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>1.686508e+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",
-       "      <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>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       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",
-       "std                           3.666631        119.356156  \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": 51,
-     "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": [
-    "### Implementierung: Iterative Merkmalsauswahl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "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>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": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_no_mv.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "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": 54,
-   "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": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_feature_auswahl.head()"
-   ]
-  },
-  {
-   "cell_type": "raw",
-   "metadata": {},
-   "source": [
-    "## Distribution"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Ausreißer "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "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": [
-    "#### Preis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "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": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Preisverteilung')"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.distplot(data_feature_auswahl['price'])\n",
-    "plt.title(\"Preisverteilung\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Preisverteilung (99%)')"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 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": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "qqplot(data_1['price'], line='s')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Preisverteilung (95%)')"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## 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": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "qqplot(data_2['price'], line='s')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 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": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Verteilung der host listings')"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.distplot(data_2['calculated_host_listings_count'])\n",
-    "plt.title(\"Verteilung der host listings\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Preisverteilung')"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 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": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 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": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Verteilung: Unterkunftverfügbarkeit')"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.distplot(data_3['availability_365'])\n",
-    "plt.title(\"Verteilung: Unterkunftverfügbarkeit\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Preisverteilung')"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 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": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "qqplot(data_4['availability_365'], line='s')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "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": 69,
-     "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 Index zurücksetzen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "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": 70,
-     "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": 71,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(19820, 5)"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "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": 72,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 3.2 Überprüfung der OLS-Annahmen"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 3.2.1 Annahme der Linearität"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Check linearity of price and calculated_host_listings_count"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1d1b5439850>"
-      ]
-     },
-     "execution_count": 74,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(berlin_airbnb['calculated_host_listings_count'],berlin_airbnb['price'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1d1b5315d60>"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(berlin_airbnb['availability_365'],berlin_airbnb['price'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "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": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>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": 77,
-     "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": 78,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1d1b550a1c0>"
-      ]
-     },
-     "execution_count": 78,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(berlin_airbnb['calculated_host_listings_count'],berlin_airbnb['log_price'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1d1b5530370>"
-      ]
-     },
-     "execution_count": 79,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(berlin_airbnb['availability_365'],berlin_airbnb['log_price'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "berlin_airbnb = berlin_airbnb.drop(['price'], axis=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 3.2.2 Annahme \"Keine Multikollinearität\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['neighbourhood_group', 'room_type',\n",
-       "       'calculated_host_listings_count', 'availability_365', 'log_price'],\n",
-       "      dtype=object)"
-      ]
-     },
-     "execution_count": 81,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb.columns.values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "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": 82,
-     "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": 83,
-   "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": 83,
-     "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 Dummy-Variablen erstellen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "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": 84,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#berlin_airbnb_with_dummies = berlin_airbnb.drop(['availability_365','minimum_nights'], axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "berlin_airbnb_with_dummies=pd.get_dummies(berlin_airbnb, drop_first=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "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>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2.833213</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1</td>\n",
-       "      <td>220</td>\n",
-       "      <td>4.499810</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1</td>\n",
-       "      <td>297</td>\n",
-       "      <td>3.258097</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>26</td>\n",
-       "      <td>3.737670</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</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                                             0   \n",
-       "1                                             0   \n",
-       "2                                             0   \n",
-       "3                                             0   \n",
-       "4                                             0   \n",
-       "\n",
-       "   neighbourhood_group_Lichtenberg  neighbourhood_group_Marzahn-Hellersdorf  \\\n",
-       "0                                0                                        0   \n",
-       "1                                0                                        0   \n",
-       "2                                0                                        0   \n",
-       "3                                0                                        0   \n",
-       "4                                0                                        0   \n",
-       "\n",
-       "   neighbourhood_group_Mitte  neighbourhood_group_Neukölln  \\\n",
-       "0                          1                             0   \n",
-       "1                          0                             0   \n",
-       "2                          0                             0   \n",
-       "3                          0                             0   \n",
-       "4                          0                             0   \n",
-       "\n",
-       "   neighbourhood_group_Pankow  neighbourhood_group_Reinickendorf  \\\n",
-       "0                           0                                  0   \n",
-       "1                           1                                  0   \n",
-       "2                           1                                  0   \n",
-       "3                           0                                  0   \n",
-       "4                           1                                  0   \n",
-       "\n",
-       "   neighbourhood_group_Spandau  neighbourhood_group_Steglitz-Zehlendorf  \\\n",
-       "0                            0                                        0   \n",
-       "1                            0                                        0   \n",
-       "2                            0                                        0   \n",
-       "3                            0                                        0   \n",
-       "4                            0                                        0   \n",
-       "\n",
-       "   neighbourhood_group_Tempelhof-Schöneberg  \\\n",
-       "0                                         0   \n",
-       "1                                         0   \n",
-       "2                                         0   \n",
-       "3                                         1   \n",
-       "4                                         0   \n",
-       "\n",
-       "   neighbourhood_group_Treptow-Köpenick  room_type_Private room  \\\n",
-       "0                                     0                       0   \n",
-       "1                                     0                       1   \n",
-       "2                                     0                       0   \n",
-       "3                                     0                       1   \n",
-       "4                                     0                       1   \n",
-       "\n",
-       "   room_type_Shared room  \n",
-       "0                      0  \n",
-       "1                      0  \n",
-       "2                      0  \n",
-       "3                      0  \n",
-       "4                      0  "
-      ]
-     },
-     "execution_count": 87,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb_with_dummies.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(19820, 16)"
-      ]
-     },
-     "execution_count": 88,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb_with_dummies.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 89,
-   "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": 89,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "berlin_airbnb_with_dummies.columns.values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 90,
-   "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": 91,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "lin_reg_berlin_airbnb_with_dummies = berlin_airbnb_with_dummies[cols]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "\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>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>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2.833213</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4.499810</td>\n",
-       "      <td>1</td>\n",
-       "      <td>220</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3.258097</td>\n",
-       "      <td>1</td>\n",
-       "      <td>297</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>1</td>\n",
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3.737670</td>\n",
-       "      <td>1</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>0</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                                             0   \n",
-       "1                                             0   \n",
-       "2                                             0   \n",
-       "3                                             0   \n",
-       "4                                             0   \n",
-       "\n",
-       "   neighbourhood_group_Lichtenberg  neighbourhood_group_Marzahn-Hellersdorf  \\\n",
-       "0                                0                                        0   \n",
-       "1                                0                                        0   \n",
-       "2                                0                                        0   \n",
-       "3                                0                                        0   \n",
-       "4                                0                                        0   \n",
-       "\n",
-       "   neighbourhood_group_Mitte  neighbourhood_group_Neukölln  \\\n",
-       "0                          1                             0   \n",
-       "1                          0                             0   \n",
-       "2                          0                             0   \n",
-       "3                          0                             0   \n",
-       "4                          0                             0   \n",
-       "\n",
-       "   neighbourhood_group_Pankow  neighbourhood_group_Reinickendorf  \\\n",
-       "0                           0                                  0   \n",
-       "1                           1                                  0   \n",
-       "2                           1                                  0   \n",
-       "3                           0                                  0   \n",
-       "4                           1                                  0   \n",
-       "\n",
-       "   neighbourhood_group_Spandau  neighbourhood_group_Steglitz-Zehlendorf  \\\n",
-       "0                            0                                        0   \n",
-       "1                            0                                        0   \n",
-       "2                            0                                        0   \n",
-       "3                            0                                        0   \n",
-       "4                            0                                        0   \n",
-       "\n",
-       "   neighbourhood_group_Tempelhof-Schöneberg  \\\n",
-       "0                                         0   \n",
-       "1                                         0   \n",
-       "2                                         0   \n",
-       "3                                         1   \n",
-       "4                                         0   \n",
-       "\n",
-       "   neighbourhood_group_Treptow-Köpenick  room_type_Private room  \\\n",
-       "0                                     0                       0   \n",
-       "1                                     0                       1   \n",
-       "2                                     0                       0   \n",
-       "3                                     0                       1   \n",
-       "4                                     0                       1   \n",
-       "\n",
-       "   room_type_Shared room  \n",
-       "0                      0  \n",
-       "1                      0  \n",
-       "2                      0  \n",
-       "3                      0  \n",
-       "4                      0  "
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "lin_reg_berlin_airbnb_with_dummies.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "editable": true,
-    "include": true,
-    "paragraph": "Modeling",
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "# 4. Modellierung und Evaluation\n",
-    "\n",
-    "Residuen geben Auskunft darüber, wie genau die abhängige Variable in einer Regression geschätzt werden kann. Sie geben an, wie weit der vorhergesagte Wert mit dem tatsächlichen Wert übereinstimmt. Je kleiner die Residuen sind, desto besser."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 4.1 Multiple lineare Regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "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 Skalierung"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scaler = StandardScaler()\n",
-    "scaler.fit(inputs)\n",
-    "input_scaled = scaler.transform(inputs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Train Test Split (= präsentiert Overfitting) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "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": [
-    "### Produktion von Regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 96,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "LinearRegression()"
-      ]
-     },
-     "execution_count": 96,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "reg = LinearRegression()\n",
-    "reg.fit(x_train,y_train)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 97,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "y_hat = reg.predict(x_train)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 98,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 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": 99,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Intercept:\n",
-      " 3.781225116168546\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\" Intercept:\\n\", reg.intercept_) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "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": 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>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": 101,
-     "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": 102,
-   "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": 103,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Train Performance\n",
-      "R2:   0.37528899462129495\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": 104,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Residuals')"
-      ]
-     },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 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": 105,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "y_hat_test = reg.predict(x_test)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 106,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 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 wert"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
-   "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": 108,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Test Performance\n",
-      "R2:    0.374654184475112\n"
-     ]
-    }
-   ],
-   "source": [
-    "R_2=reg.score(x_test, y_test)\n",
-    "print('Test Performance')\n",
-    "print('R2:   ',R_2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Mittlerer absoluter Fehler"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "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": 110,
-   "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": [
-    "#### Mittlerer quadratischer Fehler"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "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": 112,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MSE:  0.15559724128358376\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"MSE: \", mean_squared_error(y_test,  y_hat_test))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Vorhersagen, Zielvorgaben, Residuen, Differenz% "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Predictions</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
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-       "      <th>0</th>\n",
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-       "      <td>35.460856</td>\n",
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-       "      <th>3</th>\n",
-       "      <td>35.259933</td>\n",
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-       "      <th>4</th>\n",
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-       "</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": 113,
-     "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": 114,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#df_pf['Targets']=np.exp(y_test)\n",
-    "#df_pf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
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-       "      <th></th>\n",
-       "      <th>Predictions</th>\n",
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-       "      <td>35.259933</td>\n",
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-       "      <td>38.419789</td>\n",
-       "      <td>55.0</td>\n",
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-       "    <tr>\n",
-       "      <th>3960</th>\n",
-       "      <td>61.810220</td>\n",
-       "      <td>35.0</td>\n",
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-       "    <tr>\n",
-       "      <th>3961</th>\n",
-       "      <td>34.471874</td>\n",
-       "      <td>15.0</td>\n",
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-       "    <tr>\n",
-       "      <th>3962</th>\n",
-       "      <td>31.783167</td>\n",
-       "      <td>35.0</td>\n",
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-       "    <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": 115,
-     "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": 116,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Predictions</th>\n",
-       "      <th>Targets</th>\n",
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-       "    </tr>\n",
-       "  </thead>\n",
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-       "      <th>0</th>\n",
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-       "      <th>3</th>\n",
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-       "      <th>4</th>\n",
-       "      <td>34.746644</td>\n",
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-       "      <td>-12.746644</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>3959</th>\n",
-       "      <td>38.419789</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>16.580211</td>\n",
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-       "    <tr>\n",
-       "      <th>3960</th>\n",
-       "      <td>61.810220</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>-26.810220</td>\n",
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-       "    <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",
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-       "    <tr>\n",
-       "      <th>3963</th>\n",
-       "      <td>34.471874</td>\n",
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-       "      <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": 116,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_pf['Residuals'] = df_pf['Targets'] - df_pf['Predictions']\n",
-    "df_pf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
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-       "      <th></th>\n",
-       "      <th>Predictions</th>\n",
-       "      <th>Targets</th>\n",
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-       "      <th>0</th>\n",
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-       "      <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",
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-       "    <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",
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-       "      <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": 117,
-     "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": 118,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
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-       "\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": 118,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_pf.describe(include ='all')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Fehlerterme"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "  warnings.warn(msg, FutureWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Residuals')"
-      ]
-     },
-     "execution_count": 119,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.distplot(y_test - y_hat_test)\n",
-    "plt.title(\"Residuals\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Faktenwerte vs. Vorhersage aufgezeichnet"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 120,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x1d1b5ab78b0>"
-      ]
-     },
-     "execution_count": 120,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x432 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": 121,
-   "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": 122,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "random_forest_berlin_airbnb = data_feature_auswahl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "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": 123,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "random_forest_berlin_airbnb.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 124,
-   "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": 125,
-   "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": 126,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scaler = StandardScaler()\n",
-    "scaler.fit(inputs)\n",
-    "inputs_scaled = scaler.transform(inputs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Train Test Split (= präsentiert Overfitting) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 127,
-   "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": [
-    "### Produktion von Regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 128,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rfr = RandomForestRegressor(bootstrap=True, max_depth=None, max_features='auto',\n",
-    "                            min_samples_leaf=4, min_samples_split=2)\n",
-    "rfr.fit(x_train, y_train)\n",
-    "y_predictions=rfr.predict(x_test)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 129,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Train Performance\n",
-      "R2:    0.6994935521191867\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": 130,
-   "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": 131,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Test Performance\n",
-      "R2:    0.6186421639510178\n"
-     ]
-    }
-   ],
-   "source": [
-    "R_2 = rfr.score(x_test,y_test)\n",
-    "print('Test Performance')\n",
-    "print('R2:   ',R_2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 132,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                          Features  Weights\n",
-      "0     neighbourhood_group_Friedrichshain-Kreuzberg     0.00\n",
-      "1                  neighbourhood_group_Lichtenberg     0.00\n",
-      "2          neighbourhood_group_Marzahn-Hellersdorf     0.00\n",
-      "3                        neighbourhood_group_Mitte     0.00\n",
-      "4                     neighbourhood_group_Neukölln     0.00\n",
-      "5                       neighbourhood_group_Pankow     0.00\n",
-      "6                neighbourhood_group_Reinickendorf     0.00\n",
-      "7                      neighbourhood_group_Spandau     0.00\n",
-      "8          neighbourhood_group_Steglitz-Zehlendorf     0.00\n",
-      "9             neighbourhood_group_Treptow-Köpenick     0.00\n",
-      "10                           room_type_Shared room     0.00\n",
-      "11  neighbourhood_group_Charlottenburg-Wilmersdorf     0.01\n",
-      "12        neighbourhood_group_Tempelhof-Schöneberg     0.02\n",
-      "13                                availability_365     0.10\n",
-      "14                       room_type_Entire home/apt     0.20\n",
-      "15                          room_type_Private room     0.25\n",
-      "16                  calculated_host_listings_count     0.41\n",
-      "\n",
-      "Durchschnitt Weights:\n",
-      "              0.0025 Weight of neighbourhood_group\n",
-      "                0.15 Weight of room_type\n",
-      "                0.41 Weight of calculated_host_listings_count\n",
-      "                 0.1 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": [
-    "#### Mittlerer absoluter Fehler"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "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": 134,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MAE:  28.16271419814525\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"MAE: \", mean_absolute_error(y_test, y_predictions))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Mittlerer quadratischer Fehler"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "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": 136,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MAE:  9828.498150732032\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": 137,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\du-wa\\AppData\\Local\\Temp/ipykernel_26192/2419183680.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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-       "  <tbody>\n",
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-       "      <th>0</th>\n",
-       "      <td>3.004024e+16</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2.534324e+26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2.171677e+18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>6.141742e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2.340858e+13</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    Predictions\n",
-       "0  3.004024e+16\n",
-       "1  2.534324e+26\n",
-       "2  2.171677e+18\n",
-       "3  6.141742e+14\n",
-       "4  2.340858e+13"
-      ]
-     },
-     "execution_count": 137,
-     "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": 138,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Git_Repos\\ml-services\\venv\\lib\\site-packages\\pandas\\core\\arraylike.py:364: RuntimeWarning: overflow encountered in exp\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "      <th>Targets</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
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-       "      <td>1.171914e+16</td>\n",
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-       "      <td>1.142007e+26</td>\n",
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-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2.171677e+18</td>\n",
-       "      <td>5.184706e+21</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>6.141742e+14</td>\n",
-       "      <td>1.586013e+15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2.340858e+13</td>\n",
-       "      <td>2.202647e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>4504</th>\n",
-       "      <td>4.450291e+27</td>\n",
-       "      <td>4.851652e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4505</th>\n",
-       "      <td>1.854274e+17</td>\n",
-       "      <td>3.584913e+09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4506</th>\n",
-       "      <td>1.778611e+40</td>\n",
-       "      <td>1.142007e+26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4507</th>\n",
-       "      <td>7.299648e+33</td>\n",
-       "      <td>4.727839e+18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4508</th>\n",
-       "      <td>1.716382e+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     3.004024e+16  1.171914e+16\n",
-       "1     2.534324e+26  1.142007e+26\n",
-       "2     2.171677e+18  5.184706e+21\n",
-       "3     6.141742e+14  1.586013e+15\n",
-       "4     2.340858e+13  2.202647e+04\n",
-       "...            ...           ...\n",
-       "4504  4.450291e+27  4.851652e+08\n",
-       "4505  1.854274e+17  3.584913e+09\n",
-       "4506  1.778611e+40  1.142007e+26\n",
-       "4507  7.299648e+33  4.727839e+18\n",
-       "4508  1.716382e+16  2.146436e+14\n",
-       "\n",
-       "[4509 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 138,
-     "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": 139,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "      <td>9.718393e+14</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2.340858e+13</td>\n",
-       "      <td>2.202647e+04</td>\n",
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-       "      <td>-7.299648e+33</td>\n",
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-       "      <td>1.716382e+16</td>\n",
-       "      <td>2.146436e+14</td>\n",
-       "      <td>-1.694918e+16</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4509 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Predictions       Targets     Residuals\n",
-       "0     3.004024e+16  1.171914e+16 -1.832110e+16\n",
-       "1     2.534324e+26  1.142007e+26 -1.392316e+26\n",
-       "2     2.171677e+18  5.184706e+21  5.182534e+21\n",
-       "3     6.141742e+14  1.586013e+15  9.718393e+14\n",
-       "4     2.340858e+13  2.202647e+04 -2.340858e+13\n",
-       "...            ...           ...           ...\n",
-       "4504  4.450291e+27  4.851652e+08 -4.450291e+27\n",
-       "4505  1.854274e+17  3.584913e+09 -1.854274e+17\n",
-       "4506  1.778611e+40  1.142007e+26 -1.778611e+40\n",
-       "4507  7.299648e+33  4.727839e+18 -7.299648e+33\n",
-       "4508  1.716382e+16  2.146436e+14 -1.694918e+16\n",
-       "\n",
-       "[4509 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 139,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_rf['Residuals'] = df_rf['Targets'] - df_rf['Predictions']\n",
-    "df_rf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 140,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\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>3.004024e+16</td>\n",
-       "      <td>1.171914e+16</td>\n",
-       "      <td>-1.832110e+16</td>\n",
-       "      <td>1.563348e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2.534324e+26</td>\n",
-       "      <td>1.142007e+26</td>\n",
-       "      <td>-1.392316e+26</td>\n",
-       "      <td>1.219183e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2.171677e+18</td>\n",
-       "      <td>5.184706e+21</td>\n",
-       "      <td>5.182534e+21</td>\n",
-       "      <td>9.995811e+01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>6.141742e+14</td>\n",
-       "      <td>1.586013e+15</td>\n",
-       "      <td>9.718393e+14</td>\n",
-       "      <td>6.127560e+01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2.340858e+13</td>\n",
-       "      <td>2.202647e+04</td>\n",
-       "      <td>-2.340858e+13</td>\n",
-       "      <td>1.062748e+11</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>4504</th>\n",
-       "      <td>4.450291e+27</td>\n",
-       "      <td>4.851652e+08</td>\n",
-       "      <td>-4.450291e+27</td>\n",
-       "      <td>9.172733e+20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4505</th>\n",
-       "      <td>1.854274e+17</td>\n",
-       "      <td>3.584913e+09</td>\n",
-       "      <td>-1.854274e+17</td>\n",
-       "      <td>5.172439e+09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4506</th>\n",
-       "      <td>1.778611e+40</td>\n",
-       "      <td>1.142007e+26</td>\n",
-       "      <td>-1.778611e+40</td>\n",
-       "      <td>1.557442e+16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4507</th>\n",
-       "      <td>7.299648e+33</td>\n",
-       "      <td>4.727839e+18</td>\n",
-       "      <td>-7.299648e+33</td>\n",
-       "      <td>1.543971e+17</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4508</th>\n",
-       "      <td>1.716382e+16</td>\n",
-       "      <td>2.146436e+14</td>\n",
-       "      <td>-1.694918e+16</td>\n",
-       "      <td>7.896430e+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     3.004024e+16  1.171914e+16 -1.832110e+16  1.563348e+02\n",
-       "1     2.534324e+26  1.142007e+26 -1.392316e+26  1.219183e+02\n",
-       "2     2.171677e+18  5.184706e+21  5.182534e+21  9.995811e+01\n",
-       "3     6.141742e+14  1.586013e+15  9.718393e+14  6.127560e+01\n",
-       "4     2.340858e+13  2.202647e+04 -2.340858e+13  1.062748e+11\n",
-       "...            ...           ...           ...           ...\n",
-       "4504  4.450291e+27  4.851652e+08 -4.450291e+27  9.172733e+20\n",
-       "4505  1.854274e+17  3.584913e+09 -1.854274e+17  5.172439e+09\n",
-       "4506  1.778611e+40  1.142007e+26 -1.778611e+40  1.557442e+16\n",
-       "4507  7.299648e+33  4.727839e+18 -7.299648e+33  1.543971e+17\n",
-       "4508  1.716382e+16  2.146436e+14 -1.694918e+16  7.896430e+03\n",
-       "\n",
-       "[4509 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 140,
-     "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": 141,
-   "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>inf</td>\n",
-       "      <td>1.353409e+204</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>inf</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.385562e+05</td>\n",
-       "      <td>8.103084e+03</td>\n",
-       "      <td>-5.572802e+244</td>\n",
-       "      <td>7.805810e-02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>1.716382e+16</td>\n",
-       "      <td>1.068647e+13</td>\n",
-       "      <td>-3.885309e+29</td>\n",
-       "      <td>1.000000e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>2.875709e+24</td>\n",
-       "      <td>2.581313e+20</td>\n",
-       "      <td>-1.285259e+16</td>\n",
-       "      <td>8.333046e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>7.866260e+30</td>\n",
-       "      <td>2.515439e+30</td>\n",
-       "      <td>7.694783e+23</td>\n",
-       "      <td>9.616541e+09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>inf</td>\n",
-       "      <td>inf</td>\n",
-       "      <td>inf</td>\n",
-       "      <td>6.088054e+207</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            inf  1.353409e+204\n",
-       "std             NaN           NaN            NaN            inf\n",
-       "min    1.385562e+05  8.103084e+03 -5.572802e+244   7.805810e-02\n",
-       "25%    1.716382e+16  1.068647e+13  -3.885309e+29   1.000000e+02\n",
-       "50%    2.875709e+24  2.581313e+20  -1.285259e+16   8.333046e+04\n",
-       "75%    7.866260e+30  2.515439e+30   7.694783e+23   9.616541e+09\n",
-       "max             inf           inf            inf  6.088054e+207"
-      ]
-     },
-     "execution_count": 141,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_rf.describe(include ='all')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 4.3 Neural network mit Keras"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 142,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "neuronales_netz_berlin_airbnb = data_feature_auswahl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 143,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "neuronales_netz_berlin_airbnb_with_dummies = pd.get_dummies(neuronales_netz_berlin_airbnb)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 144,
-   "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 Skalierung"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 145,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scaler = StandardScaler()\n",
-    "scaler.fit(inputs)\n",
-    "inputs_scaled = scaler.transform(inputs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Train Test Split (= verhindert Overfitting)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 146,
-   "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": [
-    "### Produktion der models"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 148,
-   "metadata": {},
-   "outputs": [],
-   "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": 149,
-   "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": 150,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 52293.3281 - mse: 51679.7109 - mae: 41.9098 - mape: 66.6437 - val_loss: 60160.3984 - val_mse: 59678.9336 - val_mae: 37.0176 - val_mape: 48.9715\n",
-      "Epoch 2/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 50323.0234 - mse: 49811.2852 - mae: 40.1004 - mape: 64.6385 - val_loss: 50109.9961 - val_mse: 49417.6133 - val_mae: 41.6000 - val_mape: 63.4633\n",
-      "Epoch 3/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 47327.1953 - mse: 46472.9922 - mae: 40.1668 - mape: 63.5447 - val_loss: 35793.2812 - val_mse: 34904.3281 - val_mae: 47.5639 - val_mape: 91.9253\n",
-      "Epoch 4/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 37613.8594 - mse: 36620.3633 - mae: 38.1361 - mape: 61.4937 - val_loss: 65582.8203 - val_mse: 64661.3555 - val_mae: 56.5424 - val_mape: 71.7409\n",
-      "Epoch 5/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 51873.2305 - mse: 50971.9766 - mae: 36.8921 - mape: 57.2477 - val_loss: 58424.3047 - val_mse: 57536.7148 - val_mae: 38.3821 - val_mape: 50.7613\n",
-      "Epoch 6/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 44660.4570 - mse: 43756.8984 - mae: 39.0159 - mape: 62.5984 - val_loss: 28785.3887 - val_mse: 27864.2656 - val_mae: 40.2119 - val_mape: 69.1342\n",
-      "Epoch 7/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 50004.3828 - mse: 49094.9805 - mae: 38.4008 - mape: 60.9216 - val_loss: 58432.8477 - val_mse: 57541.4648 - val_mae: 41.5801 - val_mape: 64.1060\n",
-      "Epoch 8/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 40808.0352 - mse: 39920.8555 - mae: 37.0300 - mape: 57.7393 - val_loss: 54740.3281 - val_mse: 53866.2266 - val_mae: 35.8979 - val_mape: 49.6711\n",
-      "Epoch 9/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 34173.5273 - mse: 33306.4023 - mae: 34.1722 - mape: 58.0062 - val_loss: 18571.2930 - val_mse: 17711.9570 - val_mae: 32.7611 - val_mape: 59.6569\n",
-      "Epoch 10/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 25154.3594 - mse: 24312.6270 - mae: 30.9568 - mape: 52.0851 - val_loss: 20163.3105 - val_mse: 19342.6387 - val_mae: 33.5411 - val_mape: 59.3138\n",
-      "Epoch 11/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 24786.3809 - mse: 23993.9004 - mae: 30.3907 - mape: 51.3523 - val_loss: 32159.5215 - val_mse: 31389.2715 - val_mae: 33.4724 - val_mape: 55.5347\n",
-      "Epoch 12/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 28230.5352 - mse: 27493.5137 - mae: 31.1535 - mape: 51.5877 - val_loss: 15377.5752 - val_mse: 14659.0166 - val_mae: 31.9807 - val_mape: 59.0547\n",
-      "Epoch 13/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 25546.8945 - mse: 24853.3574 - mae: 30.3278 - mape: 49.2608 - val_loss: 19614.4863 - val_mse: 18944.6074 - val_mae: 34.9710 - val_mape: 67.4844\n",
-      "Epoch 14/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 24069.3594 - mse: 23423.2012 - mae: 29.9839 - mape: 50.7390 - val_loss: 31546.3262 - val_mse: 30934.7988 - val_mae: 33.3991 - val_mape: 51.3432\n",
-      "Epoch 15/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23306.0059 - mse: 22712.5801 - mae: 29.8233 - mape: 50.1048 - val_loss: 17770.7031 - val_mse: 17205.6211 - val_mae: 29.9857 - val_mape: 48.6256\n",
-      "Epoch 16/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 39370.7852 - mse: 38834.6953 - mae: 32.9705 - mape: 51.7740 - val_loss: 16907.8496 - val_mse: 16395.3438 - val_mae: 29.0541 - val_mape: 46.7519\n",
-      "Epoch 17/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 22942.4434 - mse: 22443.5234 - mae: 30.0097 - mape: 50.6736 - val_loss: 25841.3438 - val_mse: 25377.4805 - val_mae: 31.3007 - val_mape: 34.1006\n",
-      "Epoch 18/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 22652.2891 - mse: 22197.5742 - mae: 29.4728 - mape: 49.5637 - val_loss: 34043.7852 - val_mse: 33617.9219 - val_mae: 31.2155 - val_mape: 41.8524\n",
-      "Epoch 19/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 29248.0918 - mse: 28832.5859 - mae: 30.9227 - mape: 50.8924 - val_loss: 16737.5684 - val_mse: 16321.6162 - val_mae: 35.0754 - val_mape: 63.0560\n",
-      "Epoch 20/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21709.6816 - mse: 21305.4727 - mae: 29.5762 - mape: 50.6055 - val_loss: 14978.3486 - val_mse: 14581.7051 - val_mae: 27.5680 - val_mape: 43.1923\n",
-      "Epoch 21/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20798.2441 - mse: 20412.9375 - mae: 28.7860 - mape: 49.4263 - val_loss: 14677.9014 - val_mse: 14296.3232 - val_mae: 26.9458 - val_mape: 42.5543\n",
-      "Epoch 22/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20910.9727 - mse: 20545.1562 - mae: 28.7406 - mape: 48.9938 - val_loss: 15795.0342 - val_mse: 15441.5791 - val_mae: 29.2079 - val_mape: 47.3047\n",
-      "Epoch 23/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 22164.7520 - mse: 21814.6914 - mae: 29.7377 - mape: 49.7561 - val_loss: 17772.8340 - val_mse: 17427.7949 - val_mae: 28.8176 - val_mape: 42.8588\n",
-      "Epoch 24/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21428.3535 - mse: 21079.9844 - mae: 29.5922 - mape: 51.0474 - val_loss: 19102.7012 - val_mse: 18754.4785 - val_mae: 30.8114 - val_mape: 45.9917\n",
-      "Epoch 25/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21981.6699 - mse: 21643.3691 - mae: 29.6914 - mape: 49.9696 - val_loss: 14473.6650 - val_mse: 14138.2842 - val_mae: 30.8235 - val_mape: 58.1141\n",
-      "Epoch 26/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 27717.5371 - mse: 27389.0449 - mae: 30.9160 - mape: 51.6513 - val_loss: 15395.3711 - val_mse: 15067.1670 - val_mae: 30.4381 - val_mape: 52.4866\n",
-      "Epoch 27/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21713.8027 - mse: 21391.6016 - mae: 29.6187 - mape: 50.5753 - val_loss: 15701.7695 - val_mse: 15370.7363 - val_mae: 29.3914 - val_mape: 47.2328\n",
-      "Epoch 28/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 25450.6152 - mse: 25131.7148 - mae: 30.5900 - mape: 49.7339 - val_loss: 14446.6191 - val_mse: 14127.1143 - val_mae: 28.8260 - val_mape: 51.2092\n",
-      "Epoch 29/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20418.6855 - mse: 20102.6387 - mae: 28.5522 - mape: 49.3056 - val_loss: 14659.6279 - val_mse: 14348.4141 - val_mae: 29.8975 - val_mape: 55.2522\n",
-      "Epoch 30/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20410.7930 - mse: 20103.7910 - mae: 28.7888 - mape: 50.1068 - val_loss: 14680.2109 - val_mse: 14375.8906 - val_mae: 28.4882 - val_mape: 47.2602\n",
-      "Epoch 31/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20645.7402 - mse: 20343.2754 - mae: 28.9168 - mape: 49.6477 - val_loss: 18702.6699 - val_mse: 18397.6719 - val_mae: 29.1756 - val_mape: 42.2295\n",
-      "Epoch 32/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 35976.8125 - mse: 35683.4180 - mae: 32.2055 - mape: 50.8269 - val_loss: 16274.7217 - val_mse: 15979.6426 - val_mae: 29.3639 - val_mape: 48.3138\n",
-      "Epoch 33/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20771.5938 - mse: 20475.0078 - mae: 28.9377 - mape: 50.0094 - val_loss: 15103.5010 - val_mse: 14810.2139 - val_mae: 27.5190 - val_mape: 41.3460\n",
-      "Epoch 34/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20755.4121 - mse: 20462.9102 - mae: 29.0116 - mape: 49.5906 - val_loss: 14490.4258 - val_mse: 14201.3213 - val_mae: 28.1967 - val_mape: 47.5464\n",
-      "Epoch 35/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21023.4824 - mse: 20737.6914 - mae: 28.7462 - mape: 48.5123 - val_loss: 14421.3037 - val_mse: 14140.3262 - val_mae: 30.2873 - val_mape: 57.2205\n",
-      "Epoch 36/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20197.0664 - mse: 19917.3574 - mae: 28.7770 - mape: 50.4598 - val_loss: 14515.9561 - val_mse: 14239.7061 - val_mae: 28.2014 - val_mape: 48.3462\n",
-      "Epoch 37/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23521.9492 - mse: 23246.3340 - mae: 29.4766 - mape: 49.4750 - val_loss: 17011.4785 - val_mse: 16742.3047 - val_mae: 29.3379 - val_mape: 45.7826\n",
-      "Epoch 38/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23986.8730 - mse: 23715.6543 - mae: 29.6040 - mape: 48.7383 - val_loss: 22963.8652 - val_mse: 22692.8613 - val_mae: 31.9251 - val_mape: 51.3167\n",
-      "Epoch 39/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 22888.5488 - mse: 22616.4688 - mae: 30.2043 - mape: 51.4971 - val_loss: 17375.3398 - val_mse: 17105.5332 - val_mae: 31.6645 - val_mape: 54.1982\n",
-      "Epoch 40/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21133.0996 - mse: 20863.0195 - mae: 29.4495 - mape: 50.8739 - val_loss: 14721.0586 - val_mse: 14454.7402 - val_mae: 27.8326 - val_mape: 43.9761\n",
-      "Epoch 41/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20316.7324 - mse: 20051.9863 - mae: 28.6843 - mape: 49.5134 - val_loss: 15175.8672 - val_mse: 14911.2246 - val_mae: 30.1084 - val_mape: 53.5160\n",
-      "Epoch 42/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20848.7168 - mse: 20589.6133 - mae: 29.0006 - mape: 49.3057 - val_loss: 22664.5273 - val_mse: 22412.8418 - val_mae: 30.0435 - val_mape: 43.4602\n",
-      "Epoch 43/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21873.9141 - mse: 21618.7617 - mae: 29.2983 - mape: 49.7372 - val_loss: 15271.5352 - val_mse: 15015.4834 - val_mae: 31.9142 - val_mape: 59.2043\n",
-      "Epoch 44/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 26698.9082 - mse: 26448.4766 - mae: 30.2999 - mape: 48.3501 - val_loss: 17245.4922 - val_mse: 16991.6465 - val_mae: 32.2861 - val_mape: 58.4351\n",
-      "Epoch 45/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23317.5938 - mse: 23058.5020 - mae: 30.1012 - mape: 50.7395 - val_loss: 15355.7383 - val_mse: 15093.3281 - val_mae: 32.7868 - val_mape: 61.9204\n",
-      "Epoch 46/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 21099.3203 - mse: 20840.7051 - mae: 29.2305 - mape: 49.8126 - val_loss: 14678.6875 - val_mse: 14421.4951 - val_mae: 28.0172 - val_mape: 44.7647\n",
-      "Epoch 47/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20210.5195 - mse: 19952.8574 - mae: 28.8082 - mape: 50.2263 - val_loss: 14644.3770 - val_mse: 14387.1934 - val_mae: 30.0444 - val_mape: 52.2357\n",
-      "Epoch 48/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 21291.0801 - mse: 21036.5078 - mae: 29.3914 - mape: 49.5671 - val_loss: 15100.0342 - val_mse: 14849.9688 - val_mae: 29.4926 - val_mape: 51.6967\n",
-      "Epoch 49/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 21473.0820 - mse: 21225.3613 - mae: 28.5235 - mape: 47.8220 - val_loss: 24894.0332 - val_mse: 24654.3223 - val_mae: 32.9103 - val_mape: 53.1064\n",
-      "Epoch 50/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 23040.4629 - mse: 22793.7461 - mae: 29.6238 - mape: 51.2178 - val_loss: 14723.0322 - val_mse: 14477.1338 - val_mae: 34.5898 - val_mape: 69.3889\n",
-      "Epoch 51/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20025.9434 - mse: 19780.7852 - mae: 28.2611 - mape: 48.9969 - val_loss: 14597.6582 - val_mse: 14354.8496 - val_mae: 32.1881 - val_mape: 60.4433\n",
-      "Epoch 52/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20256.0215 - mse: 20013.0527 - mae: 28.8855 - mape: 49.7588 - val_loss: 18597.4824 - val_mse: 18361.0977 - val_mae: 33.8168 - val_mape: 62.1756\n",
-      "Epoch 53/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20852.2617 - mse: 20614.1211 - mae: 29.0814 - mape: 50.2013 - val_loss: 16610.5469 - val_mse: 16370.4043 - val_mae: 38.1355 - val_mape: 74.6527\n",
-      "Epoch 54/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 26623.8008 - mse: 26380.3906 - mae: 31.3673 - mape: 51.6542 - val_loss: 15429.2041 - val_mse: 15181.9951 - val_mae: 29.4988 - val_mape: 48.9629\n",
-      "Epoch 55/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20979.9180 - mse: 20733.9570 - mae: 29.1757 - mape: 50.1208 - val_loss: 14385.1631 - val_mse: 14139.0879 - val_mae: 28.4694 - val_mape: 48.9548\n",
-      "Epoch 56/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20416.3320 - mse: 20172.4570 - mae: 28.8964 - mape: 49.9928 - val_loss: 14628.3154 - val_mse: 14386.8877 - val_mae: 30.8079 - val_mape: 56.1596\n",
-      "Epoch 57/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 22204.0254 - mse: 21962.1133 - mae: 29.5983 - mape: 49.7724 - val_loss: 16012.7979 - val_mse: 15769.5918 - val_mae: 29.9539 - val_mape: 51.1113\n",
-      "Epoch 58/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20217.6797 - mse: 19976.1914 - mae: 28.5106 - mape: 48.8859 - val_loss: 14652.4502 - val_mse: 14412.7695 - val_mae: 28.8912 - val_mape: 50.5594\n",
-      "Epoch 59/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20842.9180 - mse: 20604.6973 - mae: 29.0870 - mape: 50.3492 - val_loss: 15369.7617 - val_mse: 15134.7227 - val_mae: 28.6237 - val_mape: 43.6643\n",
-      "Epoch 60/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20552.0371 - mse: 20318.5566 - mae: 28.8993 - mape: 49.2077 - val_loss: 14461.8730 - val_mse: 14228.4307 - val_mae: 27.9734 - val_mape: 47.3240\n",
-      "Epoch 61/100\n",
-      "423/423 [==============================] - 5s 13ms/step - loss: 20280.1270 - mse: 20049.4062 - mae: 28.3409 - mape: 48.3621 - val_loss: 14889.2441 - val_mse: 14660.4893 - val_mae: 29.0339 - val_mape: 48.8065\n",
-      "Epoch 62/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20741.0801 - mse: 20513.0957 - mae: 28.9828 - mape: 49.5035 - val_loss: 16687.6719 - val_mse: 16458.8418 - val_mae: 32.0397 - val_mape: 55.9549\n",
-      "Epoch 63/100\n",
-      "423/423 [==============================] - 3s 8ms/step - loss: 22557.3848 - mse: 22333.7500 - mae: 30.0405 - mape: 49.7111 - val_loss: 19990.1816 - val_mse: 19768.4922 - val_mae: 28.8156 - val_mape: 40.5144\n",
-      "Epoch 64/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23138.3125 - mse: 22911.1758 - mae: 29.5725 - mape: 49.5173 - val_loss: 16966.5781 - val_mse: 16742.5742 - val_mae: 30.0983 - val_mape: 51.0998\n",
-      "Epoch 65/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 21223.6758 - mse: 20998.3984 - mae: 29.3412 - mape: 49.6874 - val_loss: 14643.8711 - val_mse: 14419.7139 - val_mae: 27.7643 - val_mape: 44.8387\n",
-      "Epoch 66/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20655.1367 - mse: 20432.3145 - mae: 28.6555 - mape: 48.3599 - val_loss: 16692.0508 - val_mse: 16474.5645 - val_mae: 29.2540 - val_mape: 48.0245\n",
-      "Epoch 67/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 20430.9922 - mse: 20211.5508 - mae: 29.0443 - mape: 50.4390 - val_loss: 14773.5840 - val_mse: 14555.0723 - val_mae: 29.2714 - val_mape: 49.5768\n",
-      "Epoch 68/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20362.4570 - mse: 20145.5645 - mae: 28.8003 - mape: 49.6152 - val_loss: 15822.7529 - val_mse: 15600.0195 - val_mae: 29.1019 - val_mape: 46.9614\n",
-      "Epoch 69/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 21091.6113 - mse: 20873.9473 - mae: 28.8828 - mape: 49.1302 - val_loss: 15335.6963 - val_mse: 15119.8457 - val_mae: 29.3558 - val_mape: 48.0501\n",
-      "Epoch 70/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 22121.8496 - mse: 21901.9395 - mae: 29.0079 - mape: 48.2195 - val_loss: 20414.8789 - val_mse: 20195.4414 - val_mae: 31.0625 - val_mape: 51.4546\n",
-      "Epoch 71/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23913.6934 - mse: 23689.2422 - mae: 30.0587 - mape: 49.7639 - val_loss: 19649.0625 - val_mse: 19426.5234 - val_mae: 32.8959 - val_mape: 57.9857\n",
-      "Epoch 72/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20414.5566 - mse: 20188.5918 - mae: 28.8796 - mape: 49.9616 - val_loss: 14551.9893 - val_mse: 14328.3086 - val_mae: 28.5485 - val_mape: 48.8508\n",
-      "Epoch 73/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20131.3203 - mse: 19909.1465 - mae: 28.5526 - mape: 49.7763 - val_loss: 14469.1689 - val_mse: 14247.7881 - val_mae: 28.5767 - val_mape: 48.2724\n",
-      "Epoch 74/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 19988.3105 - mse: 19768.5352 - mae: 28.3517 - mape: 49.2138 - val_loss: 14359.5537 - val_mse: 14141.4814 - val_mae: 26.7576 - val_mape: 42.7634\n",
-      "Epoch 75/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 21674.2070 - mse: 21453.1484 - mae: 29.4821 - mape: 49.8803 - val_loss: 16643.1270 - val_mse: 16416.0293 - val_mae: 29.5233 - val_mape: 46.5118\n",
-      "Epoch 76/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 22149.6855 - mse: 21928.5859 - mae: 29.3435 - mape: 48.8290 - val_loss: 15193.3574 - val_mse: 14978.0488 - val_mae: 28.5719 - val_mape: 45.0408\n",
-      "Epoch 77/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20125.7852 - mse: 19910.4316 - mae: 28.4137 - mape: 49.0522 - val_loss: 17394.1016 - val_mse: 17180.2070 - val_mae: 29.8581 - val_mape: 48.9369\n",
-      "Epoch 78/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20398.0996 - mse: 20183.7617 - mae: 28.8855 - mape: 50.1274 - val_loss: 14572.5742 - val_mse: 14357.8809 - val_mae: 27.8695 - val_mape: 45.7242\n",
-      "Epoch 79/100\n",
-      "423/423 [==============================] - 3s 7ms/step - loss: 21216.4473 - mse: 21006.8809 - mae: 28.4213 - mape: 47.7684 - val_loss: 14486.0283 - val_mse: 14276.7363 - val_mae: 32.6263 - val_mape: 63.0260\n",
-      "Epoch 80/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20789.2852 - mse: 20576.6582 - mae: 29.0302 - mape: 49.9656 - val_loss: 14323.6123 - val_mse: 14110.3984 - val_mae: 27.5960 - val_mape: 47.1912\n",
-      "Epoch 81/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20571.8281 - mse: 20359.2031 - mae: 28.8013 - mape: 49.1503 - val_loss: 14281.8379 - val_mse: 14068.6152 - val_mae: 28.3498 - val_mape: 49.8457\n",
-      "Epoch 82/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20095.7676 - mse: 19883.6211 - mae: 28.4804 - mape: 49.2786 - val_loss: 14647.7969 - val_mse: 14435.4521 - val_mae: 28.8789 - val_mape: 49.7184\n",
-      "Epoch 83/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20643.5605 - mse: 20432.6191 - mae: 28.9028 - mape: 49.2457 - val_loss: 14534.9756 - val_mse: 14324.6924 - val_mae: 28.5280 - val_mape: 48.8147\n",
-      "Epoch 84/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 23297.3340 - mse: 23082.5215 - mae: 29.5458 - mape: 49.7758 - val_loss: 36891.3789 - val_mse: 36677.1289 - val_mae: 31.7425 - val_mape: 41.3507\n",
-      "Epoch 85/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 24952.0332 - mse: 24733.0586 - mae: 30.1889 - mape: 49.3295 - val_loss: 15900.6221 - val_mse: 15679.1943 - val_mae: 28.5293 - val_mape: 45.4901\n",
-      "Epoch 86/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20198.8125 - mse: 19978.7969 - mae: 28.0755 - mape: 48.2949 - val_loss: 15212.1035 - val_mse: 14996.1006 - val_mae: 31.1072 - val_mape: 54.8842\n",
-      "Epoch 87/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20152.1641 - mse: 19935.3320 - mae: 28.9088 - mape: 50.3536 - val_loss: 15085.6777 - val_mse: 14867.3193 - val_mae: 28.6502 - val_mape: 47.7400\n",
-      "Epoch 88/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 23356.5020 - mse: 23141.0898 - mae: 29.8449 - mape: 48.6017 - val_loss: 15345.4287 - val_mse: 15131.5215 - val_mae: 28.0360 - val_mape: 45.2547\n",
-      "Epoch 89/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 23079.0742 - mse: 22865.8418 - mae: 29.3493 - mape: 50.0543 - val_loss: 14466.6406 - val_mse: 14252.9629 - val_mae: 27.9644 - val_mape: 47.2775\n",
-      "Epoch 90/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20472.4824 - mse: 20259.2793 - mae: 28.7366 - mape: 49.7447 - val_loss: 14281.1289 - val_mse: 14069.6777 - val_mae: 27.8273 - val_mape: 47.3117\n",
-      "Epoch 91/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20114.9746 - mse: 19905.1055 - mae: 28.2109 - mape: 48.7518 - val_loss: 14420.4736 - val_mse: 14211.0264 - val_mae: 30.1907 - val_mape: 55.8769\n",
-      "Epoch 92/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20221.8086 - mse: 20010.5703 - mae: 28.4359 - mape: 48.8558 - val_loss: 14280.2314 - val_mse: 14066.6992 - val_mae: 28.2507 - val_mape: 48.4596\n",
-      "Epoch 93/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20476.2637 - mse: 20264.1348 - mae: 28.3959 - mape: 48.5550 - val_loss: 14565.0781 - val_mse: 14354.1689 - val_mae: 33.3879 - val_mape: 64.4384\n",
-      "Epoch 94/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20472.0156 - mse: 20261.1035 - mae: 29.4321 - mape: 50.6671 - val_loss: 17717.8125 - val_mse: 17504.9961 - val_mae: 33.3757 - val_mape: 60.0157\n",
-      "Epoch 95/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 21217.6406 - mse: 21009.6465 - mae: 29.1853 - mape: 50.3124 - val_loss: 14383.0371 - val_mse: 14176.0615 - val_mae: 27.5212 - val_mape: 44.9724\n",
-      "Epoch 96/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 20050.3906 - mse: 19844.9941 - mae: 28.1842 - mape: 48.5673 - val_loss: 14392.6553 - val_mse: 14188.3545 - val_mae: 27.1755 - val_mape: 44.2124\n",
-      "Epoch 97/100\n",
-      "423/423 [==============================] - 2s 5ms/step - loss: 21200.8965 - mse: 20996.3008 - mae: 28.5144 - mape: 48.3619 - val_loss: 15044.9375 - val_mse: 14834.1982 - val_mae: 33.3696 - val_mape: 64.9047\n",
-      "Epoch 98/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 24476.2305 - mse: 24266.9688 - mae: 30.8577 - mape: 51.5919 - val_loss: 14332.9014 - val_mse: 14120.1211 - val_mae: 29.0312 - val_mape: 51.0840\n",
-      "Epoch 99/100\n",
-      "423/423 [==============================] - 2s 6ms/step - loss: 19989.4238 - mse: 19776.9590 - mae: 28.4632 - mape: 49.3879 - val_loss: 14420.9678 - val_mse: 14210.0049 - val_mae: 28.6441 - val_mape: 50.4853\n",
-      "Epoch 100/100\n",
-      "423/423 [==============================] - 3s 6ms/step - loss: 20149.7188 - mse: 19939.8672 - mae: 28.4345 - mape: 49.4230 - val_loss: 14407.6641 - val_mse: 14198.5283 - val_mae: 28.0850 - val_mape: 47.2621\n"
-     ]
-    }
-   ],
-   "source": [
-    "history = model.fit(x_train, y_train, epochs=100, validation_split=0.25, shuffle=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 151,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 432x288 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": {
-  "category": "Rating",
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.3"
-  },
-  "skipNotebookInDeployment": false,
-  "title": "Accommodation rating"
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}