kazan_vs_nizhniy_2020.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import datetime\n",
    "import re\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "from bs4 import NavigableString\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "from plot_util import *\n",
    "from clear_data_util import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_city = 'Kazan'\n",
    "another_city = 'Nizhniy'\n",
    "\n",
    "one_city_flats = pd.read_csv('dags/avito/kazan_flats_2020-08-08.csv')\n",
    "another_city_flats = pd.read_csv('dags/avito/flats_2020-07-17.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clear and enrich"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_city_flats['city'] = 'kazan'\n",
    "another_city_flats['city'] = 'nizhniy'\n",
    "\n",
    "for _flats in [one_city_flats, another_city_flats]:\n",
    "    rename_floor_column(_flats)\n",
    "    remove_duplicates(_flats)\n",
    "    clear_apartment_type(_flats)\n",
    "    clear_countryside_area(_flats)\n",
    "    cast_postal_code(_flats)\n",
    "    add_apartment_type_order_column(_flats)\n",
    "    sort_by_apartment_type(_flats)\n",
    "    compute_converted_distance(_flats)\n",
    "    compute_floor_group(_flats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>href</th>\n",
       "      <th>apartment_type</th>\n",
       "      <th>price</th>\n",
       "      <th>address</th>\n",
       "      <th>square</th>\n",
       "      <th>building_floor</th>\n",
       "      <th>apartment_floor</th>\n",
       "      <th>commission_percent</th>\n",
       "      <th>time_of_creation</th>\n",
       "      <th>agency</th>\n",
       "      <th>metro_distance</th>\n",
       "      <th>metro_station</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>area</th>\n",
       "      <th>city</th>\n",
       "      <th>apartment_type_order</th>\n",
       "      <th>converted_distance</th>\n",
       "      <th>floor_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/kazan/kvartiry/2-k_kvartira_45_m_55_et._19058...</td>\n",
       "      <td>2-к квартира</td>\n",
       "      <td>18000</td>\n",
       "      <td>Вахитовский район, Большая Красная ул., 3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-30 10:09:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>600 м</td>\n",
       "      <td>Кремлёвская</td>\n",
       "      <td>55.799011</td>\n",
       "      <td>49.112406</td>\n",
       "      <td>420111</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>2</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/kazan/kvartiry/2-k_kvartira_46_m_25_et._19651...</td>\n",
       "      <td>2-к квартира</td>\n",
       "      <td>12000</td>\n",
       "      <td>Портовая ул., 17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-07-28 09:05:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>2,4 км</td>\n",
       "      <td>Площадь Тукая</td>\n",
       "      <td>55.771525</td>\n",
       "      <td>49.096542</td>\n",
       "      <td>420108</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>2</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/kazan/kvartiry/2-k_kvartira_50_m_35_et._19587...</td>\n",
       "      <td>2-к квартира</td>\n",
       "      <td>15000</td>\n",
       "      <td>ул. Академика Кирпичникова, 17</td>\n",
       "      <td>50.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-23 08:48:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>NaN</td>\n",
       "      <td>без метро</td>\n",
       "      <td>55.810390</td>\n",
       "      <td>49.185385</td>\n",
       "      <td>420029</td>\n",
       "      <td>Советский район</td>\n",
       "      <td>kazan</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/kazan/kvartiry/1-k_kvartira_39_m_319_et._1951...</td>\n",
       "      <td>1-к квартира</td>\n",
       "      <td>15000</td>\n",
       "      <td>ул. Родины, 24В</td>\n",
       "      <td>39.0</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-27 13:12:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>300 м</td>\n",
       "      <td>Горки</td>\n",
       "      <td>55.762662</td>\n",
       "      <td>49.193595</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>Советский район</td>\n",
       "      <td>kazan</td>\n",
       "      <td>1</td>\n",
       "      <td>300.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/kazan/kvartiry/2-k_kvartira_45_m_316_et._1949...</td>\n",
       "      <td>2-к квартира</td>\n",
       "      <td>17000</td>\n",
       "      <td>ул. Архитектора Гайнутдинова, 22</td>\n",
       "      <td>45.0</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-08-01 12:06:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>без метро</td>\n",
       "      <td>55.804010</td>\n",
       "      <td>49.223249</td>\n",
       "      <td>420025</td>\n",
       "      <td>Советский район</td>\n",
       "      <td>kazan</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                href apartment_type  price  \\\n",
       "0  /kazan/kvartiry/2-k_kvartira_45_m_55_et._19058...   2-к квартира  18000   \n",
       "1  /kazan/kvartiry/2-k_kvartira_46_m_25_et._19651...   2-к квартира  12000   \n",
       "2  /kazan/kvartiry/2-k_kvartira_50_m_35_et._19587...   2-к квартира  15000   \n",
       "3  /kazan/kvartiry/1-k_kvartira_39_m_319_et._1951...   1-к квартира  15000   \n",
       "4  /kazan/kvartiry/2-k_kvartira_45_m_316_et._1949...   2-к квартира  17000   \n",
       "\n",
       "                                     address  square  building_floor  \\\n",
       "0  Вахитовский район, Большая Красная ул., 3    45.0               5   \n",
       "1                           Портовая ул., 17    46.0               5   \n",
       "2             ул. Академика Кирпичникова, 17    50.0               5   \n",
       "3                            ул. Родины, 24В    39.0              19   \n",
       "4           ул. Архитектора Гайнутдинова, 22    45.0              16   \n",
       "\n",
       "   apartment_floor  commission_percent     time_of_creation     agency  \\\n",
       "0                5                   0  2020-07-30 10:09:00        NaN   \n",
       "1                2                  50  2020-07-28 09:05:00  Агентство   \n",
       "2                3                   0  2020-07-23 08:48:00  Агентство   \n",
       "3                3                   0  2020-07-27 13:12:00  Агентство   \n",
       "4                3                   0  2020-08-01 12:06:00        NaN   \n",
       "\n",
       "  metro_distance  metro_station   latitude  longitude  postal_code  \\\n",
       "0          600 м    Кремлёвская  55.799011  49.112406       420111   \n",
       "1         2,4 км  Площадь Тукая  55.771525  49.096542       420108   \n",
       "2            NaN      без метро  55.810390  49.185385       420029   \n",
       "3          300 м          Горки  55.762662  49.193595         <NA>   \n",
       "4            NaN      без метро  55.804010  49.223249       420025   \n",
       "\n",
       "              area   city  apartment_type_order  converted_distance  \\\n",
       "0          область  kazan                     2               600.0   \n",
       "1          область  kazan                     2              2400.0   \n",
       "2  Советский район  kazan                     2                 NaN   \n",
       "3  Советский район  kazan                     1               300.0   \n",
       "4  Советский район  kazan                     2                 NaN   \n",
       "\n",
       "   floor_group  \n",
       "0            1  \n",
       "1            1  \n",
       "2            1  \n",
       "3            3  \n",
       "4            3  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_city_flats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove apartments with 5 rooms \n",
    "#### We have only one row with this type of apartment so we will remove this type from our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>href</th>\n",
       "      <th>apartment_type</th>\n",
       "      <th>price</th>\n",
       "      <th>address</th>\n",
       "      <th>square</th>\n",
       "      <th>building_floor</th>\n",
       "      <th>apartment_floor</th>\n",
       "      <th>commission_percent</th>\n",
       "      <th>time_of_creation</th>\n",
       "      <th>agency</th>\n",
       "      <th>metro_distance</th>\n",
       "      <th>metro_station</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>area</th>\n",
       "      <th>city</th>\n",
       "      <th>apartment_type_order</th>\n",
       "      <th>converted_distance</th>\n",
       "      <th>floor_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_205.6_m_27_et._18...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>75000</td>\n",
       "      <td>ул. Патриса Лумумбы, 44</td>\n",
       "      <td>205.6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-14 14:53:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2,8 км</td>\n",
       "      <td>Суконная слобода</td>\n",
       "      <td>55.791405</td>\n",
       "      <td>49.178899</td>\n",
       "      <td>420081</td>\n",
       "      <td>Советский район</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>2800.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_146_m_46_et._1962...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>70000</td>\n",
       "      <td>ул. Ульянова-Ленина, 19</td>\n",
       "      <td>146.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-07-30 10:22:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>700 м</td>\n",
       "      <td>Площадь Тукая</td>\n",
       "      <td>55.784324</td>\n",
       "      <td>49.132851</td>\n",
       "      <td>420012</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>700.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1570</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_156_m_47_et._1782...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>100000</td>\n",
       "      <td>ул. Вишневского, 49Б</td>\n",
       "      <td>156.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-07-13 11:13:00</td>\n",
       "      <td>LasVegas Агентство Элитной Недвижимости</td>\n",
       "      <td>1 км</td>\n",
       "      <td>Суконная слобода</td>\n",
       "      <td>55.784627</td>\n",
       "      <td>49.151617</td>\n",
       "      <td>420043</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_213_m_410_et._599...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>35000</td>\n",
       "      <td>ул. Кул Гали, 2</td>\n",
       "      <td>213.0</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-08-03 11:34:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>1,1 км</td>\n",
       "      <td>Проспект Победы</td>\n",
       "      <td>55.755642</td>\n",
       "      <td>49.222431</td>\n",
       "      <td>420141</td>\n",
       "      <td>Советский район</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2045</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_160_m_1010_et._18...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>135000</td>\n",
       "      <td>ул. Сибгата Хакима, 3</td>\n",
       "      <td>160.0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-07-13 09:58:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>600 м</td>\n",
       "      <td>Козья Слобода</td>\n",
       "      <td>55.815054</td>\n",
       "      <td>49.106288</td>\n",
       "      <td>420066</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>/kazan/kvartiry/5-k_kvartira_105_m_12_et._1964...</td>\n",
       "      <td>5-к квартира</td>\n",
       "      <td>23000</td>\n",
       "      <td>Кожевенная ул., 14</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-07-15 17:24:00</td>\n",
       "      <td>Агентство</td>\n",
       "      <td>2,4 км</td>\n",
       "      <td>Козья Слобода</td>\n",
       "      <td>55.803130</td>\n",
       "      <td>49.069969</td>\n",
       "      <td>420030</td>\n",
       "      <td>область</td>\n",
       "      <td>kazan</td>\n",
       "      <td>5</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   href apartment_type  \\\n",
       "115   /kazan/kvartiry/5-k_kvartira_205.6_m_27_et._18...   5-к квартира   \n",
       "1251  /kazan/kvartiry/5-k_kvartira_146_m_46_et._1962...   5-к квартира   \n",
       "1570  /kazan/kvartiry/5-k_kvartira_156_m_47_et._1782...   5-к квартира   \n",
       "1967  /kazan/kvartiry/5-k_kvartira_213_m_410_et._599...   5-к квартира   \n",
       "2045  /kazan/kvartiry/5-k_kvartira_160_m_1010_et._18...   5-к квартира   \n",
       "2143  /kazan/kvartiry/5-k_kvartira_105_m_12_et._1964...   5-к квартира   \n",
       "\n",
       "       price                  address  square  building_floor  \\\n",
       "115    75000  ул. Патриса Лумумбы, 44   205.6               7   \n",
       "1251   70000  ул. Ульянова-Ленина, 19   146.0               6   \n",
       "1570  100000     ул. Вишневского, 49Б   156.0               7   \n",
       "1967   35000          ул. Кул Гали, 2   213.0              10   \n",
       "2045  135000    ул. Сибгата Хакима, 3   160.0              10   \n",
       "2143   23000       Кожевенная ул., 14   105.0               2   \n",
       "\n",
       "      apartment_floor  commission_percent     time_of_creation  \\\n",
       "115                 2                   0  2020-07-14 14:53:00   \n",
       "1251                4                  50  2020-07-30 10:22:00   \n",
       "1570                4                  50  2020-07-13 11:13:00   \n",
       "1967                4                  50  2020-08-03 11:34:00   \n",
       "2045               10                  50  2020-07-13 09:58:00   \n",
       "2143                1                   0  2020-07-15 17:24:00   \n",
       "\n",
       "                                       agency metro_distance  \\\n",
       "115                                       NaN         2,8 км   \n",
       "1251                                Агентство          700 м   \n",
       "1570  LasVegas Агентство Элитной Недвижимости           1 км   \n",
       "1967                                Агентство         1,1 км   \n",
       "2045                                Агентство          600 м   \n",
       "2143                                Агентство         2,4 км   \n",
       "\n",
       "         metro_station   latitude  longitude  postal_code             area  \\\n",
       "115   Суконная слобода  55.791405  49.178899       420081  Советский район   \n",
       "1251     Площадь Тукая  55.784324  49.132851       420012          область   \n",
       "1570  Суконная слобода  55.784627  49.151617       420043          область   \n",
       "1967   Проспект Победы  55.755642  49.222431       420141  Советский район   \n",
       "2045     Козья Слобода  55.815054  49.106288       420066          область   \n",
       "2143     Козья Слобода  55.803130  49.069969       420030          область   \n",
       "\n",
       "       city  apartment_type_order  converted_distance  floor_group  \n",
       "115   kazan                     5              2800.0            2  \n",
       "1251  kazan                     5               700.0            2  \n",
       "1570  kazan                     5              1000.0            2  \n",
       "1967  kazan                     5              1100.0            2  \n",
       "2045  kazan                     5               600.0            2  \n",
       "2143  kazan                     5              2400.0            1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_city_flats[one_city_flats.apartment_type == '5-к квартира']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_city_flats = one_city_flats[one_city_flats.apartment_type != '5-к квартира']\n",
    "another_city_flats = another_city_flats[another_city_flats.apartment_type != '5-к квартира']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bound_flats_py_price(flats, low=5_000, high=45_000):\n",
    "    return flats[(flats['price']>low) & (flats['price']<high)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "---\n",
    "# Our statisitcs will have 3 point:\n",
    "1) Basic statisitcs for flats dates by Jule 2020\n",
    "\n",
    "2) We will give assumptions to price dependence feature\n",
    "\n",
    "3) We will to compare 2019 flats with 2020 flats prices \n",
    "\n",
    "---\n",
    "---\n",
    "---\n",
    "# Basic statistics on August 2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Number of apartments by percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pie_chart(one_city_flats, 'apartment_type', explode=[0.03,0.00,0.05, 0.00, 0.1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Common price distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.catplot(x=\"apartment_type\", y=\"price\", data=one_city_flats);\n",
    "plt.xticks(rotation=25) \n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_linear_chart(one_city_flats, 'price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bounded_price_flats = one_city_flats[(one_city_flats.price > 10_000) & (one_city_flats.price < 40_000)]\n",
    "\n",
    "plot_linear_chart(bounded_price_flats, 'price')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic statistics by `area`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/daniil/.local/lib/python3.8/site-packages/numpy/core/_asarray.py:83: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot_sorted(one_city_flats, 'area', 'price', 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x1152 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,16))\n",
    "sns.catplot(x=\"area\", y=\"price\", data=one_city_flats);\n",
    "plt.xticks(rotation=70)\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pie_chart(one_city_flats, 'area')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic statistics by `floor`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can see more dominance of buildings with 5 and 9 floor. We can assume that old building and following what  more than half of bulding is old"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pie_chart(one_city_flats, 'building_floor')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We was split buildings by 3 floor groups with assamption what price in building with low than 5 floors less then in building with higher than 12 floors\n",
    "\n",
    "#### And we confirmed it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pie_chart(one_city_flats, 'floor_group')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bounded_floor_group = one_city_flats[(one_city_flats.price > 5_000) & (one_city_flats.price < 45_000)]\n",
    "\n",
    "plot_linear_chart(bounded_floor_group, 'floor_group', [1,2,3], [\"Ниже 5ти этажей\", \"От 6 до 11\", \"Выше 12\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apartment floor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We was split buildings by 3 apartment floor groups with assamption what price in apartment on lowest building floor less than in apartment on highest building floor\n",
    "\n",
    "#### Its quiet similar so we cannot confirm it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_linear_chart(bounded_floor_group, 'apartment_floor_group', ['button', 'up'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pie_chart(bounded_floor_group, 'apartment_floor_group')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic statistics by `lat` and `long`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
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                {"blur": 15, "gradient": {"0.2": "blue", "0.4": "purple", "0.6": "orange", "1.0": "red"}, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 8}
            ).addTo(map_71b0c957cf574af3bf7f13e79cb9999c);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f356ab8f1c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import folium\n",
    "from folium.plugins import HeatMap\n",
    "m=folium.Map([56.301365, 43.984700],zoom_start=11)\n",
    "HeatMap(one_city_flats[['latitude','longitude']].dropna(),radius=8,gradient={0.2:'blue',0.4:'purple',0.6:'orange',1.0:'red'}).add_to(m)\n",
    "display(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flats = one_city_flats[one_city_flats.longitude < 55]\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.scatterplot(flats.longitude,flats.latitude,hue=flats.area)\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([48.8, 48.9, 49. , 49.1, 49.2, 49.3, 49.4, 49.5]),\n",
       " <a list of 8 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bound_flats_for_lat_and_long = bound_flats_py_price(flats, low=8_000)\n",
    "\n",
    "plt.figure(figsize=(12,8))  \n",
    "sctr = plt.scatter(bound_flats_for_lat_and_long['longitude'], \n",
    "            bound_flats_for_lat_and_long['latitude'], \n",
    "            c=bound_flats_for_lat_and_long['price'],\n",
    "            cmap='YlOrRd',\n",
    "            alpha=0.5)\n",
    "plt.colorbar(sctr,format='%d р')\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare Kazan with Nizhniy Novgorod\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f35712b19a0>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bounded_flats = bound_flats_py_price(one_city_flats)\n",
    "bounded_another_flats = bound_flats_py_price(another_city_flats)\n",
    "\n",
    "plt.figure(figsize=(10,7)) \n",
    "sns.set_style(\"white\")\n",
    "sns.distplot(bounded_flats['price'], bins=30, label=one_city)\n",
    "sns.distplot(bounded_another_flats['price'], bins=30, label=another_city)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "concat_flats = bounded_flats.append(bounded_another_flats, ignore_index=True, sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/daniil/.local/lib/python3.8/site-packages/numpy/core/_asarray.py:83: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "image/png": 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CQAcAAABMhIAOAAAAmAgBHQAAADARAjoAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGgAwAAACZCQAcAAABMhIAOAAAAmAgBHfCgjIwMde3aVYMHD1bXrl2VkZHh7ZIAoEPJz89XeHi4+5Wfn+/tkoA75u/tAoCOKiMjQzk5OVqzZo3Gjx+v/fv3a8GCBZKk9evXe7k6APB9+fn5ysrKUl5engIDA1VXV6e0tDRJUmpqqperA24fM+iAh7z66qtas2aN5s+fr3vuuUfz58/XmjVr9Oqrr3q7NADoELKzs5WXl6fo6Gh17txZ0dHRysvLU3Z2trdLA+4IAR3wkIsXLyo9Pb1VW3p6ui5evOiligCgY7Hb7YqMjGzVFhkZKbvd7qWKgPZBQAc8pEuXLsrJyWnVlpOToy5dunipIgDoWMLCwlRRUdGqraKiQmFhYV6qCGgfrEEHPOSJJ55wrzkfP368XnrpJS1YsOCaWXUAwO3JyspSWlqaew16WVmZ0tLSWOICn0dABzzkyoWgixYt0sWLF9WlSxelp6dzgSgAtJMrF4JmZGTIbrcrLCxM2dnZXCAKn2e4XC6Xt4u4HcnJydq+fbu3ywBuyZX/OAAAnsE4C19zsyzLGnQAAADARAjoAAAAgIkQ0AEAAAATIaADAACflZ+fr/DwcPcrPz/f2yUBd4y7uAAAAJ+Un5+vrKws920W6+rqlJaWJkncyQU+jRl0AADgk7Kzs5WXl6fo6Gh17txZ0dHRysvL4z7o8HkEdAAA4JPsdrsiIyNbtUVGRsput3upIqB9ENABAIBPCgsLU0VFRau2iooK7ocOn0dABwAAPikrK0tpaWkqKytTU1OTysrKlJaWpqysLG+XBtwRLhIFAAA+6cqFoBkZGe4niWZnZ3OBKHweAR0AAPis1NRUpaamugM60BGwxAUAAAAwEQI6AAAAYCIEdAAAAMBEbjmgt7S0KDExUU899ZQkqbq6WtOmTZPVatW8efPkdDolSU6nU/PmzZPVatW0adN06tQp9zE2b94sq9Uqm82mAwcOuNvLy8tls9lktVqVm5vbXn0DvM4wDBmGocGDB7s/BgC0H8ZZdES3HNBff/11PfDAA+7P165dq+nTp6ukpES9evXStm3bJElvvvmmevXqpZKSEk2fPl1r166VJJ04cUJFRUUqKirSli1btGzZMrW0tKilpUXLly/Xli1bVFRUpF27dunEiRPt3E3gy3f1fxKLFi26bjsA4PZdPZ6uWrXquu2AL7qlgF5TU6Pf/OY3SklJkSS5XC4dPHhQNptNkpSUlKTS0lJJ0r59+5SUlCRJstls+t3vfieXy6XS0lLFx8fLYrEoNDRUAwcOVGVlpSorKzVw4ECFhobKYrEoPj7efSygI3C5XPr+978vl8vl7VIAoENyuVxKTExknEWHcUu3WVy1apWee+45ff7555Kk8+fPq1evXvL3v7x7SEiIHA6HJMnhcKhfv36XD+7vr549e+r8+fNyOBwaNmyY+5jBwcHufUJCQlq1V1ZWtlmT0+nkUb4wvUWLFslut6uxsVF2u12LFi3SqlWr+NkFgHZyZUy9Ms6uWrXKPfYCvqrNgF5WVqa+ffsqPDxchw4d+jJquiUWi4X7ncL0Vq1apezsbPf9ea/8CZafXQBoH4sWLVJmZqZ7nB08eLAkxln4tjaXuPz+97/Xvn37FBMTo/nz5+vgwYPKzs5WQ0ODmpubJV1eAhMcHCzp8gz42bNnJUnNzc369NNP1adPHwUHB6umpsZ9XIfDoeDg4Bu2Ax2FYRj6z//8T9ZEAoCHGIahHTt2MM6iw2gzoD/77LMqLy/Xvn379NJLL2nMmDH66U9/qtGjR2vPnj2SpIKCAsXExEiSYmJiVFBQIEnas2ePxowZI8MwFBMTo6KiIjmdTlVXV6uqqkoREREaOnSoqqqqVF1dLafTqaKiIvexAF929VrIqy9eYo0kALSPq8fTqy/GZ5yFr7vt+6A/99xzeu2112S1WnXhwgVNmzZNkpSSkqILFy7IarXqtdde049//GNJ0qBBgzRp0iTFxcVp5syZWrx4sfz8/OTv76/Fixdr5syZiouL06RJkzRo0KD26R3gZS6XSy6XS3/84x/dHwMA2g/jLDoiw+WjP8nJycnavn27t8sAbsmVtZEAAM9gnIWvuVmW5UmiAAAAgIkQ0AEAAAATIaADHpSRkaGuXbtq8ODB6tq1qzIyMrxdEgAAMLlbelARgC8uIyNDOTk5WrNmjcaPH6/9+/drwYIFkqT169d7uToAAGBWzKADHvLqq69qzZo1mj9/vu655x7Nnz9fa9as0auvvurt0gAAgIkR0AEPuXjxotLT01u1paen6+LFi16qCAAA+AICOuAhXbp0UU5OTqu2nJwcdenSxUsVAQAAX8AadMBDnnjiCfea8/Hjx+ull17SggULrplVBwAAuBoBHfCQKxeCLlq0SBcvXlSXLl2Unp7OBaIA0I7y8/OVnZ3tflBRVlaWUlNTvV0WcEcI6IAHrV+/XuvXr+cJdwDgAfn5+crKylJeXp4CAwNVV1entLQ0SSKkw6exBh0AAPik7Oxs5eXlKTo6Wp07d1Z0dLTy8vKUnZ3t7dKAO0JABwAAPslutysyMrJVW2RkpOx2u5cqAtoHAR0AAPiksLAwVVRUtGqrqKhgSSF8HmvQAQ+y2WwqKSmRy+WSYRiyWq3as2ePt8sCgA4hKytLNptNTU1N7rbOnTtr69atXqwKuHPMoAMeYrPZVFxcrPT0dB08eFDp6ekqLi6WzWbzdmkA0CGsXr1aTU1N6tmzpzp16qSePXuqqalJq1ev9nZpwB0hoAMeUlJSolmzZmnjxo3q1auXNm7cqFmzZqmkpMTbpQFAh3D06FFNnTpVDQ0NOnbsmBoaGjR16lQdPXrU26UBd4SADniIy+W6ZhZn9erVcrlcXqoIADqevLy8m34O+CICOuAhhmEoMzOzVVtmZqYMw/BSRQDQ8Vy57/mNPgd8EQEd8BCr1apNmzZp9uzZamho0OzZs7Vp0yZZrVZvlwYAHcLQoUO1c+dOJSQk6Ny5c0pISNDOnTs1dOhQb5cG3BHD5aN/b09OTtb27du9XQZwU9zFBQA8KyIiotWa86FDh6qystKLFQG35mZZltssAh50JYzb7XbuywsAHnAljDPOoiNhiQsAAABgIgR0AAAAwEQI6AAAAICJENABD8rPz1d4eLj7lZ+f7+2SAKBDsdls6tSpkwYPHqxOnTrxtGZ0CFwkCnhIfn6+srKylJeXp8DAQNXV1bnvz5uamurl6gDA99lsNhUXF2vWrFn64Q9/qK1bt2rTpk2y2WzcMQs+jRl0wEOys7OVl5en6Ohode7cWdHR0crLy1N2dra3SwOADqGkpESzZs3Sxo0b1atXL23cuFGzZs1SSUmJt0sD7ggBHfAQu92uyMjIVm2RkZGy2+1eqggAOhaXy6XVq1e3alu9erV89BEvgBsBHfCQsLAwVVRUtGqrqKjgPr0A0E4Mw1BmZmartszMTBmG4aWKgPZBQAc8JCsrS2lpaSorK1NTU5PKysqUlpamrKwsb5cGAB2C1WrVpk2bNHv2bDU0NGj27NnatGmTrFart0sD7ggXiQIecuVC0IyMDPcT7rKzs7lAFADayZ49e2Sz2ZSTk6NNmzbJMAzFxsZygSh8HgEd8KDU1FSlpqbyCGoA8JArYZxxFh0JS1wAAAAAEyGgAwAAACZCQAcAAABMhIAOeBCPoAYAAF8UAR3wkCuPoE5PT9fBgweVnp6u4uJiQjoAALgp7uICeMjVj6C22+3auHGjJCknJ8fLlQEAADNjBh3wEB5BDQAAbgcBHfAQHkENAABuB0tcAA+58ghqSfrhD3/ofgR1bGyslysDAABmRkAHPIRHUAMAgNtBQAc8iEdQAwCAL4o16AAAAICJENABAAAAE2kzoF+8eFEpKSmaOnWq4uPj9fOf/1yStHDhQsXExCghIUEJCQmy2+2SLt9abuXKlbJarZoyZYqOHz/uPlZBQYFiY2MVGxurgoICd/uxY8c0ZcoUWa1WrVy5ktvQAQAA4K7V5hp0i8WirVu3qnv37mpqatJjjz2mqKgoSdLzzz+viRMnttq+vLxcVVVVKi4u1h/+8ActXbpUb775pi5cuKANGzborbfekmEYSk5OVkxMjHr37q2lS5dqxYoVGjZsmJ544gmVl5dr/Pjxnukx8CW63i0V+QUUANoP4yw6ojZn0A3DUPfu3SVJzc3Nam5uvul9nEtLS5WYmCjDMDR8+HA1NDSotrZWFRUVGjdunAICAtS7d2+NGzdOBw4cUG1trT777DMNHz5chmEoMTFRpaWl7ddDwEuu/neSlJR03XYAwO27ejxds2bNddsBX3RLa9BbWlqUkJCghx56SA899JCGDRsmSXr55Zc1ZcoUrVq1Sk6nU5LkcDgUEhLi3jckJEQOh+Oa9uDg4Ou2X9ke6ChcLpeys7OZ0QEAD3G5XJoyZQrjLDqMW7rNop+fnwoLC9XQ0KA5c+boz3/+s+bPn697771XTU1NeuGFF5Sbm6unn37a0/W6OZ1O97p3wKySkpJkt9vV2Ngou92upKQkFRQU8LMLAO1kzZo1rcbZNWvWaMGCBYyz8Glf6D7ovXr10ujRo3XgwAGlpaVJurxGPTk5Wb/4xS8kXZ4Zr6mpce9TU1Oj4OBgBQcH67333nO3OxwOffvb377h9m2xWCzcVxqmV1BQoO3bt7vvg37l4mh+dgGgfSxYsEDPP/+8e5wdPHiwJMZZ+LY2l7icO3dODQ0NkqTGxka9++67uv/++1VbWyvp8p+V9u7dq0GDBkmSYmJitGPHDrlcLh05ckQ9e/ZUUFCQIiMjVVFRofr6etXX16uiokKRkZEKCgpSjx49dOTIEblcLu3YsUMTJkzwYJeBL5dhGMrKymJNJAB4iGEYevvttxln0WG0OYNeW1urhQsXqqWlRS6XSxMnTlR0dLR+8IMf6Pz583K5XPrmN7+pZcuWSZLGjx+v/fv3y2q1qlu3blq1apUkKSAgQLNnz1ZKSookac6cOQoICJAkLVmyRJmZmWpsbFRUVJT7LjGAL3O5XO7/LK6+rShrJAGgfVw9zi5YsKBVO+DLDJeP/hQnJydr+/bt3i4DuCVX/vQKAPAMxln4mptlWZ4kCgAAAJgIAR0AAAAwEQI6AAAAYCIEdMCD8vPzFR4e7n7l5+d7uyQAAGByX+g+6ABuXX5+vrKyspSXl6fAwEDV1dW5nx+Qmprq5eoAAIBZMYMOeEh2drby8vIUHR2tzp07Kzo6Wnl5ecrOzvZ2aQAAwMQI6ICH2O12RUZGtmqLjIzk8dMAAOCmCOiAh4SFhamioqJVW0VFBffpBQAAN0VABzwkKytLaWlpKisrU1NTk8rKypSWlqasrCxvlwYAAEyMi0QBD7lyIWhGRob7CXfZ2dlcIAoAAG6KgA54UGpqqlJTU3kENQAAuGUscQEAAABMhIAOAAAAmAgBHQAAADARAjrgQRERETIMQ4MHD5ZhGIqIiPB2SQDQodx3332txtn77rvP2yUBd4yADnhIRESEjh49qqlTp6qiokJTp07V0aNHCekA0E7uu+8+VVdX66GHHtJvfvMbPfTQQ6quriakw+cR0AEPuRLOCwsL1bdvXxUWFrpDOgDgzl0J57/97W8VFBSk3/72t+6QDvgyAjrgQXl5eTf9HABwZ7Zt23bTzwFfREAHPCgtLe2mnwMA7kxKSspNPwd8EQEd8JChQ4dq586dSkhI0Llz55SQkKCdO3dq6NCh3i4NADqE0NBQvfvuuxo3bpxqa2s1btw4vfvuuwoNDfV2acAd4UmigIdUVlYqIiJCO3fu1M6dOyVdDu2VlZVergwAOoaTJ0/qvvvu07vvvquHH35Y0uXQfvLkSe8WBtwhZtABD6qsrJTL5dIf//hHuVwuwjkAtLOTJ0+2GmcJ5+gICOgAAACAiRDQAQAAABMhoAMAAAAmQkAHPMhms6lTp04aPHiwOnXqJJvN5u2SAKBDCQwMlGEYGjx4sAzDUGBgoLdLAu4YAR3wEJvNpuLiYqWnp+vgwYNKT09XcXExIR0A2klgYKDOnTunIbhGKC4AACAASURBVEOGaO/evRoyZIjOnTtHSIfP4zaLgIeUlJRo1qxZ2rhxo+x2uzZu3ChJysnJ8XJlANAxXAnnx44dk91u17FjxxQeHq7jx497uzTgjjCDDniIy+XS6tWrW7WtXr1aLpfLSxUBQMeze/fum34O+CICOuAhhmEoMzOzVVtmZqYMw/BSRQDQ8cTFxd30c8AXEdABD7Fardq0aZNmz56thoYGzZ49W5s2bZLVavV2aQDQIfTt21fHjx9XeHi4zpw5417e0rdvX2+XBtwR1qADHrJnzx7ZbDbl5ORo06ZNMgxDsbGx2rNnj7dLA4AOoa6uToGBgTp+/LgeeeQRSZdDe11dnZcrA+4MAR3woCth3G63KywszMvVAEDHcyWMM86iI2GJCwAAAGAiBHQAAADARAjogAfl5+crPDzc/crPz/d2SQAAwORYgw54SH5+vrKyspSXl6fAwEDV1dUpLS1NkpSamurl6gAAgFkxgw54SHZ2tvLy8hQdHa3OnTsrOjpaeXl5ys7O9nZpAADAxAjogIfY7XZFRka2aouMjJTdbvdSRQAAwBcQ0AEPCQsLU0VFRau2iooKbgMGAABuioAOeEhWVpbS0tJUVlampqYmlZWVKS0tTVlZWd4uDQAAmBgXiQIecuVC0IyMDPcDNLKzs7lAFAAA3BQBHfCg1NRUpaam8oQ7AABwy1jiAgAAAJgIAR0AAAAwEQI6AAAAYCJtBvSLFy8qJSVFU6dOVXx8vH7+859LkqqrqzVt2jRZrVbNmzdPTqdTkuR0OjVv3jxZrVZNmzZNp06dch9r8+bNslqtstlsOnDggLu9vLxcNptNVqtVubm57d1HAADQQRmGIcMwNHjwYPfHgK9rM6BbLBZt3bpVO3fu1I4dO3TgwAEdOXJEa9eu1fTp01VSUqJevXpp27ZtkqQ333xTvXr1UklJiaZPn661a9dKkk6cOKGioiIVFRVpy5YtWrZsmVpaWtTS0qLly5dry5YtKioq0q5du3TixAnP9hoAAPi8q8N4dHT0ddsBX9RmQDcMQ927d5ckNTc3q7m5WYZh6ODBg7LZbJKkpKQklZaWSpL27dunpKQkSZLNZtPvfvc7uVwulZaWKj4+XhaLRaGhoRo4cKAqKytVWVmpgQMHKjQ0VBaLRfHx8e5jAQAAtMXlcumVV16Ry+XydilAu7il2yy2tLQoOTlZJ0+e1GOPPabQ0FD16tVL/v6Xdw8JCZHD4ZAkORwO9evX7/LB/f3Vs2dPnT9/Xg6HQ8OGDXMfMzg42L1PSEhIq/bKyso2a3I6nTwyHV4zdepUj/+l58EHH9TOnTs9eg4A8HXR0dGy2+1qbGyU3W5XdHS0ysrKyAjwabcU0P38/FRYWKiGhgbNmTNHf/3rXz1dV5ssFgv3lYbXfPTRR19o+68tLFLVi/EeqgYA7l5lZWUKCwtzP2+irKxMksgI8Glf6C4uvXr10ujRo3XkyBE1NDSoublZklRTU6Pg4GBJl2fAz549K+nykphPP/1Uffr0UXBwsGpqatzHcjgcCg4OvmE7AADArTAMQ3PmzGHtOTqMNgP6uXPn1NDQIElqbGzUu+++qwceeECjR4/Wnj17JEkFBQWKiYmRJMXExKigoECStGfPHo0ZM0aGYSgmJkZFRUVyOp2qrq5WVVWVIiIiNHToUFVVVam6ulpOp1NFRUXuYwEAANzI1WvOr8yc/3M74IvaXOJSW1urhQsXqqWlRS6XSxMnTlR0dLQefPBBPfPMM1q3bp3CwsI0bdo0SVJKSoqee+45Wa1W9e7dWy+//LIkadCgQZo0aZLi4uLk5+enxYsXy8/PT5K0ePFizZw5Uy0tLXr00Uc1aNAgD3YZAAB0FFfC+JUlLkBHYLh89NfM5ORkbd++3dtlALeENegA4FkEdPiam2VZniQKAAAAmAgBHQAAADARAjoAAPBZ+fn5Cg8Pd7/y8/O9XRJwx27pPugAAABmk5+fr6ysLOXl5SkwMFB1dXVKS0uTJKWmpnq5OuD2MYMOAAB8UnZ2tvLy8hQdHa3OnTsrOjpaeXl5ys7O9nZpwB0hoAMAAJ9kt9sVGRnZqi0yMlJ2u91LFQHtg4AOAAB8UlhYmCoqKlq1VVRUcLtF+DwCOgAA8ElZWVlKS0tTWVmZmpqaVFZWprS0NGVlZXm7NOCOcJEoAADwSVcuBM3IyHA/qCg7O5sLROHzCOgAAMBnpaamKjU1lSeJokNhiQsAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGgAwAAACZCQAcAAABMhIAOAABMJTw8XIZhfKHX4MGDv/A+4eHh3u4qcF0EdAAAYCrHjh2Ty+X6Qq+BC3Z94X2OHTvm7a4C10VABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMJE2A/rZs2f1+OOPKy4uTvHx8dq6daskaf369frOd76jhIQEJSQkaP/+/e59Nm/eLKvVKpvNpgMHDrjby8vLZbPZZLValZub626vrq7WtGnTZLVaNW/ePDmdzvbsIwAAAOAz/NvawM/PTwsXLtSQIUP02Wef6dFHH9W4ceMkSdOnT1daWlqr7U+cOKGioiIVFRXJ4XBoxowZ2rNnjyRp+fLleu211xQcHKyUlBTFxMTowQcf1Nq1azV9+nTFx8dr8eLF2rZtmx577DEPdBcAAAAwtzZn0IOCgjRkyBBJUo8ePXT//ffL4XDccPvS0lLFx8fLYrEoNDRUAwcOVGVlpSorKzVw4ECFhobKYrEoPj5epaWlcrlcOnjwoGw2myQpKSlJpaWl7dQ9AAAAwLd8oTXop06dkt1u17BhwyRJv/rVrzRlyhRlZmaqvr5ekuRwOBQSEuLeJzg4WA6H44bt58+fV69eveTvf3kyPyQk5Ka/AAAAAAAdWZtLXK74/PPPNXfuXC1atEg9evRQamqqZs+eLcMw9LOf/UwvvviiVq9e7claW3E6nbLb7V/a+YA7xc8rAHgW4yw6ilsK6E1NTZo7d66mTJmi2NhYSdJXvvIV9/vTpk1Tenq6pMsz4zU1Ne73HA6HgoODJem67X369FFDQ4Oam5vl7++vmpoa9/Y3Y7FYFBYWdivlAybwV35eAcCjGGfRcbS5xMXlcikrK0v333+/ZsyY4W6vra11f7x3714NGjRIkhQTE6OioiI5nU5VV1erqqpKERERGjp0qKqqqlRdXS2n06mioiLFxMTIMAyNHj3afSFpQUGBYmJi2rufAAAAgE9ocwb9/fffV2Fhob7+9a8rISFBkjR//nzt2rVLH374oSRpwIABWr58uSRp0KBBmjRpkuLi4uTn56fFixfLz89PkrR48WLNnDlTLS0tevTRR92h/rnnntMzzzyjdevWKSwsTNOmTfNIZwEAAACzazOgjxw5Un/605+uaR8/fvwN95k1a5ZmzZp13X2ut19oaKi2bdvWVikAAABAh8eTRAEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAibQb0s2fP6vHHH1dcXJzi4+O1detWSdKFCxc0Y8YMxcbGasaMGaqvr5ckuVwurVy5UlarVVOmTNHx48fdxyooKFBsbKxiY2NVUFDgbj927JimTJkiq9WqlStXyuVytXc/AQAAAJ/QZkD38/PTwoULtXv3bv33f/+33njjDZ04cUK5ubkaO3asiouLNXbsWOXm5kqSysvLVVVVpeLiYq1YsUJLly6VdDnQb9iwQb/+9a/15ptvasOGDe5Qv3TpUq1YsULFxcWqqqpSeXm553oMAAAAmFibAT0oKEhDhgyRJPXo0UP333+/HA6HSktLlZiYKElKTEzU3r17JcndbhiGhg8froaGBtXW1qqiokLjxo1TQECAevfurXHjxunAgQOqra3VZ599puHDh8swDCUmJqq0tNSDXQYAAADMy/+LbHzq1CnZ7XYNGzZMdXV1CgoKkiTde++9qqurkyQ5HA6FhIS49wkJCZHD4bimPTg4+LrtV7Zvi9PplN1u/yLlA9f12H9/rPONLR4/z9cWFnn8HH26+umN/2+gx88DAGZELkBHccsB/fPPP9fcuXO1aNEi9ejRo9V7hmHIMIx2L+5mLBaLwsLCvtRzomM63/hXb5fQbs43tvDvAsBd6q+Mf+gwbukuLk1NTZo7d66mTJmi2NhYSVJgYKBqa2slSbW1terbt6+kyzPjNTU17n1ramoUHBx8TbvD4bhu+5XtAQAAgLtRmwHd5XIpKytL999/v2bMmOFuj4mJ0Y4dOyRJO3bs0IQJE1q1u1wuHTlyRD179lRQUJAiIyNVUVGh+vp61dfXq6KiQpGRkQoKClKPHj105MgRuVyuVscCAAAA7jZtLnF5//33VVhYqK9//etKSEiQJM2fP19PPvmk5s2bp23btql///5at26dJGn8+PHav3+/rFarunXrplWrVkmSAgICNHv2bKWkpEiS5syZo4CAAEnSkiVLlJmZqcbGRkVFRSkqKsojnQUAAADMrs2APnLkSP3pT3+67ntX7ol+NcMwtGTJkutun5KS4g7oVxs6dKh27drVVikAAABAh8eTRAEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATafNJogAAALdr5MoSffKZ80s519cWFnn8HF/pYdHhn1g9fh7c3ZhBBwAAHvNlhfMvS0frD8yJgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAi/t4uAPC2e/7lZfl1dXi7jHbR0hgsKd7bZQAAgDtAQMdd72//+4y3SwAAAHBjiQsAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGgAwAAACbSZkDPzMzU2LFjNXnyZHfb+vXr9Z3vfEcJCQlKSEjQ/v373e9t3rxZVqtVNptNBw4ccLeXl5fLZrPJarUqNzfX3V5dXa1p06bJarVq3rx5cjqd7dU3AAAAwOe0GdCTk5O1ZcuWa9qnT5+uwsJCFRYWavz48ZKkEydOqKioSEVFRdqyZYuWLVumlpYWtbS0aPny5dqyZYuKioq0a9cunThxQpK0du1aTZ8+XSUlJerVq5e2bdvWzl0EAAAAfEebAX3UqFHq3bv3LR2stLRU8fHxslgsCg0N1cCBA1VZWanKykoNHDhQoaGhslgsio+PV2lpqVwulw4ePCibzSZJSkpKUmlp6Z31CAAAAPBht70G/Ve/+pWmTJmizMxM1dfXS5IcDodCQkLc2wQHB8vhcNyw/fz58+rVq5f8/S8/LykkJEQOR8d4oiMAAABwO27rSaKpqamaPXu2DMPQz372M7344otavXp1e9d2U06nU3a7/Us9J+AL+HcBwEzu+ZeX5de140y+tTQGy26/39tloIO7rYD+la98xf3xtGnTlJ6eLunyzHhNTY37PYfDoeDgYEm6bnufPn3U0NCg5uZm+fv7q6amxr19WywWi8LCwm6nfOCf/NXbBbQr/l0AMJO/bX3G2yW0u7CnGGfhWbe1xKW2ttb98d69ezVo0CBJUkxMjIqKiuR0OlVdXa2qqipFRERo6NChqqqqUnV1tZxOp4qKihQTEyPDMDR69Gjt2bNHklRQUKCYmJh26BYAAADgm9qcQZ8/f77ee+89nT9/XlFRUcrIyNB7772nDz/8UJI0YMAALV++XJI0aNAgTZo0SXFxcfLz89PixYvl5+cnSVq8eLFmzpyplpYWPfroo+5Q/9xzz+mZZ57RunXrFBYWpmnTpnmqrwAAAIDpGS6Xy+XtIm5HcnKytm/f7u0y0AF8bWGRt0toV1Uvxnu7BABw62hjrMQ4i/ZxsyzLk0QBAAAAEyGgAwAAACZCQAcAAABMhIAOAAAAmAgBHQAAADARAjoAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGgAwAAACZCQAcAAABMhIAOAAAAmAgBHQAAADARAjoAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGg4673lR4Wb5fQbjpSXwAAuFv5e7sAwNsO/8Tq8XN8bWGRql6M9/h5AACA72MGHQAAADARAjoAAABgIgR0AAAAwEQI6AAAAICJENABAAAAEyGgAwAAACZCQAcAAABMhIAOAAAAmAgBHQAAADARAjoAAPCYr/SweLuEdtXR+gNz8vd2AQAAoOM6/BPrl3Kery0sUtWL8V/KuQBPYwYdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYSJsBPTMzU2PHjtXkyZPdbRcuXNCMGTMUGxurGTNmqL6+XpLkcrm0cuVKWa1WTZkyRcePH3fvU1BQoNjYWMXGxqqgoMDdfuzYMU2ZMkVWq1UrV66Uy+Vqz/4BAAAAPqXNgJ6cnKwtW7a0asvNzdXYsWNVXFyssWPHKjc3V5JUXl6uqqoqFRcXa8WKFVq6dKmky4F+w4YN+vWvf60333xTGzZscIf6pUuXasWKFSouLlZVVZXKy8vbuYsAAACA72gzoI8aNUq9e/du1VZaWqrExERJUmJiovbu3duq3TAMDR8+XA0NDaqtrVVFRYXGjRungIAA9e7dW+PGjdOBAwdUW1urzz77TMOHD5dhGEpMTFRpaakHugkAAAD4httag15XV6egoCBJ0r333qu6ujpJksPhUEhIiHu7kJAQORyOa9qDg4Ov235lewAAAOBu5X+nBzAMQ4ZhtEctX4jT6ZTdbv/SzwvcLn5eAcCzGGfRUdxWQA8MDFRtba2CgoJUW1urvn37Sro8M15TU+PerqamRsHBwQoODtZ7773nbnc4HPr2t799w+1vhcViUVhY2O2UD3jBX/l5BQCPYpxFx3FbS1xiYmK0Y8cOSdKOHTs0YcKEVu0ul0tHjhxRz549FRQUpMjISFVUVKi+vl719fWqqKhQZGSkgoKC1KNHDx05ckQul6vVsQAAAIC7UZsz6PPnz9d7772n8+fPKyoqShkZGXryySc1b948bdu2Tf3799e6deskSePHj9f+/ftltVrVrVs3rVq1SpIUEBCg2bNnKyUlRZI0Z84cBQQESJKWLFmizMxMNTY2KioqSlFRUZ7qKwAAAGB6bQb0l1566brtW7duvabNMAwtWbLkutunpKS4A/rVhg4dql27drVVBgAAAHBX4EmiAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOgAAAGAiBHQAAADARAjoAAAAgIkQ0AEAAAATIaADAAAAJkJABwAAAEyEgA4AAACYCAEdAAAAMBECOnAbwsPDZRjGLb8+XjP5C21vGIbCw8O93U0A8IovOsYyzqKj8fd2AYAvOnbs2Bfa3m63KywszEPVAEDH8kXHWIlxFh0LM+gAAACAiRDQAQAAABMhoAMAAAAmQkAHAAAATISADgAAAJgIAR0AAAAwkTu6zWJMTIy6d++uTp06yc/PT9u3b9eFCxf0zDPP6PTp0xowYIDWrVun3r17y+VyKTs7W/v371fXrl314osvasiQIZKkgoICbdq0SZI0a9YsJSUl3XnPAAAAAB90xzPoW7duVWFhobZv///bu//Qqqs+gOPvO9uaxnLe0a65iNgcoTUICmw5tNYW+8Ol2xKLslph5MRWBEY/RC0c+o862g8yLELWyMZ217BMMihnCBFGhpJFJG7oHdvaj6yWzT1/PHh5pMfM/Wh32/v1190553u+n3O5nH04nO/3NAKwc+dOsrOz2b9/P9nZ2ezcuROAzz//nJ9++on9+/fz2muvsXHjRgB6enqoqqpiz549vP/++1RVVdHb2zvSsCRJkqQJadS3uBw4cIBly5YBsGzZMj755JOLygOBALfddht9fX10dHTQ2trKwoULSU5OZubMmSxcuJCDBw+OdliSJEnShDDik0SffPJJAoEAK1asYMWKFXR1dZGamgrAddddR1dXFwCRSITZs2dHr5s9ezaRSOQv5aFQiEgkctn7/vHHHxw/fnyk4Uv/it9//93fqySNIedZTSYjStDr6+sJhUJ0dXVRWlpKenr6RfWBQIBAIDCiAC8lISHBI301YXgEtSSNLedZTSYj2uISCoUASElJIT8/n2+++YaUlBQ6OjoA6OjoIBgMRtueOXMmeu2ZM2cIhUJ/KY9EItF+JUmSpKlm2An6r7/+yi+//BL9fOjQITIzM8nNzSUcDgMQDoe59957AaLlQ0NDfP311yQlJZGamkpOTg6tra309vbS29tLa2srOTk5ozA0SZIkaeIZ9haXrq4u1qxZA8Dg4CBLlixh0aJFZGVl8eyzz9LQ0MCcOXPYsWMHAIsXL+azzz4jPz+f6dOnU1FRAUBycjJlZWU88MADAKxZs4bk5OSRjkuSJEmakAJDQ0ND4x3EcBQXF0df7SjFOvdGStLYcp7VRPN3uawniUqSJEkxxARdkiRJiiEm6JIkSVIMGfFBReOlvb2d4uLi8Q5DkiRJumLt7e2XrJuwD4lKkiRJk5FbXCRJkqQYYoIuSZIkxRATdEmSJCmGmKBLkiRJMcQEXZIkSYohJujSFWpra2PJkiXjHYYkTXqVlZV88cUXl6xfuXIlR48evaI+V61aRV9f30hDk8bUhH0PuiRJmtzKy8tHvc8333xz1PuURpsJujQCp06dYu3atWzatImKigoGBgZITEykoqKC9PR0Xn75Zb799lsAIpEIjzzyCKWlpZSVldHX18eff/5JeXk5eXl5tLW1sWrVKm6//XaOHDlCKBSipqaGxMTEcR6lJI2tS81/Gzdu5O677yYtLY1XXnkFgPPnz3PixAm+++47APbt28emTZvo7+9n8+bN3HHHHTQ2NvLpp5/y22+/cerUKfLy8li3bh0Aubm5NDQ0sHv3bmbOnMnjjz8OwPbt2wkGgzz22GPj8h1I/8stLtIw/fjjj6xdu5YtW7aQkZFBXV0d4XCYZ555hu3btwOwefNmmpubqampYdasWRQVFXH11VdTXV1NU1MT77zzDlu3buXCeWEnT57k4YcfZu/evSQlJfHxxx+P5xAl6V/zd/NfVlYWzc3NNDc3k5OTwxNPPBGtGxwcpKGhgZdeeomqqqpo+fHjx9mxYwctLS189NFHnD59+qL7lZSU0NzcDPw36d+7dy/333//GI9S+mdcQZeGobu7m7KyMqqqqpg7dy6nT5/mhRde4OTJkwQCAc6dOxdtOzAwQHl5OevXryctLY1z586xbds2vvzyS+Li4ohEInR2dgJwww03MG/ePABuueWWvz0GWJImk38y/3344YccO3aMt956K1qWn5//f6/Jzs4mKSkJgIyMDNrb27n++usvul9ycjLHjh2js7OT+fPnM2vWrDEZm3SlTNClYUhKSmLOnDl89dVXzJ07l8rKShYsWEB1dTVtbW08+uij0bYbNmzgvvvu46677gKgpaWF7u5uGhsbiY+PJzc3l4GBAQASEhKi102bNi1aLkmT3eXmvxMnTvD6669TV1fHtGnT/nJdXFwcg4ODl+zvf+suWL58OY2NjXR2dlJSUjJqY5FGyi0u0jDEx8dTVVVFOBympaWF/v5+QqEQAE1NTdF2dXV1nD17lqeeeipa1t/fT0pKCvHx8Rw+fNhVckm6jL6+Pp5//nm2bt1KMBgctX7z8vI4ePAgR48eJScnZ9T6lUbKFXRpmGbMmMEbb7xBaWkp99xzD9u2baO2tpbFixdH2+zatYv4+HiWLl0KwIMPPkhhYSGrV6+msLCQW2+9lfT09PEagiRNCAcOHKC9vZ3169dHn5382gAAAkBJREFUyy7sHx+JhIQEFixYwLXXXnvRqrw03gJDF55OkyRJmkLOnz9PUVERlZWV3HTTTeMdjhTlFhdJkjTl/PDDD+Tn55OdnW1yrpjjCrokSZIUQ1xBlyRJkmKICbokSZIUQ0zQJUmSpBhigi5JAqC+vp5wOAxAY2MjkUhknCOSpKnJ96BLkgB46KGHop+bmprIzMyMHsAlSfr3+BYXSZqiwuEwu3btIhAIcPPNN3PjjTcyY8YM0tLSePHFF0lNTSUxMZHnnnuOPXv2UFNTA8ChQ4d49913qa6uHucRSNLk5Aq6JE1B33//PbW1tdTX1xMMBunp6WH37t0AFBQUUFdXx7p168jKymJoaIgtW7bQ3d1NMBiksbGRkpKScR6BJE1e7kGXpCno8OHDFBQUEAwGAUhOTr5k20AgwNKlS/nggw/o6+vjyJEjLFq06N8KVZKmHFfQJUmXVVxczOrVq0lISKCgoICrrvLfhySNFVfQJWkKuvPOO9m3bx8///wzAD09PRfVX3PNNZw9ezb6dygUIjU1ldraWre3SNIYcwlEkqagzMxMnn76aVauXElcXBzz588nLS0tWl9UVMSGDRtITEzkvffeIzExkcLCQrq7u8nIyBjHyCVp8vMtLpKkf+TVV19l3rx5LF++fLxDkaRJzQRdknRZxcXFTJ8+nbfffpuEhITxDkeSJjUTdEmSJCmG+JCoJEmSFENM0CVJkqQYYoIuSZIkxRATdEmSJCmGmKBLkiRJMcQEXZIkSYoh/wGSgKp2V2uk9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_box_chart(concat_flats, 'city')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kazan :  17353.94074809666 vs  Nizhniy :  16238.444871091608\n"
     ]
    }
   ],
   "source": [
    "print(one_city, ': ', bounded_flats.mean().price, 'vs ',another_city ,\n",
    "      ': ', bounded_another_flats.mean().price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kazan :  18862.56183745583 vs  Nizhniy :  17410.20478723404\n"
     ]
    }
   ],
   "source": [
    "print(one_city, ': ', one_city_flats.mean().price, 'vs ',another_city ,': ', another_city_flats.mean().price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3571996760>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TnwN+33336Ve/+pW8Xq/q6+s1bdo0SS0fwdbX18vr9epXv/qVfvKTn0iShg4dqptuukkTJkzQrFmztHDhQjmdTiUmJmrhwoWaNWuWJkyYoJtuuklDhw41ezoxNWbMGEn26H63GjRokCS63xeisLCQa3YBAPgcDQ0Nuvfee/Xoo4+qX792XtbTDmPHjtWOHTu0e/fuNpe1XAhTlqIfMWKERowYIUkaPHhw9NGDn9W9e/dzLlk+e/ZszZ49+4z9o0aN0qhRo2JbrIUWLVp0Rie8qzu9C46O83g8Kisrs7oMAADaOHIyNn3cWJ2nqqpKn3zyif7zP/8zuq/1mvALkZSUpBEjRiglJaVNV/1CmBLAAQAAYA89kpPlSu6hZe/F7pw93clyu93nfc2gQYO0efPm6Pb3v//9M14zZcqUM/a98MIL0V/369dP27ZtkyRNnTpVU6dOjX7tueeei/669TVSyxNVqqurY3q/DQE8jtTV1WnJkiVatGiRUlNTrS4HAADgDO6evbTkiWfV+H+PJWzlOHlMjuaQevTooUsvvbRj53S7O/UMcKP5fD798Ic/lNfrjenltATwOFJSUqLdu3ertLRU8+fPt7ocAACAs3L37CV3z15t9iU0dpejOaTk5OQ2TxLpyjwej6qqqmJ+XtNvwsTZ1dXVqaKiQpFIRBUVFaqrq7O6JAAAABiAAB4nSkpK1Nzc8jD7cDis0tJSiysCAABoEYlIkUjE6jLiUmd+XwjgcWLr1q0KhUKSpFAopMrKSosrAgAAaHGgvlFNwWOE8NNEIhHV1dWpR48eHTqOa8DjxNixY1VeXh5dJdROzwIHAABd2692fqyZkgb16SGH4+yvcZw6ITWHlZSUpEAgYGp9VurRo0d03ZP2IoDHifz8fFVUVEhqWYkpLy/P4ooAAABaHDsZ1srf/+95X5O8t1yJx2o0fPjwmD6yz464BCVOpKamKjs7Ww6HQ9nZ2TyGEAAAwKbogMeR/Px8+f1+ut8AAAA2RgCPI6mpqVq5cqXVZQAAAMBAXIICAAAAmIgAHkfq6uo0d+5cWy3C4/P5lJOTI5/PZ3UpAAAAcYEAHkc+uxS9XRQVFSkQCKioqMjqUgAAAOICATxO2HEpep/PJ7/fL0ny+/10wQEAAEQAjxt2XIr+9K43XXAAAAACeNyw41L0rd3vc20DAABcjAjgcWLs2LFKTGx5KqRdlqLPyMg47zYAAMDFiAAeJ/Lz85WQ0PLHYZel6AsLC8+7DQAAcDEigMcJOy5F7/F4ol3vjIwMeTweawsCAACIAwTwOJKfn69hw4bZovvdqrCwUG63m+43AADA/2Ep+jhix6XoPR6PysrKrC4DAAAgbtABBwAAAExEAIehWIoeAACgLQI4DMVS9AAAAG0RwGEYlqIHAAA4EwEchmEpegAAgDMRwGEYlqIHAAA4EwEchmEpegAAgDMRwGEYlqIHAAA4EwEchmEpegAAgDMRwGEolqIHAABoi6XoYSiWogcAAGiLDjgAAABgIgJ4HPnLX/6irKwsvfvuu1aXAgAAAIMQwOPI4sWL1dzcrEWLFlldCgAAAAxCAI8Tf/nLX3T8+HFJ0vHjx+mCAwAA2BQBPE4sXry4zTZdcAAAAHsigMeJ1u73ubYBAABgDwTwONGzZ8/zbgMAAMAeCOBx4vRLUJYsWWJNIQAAADAUATxOXHvttdGud8+ePfW1r33N4ooAAABgBAJ4HFm8eLESEhLofgMAANgYS9HHkWuvvVbbtm2zugwAAAAYiA44AAAAYCICeBy55ZZbNHr0aN12221WlxIzS5Ys0ejRo7Vs2TKrS+my7Ph76PP5lJOTI5/PZ3UpgK3wswV0DYYF8JMnTyo3N1ff/e53lZOTo5UrV0qSFixYoKysLE2aNEmTJk3Snj17JEmRSERFRUXyer2aOHGiPvzww+i5NmzYoHHjxmncuHHasGFDdP8HH3ygiRMnyuv1qqioSJFIxKjpmOLQoUOSpIMHD1pcSey88cYbkqTKykqLK+m67Ph7WFRUpEAgoKKiIqtLAWyFny2gazAsgCclJamkpES//e1vtXHjRu3YsUPvv/++JOmnP/2pNm3apE2bNikzM1OStH37dvn9fm3ZskUPP/xw9LF89fX1WrVqlV555RW9+uqrWrVqlT799FNJLTctPvzww9qyZYv8fr+2b99u1HQMd8stt7TZtkMX/PSbSe3UwTWLHX8PfT6f/H6/JMnv99OpA2KEny2g6zAsgDscDrndbklSKBRSKBSSw+E45+urqqo0efJkORwOXXPNNWpoaNChQ4f01ltv6YYbblCfPn3Uu3dv3XDDDdqxY4cOHTqk48eP65prrpHD4dDkyZNVVVVl1HQM19r9bmWHLnhr57aVnTq4ZrHj7+HpnTk6dUBs8LMFdB2GXgMeDoc1adIkXX/99br++us1fPhwSdKTTz6piRMnavny5WpqapIk1dbWasCAAdFjBwwYoNra2jP2p6enn3V/6+sBxLfWDt25tgF0Dj9bQNdhaAB3Op3atGmT3nzzTe3atUt///vfdc8996iiokK/+c1v9Omnn2r16tVGlgAgzmRkZJx3G0Dn8LMFdB2mPAUlJSVFI0aM0I4dO9S/f385HA4lJSVp6tSp2r17t6SWznZNTU30mJqaGqWnp5+xv7a29qz7W1/fVfXv37/N9iWXXGJRJbEzZsyYNtter9eiSrouO/4eFhYWnncbQOfwswV0HYYF8CNHjqihoUGS1NjYqD/+8Y+6/PLLo9c6RyIRbd26VUOHDpUkZWVlaePGjYpEInr//ffVq1cv9e/fX9/85jf11ltv6dNPP9Wnn36qt956S9/85jfVv39/9ezZU++//74ikYg2btyob3/720ZNx3CvvPJKm+2XXnrJokpiZ9GiRW22H3roIYsq6brs+Hvo8XiinbmMjAx5PB5rCwJsgp8toOswbCXMQ4cOacGCBQqHw4pEIsrOztaYMWOUl5eno0ePKhKJ6Morr4w+5WHUqFF688035fV6lZycrOXLl0uS+vTpo7vvvlu5ubmSpB/96Efq06ePpJZw8sADD6ixsVE33nijbrzxRqOmY4r+/fvr0KFDtuh+txozZozeeOMNW3RurWLH38PCwkIVFBTQoQNijJ8toGtwRLr6w7M7aOrUqVq/fr3VZQDABSkoKFB1dbWGDx+u4uJiq8uJCTvOCTiX1u/3UK8BOnHlBKvLiYnkveVKPFbDz/D/OV/mZCVMAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwGKqurk5z585VXV2d1aUAAADEBQI4DFVSUqLdu3ertLTU6lIAAADiAgEchqmrq1NFRYUikYgqKiroggMAAEhKtLoAu9qzZ49KS0sVDAbbfUwwGNThw4eVlpYml8vV7uNcLpfy8vKUmZnZmVINU1JSoubmZklSOBxWaWmp5s+fb3FVAAAA1iKAG2TdunXauXNnp46tr6/v8DFut1uFhYWdGs8oW7duVSgUkiSFQiFVVlYSwAEAwEWPAG6Q3NxcBYPBDnXAfT6fAoGA3G63PB5Pu49zuVzKzc3tTJmGGjt2rMrLyxUKhZSYmCiv12t1SQAAAJYjgBskMzNTK1as6NAxBQUFqq6ulsfjUXFxsUGVmSc/P18VFRWSJKfTqby8PIsrAgAAsB43YcIwqampys7OlsPhUHZ2tlJTU60uCQAAwHJ0wGGo/Px8+f1+ut8AAAD/hwAOQ6WmpmrlypVWlwEAABA3uAQFAAAAMBEBHIhzPp9POTk58vl8VpcSM3acEwAA7UUAB+JcUVGRAoGAioqKrC4lZuw4JwAA2osADsQxn88nv98vSfL7/bboGNtxTgAAdAQBHIhjp3eI7dAxtuOcAADoCAI4EMdaO8Xn2u6K7DgnAAA6ggAOxLGMjIzzbndFdpwTAAAdQQAH4lhhYeF5t7siO84JAICOIIADcczj8UQ7xBkZGfJ4PNYWFAN2nBMAAB1BAAfiXGFhodxut606xXacEwAA7cVS9ECc83g8Kisrs7qMmLLjnAAAaC864AAAAICJCOAAAACAiQjgAAAAgIkI4AAAAICJCOAAAACAiQjgAAAAgIkI4AAAAICJCOAAAACAiQjgAAAAgIkI4AAAAICJCOAAAACAiQjgAAAAgIkI4DDUuHHjNHr0aI0fP97qUrqsRx99VKNHj9bjjz9udSkxs3btWo0ePVr//d//bXUpAOJcXV2d5s6dq7q6OqtLAWLGsAB+8uRJ5ebm6rvf/a5ycnK0cuVKSdL+/fs1bdo0eb1ezZs3T01NTZKkpqYmzZs3T16vV9OmTdOBAwei53ruuefk9Xo1fvx47dixI7p/+/btGj9+vLxer1avXm3UVHABWv98T548aXElXdfvfvc7SdJrr71mcSWx84tf/EKS9POf/9ziSgDEu5KSEu3evVulpaVWlwLEjGEBPCkpSSUlJfrtb3+rjRs3aseOHXr//ff12GOPacaMGaqsrFRKSorWrVsnSXr11VeVkpKiyspKzZgxQ4899pgkyefzqaysTGVlZVqzZo2WLFmicDiscDispUuXas2aNSorK9PmzZvl8/mMmg46Ydy4cW226YJ33KOPPtpm2w5d8LVr17bZpgsO4Fzq6upUUVGhSCSiiooKuuCwjUSjTuxwOOR2uyVJoVBIoVBIDodDb7/9djRETJkyRatWrdLtt9+ubdu26cc//rGklqC2dOlSRSIRVVVVKScnR0lJSRo8eLCGDBmiXbt2SZKGDBmiwYMHS5JycnJUVVUlj8dj1JTQQa3d71Z0wTuutfvd6rXXXtO9995rUTWx0dr9bvXzn/9ct956q0XVAIhnJSUlam5uliSFw2GVlpZq/vz5FlcVG8FgUJLkDNYpeW+5xdXEhjPY8g+k1rnh3AwL4FLLD8vUqVP18ccf6/bbb9fgwYOVkpKixMSWYQcMGKDa2lpJUm1trS655JKWohIT1atXLx09elS1tbUaPnx49Jzp6enRYwYMGNBmf2swBwAAXd/WrVsVCoUktTTzKisrbRPADx8+LElyhE8p8ViNxdXEVuvccG6GBnCn06lNmzapoaFBP/rRj/TPf/7TyOEAAICNjB07VuXl5QqFQkpMTJTX67W6pJhJS0tTfX29Is5uCrtSrS4nJpzBOjnCp5SWlmZ1KXHP0ADeKiUlRSNGjND777+vhoaG6A9STU2N0tPTJbV0sA8ePKgBAwYoFArp2LFj6tu3r9LT01VT8+9/GdbW1kaPOdd+xIekpKQ2l6F0797dwmq6pptuuqnNZSgTJ060sJrYuPPOO9tchnLXXXdZWA2AeJafn6+KigpJLU29vLw8iyuKHZfLJUkKu1J14soJFlcTG8l7y5V4rCY6N5ybYTdhHjlyRA0NDZKkxsZG/fGPf9QVV1yhESNG6PXXX5ckbdiwQVlZWZKkrKwsbdiwQZL0+uuv67rrrpPD4VBWVpbKysrU1NSk/fv3y+/36+qrr9awYcPk9/u1f/9+NTU1qaysLHouxIctW7a02W79c0f73X///W22u/r135L0ve99r802138DOJfU1FRlZ2fL4XAoOztbqan26BQDhnXADx06pAULFigcDisSiSg7O1tjxoyRx+PR/Pnz9dRTTykzM1PTpk2TJOXm5uq+++6T1+tV79699eSTT0qShg4dqptuukkTJkyQ0+nUwoUL5XQ6JUkLFy7UrFmzFA6HdfPNN2vo0KFGTQed1NoFp/vdea1dcDt0v1u1dsHpfgP4PPn5+fL7/bbqfgOGBfArr7xSGzduPGP/4MGDo48e/Kzu3btHnxV+utmzZ2v27Nln7B81apRGjRp14cXCMKd3wdFx999//xmd8K7ue9/73hmdcAA4m9TU1HPmA6CrYiVMAAAAwEQEcAAAAMBEBHAAAADARKY8hhAALgZPP/20fD6fKWO1juPz+VRQUGD4eB6PR3PmzDF8HAC4GBDA0W579uxRaWlph5aYDQaDOnz4sNLS0jr8XFCXy6W8vDxlZmZ2tFTAEj6fT9XV1aaOGQgETB8TAGVL5PEAACAASURBVHBhCOBot3Xr1mnnzp2dOra+vr5Tx7ndbhUWFnbqWMAqEWeSwq5+xg4SblJCU1DNSW7J2c2wYZzBI3KEmz7/hQCAdiOAo91yc3MVDAY71AH3+XwKBAJyu93yeDwdGs/lcik3N7ejZQKWC7v62W5lOwBA7BDA0W6ZmZlasWJFh44pKChQdXW1PB6PiouLDaoMAACg6+ApKAAAAICJCOAAAACAiQjgAAAAgIkI4AAAAICJCOBAnKurq9PcuXNVV1dndSkx4/P5lJOTY9qiNcDFwo7vF4AdEcCBOFdSUqLdu3ertLTU6lJipqioSIFAQEVFRVaXAtiKHd8vADsigANxrK6uThUVFYpEIqqoqLBFV8vn88nv90uS/H4/XXAgRuz4fgHYFc8BB+JYSUmJmpubJUnhcFilpaWaP3++xVVdmNO73kVFRXr++eetKQbt5vP5VFBQYPgYZo3VyuPxaM6cOaaMZTQ7vl8AdkUAB+LY1q1bFQqFJEmhUEiVlZVd/i/U1u73ubYRnwKBgKqrq203lp3Y8f0CsCsCOBDHxo4dq/LycoVCISUmJsrr9Vpd0gXLyMhoE7ozMjIsqwUd40ps1mU9w4ad/0TIoaMnE9S3e7OSEyOGjSNJHx93Khiy11WYdny/AOyKAA7Esfz8fFVUVEiSnE6n8vLyLK7owhUWFmrWrFltttE1XNYzrAe/2mB1GTGx/L0U7a23VwC34/sFYFf2evcBbCY1NVXZ2dlyOBzKzs5Wamqq1SVdMI/HE+16Z2RkyOPxWFsQYBN2fL8A7IoADsS5/Px8DRs2zFbdrMLCQrndbrrfQIzZ8f0CsCMuQQHiXGpqqlauXGl1GTHl8XhUVlZmdRmA7djx/QKwIzrgAAAAgIkI4ECcs+Oy7XacEwBj1NXVae7cuSwsBFshgANxzo7LtttxTgCMUVJSot27d6u0tNTqUoCYIYADccyOy7bbcU4AjFFXV6eKigpFIhFVVFTQBYdtcBMmEMfsuGy7HecEwBglJSVqbm6WJIXDYZWWlrK6pw3t2bNHpaWlCgaD7T4mGAzq8OHDSktLk8vlavdxLpdLeXl5yszM7EypMUMAB+KYHZdtt+OcABhj69atCoVCkqRQKKTKykoCuA2tW7dOO3fu7NSx9fX1HT4mHh6DSwAH4pgdl22345yAeFFXV6clS5Zo0aJFtliIZ+zYsSovL1coFFJiYqK8Xq/VJcEAubm5CgaDHeqA+3w+BQIBud3uDi3o5nK5lJub25kyY4oADsQxOy7bbsc5AfHiszcs2qFTnJ+fr4qKCkmS0+lkgSGbyszM1IoVKzp0TEFBgaqrq+XxeFRcXGxQZcbhJkwgjtlx2XY7zgmIB3a8YTE1NVXZ2dlyOBzKzs62RVcfkOiAA3GvsLBQBQUFtuoU23FOgNXsesNifn6+/H4/3e8uxOfzqaCgwPAxzBpLamkezZkzJ2bnI4ADcc6Oy7bbcU6A1ex6w2JqaqpWrlxpdRnogEAgoOrqatuNFUsEcAAAbIAbFhFPXInNuqxn2LDznwg5dPRkgvp2b1ZyYsSwcT4+7lQwFPsrtgngQJzbtm2bli5dqkWLFmnMmDFWlxMTdpwTYDVuWEQ8uaxnWA9+tcHqMi7Y8vdStLc+9gGcmzCBOLd8+XJJ0rJlyyyuJHbsOCfAatywCHQdBHAgjm3btq3NNZ1vvPGGxRVdODvOCYgX+fn5GjZsGN1vIM5xCQoQx1o7xa2WLVvW5S/ZsOOcgHjBDYuIF/uOObX8vRSry7hg+445JalDiwS1BwEciGOtneJzbXdFdpwTAKCtE+EEQ66dtsrhw4djej4COBDHEhMT2wTUxMSu/yNrxzkBANpKdjZrSC/jnoJiln3HnDoRTlBaWlpMz8vffEAce/DBB7V06dLo9kMPPWRhNbFhxzkBANoa0steT0FxuVwxPa99PhsAbCgrKyvaIU5MTLTFtdJ2nBMAAB1BBxyIc60dYzt1iu04JwDoDGfwiJL3lhs7SLhJCU1BNSe5JGeSYcM4g0eiv/74uLE3YZq5EI8RCOBAnMvKylJWVpbVZcSUHecEAJ3hCDcp8ViNKWMlhBpNGUeSgiFzbsJsONU1L+YggAMAAJjM4/GYNpbP51MgEJDb7TZ83E8++USSNHDgQEPHMXNOUuz/vAjgQJwbPXp09Ne///3vLasjlmbMmCG/3y+Px6M1a9ZYXQ5gG9u2bdPSpUu1aNEi29xfUVdXpyVLlmjRokW2Wt1zzpw5po1VUFCg6upqeTweFRcXmzaukbr6nAzr2x88eFDTp0/XhAkTlJOTo5KSEknS008/rW9961uaNGmSJk2apDfffDN6zHPPPSev16vx48drx44d0f3bt2/X+PHj5fV6tXr16uj+/fv3a9q0afJ6vZo3b56ampqMmg6AGPL7/ZJaOhgAYqd1oatly5ZZXEnslJSUaPfu3SotLbW6FCBmDAvgTqdTCxYsUHl5uV5++WW9+OKL0b9sZ8yYoU2bNmnTpk0aNWqUpJa/iMvKylRWVqY1a9ZoyZIlCofDCofDWrp0qdasWaOysjJt3rw5ep7HHntMM2bMUGVlpVJSUrRu3TqjpgNY4rPd77Ntd0UzZsxosz1r1ixrCgFsZtu2bdFn7IdCIb3xxhsWV3Th6urqVFFRoUgkooqKCtXV1VldEhAThl2C0r9/f/Xv31+S1LNnT11++eWqra095+urqqqUk5OjpKQkDR48WEOGDNGuXbskSUOGDNHgwYMlSTk5OaqqqtIVV1yht99+W48//rgkacqUKVq1apVuv/12o6YEIAZau9+t6IIDsdHa/W61bNmyLn8ZSklJiZqbmyVJ4XBYpaWlmj9/vsVVIdb27Nmj0tLSDi333vp3h8/nU0FBQbuPc7lcysvLU2ZmZofrjCVTrgE/cOCA9uzZo+HDh+u9997T2rVrtXHjRl111VVasGCBevfurdraWg0fPjx6THp6ejSwDxgwoM3+Xbt26ejRo0pJSYk+T3jAgAHnDfgAANjZZ1eYPdt2V7R169Y2Xf3KykoCuA2tW7dOO3fu7NSxgUBA1dXVHTrG7XarsLCwU+PFSrsD+CeffKJ9+/bp+uuvV2Njo0KhkHr27Pm5xwUCAc2dO1cPPvigevbsqdtuu0133323HA6HiouL9cgjj2jFihUXNAkAAC52iYmJbUJ3a4OqKxs7dqzKy8sVCoWUmJgor9drdUkwQG5uroLBYIc64MFgUIcPH1ZaWlqHVql0uVzKzc3tTJkx1a6fzldeeUUvv/yyPv30U23dulU1NTVatGhR9MbKczl16pTmzp2riRMnaty4cZKkL3zhC9GvT5s2TXfddZekls52Tc2/n4NZW1ur9PR0STrr/r59+6qhoSH6Q1lTUxN9PYD4lZGR0eYyFDMfxQXYWesCV63ssNBVfn6+KioqJLXcW5aXl2dxRTBCZmbmRdeMbddNmGvXrtVLL70U7XhnZGToyJEj5z0mEonooYce0uWXX66ZM2dG9x86dCj6661bt2ro0KGSWhbmKCsrU1NTk/bv3y+/36+rr75aw4YNk9/v1/79+9XU1KSysjJlZWXJ4XBoxIgRev311yVJGzZsYGEP2M7pjx20w2MIn3/++TbbPIYQiI2srKxo1zsxMbHLX/8tSampqcrOzpbD4VB2dratHkOIi1u7OuBJSUlKSvr30qXtua7s3Xff1aZNm/SlL31JkyZNkiTdc8892rx5s/bu3Sup5SHtrf9aHzp0qG666SZNmDBBTqdTCxculNPZsvznwoULNWvWLIXDYd18883R0H7fffdp/vz5euqpp5SZmalp06Z1YOoArNLaBaf7DcRWaxfcDt3vVvn5+fL7/XS/YSvtCuBf//rX9fOf/1yNjY36wx/+oBdffPFzu83XXnutPvroozP2tz528Gxmz56t2bNnn/WYsx03ePBgHj0I27ND1/t0p3fBAcRGVlaW7T4NTk1N1cqVK60uA4ipdl2C8pOf/ET9+vXTl770Jb388ssaNWqU5s2bZ3RtAAAAgO20qwPe2Niom2++WbfccouklmdxNjY2Kjk52dDiANhT63Nbi4uLuQwFAHDRaVcHfMaMGWpsbIxuNzY2trmxEgA6oqioSIFAQEVFRVaXAgCA6doVwE+ePCm32x3ddrvdOnHihGFFAbAvn88XfQyh3+9nJUwAwEWnXZegJCcn68MPP9RXvvIVSdIHH3ygHj16GFoYYEedWW73QhYbiIfldk93ete7qKjINjdltv65OoN1St5bbnE1seEM1lldAgDYTrsC+IMPPqiCggL1799fkUhE//rXv/Tkk08aXRtgOxey3G59fX2Hj4mH5XZP99lFeM623ZUdPnxYkuQIn1LisZrPeTUA4GLVrgB+9dVX63e/+53+93//V5L0xS9+Ud26dTO0MMCOOrPcrs/nUyAQkNvt7tANi/Gy3O7pTl8JMyMjw7JaYi0tLU319fWKOLsp7LLHgiHOYJ0c4VNWlwEAtnLeAL5z506NHDlSW7ZsabO/9S/P1uXlAbRPZ5bbLSgoUHV1tTwej4qLiw2qzDyFhYWaNWtWm227aL1EKOxK1YkrJ1hcTWwk7y2nmw8AMXbeAP7nP/9ZI0eO1BtvvHHWrxPAAXSUx+OJdsEzMjJ4DCEA4KJz3gA+d+5cNTc361vf+pYmTLBHNweA9QoLC1VQUGCr7jcAAO31uY8hTEhI0Jo1a8yoBcBFwuPxqKysjO43AOCi1K7ngF9//fX65S9/qYMHD6q+vj76HwAAAICOaddTUMrLy+VwOPTiiy+22V9VVWVIUQAAAIBdtTuAv/jii3r33XflcDh07bXX6tZbbzW6NgAAAMB22nUJyv3336//+Z//0fTp03XHHXfI5/Pp/vvvN7o2AAAAwHba1QH/xz/+ofLyfy+rfN11111UT0V5+umn5fP5DB+ndQyfz6eCggLDx/N4PJozZ47h48De9uzZo9LS0g4tLhQMBnX48GGlpaVFn53dHi6XS3l5ecrMzOxMqUCXws8WYF/tCuBf/vKX9f777+uaa66RJFVXV+uqq64ytLB44vP5VF1dbdp4gUDA1PGAC7Fu3Trt3LmzU8d25mZut9vN4wtxUeBnC7CvdgXwDz/8ULfeeqsuvfRSSdL/+3//T1/84hc1ceJESdJrr71mXIVxJOJMUtjVz7gBwk1KaAqqOcktObsZNowzeESOcJNh58fFJTc3V8FgsENdOp/Pp0AgILfb3aFHEbpcLuXm5namTKDL4WcLsK92BXCeA94i7Opni+WlWVoasZSZmakVK1Z06JiCggJVV1fL4/GouLjYoMqAro2fLcC+2hXABw4caHQdAAAAwEWhXU9BAQAAABAbBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARIlWFwAA6Br2HXNq+XspVpcRE/uOOSVJwWDQ4koAXIwI4ACAdjkRTtDeent9cHr48GGrSwBwESKAAwDaJdnZrCG9wlaXERP7jjl1IpygtLQ0q0sBcBEigAMA2mVIr7Ae/GqD1WXExPL3UrS3PkEul8vqUgBchOz1WSIAAAAQ5wjgAAAAgIkI4AAAAICJCOAAAACAiQjgAAAgbvl8PuXk5Mjn81ldChAzhgXwgwcPavr06ZowYYJycnJUUlIiSaqvr9fMmTM1btw4zZw5U59++qkkKRKJqKioSF6vVxMnTtSHH34YPdeGDRs0btw4jRs3Ths2bIju/+CDDzRx4kR5vV4VFRUpEokYNR0AAGCBoqIiBQIBFRUVWV0KEDOGBXCn06kFCxaovLxcL7/8sl588UX5fD6tXr1aI0eO1JYtWzRy5EitXr1akrR9+3b5/X5t2bJFDz/8sBYvXiypJbCvWrVKr7zyil599VWtWrUqGtoXL16shx9+WFu2bJHf79f27duNmg4AADCZz+eT3++XJPn9frrgsA3DngPev39/9e/fX5LUs2dPXX755aqtrVVVVZVeeOEFSdLkyZM1ffp03XfffaqqqtLkyZPlcDh0zTXXqKGhQYcOHdI777yjG264QX369JEk3XDDDdqxY4e+8Y1v6Pjx47rmmmui56qqqtKoUaNiPpfWpYqdwTol7y2P+fnN5gzWSZI++ugjFRQUGDpW65ulz+czfKxWHo9Hc+bMMWUsAIBxTu96FxUV6fnnn7emGCCGTFmI58CBA9qzZ4+GDx+uurq6aDBPS0tTXV1LGKytrdWAAQOixwwYMEC1tbVn7E9PTz/r/tbXG6F1qWJH+JQSj9UYMoYVGhsbVV1dbcpYgUDAtLEAAPbQ2v0+1zbQVRkewAOBgObOnasHH3xQPXv2bPM1h8Mhh8NhdAkXLC0tTfX19Yo4uynsSrW6nAvmDNbJET4lSXIlNuuynsYtLX0i5NDRkwnq271ZyYnGXqP/8XGngiHuKwYAu8jIyGgTujMyMiyrBYglQwP4qVOnNHfuXE2cOFHjxo2TJKWmpurQoUPq37+/Dh06pH79+klq6WzX1Py7u1xTU6P09HSlp6frnXfeie6vra3VN77xjXO+3gitSxWHXak6ceUEQ8YwU/Le8mgn/7Ke9ltaGrCaM3jE+MvVwk1KaAqqOcklOZMMG8YZPGLYuYHPU1hYqFmzZrXZBuzAsAAeiUT00EMP6fLLL9fMmTOj+7OysrRx40b94Ac/0MaNG/Xtb387uv/Xv/61cnJyVF1drV69eql///765je/qSeeeCJ64+Vbb72le+65R3369FHPnj31/vvva/jw4dq4caOmT59u1HQAoN0c4SbTLldLCDWaMg5ghb59+553G+iqDAvg7777rjZt2qQvfelLmjRpkiTpnnvu0Q9+8APNmzdP69at06WXXqqnnnpKkjRq1Ci9+eab8nq9Sk5O1vLlyyVJffr00d13363c3FxJ0o9+9KPoDZmLFi3SAw88oMbGRt1444268cYbjZoOAHwuj8dj2lg+n0+BQEBut9vwcVvHAsxWUlIip9OpcDgsp9Op0tJSzZ8/3+qygAtmWAC/9tpr9dFHH531a63PBP8sh8OhRYsWnfX1ubm50QD+WcOGDdPmzZsvrFAAiBEzn75TUFCg6upqeTweFRcXmzIWYLatW7cqHG65TykcDquyspIADlvgglkAABCXxo4dq8TEll5hYmKivF6vxRUBsUEABwAAcSk/P18JCS1Rxel0Ki8vz+KKgNgggAMAgLiUmpqq7OxsORwOZWdnKzW16z8KGJBMWogHAACgM/Lz8+X3++l+w1YI4AAAIG6lpqZq5cqVVpcBxBSXoAAAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmIoADAAAAJiKAAwAAACYigAMAAAAmYil6AEC7fHzcqeXvpRh2/hMhh46eTFDf7s1KTowYNo7UMhcAsAoBHADQLsFQgvbWG//BacMpPpwFYG8EcADAeXk8HlPG8fl8CgQCcrvdpo1p1jgA8FkEcADAec2ZM8eUcQoKClRdXS2Px6Pi4mJTxgQAK/A5HwAAAGAiAjgAAABgIgI4AAAAYCICOAAAAGAiAjgAAABgIgI4AAAAYCICOAAAAGAingN+kdt3zNilpc2071jL0tLBYNCU8Z5++mn5fD7Dx2kdw+fzqaCgwPDxPB6Pac99Bi4GZr1XSLxfAF0FAfwidyJsztLSZjp8+LAp4/h8PlVXV5syliQFAgFTxwMQG2a/V0i8XwDxjgB+kUt2NmtIr7DVZcTEvmNOnQgnKC0tzdRxI84khV39jBsg3KSEpqCak9ySs5thwziDR+QINxl2fuBiZ/h7hcT7BdBFEMAvckN6hfXgVxusLiMmlr+Xor31CXK5XKaOG3b104krJ5g6phGS95Yr8ViN1WUAtmWX9wqJ9wvgQtnr2gMAAAAgztEBBwAA6AL27Nmj0tLSDj9soLM357pcLuXl5SkzM7ND4+HzEcABAAC6gHXr1mnnzp2dPr4zN+e63W4VFhZ2ekycHQEcAACgC8jNzVUwGOxwBzwYDOrw4cNKS0vr0H1SLpdLubm5HS0T7UAABwAA6AIyMzO1YsUKq8tADHATJgAAAGAiAjgAAABgIi5B6QBn8IiS95YbN0B0AQWX5EwybBhn8Ihh50bXZ8YS1mYvly2xZDYQDzrzFI8LuX6ZJ3ggXhHAO8ARbjJl4YGEUKPhYwDnYuYS1iyXDVxcLuQpHvX19R0+hid4IF4RwNvB4/GYMo7P51MgEJDb7TZ8zNaxgLNxJTbrsp5hw85/IuTQ0ZMJ6tu9WcmJEcPGkaSPjzsVDHG1HRAPOvMUj87+3cgTPBDPCODtYNbH1gUFBaqurpbH41FxcbEpYwFnc1nPsB78aoPVZcTE8vdStLeeAA7Eg848xcPMvxsBs/C3EgAAAGAiAjgAAABgIgI4AAAAYCICOAAAAGAiwwL4Aw88oJEjR+o73/lOdN/TTz+tb33rW5o0aZImTZqkN998M/q15557Tl6vV+PHj9eOHTui+7dv367x48fL6/Vq9erV0f379+/XtGnT5PV6NW/ePDU1NRk1FQAAACBmDAvgU6dO1Zo1a87YP2PGDG3atEmbNm3SqFGjJLU8YqisrExlZWVas2aNlixZonA4rHA4rKVLl2rNmjUqKyvT5s2bowt4PPbYY5oxY4YqKyuVkpKidevWGTUVAAAAIGYMC+Bf//rX1bt373a9tqqqSjk5OUpKStLgwYM1ZMgQ7dq1S7t27dKQIUM0ePBgJSUlKScnR1VVVYpEInr77bc1fvx4SdKUKVNUVVVl1FQAAACAmDH9OeBr167Vxo0bddVVV2nBggXq3bu3amtrNXz48Ohr0tPTVVtbK0kaMGBAm/27du3S0aNHlZKSosTExOhrWl8PmKV1IQlnsE7Je8strubCOYN1VpcAAMBFwdQAftttt+nuu++Ww+FQcXGxHnnkkQ4/kB+IF4cPH5YkOcKnlHisxuJqAABAV2FqAP/CF74Q/fW0adN01113SWrpbNfU/DvA1NbWKj09XZLOur9v375qaGhQKBRSYmKiampqoq8HzJKWlqb6+npFnN0UdqVaXc4Fcwbr5AifsroMAABsz9QAfujQIfXv31+StHXrVg0dOlSSlJWVpXvvvVczZ85UbW2t/H6/rr76akUiEfn9fu3fv1/p6ekqKyvT448/LofDoREjRuj1119XTk6ONmzYoKysLDOnAsjlckmSwq5UnbhygsXVXLjkveV08gEAMIFhAfyee+7RO++8o6NHj+rGG2/UnDlz9M4772jv3r2SpIEDB2rp0qWSpKFDh+qmm27ShAkT5HQ6tXDhQjmdTknSwoULNWvWLIXDYd18883R0H7fffdp/vz5euqpp5SZmalp06YZNRUAAAAgZgwL4E888cQZ+84XkmfPnq3Zs2efsX/UqFHRxxV+1uDBg3n0IAAAALocVsIEAAAATEQABwAAAExEAAcAAABMRAAHAAAATEQABwAAAExk+lL0iC8fH3dq+Xsphp3/RMihoycT1Ld7s5ITI4aNI7XMBQDiTTAYlNSy2FXy3nKLq4kNZ7BO0r/nBqBjCOAXuWAoQXvrjf8gpOEUH7YAuDgdPnxYkuQIn7LdYletcwPQMQTwi5TH4zFlHJ/Pp0AgILfbbdqYZo0DAO2Rlpam+vp6RZzdFHalWl1OTDiDdXKETyktLc3qUoAuiQB+kZozZ44p4xQUFKi6uloej0fFxcWmjAkA8cTlckmSwq5UnbhygsXVxEby3nIlHquJzg1Ax3BdAAAAAGAiAjgAAABgIgI4AAAAYCICOAAAAGAiAjgAAABgIgI4AAAAYCICOAAAAGAingMO4Az7jjm1/L0Uq8uIiX3HnJJYMhswgs/nU0FBgeFjmDWW1LKYm1lrZeDiRQAHcIYT4QTtrbfXB2QsmQ3EXiAQUHV1te3GAoxGAAdwhmRns4b0CltdRkzsO+bUiXACS2YDBnElNuuynsa9X5wIOXT0ZIL6dm9WcmLEsHE+Pu5UMGSvxgPiFwEcwBmG9Arrwa82WF1GTCx/L0V76xNYMhswyGU97fF+0fpeAZiB7zQAAADARARwAAAAwEQEcAAAAMBEBHAAAADARARwAAAAwEQEcAAAAMBEBHAAAADARDwHHLhAzuARJe8tN26AcJMSmoJqTnJJziTDhnEGjxh2bgAmvFdIvF8AXQQBHLhAjnCTEo/VGD5OQqjR8DEAGMes9wqJ9wsg3hHAgU7yeDymjOPz+RQIBOR2uw0fs3UsALFj1nuFxPsF0FUQwIFOmjNnjinjFBQUqLq6Wh6PR8XFxaaMBSB2zHqvkHi/ALoKbsIEAAAATEQABwAAAExEAAcAAABMRAAHAAAATEQABwAAAExEAAcAAABMRAAHAAAATMRzwAGc4ePjTi1/L8Ww858IOXT0ZIL6dm9WcmLEsHGklrkAiL1gMChJ2nfM2PcLs+w71vJe0TovwEgEcABnCIYStLfe+A/IGk7xIRzQVR0+fFiSdCJszvuFWVrnBRiJAA4gyqwls81cLruVmcuBAxeDtLQ01dfXK9nZrCG9wlaXc8H2HXPqRDhBaWlpVpeCiwABHECUWUtmm7lcNgBjuFwuSdKQXmE9+NUGi6u5cMvfS9He+oTovAAj2eczIwAAAKALIIADAAAAJiKAAwAAACYigAMAAAAmMiyAP/DAAxo5cqS+853vRPfV19dr5syZGjdunGbOnKlPP/1UkhSJRFRUVCSv16uJEyfqww8/jB6zYcMGjRs3TuPGjdOGDRui+z/44ANNnDhRXq9XRUVFikSMfZYwAAAAEAuGBfCpU6dqzZo1bfatXr1anEJi9AAAGB5JREFUI0eO1JYtWzRy5EitXr1akrR9+3b5/X5t2bJFDz/8sBYvXiypJbCvWrVKr7zyil599VWtWrUqGtoXL16shx9+WFu2bJHf79f27duNmgoAAAAQM4YF8K9//evq3bt3m31VVVWaPHmyJGny5MnaunVrm/0Oh0PXXHONGhoadOjQIb311lu64YYb1KdPH/Xu3Vs3/P/t3WlYVccdx/HvRaNywYigYNLWPFKNUvck7hYr7rJcNLjFitokRqWKMWnilpi0EVOfam3A2uSp8VGbGhURXLO4xg2tce+Dj1UTtwjYiwtwRUFPX/h4KhEIqJxL8Pd5I5kzc2ZGxsn/zp0zp1Mntm/fTmZmJjk5ObRq1QqbzUZkZCSbNm0qr66IiIiIiDw0lp4D7nQ68ff3B24f4O90OgHIyMigXr16Zr569eqRkZFxT3pAQECR6Xfyi4j8GKWlpbF48eIyvQL7xIkT5p+xsbGlLme324mOjiYoKKjM7SyLytgnKdqZnPJ9Ff21AhuXrntQu/otPKuW33bTMzlVyu3eIt/nthfx2Gw2bDabu6oXEakwEhMT2b17932Vzc3N5dChQ2Uq4+XlxbRp0+6rvtKqjH2SorkKrHkV/dV8nRshlYelAbifnx+ZmZn4+/uTmZmJr68vcHtlOz093cyXnp5OQEAAAQEB7N2710zPyMigbdu2xeYXEfkxioqKwuVylWm12OVycfHiRerWrVumN/fZ7XaioqLup5llUhn7JIU1bNjQknpOnDhBbm4uXl5eltRpVb/k0WZpAB4SEkJycjKjRo0iOTmZbt26men/+Mc/CA0N5dChQ9SsWRN/f386d+7MnDlzzAcvd+zYwcSJE/Hx8cHb25uDBw/SsmVLkpOTGTZsmJVdERF5aIKCgpg5c6a7m/FQVcY+SWHjxo2zpJ7Y2FgOHTpEw4YN+ctf/mJJnSLlrdwC8IkTJ7J3714uXbpEcHAw48aNY9SoUUyYMIHExESefPJJ5s6dC0CXLl3Ytm0bPXr0wNPTk7i4OAB8fHwYO3asubIRExODj48PANOnT2fy5Mnk5eURHBxMcHBweXVFREREROShKbcAfM6cOUWmL1q06J40m83G9OnTi8wfFRVV5FeLzZs3Z+3atQ/WSBERERERi+mJBhERERERCykAFxERERGxkAJwERERERELKQAXEREREbGQAnAREREREQspABcRERERsZACcBERERERCykAFxERERGxkAJwERERERELKQAXEREREbGQAnAREREREQspABcRERERsZACcBERERERCykAFxERERGxkAJwERERERELKQAXEREREbFQVXc3QH480tLSWLx4MS6Xq9RlTpw4Yf4ZGxtbpvrsdjvR0dEEBQWVqZyISGVg5Zyr+VbEWgrApdQSExPZvXv3fZXNzc3l0KFDZS7n5eXFtGnT7qtOEZEfM6vnXM23ItZRAC6lFhUVhcvlKtNqjMvl4uLFi9StWxe73V6m+ux2O1FRUWVtpohIpWDlnKv5VsRaCsCl1IKCgpg5c6a7myEi8kjQnCtSeekhTBERERERCykAFxERERGxkAJwERERERELKQAXEREREbGQAnAREREREQspABcRERERsZACcBERERERC+kccBEREbFEWloaixcvLtPLhU6cOGH+GRsbW+pydrud6OhogoKCytxOkfKmAFxEREQskZiYyO7du++rbG5uLocOHSpTGS8vL6ZNm3Zf9YmUJwXgIiIiYomoqChcLleZVsBdLhcXL16kbt262O32Upez2+1ERUXdTzNFyp0CcBEREbFEUFAQM2fOdHczRNxOD2GKiIiIiFhIK+DlRA+aiIiIiEhRFICXEz1oIiIiIiJFUQBeTvSgiYiIiIgURQF4OdGDJiIiIiJSFD2EKSIiIiJiIQXgIiIiIiIW0hYUEQtVxtNxKmOfREREypMCcBELVcbTcSpjn0RERMqTAnARC1XG03EqY59ERETKkwJwEQtVxtNxKmOfREREypMewhQRERERsZACcBERERERCykAFxERERGxkAJwERERERELueUhzJCQELy8vPDw8KBKlSokJSVx+fJlXn31Vc6fP89PfvIT5s6dS61atTAMgxkzZrBt2zZq1KjB+++/T9OmTQFYtWoV8+fPB2DMmDH069fPHd0RERERESk1t62AL1q0iJSUFJKSkgD46KOP6NChA1988QUdOnTgo48+AuCrr77i22+/5YsvvuAPf/gD77zzDgCXL18mISGB5cuXs2LFChISErhy5Yq7uiMiIiIiUioVZgvKpk2biIyMBCAyMpKNGzcWSrfZbLRq1YqrV6+SmZnJjh076NSpEz4+PtSqVYtOnTqxfft2d3ZBREREROQHuS0Af/HFF+nfvz/Lli0DwOl04u/vD0DdunVxOp0AZGRkUK9ePbNcvXr1yMjIuCc9ICCAjIwMC3sgIiIiIlJ2btkDvnTpUgICAnA6nYwcOZLAwMBC1202GzabzR1NExEREREpV25ZAQ8ICADAz8+PHj16cPjwYfz8/MjMzAQgMzMTX19fM296erpZNj09nYCAgHvSMzIyzPuKiIiIiFRUlgfgLpeLnJwc8+edO3fSqFEjQkJCSE5OBiA5OZlu3boBmOmGYXDw4EFq1qyJv78/nTt3ZseOHVy5coUrV66wY8cOOnfubHV3RERERETKxPItKE6nk5iYGABu3rxJWFgYwcHBNG/enAkTJpCYmMiTTz7J3LlzAejSpQvbtm2jR48eeHp6EhcXB4CPjw9jx44lKioKgJiYGHx8fKzujoiIiIhImdgMwzDc3Qgr9e/f3zz6UERERESkPJQUc1aYYwhFRERERB4FCsBFRERERCykAFxERERExEJuOQfcnc6fP0///v3d3QwRERERqcTOnz9f7LVH7iFMERERERF30hYUERERERELKQAXEREREbGQAnAREREREQspABcRERERsZACcBERERERCykAFxERERGx0CN3DnhFcOHCBd544w2cTic2m42BAwcyfPhwdzdLKoDJkyezdetW/Pz8WLt2rbubIxXA9evXGTp0KDdu3ODmzZv06tWL8ePHu7tZ8iN38eJF4uLiOHLkCI8//jh+fn5MmTKFBg0auLtp8oBu3rzJ888/T0BAAB9++KG7myPF0DngbpCZmcnFixdp2rQpOTk5PP/888ybN4+GDRu6u2niZv/617+w2+28+eabCsAFAMMwcLlceHl5kZ+fzwsvvMDUqVNp1aqVu5smP1KGYTB48GAiIyMZMmQIAMeOHSMnJ4fnnnvOza2TB7Vw4UKOHj1KTk6OAvAKTFtQ3MDf35+mTZsC4O3tTWBgIBkZGffkO3fuHGFhYQCcPHmSiIgILly4cE++1q1bA7dXNCIjIzl27BgAQUFBOBwOevTowcSJE7nzWWvs2LH079+f0NBQli1bVug+cXFxhIaGMnz4cLKysti3bx8Oh4O+ffvSokULHA4HDocDgJCQELKysgB4/fXXzbYmJSUxZswYhg0bRs+ePUlISDDrKK5uua1NmzbUqlWrxDwaF48Wm82Gl5cXAAUFBRQUFGCz2e7Jt2fPHl555RUA9u7dy4ABA8jOzi6Up7ixc+7cOfP32K1bN/74xz8CkJuby/Dhw+nXrx/h4eFs3LjRvE/v3r157bXX6NOnD+PHj+fatWusX7/eHFvPPvssDoeDl19+Gfj/eAR44YUXzLbGx8fzu9/9jkGDBtGzZ0+WL19eYt3y4FJTU6lataoZfAM0adKEpUuX4nA4aNu2LSEhITgcDpYuXcrQoUNJS0sz8w4ZMsScTxYsWECnTp3Mcp999hkAkyZNMn9esWIFjRs3NueFefPm0atXLxwOBy1atODcuXNWdb3SS09PZ+vWrURFRRWbR3NFBWGIW509e9bo0qWLkZ2dXeS10NBQIz093YiIiDCOHz9e5D1atWplZGdnGwMGDDB2795dKN0wDOPatWtGx44djcuXLxuGYRiXLl0y00NDQ42srCzDMAzj6aefNlJSUgzDMIz4+Hjj3Xffvactd+vatavhdDqNY8eOGREREeb1lStXGp06dTKysrLMOg4fPlxi3fJ/Rf1dF3Vd4+LRUVBQYERERBitWrUyZs2aVWSe1NRUY9SoUebfe0ZGxj15ihs7d/8eL168aLRt29YwDMPIz8835yan02l0797duHXrlnH27Fnj6aefNvbt22cYhmFMmjTJ+Pvf/35PW+52Z9xt2bLFCAsLM69/8MEHRnh4uHHt2jXD6XQawcHBRnp6erF1y4NbtGiRMWPGjGKvv/nmm8aGDRvM/05KSjLee+89wzAM49SpU0a/fv3Max9++KERHx9/T7k7P+fl5Rn9+vUzOnToYDidTiM7O9to3769ce3aNcMwDCM0NNQ4e/bsQ+/jo2rcuHHGkSNHivw3eIfmiopBK+BulJuby/jx45kyZQre3t5F5nG5XLz00ku0adOGRo0aFZnn1q1bxMTE4OfnR/v27c30vLw8HA4HXbp04Ve/+pW5srpkyRIiIiIYOHAgFy5c4PTp0wB4eHjQt29fABwOB19//XWp+jF37lzGjRtXKK1jx47Url2bGjVq0KNHD/NexdUtZaNx8WipUqUKKSkpbNu2jcOHD3P8+PEi82VmZvLyyy/Tr18//P39i8xT3Ng5c+YMDoeDXr16ER0dDdzeqjBnzhzCw8MZOXIkGRkZ/Pe//wXgiSee4NlnnwUgIiKiVOPCMAz+9re/MXr06ELp3bp1o0aNGvj6+tKuXTuOHDlSYt1ird69e7N161by8/NZuXIl/fv3N6+5XC58fHyKLfvJJ5/Qr18/atSoYaYZhkFeXl65tvlRtGXLFnx9fWnWrNkP5tVc4X4KwN0kPz+f8ePHEx4eTs+ePYHbD2fe+Sp/6dKlZtorr7zCnj17OHnyZJH3ysvLo2vXruTk5LB7924zvUaNGqSkpLBz507OnDnD/v372bNnD7t27WLZsmWsXr2aX/ziF1y/fr3I+xb1Nff3HThwALvdTpMmTUosa7PZylS3/J/Ghdzx+OOP065dO7Zv386hQ4fMcbFp0yYATp06xfTp0/n000/Nr/u/r7ixU79+fVJSUtixYwfr1q3jwoULrFmzhqysLJKSkkhJSaFOnTrm76ao3+UPWbt2LW3btqVOnTo/WLakuuXBNGrUiH//+9+lzu/p6UnHjh3ZtGkTGzZsIDw83Lx27tw56tWrV2S5nJwc1q1bx6BBg8w0b29vxo8fT/fu3YmIiODMmTP33xEpZP/+/WzevJmQkBAmTpxIamoqr7/+uuaKCkoBuBsYhsHUqVMJDAxk5MiRZvoTTzxBSkoKKSkp5t68n//854SFhfHWW2/x9ttvm/t172a32xkxYgS///3vmTFjxj0rC1WrVsXT05NLly6RnZ1NrVq18PT05OTJkxw8eNDMd+vWLT7//HPg9oC+84m1JAkJCcTGxt6TvnPnTi5fvkxeXh4bN27kmWeeKbFuKZ7GxaMtKyuLq1evArc/VO3atYvAwEBatmxpjotu3boB0L59e7p168bo0aOZMWNGkff7obFTrVo1qlSpwpUrV8jOzsbPz4/HHnuM1NRUzp8/b+b77rvvOHDgAHD7f5Y/NC5u3brFokWLeOmll+65tmnTJq5fv86lS5fYu3cvzZs3L7FueTDt27fnxo0bhZ63OHbsGPv27Su2zIABA3jvvfdo3ry5+a3Z1atX2b9/f6Fv2O62aNEihg0bRrVq1Qql+/n50bVrV1avXk39+vUfQo8E4LXXXuOrr75i8+bNzJkzh/bt2/OnP/1Jc0UFpQDcDb7++mtSUlJITU01P5Vu27atxDJt27YlMDCQf/7zn8XmadCgAWFhYXzwwQfA/7cahIaG4unpyS9/+UuCg4MpKCigT58+zJ49u9BJCna7ncOHDxMWFkZqaioxMTE/2JcWLVoUOYG2aNGCcePGERERQa9evWjevHmJdcttEydOZPDgwXzzzTcEBwezYsWKEvNrXFR+mZmZREdHEx4eTlRUFB07dqRr164llomMjOTy5cslzivfHzt3vlYOCwujXbt2NGnShPDwcI4ePUp4eDgpKSkEBgaa5Rs0aMAnn3xCnz59uHr1aqEH+oqSl5dHz549efzxx++51rhxY6Kjoxk0aBBjx44lICCgxLrlwdhsNhISEti1axfdu3cnNDSUOXPm3LPaeLdmzZrh7e1daPvJb37zG5xOJ0OHDsXhcLB582ZmzZplXjcMg4iIiEL3OX36NB9//DHvvvvuw++YlJnmCvfRMYRiat26tfkp9UEkJSVx9OhR3n777YfQKnE3jQv5vnPnzjF69OiHclRmfHw8drudF1988SG0TMpLRkYG0dHRbNiwAQ+P22t3w4YNY8mSJYXyjR8/3vywL6K5onhaARcREZFiJScnM3DgQCZMmGAG33D7+NDv00vlREpHK+AiIiIiIhbSCriIiIiIiIUUgIuIiIiIWEgBuIhIJbZnzx72799fIerZuHEjJ06cKPe2iIhUdArARUQqqYKCAvbu3ftQTrH5IaWpRwG4iMhteghTRKSCGDt2LOnp6Vy/ft0867Z169YMGDCAnTt3UqdOHf785z/j6+vL8uXLWbZsGfn5+Tz11FPMmjULT09PJk2aRLVq1UhLSyMgIIADBw7g4eGBr68vb731FomJiVSvXp20tDScTidxcXEkJydz8OBBWrZsyfvvvw/Ajh07iI+P58aNG/zsZz9j5syZeHl5ERISQmRkJFu2bKGgoIC5c+dSvXp1Bg0aVKie5557rlDf9u/fz+jRo/H29qZmzZrEx8cTGxvLqlWrAPj222959dVXWbVqFSEhIfTu3Zvt27dTvXp1Zs+ezVNPPUVWVhbTp0/nu+++A2DKlCmlejGUiEhFoxVwEZEKIi4ujqSkJFauXMmSJUu4dOkSLpeLZs2asW7dOtq0aUNCQgIAPXr0YOXKlaxevZrAwEASExPN+2RkZPDpp5+SkJDA4MGDGTFiBCkpKWZQfPXqVZYtW8bkyZMZM2YMI0aMYN26dRw/fpy0tDSysrKYP38+CxcuZNWqVTRr1oyFCxea969duzarVq1i8ODBfPzxx/z0pz8tsp67PfPMM4SEhPDGG2+QkpJC/fr18fb2Ji0tDbh9TvzdL3mpWbMma9as4de//jVxcXEAzJgxg+HDh7Ny5Uri4+OZNm3aw/8liIhYoKq7GyAiIrctWbKEL7/8EoALFy5w+vRpPDw86Nu3LwAOh4Pf/va3APznP/9h7ty5ZGdnk5ubS+fOnc379O7dmypVqhRbT9euXbHZbDRu3Jg6derQuHFjABo2bMj58+dJT0/nxIkT5hvr8vPzC72htGfPnsDttyPeae/9GDBgACtXrmTy5MmsX7++0Jtfw8LCAAgNDWXmzJkA7Nq1q9AWlpycHHJzc/Hy8rrvNoiIuIMCcBGRCmDPnj3s2rWLZcuW4enpybBhw7h+/fo9+Ww2GwCTJk3ir3/9K02aNCEpKYm9e/eaeTw9PUusq1q1aua97vwM4OHhQUFBAR4eHnTq1Ik5c+YUWf6xxx4z89+8ebNsHb1Lr169mDdvHu3bt6dp06bUrl27xPy3bt1i+fLlVK9e/b7rFBGpCLQFRUSkAsjOzqZWrVp4enpy8uRJDh48CNwOOj///HMA1qxZY+55zs3NpW7duuTn57NmzZpi7+vl5UVubm6Z2tKqVSv279/P6dOnAXC5XHzzzTcllilNPd/PU716dTp37sw777xTaPsJwIYNGwBYv349rVu3BqBz586FXn1+Z/uKiMiPjQJwEZEKIDg4mIKCAvr06cPs2bPNLR92u53Dhw8TFhZGamoqMTExAMTGxjJgwACGDBlCYGBgsfft2rUrX375JQ6Hg3379pWqLb6+vsycOZOJEycSHh7OoEGDOHXqVIllSlNP3759WbBgAZGRkZw5cwaA8PBwPDw8Cm2hAbhy5Qrh4eEsXryYyZMnAzB16lSOHj1KeHg4ffv2ZenSpaXqj4hIRaNTUEREKrDWrVtbcoyguyxYsIDs7GwmTJhgpoWEhJCYmIivr68bWyYiUn60B1xERNwiJiaGM2fOsGjRInc3RUTEUloBFxGRh2r+/Pl89tlnhdJ69+7NmDFj3NQiEZGKRQG4iIiIiIiF9BCmiIiIiIiFFICLiIiIiFhIAbiIiIiIiIUUgIuIiIiIWEgBuIiIiIiIhRSAi4iIiIhY6H8clZzYsXEU9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8)) \n",
    "sns.boxplot(x=\"apartment_type\", y=\"price\", hue=\"city\",\n",
    "                 data=concat_flats, linewidth=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}