housing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time \n",
    "import random\n",
    "import pandas as pd\n",
    "import itertools\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as col\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import googlemaps\n",
    "import folium\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "from requests import get\n",
    "\n",
    "sns.set()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping data from https://www.immobilienscout24.de/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You scraped 160 pages containing 3189 properties.\n"
     ]
    }
   ],
   "source": [
    "urls = []\n",
    "streets = []\n",
    "areas = []\n",
    "cities = []\n",
    "prices = []\n",
    "sqms = []\n",
    "rooms = []\n",
    "n_pages = 0\n",
    "\n",
    "headers = ({'User-Agent':\n",
    "            'Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2228.0 Safari/537.36'})\n",
    "\n",
    "#There are 161 pages of rental properties in Berlin\n",
    "for page in range(1,161):\n",
    "    n_pages += 1\n",
    "    sapo_url = 'https://www.immobilienscout24.de/Suche/de/berlin/berlin/wohnung-mieten?pagenumber='+str(page)\n",
    "    r = get(sapo_url, headers=headers)\n",
    "    page_html = BeautifulSoup(r.text, 'html.parser')\n",
    "    house_containers = page_html.find_all('div', class_=\"result-list-entry__data\")\n",
    "    if house_containers != []:\n",
    "        for container in house_containers:\n",
    "            \n",
    "            #listing id\n",
    "            idnum = container.find('button').get('data-id')\n",
    "            if idnum == None:\n",
    "                continue\n",
    "            urls.append('https://www.immobilienscout24.de/expose/' + idnum)\n",
    "            \n",
    "            #street and area\n",
    "            address = container.find_all('div')[1].text\n",
    "            address = address.split(',')\n",
    "            \n",
    "            if len(address)>2:\n",
    "                street = address[0]\n",
    "                area = address[1]\n",
    "                city = address[2]\n",
    "            elif len(address)==2:\n",
    "                street = ''\n",
    "                area = address[0]\n",
    "                city = address[1]\n",
    "            else:\n",
    "                continue\n",
    "                \n",
    "            street = street.replace('\\n', '')\n",
    "            area = area.replace(' ', '')\n",
    "            streets.append(street)\n",
    "            areas.append(area)\n",
    "            cities.append(city)\n",
    "            \n",
    "            # Price            \n",
    "            price = container.find_all('div')[5].find_all('dd')[0].text\n",
    "            price = price.replace(' €', '')\n",
    "            price = price.replace('.', '')\n",
    "            price = price.replace(',', '.')\n",
    "            prices.append(float(price))\n",
    "            \n",
    "            #sqm\n",
    "            sqm = container.find_all('div')[5].find_all('dd')[1].text\n",
    "            sqm = sqm.replace(' m²', '')\n",
    "            sqm = sqm.replace(',', '.')\n",
    "            sqms.append(float(sqm))\n",
    "            \n",
    "            #rooms\n",
    "            room = container.find_all('div')[5].find_all('dd')[2].text\n",
    "            room = room.split(' ')[0]\n",
    "            rooms.append(room)\n",
    "    else:\n",
    "        break\n",
    "    \n",
    "    time.sleep(random.randint(1,2))\n",
    "\n",
    "print('You scraped {} pages containing {} properties.'.format(n_pages, len(areas)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "results = pd.DataFrame({\n",
    "    'Street': streets,\n",
    "    'Area': areas,\n",
    "    'City': cities,\n",
    "    'Price': prices,\n",
    "    'sqm': sqms,\n",
    "    'Rooms': rooms,\n",
    "    'Url' : urls\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "results['PricePerSqm'] = results.Price / results.sqm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "85"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results.Area.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "65"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#only 80 areas with more than 5 listings\n",
    "(results.Area.value_counts()>5).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "areas = results.Area.value_counts().index[:66]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#get results only in the top 64 areas\n",
    "results = results[results.Area.isin(areas)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Tiergarten(Tiergarten)                    357\n",
       "Mitte(Mitte)                              252\n",
       "Charlottenburg(Charlottenburg)            223\n",
       "Friedrichshain(Friedrichshain)            161\n",
       "Wedding(Wedding)                          145\n",
       "Neukölln(Neukölln)                        134\n",
       "PrenzlauerBerg(PrenzlauerBerg)            128\n",
       "Wilmersdorf(Wilmersdorf)                  123\n",
       "Kreuzberg(Kreuzberg)                      110\n",
       "Köpenick(Köpenick)                        107\n",
       "Spandau(Spandau)                          107\n",
       "Schöneberg(Schöneberg)                     73\n",
       "Hellersdorf(Hellersdorf)                   70\n",
       "Lichterfelde(Steglitz)                     58\n",
       "Reinickendorf(Reinickendorf)               54\n",
       "Pankow(Pankow)                             53\n",
       "Lichtenberg(Lichtenberg)                   52\n",
       "Oberschöneweide(Köpenick)                  48\n",
       "Friedrichsfelde(Lichtenberg)               47\n",
       "Weißensee(Weißensee)                       42\n",
       "Alt-Hohenschönhausen(Hohenschönhausen)     41\n",
       "Steglitz(Steglitz)                         37\n",
       "Schmargendorf(Wilmersdorf)                 36\n",
       "Adlershof(Treptow)                         31\n",
       "Tempelhof(Tempelhof)                       30\n",
       "Lichtenrade(Tempelhof)                     27\n",
       "Tegel(Reinickendorf)                       25\n",
       "Marzahn(Marzahn)                           25\n",
       "Grunewald(Wilmersdorf)                     24\n",
       "Niederschönhausen(Pankow)                  24\n",
       "                                         ... \n",
       "Biesdorf(Marzahn)                          21\n",
       "Niederschöneweide(Treptow)                 20\n",
       "Zehlendorf(Zehlendorf)                     20\n",
       "Grünau(Köpenick)                           19\n",
       "Buckow(Neukölln)                           19\n",
       "Rosenthal(Pankow)                          18\n",
       "Marienfelde(Tempelhof)                     18\n",
       "Mariendorf(Tempelhof)                      18\n",
       "Friedenau(Schöneberg)                      17\n",
       "Wannsee(Zehlendorf)                        16\n",
       "Baumschulenweg(Treptow)                    15\n",
       "Neu-Hohenschönhausen(Hohenschönhausen)     14\n",
       "Wittenau(Reinickendorf)                    14\n",
       "Karlshorst(Lichtenberg)                    12\n",
       "Lankwitz(Steglitz)                         12\n",
       "Mahlsdorf(Hellersdorf)                     12\n",
       "Friedrichshagen(Köpenick)                  11\n",
       "Siemensstadt(Spandau)                      10\n",
       "Heinersdorf(Weißensee)                     10\n",
       "Altglienicke(Treptow)                      10\n",
       "Hermsdorf(Reinickendorf)                    9\n",
       "Rahnsdorf(Köpenick)                         9\n",
       "Rudow(Neukölln)                             9\n",
       "Frohnau(Reinickendorf)                      7\n",
       "Plänterwald(Treptow)                        6\n",
       "Kladow(Spandau)                             6\n",
       "Kaulsdorf(Hellersdorf)                      6\n",
       "Treptow(Treptow)                            6\n",
       "Müggelheim(Köpenick)                        6\n",
       "Buch(Pankow)                                5\n",
       "Name: Area, Length: 66, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.Area.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3152"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Street</th>\n",
       "      <th>Area</th>\n",
       "      <th>City</th>\n",
       "      <th>Price</th>\n",
       "      <th>sqm</th>\n",
       "      <th>Rooms</th>\n",
       "      <th>Url</th>\n",
       "      <th>PricePerSqm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Schnackenburgstr. 12-13</td>\n",
       "      <td>Friedenau(Schöneberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>409.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115230398</td>\n",
       "      <td>12.781250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Emdener Straße 29</td>\n",
       "      <td>Tiergarten(Tiergarten)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>318.14</td>\n",
       "      <td>36.61</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115205963</td>\n",
       "      <td>8.689975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eichborndamm 39</td>\n",
       "      <td>Reinickendorf(Reinickendorf)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>458.42</td>\n",
       "      <td>50.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/84230002</td>\n",
       "      <td>9.168400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mariendorfer Weg 49</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1057.00</td>\n",
       "      <td>68.22</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114864184</td>\n",
       "      <td>15.493990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Danziger Straße 73</td>\n",
       "      <td>PrenzlauerBerg(PrenzlauerBerg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1459.00</td>\n",
       "      <td>75.02</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113885749</td>\n",
       "      <td>19.448147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Stallschreiberstraße 27</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1799.00</td>\n",
       "      <td>95.80</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115478066</td>\n",
       "      <td>18.778706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schöneberger Ufer 5</td>\n",
       "      <td>Kreuzberg(Kreuzberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>887.68</td>\n",
       "      <td>24.82</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115238928</td>\n",
       "      <td>35.764706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Fraunhoferstraße  22</td>\n",
       "      <td>Charlottenburg(Charlottenburg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2355.86</td>\n",
       "      <td>168.24</td>\n",
       "      <td>5</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/110356560</td>\n",
       "      <td>14.002972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bismarckstraße  80</td>\n",
       "      <td>Charlottenburg(Charlottenburg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2225.70</td>\n",
       "      <td>148.38</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/111917240</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zeppelinstr. 85</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>497.17</td>\n",
       "      <td>60.52</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115168796</td>\n",
       "      <td>8.214970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Groener Straße 19</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1016.00</td>\n",
       "      <td>112.67</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115461269</td>\n",
       "      <td>9.017485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Weverstr. 7</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>532.19</td>\n",
       "      <td>65.46</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115439152</td>\n",
       "      <td>8.130003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mariendorfer Weg 53</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1563.89</td>\n",
       "      <td>90.66</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114988471</td>\n",
       "      <td>17.250055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Glienicker Str. 6</td>\n",
       "      <td>Köpenick(Köpenick)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>753.30</td>\n",
       "      <td>77.82</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115302916</td>\n",
       "      <td>9.680031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Luisenstraße 50</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1530.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113704438</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Stallschreiberstraße 31</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2249.00</td>\n",
       "      <td>125.20</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114437800</td>\n",
       "      <td>17.963259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td></td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1813.00</td>\n",
       "      <td>65.94</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115288585</td>\n",
       "      <td>27.494692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td></td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>5100.00</td>\n",
       "      <td>123.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114012650</td>\n",
       "      <td>41.463415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hofzeichendamm 13b</td>\n",
       "      <td>Karow(Weißensee)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>780.50</td>\n",
       "      <td>62.44</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/108484203</td>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td></td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2720.00</td>\n",
       "      <td>68.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113897977</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Im Lindenhof 1</td>\n",
       "      <td>Lichtenberg(Lichtenberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>714.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115402056</td>\n",
       "      <td>12.981818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Am Lokdepot 13</td>\n",
       "      <td>Kreuzberg(Kreuzberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1799.00</td>\n",
       "      <td>115.00</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115025698</td>\n",
       "      <td>15.643478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Angerburger Allee 51</td>\n",
       "      <td>Charlottenburg(Charlottenburg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>382.08</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1,5</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115171548</td>\n",
       "      <td>7.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hakenfelderstr. 9</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>440.67</td>\n",
       "      <td>70.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115171447</td>\n",
       "      <td>6.295286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Stromstr. 40</td>\n",
       "      <td>Tiergarten(Tiergarten)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>455.68</td>\n",
       "      <td>34.23</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/90622511</td>\n",
       "      <td>13.312299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ueckermünder Straße 2</td>\n",
       "      <td>PrenzlauerBerg(PrenzlauerBerg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>650.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115273129</td>\n",
       "      <td>19.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Malteserstraße 148</td>\n",
       "      <td>Marienfelde(Tempelhof)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>847.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115239740</td>\n",
       "      <td>28.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Goldfinkweg 40</td>\n",
       "      <td>Schmargendorf(Wilmersdorf)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2938.00</td>\n",
       "      <td>113.00</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/91496497</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Hasenheide 74</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1697.49</td>\n",
       "      <td>106.09</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115221182</td>\n",
       "      <td>16.000471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Torstraße 72</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2849.00</td>\n",
       "      <td>145.00</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113736012</td>\n",
       "      <td>19.648276</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Street                            Area     City    Price  \\\n",
       "0   Schnackenburgstr. 12-13           Friedenau(Schöneberg)   Berlin   409.00   \n",
       "1         Emdener Straße 29          Tiergarten(Tiergarten)   Berlin   318.14   \n",
       "2           Eichborndamm 39    Reinickendorf(Reinickendorf)   Berlin   458.42   \n",
       "3       Mariendorfer Weg 49              Neukölln(Neukölln)   Berlin  1057.00   \n",
       "4        Danziger Straße 73  PrenzlauerBerg(PrenzlauerBerg)   Berlin  1459.00   \n",
       "5   Stallschreiberstraße 27                    Mitte(Mitte)   Berlin  1799.00   \n",
       "6       Schöneberger Ufer 5            Kreuzberg(Kreuzberg)   Berlin   887.68   \n",
       "7      Fraunhoferstraße  22  Charlottenburg(Charlottenburg)   Berlin  2355.86   \n",
       "9        Bismarckstraße  80  Charlottenburg(Charlottenburg)   Berlin  2225.70   \n",
       "10          Zeppelinstr. 85                Spandau(Spandau)   Berlin   497.17   \n",
       "11        Groener Straße 19                Spandau(Spandau)   Berlin  1016.00   \n",
       "12              Weverstr. 7                Spandau(Spandau)   Berlin   532.19   \n",
       "13      Mariendorfer Weg 53              Neukölln(Neukölln)   Berlin  1563.89   \n",
       "14        Glienicker Str. 6              Köpenick(Köpenick)   Berlin   753.30   \n",
       "15          Luisenstraße 50                    Mitte(Mitte)   Berlin  1530.00   \n",
       "16  Stallschreiberstraße 31                    Mitte(Mitte)   Berlin  2249.00   \n",
       "17                                             Mitte(Mitte)   Berlin  1813.00   \n",
       "18                                             Mitte(Mitte)   Berlin  5100.00   \n",
       "19       Hofzeichendamm 13b                Karow(Weißensee)   Berlin   780.50   \n",
       "20                                             Mitte(Mitte)   Berlin  2720.00   \n",
       "21           Im Lindenhof 1        Lichtenberg(Lichtenberg)   Berlin   714.00   \n",
       "22           Am Lokdepot 13            Kreuzberg(Kreuzberg)   Berlin  1799.00   \n",
       "23     Angerburger Allee 51  Charlottenburg(Charlottenburg)   Berlin   382.08   \n",
       "24        Hakenfelderstr. 9                Spandau(Spandau)   Berlin   440.67   \n",
       "25             Stromstr. 40          Tiergarten(Tiergarten)   Berlin   455.68   \n",
       "26    Ueckermünder Straße 2  PrenzlauerBerg(PrenzlauerBerg)   Berlin   650.00   \n",
       "27       Malteserstraße 148          Marienfelde(Tempelhof)   Berlin   847.00   \n",
       "28           Goldfinkweg 40      Schmargendorf(Wilmersdorf)   Berlin  2938.00   \n",
       "29            Hasenheide 74              Neukölln(Neukölln)   Berlin  1697.49   \n",
       "30             Torstraße 72                    Mitte(Mitte)   Berlin  2849.00   \n",
       "\n",
       "       sqm Rooms                                                Url  \\\n",
       "0    32.00     1  https://www.immobilienscout24.de/expose/115230398   \n",
       "1    36.61     1  https://www.immobilienscout24.de/expose/115205963   \n",
       "2    50.00     2   https://www.immobilienscout24.de/expose/84230002   \n",
       "3    68.22     3  https://www.immobilienscout24.de/expose/114864184   \n",
       "4    75.02     2  https://www.immobilienscout24.de/expose/113885749   \n",
       "5    95.80     4  https://www.immobilienscout24.de/expose/115478066   \n",
       "6    24.82     1  https://www.immobilienscout24.de/expose/115238928   \n",
       "7   168.24     5  https://www.immobilienscout24.de/expose/110356560   \n",
       "9   148.38     3  https://www.immobilienscout24.de/expose/111917240   \n",
       "10   60.52     2  https://www.immobilienscout24.de/expose/115168796   \n",
       "11  112.67     4  https://www.immobilienscout24.de/expose/115461269   \n",
       "12   65.46     2  https://www.immobilienscout24.de/expose/115439152   \n",
       "13   90.66     3  https://www.immobilienscout24.de/expose/114988471   \n",
       "14   77.82     3  https://www.immobilienscout24.de/expose/115302916   \n",
       "15  102.00     3  https://www.immobilienscout24.de/expose/113704438   \n",
       "16  125.20     4  https://www.immobilienscout24.de/expose/114437800   \n",
       "17   65.94     2  https://www.immobilienscout24.de/expose/115288585   \n",
       "18  123.00     2  https://www.immobilienscout24.de/expose/114012650   \n",
       "19   62.44     2  https://www.immobilienscout24.de/expose/108484203   \n",
       "20   68.00     2  https://www.immobilienscout24.de/expose/113897977   \n",
       "21   55.00     2  https://www.immobilienscout24.de/expose/115402056   \n",
       "22  115.00     3  https://www.immobilienscout24.de/expose/115025698   \n",
       "23   48.00   1,5  https://www.immobilienscout24.de/expose/115171548   \n",
       "24   70.00     2  https://www.immobilienscout24.de/expose/115171447   \n",
       "25   34.23     1   https://www.immobilienscout24.de/expose/90622511   \n",
       "26   34.00     1  https://www.immobilienscout24.de/expose/115273129   \n",
       "27   30.00     1  https://www.immobilienscout24.de/expose/115239740   \n",
       "28  113.00     3   https://www.immobilienscout24.de/expose/91496497   \n",
       "29  106.09     4  https://www.immobilienscout24.de/expose/115221182   \n",
       "30  145.00     4  https://www.immobilienscout24.de/expose/113736012   \n",
       "\n",
       "    PricePerSqm  \n",
       "0     12.781250  \n",
       "1      8.689975  \n",
       "2      9.168400  \n",
       "3     15.493990  \n",
       "4     19.448147  \n",
       "5     18.778706  \n",
       "6     35.764706  \n",
       "7     14.002972  \n",
       "9     15.000000  \n",
       "10     8.214970  \n",
       "11     9.017485  \n",
       "12     8.130003  \n",
       "13    17.250055  \n",
       "14     9.680031  \n",
       "15    15.000000  \n",
       "16    17.963259  \n",
       "17    27.494692  \n",
       "18    41.463415  \n",
       "19    12.500000  \n",
       "20    40.000000  \n",
       "21    12.981818  \n",
       "22    15.643478  \n",
       "23     7.960000  \n",
       "24     6.295286  \n",
       "25    13.312299  \n",
       "26    19.117647  \n",
       "27    28.233333  \n",
       "28    26.000000  \n",
       "29    16.000471  \n",
       "30    19.648276  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x231eda046a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6/kx+cuMY9tdEidTH067plRecQn6un6defr9JFI17bY1dYfaEGxjUL59/7olw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\n5tUjsG1IJm1efP3DjH3qlq3nr7sO8+mBR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IfnBWhqjiZzJaTm8khPfLR245vJx984b2wy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\nQmCC\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean_per_area = results.groupby('Area').mean()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mean price per square meter sorted alphabetically"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a9c627fb70>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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K6gVC0kp527v5fRfgCGBQ7rH6NfDTQtnnbMv2I7lXq3du793A30gJYq+33Y8U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uy51NXFz4JKUMm/Gaw08awrRzzrylLJzztGeEIIbZZ/eIQKUV3du+VCoVuIZ1054ll/Vk3tPOa8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\nA5UeW42tSRxBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,15))\n",
    "sns.barplot(mean_per_area.PricePerSqm, mean_per_area.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mean price per square meter sorted by value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a9c7e1b358>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rWTKzwfgGqIMbcM0t+Cp0FwKHAEdIml/f6z+57RzmT5/SsIqGEEIIy5lN+9xM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\nVpHUIxc+GHjb9gekgOcE4FXbU0jB2L6k6W4ltbnfIYQQQggVLwKeJUx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CvEVy7/Pzfmy/\nIOl0SV1tv7wo+hVCCCGEsCSJgKeC5BGaVUi5agYCfwR6Af8P+J/8uRoYbPsSSVXA70m5dN7J50bl\nEaRhwPukJJ63kEdwJPXJdToBb5MSYwJsIGkU8A3gcdvHSfp6rrsCKVHmqaVgAjgn595ZHjjK9rN5\nhOWifGwl4DTb9xfa+RrwMrCz7a/nJKFXAJvlvl9s+7Y84rQHsDKwPvCo7R/m+z0F6Fn23LYHbga+\na/uFfKwTcCmwKyknzk22L5bUi5R/aBZpfulzpFGaGZKOAn6cn80Y4CTb0yX9B7gL2IGUpPRg2xNL\nIzjAf/N97JDbvcD2HYX+bQQ8RNqu+pn8LH4KHE0IIYQQQoWLPDwd11qSxhX++Vk+PsX2t3JemJLj\nAGxvRfqyv18e0TgA2BLYFDiIuUk9ISX97G97tzkHpK+QvmwfbbsrKfgofen+BtAP+BYpl82mpMSd\nD9ruDpxD+kJf8qrtLUlB2U/zsVNIwcNWpJw4F+bjlwF32N6cFDisnY//Ahhje2tgJ+BsSevnc9vn\n+9sc2FdSV2ALYKrtqYV+bEPK9zOqFOxkJwDr5Po9gQMk7V1o+0fAxsCywEn5fo8Dts8jb+8V7msN\nUhC4JSmnz8l82SlA5/zs+pCCwWXyuXWAe4HvFYLF0fmeqgghhBBCqHAxwtNxzTOlLY/wPNtA2T5A\nN0m98++dga7AJsA9tmcBk/OakpL3Glhj0xX4t+1xALbPzNc9Bhht+4P8+5vAqqREn/fkkZyHgMsL\nbd2Xf75CCkwgravZR9JBwLa5nwC7Acfka94r6aPCfS0v6fv59xVIwRvA32x/kvvzFmm0ZzVSstKi\ng4DvAjdJ6ltYp9ObNBL2BfCZpFtIoz0P5Ht1bvsm4HjSxO4NgWfyVLllgBcL1xmWf04gBWdFOwN/\ntl1HGu3ZNLcNab3R87afLBW2/XEOdlYhjcKFEEIIIVSsGOGpPJ83cKwaGGi7Ww6StgWuJ03VKo4S\nzG6mnVm5DgCSVszTzcrr1gNVtp8iBVXDgUOA4qjT7GLZ/Pn/SKMpY0hT20rHv6Dhf5erSaNQxfsq\nBRbFhAmla9Tneyg6y/YTwPeB6ySVRo/Kr1fF3L9AKN5rp/x7NXBnoS89KYzk2C71p/yZw7zPdYPC\nCM+pwPqF0aWS2aRpgiGEEEIIFS0CngAwEjhO0tJ53cuTpOBgBHCwpK9I+hpp3UtTDKwmaZP8+0DS\n1K8GSfotKSC5kfTlf6smyq4MbESa+vYIsB8piCD38/Bcbk/S+p7SfZ2Yj68JvESaWteYN0h5aYpm\nAth+lLRD2815/c5I4GhJ1ZKWB44Ansh1dpC0di53VO7vKGB/Savl0ZcrSet5WmI0cIikKkmrAX8F\nvpLPPZfv8QpJK+R77ZL7/EEL2w8hhBBC6LAi4AkAVwGvA2NJ2yzfYHuU7ftJX9QnkKZqlW9z/SV5\nlKI/METSS6TRm980UeWPwIGSxpHWoRzVRNsfANeRpri9BnQhTVdbgbRe5gBJY0kjRaUpbecBy0ma\nQApQBtp+s4n+jAdWlbRiI+cHktbbnAlcTZr+Np703IbavjeXewcYQnpe/wautT0+92dkvodqmn42\nRX8CPs3XGgGcUpqOB2B7NCnYKq1p2hl4sIVthxBCCCF0aFX19ZFdPSzZJJ0KjLD9qqStgGvyRgXz\n21ad7cubLdxw/V7AINu95qf+wiDpHuDcFm5LXQtMjDw8IYSwYM4/eBiTJ3/SfMFFoKamS7tdO7S9\nSn7fnTpVlZKlrwdMamm92LQgdASvA7dJqiOtzTluAdq6ErhL0vW2P1sovWtDknoAk1qbg+cn+9y4\niHoUQgiVYcasGe3dhRBCI2KEJ4TKVgtMnDJlGnV18WdBJajkvxmsNPGuK0e868pSye97fkd4Yg1P\nCCGEEEIIocOKKW0hhNLfloQKUVPTpb27ENpIvOtFY8asGXz80cz27kYIoYUi4AltTtJmwMvAgbbv\nbuB8L/LCf0mj8udRC3jNetvl+W2aKr8VKfnpJNs75d//P3t3HmdVXf9x/DWMu5Aljns6JvjWFAUV\nl3JBFMUNBbdUFDRcyq2yKLUUzTKtXHLDpUDTMDOXEHBBRH9aqaioaL5zAcsoQRAFdXSQ+f3x/V65\njrPcYZth7uf5ePBg5txzvudz7sHxfubzPd/PEcDLpFXhIK1C9ypp6erHbZ+ymDGuQWpm2n8xxugA\n/Bk4xva8Uo/76bhBvBOLFoQQQkkuPeQ+cteCEMJyIBKe0BqOB/4EnET6cN4WHQDcYvvs/P1lQP+8\nPPYIAEnTgP1sT1tC5/wS0GNxBrC9QNINpH5FQ5dIVCGEEEIIy7FIeMIyJWlFUpPOXYG/StrU9muS\n9iYlFTWkKkpDx/4IOJzUw+Z+4IfAxsB9wNvAh8CZwPWkf9s1wHG2X8nHDwd2zsMdYvtVSTsBVwCr\n5DFOIjU4/XY+pobUiPW/zTXyzJWpS3J8U4BTgKuBrfK2i22PkjSYlFCtDawHjM5x/wZYX9JdtvtL\nOi5vrwOeJjVnvQh4yfa1kk4Evmt7i/y+vg58Jb83v5F0oe33moo5hBBCCKG9i0ULwrK2P/CG7X+S\npoydKGll4CbSFLftSInLZ0jqC2wH9CRVQTYgJU4AAgba7gN8F/i17e2BG4CdioYZb3sb4EHgJEkr\nAbcBp+btw4FRtsfmr4fbvgDoBzxa4vVtBvS2PQj4MfB0vqbdgHMkfSXvtwtwGLBljrE/cDowPSc7\n3YBzgN1tdyM1Hj0PGAPsmcfoDawpaZ083l9t19r+BHge2KPEmEMIIYQQ2q1IeMKydhwwKn/9x/z9\nNqQP+v/I2xtqCrMXsCOp0vEMsD0pWQCYUTStbAxwlaTfAu8Cfyga4+7894vAWqTk5B3bTwHY/hPQ\nJT9LU6wr8GaJ12fb7xbFfLKkyaSEafWimO+x/Zbtj0lJV+964+wOjLY9K39/PSnRmQjsKKkS2Dwf\nuxuwL3Bv0fFv5LhDCCGEEMpaJDxhmZG0NumD+Zn5+ZcbSc+t9AGKFxSY38DhlcDltrvb7k5Kfn6W\nX/u0ImT7DmBb4ElStWd40WuFcevy+Rr691+Rz1WsDqht9gLrxZLHGVgU806k6Xfw2WvswOevuX5s\nFcAKtmuAyaTq1sukBGh3YG9gXNH+84EFJcYcQgghhNBuRcITlqVjgIdsb2i72vbGpKRlP2AdSdvk\n/Y5s4NgJwDGSOkpagVStObT+TpL+CPS0fR3wE1Ly0xgDnSX1zMceTppuV/9ZnVdJDTpbagLwrTz2\neqRpZhvl1/pKWkPSKqTrHUdKUgrP1U0E+klaM39/AvBw/noMaVGCifnPQcA8228Xnbs6xx1CCCGE\nUNYi4QnL0mDgmnrbriY9k3Mk8HtJzwCr1T/Q9mjSim5PkBYEmEzDU99+TnpW5hnSAgLfaiwY2x+R\nlpq+StIU0qIARzSw62gW7XmY84FV89gTgKG2X8uvzQTGAs8B99q+H3gL+Jekh20/T1qg4BFJLwNf\nJD0TBCnh2RSYaPsdYEbeBkCe7rYtMH4RYg4hhBBCaFcq6urqWjuGENo8SY8DB9WroizqWIOBXrYH\nL+5YjYx/ELCL7R+UsHs1MHVpxBFCCO1VW2s8WlXViZkz57Z2GGEZKef73aFDRaFZ+ibAtFKPi2Wp\nQyjNd0jLYJeSRLSa3Hh0CAtXsCvJrFnzWLAgfvlRDsr5f5TlJu51CCEkUeEJobxVA1Mj4Skf8SG4\nfMS9Lh9xr8tLOd/vqPCEEBZZ/uERykRVVafWDiEsI3Gvl4y2NoUthNAykfCEJkm6Gvg6sBLQBXgp\nv3SF7RHLMI43Scs69wV2sj2kBcdeCBxLakh6haTLgN+RVojbCOgIrAMUFhT4vu1l9sB/Xqltju1V\nJP0if/2LFhz/B9Iy3RcABwKH2W5Rueb79w9i1gdvteSQEEIoGyP63wdEwhPC8ioSntAk26cASKom\nrQrWvXUjWiTHkhYJeF3StsCatl8A+gFI2gv4ke29WjPIRSFpJeAwYBXbn0jqTGrm+rvWjSyEEEII\noW2IhCcsEkmdSEtKb0la3vwi27dLGkJqJLo2sB5pGequQC/Sssv7A18G/kSqqGxBWiVsoO05kvYH\nhpH+bb4GnNhAX5zNJD2Sx3nA9sk5pp+Qlrf+hNTg84fA9cC6wGhJ3wC+TwnJgKT1geuA9Un9cYba\nfiRXYNbKcXcmVVX2A3YA/m77WEl9SYscVAIbA48BJ9mulXQCaansDqQltk9r4PRfl/S3fO7hti/K\nvYeuBHYjNRT9re3LgXvzeZ6W1Au4ldSvJxKeEEIIIQSiD09YdOeRPuBvR0pmzpO0cX6tJ6l6sj9w\nBXC37W7AykChirINcLntLUkNMs+VtA5wIdDHdg/SB/efN3DujUjNNr8KHKSkH2m623akvj5bACfk\nqW8zgH1I0/H2IyUgzbkGuDJf36HA7/LUM4DNSYnHGcBIUoK2JdBLkvI+uwAn5X3XAk6QVOg3tHOu\nlL0PnN7AudfK4++Y35dV8n5fAroBXwMGS9qT9D5/bLu77Tm23wIoiiOEEEIIoaxFhScsqr2AlSSd\nmL9fnZSAADxme66kD4E6UuIC8AbpQzvAP2wXEo+bSRWJR0kVkYn58/oKpKpQfRNtzwGQ9DopQegN\n/MH2h3n7CFIT0euKjlublBzUlHB9vYFqSZfk71cirQgCqar0iaQ3gH/ZfjWfc3rR9T1k+/W8/Rbg\ncFJD1S2AJ/L1rQz8tYFzj7FdC/xP0nvAGjmeK20vAOZKGgXsCTzewPFvkKpqLuE6QwghhBDatUh4\nwqKqBL5h+3mAXJ2ZDQzis092Lsgf0uubX/R1h/x9JSmZGZDHXIW0oEBTx9YBFXy+WlnB5/991wG1\nTVwT+bwVOZav234/b1sf+F/epfj65tOwxq7v97aH5jE7NRB3/WNbcn3Fxzf0nocQQgghlJ2Y0hYW\n1QTSsyiukPHWAAAgAElEQVRI2gB4gfTMSam+Kqlb/vo4YBzwN2BXSZvm7ecDpa5WNgE4StIq+XmX\n41hYWSqYAawiadWmBsornE1k4fV1B54jVWRK1UvSOpIqgWNI1/cwcJikzjmp+l3hHCWYQJrG1kFS\nR9LUuPrXV1BNmiYYQgghhFD2IuEJi+pcYA1JLwAPAt+z/UYLjn8b+Lmkl4AvkhY9mA6cANwpaQqw\nFTC0lMFs3w08AEwCXgReAa6tt8+CvM+uJQx5MrCnpOeBm0jVrA9LiSWbDtxGem7IpMrOk8AvgUdy\njB8Al5Y43pXAHOB50jWOsj2u/k6S1gY62P5nC2INIYQQQmi3Kurqort6WLYkdQHus92lFc69HanP\nzpFL8Rx9ge/Y7ru0ztHEuX8IvG37tyUeUg1MjT48IYTQuBH972vTne2rqjq16fjCklXO97tDh4pC\ns/RNgGmlHhfP8ISyYvtpSTMlbV14/qi9kLQGaQW3AS099lf73LTkAwohhHbio9qPWjuEEMJiiApP\nCOWtGpg6a9Y8FiyInwXloJx/M1hu4l6Xj7jX5aWc73dUeEIIiyz/8AhloqqqU2uHEJaRuNdLRk3t\nR8yd83HzO4YQ2qRIeEIIDHrwRGZ8OKO1wwghhDZpXL+7mUskPCEsryLhaeMkVQNTgb1tP1i0fRpw\nKHCy7SEtGK/OdsUSDrMw9kRgmO2JDbw2FhgC3AgMySuyNTbOYKCX7cFLI85FkXvmjCS95yNIjUBn\n55dXBq62fdUijFtN6j1UvYTiHACsvyixhBBCCCG0R7Es9fKhFrghf+gu9nZLkp3WZHs/29MLf7d2\nPIvgPOD63KMH4Fzb3W13B3oBv5C0RatFl9m+ExiQl6cOIYQQQih7UeFZPkwn9br5NXBi0fZekgbb\n7pWXer4W6Ezq73Ka7WdzBeEWoCPw98KBuXnl1aReN5XAxbZH5erKIGAtYDQwhdQL5xNSpWkg8BGp\nIWh/YD5wne0r8tDflHQpqbfOGbZHS1oH+C2wUd7/bNv3SRoGbAB0BTYGbrT9szxOl1wx2gh4yPYJ\nuaHotTnmdUg9aY7MX39aJcnjAvyM1Nxzq/z9NbZvyPFcB3wZWACcZXt8Y/FI+gJwII30BLL9lqSX\nSc1U/5OvdUNSI9bxpMrW7sDZ+d5sQWrUelTxOJIOIfU32ov0y4jPvGfA08Bk2xvk/f9D6n/0R0ln\nAfNt/xK4EziFlKSFEEIIIZS1qPAsP84E9pHUp5HXbwKG2t6WlBTdlrdfBYzMlYjHi/b/MfC07e2A\n3YBzJH0lv7Yh0MP22cCFpOl025ESns1J07q+DnQDdgCOk7RuPvbdHMPppA/vkJpmTrC9dT72dznp\nANga2BvYEfiRpC/m7RuRllfeAthX0pakJZc/tr0z0IWUVO3XxHv2NWBN2z2A/VnYcPQK4Hf5mvoB\n1xVVzxqKpzfwXG5c+jmStsnxPJ3PMznH2JWU6GxbFM+p+Zo2AvYpGmPv/H7tbXtmQ+8Z6b/Xf0va\nStLmpF9Y7J6H6Avcm79+NF9XCCGEEELZiwrPcsL2e5JOIE1t61b8Wq7W9ARGSCps7iipM2m6VaHJ\n5q2kqgGkKsJqko7P368ObJm/fsb2/Pz1aOBxSXcBf7Y9WdIQ4HbbH5GqPd1zHAB35+NeJFWJICUM\nJ+TreF3SE6SEAuBh2x8DMyTNBtbI2x+1PTuP+xqwlu1HJM2SdAop8epKqlw1Zko6XPcDY4EfFF37\n5pIuyN+vCGzaRDxdgTfrjX2BpO+QqmMfACfangZMk7RDfm0LUsWtEOMU22/ma/oHsGbevhapKnOe\n7UL3z8bes7HAnqRpjlcAR+b+O+vY/kc+9o0ccwghhBBC2YuEZzli+wFJhaltxSqBmlzFAUDShqSH\n6utYWMmrI01NKxwz0PYzef918v5HAx8WnfMMSb8lVS5uydO+avNYhXNVAzPzt4VEqQ4oLI5Qv5JY\nwcJ/ezVF24uPmV9/u6R+wAWkD/ojSIlCRb3jICUwtbZn5cpQH1Il6Jn8fSXQuyihWg+YARzcSDx1\n+ZqLnWt7ZL1tSDqNVJG5njSdbaui2Bq71gX53H+QNCo/49TYezYGGJbH+glwOGlq3P1F+9bmMUMI\nIYQQyl5MaVv+nEmaCrVeYYPtd4FXJA0EyNPeHs0vjyc9dwNpitgq+esJwLfy/uuRnofZqPhEklaQ\n9AppcYSLgJuBHnnsQyStKGk14D7Ssy+NmQB8M4/5FdJ0uL+1+MpTZeZ22yOAOcAepORlDrCmpCpJ\nK5Omd5ETpN+TkoTTgXmk53YmAN/O+3yVVAlarYnzvkpq0FmKPqRnmm4lvdfdc4xNmW17AnANaSob\nNP6ePQNsBmxm+2XgYdL0xHuLxtskxxxCCCGEUPYi4VnO2H6PNNVppXovHQ0MkfQ8cBFwRF5R7FRS\ncvIcqcpRaM17PrCqpCmkD9dDbb9W71zzSc+VPChpErATaXGDu0jPAz0DPAVcYfufTYR9OtBb0guk\nKW9DbP93ES7/BtIUrheAP+UYNskJ3yU5lvHAk3n/caRq1Yt52y22XwBOA3bK79UfSZWuploWjwd6\nSirlv5fLgfNyjJcDfyUlIKX4BbClpINo5D3L9/QxoDB9bQLwBeCRonH2AO4p8ZwhhBBCCO1aRV1d\nXfN7hVDm8spzE2zf2+zOrUzSY8AA26V0Eq0mLUYRQgihETW1HzF3TtttPFpV1YmZM5v6vV1oT8r5\nfnfoUEHnzh0h/TJ5WqnHxTM8IZTmfGCkpDFFvXjaHEmHAneUmOx8ataseSxY0GYvKyxB5fw/ynIT\n9zqEEJJIeEIoQZ4217+142iO7TtaO4YQQgghhLYkEp4QQqE8HMpEVVWn5ncK7ULc68VXU/sxc+d8\n1NphhBAWQyQ8oVGSdmXhqmEF3YBBtm9pYP/BQC/bg+tt7wUMs91rCcQ0LZ9jWon7f4H0YP8qpFXq\n/guMJC0dfQsLew8BVAEf2u7S0vNLmki6xomlxNXE+INp4D1s5pgTSEtV/wFYBzjL9n9act5BD5zD\njA9nteSQEEIoC+MOGs5cIuEJYXkWCU9olO3/IzcVBZD0XWAQsDxNm+oOfGx7ewBJvwKuz8/hHF3Y\nKTdpfZLU22Z5cyRwXO7T9FXgMlJ/nhBCCCGEshcJTyhJrvacA+wIrCDpJlJTzUrSUtWj8q5dcrVj\nI+Ah2yfUG6cLcC3QGfgAOM32s5JGAu8C25F6+lxge4SkNUmVmC8DL5H7COUloi8H9iQ18fy97Ytz\nNemSHNcMoCuwrqS/kPoRHQgMrRdTRT7HuMJ1SOpLanK6ImkVsxNsF0og50rqQerdc6ztJ+qN9yNS\nwlFJagj6Q2Bj4C5Sz58ewFvAYbZnSzqG1EvnPeANUr8gJO1EarK6CvA2cJLtV/P7O5tUnboV2AG4\nRtLptsdKqpa0af1lxkMIIYQQylH04QnNkrQ2MIr0of810ofzp21vB+wGnJObY0JKdAYAWwD7Stqy\n3nA3kXr+bAucCNxW9NqXgV2BfsCv8rYLgGdsdwOuJk3ZAjg577816QP/IZL2z69tBvS2vS8wBJhk\nux/QG3jO9oJ6MZ0DrAl8L19vFaknzj62e5CSlouL9n8pb78S+H6996ovKWnrSUpsNmBhJWkb4FLb\nW5GapR4taX1SgrYbsDPQKY+zUn5vTrW9DTCcdA8Knrct2xcAk0h9esbm1x4DDiCEEEIIIUTCE5qW\nKym3AqNyw1GAvYCTJU0GHgVWZ+GzMI/anm37I+A1YK2isTqSEoER+dg/AB3zdDKAB/JUsymkBASg\nF6k5KLYfBV7P23sDI21/YvuDHOOe+TXnVdXq6wq8We/69iA1Ij3MdqHJwo6kxO3hHOep+diCu/Pf\nLxZfX9F7syPwNKkx6/ZF780M28/mrwvX+DXgr7bfyo1eC89GbQa8Y/upfEF/IlXP1sivf6aqVM8b\n9eINIYQQQihbMaUtNOc8YGXgrKJtlcBA288ASFqHNMXqaGB+0X51QEW942psFz8XtGE+FqAGwHad\npMbGKIxfP1mvYOG/5w8buZY6oLbo3OuSEqVBtv9VL87HclUISasAxcuYFWKoH1vh2MttX5qP/WLe\nf63C9dU7ttTrK1xjZTPXWBijfhUrhBBCCKEsRYUnNEpSH9KUsCNy9aFgAvCtvM96wPOkikiTctXl\nFUkDi8Z/tJnDxgPH5P17AoUV1CYAgyRVSlqNlGw93MxYrwLVeaxK0pSxG2zfV2+/J4CdJW2Wv/8J\nC6fYNWcCcIykjpJWIFWDDm1i/8fyuTbI1bQj8nYDnfM1I+lw4A3bsxsZp1g16VpDCCGEEMpeVHhC\nU84i/RsZV1RxAfgdsIOkKaSKw1Dbr+WFDZpzNDBc0lDgY1IyVVdv/GLnASMlvQi8zMIpbdeRpn09\nR1pY4Fbbd+VFCxozHrg0JxZfB3YHviTpoOKdbHeXdDxwe06M3iQteNAs26MlbUNKmiqB+0jPLW3c\nyP5vSTotx/Y+aWEGbH8k6QjgKkmrk6pgRzQ0RgN2b8G+IYQQQgjtWkVdXV1rxxDCMiPpUmCC7Xtb\nO5alISdbP7Z9WImHVANTow9PCCE0bNxBw5k5c25rh9GkqqpObT7GsOSU8/3u0KGi0Cx9E2BaqcdF\nhSeUm/NJFaMxeYGE9mYocGZLD7pp758thVBCCGH5V1P7cfM7hRDatKjwhFDeqoGps2bNY8GC+FlQ\nDsr5N4PlJu51+Yh7XV7K+X5HhSeEsMjyD49QJqqqOrV2CGEZiXu96GpqP2bunI9aO4wQwhIQCU/4\nDEnVwD/JD88XOdD2v4v2G0tqdjm9xHFHAhNtj1wykTZ7vm1JCyL8UNLWwOVAZ9K/+b8BZ9h+v5Fj\nq3Os1Q28tj2p6elw4GTbQxYxvpEshfcjx3e47aEtOW7wAxcx44N3lmQoIYSwXBt78CXMJRKeENqD\nSHhCQ6YX98ppiO39llUwi+gyoH/++o/A8bb/lldouxr4KfC9lg5qexJpqW6K/m4zbE+SdKakbrZf\naO14QgghhBBaWyQ8oSS5ItGZ1AdnKHAl0Av4N/DL/HUlMNL2ZZIqgF8DBwDT82sT81jHAt8h9YF6\nGjjFdo2k/wJ3ALuQmmcebnuqpMNID+KvSmqCerztv0qaCAyzPbG4KiOpN/Dfop416wKrAdheIOl8\nFvbj2RgYAawNfEBKYt4DVpV0G7AV8A5wsO1Zkg4ALsyxvw6clJeWngb8HtgHWB041vbTkroA1+b3\n7gPgNNvP5rgOyEtSrwT81HZhGeyG3s9ewCV52xTgdODmfD9eBzYE+tueRmqm+n1gUDO3NYQQQgih\n3YvGo6Eh60uaXPTnB3n7LNtb2B5dtO8JALa3BXYADsr9eA4BegBbAoeRG4ZK2jIf87VcRZpB+nAO\nKTF5yHYPUkPSU3NF5mTgANvbkD70n9VM/P34bEPT7wJ/kfSKpOuB7Wz/Pb92DfBn21sBw4Af5+1V\nwKV5+1vANyStTer/c7DtrYHHgauKzjPL9g6k6W5n5203kfoUbQucSGp2WrAasCMpSbpC0rpNvJ+Q\n+g71tj0IODft5i1JK891Kxr3UeDAnHSGEEIIIZS1SHhCQ6bb7l7055d5+xMN7LsX0E/S5Pz6hqQP\n372AO23X2p4JjM377wF0Bf6ejzkI2LxovPvy31OANW0vIE1N20fSBcBgoLkn7LuSmoUCkJ+TWZdU\nmaolLUt9eX55d1JlBttjbR9e9B48mb9+EViLlIA8masoANcDezYWu6SOQE9gRL7WPwAdJXXO+91k\ne35+DupvpOSnsfczh+h389d9iuKeBHw6fc32e0AFqaoUQgghhFDWYkpbaIkPG9hWSapg3AkgaS1g\nHmlaVnGFYX7R/rfbPj3v35Gif4e2a/KXdUBFfv1J4BZS5eJ54NTiffLXKxadq46U2CCpK/AN2z8F\n7gLuknQF8CxpWl1t4aBcEdmCNPVsfr3xKvj8Lwgq+Ox/QzX19q8Eaoqfh5K0IVCYald8jg45lsbe\nz5347Pv/SQPxFJsPLGji9RBCCCGEshAVnrC4JgAnSFoxJyePkT6cjwcOl7SypC8BffP+E4H+ktbO\nCca1pMSjMZuREoifAw8DA0hJAcDbpClzAAcXHfMq+RkdYCZwRn6up6AHKeGBlER9I3+9F6lq05gn\ngJ3y80KQpqg93NjOuRrziqSBAJL68NmpdkdKqsjPEW1PSuwaez/rGw8clcftRnrWqC5/3ymff3YD\nx4UQQgghlJVIeMLiGg68QkogJgEjbE+0fQ8puZkC/IW8zLXt50jPnEwgTRWrBH7RxPjPAZOBl/P+\nM4GN82uXAN+W9AxpQYOC0aSpc9ieA+wPnCfpdUkvkxKFI/O+pwKH5Clk55OSmAbZfiu/fpekF0nT\n9k5uInaAo4Ehkp4HLiItlV3o8DmPtGjDvaTFD96mkfezgXF/CnTJ414A/I+FFaDd85ghhBBCCGWv\noq4uuquH9kfS48BBOYlod3LVaKrtxyVtBDwCbJpXobsTOK/EZamrganRhyeEED5r7MGXLDfd7Kuq\nOi03sYbFV873u0OHikKz9E2AaaUeF8/whPbqO8APgR80t+Ny6mVgeF7GegGpQrRAUk9gWkt78Izc\nu7mF70IIobzU1H7c2iGEEJaQqPCEUN6qgamzZs1jwYL4WVAOyvk3g+Um7nX5iHtdXsr5fkeFJ4Sw\nyPIPj1Amqqo6tXYIYRmJe12amtqPmTvno9YOI4SwlETCE0Jg8P2XM+ODOa0dRgghtIqx/Ycxl0h4\nQmivIuEJbUZe7vmfpBXd6oCVgOnAcbbfbOLQhsYaCUzMTUeXVHy/IvUD+iJpFbRXc5yrklajO852\ni2vMkiYCwxpZja2lY3UEbgYOs/3J4o4XQgghhLC8i2WpQ1sz3XZ32z1sb0lqNPrL1g5K0jbAurYn\n502TiuLcPG87u5XC+5TteaQePSe1diwhhBBCCG1BVHhCW/cwcJGkw4AzSdWUlYHjbf81V0eeBHYF\nqoDTbI8rHCxpNeABYJTtqyUdl8epI/XAOZXUH+cl29dKOhH4ru0tJK0IvA58JR9zSxNxTgT2yec8\nFTgGWB34GDjStiVNA36f91sdONb200Wxrk3qT3SO7XsknQ0MBD7J1zAUuBu4xvY4ST8HetjeV9J6\nwIO2twJGAU9Iurao508IIYQQQlmKCk9os3LCcSjwN1KDzwNsb0NqOFq8jvJKtncGvgtcWLwduBO4\nIyc73YBzgN1tdwPeB84DxgB75mN6A2tKWgfYBfgrMB84APi/RuJcHegH/E3SF4CDgV45+biXlFQV\nzLK9A6nBaHFFaI0cx7Cc7Oybx9we6AF0ye9Bcay7Alvkpan75tew/Q6pqenWDcUbQgghhFBOosIT\n2pr1JRWmja1Mqt78iJR0HChJQC9S1aPgvvz3FGDNou0/JfWoGZC/3x0YbXtW/v56YATwE+CGnDhs\nDtwG7Ab0JCUsawHYfr9o7O2L4lyRVJm51HaNpKOAb0jajJSITC46rjjWAUXbrwP+R0rQICU1o2x/\nACDpd8Ag4AzgL5IKSy89B2wL7AtcWTTeG0DX/HoIIYQQQtmKhCe0NdNtdy/ekB/En0SaUvYo6bme\n4qpJTf67Dqgo2j4K6AicT2pAWr+iWQGskJOUycDRpIaeE0kJxy6kahJAbb1jJ9nuVT94SV/Ox18F\njCMlMT1KiPViYD/gW8DVTcT6b0kdgEOAx4G3cqzbkapRBfNJyV4IIYQQQlmLKW1hebAZKUH4OemZ\nngFAZQnHTSY99zJQUndSItJPUqEKdEIeD9J0sHPzPhOBg4B5tt+2/TZQmROv5vQEXrV9GfAU0L/E\nWJ8Fvg2cJ2kDUsXoSEmrSloBOK4o1nHAj3OcE4DTgL/XW5WtmrSKXAghhBBCWYuEJywPniMlLy8D\nLwIzgY1LOdD2bNKUuBvysRcBj0h6mbS89I/zrmOATUlLWb8DzMjbCsaRprk15wGgg6SXgGdyzJuU\nGOsrpOrOVbbvJU2nm5Tj/hcLp6yNIV3/Y6Rq10p5XwAkfRFYw/bzpZw3hBBCCKE9q6iri0WcQmhO\nXpb6x7YPa+1YmiPpDGC+7atL2L0amLp0IwohhLatpvZj5s5ZfhuPVlV1YubMFreBC8upcr7fHTpU\n0LlzR0i/TJ5W6nHxDE8IJbD9nKQ3JW1r+5nWjqcxedrdXqSpdCWbNWseCxbELz/KQTn/j7LcxL0O\nIYQkEp4QSmT7u60dQ3Ny49EDWzuOEEIIIYS2IhKeEEKhPBzKRFVVp+Z3Cu1C3OuG1dTWMndOTfM7\nhhDahUh4QqvKK5D9EBhIWomtErgJuMh2Xb191wdutL2fpMn1l69eQvF0AkaSGp4+TGoEOjG/diRp\n+eg+ti3pRlID0ZOB4bYnLeFYmrxGSXW2K+ptGwCsb/uqlpxr8P3XMuODdxcx0hBCWL6M7f8j5hIJ\nTwjlIhKe0NquAdYBdrY9R9IXgLuAd0krln3K9nRSrxqWRrKTnQdcb7su9ThNJB1GWhZ7z7yaGraH\n5JeHfG6UJWBRrtH2nZImSLrd9oylEVcIIYQQwvIkEp7QaiRtSKrsbGB7DoDt9ySdAmwpaSTQGehC\n6qdzJdDL9jRJvUjVl16SJgJPArsCVcBptsdJ2iof0xFYm1Q1Gi5pWD7XsBzHNKAXMJv0/MvQenEO\nIC1nvaft1/O21UhLXW9DavD5K9s3SxoMHJDPtx4wGjgzJ1A/Ag4nVbHuJ1W2NiYleFNIDUrfAg6z\nPbtQwcl9g34LbA58BHzP9oSi+L5Gqorta/tV4E7gFFLyFkIIIYRQ1qIPT2hNOwAv5b43n7L9su0/\n529n2d7C9uhmxlrJ9s7Ad4EL87YhwIW2ewJ7AL9sZozewHO2FxRtOwi4Dbi1kOxkw3JsW+Xjhkna\nOr+2C3AYsCWwE9BfUl9gO1Jj0h7ABsDRef9tgEvzWHOKthf8lNTMdAvgGOBnhRfyctm/BQ7IyQ7A\no0C/Zq41hBBCCKEsRIUntLZPn9ORdCipEWglUENquPlEiePcl/+eAqyZvz4T6CvpLKAbqdLTlK7A\nm/W29QP2Af4saXTRczq9gW8C2H5b0j2kKtF7wD2238rXdFvetwbYEXg6H78qqZnoY8AM2882EH/B\n7sBR+VwvADsXvXY/8CfbLtr2Rr6WEEIIIYSyFxWe0JomAV/Nz+1g+4783MqBpKlpAB8W7V8HFB7S\nX7HeWDUN7HM7qR/NS8A5jYxTPFYdUFtv3G/Zfpg0/WxU7nMDn/9vp4KFv0CYX7S9Q/6+Erjcdvd8\njTuysFJT/ORs/djIMRUnhptLKpz/KGBArvQU719cpQohhBBCKFuR8IRWY/tfwO+BmyR9ET5dte0A\n4JMGDnmbNE0M0lSz5vQBzrV9D7BvHr+yeBxJO5CetQF4FaiuN8bHOdYbgH+wcCGFCeQKj6S1gIOB\nifm1vpLWkLQKcCQwLu9/jKSO+RrvJq0EV4pH8zhI2pxUzarLcU0AzgJuKEqCNsnXEkIIIYRQ9iLh\nCa3t28DjwMOSngdeIT3rsm8D+/4EuFzS06SkpTnDgMckvURa0GAaKRm4DVgzbz8NKEwnGw/0LEoc\n6hsC7CvpKOCCPMYLpITkZ7afyfvNBMYCzwH32r4/P4P0Z9IUvSnAZNJCA6U4D+gq6TngVuCY4iW7\nbd8MzMvXAul5pXtKHDuEEEIIoV2rqKura36vEMqEpEuBCbbvXcTjB5NWkhu8JONqYQyPAQNKXJa6\nGpgafXhCCOVkbP8fMXPm3NYOY4mpqurUrq4nNK2c73eHDhWFZumbkH6RXZJYtCCEzzofGClpTP3G\np8uDvPDDHS3twTNyn28tpYhCCKHtqamt/7hmCKE9iwpPCOWtGpg6a9Y8FiyInwXloJx/M1hu4l6X\nj7jX5aWc73dUeEIIiyz/8AhloqqqU2uHEJaRuNefV1Nby9w5Nc3vGEJoNyLhWY5Jqgb+SVp2udiB\ntv9dtN9YYIjt6SWOOxKYaHtkve39gO1tn9vIcYNpwfMrkvYDbgAesX1UC2MZBmB7WDPnOJ30G4D3\ngGG2e9V7fXvgZNtDGjm+V0PH5dcetr1HU+dvIq6JedyJi3J8E+MOANa3fVVLjjvuvhuZ8cF7SzKU\nEEJok8YM+B5ziYQnhHISCc/yb3ru69Io2/stiRPZ/gvwlyUxVnYocL7t65fgmJ+StA7Qz/ZeOXH5\nnNxItMFkpwQNjtmabN8paYKk21v6HE8IIYQQQnsUCU87lKsinYEuwFDgStKH838Dv8xfVwIjbV8m\nqQL4Nan/zfT82sRcQbqPtAT0h6QlkXvZHixpr3xMB+ANUgNMgC65erER8JDtEyRtmI9dndQQ83Rg\nK1Lvmr0kLSD1sLk2x/0BcJrtwnLRhev6AXBijucd4Mm8vS9pmegVganACbZnAacAdzTzXvUiV3Ak\ndQeuA1YDZgNH592qcpVsU8DAYfl9RNITtndsLAZJ00i9hvbJ13+s7afzuCdKuix//V3bE3Nj06vz\n+1MJXGx7VK6eDQLWAkYD1+T39EvAC8DutjfMY92Zr/28pq49hBBCCKEcRB+e5d/6kiYX/flB3j7L\n9ha5/0vBCQC2twV2AA6StCtwCNCD1IzzMFKiVCBgoO0+n26QViZ92B5kuxvpA/eg/PJGwABgC1LP\nmi1JDTrvtb09cC6wi+0bSdWic/PXNwFDc2wnknrlUHTO7YHjc5x7ARvm7VXAL4B9bPcA7gcuzof1\nI/XIKdWtwE/zNd0GnFF0Tafka1oX2Mv26fm93LGZGCDdix2A4cDZRdvn5f0HAbfk9/XHwNO2twN2\nA86R9JW8/4ZAD9tnA1cAf7S9NSmp26Bo3EfztYcQQgghlL2o8Cz/PjelLVd4nmhg372A7pJ65+87\nAt2ArwJ32q4FZuZqRsEM29PqjdMN+I/tyQC2z8rnHQw8ant2/v41UkViPHCnpB7AGOAzz5fkqkZP\nYMbpq5MAACAASURBVISkwuaOkjoX7dYLGGt7Xj7mT6QKyI6khOThfGwlqToD0BV4s4H34XMkrQWs\nV+i/Y/vavL0X8Jztqfn7f+RrKtZUDJCqZJAajg4o2v7bfK7nJc0ANifdo9UkHZ/3WZ2UiAI8Y3t+\n/roPMDgff5ekOUXjvpGvPYQQQgih7EXC03592MC2SlIV5U749EP+PNL0rIqi/eYXfd3QOLXAp2sY\nS1oDKCwFVHxsHVBh+3FJXyVNmTuC9EG9T9F+lUBNceKWp8HNrj9WvRgr85/HbPfLx61CSuQgTZ8r\ntdlC/WtaBVi/sWuqd2xTMQCfPh3b0DUUdMgxVJIqas/ksdZh4fS64nvxCY1XaGtJ1x5CCCGEUPZi\nSlt5mQCcIGnFXFV5DNiJVIE5XNLKkr4E9G1mHANr5yQG0nNCJze2s6RLSB/ibwJOBbb9zGD2u8Ar\nkgbm/fvw+aloDwEHSlojJxT98/YngJ0lbZa//wnwq/z1a6Q+M83KMbwpae+86RjSMzlN+UTSCs3E\n0JSj4dPpep2AV0j36Ft5+3rA86TqUX3jyc9NSdoX+GLRa5sAr5Zw/hBCCCGEdi8SnvIynPSh+llg\nEjDC9kTb95AWDZhCeq6m/jLXn2G7BhgI3CzpedKUuF80cciVwKGSJgN3Acc2sM/RwJA83kXAEbY/\nrbjk6XOXA08Bj5CmbWH7f6Rne26X9AIpmTozHzYaKF42eldJ84r+DK8Xw0Dg3BznEcAPaNo9wHPA\nnCZiaEpHSc+S7stReUrh+cCqkqaQkp+htl9r4NgzgEPy8UfkGAr2yLGFEEIIIZS9irq66K4e2idJ\n6wK3296ttWNZ0nJ/ofG2X5K0LXBDXugASY8BA0pclroamBp9eEII5WLMgO+1uy71VVWd2t01hcaV\n8/3u0KGi0Cx9E1KfxZLEMzyh3bL9P0l3STrY9t2tHc8S9gowKi/pXUNegU/SocAdLe3BM6LvorYi\nCiGE5UtNbamPdoYQ2ouo8IRQ3qqBqbNmzWPBgvhZUA7K+TeD5SbudfmIe11eyvl+R4UnhLDI8g+P\nUCaqqjo1v1NoF+Jef15NbS1z59Q0v2MIod2IhCeEwHH33cSMD8rzt0UhhPIyZsCpzCUSnhDKSSQ8\nAUkPAlcXnnOR9CvSMtNr2v44b5sOfK2BJqRIuhEYbnuSpCOAH5MaZk4ATrL9ybK5koblh/qPAN4D\nqmx/J28/gLSS2y62H8/bRgH32x7ZyFgnA9geLqkbcAPwJeAt4PC8alyryMtbH257aGvFEEIIIYTQ\n1sSy1AFSYvL1ou/3Av4G7AIgqQvwfkPJDoDtITnZWQm4Dtgf6JLH3Hopxl2qy4CL+fx17gM8kP8u\n2AV4sLGBbA+3XVjO+lLgN7YF/AM4ckkG3VK2JwFfzolYCCGEEEIgKjwheYjU4wZJ6wMfAXeQEoEJ\nwK7AA5J6kpKH1YC3SdWbqZImAsNIzS7ft/0vSRsCq5ASAXKj06uBrYBK4GLboyQNJjU6XRP4CvCA\n7W/n428lVYoWAKfb/nsTMXQBrgU6Ax8Ap9l+VlJv4L+2Z0t6CviKpNVtvw/sCQwCriL139kEeM/2\nfyStQ0revpzPf5bt8ZKGAdgeRnpg7ilJFcDOwDWFN1TSj4DD87XeD/wQ2JjUh2gK0INUFToMmAv8\nLr83ANfYvqGJGBp8L/OxtwLfz9cVQgghhFD2osITAJ4GNpW0CgurHsWVj91IzT5vJDXI3Bb4NWk6\nV7EVgMJ6n6cAt+QmpZCmuT2de8XsBpwj6Sv5ta8Bh5CqQQfmCsU3gXttbw+cC+ySK0iNxXATqUnn\ntsCJwG15ez/gUQDb80mVqx1ycjPL9lNAlaTOOa5CdecK4Hc53n7AdZLqP/1buN69gXdtPwcgqS+w\nHdCTlNhsQGqsCrANcKntrUjNQo/O17+m7R6k6tiuzcTQ1Hv5aH4PKwghhBBCCFHhCWD7E0l/B7Yn\nJTlX56rJapK+RKpeXAZsCvxFUuHQLzQx7CPA9ZIm2n6INE1uNUnH59dXB7bMX//V9lwASa+Tqj3j\ngTsl9QDGkKowmzUUQ6549ARGFG3vmJOYrqQqVcFDpGltIiV1sLCKtStwZ962F7C5pAvy9yvmczfk\nRWAjSd+xfXk+dkdSIgmwKvAv4DFghu1n8/Yp+VqnpEvX/cBY4AfNxNDYe/m67fdystOZVAELIYQQ\nQihrkfCEgsLzLTsAA/O28cBBpA/OFaQP1N0BJFUC6zQ2mO37JB0O3CWpD2nq1UDbz+Tj1wFmkyoc\nxcvl1AEVth+X9FXgANKCA4NJU7UaiqESqClsz69tmMevY2HVqXCdPydN27s4b3uAlKDsCJyRt1UC\nvW3PzuOtB8wADm7gWt+UtBMpEfswH3u57UvzsV8E5gNrNXKtsyRtCfQB9gOeyd83FkNj72XBfNIU\nuBBCCCGEshdT2kLBQ8CxwAt56hek6V1n5r9fBtaUVJhudTzwh4YGktRV0mDbfwdeIFUlJgDfyq+v\nBzwPbNRYMJIuIX2ovwk4Fdi2sRhsvwu8ImlgPrYPeRob6bmi6qKhC+fdCniq6Nr3A2bmZ3vI8X47\nj/dVUhVmtQZCXVXSWaTnce4CNs/HHiOpo6QVgLuBQ5u41n7A70mVrNOBeaTndhqLodH3sjDtrpAk\nhRBCCCGUu0h4AgC2p5CmQT1QtHkC6QP8g7Y/Ij1g/2tJz5Meiv9mI8P9CzhE0svAu6RpWueTkoMp\nedyhtl9rIqQrgUMlTSYlEsc2E8PRwJC8/SLgCNt1pGWn9yi6zjrgJeA52wvytlnAx6SKVsFpwE55\nvD+Skq+GGtV8SFqc4WXSczaX2x4N/Bl4gpSkTCY9Y9SYcXmcF4EnSc8+vdBEDE29l7sD9zZxrhBC\nCCGEslJRV1fX2jGEsFRJehw4yHa7f6ZF0p3AeTlhKkU1MHXpRRRCCG1LTW0tc+e0r8ajVVWdmDkz\nmkeXi3K+3x06VNC5c0dIK+VOK/W4eIYnlIPvkJaF/kFzOy7P8pLd01qQ7Hxq1qx5LFgQv/woB+X8\nP8pyE/c6hBCSSHhCu5eXnn6q2R2Xc+VynSGEEEIILREJTwihUB4OZaKqqn5LqdBexb1un1PYQggt\nEwlPaPMkHQqcRfr32gG42fYvJZ0PjLf9f4sw5jAA28MkTbbdXdIOwCG2f9jMsaeTpo79pbHY8n7L\nPD5JNwNn2f5PS8533LhbmfHBvJaGGUIIbd6YQ05iLpHwhFDOYpW20KZJ2gD4NbC37W1ITVC/kZdy\n3p3Uk2axFPXv+SpN9BbK8awD9MvJTlOx0RrxAb8gNYkNIYQQQghEhSe0fWsBK5L6z8yyPU/SIGAA\nsD1wo6T+pGWdryUtrf0BcJrtZ3MD0luBL5F6Au1ue8PiE0iqy69fAHSUdA7QCeibd1kDqLLdETgF\nuKOZ2GokHdsa8dl+SVK1pE2bWfY7hBBCCKEsRIUntGm2nwPuAV6X9KSki4FK2xcAk4AheVWym0j9\naLYFTgRuy0NcAfzR9takRGWDRs4zBzgX+Ivtn9n+Ua6s7Aj8j9TkFFKvnUebie1V2ze3UnwAjwEH\nNPfehhBCCCGUg0h4Qptn+1ukfjHXAhsDf5c0oPC6pI5AT2BEblT6B1IlpDPQB/h9HucuYE4LT38D\n8Ijt2/P3XYE3S42tFeIDeCPHGUIIIYRQ9mJKW2jTJO0PdLT9R2AEKWk4Afhm0W6VQE3Rsy7kqWKz\ngU9YxMRe0veBtYHBRZsXALUlxHZnK8UHMD/HGUIIIYRQ9qLCE9q6D4CLJFUDSKoAugPPkj7Yr2D7\nXeAVSQPzPn3I086A8cBRefu+wBebONd88i8BJPUFhgBH2i5OHl4jVXSai+3T8ZZxfOT4Xm1inBBC\nCCGEshEJT2jTbD8MnA/cK8nAy6SqyE+B+4Dhkr4GHA0MkfQ8cBFwhO064AzgEEnPAkfQ9JSxJ4Gd\nJP0C+A2wEvCQpMn5z6bAaGCPEmKjleKDtDrc6Kbe1xBCCCGEclFRV1fX2jGEsNTknjnj8+pl2wI3\n2N5uMcZbF7jd9m5tNL5tgB/bPqzEQ6qBqdGHJ4TQXo055CRmzpzb2mEsVVVVndr9NYaFyvl+d+hQ\nUWiWvgkwrdTj4hme0N69AoyStACoAU5YnMFs/0/SXZIOtn13W4sPGAqc2dKDRux79GKeNoQQ2qaa\n2trWDiGE0MqiwhNCeasGps6aNY8FC+JnQTko598Mlpu41+Uj7nV5Kef7HRWeEMIiyz88QpmoqurU\n2iGEZaSc73VNbS1z59S0dhghhDYgEp6wSCQNBnrZHtzI6yOBibZHLqXzrw/caHu/Rl5fAxhpu39e\nRW2i7eoWjD+NdH3TJHUCRgLDyD1zgI2AeaSlpT+yveMiXchnzzkCGGb7jcUY49fALbafbXbnIseN\n+2M8wxNCaFfGHPJN5hIJTwghEp6wnLI9HWgw2cm+BPRYQqc7D7je9gukZaeXVkK3B2nVt8VxEfBn\n0kptIYQQQghlLxKesFgkbQZcD6wJvA+cbvup/PL+kr4NrAP8zPb1kjYAfkvqN7M+qQpzbq4Y9c3j\nfAV4wPa3JfUCzib1vNkCeIHUt2Z9ctVG0lGkh/U/AaYCA0nLNq8v6S7gu8Cqkm4DtgLeAQ62PUvS\nqcAxwOrAx6S+Ni66vi8AB+bxm3svZgKTgPWAnqTFAw4nNR69H/ghsDHwF9IS1lsCb+R4T8zXNFbS\nrkBX4ApgFeBt4CRgG+Bw20fk993AurbfknQ/aXW2pyTNlLRHXjY7hBBCCKGsRR+esLhuAX5je2tS\nYnGHpJXza6sAOwL7Az/L244ERtneCegGfEfSWvm1rwGHAFsDB0rqVrT9VFLCsxGwT70YLgT2zss5\nTwU2B04Hptvun/epAi61vRXwFvCNnMwcTJq6thVwbz5Psd7Acw0092zIWsDFtrsDewLbkRKfHsAG\npF485Ou+xvaWwD9I09h+ARSqVnOB24BTbW8DDAdGAQ8Cu+QGp72BGcDuklYFNiMlW5CamvYrId4Q\nQgghhHYvEp6wODoCXWzfCWD776RnWpRfvyc313yRlAxg+1fAvyR9n1TBWIlUXQH4q+25tj8AXidV\newCm2H4zJx3/KNpeMBp4XNIlwJ9tT24g1um2n8xfvwisZfs9UrXoG5IuIlVy6j+93xV4s/S3hCfy\n33uRkr2ngWeA7UkVHYB/2p6Yv76JlLwU2wx4p1Aps/0noAtQQarqbJ2PuZw0dW0PYEJ+ryFVjbq2\nIOYQQgghhHYrEp5QMkm75sUCIH34fq+B3SpYOFVyPkDRB/HCQ/Wnkz6UX0iarlWRXy5+urSuhO3k\n8c8gVYbeAW6RNLCBuObXH0PSl4G/kabXjSMtTFBR77g6oOQmDrY/zF9WApfb7p4rPjuysMpVHEuH\net8XttVXkcccA/QhVbGuB3YF9iVVpwrmA6VUpEIIIYQQ2r1IeEJLHE+aAgapyvAq8LqkAQCSdgLW\nBaY0MUYf4Je5aiHSVK/KRQ1I0gqSXgHetn0RcDNpCtl8mn9GrSfwqu3LgKeA/g3E8iqpV01LTQCO\nkdRR0grA3cChC8NW9/z1caRki6KYDXSW1DPvfDjwhu3ZpITnZOAl27NIydiBpOluBdU57hBCCCGE\nshcJT2iJi4BBkv5Bevj/WtID96dLegG4Chhg++Nmxvi9pCmk52UmkZpHLRLb84FzgQclTQJ2Ai4m\nPafzL0lNPbj/ANBB0kukaWcvNxDLeKCnpBb9t2J7NGm1tCdICeBk0vQ1SNP+zpf0IrA2qdIFqUoz\nlrR4wRHAVUXv0xF53JdJ1Z6J+ZiJabOL15TeA7inJfGGEEIIIbRXFXV10V09hKZIupT0jMy9ze7c\n/FjVtLAnUAvHXxu40/YuJR5SDUyNPjwhhPZmzCHfLJtu9FVVncrmWkN53+8OHSoKzdI3AaaVelws\nSx1C884HRkoaU/w8Uht1NvCdlh40Yt8jlkIoIYTQempqS378MoTQzkWFJ4TyVg1MnTVrHgsWxM+C\nclDOvxksN3Gvy0fc6/JSzvc7KjwhhEWWf3iEMlFV1am1QwjLSDne65raWubOqWl+xxBC2Wg24clN\nIY8h9ScpLI3bxfbRTR4YQlhuHD/uDmZ88H5rhxFCCIvt3kMGMZdIeEIIC5VS4bkd+JDUNPFB0rLC\n/7c0gwqhVJJ6kVY3e5WUkK8EDLd9Rb391gdutL2fpAOAzWxf2szYvwJuIfXpuR/Y1vaLRa/X2a7f\nt6eUmKtpZOECSWOBIfD/7N15vJVV9cfxzwVnRU29paiJOXxzVoQcygTFVBLKMC2HSnMqhwbNKQec\nsrJMK4fMHDNTyxFRk4CfaUZOqDh80wTKLEFwIiJA7u+PtQ8cb3c4F7hw4az36+Xr3vMM+9nPeQDP\nOmvvvbgKONz2q5KGAtge2t41JfUB9rd9Ukf7lVJKKaW0NKplqd0NbH+SWC73p8BHiaKHKXUVj5UC\nn9sAHwFOlLR59QG2X7U9sLzsA6zaVoOStgHWtj22avO1kua7ZlAtbA+s9NX2q/Nx/mPA+pK26oTu\npZRSSiktcWrJ8Pyr/HwR2NL2jZKW7cQ+pbQgVgTeBd6SNIGog7MtMSzzFmAgUbgTSROJmjVbl3Mb\ngTdsbwmcQGR3Kh4BZgInA9+pvmAJgi4E+hFDPq+1/aOSfRpqu1857lqibs7oqnOHEHWEBhBfQPwC\n+CBRhPQ02/e1dJMl67MusAmwAZG9Or/svhE4EfhiW29USimllFI9qCXDM0nSt4hK9IdJGgSs1Lnd\nSqlD+kgaK+lpYsWO0UAlO3KvbQGTAGw/B1xBDHu7xvYXbG8L7Aa8DRwlqQHYh/8dunk48A1JWzTb\nfkRpuzeRYfqUpF3a67SkTxDBzidsTwZ+QtT72RrYD7ha0gfaaGJr4BPADsApklYv2x8EBpX7SCml\nlFKqa7UEPEcB/7X9EPAYcA7xLXdKXUVlSNvWwNrApsApZd+Y9k6WtAxwK3CJ7YeBtQBsv2cWv+2/\nAd/mf4e2DQAGSxpbrrce0N6QsrWA24Drbb9Wtu1GZHiw/XJpa4c22hhle6btScBUYLVy7tvEfKY1\n2+lDSimllNJSr92Ap3yY+nmZE3Aq8FHbt3d6z1KaD+XD/s3EXDOIBTfaczHwsu0ryusmoMWKdbav\nBN7gvUF/d+CkEnRtC+wIXF3aqc6yVA8FnQMMBr5VFlSA//372EDbw06rlyFqfq3Z5RoppZRSSnWt\n3YBH0o7AX4F7gJ7A3yXt3NkdS2l+lMxLP+CJNg6bTQkkJB0B9AaOqey0/TrQXVJrxWkOB75R9Xok\ncISkZcs5DxFBz+vAhyStIGkNoHqY21TbI4HLiKFslXa+XPr1ISJoe6S9e25OUo9yH1M7em5KKaWU\n0tKmliFtFxJDdqbYfoWY/H1J26ektEhV5vA8CTwFTAe+18bxDwIHSToOuBR4H/Cn0sZYSSsC9wIf\nb+nkMrTttKpNVxCLejxJDPu8xvbosoT1PcCzxJC5lpZz/y6whaRPAccDu0l6BriDWJb6n7W9Be+x\nK7FUd0oppZRS3Wtoampq8wBJj9veXtKTtrcr2+b+ntLSqCxLfbrtzy7uvnSUpNuAs2w/U8PhvYDx\nndujlFJadGbMmsU7b9ZX4dHGxh5MnvzO4u5GWkTq+Xl369bAmmuuArAhsVBVTWpZlnqWpPcRcwSQ\npPnpYEpLEttPSXpFUm/bbQ2P61Ik9QUm1BjszDVlyjTmzGn7y4+0dKjn/1HWm3zWKaUUagl4zgf+\nD1hb0k3EMrhHdmqvUuoCbH+j/aO6FtuPEkvIp5RSSiklagt47gOeB/YgVqM6x/bzndqrlNIiVdLD\nqU40NvZY3F1Ii0g9POt6HMKWUuqYWgKeR8tSuy91dmfSoiOpHzDUdr+qbX2Ao20fXus5VftG2e4/\nn30ZXdodPT/nt9P2esC5tg+VNAHoZ3tCs2OGEwsEvPq/LUAb5x0BTLN903z060ulzS919Nx22l0F\nuB74rO13az3vsOF3MGn6v9s/MKWUuphh+x3EO2TAk1JqXS2rtP27fGhMSznbj7UW7NSg38Lsy0J0\nMW2v2Ibtga0FO+34KLD8fPWqk9ieBowgCganlFJKKdW9WjI8KwPjJf0dmFa2NdnepvO6lRaH6gyO\npG2BnwErAVOBg8phjSUjshFg4LPE0uVIGmN7B0l7AecQhTbHA0fYnlIyJTcAexJ/rr5g+/HS7pGS\nflR+/4bt0SVbcSmwJTGc8nu2byrZkS8CawF3E7VsbiSWl34G2NX2epI2AnrafqGd+55ABGz/Ktf7\nGFF49FzbN5fDzpS0XXk/vgD0IAqH7ibpn8DY8n6tTxT8PNX2CElDgXWBTYANgKtsn1/a3FjSg8Aa\nxDLSp9pukvQF4OvEFxKPA8fYniFpMrHs9TpA3/Ie70fU+/kncJfta4GbgDGSLredKxGklFJKqa7V\nkuH5GlGH51Dgm8AFwH87s1OpS7iR+MC/FfBr4s8BwAeJIp2bAWsDA2wfD1CCnUaitsyeZeny+3lv\nhmWK7Y8QtWuqa9lMK8d/EfilpOWB04HHbW9P1MT5dinICbAesJ3t04i6UDfb3hr4DRFgAAwiioDW\n6jhglXJvA4ggZ7my77nSv58AJ9oeAdwFnGn7/tKHq0tfBwM/qxQABbYmFvvYAThF0upl+4bAEKLw\n6ceAwZK2AI4Adi5DSScBJ5bj1yKCvm2Bvco5WwADgbnLxNt+g/hyYusO3HtKKaWU0lKp3QyP7f8r\ny1IfCRxLfCD8cWd3LC0+ktYC1rE9DMD25WV7P+Ap2+PL6+eJD+HVdiCColFlBfPuRIao4r7ycxzw\nmartvyjXelrSJODDRNCxkqTDyjErEx/wAZ6wPbv8vgfwpXL+7ZLeLNs3IbJQtdoVuNL2HCLbs0W5\nT4hCoBBFRIe0cO4A4MOSzimvlyWyYACjbM8EJkmaCqxWtt9le3K5xi1Elmn90u8/lesuB1Qviz2m\n6p5vKe3OlHQH7zWxtPNUrTefUkoppbQ0ajPgKTV3vg4cQhT3WRHoZfutzu9aWoxmUeouAUhaAehZ\nXs6uOq4JaGh2bnfgIduDq86tXgJsRivnVrfbrfShO3BwpQ6OpA8wb3jdf6qOf5eWs5VNpZ1aNb/v\njYG/NetfS/dM6etutqeWc9chsjOfhvfMpq0+v7V7vqWSNSvD+ub+PbVdue/W7rliNjG0LqWUUkqp\nrrX6gUnSPcCDxIewfra3BN7JYGfpV57xK5I+UTYdQswXacu7kpYhMhA7Sdq0bD8D+EENlz0I5q4U\n1wN4ERgJfKVsXwd4msgeNTcCOLActzdQGTL2EtCrhmtXPAgcIKlB0vuJ+lNtLUowm3nByEjgq6UP\nmxMZrJXaud5ASauXoPBz5T5GA/tKer+kBuBy4kuH5kYAQyQtJ2lVYB+qgjXivnNlxZRSSinVvbYy\nPL2JCdPjmPfBKSdAL112kTSt6vUrxFAugIOByyV9n5gUfwigNtq6kxg+tT1wGHCLpO6lzYNr6Msq\nkp4kMhcH2p4l6WzgMknjiMzHSbb/KmmXZud+Dbhe0pGlD5UhbcOIuUjVnpU098+x7ers02XEcM3K\nMLDjbL9Thpa1ZATwnTKE7jjgSklPExmcg9s5F+AFYDgRoP3K9u8Ayn2PJL6QGEvMiXoP2/dI2gl4\nksh6vUrJepU5QqvZfrqti6eUUkop1YOGpqaWY5jybf1niG/YdyQ+PH7M9jqLrnsptU/S8cAI289J\n6g38vCwegKTbiIUFxi3WTi5kJdjZ1PZ1kpYFHgEOK3OgvgbMtn1pDU31AsZnHZ6U0pJq2H4HMXny\nO4u7G4tVY2OPun8P6kk9P+9u3RoqxdI3JKbb1KTVDE+ZEH4L8U395sDRwAqSXgR+aPuKBepxSgvP\ni8BNkuYQ82WOqNr3DWI43hcXR8c6kYGzJH2TyARdV4KdVYgFFPbtSGNXD/x0J3QxpZQ634xZHZmq\nmVKqR61meFoiaSVieNLRtnt3Wq9SSotKL2D8lCnTmDMnR6zWg3r+ZrDe5LOuH/ms60s9P+/5zfB0\nKOBJKS11ehHFYVNKqUubMWs277z5n/YPrEP1/AG4HtXz817oQ9pSWlRKfZ+htvuV1z2AB4CHgW/a\nbmkZ6NbaGl3aGr2AfboeOAX4JzCUGCLWRBTdPdP2fa2fvWAk9QJG2+41H+f2Afa3fVJHzjts+N1M\nmj69o5dLKaVFZth+B1CfH/FSSguqrToeKS1yZQ7KfcQH/hMWUx/2Af5h+1Vgf2Llud62tyGGdN5Q\nlq3ucmw/BqwvaavF3ZeUUkoppa4gMzypy5C0MrFM80jbZzTbty7wC2IJ557AtbbPlLQ8cBXQh0ht\nrlV1zmlEgPIu8DvgJOAO4DLb90r6DrCd7b1LnZ8HSr2pk4AjSzNrE0tiL0+sfPYXSfsBs0om5i5i\neektgInEctRTJR1LLOW9MjAT+LxtS5oA3ADsWfZ9wfbjkrYr9wfzlsVG0pbAT4jire8HLrB9haSh\nALaHluMmEPWyJhBLcZ/I0rdQQ0oppZRSh2WGJ3UVKxFLn28F/KiF/Z8HbrK9Yznm65LWIurfYHsz\n4HhgI5hbgHQwEQhtB2xMrDR4D7B7aXMXYLNSL2gv4B5JaxDLPb9QjrkeWBWYLOl+SSfH5fxG2b8V\nEUBtATwPDC2FQD/NvIK9w4Bjq+5liu2PAFcAp1Vd5+SyGMjLVcceDpxnuy/QH7iw/beSB4FBpXBp\nSimllFJdy4AndRV9gd8DvyYyNu9h+wfA3ySdCFwCLEdkSPoRy6dj+0Xgj+WU3YkAaXpZYv3qsu0e\nYPcyTwgim9Ib2JsITDYiinhWrvuG7Y8COwD3E4HRs5I+VA75S9V8oeuA3Wy/DRwIfE7SBcAgIkNT\nUZn/Mw5YowRuPW0/ULZfW3XsCcRy8KcC5zVrp0Xl+g3Amu0dm1JKKaW0tMuAJ3UVj9g+j/iAwDoy\nSAAAIABJREFUv6Wko6p3SvohkcGZSHzwf534UN9UflbMLj+b/9luAJax/feybwixKMJoIhDangiW\nmoC5RR0kfVPSNrafsX2R7f5EwDKk2fUq15wtaX2iEOjqwL1EAFPdxxnlZ6Xvrd0DRDC3L/Ac8O2q\n7c3PWbbZ/c4G5pBSSimlVOcy4EldxUwA29OJuS8XloK3FXsAF9q+FRCwLjG3ZgRwkKRukjYAdi7H\njwQ+L2lFScsAhwKjyr57gdOJYGckMSzuT7bfJYaTrV913dWAc8tiCpThahsBY8t+Sdq2/H5oabsv\n8JLtHwGPEgFL99Zu3PYUYKKkT5ZNBza77zNt30lkoShD8F4n5g0h6SPAOpUTKtkr21Nbu2ZKKaWU\nUr3IgCd1ObbHEPN4fl21+QJidbRxxHyYx4g12C8D3ibmz/ycGCaG7WHEELXHgGeBvxGT/yGGtW0A\nPAQ8TQyPG1bOmwr8tSrYOre0/bSk54gs0LVVw8+mAmdLepZYVOA8YoGEbuX4J4hFDTZs57YPBs6S\n9CRlHlIxFHiotLULsTDDhuW9WaNsPw54suqcXSv3k1JKKaVU77LwaErNSBoMfNz2ie0c14v5rJfT\nmSTdBpxl+5kaDu8FjM86PCmlrm7YfgfUbbHF9tRzIcp6VM/POwuPprSQ2L5L0uck9Sy1eJYYkvoC\nE2oMdua6euCgTupRSiktHDNmzW7/oJRSakFmeFKqb72A8VOmTGPOnPy3oB7U8zeD9Safdf3IZ11f\n6vl5z2+GJ+fwpJRSSimllJZaOaQtpVT5tiTVicbGHu0flJYKS9OznjFrNu+8+Z/F3Y2U0hIoA57U\nqcrE/r8QdWQgsoqrAtfZPquTr/0RYIjtkyV9Cehn+0s1ntuLqgUJJPUGDihtTQCmE0tpNxA1b060\nParFxtq+Tof6VUN7PwR+afvJdg+u8uXh9+aiBSmlLu3u/YZQn4N4UkoLKgOetCi8artSqwZJPYEX\nJf3a9vOdeN3NgQ8spLZ+RNTTqRhoewKApEHAr6iqhbMYXQD8lliaOqWUUkqp7mXAkxaHdYjMyDuS\nTiNq0LxL1K85CVgZuAlYuxx/dlk5bWPgcmBNIsNynO0nJV0LvAVsTxQkPQe4vfxcRdK3gX8AG0sa\nDXwQ+L3tI0pR0suBLYng6Gng89WdlbQb8M82CnmOAtaWtGa5t58AqxB1eS6wfYWkoaVvmxA1gK6y\nfX6z61xc+nAwUbz0EmAFosjoUcA2wP62D5C0KWBgbduvSbofON32o5ImS+o/PxmnlFJKKaWlTS5a\nkBaFnpLGSnpB0utEcc59ga2AwUAfYDtgY+Dosm+C7e2BLxMFNwGuA06y3Rs4kvcWJl2/HDcY+IHt\nN4EzgbuqAosPAp8BNgP2lrQFsDMw0/ZO5fqrAwOb9X8w8GAb93cg8KLtKcDhwHm2+wL9gQurjtsa\n+ASwA3CKpNUrO6oCokOA7uXejrW9DXAFEQA+AHxMUgOwGzAJ2FXSisCmRJFVSl8Ht9HflFJKKaW6\nkQFPWhQqQ9o2B24g/tw9AOwO3GR7uu3ZwNVl2x+BT0u6g8h0nCtplfL7NZLGEkPIVilZFYDf2W4C\nxgFrtNKPB21Ptf1f4K/AWrYfBC6TdAyRUdmEyM5U2wR4pdm24SWIe44IovYv208AVpB0KhHYVbc1\nyvZM25OAqcBqZfveRHD23fI+bAq8YftRANu3EsFYA5HV2ZoIeC4mhq71B0aW+weYWPqcUkoppVT3\nckhbWmRsz5H0LWAscCL/G3A3AMvYflHSh4G9gEFEELEDMKPZXKD1iMABYEa5RpOk1rpQXbWuCWiQ\nNJgY+nYJcA2wVukHzY6d1Wzb3Dk8zdwCvAHcTWRpqofHzWh+/fL7BOA04FJJO9PyFxENRObnHmAP\n4MPAV4jhdHOAYc3uc04LbaSUUkop1Z3M8KRFqmQwTgTOAJ4APi9pxTKX5lBglKRjiXk7twJfJebC\nNBALHRwMIGkP2h5mBvHBv72gfgBwi+1rgDeJbEn3Zse8RBTorMUewJm27yQyN0hq3l5zz9v+BfBv\n4Bgii7OmpL7l/P2BiWUO0T3EsL/nyhC6WURQ+EBVe71Kn1NKKaWU6l4GPGmRs30f8AgxHGsYMffk\nWeBvxIT/6wFJegb4A/CtMifnIOBwSU8Tq5EdUDWMqyV/BnaU9N02jvk5EXQ9A9wKPExU7612NxEI\n1WIo8FAZ6rYLkb1p3l5rvkIMbWsEDgB+KmkccGx5je0XiOBvdDlndGz2tKp2+gN31njNlFJKKaWl\nWkNTU1ufF1NKAJIeBj5l+/XF3Ze2SHo/cJvtj9V4Si9gfOf1KKWUFo4sPNq6xsYeTJ6cVYrqRT0/\n727dGirF0jckvlSuSc7hSak2XwdOBr61uDvSjtOIvnbIlCnTmDMnv/yoB/X8P8p6k886pZRCBjwp\n1aCsmPbo4u5He2x3ONhJKaWUUlqaZcCTUqqkh1OdaGzssbi7kBaRJf1Z5zC2lNLCkAHPEkJSL+Av\nwHNlUzdgVeA622e1ck5P4CrbzQtpVh9zNIDtK1rZP7TsHzqfXW+pzV7AaNu9OnBOb+AOoiDpx8vr\nA2yfLGkCMB2YWQ5fnVgI4Yu2/91Gm8OBw22/2sr+PsDRtg9vZX8/YKjtfrXeRy3K/fRrZdnrlo5f\nFRgJrAAcBuxn+6SOXPPw4b9j0vT8UJFS6lru2u9T5KC8lNKCyoBnyVIp4AnMDWhelPRr2883P7h8\nkG812CnHtBjodEH7AL+0fVp5/SNg36r9c+viSFoOeAj4AnB5aw22FQiW/Y8BLQY7Xcy2wEzbfQAk\nfUPSVrafWcz9SimllFJa7DLgWbKtQyxR/I6kU4D9iRoy9xMT7DegZFIkXQu8BWwPrAucY/ua6gyO\npAOB04mimI8CR1QuVGrJ3Ay8bPskSXsRBTuXJVb5OsL2lJKduAHYE1gZ+ILtxyVtB/yiNPdUVbsf\nKNs/SNTNOc32faVfO5btlxL1eJA0gwhm/lnq0rRkdWA1SlHSdvrar/y3F7AG8CHgd7a/Wp3BkbQt\n8DNgpdLuQdUXlPQ1IgAbCPQkAq01iczTcbafbOMZrAH8ElifyOCtUNrsBlwM7F6eyQ22v1f69X3i\nWU8CNgHWlnSX7cHAjUStoy+28v6klFJKKdWNrMOzZOkpaaykFyS9DpxHfMjekvgQ3RfYjvgwfVAL\n569P1IYZDPygeoekdYmsySdsb0F8mP5k2d1A1Kv5ewl2GoHvAnva3o4IsL5X1dwU2x8BriBWDYOo\nrXOy7d7Ay1XH/gQYaXtrYD/g6hIEAaxge3Pbl5a2rrB9Tul/86KjwyU9Lek1YDjwU+CWGvpasTMw\nBNgaGCRpq2b7bwTOtb0V8Gvga1Xv3ZfKufvYng5cB5xU7vXIcnxFS8/gHOCJ0valQOX+jy7Hbw18\nBBgiqfJMNgV2s703kYV6rAQ7lPdmkKSGFu4zpZRSSqmuZMCzZKkMaducyKJ0Ax4ABgA7AI8DTwB9\ngC1aOP93pVDnOCKbUW0n4GHbrwDYPsT2HWXf0cCBRFaBcq0PAqMkjSUKY25S1dZ95ec4YA1JawE9\nbT9Qtl9bdexulMyP7ZeBMaV9yu8t2QR4pdm2gSVo+ipRuPPWcq/t9bXij7bfKQHLy1S9P6X/69ge\nVvp5ue3K8tRbEsHgJbanSVqFCDyvKdf7FbCKpDXL8S09g35E9gzbDzIvINwNuNb2u6VfNxLZnnKo\n32rpzbH9NhGkrtnS/pRSSimlepJD2pZAtudI+hYwlhi61B242PZFAJJWJ4aHrdXs1Bnl/CZJzZud\nRQyborTRWLXvj0Qg9WPgs+V6D1UyCpJWAKqX+ZpRfjYRH7wrPytmV/3ePOhuYN6fy9Zm0TeV/v4P\n27+V9AngamJ4WXt9bd7n6n5XNH9vViCGrQG8AxwKXCLpvnK9Gc3mWq1HGV5Hy8+gtfdnft6b6jbm\ntHNMSimllNJSLzM8Syjbs4lg5wwiGDlE0iqSliFWM9uvg00+Cuwoae3y+kfAp8rvTxHDwLaUNIjI\nvOwkadOy/wyaDZFr1tcpwMSq4VgHVu0eCXwZQNKHgI8Cj7TT15eAXm3sPwP4WLleh/raSv/fAl4p\ngRTAIcQwNICJtu8GRhNzct4iFpI4uNzTHvzv8LvmRpQ2kdQX2LhsHwl8UVJ3SSsRwxRHtddfST1K\nv1ub45RSSimlVDcy4FmC2b6PCA4+DvyW+HA/jsj8XNfBtl4l5qXcL2kckUG4pmr/TOArxNyYacTy\nx7dIegboDZzQziUOBs6S9CSwUdX244HdSjt3EMtE/7Odtu4G+rdxL5OIAO1C4PX56Gtr/T+zDFM7\nAPhWs/3fAg4qy2UfBBwu6WngAmL57CZadxawkaRngVOYN6TtZ8TQvaeAJ4G7bd9eQ193BYbVdlsp\npZRSSku3hqamtj6HpdQ1SXoY+JTt1xd3X7oaSbcBZ9W4LHUvYHzW4UkpdUV37fcpJk/OSjztaWzs\nke9THann592tW0OlWPqGwIRaz8s5PGlJ9XVi6e3mmZa6VobETehoDZ6rBn6i/YNSSmkRmzFrdvsH\npZRSOzLDk1J96wWMnzJlGnPm5L8F9aCevxmsN/ms60c+6/pSz887MzwppflW/vFIdaKxscfi7kJa\nRJbUZz1j1mzeeTOH2aaUFo4MeLoISb2AvwDPNds1yPbfO+F6g4l6PY8BfWyf2cax5xCFLe/qQPv9\ngKG2+zXb3ot599kALEcsVvBt2x1aRrm0Ndp2rxb2NdmuufCmpNGlv6PbOGYw0Mv2jyU1EYsJNBFL\nUb8DHN3RoWSl3aEAtod29NxW2rseONX2P2o954jho3IOT0qpy7hzv4HU5/fXKaXOkAFP1/Jqdf2W\nzlSCl0oA02Yg01YwNJ/m3qekZYGHgT8AwxfydRYaScsTK6jtWtnWrNbOccCVRAHXxe27xLLi+y/u\njqSUUkopLW4Z8HRxkq4F1iRqs5wErEAsq7wisDxwmO0/lgzFn4FdgEbgONv3ShrBvAKk6wJjbO8j\n6dDSThPwOHAs8F+iYOeW5fjLbP+89GE0cBtwE1Cp1XO27bskbUssobwSUWDzoLK/UdJwYhlqE0VL\nm1uByPJMLvc7mpJpqc7gSNqAWCb7/cB04HDgbWBFSb8ufX4D+HSp+4OkK5gXgAyx/ZKkHYFLynVf\nB46y/VLV+308sYw15T3eCFiPKGL6oO0WC54S9XG+U9rYFTi/vB+rA9+wfWd5H98CtieexTm25y79\nLak7cDPwsu2TJO0DnEcsH/8ycBSxPPb7bZ9c6gL9BljD9mxJzwP9bD8nqZekjWz/tZX+ppRSSinV\nhazD07X0lDS26r/KCmRTbG8G3AMcDexjexvg+8CpVecvZ3sn4BvEB2VsDyiZiCFEgPANSVsB3wZ2\ntb0V8G+iFszOxIfn7YBPEsFTtX2JFcC2J4qFVvbfCJxb2vo1Uc8H4IPAMcBmRJA0oNl9PkXUmZkE\nPN3Oe3MZ8FvbWwJDgdPL9kbgorL9NeBzVeeMKO/TA8BRkpYr/Tu2bL+CCODmsv3j8n5tBzxLDA37\nFzCYVgqISmoo160UTD2OqCfUmwjMzqs6fH3ifRvMewugNgA/B/5egp33E0Hkp21vTWTBfkr8Gdi9\nnLMbUS+pt6QNgbdsv1b2PQTs01J/U0oppZTqSQY8Xcurtret+u/Csn0MQJnjsi+wZ5lX8yWgerb5\nfeXnOGCNykZJPYDbiazPi8SwrLsrmRBiKNbu5TxJup/IxjRf8vmPwKcl3QH0Bc6VtBawju1hpY+X\n266c95Tt8aXfzzMv01S5z22IgGUa8ON23ptdgRvKNYbbrgzXetX2n8vvz1ZdA2JuUPX2TYE3bD9a\n2rkV2FjSai1c7xxgZtUz2IQIzuaqBKbEfKTNgSPLroOBLSWdQWTRqp/R70oR0vc8IyKQPZAIYgE+\nAvzZ9oTy+kpgd9svAKtJeh8ROF1a3pu9iWCoYmLpc0oppZRSXcshbUuG/wBIWoUYtvZLItvwNDEU\nrWJG+dlEZAwq2YcbgZttV+bINA90G4BlbE+RtAWwBzGE64nyGgDbL0r6MLAXMIj4ML9DuR7leisA\nPcvL6gIKc/tUzfZMSdcRQ8CaH7ds1aFzh5KVe9qMGNrW6jVsz262vaUAv4FYdGAuSfuV+9u5Wdvv\nGc7WxnyrPxBD3EYDvwd+VbVvRjm3SVL1OX8EniACv8+20NcG5v19vY8IfJuAu4Fzy+/Vc61mAx1a\nBCKllFJKaWmUGZ4ly6bEB9vvEB+oP0OzD+stOB+YWc6pGA0MllTJMBwBjCqrkN1AZAqOJzIv61dO\nknQsMW/nVuCrxHyaBuCVMp8E4BAiO9IRuxEf9iHm1VSCrE9XHfMg84arDSAyHh1lYM1SnBNJ+wMT\nbU+tHFDmI/0Q2Nf29KpzXyJq1rSpvKebEsHHvcCnaP8ZQaz49j0iMzSIyOrtWOYxQWSPRpXf7wFO\nI4atjSWCv01tP1nVXq/S55RSSimlupYZniXLU8QH3BeIb+/vBz7W2sGSehJzfJ4msjUNxJCu/pIu\nAP6vrJL2ODGkagYx1+fZ8vsvbT9TlYm4HrhJ0jNEBuFbtt+UdDBwuaTvEwHLIcB70hfN9CxDwSpL\nOk8kgi6IIV3XSTqMeUPSIDJZV0n6KvMWLegQ2/+VdADwU0krEwssHNDssO8Tfy9+UxYRgJiTczfQ\nnwhi2rrGVEm/IN7DWcBIYKVyvfb6N1PSV4DriKDvSOD2MvdoIjFvCiJgXYdY0KGpvJevN2tu1xbu\nLaWUUkqp7jQ0NWV19ZTaU4bqPQTs1MZKbV2CpG2A0223tCpec72A8VmHJ6XUldy538C6rSQ/Pxob\ne+T7VUfq+Xl369ZQKZa+ITCh1vMyw5NSDWzPkHQ+MZTvksXdn3acRMyvqtnPB/bvpK6klFLHzZg1\nu/2DUkqpRhnwpFQj27cv7j7UwvZB7R/1XlOmTGPOnMz21oN6/maw3uSzTimlkIsWpJRSSimllJZa\nmeFJKVXGw6Y60djYY3F3IS0iXfFZz5g1m3fezDmDKaVFJwOetFBJ6gcMtd2valsf4GjbLa6s1tI5\nVftG2e7QBBNJZwOHAhfbvqiVYyYA/aoKe1a2jy59Gd3ONa4HTgH+CQxlXl2c/wJn2r5vfvvfvC/E\n8uBH2z5c0hHANNs3tXLOKsRqep+1/W6t1zpy+B+YNH1G+wemlNICumO/PciBdimlRSmHtKVOZ/ux\n1oKdGvSbj3MOAQa0FuwsKEn7AP+w/SqwP7A90Nv2NsDBwA2S3l8O77eg12v2/n0UWL6NY6cBI4Cj\nFvS6KaWUUkpLg8zwpE5XncEphT1/BqxE1MGpTLBvlDQc2IgoEPpZ4MJy/hjbO0jaiyhquiwwHjjC\n9pSSrRkDbAs8DKwH3CHpQGDtls6p6tvywFVAH2J5w7Wq9p1CBDTdiZpHJ9tuIlZBO7IctnbZvzww\n2/ZfJO0HzJL04xr73w/4CVHb6BFg82YZsn5Epuc8YDCwm6R/At+q6u+6wBjb+wA3AWMkXV76m1JK\nKaVUtzLDkxa1G4FzbW8F/Br4Wtn+QeAYYDMiiBhg+3iAEiw0At8F9rS9HRGAfK+q3Xtty/ZhwKvA\nQOAf7ZwDUVQU25sBxxMBFyU42R7oC2xHBBQHSVoD2NT2C+X864FVgcmS7pd0cjTnN2rpfyn8egNw\nUNneao0f2yOAu4ghc/fbHmB7W6JY7NvAN8pxbxDD4LZura2UUkoppXqRGZ60yEhaC1jH9jAA25eX\n7f2Ap2yPL6+fpyrTUuxABEWjJEFkVaZW7R/TwiXbOwdiyNnPSn9elPTHsn1AOf/x8npF4G9E9unV\nyskluPiopK2APYBBwEmS+tp+uYa+bAVMsv10Oe5qOlDnR1IP4HbgONsvVu2aCGwCPFVrWymllFJK\nS6MMeNKiNIuY2A+ApBWAnuVldZW5JqCh2bndgYdsD646t3ppsZaW/GnvnJauNbvq3LmLHkhavez7\nMFVZGEnfBH5v+yngGeAiSTcSWZcLa+jLusxnplVSA5Exu9n28Ga7ZwNz5qfdlFJKKaWlSQ5pS4uM\n7beAVyR9omw6hJjT0pZ3JS1DZHB2krRp2X4G8IN2zq3lnBHEULVukjYAdi7bRwKHSFqlXP8OYD/g\nZWD9qvNXA84tq6MhaVViWNzYGvv/PPC+kiECOJCqoLAFs5n3RcX5wEzgOy0c1wt4qY12UkoppZTq\nQmZ4UmfYRdK0qtevAP8qvx8MXC7p+8DrRNCjNtq6kxiWtT1wGHCLpO6lzYPb6oTtf0lq75zLgC2J\nwGMiMK6ce7ekbYhApTtwH3Cd7SZJf5W0ue3ngHOJwONpSTOIrMpPbT9QS/9tz5R0MHC9pDnEkLm2\nClSMAL4jaSZwKvA08ETJ9rxhu3/JRq1WNUwupZRSSqluNTQ15SJOKXWEpMHAx22fuBDa6kYsZnC2\n7X+XIXLr2j5hAdr8GrFi3KU1HN6LWDEupZQWiSw8uvA1NvZg8uSsblQv6vl5d+vWUCmWviGxum5N\nMsOTUgfZvkvS5yT1LLV4FqStOZKmAo+WrM0E4Mvz214ZWjeAKIRasylTpjFnTn75UQ/q+X+U9Saf\ndUophczwpFTfegHjM+CpH/khuH7ks64f+azrSz0/78zwpJTmW/nHI9WJxsYei7sLaRHpSs86h7Kl\nlBaXDHhSl1Bq8Qy13W8B22my3XxJ6/bOORrA9hWSrin9mNjG8T2Aa4lV21YDLmVekc9/UGriSNoQ\nON32fA1Rq9xLR/onqQ+wv+2TOnKtI+/9E5Onz5ifbqaUUk1uH9KP+vxOOqW0uOWy1Knu2b7C9hXl\nZX/+twZQc2cBV9puAi4AxtneyvZWwHXAzeW4DYglqhdZ/2w/Bqxftcx1SimllFJdywxP6rJK/ZrL\niWWjP0Aswfz58vvtxBLS2wGvAZ+1PbXq3J2J4ONA4A7b65bt/wC+aftmSacSdW1WLqfNIAqhDpd0\nCPCL6u4QtXOuBAYBlQzK2sAkSd1szyGCncqS3D8GPiTpUtvHSDoF2J9Y5vp+4OSyzPXxwHHAm8AL\nwF9tD626l8rv7fbP9g+IYqQnAl9s901OKaWUUlrKZYYndWU7AzNt7wRsDKwODCz7tgEusr0lESgc\nVDmp1M/5BbCP7UeBv0vaUtKHiSB/13LoXsCwynm2vwu8Cgy0/bjtbW1vC5xNBFc/BXYDnirBDcB5\nRH2d1yTdXH6v1OA5HnisBDt7EbV4+hJB2rpEwdOtgWPKvl2ATVp7M2rsH8CDwKBSmyellFJKqa5l\nwJO6LNsPApdJOga4hAgGKrPrJ9l+svw+Dlij6tT7gRG2XV4PB3YngpVLiMKoqwEfsP18W30oAckP\ngSG2Z5Q+vFLVx8eJlUL2A/4CnAD8oWSnqg0AdgAeB54A+gBblO3DbL9d2r+p3Tem7f5h+21i2Nua\nHWkrpZRSSmlplAFP6rJKgc8bgenANUTmopK1qJ5h38R757UcCHymZHoA7iECi/7AbcC75Zj727n+\nWsBvgcNs/63qWrPK/gZJlwPL2P4/22cQixc0Elmcat2Bi6uyMjsA55e+zNffw1b6VzEbmPO/Z6WU\nUkop1ZcMeFJXNgC4xfY1xLC1/kTg0CbbI4FTgZ9L6kZkVDYFNrX9AjAKOJ2q4WxVZgPLSFoW+A3w\nY9ujq/a/RNSuoSxasDlwYrkORLZnGeCvlbbK9pHAIZJWKdmfO4is0O+BgZJWlbQcMIQIqlrTXv8q\nq8hRPacppZRSSqleZcCTupJdJE2r/EcM+fq8pGeAW4GHiYCiXbavJxYPOK4EJg8BleFrI4FVgf9r\n4dRhxBC4k4g5RIdIelLSWEkXAiOAvlUBzueIRRXGS3qOslBCCTaeB1aXdIPtu4lszBhiCN5Y4Drb\n44jFDR4B/gC8A7RVqKK9/kHMUWopmEsppZRSqjsNTU1ZXT2ljpB0ETDS9gIHFZI2BT5p+0fl9Z3A\nVSVAmt82bwPOsv1MDYf3AsZnHZ6UUme7fUi/uq0O39kaG3vke1tH6vl5d+vWUCmWviEwodbzclnq\nlDrubOBaSfeU7NGCmEhkjMYRQ9nuZwGyM5L6AhNqDHbmunLvHef3kimlVJMZs2Yv7i6klOpUZnhS\nqm+9gPFTpkxjzpz8t6Ae1PM3g/Umn3X9yGddX+r5eWeGJ6U038o/HqlONDb2WNxdSItIV3nWM2bN\n5p0325qemFJKnScDnpQSR937OJOn/3dxdyOltJS6bcjO1Of30SmlriADnrTAJF0KfBRYDtgYeK7s\nuqQsKb2g7W8M3Gd74/K6L7Cv7dMkvQK8RamNA6wO/Bn4ku3pbbR5P3CI7Umt7N8BONT20a3sHwCc\nYnvA/N5XK+2+Auxo+5V2D47jVydWnVsO+DLwKdunLcw+pZRSSiktyTLgSQvM9jEAknoBo0thzc70\nQ2Bw1es9KwGCpOWBPwIHAT9vrQHbe7Z1AdtjiCWku7rewDTbHweQdKKkzW0/1855KaWUUkp1IQOe\n1GlKAcxLiXo63YALbN9SCmxeCewI/KPsO8P2Q5K+TRTk7A7cY/vUZm1+Avib7TdbuezqwGrA1HL8\nJ4GhzCsGeqTtqZVMCrAXsDuwFvAhYLjt46ozOJJ6A1cAKwJTgAOb9ekEYCCwD7A+cBmwBvBv4Fjb\nT0n6JfA60AdYDzjT9vWS1gRuBNYl6vMsX9rsTtTn6QfMIWr2/KD06zwio/MUsAvwAUm32963tHUC\nke1JKaWUUqp7WXg0daazgD/Z3p744H6WpA2AY4gAZDPgcKAvgKR9iCKefYBtgQ0lfa5Zm4OBB5tt\nu1/SM5JeI5Z0/pHt30r6ABEc7GF7O2AU8J0W+rkjsC+wNTBE0mbN9t9EBChbAb8BjqvskHQ4MAgY\nZPs/wPXAN233Br5azq3oSQQo+wKVIqHnl/doKyIIXKtsPwZ4f+nTjkQB1kpWalNgV9vvyWReAAAg\nAElEQVSHAkcDY0qwQ3lvqrNfKaWUUkp1LQOe1JkGAMdKGgv8H7AysDmwB3Cj7Sbb44lApHL8R4HH\ngSeI4VpbNGtzE6D5/JY9S8BwHNBIBCUAOwEbAKNLH75Szm/uYdvTbP8bGE9kZwCQtDbwPtv3Adj+\naVXWaRsi8/Mj29PLfJrtgOvL9W4AVpe0Wjn+d6Vuz7iqa/QDbi5tjwL+VrbvBlxr+93Sr18RmSiA\n5223OP/X9lRghdKXlFJKKaW6l0PaUmfqDnzO9tMAJeMylch8tBRsdwd+YPvH5fj3EYsRrF11TBPz\nFih4jzJcbk/gKiLr0p2YU/SZ0t4KQEvrL89o1n5D1etZZRuljRWr+vM2cATwQ0m/K9f7d/UcJknr\n2X5LUvV1qq/R/HqVynzN358G5v19bW9t19nEMLiUUkoppbqXGZ7UmUYSWRUkrQs8QwzrGgF8TlKD\npPWAjxMf/EcCX5S0sqRlgbuATzdr8yWiWGZrvg30L4HPI8AukjYq+84GvtuRG7A9BXhd0m5l05eI\noXoA423fQSySMLQc+/fKMDxJewOjJDXQuhHAIeX4HYlCWhDvxZckdZe0MjFvaFTLTcxTMjszbb/d\ngdtMKaWUUlpqZcCTOtOZwGqSngEeIOa2TAQuB/5LBEBXAxOB/9i+nQhy/lz2/ZmYhF/tbqB/axe0\n/S9ifswPgNeIDMxtksYR84NOmo/7OBA4twxT+wxwcrP9JxDByTbA54GvSHoKOAc4oAxja83pwGal\nfycQQ+ogFj6YRCxM8DjwW9t319DXfsR7mFJKKaWUgIamprY+i6W08EkaBLxre3gZtvYEsK3tt2o4\nt4HIqAy0/UYnd3WJI+lO4NQOLEvdi3lBVkopdYoZs2bzzpvtjcZN86uxsQeTJ2dp13pRz8+7W7cG\n1lxzFYgRMRNqPS/n8KTF4XngOknnE3NTTqsl2AGw3STpG0SW5ZRO7OMSpwyJ+8v81OCZMmUac+bk\nlx/1oJ7/R1lv8lmnlFLIgCctcrZfIlZjm9/z/wT8aeH1aOmQ70tKKaWU0v/KgCelVEkPpzrR2Nhj\ncXchLSJd4VnPmPUu77w5fXF3I6VUxzLgSW2S1IuY43Gl7aOqtm8LPAkcavvaGtrpCVxle+BC6NNo\nYlW00TUe3x0YTsxXOQr4A3ArUbfnnnJYZanpf5Wfu5dV1xYJSQOAU2wPkPRQ+f2hGs9dnVjVbTng\ny8CnbJ/Wkesffe/TTJ4+s6PdTimldv12SB9yYF1KaXHKgCfVYgqwl6Tutt8t2w4AJtfagO1XgQUO\ndubTusBWtnsCSDoWuN/2P4Bty7ahpZ9DF1MfF0RvYJrtjwNIOlHS5vMzlyellFJKaWmTAU+qxTRg\nLFEvp1IL5hNEDZlKAHEIsDIwE/i8bUuaAIwhgopDgFts9yoFSH8GrE8UyDzV9ogSdKwLbAJsQGSE\nzpe0PFFMtA+xIsdalY5JOg04GHgX+B2x7PT6wH3A60SRzg8Aa0l6DOhLZHY+0t5NS9oBuAhYkQju\njrQ9sWRgxgC7AMsTiyd8DdgcuND2TySdR9Qc2gJYE7jM9kWSliGWzP448ffvqkqh1WaOknQJ8D7g\n2LKi3TrAL4D1iIKopwLjgCuBD0i63fa+xFLeJxDZnpRSSimlupZ1eFKtbgH2A5DUF3iaCG5WJYqD\n9rO9JTAMOLbqvHtti6gpU3EJcLXt7YHBwM8kVQaab00EUzsAp5ThWscB2N4MOB7YqPRj73J+H2A7\nYGPg6NKOgINt71GOedV2H2Ab4K32VoUrQdbPiTo6vYEfE0FaxRzbHyFq3lwM7EvUBzqz6pjtgN1K\n/44rdXqOJgqD9iaCr89K2qmFLkwp7883gTPKtkuB+2xvDXwOuJZ4BkcDY0qwA/BgueeUUkoppbqX\nAU+q1V3A3pK6EcPZbi7b3yYKc35O0gXAIKB6BvyYFtoaAJxTCnneCyxLCWKAUbZn2p4ETAVWI4pp\n3gJg+0WiDg/A7sBNtqfbnk0UMd297Jtke0IL194EeKWG+90M+BAwrPTzO+V1xb3l50TgEdv/Kb+/\nr+qYX9n+t+03mVcwdQDwmdLmGCILtFUL17+j/HyWeRmt/uUeK+/D47SQqbI9FVihBIsppZRSSnUt\nA55UE9vTgKeAjxFZixFl1/rAI8DqRBBwLVFbp6KlSnPdgd1sb2t7WyKb80zZN6PquKbSVuVnxezy\ns/mf3wbmDdNsrcJdEzEcrD3diZo2lT72Bnat2l89w382Lave3q287g58s9m9X9/GudX33q28rqi+\n35bOn9PKvpRSSimlupEBT+qIW4DvAo+VjArAv4GXbP8IeJQY2tW9nXZGAl8FkLQ5MQ9lpTaOHwEc\nJKmbpA2Anava+bykFcvcmEOZN8eoNS8Rq7W15zlgbUmVax0J3FDDedX2lbScpDWATwIPlD4fIWmZ\nMozvEWLIWy1GUeblSNoE2JEW6u6UzM5M2293sL8ppZRSSkudDHhSR9xNLEBwc9W2mUA3Sc8BTwAv\nABu2085xwI6Sni5tHWy7rVVLLyOGzj1PzKsZB2B7GDFn6DFi6NffgJ+0c+2niAUMVmvroDJEbX/g\nktLPzwNHtNN2czOBh4kheOfYNjEP52+lH48BP6t1+WngGGDP0p/fAl8qQ/+a60cMQUwppZRSqnsN\nTU1N7R+V0lJE0vHEogM/7cRrnAfMsH1eZ12jjWvfSax8V8uy1L2A8VmHJ6XUWX47pA+TJ2clns7U\n2Ngj3+M6Us/Pu1u3hkqx9A2JlXtrkstSp3p0OfAbSVfbXqrKf0vakZh71KEaPFfsvXUn9SilVO9m\nzHq3/YNSSqkTZYYnpfrWCxg/Zco05szJfwvqQT1/M1hv8lnXj3zW9aWen3dmeFJK863845HqRGNj\nj/YPSkuFxfGsZ8x6l3feXKqS5ymlJVwGPGm+SeoF/IVY0awJWA54lVgt7SGiGOkESecQE/T7ECu8\ntTmhXtIo2/07s+9V12qy3dDC9gnM638PYrntocxbqe2DwDSiVtB/be+wEPpyDTDU9sQFaOOHwC9t\nP9mR8756r5k8vZbVulNKqW23DtmS+vzuOaXUVWXAkxbUq6WeDDD3A/eF1QfYPrP8WuvKYf0WTtcW\nmrOAK20/Q6xSh6RrgdG2r12I1+kPnL2AbVxArOC2a3sHppRSSinVgwx40sI2ivjQDYCkVYFfEAVK\n1wZ+DxxOfCA/DZgObEYUHj0Q+EE5b4ztHSTtBZwDLAuMB46wPaVkYMYQAcjLwI9t3yvpO8B2tveW\ntA7wgO0tJZ0P7A6sQWShDrD9WlU/1wB+Wfr5HLBCVf8HASe1d+OSJhOZrHWAvsAJxNLW3YH7gZOB\nDYjA7wVgC2AicDBR56cnMFzSLsAmwCWlH68DRwHbAPvbPkDSpoCBtW2/Jul+4HTbj0qaLKm/7fZq\nEqWUUkopLfWyDk9aaCQtC+xHFNOs+CTwvO0diQ/xHwd6l307A8cSAc8HgT1tHw9Qgp1GotDpnra3\nI4KG71W1fa9tAXcSwQzALsBmkroDewH3SNoY+DCws+1NiTo4Bzfr/jnAE7a3ImrlfKBs3w14yvac\nGt6CtYDvlYzX7sD2ROCzHbAucFA5bivgMttbELWFhtr+LhGIDQTeAX4NHGt7G+AK4CaicOnHJDWU\nfk0CdpW0IrApEWwBPAgMrqG/KaWUUkpLvQx40oLqKWmspLHA00ADcEplp+2bgGGSvg78lAgKKjPk\nx9l+pQQTzxPZl2o7EIHQqNL+sUTQVDGm/LwH2L3MtYEo6tkb2BsYZvslIttyeBlyt1NVHyr6UQqq\n2n6QyBpRrvdK7W/H3D4NKP1/nCjI2ofI6EAsGz26/H4dEbxU2xR4w/ajpT+3AhsT762Brcs5FxOZ\nsv7ASNuVZdYm8t73KaWUUkqpbuWQtrSg3jOHp0JS5edxRNbnSmAEsCXxwR1gRtUpTVXbK7oDD9ke\nXNpagfcGKv8BsP13Sd2AIcDDwGvMy7D8UdL2RIbkIuA3wLstXKv59WdXba95Nr/t/1T1/WLbF5W+\nr17aXKuqbYgvHWbzXi19EdFQ2rwH2IPIWH2FGEI4BxjWrO+1ZKRSSimllJZ6meFJnW0P4Ge2byTm\no2xLfHBvy7uSliGyJTuV+SoAZ1Dm+LTgXuB0YDQwEjgO+JPtd4ksyGjbVxCryu3TQh9GAIcASOpL\nZFQAXiJq1XTUSOAQSauUe7mDCPzKJVQJEg8tfYcIVJYhsjhrln4gaX9gou2pRMBzNPCc7SlEMDaI\nGO5W0av0O6WUUkqp7mXAkzrbxcBZkp4Bfgg8ShSLasudxLC0N4HDgFvK+b2JoWktuYdYEOAhYmjd\ncszLetwMbFPaGE3MdWneh7OAjSQ9SwzJqwxpGwH0LRmkmtm+m1gtbQwwDhhLDF+DWMr67HKt9wPn\nle3DgOHE4gUHAD+VNI4YyndAafcFItszupwzOjZ7WtXl+xPvYUoppZRS3Wtoasrq6im1RdJFxByZ\nYe0e3H5bvYhsU68FbauV9t8P3Gb7YzWe0gsYn3V4UkoLy61DtqzbKvCLS2Njj3zP60g9P+9u3Roq\nxdI3BCbUel7O4UmpfWcD10q6p2phgK7qNODrHT3psr3VCV1JKdWjGbPeXdxdSCml98gMT0r1rRcw\nfsqUacyZk/8W1IN6/maw3uSzrh/5rOtLPT/vzPCk/2fvzMO1rKr+/zmQZApl6FFfTcUcvs4i4Phq\noGGaA4VjmuaclkpZZjNh6mtZvqZZjiUOZQ6poTkkGZKmOA84fH+a4JtpCTiiIiDn98faj9yezvAc\nBA7wrM91cT33s+89rL334/Fe91p7rSSZZ8ofj6RBaG7u03mlZIlgYe31jFnv8Porby6UsZIkSbpK\nKjxJknDMzc8y5c3W0bGTJEnq44o91qIx3zcnSbI40K1R2iRtJKlF0p6VssmS+klaU9Kv2ml3sKTR\nrcqGSBrXyXijJI2aD6LXTUdySRom6Ye1zzr6mlwOvS8ySBpR5O8naXIb9zv0k6pn3xYE7cklaRVJ\nN9Y+6+hntKSD57uA84ik4yTt1t1yJEmSJEmSLCp0t4XnUOAq4EgihG+VNYC1FrpECxHbY4Ax5euY\njuouikhaCRhme+iipojNK7afB3YpX3fpqO4iyi+A8ZJutf12dwuTJEmSJEnS3XSbwiNpKeDzwHbA\n3yStZfvvlSpnAR+X9AvbR3ex75WAXwGrE8kcv2P75nJ7C0l/A1YFLrI9SlJP4CfAECIh5WjbZ0ga\nQkS9ehNYH3gU2J9IoHk5sHLp80TbY0oyyfOAZYhcK58v95uLtWAtIqnk3rbflnQIkVemBbgfOMb2\ndEkvAFcD2xb597E9qfQ1UtJmZYwv2J4gaTBwSilbDjjO9h+KFWyc7dFlXVpsN0n6JHBaGfdlYD/b\nUyV9gYjw1aPIc7TtGR3Ic3Qpr2dPehA5eT5Zxr3U9o87WZ8uySPpp0Si0znAdbZPlNSX+C2sB7wN\nfM32bUWmc4Gtiwx72n5a0lbAmWWPpwJHlvJxwD3E77UZONZ2LWHorpK+DKwEnGL7fEmrlnGXI/Lq\njLY9sliDhtg+uMgwDhhFJAr9DbBskX+E7btL8tEzyt7W5JnUnjy2Z0q6g/idXlTP3iRJkiRJkizJ\ndKdL265E9vj/R2Sh/2Kr+yOA+zpQdoZJeqj2D7iwcu/nRN6UTYjs9r8uShDEQ+n2wEDgG5L6AEcA\n2B4AbAF8RtJ2pf42ROLH9QkFaidgODDZ9kDgMOKhE+KB9STbGwO/A75SylcnlIP1CSVpqKSNge8C\ng0v9N4jkl5Q6f7a9GTC+jF/j8VL+c+D4UnYscHiR/3DmJrJsj+8BR9keBNwKDJC0YVmHbWz3B16s\n9N+ePMPK9xqrVPek7EuNo4DVgE2INd5T0q4drE+X5JG0BvBp25sC/w1sIGlp4CTgadvrAwcSimGN\nsaX+rcCRknoR+3ZMKT+XUGxr9LK9NXBcqzVeGtiS+E3X+t8PuNz2VsDGwFclrUD7HAbcUPZkJLBt\nkedCYP+yt6cDF9Qhz3hib5IkSZIkSRqe7nRpO4S5D5NXAL+R9P0utB9Te0sOcRaEeFMOsANzlZhn\nJE0gHkgBbiquPm9Lmgr0BYYC/SXtUOr0Jh5SHwcm2n6ujPFEqf834H/KW/w/AieVh9n/qiWntH1O\nRa6Haxaa0scKRDi9621PK2Oez3vfyNcsUhOBT1TKryufjwG1s08HALtJ2hvYqsjf4doB10q6DviD\n7VslHQOsA9wtCaAX8EAn8qwDPFep83xRTt6lclZmB8LK8Q7wpqTfENaeMbS/Pl2R55/AW5LuBG4A\nvlmsQYMJawe2H2WuRQfeu5afANYFXrZ9b6l/laTzJX2kjTH7Vvr5g+0WSY8V2bH9U0nbSzoe2KjI\nvyztMxa4pljv/gicXeRZCxhT1gDgw+2sQVWeZ4m1S5IkSZIkaXi6ReEp2eA/DQyU9BWgCfgosEc7\n9X/I3DfWI+sYorXlqom5c62Gomop93oCJ9i+poy3AjCdUB5mtK5v+ylJ6wE7A7sTbmlblvs1mZcm\nXJnaG7MjGbE9o1X9GrPbKP8r8BdgHPBn4Let6xQXwlrfZ0i6HtgNOE3S1WW+V9oeUer3rkOeOcAs\n6mNe9qRueWzPlrQlMJg4e3NXUXZm8d59WQ/4f6WP1mvZlsWzJgvM/S20uSdF6amNczrwcWIvriOU\n6qY22i5V2t4paQNiT/YFDiYsWs/UlMjierlSpW1H8sxpYy5JkiRJkiQNR3e5tB1IuCR9zHY/22sQ\nrkBHVerMpjzg2h5pu3/5V8/h/tsIFyEkfZxwcbqrk/pHSFqqPFjfQSg7bVKsISfavgr4MrAi8cD5\nnKRPVebYUeS1cYRbXu3N/BGE0tIlSvt1CUXwJuAzzH1AnwpsWK4/W2kzAehj+2fE+ZABRZ7hklaU\n1AScQ5yf6Yi/E4kr6+E24CBJPSUtQ5xv6mi+XZKnWEZuB8bbPp6wzolw79qv1FmPsIq0FznOwPLl\n3AyS9iHcLl+qc45VdgR+Un4jIs6M9ST2ZH1JTZLWJFz8kHQacIDtiwmXwQHAk0DfinvlocxVZjui\nH3EmKEmSJEmSpOHpLoXnYOCXrcp+QZztWLp8fwJYTtKl89D/CGAHSY8Sb9cPt/1CB/XPBZ4CHgTu\nI4IZjOug/iWASv9/Bb5h+xXCtWxkObuyL/CN9jqw/QhwKnC7pCeJw+3fq3N+1X5eIg7HP0asWR9g\nGUnLlnkNkfQIofTV1uA7wGhJ9xOK4bdsPwycSCgmjxEP5z/qZPjrifNQ9XAe4f72MLHO19u+toN5\ndUke2w8SSu1ESQ8QCs9NxLmodSQ9TJyxOtB2mwpPcXXcFzhb0kRC8di3zvm15lTg0ko/9xFuemOB\nfxDK1ZmEcg1xJmuv8tu5lghI8TawN3B62cODKIp8J2wP/GEe5U6SJEmSJFmiaGpp6TBNSpK0i6SV\nCbezT3RaOVkolEAHdxHBHuoJS90PmNRZpSRJko6YMesdXn/lze4Wo2Fpbu7DlCmZ+rVRaOT97tGj\nieWX7w3xEnlyve26Ow9Pshhj+1+SrpX0WdvXdd4iWQiMICIFdikHz7Rp05kzJ19+NAKN/D/KRiP3\nOkmSJEiFJ3lf2D6ju2VI5mL7p90tQ5IkSZIkyaJEKjxJktTMw0mD0Nzcp7tFSBYSC2Ov3571Dq+l\nO1uSJIswqfAkHSKpH3HG43zbR1bK+xPBBw4h8sAcRUSKu9D2LvNZhlEAtkdJarHd1EmTatsLgXNt\n39eFNj8FLgP6A0Nq+Z4krUJEjzvb9lmShgGDiIAEg2zXEzK9bko49vvai0woaTQwzvboSllvIqjG\n3iXnUV2MuuV5Xnqz7upJkiTvctbw1bpbhCRJkg5JhSeph2nAzpJ6Vh6i9wWmABRl4vBSPl+VnfeL\n7cM7rzUXSZsCK9t+qCh1tfKViRxHP7P9y9L3GCJxKpXP+ca8KFC2p0saCxzJf0ZCTJIkSZIkaThS\n4UnqYTrwEPAJ5ubO+RQRYpmq1UXSwRSriKQhRLjl2UTksA1sD5G0ETCa+P39Ffi07bUlrUSEr16N\nSJz5bdtjWwsj6Vxg6/J1T9tPl9w5ZwDLELlujrQ9SdI4YFSp+11gJhHZY0yZ12eJHEq72P43kUT2\nslbjrVjm+r+2L6iUH1LqtwD3A8cUheNF4BpgG+B14PO2J3ci4z3AdkAzcKztm6oWHEnHEVa0d4iQ\n3t+syLEM8Cfgctu/AC4HJkg6p70Q3EmSJEmSJI1Cd+XhSRY/rgT2AigP7o8QykObSFoKuJR42N8M\nmFW5fTEw0nZ/4BnmKt5nAr+2PRAYBpwnqS0H9LG2NwVuBY4soZgvBPa3PQA4HbigjXZbEkrDICI3\nzhTbg8pcPlcSnO5GKGE1mgnLTq8id21+GxMK1GDbGwNvEDl/am3usr0J8DvgrDpk7GV7a+A44ORW\na7k5keB2CyJR6UBJA2vtCOXq6qLsYPtlQpnbpI01SJIkSZIkaSjSwpPUyxjgZEk9CHe2K4DPdVB/\nY+DFkmAV4NfAmZL6Av1s31gp/0q5HgqsV86uACwFrNVG37UQ2I8RVqd1S70xkmp1PtxGu4m2/wEg\naSqhyAA8C3wUWAHA9huVNjsDh5Y5/wj4WikfTFhappXv5wMXlesZxDkaCCXp1DpkvLkmI9C3ldy1\nsV4t34eWOQCcRFjD9mjV5llgHSLRa5IkSZIkScOSFp6kLmxPJx6etwV2oLiz1SjWEQglBcL1qq3f\n1zuEC1lb9AR2sN2/WH+2BB5tQ5bZ5bKl9NUTeKbSbmCRszWtLVKzW31v4b2WKIArbF9MKD0HSPp0\nKW89tybmvkCYU3El61HG6UzGGa3mVGVWKQcieIKk5crXy4E/Aie2Mbc5JEmSJEmSNDip8CRd4UrC\nynFfRemAOI+yYVF6hpWyJ4CPFtcvgP2BlmKl+HtFcdifuQ/ztxGuW0jagLB2LFOHXE8CfSVtV74f\nCvy2q5OzPRXoWSKd1ZhZ7v0L+BIwupw1GgcMKxYrgCOYe75pGUm7l+tDgJvep4x/BXaR1FvSBwgl\nZ1C59xBwAqGM9a+06Qc8XWf/SZIkSZIkSyyp8CRd4XoiVPMVrcq/Ue5NINzMsD0TOAC4RNL9RCCC\nt0r9LwAjJT1AWHFq5ccCW0l6pIxxgO1O04TbfhvYGzi9tD0IOGwe53gT4SbX1ji/J1zPLiEsT6cC\nt0t6ElgO+F6l+t5Flp2Ar74fGW0/AJxNBH54GBhfDeZg+yXgW8AFknoW689HKu6ESZIkSZIkDUtT\nS0sGcUrmP+Wsz4+AE22/IelrwKq2vy5pJHCB7Rck7UEENtizWwUulLDU37O99/voo0u5guY3kr4C\nzK4FMeiEfsCkzMOTJMm8ctbw1ZgypdN3U8kCpLm5T+5BA9HI+92jR1MtWfqawOR622XQgmSBYHuO\npJeAeyXNJH6UNYvG/wG3SpoFvMy8W2PmO7YflvScpAHFsrJYUdzxhgLDu9Ju1E6rLBiBkiRZ4nl7\nVr4sSZJk0SYtPEnS2PQDJk2bNp05c/JvQSPQyG8GG43c68Yh97qxaOT9TgtPkiTzTPnjkTQIzc1t\npbdKlkQWxl7PnPUOr77y5gIfJ0mSZF5JhSdZYEgaAoyyPaR870MkC72TiDR2FHAucJTtw+fz2EcB\n2D63nfujyv1Rbdz7KXAZEaBhiO2DS/kqRHS2s22fJWkYES3tPmCQ7ZHzeQ4/JCLijWnn/mhgnO3R\nlbLeRFCFvW3X7Wdy1i3/5tU8w5MkyTzw/eHpEpskyaJNKjzJQqE8iN9MPKB/qxQf3upzvtGeotMZ\nJWjByrYfqoZ5lrQykaj0Z7Z/WcYYQyRkpfI535gXBcr2dEljgSOBX85vmZIkSZIkSRY3UuFJFjiS\nlgVuBG6z/f1SthtwMhEa/RngSNv/ljSZyPezY2l+qO0HJa0NnAMsD7wJHFvKRwOvEok8VwV+aPui\nqgVH0v5EyOgW4F4iZ05Ntp5ECOxnbJ8AfJ2w7lTlX5FItPq/ti+olB9S6rcA9wPHFIXjReAaYBvg\ndSIK3WRJmwNnELmFppY5T5I0DrgH2A5oLnO7qWrBkXQcYRF7B7je9jcrciwD/Am4vERmuxyYIOmc\nSgLUJEmSJEmShiTz8CQLmmWAG4CNiYf9mgJxHvBZ25sQLm5nV9q8YXszYCRwcSm7GDjB9gDgi8Dv\nKvVXI5SFYcBPq4NLWrWM+ynbGwI9gV3L7SbgAuAftk8oiVN3IxJ91mgmLDu9KrJQEqp+Fxhse2Pg\nDeAHlTZ3lbn9DjhLUi/gQmD/MofTy9g1etneGjiOUASrc9icSMi6BbAJMFDSwFo7Qrm6uhaG2vbL\nwPRSN0mSJEmSpKFJC0+yoNkc+D7wJPHAvwfx4H6P7cmlzvnAtyttzgewfb2kiyV9rPRzkaRand6S\nli/Xf7LdImki0LfV+FsDd9p+rvR5IEBxVzsK+AgR6QNghVLnjUr7nYFDgX2JvEJfK+WDCUvLtIrM\nF5XrGcQ5Gggl6VRgXWAtYExlDh+ujHNz+WxrDrWxXi3fh5Y5AJwEzCHWtcqzwDpEotIkSZIkSZKG\nJRWeZEFzl+2Ti9vVQ5KOBF5oVaeJ9/4WZ1euexBWmRm2q2dqPga8VL7OAChKT+vxZxEuZ7V2zZV7\nfwMeAM4C9i71ZrVqf4XtiyXdAjwi6VbbN/Gf1tHqHOZUXMl6lPn0JNzm+hc5egIrVdrPKJ8tpa+O\n5rAK4dYH4b7WGzgR+EalzWxCEUqSJEmSJGlo0qUtWdDMBLD9JnAg8BPizM1WkvqVOl8E/lJp8zkA\nScOBJ2w/Czwl6YBSviMwvs7x7y1jrVy+nwF8plw/DPwY2EjS7ranAj1LgIXW8v8L+BIwWtJKRLS2\nYZJq1pgjKnNYRtLu5foQ4CbCwtVX0nal/FDgt3XO4a/ALpJ6S/oAoeQMKvceAv9sOyEAACAASURB\nVE4ADqgGWSDy6zxdZ/9JkiRJkiRLLKnwJAsN2xMIhePnhJJzraTHgCGEe1mN/5b0EHA8cFAp+zxw\nuKRHCBexfes5kG/7eeArwC3F5e0t5rqeYXsmocicXRSdm4BPtNPX7wnXs0uAR4sct0t6EliOCIxQ\nY+8i607AV22/TViRTi/lBwGHdSZ/GfcB4ozTXYSSNt722Mr9l4BvARdI6ilpOeAjth+pp/8kSZIk\nSZIlmaaWlgzilCw6lChtQyrnexb2+JsC37O99/voo8V2a7e0hYakrwCza0EMOqEfMCnz8CRJMq98\nf/gqDZv1fVGhublP7kED0cj73aNHUy1Z+prA5Hrb5RmeJKlg+2FJz0kaUCwrixXFSjUUGN6VdiN2\nWqnzSkmSJG0wc1a+LEmSZNEmLTxJ0tj0AyZNmzadOXPyb0Ej0MhvBhuN3OvGIfe6sWjk/U4LT5Ik\n80z545E0CM3NfbpbhGQhsSD3euasObz6yhudV0ySJOlmUuFJkoSLbpnC629mFOskSepnxPB0hU2S\nZPEgo7QlbSJpiKRxle99JN0t6fQ62/crAQjq6n9+IenESuhnJA2TNKI9eSStIunGDvprdx6SLpK0\nxjzKOVrSwfPStpN+B0k6bX73myRJkiRJsriSCk/SKeUg/M3AONtf7255OmEwkeQTSR8kwjWf015l\n28/b3mUex9qe/0wS2q3Yvg9YTdLG3S1LkiRJkiTJokC6tCUdImlZ4EbgNtvfL2XHEElElyUSc+5n\n28USMgHoX+7X+tifSI75DjAJOKDcai7WlbUAA3vbflvSIcDXgRbgfuAY29MlTQHuA/4L2B24rMgw\nBxgBrEsk5LywJC3dnMhZM0tSe/PrRyhy/Yq15iJgReBN4HDgNeBDkn4HbAS8DHyWSDS6CnBjsSh9\nnMgxtAwwFTjS9qRixboH2A5oBo61fVMZfjdJxwK9gJNsXympJ5GcdQihuI22fYakIcBppWxime8l\nwNrAM8DHgOElnPdveG8OoyRJkiRJkoYlLTxJRywD3ABsTDzMI+nDxAP/ENsblfvHVNrcZFvAi5Wy\nk4FP2R5IKDzrlfLVgaOB9YGVgaHFMvFdYLDtjYE3gB+U+isAP7bdHzgUuMH2IGAksK3tSwiF6HDb\njwLDgPFdmO8vgd+XeY1ibiLRZuB/S/m/gc/Z/hHwPLAL8DpwIbC/7QHA6cAFlX572d4aOK6sRY1l\ngC2J5KRnSlqZUKQo/WwBfKbiorcusIPtg8qcbXtD4ERij2qMB3aXtEhZn5IkSZIkSbqDVHiSjtgc\n+DPwO+KBHtuvAfsDn5N0KmFpqYb4mtBGP9cDd5azJb+3/VApf9j2JNtzgCcIhWYwcL3taaXO+cAn\n2+h/LHC8pN8CywNntzHuOsBzXZjvYODSMs8bbe9Typ+3fU+5fqzIWWVdwko1RtJDwI8Ji0+Nm8vn\nRKBvpfxi27NtPw/cRSg/Q4FhpZ8JhOWmpszY9qvleseKrPcBjzK30muEq93yXZh7kiRJkiTJEkkq\nPElH3GX7ZMK9bCNJR0pajXg4Xw64CRjNe8+xvNW6E9tfAfYk3MEuk1RzaZtdqdZS+mn9m2yi4npp\n+63yeSewAXALsC+hVLWmBZhVz0QL79aV1CRpgw7krNITeMZ2/2J9GghsW7k/o5221X57lPF7AidU\n+toK+HWpU13bd+j4v9/ZhKtfkiRJkiRJQ5MKT9IRMwFsv0mcyflJ+Xza9hnAvcBwSpCAtpD0AUlP\nAVNtn0qcO9msgzHHERaOmiXkCOAvbfR7GnCA7YsJl7oB5dZs5ipITxOJNetlPPC5cj2UsC51RG2s\nJ4G+FdezQ4Hf1jHefkWxWoM4e3QPcBtwhKSlSrCIOwilpzVjCUsbxQ1wI0KhQlIfANsv1SFDkiRJ\nkiTJEk0qPEld2J5AnOM5HOgh6XHgAeJhf80O2s0mzpvcKuk+4uH9xx3UfwQ4Fbhd0pOEJel7bVT9\nObBXcf26FvhCKb8ZOFfSNoTVZ/tKm9UlTa/8u+m9XXIMsGfp80Tgi+3JWbiBCOiwCrA3cLqkR4hg\nAYd10hZgOhGU4QYiyMFU4FzgKeBB4jzSRbbHtdH2JGDtMt4PgX8x1wI0uPSZJEmSJEnS8DS1tLR0\ntwxJskCQtDRhIdnadldc2xZ5ilvgJNt3SloduB1Yy/YcSdcAPyiBGzqjHxFIIkmSpEvMnDWHV195\no7vFSIDm5j5MmfJ6d4uRLCQaeb979Ghi+eV7Q7xsn1xvuwxLnSyx2J4h6RTgy8CZ3S3PfOZJwpLV\nkzirc2RRdjYHJtep7LzLtGnTmTMnX340Ao38P8pGI/c6SZIkSIUnWaKxfW13y7AgKJHZBrVRfi9x\ntipJkiRJkiQhFZ4kSaBmHk4ahObmPt0tQrKQWJB7nS5tSZIsLqTCs4QgaQhxUP1pIvRxL+Bc293u\nyiVpFIDtUXXWHwKMsj1kgQnVBYrb2FXAscAfS/HK5fNf5fOTldxB8zrOicBY2399H30cBzxlu0tB\nC666eSrT38wo1kmS1M8he6zY3SIkSZLURSo8Sxb31ZSEEpr4cUm32n68e8Va7PkScIvtfwL9oetK\nXJ0Mpo0Q3F3kF8D4su9vzweZkiRJkiRJFmtS4Vly+RCRnPJVSXsTyUM/BHwQONT23ySNIywp4yT1\nA8bZ7idpNPAGkdtmOeA7RP6dTYHrbH9d0iZEnpoPEIk1D7H9lKT9iTDSLcRZkiOKPFtI+huwKhFq\neZSkg4Ehtg8GqMlTnYSktYFzgOWBN4FjbT9YZHyVSPK5KhGa+QbgIdurlrb/BL5m+wpJ3yby5pxD\nKAUbEfmDfmz7cklLESGhtwX+WeQ/iYh+diywRWcLLmkyMIFQirYDdga+SoR/vx84ugRSeBG4BtgG\neB34PPAJ4kzOhZKGA2+X9e1b9mIEEZzgl7a3lLQskch1O9sTJJ1HWIeuknQHkaPnos5kTpIkSZIk\nWdLJPDxLFoMkPVRys0wmknj+CzgK2M32psBpwLfr6GsV21sDPyIenI8iHuSPkPQR4DjgdNuDgAuA\nrSStSuTq+ZTtDQmFYtfS30pETpyBwDdqyTHr4GLgBNsDiLw4v6vcW41QLIYBP7U9BfiHpI0krUco\nY4NL3Z0Jheh7wP22BxJKxnclfbzMb1lgPeAQYPPSblPgVduv1invTbYFNBPK3ja2+wMvAseXOs3A\nXbY3KfM5y/YlRN6dw0uEtctK+SbEWl8NTARWKeu/HaHw1Oa3A3BLuR5f1iRJkiRJkqThSQvPkkXV\npe3DRBLOE4DhwO6SBAwhLD+dUUvK+Sww0faLpd+XgI8SZ1l+IWlnIsHn9WWcO20/B2D7wNKmP6EI\nvA28LWkqYbnoEEm9CcXjohAdgN6Sli/Xf7LdImlipb8bgU8Cs4hQ1PsVBWEl209IGgosI+nQUn9Z\nYENgR+AC2y3As5L+XO6vAzxXx3rVmFA+ty9t7y6y9yIStUJYxC4p1xcTiVZbz3tt29cA2L67rLuA\nW4k9/G/gZ8BgSTcA/2f7tdLFs2XsJEmSJEmShictPEso5eH3CuLh/x4iQdN44CwiqAGE21bteqlW\nXcysXM9uo/+rCZe3ewgLxLmEkvFuMhdJzZKa2+ijNm51/LZk6AnMsN2/9g/YEnip3J9RZKkmkPkj\nMJRQOK4hlLv9mWv96AkcUOlvK0IxfIe2/3toKfOql7cq41xZGWcL4Jhyb05F5h785/q2JUcT8YKi\nNr/tgF8CGwC7EdarGrMJ97ckSZIkSZKGJxWeJZQSWWwIce6lBfgf4kD8HsTDOMBUwroB8Nku9n8F\nsLnt84DvE8rPvYRrWy2C2RnAZzroZiqwvqQmSWsCm1RvFjeypyQdUMbckVDaOuIBYF1gXdtPEnP+\nHnMVgtuIIARI+i/gEWB1YCzwuSLLKsTatRBR7/p1MmZbjAOGS1pRUhNxduir5d4yknYv14cw15o2\nG/hAUVafkbRHkXMrIircRMLCsxPwTlmfh4Cv8F6Fp1+RO0mSJEmSpOFJhWfJonaG50HgYULZ2Y94\nKH4SeAyYAqxR6p8GfFnSA0RAg67wP8T5lwdKP1+y/Tzx8H1LcTN7i44Pzo8F/gGYcD+7o406nwcO\nL+eSTgX2bWXReQ/l3h3AE6XoNuDDRPABgBOBDxX5biPOB/2dCBDwOvAo4Wb2bJH/YWCF4hZXN7Yf\nLmPdRqx7T+I8VI29y5x2Yq4idDNwrqRtgAOAEZIeBc4G9rA9syhD/2DuWt0GTLf9VKXv7YE/dEXe\nJEmSJEmSJZWmlpZ2nx2TpGGQtCvQZPuGotw8CAyy/ZKkEYQb2tnzaawW202d15ynvnsBdxHBEuoJ\nS90PmJR5eJIk6SqH7LEiU6a83t1iJESC2dyLxqGR97tHj6ZasvQ1iQBddZFBC5IkeBy4VNLJ5ftI\n27WzQucAV0v6te03u0e8uhkBnNTVHDx777zCAhInSZIllZmz8iVJkiSLB2nhSZLGph8wadq06cyZ\nk38LGoFGfjPYaOReNw65141FI+93WniSJJlnyh+PpEFobq43DVayuLOg9nrWrDm88sobC6TvJEmS\n+c0CU3gk9QMmEUkob62UTwaG2J78PvseZ7tfq/IOz0ZIGgKMquWqWVi0J1eJBnYhcDhwoe1dOuln\nNDHv0QtCznlB0gAikMA329pbSeOINR/XQR8L7ExLB2OOox25JN1I2RMiEejzHfRzMDHngxeIoF1E\n0iBgH9sndKXdDTe9xJt5hidJkjrZZ890g02SZPFhQVt4ZgEXSNrYdmPa3jqgPEjXlJwOlZ1FmDOI\nhKNLDBXFc7HbE9v3Sfp6+W/u0e6WJ0mSJEmSpLtZ0ArP80TekNOBL1ZvSPoWsA8RrvcW4JtEuOR3\nLTeSRgHYHtWVQSX1ILLQf5LIpXKp7R+X283lDf5aRDjkvW2/LekLRHjgHsD9wNG2Z0h6Abga2JbI\nk7KP7UmSfgrsSCR4vM72iZL6Ar8C1gPeBr5m+7Yi07nA1kWGPW0/XfKrnAksTeSkObKUjyMSem4H\nNAPH2q7latlV0peBlYBTbJ8vadUy7nLAKsBo2yNbWx9qVg0iR8tvgGWL/CNs3y1pc0KBWaYiz6T2\n5JG0A/BC5XB/Z/tyCPD1sif3A8fYnt7B+nRVnv2BE4gkopOI0M5vE+Ggh5f9O8/2mWWcwyT9b1m3\nr9i+XtJKZS1XL/W/Y/vm8ltcFViH+J1eaPuU0s/aRabVgT/bPkLSB4hgBxuVvXqECBG+Em38xoFT\ngF+X+gC/tH1Bkec8YLWyV9+2PbYTeX4DHA8cVM++JEmSJEmSLMksjDw8Xwd2Kkkja+wMDAQ2BzYj\nHtw+38V+Vyk5Z979V7l3FPGAuAmR4X7PEnYY4qH0aGB9IpnjUEkbAkcQoXz7Ay8SD4yUOn+2vRmR\n9PIYSWsAn7a9KfDfwAaSlgZOAp62vT5wIPEQW2NsqX8rcGQJH/w74qF/U+Bc4PJK/V62twaOA06u\nlC8NbAnsWul/P+By21sBGwNfldSRv8FhwA22BwEjgW2LPBcC+9seQCipF3QizzD+MxHoja32ZBCA\npI2B7wKDbW8MvAH8oJP16ao8JxMulAMJhWc9YC9ijzYmfguHVBKjvlr6HlHWAeDnwG22Nyltf12U\nDojf06eI9f+WpOVK+epEQtf1gU+X39M2wMwi49qEUtWRxWgboG/5ne1KKHMQCvGvy5yGAedJqjnl\ntyfPeGD3kvA0SZIkSZKkoVngQQtsvybpCIprWykeSjx83l++fwj4P9pOPNkezxfl5F0k1cJM7UBY\nOd4B3pT0G8LaMwZ42PakUv8JYAUi0sM6wN2SAHoBD1S6vrl8TgQ+AfwTeEvSnUSG+28Wa9BgYP8y\n70eZa7EAuK58Plb6WBd42fa9pf5Vks6vJLisjtm30s8fbLdIeqzIju2fStpe0vGEhaAXYb1pj7HA\nNZI2A/5IJLZcl7B6jSlrAJGws601qMmzDpH4ssoubZzhARgMXG97Wvl+Pu9NStrW+nRVnuuBOyVd\nC/ze9kOSDgeuLGGa3wb6F7laj1lTEHcglF9sPyNpAqFQAPzF9kzgRUkvAbW9Gl+zckn6O7CC7dsl\nTZN0NKF4rQN0FBlgYjTXLcCNwDdK+VBgPUk/LN+XKuvSnjyvlP/mmoDlCctYkiRJkiRJw7IwLDzY\n/hNzXdsg3Nh+Zrt/UVq2JKwVLUD1rfRSAJKGVawGP6RzWs+ribnK3exKeW28nsRDcU2eLYBjKvLP\nqNa3PbvI/H3iofIuSesSZ5beje0rab3iXkdpUx2zrbWvyQIwo1X9GrNLf9VxTiesFM8SVo6ppU2b\n62n7TmADwpVwX0JR6Ak8U1mDgYQbX4225Gkpc66HjvakrfXpsjy2vwLsCbwMXCbpAP5zT/pJqimD\nrcfsTM4ZlfJqm//4TUkaRriWvUkoduPpeE+mARsSFiYBDxSLTU9gh1b/rdTO5rQnT02mjEKQJEmS\nJEnDs1AUnsLXgZ2A/yKsAgdK6l3OOlxHuA+9AvSV1Czpg4TrG7bH1B74bI9sp/8qtwEHSeopaRnC\nXe4vHdQfBwyXtGJ5M34OcZ6nTYpl5Hbizf7xRNJKEQ+1+5U66xFWiPaSmxhYvpxTQdI+wLP1nodp\nxY7AT2xfVeRYlXhQngqsL6lJ0pqECxSSTgMOsH0xodgNAJ4k1r7mSnUo8NtOxn2ayONSD+OAYeWc\nE4QVpaM96ZI8kj4g6Slgqu1TgUsId8nxhEvjUuW3cDOxPu1xG+Hyh6SPE+5wd3Uyt7YYSijRFxG/\n6+2JPWnzN14UpEsJi9sIYDrhlnkb8OVSZwPCErRMRwPXXN7m8beUJEmSJEmyRLHQFB7brxEPub0I\ni8LvgQnEA9xDwMW2XwVOA+4l3K7umcfhzgOeAx4GHiRcqa7tQLaHgROJh8vHiAfTH3VQ/0HiIXii\npAcIhecm4kzKOpIeJt7uH1i1xLTq423CunK2pImE4rFvF+dZ41Tg0ko/9xFuemOBfxDK1ZnMdRn8\nObBXOWNzLfCFIs/ewOmSHiEOvB/WybjXEw/ynWL7kSLn7ZKeJM60fK+D+l2Sp1iIRgK3SroP2Ar4\ncdn3OwkXxXuBM23/vw5EHQHsIOlRQhE/3PYL9cyxFRcA+5V+rioyrNnBb/wm4C3i93cPcFlxizwW\n2KqswRWEotpZxMPBhKtlkiRJkiRJw9PU0pLZ1ZN5p5xj+oztPCuyiCDpGuAHdYal7gdMyjw8SZJ0\nhX32XKFhM70vijQ398n9aCAaeb979GiqJUtfE5hcb7sFHrQgWeL5KhFS/BudVUwWPMVFcnJXc/Ds\n9um+nVdKkiQpzJqVL0iSJFl8SAtPkjQ2/YBJ06ZNZ86c/FvQCDTym8FGI/e6cci9biwaeb/n1cKz\nMIMWJEmSJEmSJEmSLFTSpS1JktrbkqRBaG7u03mlZIlgfu/1rFlzeOWVN+Zrn0mSJAuaVHiSupHU\nD5gEnG/7yEp5fyIa3iG2R7fTdjIwpJqUtJSPA0bZHlfH+ENK3SFdkHkXImLa7bb3L+Gf+9k+S1KL\n7aZW9duUs3K/HzDOdj9Jo8v16HrlqUPeIbyPOQIvEBHeHuzKuGNveIm3MmhBkiSdsPs+K3ReKUmS\nZBEjXdqSrjIN2FlSz0rZvsCUbpKnM/YCTizKzgeBbxF5lpYk3p0jEfr7Z90sT5IkSZIkySJDWniS\nrjKdyJv0CeYmDv0UkVMGSccABwLLAjOB/Wy71BtZkrYuQ+T+mVDrVNLHiNxFywJzgBG275b0KeAM\nYAaRjLRWf13gfKAv8Eapf2+xuiwPrA38EvgsMFTSnNLveNuz6pmopG8B+xB5mW4hotG1V/cLRMS6\nHsD9wNG2Z0iaQuRF+i9gd+CyBTlH2xdKmiJpe9sdJXZNkiRJkiRpCNLCk8wLVxJWhVoY5EcI5ebD\nxMP3ENsbEckvj6m0e9z2ZkTi0+Nb9XkYcIPtQUQC0W2LReZiYC/bA4nEnDUuA86yvQlwHHB1qQ8w\nzfb6tn8OjAFG2r4QGAaMrw4q6aHqP2CVUr4zMBDYHNgMWBX4fFuLIWlDIqnuNrb7Ay9W5rcCkQC1\nP3DoQpgjZY7D2pI1SZIkSZKk0UiFJ5kXxgCfltSDcGe7opS/BuwPfE7SqYRFo3oa/rry+RihCFQZ\nCxwv6beE9eJsYGPgedtPlDoXA0jqDaxt+xoA23cDLwEq9SbQNusAz1ULbPev/gOeL7eGAlsS1poH\ngEHAhu30u33p++6iNH0GWK9yvybPwpgjwLNFniRJkiRJkoYnFZ6ky9ieDjwMbAvsQHFnA1YD7gKW\nA24CRgPVoACzy2dLq3Js3wlsQLiO7Qtc30a9Wvu2frdNzHXRfKuN+7Vx63JnI9zYflZRhLYETumg\n7pWVultQsWzZfqt8Low51vrICARJkiRJkiSkwpPMO1cCPwLus117SH8DeNr2GcC9wHBCGegUSacB\nB9i+mFAWBhCucitJ2rRU2w/A9mvAM5L2KG23AlYGJnYyzNNEos16uA04UFJvSR8grFN7tVN3HDBc\n0oqSmoigCF/tpjlCzPHpeiaZJEmSJEmypJMKTzKvXA/0Z647G8Q5nh6SHifcwJ4kMuHWw8+BvYpL\n2LVEUINZhAJwqaQHiGAHNQ4ARkh6lHAN28P2zDpk3r4eYWxfD/yecB2bSARquLidug8DJxJK0mOE\nkvejbpojxBz/UEe9JEmSJEmSJZ6mlpaW7pYhSRYKkpYG7gC2rjdS2+KGpBWBa2xvW2eTfkRupSRJ\nkk7JxKOLJs3NfZgy5fXuFiNZSDTyfvfo0VRLlr4mMLnedhmWOmkYSpjoU4AvA2d2tzwLiO/Qhjtd\nZ0ybNp05c/LlRyPQyP+jbDRyr5MkSYJUeJKGwva13S3DgsR2l5WdJEmSJEmSJZlUeJIkqZmHkwah\nublPd4uQLCTm116nK1uSJIszqfA0CJL6AeNs92tV3mK7qc1GC06WIcAo20O60GYX4ALgdtv7SxoG\n9LN9lqQWIkw2ROjm5YCbgS/bfqeDPh8qYaTbuz8MGGR7ZDv3DyaSrB5c7zzqoat7Iml14FYiVPUZ\nQB/bZ3dlzL+OmcaMNzKSdZIkbbPjfs3dLUKSJMk8kwpPsriwF3Ci7fMlfRD4FjC4drOquEj6MBFZ\n7VNEPqA26UjZKffHEElWF3WGAPfb3h9A0m2SrrT9YveKlSRJkiRJ0v2kwpMgqSfwE+LBuScw2vYZ\nxRJzWimbSETzWh1YF2gmEnF+kkjK+TDwOWBV4DfAskTyyxG275b0KcL6MIMIV10be13gfKAvkcdn\nhO17JY0GlgfWBn4JfBYYKmlO6Xd8B5HWViDCO79UxvgCcZC/B3A/cHQJYNBiu0nSqCL3OsAawIW2\nT6lacCQNBU4vfTwL7N9qDX8GrESEkh5Q5roMMBU40vYkSeOAe4Dtyvoda/umYn27DOgN3F3pcxnC\nqrVpmfNPbV9S5DqozPMfwEZAb0nn2j4KuAY4GvhBO+uTJEmSJEnSMGQensZiFUkPVf+V8iMAbA8A\ntgA+I2m7cm9dYAfbB5XvGxOK0ReBi4AfEw/cA4BNgMOAG2wPAkYC2xaLzMXAXrYHEq5XNS4DzrK9\nCXAccHWpDzDN9vq2f05YWkbavhAYBoyvTqzM5zFJU4DRhOI0QdKGZX7bFIvOi8DxbazNJoRFaEvg\nW5KWq/T9QUKJO8j2xsCjhMJRuz+KUJgOJJTDC4H9y3qeTigtNXrZ3rrM9eRSdjahZPYH7qzUHVXW\nYCNgB2CUpE3KvY8Bm9nepazzmKLsUNZmWBtzTJIkSZIkaTjSwtNYPN/ajaucfxkK9Je0QynuTSg2\njwO2/Wqlya22Z0t6FnjB9uOln38CHwXGAtdI2gz4I/Ewv3EZ+4nSx8XASZJ6A2vbvoYY6G5JLwEq\n9Sa0M491gOeqBbV5SToOOJi5iTe3L/XvlgTQi0iK2pq/lKSeLxYZPlK5tzHwT9sPlbG+XcY6GPg0\nYa3ZvKzLRsBawJgyHsCHK33dXD4nElYtCAVyv3L9G+BX5XoHQoHE9lRJfyh1XwMesD27jXlAWKDW\naedekiRJkiRJQ5EWngTCKnGC7f5FcdgK+HW591arujMr1//xwG37TmAD4BZgX+B6oIUIJtC6XVu/\nvybmKuKtx67RArTpzmb7DOBfhIsexNyurMxtC+CYNprOaNV/Vd5ZpQwASR+R9LHydTJhQfqFpB5l\nvGcq4w0EqklAa+NUx2hh7lq0ALVAC63Xp561qcmbEQiSJEmSJElIhScJbgOOkLRUsbrcQSg9XUbS\nacABti8mFIsBwCPASpI2LdX2A7D9GvCMpD1K262AlQnrR0c8DfTr4P7XgMOK+9c4YLikFSU1AefQ\n9cScBlaUtEH5fgJQcx97wvaviPNHRxPnk/pWXAIPBX7bSf9jibM/AHsAS5fr2ygWHkkrEOeYxtUh\n75rEGiVJkiRJkjQ8qfAkAOcCTwEPAvcBF9keN499/RzYq5wPuhb4QgkusB9wqaQHiMP8NQ4ARkh6\nlHB/26O4lnXE9YSrWpvYfgy4BDjd9sPAiYTy8BhhgflRVyZke0aR8xJJjxAWrNZ9fIk4S9MM7A2c\nXuoeRFFaOuAYYE9JDwO7ALXU6D8klKdHiXM5p9huyx2vNdsz16UvSZIkSZKkoWlqaWnpvFaSLEJI\nWpqwQm3dQaS2hkXSHYTiWE9Y6n7ApMzDkyRJR+y4XzNTprzeecWkW2hu7pP700A08n736NFUS5a+\nJnGsoC4yaEGy2FFCSp8CfBk4s7vlWZSQtBdwdVdz8Gw3bPkFJFGSJEsCs2blC5EkSRZfUuFJFkts\nX9vdMiyK2L56XtpNmzadOXPS2tsINPKbwUYj9zpJkiRIhSdJkpp5OGkQmpv7dLcIyUKiK3s9e9Yc\nXn7ljQUoTZIkSfeQCk/yLsUd6tvE76IHcIntn0i6ETjc9vPdKmAHSLoIBHylYgAAIABJREFUGGX7\n2Trr9wPG2e4naTdgXdv/W+59DDjJ9iGSVgd+AaxBrMnjwDFddRnrCiWRKbZHzUPb04HLbD/YlXYT\nrpnG23mGJ0kamk8c2NzdIiRJkiwQMkpbAoCkVYHTgU/Z3hTYGvicpGG2d1mUlZ3C9rw3d05XGMR7\nk4P+DPhxuT4P+K3tTWxvRESyO3eepVzwnErInyRJkiRJkpAWnmQuKwBLESGjp9meLukgYIakycAQ\n4B9EQs8hRHjn0bbPkDQE+C6RlHRNYAwwncgb0wTsYvvfknYmQi0vBUwCjrA9rfR/KbATsCwRyvp+\nSV8jwjrPAe6xfWTJrXM+8dudARwC7AmsAtxY8t/sAHwd+BDwQeBQ23+TtBnwqzLfhwFKbp2jyvWz\nRPjnVWw/WeqtzHvDaJ8NbF7qjyIsP+uX9TuvWMQ+XMb5WJFrLHA4MBj4DvBmafMosL/tmZK+AXwR\nmAq8DNxTxjgGOLCsy0xgP9uu7YntyWX9R9keYnuqpCmStrf9l7Y2OkmSJEmSpJFIC08CQMlX8wci\nEeg9kn4M9LRdTWB5RKk7ANgC+EwlweaWhOIwiMgrM8X2ICLp6OckNRO5a3ayvRlwC3OtKBBK1haE\n9eQ7knoS7nWDgIFAr2KFOo7IrzMIuADYyvaPgOeJHDYvFzl2K5aq00o/ELl5vlnkf6bM5fEy5rm2\nLwJ2J0Je1/g2cJqk5yRdDOwK3F65PxAYWj6PlDSg1HnI9tbAOoSiM6DU36asz/rA6sBOkgYRCUo3\nK319DKAoTp8lFJuNgBtK284YDwyro16SJEmSJMkSTyo8ybvY/hKRl+UcwnJxt6Q9KlWGAsNKUtEJ\nxIP5xuXeRNv/sP0mYaX4cyl/FvgooRCtDvyltD+GUAZq3FzrB+hr+x3gb8C9wA8IJeefwB+BsyX9\nCngV+G2rOcwBhhOKxA+Bg4HeklYgLDe3lqqj21mGdYDnKv3dDKxKWGimEArU7yv1L7c93farhGVr\nB9uXA7dK+iqRiHV5oBYVYKLt54qcTwB9CYvZjaWfN4CrytivAfsTCuOphDJWT3SBZ3nv2iZJkiRJ\nkjQs6dKWACBpV6C37SuAi4CLJB0BHFap1hM4wfY1pc0KhOvaVoS7VZXZrb73BO6wPay0XZr3PrzP\nKJ8tzD2L89nS96eBmyV93vbVku4CdiOsPbtSLE+l396EO9hlhKXjEUK5qvbblnw1WoBZpa++wPdt\nH0coZDdLOgl4oVisWvfTA5gt6VhgL8L1biywUWXsGZX6NZnakq2npNWAcYQb3U3AvwgrUOt1WqrV\nHGYTboBJkiRJkiQNT1p4khpvAqeW6GVIagL6E4f0a9wGHCFpqaJY3EEoJPUwAdha0rrl+/eBn7ZX\nuSgUjwOP2h4J/AnYRNIVwOa2zyt91FzFZhMK/LqEMvA/wF+APQjXvGnAs0Wxg7Cc0KotwNOElQvC\ngjRM0hcqdTcA/g28VL4Pl/RBSR8lLDB/AnYkzvP8BliaWMeeHazNn4HdJX2kKILDS/nmwNO2zyAs\nXcMr/UwFNizXn2nVX78yjyRJkiRJkoYnFZ4EgHLA/UTgBkkGngTeAU6qVDsXeIpQgu4DLrI9rs7+\n/0WcU7lS0qOEovL1DupPISwk90q6n1Acfk0oMt+V9ADhXval0uQG4EZCSXmoyP8Y4Ya2RqlzAPAD\nSQ8Ca1WGGw98vlhmbiBczChudbsA+0p6VtITwMnA7uUewFvAX4G7gFPLmaCflXEeLdd/I4I5tDfX\nh0q9e4nzQbXQ2n8Cekh6HHigzKnWzw+AMyXdC7zSqsvtifNYSZIkSZIkDU9TS0tmV0+SKpKuAUba\nnthJvVEwb/lyFhSSVgSusb1tnU36AZMyD0+SJJ84sJkpU17vbjGSeaC5uU/uXQPRyPvdo0dTLVn6\nmsDketvlGZ4k+U+OI8JnH9TdgswD3wG+2tVGW+6x/AIQJUmSxYnZs/KlR5IkSyZp4UmSxqYfMGna\ntOnMmZN/CxqBRn4z2GjkXjcOudeNRSPv97xaePIMT5IkSZIkSZIkSyzp0pYkSe1tSdIgNDf36W4R\nkoVEvXs9e9YcXn7ljQUsTZIkSfeQCk8y35C0EfAosJft35eyyUTUsybge7YP66B9P2Cc7X4laeh9\ntsfMgxw3Aofbfr6d+5OBIbYn19lfTyIZ6LFE4lOAlcvnv8rnJ0vo63lG0onAWNt/fR99HAc8ZfuG\nrrR78OqpzJye/vtJ0qhsefCK3S1CkiTJAiMVnmR+ciihGBwJ/L7VvTV4byjoDim5d+YJ27vMa9t2\n+BJwi+1/Ejl1FlSEtsFE7qD3wy+A8ZJutf32fJApSZIkSZJksSYVnmS+IGkp4PPAdsDfJK1l+++V\nKmcBH5f0C9tHSzoV2ItIoPkCMAYYV+lvNGHtGV0Sf36VOHN2P3C07RmSXgCuBrYlkofuY3tSxar0\nL0IB2BaYBZxk+4rKGOsSFpsDiRw4PyntegKjbZ9RErAeC2xRxxpMJhKs9i/rsHM7cr8IXANsA7xe\n1u0TwCDgQknDgbeJPER9gTeAEcAc4Je2t5S0LPAysJ3tCZLOI6xDV0m6g0iselFnMidJkiRJkizp\nZNCCZH6xK/Cs7f8HXAd8sdX9EYSL2tGSdieUkA2JxJ6btdeppA2BI4BtbPcHXgSOL7dXBv5sezMi\neegxrZofC/QG1geGAiMl9Sr3VgOuBQ6xfXcZA9sDCOXmM5K2AzYFXrX9ap3rcJNtAc0dyN0M3GV7\nE+B3wFm2LyGSuR5u+1HgslK+CREm+2pgIrCKpI8QCtXLhFUIYAfglnI9HhhWp7xJkiRJkiRLNGnh\nSeYXhwCXl+srgN9I+n47dXcErrQ9E5gp6boO+t0eWAe4WxJAL+CByv2by+dEwkpSZTBwvu05hLVn\nQ4DSz1XAvbbvKHWHAv0l7VC+9wY2BqYAz3UgX2sm1CH3DOCScn0xcGq1A0m9gbVtXwNg+25JLwEC\nbiWsUP8N/AwYLOkG4P9sv1a6eLaMnSRJkiRJ0vCkwpO8byStCHwaGCjpK0SAgo8Ce7TT5B3qty72\nJJSjEWWs3lR+t7ZnlMuWMm6VWaW8JufawP+VryOAH0ja1fYfyzgn1JQMSSsA04HdSj/18lYdcs+x\nXZOrB+GOV6WttWkq7f9IKGeDCJe5LxYZq0EKZhPub0mSJEmSJA1PurQl84MDCdeyj9nuZ3sN4BTg\nqEqd2cx94B8L7Cmpl/T/2bvzOCvL8o/jn4FIU0hDBxS1BlO+qSiIuOYymlummKaZirkEZaaouWWl\n4vYzU38uuaCZ4pZrmeK+MZGaWwqIyzdRsPhhBoMhqIQw8/vjvg8ex1nRmTPMud6vF6+Z8zz3cz/X\ncw7iXHMvl75I+oG9qaqXNcBekvrk9TRXkNbFtMYEYD9JFTkp+zOwXD73DGkzgsvyepjHgJGSeuTk\n5HFgC2AqqThnWzUX9wp5Wh+kkbH78/eLgM/lkZo3JO0NIGkL0vS9KaQRnl2AxXma3UTgaD6e8FTl\nuEMIIYQQyl4kPOGzcAhweYNjl5HWwiyfX78CrCzphjyiMgF4gTRiMZOPRkY+xvYk4HRSQvISaeTk\nV62M63LSgv9JpCTrKNtLShPbnkDaFe0sYAzwWo7pOeBa2zX52lXzuplWa0Xc+0qaTEpeConQA8AY\nSVsBw4FRkl4ELgX2tr0wJ0P/JCVk5P7n236tqO/tgbvaEm8IIYQQQldVUV/f1C/WQ2gfkrYEBti+\nLu/u9lfgMNuTSxxaoySNIk1Du/Qz6q/edsPpd5+JvCnDX0mbJbRmW+oqYFp7xBJCWHZE4dFlW2Vl\nL2bNmtdyw9AllPPn3a1bRaFYen9gemuvizU8oRRMWj/zU9Io43WdNdnJrgDukHSN7fdLHUwLRpG2\n325TDZ7a2vnU1cUvP8pBOf+PstzEZx1CCEmM8IRQ3qqAaZHwlI/4Ibh8xGddPuKzLi/l/HnHCE8I\nYanlfzxCmais7FXqEEIHac1nvWhhHe/MjelsIYSuKxKe0CEkVQOjbVfn171IO449Yfu4Drj/+aRi\nnrcD+9qemI/fAWxke0B+vSKpZk8f241upCDpPlKB0Jl5fc/hwArADbabqj3UISRdANxo+4W2XPfy\nzbP5cH7sZB1CORo0sk+pQwghhHYVu7SFDpe3fX4AqOmgZGcQsFpOch4jFe1EUndgEDBP0tq5+ZbA\nU00lOwC2d8vJzprAKcDmwNdIu6p9qR0fpTXOIRUkDSGEEEIIxAhP6GB5BOU+4LHCaIikI0m1fFYE\nFgL727ak6cDTwGBgG+BbwHGkmj1/A44k/YD/su0rJP0QONb2enn3tzeAtfM1N+YQHgW+Tdo2e3PS\nNtSvk7aHviLf56Ec167AGUAP0k5mI23X5riqgTWBv9ueJ2lTYKrtd/K1fYErgbVIRUBPtv2IpNHA\nGsC6wFeAq22fLWkj4CrSf5MLgENtv9ZMDJsCF5JGlmYDP7I9zfZsSbMkbW97/FJ+TCGEEEIIXUaM\n8ISOtAKpQOaGpB/WyYVHvw1U2x6Yzx9ZdM39tgX0BX4BbGd7Q1J9ndNIdXy+kdvuAPTOycbWwJOk\nYp67A3/JbcYDW+XvdwEeJCU4u+Rj2wIPS6ok1c3ZxfbGud25DZ7nc8CH+fuf8vFaRBcD19jeBBgG\nXJmn8QFsBOxMSrh+Jmll4FjgAttDgd8CWzQVQ956+mrgANtDgAvyNQUT8j1DCCGEEMpeJDyhI21K\nGmG5hfQDO7mQ5gHA9ySdA+wBFK+gfzp/3Q4YZ7s2v76KlOjUAJvn6Wlfy31vC3yTlDytmu/zXv46\nC5ibp6PtQkp2ngCGSlqOtGvZJFIy8mVgvKSJpCRs3Wae7VHgREkb59c7Amfka+8njdB8NZ8bn4uI\n/huYA6xEStwulfQ7YC7w+2ZiGJD7ujsfP5c0klXwZguxhhBCCCGUjUh4Qkf6q+2zSFPMBkr6kaS1\nSIUyVyYlBmOB4qKchbU0Df+uVgCfs70AmAgcCLxKSoC2I42g3E+a/vZhg2sfA3YDetr+p+2FwGRg\nf+BJ2/VAd+Bx24NtDyYla99p6sFsX52f68E8MtMd2KHo+s2BF3PzBUWX1gMVtu8AhgDPkEZ7xjQT\nQ3fgjaLjm5BGtAoWkabRhRBCCCGUvUh4QkdaCJCLdx4EnJe/TrV9IfAssBfpB/qGaoBhknrn1yNJ\n09MgjY6cmtvUAHsC823Ptj0b6J43Sih4FDg6fy14mJSwPJRfPw1sKWlAfn0KcH5jDyVpM0l75jjm\nAP1ISdUR+fz6wBTSlL5GSboV2NT2lfleQ5qJ4VXS1L1t8vHDSCNCBVXA1KbuFUIIIYRQTiLhCSVh\n+2nSOp4RQDdJLwPPk36Y799I+8mkDQr+LOlV0ojQL/Ppe0lTvGrypgH/zscK7idNcyv4M2la2ENF\nxx4CBgKP5Pv9i5RI3CbpRVIC0tSOclOBE4BXgIdtTwKOIq3DmQzcCgy33VyVsP8BfiHpeeDXwI+b\nisH2f4F9gQty/wcDPyjqa3vgrmbuFUIIIYRQNirq66O6euja8rbUv7S9b6ljaW+S+gB/tL11i42T\nKmBa1OEJoXwNGtmnbKu2dxWVlb3iMywj5fx5d+tWUSiW3h+Y3trrYlvq0OXZniRphqQhtp8vdTzt\n7OfAMW29aP39V22HUEIIy4JFC+OXHSGEri1GeEIob1XAtNra+dTVxb8F5aCcfzNYbuKzLh/xWZeX\ncv68Y4QnhLDU8j8eoUxUVvZquVHoElr6rBctrOOdue91UDQhhFAakfCEEHj9hll8OC+mtYRQbr52\nRN9ShxBCCO0uEp7QqUiqAv4OvJwPdQO+CFxn+7RW9jEawPboTxnLKNJw6WRgGrCz7YeLzk8Hqm1P\nX4q+621XNHL8alINnsOBMbafk3RIvs8hLd0zF1Q92/bBbY0phBBCCKErim2pQ2c0s1BU0/ZGwFbA\n8ZLW66gAJPUFhtm+Ox/6EPitpHadC2R7hO3nCl+X4voZwNuSdmuH8EIIIYQQljkxwhOWBasDFcAm\nkq6wXQ0gaSyp9s5YSScAPwRmA+8Az+Q2uwNnkZL7N4AfAcOBPrZPkrQzcAfQ2/YiSa8A1cBP8vGC\nmaTipBfk+3yMpJ8B3yUVTX0QOAn4So6vKrcZDR8feZK0FXAd8M18j98Cg4A64Hzb1zf2huRRn12B\n3sDawEO2j8inrwcuA+5r4v0MIYQQQigbMcITOqN+kiZKelXSbFLCshcwo7HGkoaSCnRuDOwIrJmP\n9wGuBL6dR4qeAC4lFSX9Rr58B+ADYIik/sBc228Dw4AJDW51HLCLpJ0a3H9XYBNg0xzDGsCBLT1k\nrg/0O2B321OB0UCt7YE5rtGSNmqmi62A7wAbAXtI2hDA9hRgfUm9W4ohhBBCCKGri4QndEYzbQ8G\n1gduIP09fbiZ9tXAfbbn234PuD0f3wx4pmi9y1XAN2y/Cqwk6UvANqTRkO1Ioyz35rbr0iDBsv0u\nMJJPTm3bEdgc+BvwPDAU2KAVz/kg8Iht59c7kBIgbM8G7srP1pQnbc+z/T5p9Ko4wZlBGvkJIYQQ\nQihrkfCETst2HXACacTkeKCeNLWtoEf+2vD4ovy14d/vCj6axvkAadSoHhjHRwnPPfl8HWndTsOY\nHuKjqW0F3YGLCuuOSMnP2c3EW3AAsHce6Wkp3sYsKPq+sfcgtl0LIYQQQtmLhCd0arYXkZKdU0g/\nxK8tafk8XWub3OxR0pSulSQtT0pkAJ4Gtsg7v0FaezM+f38v8HPgcWAisB4wwPYL+fzrpKKcjTkO\n2IW0tgjgMeAgST0lfQ74E7AP8B+gt6RKScuR1twUP9tjwMmkEaNuuZ8fAEhaFfg2UNOKt6kxa5J2\nlgshhBBCKGuR8IROz/YDwF+BQ0iJykukaWt/yecnAhcBzwJ/Bt7Mx98mJTl3SnqJND3s8NxtDSlh\nqbFdT0p6aopuOw7Yvol4ClPbPp9fjwP+QEqwpuS+rrM9F/h1jusR8kYKDfq6HpgPHAWcQUqQXiSt\nHzrb9vOte5c+Imkg8Krtd9p6bQghhBBCV1NRX19f6hhC6HQkrQbcZnvbUsfSVpIuJK0NurfFxmkU\nK0aCQihTixbW8c7c90odRviUKit7MWvWvFKHETpIOX/e3bpVsMoqPQH6k2oltkpsSx1CI2z/S9Kd\nkr5t+0+ljqe1JK0FrNbKZGeJ2tr51NXFLz/KQTn/j7LcxGcdQghJJDwhNMH2haWOoa1s/xPYv9Rx\nhBBCCCF0FpHwhBAKw8OhTFRW9mq5UegSij/rxQvrmBPT10IIZSgSnlASkqpJW0BPJW2n/HlgjO2L\nJd0HjLA981P2P9p2dRuu2Q34LfBn2wdIGgZU2b5EUj3wkO1ditqvCrxF2lxg9NLG2kJMhwDVtg9p\nZfuewPXAvrYXt/Y+M66ZxaJ3W908hLAMqjpmtVKHEEIIJRG7tIVSei7XrhlEKhJ6vKT1be/2aZKd\nT2Ef4PSc7CwH/Ay4ouj8gLwddsF3gE61E5rt+aQd4X5U6lhCCCGEEDqDGOEJncUXgMXAXEnTSVtI\n/xM4L3/fHRhr+0JJawI3ASuSimuOsv2UpJ2BC0kFOV8tdCxpAHAV0Bt4L7d/VtJYYBVgHeByUt2b\nHSXV5X4n2C4uPnoXsCdwbX69L3Bn0X32JdXo+QKwHHCY7Scl1QBzgA2AQ/O9CjYE9iNtu/07YGWg\nX37WU3ObdXIfXwYetT0yj2D9HHifVEPoReAA2wuBm4GnJV2Rt9wOIYQQQihbMcITSmmopImSJpO2\nFqwBikd2RgLYHkIaAdpT0jak4pz32B4KnApsnUdkrgP2sb0J8EFRPzcCl9jeCDgWuCO3B6i1vZ7t\n3wB3A6favhoYRqqFU+w20igQkvrmY2/l191INX52zyNWvyYVFS2YbFu2n8yjWoNzvPeRavjsD9xs\newtSEnRMnjIHKdHZm5TYfFPSBvn4VsCR+fiXScVQyfV35gMbNfamhxBCCCGUk0h4QikVprRtBKwG\nDCBNIyvYERgmaSKpqOeapGTgEdL0t9+TRmguzcdn2n4lX3sdLFnTso7tPwLYfoo02qLc7ukmYlsX\nmNHg2F9Tl1qJNLpzR+GE7TpgL2AXSWeQiqQW7wTwsftI2omU0A23XW/7fOAfko4HLiataVoxN59g\ne47t/wKvA4VEaIrtGfner5BGsArezM8QQgghhFDWIuEJnYLtd4Fbga8XHe4OnFg0IrIFcI3tJ4D1\ngQdJ08HGAfWkzQ8KFuWvjf0dr+Cj6ZwfNHKe3F/xdDby9LBxpNGf75BGZoAlidUzpEJYE4BLGsTz\nQVHbdYGrge/YnpuPXQCMIiUqZwGzi65fVNRP8XMuaOJ44Zq6Jp4thBBCCKFsRMITOgVJ3UlrdZ4v\nOvwYMFJSj5xQPA5sIenXpJGR60hTuoYAk4G+kgbla/eHJYnUG5L2zvfZgjSaNKWFkKYCVY0cvw34\nCfBf27OKjg8gJR3/A4wnTUHr3shzfhH4E2kd0StFp3YCzrN9O2n0aY3Grm+DqvwMIYQQQghlLTYt\nCKU0NE9Xqwd6AJOAc4Hv5/NjSNOyXiD9Xb3Wdo2k14HfSzqUtNHB921/KGl/4AZJi/h44jQcGCPp\ndOC/wN62F0qiGeOA7YH7Gxx/ClidtH11sUnARNJmCXWk0aetG+n3SNJ6m1/meCBNvzsnx/4BabOG\n50ijRW0maWVgJduTl+b6EEIIIYSupKK+PjZxCqEhScuTRpS2bLBTW6cn6Whgke3LWtG8CpgWdXhC\n6PqqjlmNWbPmlTqM0A4qK3vFZ1tGyvnz7tatolAsvT9pw6tWiRGeEBphe4Gks4EjSJsILBPy1L8d\nSRsotNqah1W2T0AhhE5j8cJY1hdCKE+R8ITQBNt3ttyqc8mFR/do63W1tfOpq4vR3nJQzr8ZLDfx\nWYcQQhIJTwihMDwcykRlZa9ShxA6SPFnvXjhYubMfb+E0YQQQmlEwhOWeZKqgXtIu5JVkGrYjLHd\npqlouZ/RtqubOH89qU7QzsD/Av/Ip74A/Bk4wvaixq5t4b7TgWrb09t6bSN9rQmcbfvgtlz37yve\nZnGs4QmhS1v9pH6lDiGEEEoitqUOXUWhiOkgYDNSYdL1P6vOJe0O/J/tmfnQ3UX1gdYHBgE/+Kzu\nt7RszwDelrRbqWMJIYQQQugMYoQndEVfIG1XPbd49KR4BEfSYOBKYAVgDnBgvrZS0n3AVwED+9r+\nL3Ai8MPGbmZ7saS/AAMB8mYH3wB6AzOB/Wy/Lekt4A7SdtWLgO/anlboR9IA4F7gIFIR04tyP/XA\nDbbPlfRivu4VSb8H5tr+saQtgV/a/hZwPXAZcN+nehdDCCGEELqAGOEJXcVQSRMlTSZtU1hDSjaa\nchNwpu0NgVuAo/PxL5MKi65HKlC6o6TewADbrzbWkaRVSNPc/ippHeBrwFa2B5CmvQ3PTVcDHrW9\nMTCBVJOnYC3gTuBQ208Bh+djG5FGrL4j6VukhOgb+ZoN+ajWz66kaX3YngKsn+MOIYQQQihrMcIT\nuornCmtvJH0ReIC03uYTJK0KrG67kCBckY9XA5MKoy6SXgFWJY32NEyehuWiqRWkXxz8EbjZdr2k\n44ARSpVNtwReL7rugfx1CrBt0fHbgWdtP55f7wCMtb0YeF/STaRE50/AsZIeA14CviapD/BNYJ+i\n/mYAa5NGr0IIIYQQylYkPKHLsf2upFuBnUjTwSryqR7564f5OLCkyGhhNW/xpgOFa+vzNcXutn1I\nw3tL2gS4mbSpwR2kqXWF+2N7QYO+C0YBp0n6lu17+eToawXpv9cngbGkWjs1wNukRKeH7X8UtV8E\nRNGNEEIIIZS9mNIWuhxJ3YFq4HlgNrBBPrUngO25wAxJO+fjBwFnNNPlG6TpZa2xHVBjewzwd2B3\noHsrrnsG+DFwmaQVgceAgyV1l7QCaY3R+LwL3DOkBKkmt/sFn1yvsyYwjRBCCCGEMhcJT+gqCmt4\nXgAmAe8D5wKnARdLehb4T1H74cCpeVrafsAJTXVsew7weit3fbsVGJQ3F6gBngP6t+YBbE8AxgNn\nkTZUmJGf5QVgXFEh1HuBFfOaoj8DfcnrdwAkDQRetf1Oa+4bQgghhNCVVdTXR3X1EFoiaRiwre3j\nSx1LSyRdCDySp8a1pAqYFnV4Quj6Vj+pH7NmzSt1GKEdVFb2is+2jJTz592tW0WhWHp/0iZVrRJr\neEJoBdt3S/qepH5FtXg6HUlrAau1MtlZos+P+7ZTRCGEzmLxwvilRgihPMUITwjlrQqYVls7n7q6\n+LegHJTzbwbLTXzW5SM+6/JSzp93jPCEEJZa/scjlInKyl6lDiF0kOLPevHCxcyZ+34JowkhhNKI\nhCeEwKyr/sHidxe13DCEsMxa7fi1Sx1CCCGURCQ8YYlceHN0oYBnPjYUONz2iNZeU3RuvO3t2yXY\nNsbSoN0Q0s5srwJH58PrA1OBhcATtn/SfpE2GtONpKKkTwEP2F6nDdcOA64AHiUVGr3G9uR2CTSE\nEEIIYRkTCU9olu3ngEaTnVao/gxD+SxdCOyVt5u+FkDSdGA329NLF9ZS2wc4xfY1kvqQtsbusEQz\nhBBCCKEzi4QnNKt41ETSYFJ9mBVIIwkH5maVku4DvgoY2Bc4L1//tO3NJe1KKu7Zg1QQc6Tt2pxo\n3ADsAqwIfN/23yTV5HtsQBqN2ZpUIHRF0ijM/radi4deCCwgjdgU4l6HNOqxCqkmz1G2X5C0A/BW\nTnZaevZfkJKJ7sC9tk/O/d4KvE4aFXo2/zkIWBn4do5rBnATsDNQDxxqe5KkAcDlQG/gPeBI25Ma\n3HoFSbflZ59NTs7ySM4ZpPpZU4EfAd8hFTfdTlK97WslzZW0je2/tPSMIYQQQghdXRQeDW1xE3Cm\n7Q2BW/hoOtiXgZ8A6wGrATvaHgWQk51K4FfALrY3Bh4kFQUtqLWKnnMeAAAgAElEQVS9GTAG+HnR\n8cm2BbwBfBuotj2QVGTzSEnLAdcB+9jeBPig6NrrgBNtDwF+mOMFGAZMaOlBJe0ODASGAoOB/pK+\nl08PJhUHHUQaSVnd9pbAHXx8NOzd/LxnkkeSgOuBn+a4jgBubuT2fYFzbW8AvAPsK2l1UqI0zPZG\npCTrEttjgPuAX9gu3GNCfs4QQgghhLIXIzyhVSStSvrB/h4A21fk49XAJNvT8utXgFUbXL45KSka\nLwnSiEnxCMsD+esUYO+i40/ne70r6QDge3mEZFdgIrAhMNP2K7n9dcCZknoCmwLX5vsB9JS0CrAu\n8FgrHnlH4OvA3/LrFYDXgOeA/yuskckjOY/mNm8CWxT1cVWO/05J10laGdgYuL4orpUlrdTg3v+0\nXbjvS6T3c3Pgr7b/UdT3KzTuTWDbVjxjCCGEEEKXFwlPaK0PSVOzAJC0PNAvvyze3qseqGhwbXfg\ncdvDiq4t3gd5QRPXfpDbrwXUAJcC9wP/IiUODdsX4ugOLLA9uCjeNUlJVn1+lpZ0B863fUm+/kv5\nutVIU+qKNbW9WfHxCmAl4L2GcdmeW5QANbyu8IwNR2MraPq/30VAXRPnQgghhBDKSkxpC61iey4w\nI6+ZgbRm5YwWLlss6XOkkZot8+gMwCnA+W24/abAVNsXkqZy7UVKSCYDfSUNyu32L4r1NUnDASTt\nxEfT2KaSim225DHgYEkrSuoB3E2aVtcW38v33xeYaPtN4J+FqXGSvkka9WqYIDbmKeDrkr6cX/8Q\nGN9E2yrSc4YQQgghlL1IeEJD20iaX/hDWldTMBw4VdJE0kYCJ7TQ113AJOA/wGHAbZJeBIYAx7Uh\npoeAbpJeBp4nbU7Q3/aHpCTnBknPk6adFRwIjJA0GTgH2M92PTCOVuxgZvtOUpLzDPBi/npTG2IG\n2Da/V0cDh+Zj+wM/ljSJlDAW4mopnpmkNT935/dhK9K6qcZsT3rvQwghhBDKXkV9fYs/a4XQpUh6\nAtjT9ux2vMcMYAvbM9rrHk3cdzXgNtutXcNTRdo1L4TQxS1euJg5c98vdRihHVRW9mLWrHmlDiN0\nkHL+vLt1q2CVVXoC9Aemt/a6WMMTytExwEm0PEK1LPoFH+2e12q1tfOpq4tffpSDcv4fZbmJzzqE\nEJJIeELZsV2ondOe91izPftv5r5HleK+IYQQQgidVSQ8IYTC8HAoE5WVvUodQugglZW9YipbCKHs\nRcITOoSkfYCTSX/nugHX2z6vHe83nVSodPpSXn898DPgLWA0aWe4euC/wKm2H2j66k9HUhVQY7tq\nKa4dCnzX9oltuW7W1VNZ/G5rdusOISxrVvvpeqUOIYQQSip2aQvtTtIawAXAzrYHAVuSiogOK21k\njZO0O6m46Ezgu8AmwJAc+3DSrnB9ShljU2w/B6wlacNSxxJCCCGE0BnECE/oCKsCPUjbRtfani/p\nYGBBHom5Ddgptz3M9guStgPOztesDBxr+y5JY4G5pCRkDeAM29dK6g3cCKwFvAwsDyDpi8DvgDVJ\nhVIfAUYA2wGjbVfndmNJoypjgRNJdW4gFRrtDiwHLLL99zxa9WEeibmbtE32BsCbwHDbcyQdSapV\ntCKpUOn+tp2f9wZgl3zu+7b/JmnjHCekrbzJcQ0EfkMq1NoHOMf2GEmjAWyPzu2m89GI1k3A8cDB\nLX4yIYQQQghdXIzwhHZnexKpLswbkp6RdC7Q3XahOOZ7tjcGTgWuy8eOAkbYHkJKUM4q6nItYBtg\nGB8VMD0DeN72hsBlQN98/Fukop9bAuuSEp0hTcWaE6cBtl/Nh64HvgjMkvSgpJPSI/mdfH5D4HLb\nGwCvAKNzkvVtUgIyELgHOLLoNrW2NyPVOPp50X1Oys/7RlHbEcBZtjcl1ddpzTTACcAerSxoGkII\nIYTQpUXCEzqE7R+Tar5cAXwFeErS3vn0VbnNOGBNSauSpo4NlHQKqUhp8ar6h3KxzilA73ysGrg1\n9zOBnDTYvhl4WNIxpJGSVRr01dBXgZlFcb9j++vA5sCDwK7AS5LWzk3+brsmf38dsIPtd4EDSNP2\nzgH2aHDPwvqfKUDv/Lz9bD+cj48tanscsLykk0lJX4u7C+T7V+RnDSGEEEIoazGlLbQ7Sd8Cetq+\nFbgWuFbSSOAHucmioubdgMXAX4DxQA3wKPD7ojYLAGzXSyocqyf9kF+wKN/7KGAfUlL1CDAwt2vY\nvkdRP0tW70v6KfBoHqV6EfhfSTcB3wFubyT2RZLWynFfCtwP/AvYuGH8RTE0Gnt2G/AOMA64Bdi/\n6NriX1j04OMWAXWEEEIIIZS5GOEJHeF94Jy85oU81Wow8EI+/718fC/StLAKYABpitv9wJ6kdTTN\neYS0ZgZJmwLr5OM7AVfavom0rmdw7ms2sLak5fM0tm1y+zdIU+YKVgLOlNQz9/1F0ijQxHxekgbn\n7w/N8W4KTLV9Ianez17NxW+7FngzJ4aQRocKdiLtCncX8M18w0L8G+TXmwGrFy6Q1Cv3O6epe4YQ\nQgghlItIeEK7sz0eOB24R5JJi/wXA2fmJl+XNJG80D7/oP474CVSAtQLWEHSis3c5jTgq5JeIm0n\nXVgHcxFwmqQX8/dPAv1tvwTcm+9xO2lEqZAkvC5p/Xz9mTmGyZJeztePLZp+Ngc4Pd+3D2na2UNA\nt9z++fy8/Vt4m4bnOF8gJVQFo4HHc1/bANNzX7eQpsO9TFrv9ELRNduR1g2FEEIIIZS9ivr6+lLH\nEMrYp62X0x7ydtnb2j6+hXZVLGW9nPYk6Y/AabZfbEXzKmBa1OEJoeta7afrMWvWvFKHEdpRZWWv\n+IzLSDl/3t26VRSKpfcn/RK4VWINTwgN2L5b0vck9cu1eJYZeTrf9FYmO0tUjlin5UYhhGXS4oWL\nSx1CCCGUVIzwhFDeqoBptbXzqauLfwvKQTn/ZrDcxGddPuKzLi/l/HnHCE8IYanlfzxCmais7FXq\nEEIHqazsxeKFi5kz9/1ShxJCCCUTCU/4hLw25e/Ayw1O7WH7n624vgYYXVSf5jOXdyq7nbTY/0Tg\ncNL2zwDLkbZlPtz2E830cTiA7THNtLmPVAC10alt7bEGSdLoHNfoNlxzOmmXuItImxscZHt+a6+f\n9buXqXt3YdsCDSEsE/oeO7jlRiGE0IVFwhOaMtN2Z/6/5I+BB22/n2vxjClOEHKh0f8lFQxtVHOJ\nTlGb3T59qB3iIGBH23+X9CppS+8TSxxTCCGEEELJRcITWk3SWGAVUo2bE4FZwMWk+jazgR/Znpqb\n/0DS/wIrA0fbHpevnwtsAqwBnGH7WklrkLahXhnoR9r2+VRJh5BGTw7J968hbdP8Z9JWzJs1EWc3\nUi2dOfl1X+DKfKwOONn2I8UjKZLeAu4AtiaNDn3X9rTCCA5p9OiyfP5D4MxcSLVwzwGkba4PItXe\nOS9f1z0/z4WSqoGfk+oSrUcqZHqA7YWSTgB+mN/Hd4Bncr+7k7a67kbaavtHtt/OcT1Nqiv0BLAm\n8CdJBwAPApdIOsv2u429RyGEEEII5SLq8ISm9JM0sejPCfl4re31SD9U3wIcaXsQMAa4uej6ubaH\nAKNIow0Fa5GmXA0Dzs/H9gdutr0FsCFwjKRVm4ltUO5/btGxw3OcbwJvAisAh+VzFwPX2N4k3/fK\nQnHOIqsBj9reGJgAHNng/FFAT1KisiNwqqTPFz3TncChtp8CRgLk598M2FNSobDpVrnv9YAvA7tI\nGppj3Tj3vSaApD6kRO3btjciJTaXFsV0v23ZPgyYCexme6LtxcBkYPtm3sMQQgghhLIQIzyhKZ+Y\n0pZHaJ7OLwcA79h+FsD27ZKukrRSPv+n/PUloDh5ech2vaQpQO987fmStpd0PDAQ+DzQXJHRdYEZ\nDY6NySM1qwGPAU/Zfiuf2xH4mqQz8usefLy4Z8ED+esUYNsG57YDrrJdRxrt2QAgT6e7HXjW9uNF\n9xssaYf8uicpkXsZmGJ7Rr72lfweCLivsOZG0u2kkaHNgGeK1gddBZxcFNPTNO1N0vsUQgghhFDW\nYoQntNUH+Wtjf3cqSD+oQ5oWBlCfjxcsALC9ZA9kSReQRoLeJE3fmp2vaXhtj6I+G62SaftfwAjg\nUkn98+HuwA62B+ckbnPSdLKG1y5oImby/YpjXqdohGcUsLakbxXd78Si+20BXFP8/A3u0/B+hfeu\n4Xtcwcd/SfEBTVtEmr4XQgghhFDWIuEJS8vAKrnQJZK+C7xpe85S9LUTcJ7t20mjHWuQkobZwHqS\nKnLyslFuP5VUP6bxwOwnSetpfp0PPQYckeNcnzSCs0IbY5wA7Jdj6UNaR7RcPvcMaROFyyStmO83\nUlIPST2Bx0lJT1MeBfaQtJKk5YG98vGngS3yrnmQ1viMb2W8VaT3KYQQQgihrEXCE5aK7f8C+5FG\nUqaQ1qXst5TdnQPcUNTPc6SCUo8A/yQlVxeTEgeAScCqRdPnGnMyKYnYmrT+ZgtJk4FbgeG221qx\n63LgvXzvR4CjivuwPYGUjJxFWs/0GvBCfpZrm9ui2/ZE0nbSz5ISqTfz8bdJSc6dkl4ibYJweEuB\n5i27h+Q4QwghhBDKWkV9fVRXD8seSaOAOtuXtti4zEjaE9ja9gktNk4jQdOiDk8IXVffYweXbVX2\nclFZ2Ss+4zJSzp93t24VhWLp/YHprb0uNi0Iy6orgDskXWM7SohneUvuEcCBbbmu8gfrt09AIYSS\nW7xwcalDCCGEkoqEJyyTbH8I7FnqODqbvIvcHm29rrZ2PnV1MdpbDsr5N4PlJj7rEEJIIuEJIRSG\nh0OZqKxsWIYqdEX1i2KjxhBCgEh4QgjArGsmxhqeELqYvsdsVuoQQgihU4iEJ3Q4SfuQdlH7HGmn\nwOttnyfpdOAR239Zij5HA9ge/RnENwyosn2JpGrSLnIr5HjvBU623W6T4iXVAKOb29mtieu6AX8A\nDioUMQ0hhBBCKHexLXXoUJLWAC4AdrY9CNgS+F5OMrbjo8KlpYpvOeBnwBX5+98DB+RYNwbWA35S\nwhCblNfv/BY4tdSxhBBCCCF0FjHCEzraqkAP0ohJre35kg4G9gaGAldL2gvoDZyd260MHGv7LkkD\ngd8APYE+wDm2xxQ6zzVobgXesH2ipF2BM/I9pwEjbddKmg7cAOwCrAh83/bfSLubTbD9oaQvASvl\n89heKOnofO/CSMxEYFtgeeAY2w81FWMehVoDWBf4CnC17bNzYnV1fv7p+T1C0udIu9ENBPoCk4H9\n8/c1tqtyu9E5vtHAg8Alks6y/e5SfD4hhBBCCF1KjPCEDmV7EnAX8IakZySdC3S3fQapSOcI2y+S\nioWOsD2EtM3yWbmLEcBZtjcFtgfOK+q+gjTC8c+c7FQCvwJ2sb0xKRk4t6h9re3NSIVCf56PDQMm\n5FjfAf4HeF7SZEkXA/1sTy7q44s5xgOA6yR9voUYNwJ2BjYHfiZp5fys2F4PGAV8NbfdClhoe0tg\nHVLit1sL7+9iUmK0fXPtQgghhBDKRSQ8ocPZ/jGp4OUVpJGOpyTt3aDZcGCgpFOA48ijKvn75SWd\nTEqCircXO5yUePw6v94c+DIwXtJE4EjS6ErBA/nrFNKIEvn8jKJYzwb6kdbx9ALul3RMUR+/ze0m\nAm+REprmYhxve6HtfwNzSCNI1cBtuZ/XgCfz9xOAyyX9BLg4x9aa7dTebPCcIYQQQghlK6a0hQ4l\n6VtAT9u3AtcC10oaCfygQdO/AOOBGuBR0loaSInBO8A44BbSFK+CJ4HngUuAfUnrgR63PSzfe3k+\nnjAsyF/rSaNDhe8/zO23AIbYvhy4GbhZ0s3ARfkPwKKi/rrl183FuKDo+8J9i++/pM+8rukMUrJz\nLWmqW2PtexRiLro+9qMNIYQQQiBGeELHex84R1IVgKQKYDDwAukH9c9J6g0MIC2+v59UYLSwmcFO\nwKm27wK+mfsonJtEmrI2UNIewNPAlpIG5POnAOe3EN9U0ugTpBGY0ZIGFZ0fkmMt+F6OYSjwJeDF\nFmJszCPAgZK6SfoKaSobwI7AbbavBf5DmqbWPX/fW1JlXv+za4P+qvJzhBBCCCGUvUh4QoeyPR44\nHbhHkoFXgcXAmaQpZmOArwG/A14CXiFNJVtB0orAaOBxSS8D25AW+fcv6n8h8GPgUmA+cBhwm6QX\nScnKcS2EOI68/sX234FDgN9Jei3HO5A0Na5gbUnPA1cB++U1NM3G2IjLgXfzs/6WNMWO/P3+Ofbb\ngSeA/rbnkqbtPUtKlp4pdJQTqyH5eAghhBBC2auor68vdQwhdBp52tvjwJa2P2yhbQ1LUS+nPUna\nE9ja9gmtvKSKtHtdCKGLqV9Ux+x33it1GKEDVFb2YtaseaUOI3SQcv68u3WrYJVVekL6RfL01l4X\na3hCKGJ7gaSzgSNIa2eWGbnw6AjS1tptUls7n7q6+OVHOSjn/1GWm8rKXqUOIYQQOoVIeEJowPad\nrWxX3c6htEkuPLpHqeMIIYQQQuhMIuEJIRSGh0OZiN/8dx2LFy5iztwPSh1GCCF0apHwhJKSVA3c\nQ9pVrAL4PDDGdpumk+V+Rn+Woy6ShpA2IjhJ0nTgRtu/LDo/FqixPXYp+q6hkfU/kg4vfm17TN7R\nrsZ2VUv3zNPa/gAcZHt+a+OZde2z1M37b1seIYTQCfQdtXWpQwghhE4vEp7QGTxXSFQk9QJelvSw\n7ZdLGxYXAnsVvT5W0p22/9ZeN7Q95lNeXyfpt6QtvU/8bKIKIYQQQlh2RcITOpsvkLapnptHVapt\nTy8ewZE0GLgSWIFUK+dji/QlHU1KVHYD1iRtGd0beA8YRSrKebntzfNW1+8A29h+WtKVpC2da4G3\nbM8p6vp/gLGSNsnbXxffc1dSkdAepF3PRtqubeoZiq7rAzwG/ML2XZJ+DgzP78FDNJG05FGfO0lb\nWG8MvA3sm+N9ELhE0lm2323mvQ4hhBBC6PKiDk/oDIZKmihpMmmLwRpgZjPtbwLOtL0hcAtwdOGE\npEOA7wC7234fuBG4xPZGwLHAHaQkoZ+klUh1ct4Btstd7EBKGIYBExq57+uk0ZMlJFUCvwJ2sb1x\nvv7cVjz3SsC9pCToLknfzPcdSkpi1gEOb+b6QcD/2h5IKkZ6IECuBTSZXE8ohBBCCKGcRcITOoPn\nbA/OSclqwADgZ401lLQqsLrtewBsX1FUc2YgqVjnxbbnS+oJrGP7j7ntU6QRIQEPA9WkBOciYDtJ\n6wP/yKMi6wIzGgnhcGCkpE2Kjm0OfBkYL2kiqTDpuq147itJI0J/zK+/Adxs+33bi4Br8rGm/Nv2\nC/n7KaRRrII3WxlDCCGEEEKXFglP6FRysnEr8HWgnrSRAaTEAODDfBxIhUIlrZ1fzgP2Bs7LU9Ua\n+/tdQZrKeS+wI2mE53JgfWB30gYK5Ht8ovCo7X8BPwXGkjZYAOgOPJ6TtsHApqRRpkI/DZ+h4Fxg\nFvDj/LphvIVYm7Kg6Pvi+wAsIk3dCyGEEEIoa5HwhE5FUnfSyMvzwGxgg3xqTwDbc4EZknbOxw8i\nrZ0BeNP2ONKUuDNy8vSGpL1z31uQRpCmkEZ4dgEW5z4nkqbGFRKeqUBVYzHaLkxtKyQ1TwNbShqQ\nX58CnJ+//8QzFHmBVOD0NElrkNby7C/pC5I+BxwKjG/irWpJVX6GEEIIIYSyFglP6AwKa3heACYB\n75NGP04DLpb0LGmNSsFw4NQ8fWw/4IQG/Z0AHJi3lR4OjJL0InApsLfthTkZ+ifweL7mMWC+7dfy\n63E0vwbmcGA+LBn1OQy4Ld9nCHBcbtfUM5CvfQ24DLg0T9O7B3gOeAn4B/CbZmJoVE4ah5A2Xwgh\nhBBCKGsV9fX1LbcKoQxJegLY0/bsUsfSFpL2BLYuWtvUnCpgWtThCWHZ1HfU1syaNa/Rc5WVvZo8\nF7qW+KzLSzl/3t26VRSKpfcnbXTVKrEtdQhNOwY4iU+OIHVaufDoCBps1d2SykM3bZ+AQgjtavHC\nRaUOIYQQOr1IeEJogu1ngWdLHUdb2K4D9mjrdbW186mri9HeclDOvxkMIYRQniLhCSEUhodDmais\n7FXqEMKntHjhIubM/aDUYYQQwjIhEp6ApIeBy2z/Kb8+n7Qov7fthfnYTNJOZiOA5YBf2v5BLt45\n1vZeHRjvEGA/2ydJmk7a5GBhPr0yadH/wbbfa6aP+4ARthstcCppKHC47RFNnK8mFQytXsrHaCqu\n6UC17emtbP9F0oYLy5M2TtjH9oltve/ssU9SN29Byw1DCJ1Cn6N2KHUIIYSwzIhd2gKkH5i/XvR6\nR+CvwNYAktYB3rO9W04QvgJ8Nbf9ErBxB8YKcCFpF7eC3Ypq4AwgFQH9fnMdFD1LU+efayrZ6WQG\nAwttD7T9DLCWpA1LHVQIIYQQQmcRIzwB4FHgIgBJ/YD/AneQ6tQ8RirO+VBh9AG4BFhb0mXAWkA/\nSXfa3kvS90mL/bsBfwN+YnuBpLdyn1uTimJ+1/Y0SfuStnD+Amnk6DDbT0qqIY2g1EiqAmpsV0na\nAXjL9pwmnmVlYCVgTn6eXUl1enoA04CRtmuLnqUa2BXoDawNPGT7iOIRHEmDgSuBFXK/H9sQQNLR\nwF7AbkA/4ApgFdLI01G2X5A0FpgLbAKsQaoTdK2k3sCN+X18mTRSU9h84CLgG6SiojfYPjfH9WtS\nsdN/A+sCq0m62/Yw4CbgeODgJt6fEEIIIYSyEiM8AVJi8lVJy5OSnIfyn13y+W1JhToLRgHP2f5J\n/n5mTnY2AEYCW+XRln+TfviGVPDzUdsbAxOAI/MP9YcDu9seRPpB/uQWYh2Wry92n6TJkt4G7iPV\n27lNUiXwK2CXfN8H+fjIUMFWpCKiGwF7NDJCchNwpu0NgVtIBUoBkHRIvnZ32+8D1wEn2h4C/DC3\nL1iLlDwO46PCpGcAz+e+LwP65uOH5/YbAZsB35H0rXxuALCD7W+Sphg+l5Md8nuzh6SKRp4zhBBC\nCKHsRMITsL0YeAoYSk54bE8DVpD0JWBL0khPS7YnjTg8lYuC7gl8rej8A/nrFNL6oDrSyMguks4A\nDgFaWj2/LjCjwbHdbG8EHAFUArfbrgc2J01vG5/jOTJf39CTtuflhOUN0mgPAJJWBVbPRUGxfUVR\nfZuBwG+Bi23Pl9QT2BS4Nt/v90BPSavk9g/luKYU3aMauDX3PSHfH2AH0tqoxTmum0ijPbmp5zb2\n5uSCqhWkEaYQQgghhLIXU9pCQWEdz2bA8HzsEVLSMtv2u5Ja6qM7cJvtUQA5AVjyd8x2YVV8PVCR\nzz9DmtI1AZhMSkqWtMnf9yi6Rz3wYWM3t/0HSTsD15Cml3UHHi+MfuQRrMYSquLV+sX3Jd9ryX7N\nuY9++eU84FDgYkkP5PstyKNbhfZrkqfXFe5ju77ovWx4v0JRjYa/jKjgo/eypa2ZFgF1LbQJIYQQ\nQigLMcITCh4lLfR/0Xbhh+6HSetrHm7QdhEf/fBd/H0NsJekPnlK1RWk9TxNGUD6gf9/gPHA3qSk\nAWA2sEH+/ttF10wFqprp8xRg6zz962lgS0kDis6d3+SVjcgjKTNyIgVwEGkaGsCbtseRnvuM3PY1\nScMBJO3EJ6ffNfRI7hNJmwLr5OOPAQdL6i5pBdK6ofEtxSupV467qTVOIYQQQghlJRKeAIDtKaRp\nUA8VHX6MNCWtYcLzCrCypBuAt4F/SBpvexJwer7uJVLy8qtmbjuJtNX1q7n9LNIOcJDW8xwh6XnS\nhgYF40hT55p6jn+T1umcR0qaDiOt53kRGEJK4NpqOHBqnqa2H3BCg/MnAAfm7bIPBEZImgycQ9o+\nu7mKnqeR1k+9BPyMj6a0XUmaujcJeAEYZ/vOVsS6HXBP6x4rhBBCCKHrq6ivj+rqYdki6QlgT9uz\nSx1LZyPpj8Bptl9s5SVVwLSowxPCsqXPUTswa9a8ZttUVvZqsU3oGuKzLi/l/Hl361ZRKJbeH5je\n2utiDU9YFh0DnMQnR1rKWp4SN70Nyc4Sqx6yVTtEFEJoL4sXLmq5UQghBCASnrAMsv0s8Gyp4+hs\nPs37Uls7n7q6GO0tB+X8m8EQQgjlKRKeEEJheDiUicrKXqUOIbTR4oWLmDO3pQ0aQwghNCYSnhAC\ns6/7M3Xz4oepEDqrPkfuWuoQQghhmRW7tIU2k1QtqabodS9JT0m6YCn6qpFUvTT3beU1u0n6P0m/\nz6+HSSrUCfrEHC5J0yVVNdNflaTp+fuxkg5pSzytiPdTPaOkCyRt/FnGFEIIIYSwLIuEJ3wquXjo\nA0CN7aXZ8rm97QOcbvsAScuRtn6+osQxfdaWPCNpK+yLShxPCCGEEEKnEVPawlKTtCJwH/CY7VPy\nsSNJhTRXBBYC+9t2HhWptj09j+iMtl1d1NeawE35ujpglO2ncsHPC4EFpHo9hfYDgKuA3sB7uf2z\nksaS6gmtA1xOKlq6o6S63O8E2x+28vl+BnyXVE/oQdLOcE21/T5p97huwN+An9heIGkW8BywOrAH\ncGN7PqPtqyXNkrS97RYLlYYQQgghdHUxwhOW1gqkApcbkn5YR9IXST98V9semM8f2cr+fgDcY3so\ncCqwdR6RuQ7Yx/YmQPEikxuBS2xvBBwL3JHbA9TaXs/2b4C7gVNtXw0MAyYU31TSxOI/QL98fFdg\nE2BTYGNgDVJR0U+QtAEwEtjK9mDg38Dx+fSqwLn5+GEd8IzkZxzW5DsdQgghhFBGIuEJS2tT4FHg\nFuBqANvvAgcA35N0DmlEo7Xbfz0CHJ/X2qwCXEpKpmbafiW3uQ6WTKNbx/Yf832fAuYAyu2ebuIe\n6wIzig/YHlz8B5iZT+0IbE4arXkeGAps0ES/2+e+n8pJ057A14rOF+LpiGcEeDPHE0IIIYRQ9iLh\nCUvrr7bPAo4DBkr6kaS1gL8CKwP3A2OBity+vuj7Hg07s5js22kAABDySURBVP0EsD5p6th+wLgG\n1wAUKu019ve2go+maDa13Vg90KrpbKRpbBcVJUKbA2c30/a2orabUTSyZfuD/LUjnrHQR10z50MI\nIYQQykYkPGFpLQSw/T5pzc55+etU2xeSCmDuRUoGAGbz0QjJng07k/RrYLjt60jJwhBgMtBX0qDc\nbP98z3eBNyTtna/dAlgNmNJCzFOBqlY+32PAQZJ6Svoc8CfS5gCNqQH2ktRHUgVpU4RjSvSMkJ5x\namseMoQQQgihq4uEJ3xqtp8mreMZAXST9DJpGtirQP/c7DTgYknPAv9ppJvfAPvkKWF3At/Pmwvs\nD9wg6XnSuqGC4cAoSS+SpobtbXthC6GOI00/a80zjQP+QJo6NgWYSJ5u1kjbScDppCTpJVKS96sS\nPSOkZ7yrFe1CCCGEELq8ivr6T5QiCaFLkrQ88DiwZWt3alvWSOoD/NH21q28pAqY1n4RhRA+C4sX\nLmLO3LYVB66s7MWsWfPaKaLQmcRnXV7K+fPu1q2CVVbpCekX6tNbe11sSx3KRt4m+mzgCODiUsfT\nTn5OI9PpWlJbO5+6uvjlRzko5/9RhhBCKE+R8ISyYvvOUsfQnmy3OdkJIYQQQujKIuEJIRSGh0OZ\nqKzsVeoQyt7STFELIYSwdCLhCU2SVAXU2K5qcLzedkUT11QDo21XS6rJ39d8hjEdQipsekgbrhkJ\njAZ+b/sESaNI8z4n08bny+er6cTPCPQFTrb9f629fvb1D1M3L374CqGj9PlJ1AYOIYSOEru0hXKw\nP3BoTnb6AsNs313qoD5jS56RtEPchSWOJ4QQQgihU4gRnrBUJHUn1d6pJm3DPDbX32mq/c+A7+a2\nDwInAV8BHiDV6PmAVMT0KtLfywWkH+Bfk3QQ8EvgXeBNYH7ucwvS5gPL5z5+ZHtqHnWZQ6r7cxOp\nEOjleWRnC+COrvyMtu+TVCXpq7Zfb82zhhBCCCF0VTHCE1rST9LE4j/5+EgA20NIP2zvKWmbxjqQ\ntCuwCbApsDGwBnBg4TSpGOdOwLHABbaHAr8FtpDUD/g1sC2wJdAr9/l54BbgSNuDgDHAzUW3nWxb\nts8AngNG2L4PGAZMaMXzLcvPCGn77d0bizWEEEIIoZzECE9oyUzbg4sPSKoHdgQGS9ohH+4JbAi8\n3EgfOwKbA3/Lr78A/IP0Q/m/bU/Px+8FLsvJw7j8Zy/gSdtv53vfCHwDGAC8Y/tZANu3S7pK0kq5\nr6ebeJ51gRmteL5C3MviM0IaJVq3mfMh/H97dx6kV1WncfzbCfsmShJZXAIFPIyCBhgQIktAoJRN\nLcIiCEYRkSUostQoIDBaZoQqJowgKApSDlpkQJBlQISAskZBQoAwz4S1BodxAlgxYYBOSM8f575w\n0+kk3aGbN7nv8/nn7fe85577O33rdvXvPeeeExER0RGS8MTyGg6cbvtXAJJGUKZh7bSEupNtX1DV\nXR9YAIygTPMCwPY1ku6njEycDOxHmQ5WX0BgQfXa1+hkV3Uu6u32shDo76ajK2sfW20sXFrnIiIi\nIjpBprTF8poKHCNpVUnrUEYy+koEWnWPlLSOpFWA64HxvStJuhrYwfaPgLOA7ap2d5a0iaRhwKFV\ndQMbSNqhOvYQ4DnbLy8j7qeA0Q3vI1Ufn+xnPyMiIiIaKwlPLK9LgVnAw5TnR65Y0tLMtm8ErqVM\nwXoMmA5c2UfV7wFnSPoT5ZmW46ppXhOB24E/UB7qx/brlMTgIkmPASfyVqKwNDcCe/SviyttHwF2\np/Q1IiIioqN19fT0LLtWRENI2hCYYnu3dscyVCR9FDjT9sH9qD4aeCb78ES8s0adcCCzZ88d0nOM\nHLnukJ8jVgy51p2lk6/3sGFdrc3SN6XsqdgveYYnOort/5F0naTP2L6+3fEMkdMpy1/324ij9h6i\nUCKiL290L1h2pYiIGBRJeKLjLG0vnSawfcSyay3qpZfmsXBhRns7QSd/MxgREZ0pCU9EtIaHo0OM\nHLluu0NYobzRvYCX52RKZ0REUyXhiXeMpNHAM8CPbR9bKx9DWRjgi7Z/NgTnPQfA9jkDOGY48G/A\n5ylTxM4Gxtq+v1ZnMvA12119t/L2SXoWGFfbx2dZ9U8GZtm+aSDnefHn/87Cuf834PgimmDU8Yst\nqBgREQ2SVdrinfYS8MkqoWg5FJjdpniW5DjgN7ZbWcDz1JaZltRFWQltRXMxcKak1dsdSERERMSK\nICM88U6bR1myeTfgzqpsH8qSzEg6ETgSWBvoBj5n29VIxzRgDGX/mm9Vxw4HtgZ2pGzE+QNgHWAU\nMMn2pVW9HSXdB2xCWV76HEkTgE8C7wE2A26zfXyVzEys2mz5NfBp3loMYFfg/ioeJK0H/BR4H7Bx\n1Z8vU5Ki86o4H6NsHPqRqo2RwF9tb72kflf1vi1pW2At4Cjb0yTdRVnCeteqnYm2b7HdLeke4HDg\niqVdiIiIiIhOkBGeaIcpVKMl1aaaMyj/5K8HfIYyhWtr4CbK3jMtt9iW7Sm2x9geQ9nw84e2/0hJ\nML5rewfKXjvn1459b1W2PXCapNZDDGOBgyhJyAGStgE+CsyxPad2/IvA061NQCmjUlfXPt8PmG57\nZ2ALSqKzXfXZlsCetr9g+6gq7j0p++0cWyVLS+v3TNvbUpK5U2vlq1XnOxn4bq3898CBREREREQS\nnmiLG4BPSRrGoonD3ygjE4dJmgQcQBmtaZlWb0TSlyhJxderolOANSR9k5IA1I+9xfbrtl+kJC/v\nqcrvsz23mrr2dFW+BWUKW29TgPHVdLyxwN2tD2z/EvitpK9TEpMNaud3PXmStArl+aALbd9re1n9\nbi2f/TgwolZ+a/X6WK0/AM9VfYiIiIjoeEl44h1nex7wCLALZaTj9uqj91Omia0P3AL8jDIFrOXN\nZZQkjQXOAMbbnl8VTwE+C8ysPqurb3rRU2v3tT7Ke4D5LO46yrS2ccDvbS+sxTORMqI0m5LwzKyd\no/fyT5OBp1vT7SQtq9+t2Ht6lb+2hPIFwEIiIiIiIglPtM0U4J+AB223/qF/BXiy2ifnj5TkZXjv\nA6sE4SrgMNt/qX20N/Bt278GPlXVXez4fngSGN270PZLlNGT77DodLbWuX9k+ypgDcqzPX3Ffgxl\nVOqEWvEO9KPfAzC66kNEREREx8uiBdEuN1Ie8j+rVtYNDJPUGh35HWVBgt7OAtYFLqmmhwFMAs4B\n7pH0GmUE6Vlg0+WI7RFghKR39XqOB0qidjZlRKZuchXPN4E5wH3VuXsnHhcDTwEPVFP6oCw8cFw/\n+t1fe1AWWYiIiIjoeF09PdldPaI3SScBC21f1O5YBkLSapRkbKzt1/txyGjgmezDE51s1PHjmT17\nbrvDGHQjR67byH7F4nKtO0snX+9hw7pam6VvSvliu18ywhPRt0uAayRdXtuLZ2VwEvCdfiY7UE2d\nG3HkvkMXUcQK7o3uBQwbNmT7B7dVU/sVi8u17iyder1r/R7Q1P+M8ER0tl2orTYXERERsRLYFbin\nv5WT8ER0ttUpiya8ALzR5lgiIiIilmY4sBFlkaf+zmZJwhMREREREc2VZakjIiIiIqKxkvBERERE\nRERjJeGJiIiIiIjGSsITERERERGNlYQnIiIiIiIaKwlPREREREQ0VhKeiIiIiIhorFXaHUBEtI+k\nw4EzgVWBybYvbnNIMUQk3QmMAuZXRcfantbGkGKQSVoPuA/Y3/azkvYCLgDWBK62fWZbA4xB1cf1\nvgLYBXilqnKu7evaFmAMCklnA4dUb2+2fXru7YHLxqMRHUrSJsA9wPaU3YrvAz5ne2ZbA4tBJ6kL\neB74oO0F7Y4nBp+kjwGXAVsBWwJ/AQzsDvwXcDPlS41b2hZkDJre17tKeB4F9rH9Qnuji8FSJTbn\nAnsAPcCtwE+A75N7e0AypS2ic+0FTLX9su1XgGuA8W2OKYaGqtfbJD0i6cS2RhND4RjgBOC/q/c7\nArNsP1Mluf8KHNyu4GLQLXK9Ja0FfAC4XNIMSedKyv94K78XgFNsd9ueDzxB+UIj9/YA5WaI6Fwb\nU/6YtrwAvK9NscTQejdwB/BZ4BPAVyXt3d6QYjDZ/rLtu2tFub8brI/rvSEwFfgSsBOwK3B0O2KL\nwWP7cdsPAEjagjK1bSG5twcsz/BEdK5hlCHyli7KH9JoGNv3A/e33kv6KbAv8Nu2BRVDLfd3B7H9\nNOULDQAk/QA4ijLtLVZykj5Mmbp2GrCAMsrTknu7HzLCE9G5ngc2qr3fkLemw0SDSNpF0idqRV28\ntXhBNFPu7w4iaRtJB9WKco83hKSPU0bo/8H2leTeXi4Z4YnoXLcD50gaSVnV5yDgK+0NKYbI+sA/\nShpLWZHvC8BX2xtSDLFpgCRtDjwDHA5c3t6QYgh1AZMlTQXmUf6WX9nekOLtkvR+4HrgUNtTq+Lc\n28shIzwRHcr2n4EzgDuB6cAvbP+hvVHFULB9E2U6xMPAQ8Dl1TS3aCjbrwETgGuBmcB/UBYmiQay\nPQOYBNxLud7Tbf+yvVHFIDgVWAO4QNJ0SdMp9/UEcm8PSJaljoiIiIiIxsoIT0RERERENFYSnoiI\niIiIaKwkPBERERER0VhJeCIiIiIiorGS8ERERERERGNlH56IiIgGkTQaeAp4tFbcBVxo+/JedQ8E\n9rJ90nKe61ngdeBVoAdYDbgNOMX2gHZ/l7QfcCawFuX/k8eBb9h+fnlii4hoScITERHRPK/aHtN6\nI2kT4DFJD1Z7tgBg+wbghrd5riNsP1idZzXgd8DxwEX9bUDSxpSNMre3/VxVdgYwBRj7NuOLiA6X\nhCciIqLhbP9Z0ixgH0kXA2sDcyhJxnjb+0vaELgU2ApYCFxq+18kvQu4ENgGWBW4AzjN9oI+ztMt\n6e6qDSSNBb5fne8N4FzbN0maABxdi+NrlNGhdWrNTQYeqdpZrYphb+B/KZvorm17gqS7KBvq7gSM\nAn4MbAjsXrV/iO36aFdEdJg8wxMREdFwknYGNgfWBD4MjLO9R69qPwT+0/ZWwM7AVyRtDvwz8JDt\n7YFtgRHAN5Zwno2BA4A7Jb0buAI40vZ2wKeBSyR9oKr+ZhzVqNNlwMOSZkq6rGrn1qruicCWwIeA\nfVh81Ge07Y8DnwfOA+6y/ffV8RMH8ruKiObJCE9ERETzrClpevXzKsCLwBHAe4EZtv/WxzF7AacD\n2J4DbA0gaX9gR0lHt9ruddxVkl6lfIk6H/iJ7Wsl7QtsBFwvqVW3B/hI9fMicdg+RdL3gHGU0Znz\ngYmSdgP2BH5huxvolnQl8OaUPeBX1etT1euttffj+vwNRUTHSMITERHRPIs8w9NSTSWbt4RjFlAS\nklbdzSiJ0nDgYNtPVOXr1+tRe4anl+HAE7Y/VmtzY2A2JfmaVys/ENjA9hXAtcC1kr4FPE8ZVXqV\nsvBCS3evc71ef2N7/hL6GBEdKFPaIiIiAuB24IsA1XM7dwBbAL8BTpbUJWl1yiIHJ/ajvQeALaoR\nGiSNAWYBm/RRdy4wSdKHamWbUZKwp4CbgQmS1qhiOGw5+hcRHSoJT0REREBJYv5O0gzgXmCS7YeA\nkygP/z8KzKhez1tWY7ZnAwcB50t6BPg55XmeZ/uoe2d1/islzZL0BGXRgn1t/5WyuMJU4E/A3ZQE\nKSKiX7p6enqWXSsiIiJiBSHpVGBr2xPaHUtErPgywhMREREREY2VEZ6IiIiIiGisjPBERERERERj\nJeGJiIiIiIjGSsITERERERGNlYQnIiIiIiIaKwlPREREREQ0VhKeiIiIiIhorP8Hr0OfnP+qLMsA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_per_area.sort_values(by='PricePerSqm', ascending=False, inplace=True)\n",
    "fig = plt.figure(figsize=(10,15))\n",
    "sns.barplot(mean_per_area.PricePerSqm, mean_per_area.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting coordinates with Google Geocoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "gmaps = googlemaps.Client(key='your-api-key-here')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 0 coordinates!\n",
      "Got 300 coordinates!\n",
      "Got 600 coordinates!\n",
      "Got 900 coordinates!\n",
      "Got 1200 coordinates!\n",
      "Got 1500 coordinates!\n",
      "Got 1800 coordinates!\n",
      "Got 2100 coordinates!\n",
      "Got 2400 coordinates!\n",
      "Got 2700 coordinates!\n",
      "Got 3000 coordinates!\n"
     ]
    }
   ],
   "source": [
    "lat = []\n",
    "lng = []\n",
    "for index, row in results.iterrows():\n",
    "    if row.Street != '':\n",
    "        geocode_result = gmaps.geocode(row.Street + row.Area + ', Berlin')\n",
    "    else:\n",
    "        geocode_result = gmaps.geocode(row.Area + ', Berlin')\n",
    "    lat.append(geocode_result[0]['geometry']['location']['lat'])\n",
    "    lng.append(geocode_result[0]['geometry']['location']['lng'])\n",
    "    \n",
    "    if index%300 == 0:\n",
    "        print('Got {} coordinates!'.format(index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "results['lat'] = lat\n",
    "results['lng'] = lng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>Street</th>\n",
       "      <th>Area</th>\n",
       "      <th>City</th>\n",
       "      <th>Price</th>\n",
       "      <th>sqm</th>\n",
       "      <th>Rooms</th>\n",
       "      <th>Url</th>\n",
       "      <th>PricePerSqm</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Schnackenburgstr. 12-13</td>\n",
       "      <td>Friedenau(Schöneberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>409.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115230398</td>\n",
       "      <td>12.781250</td>\n",
       "      <td>52.474258</td>\n",
       "      <td>13.333949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Emdener Straße 29</td>\n",
       "      <td>Tiergarten(Tiergarten)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>318.14</td>\n",
       "      <td>36.61</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115205963</td>\n",
       "      <td>8.689975</td>\n",
       "      <td>52.530583</td>\n",
       "      <td>13.334164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eichborndamm 39</td>\n",
       "      <td>Reinickendorf(Reinickendorf)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>458.42</td>\n",
       "      <td>50.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/84230002</td>\n",
       "      <td>9.168400</td>\n",
       "      <td>52.571650</td>\n",
       "      <td>13.313080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mariendorfer Weg 49</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1057.00</td>\n",
       "      <td>68.22</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114864184</td>\n",
       "      <td>15.493990</td>\n",
       "      <td>52.462873</td>\n",
       "      <td>13.422719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Danziger Straße 73</td>\n",
       "      <td>PrenzlauerBerg(PrenzlauerBerg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1459.00</td>\n",
       "      <td>75.02</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113885749</td>\n",
       "      <td>19.448147</td>\n",
       "      <td>52.539535</td>\n",
       "      <td>13.425363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Stallschreiberstraße 27</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1799.00</td>\n",
       "      <td>95.80</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115478066</td>\n",
       "      <td>18.778706</td>\n",
       "      <td>52.508521</td>\n",
       "      <td>13.406499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schöneberger Ufer 5</td>\n",
       "      <td>Kreuzberg(Kreuzberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>887.68</td>\n",
       "      <td>24.82</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115238928</td>\n",
       "      <td>35.764706</td>\n",
       "      <td>52.502697</td>\n",
       "      <td>13.373920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Fraunhoferstraße  22</td>\n",
       "      <td>Charlottenburg(Charlottenburg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2355.86</td>\n",
       "      <td>168.24</td>\n",
       "      <td>5</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/110356560</td>\n",
       "      <td>14.002972</td>\n",
       "      <td>52.515787</td>\n",
       "      <td>13.318043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bismarckstraße  80</td>\n",
       "      <td>Charlottenburg(Charlottenburg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>2225.70</td>\n",
       "      <td>148.38</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/111917240</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>52.511208</td>\n",
       "      <td>13.304678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zeppelinstr. 85</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>497.17</td>\n",
       "      <td>60.52</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115168796</td>\n",
       "      <td>8.214970</td>\n",
       "      <td>52.546338</td>\n",
       "      <td>13.184756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Groener Straße 19</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1016.00</td>\n",
       "      <td>112.67</td>\n",
       "      <td>4</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115461269</td>\n",
       "      <td>9.017485</td>\n",
       "      <td>52.543221</td>\n",
       "      <td>13.203022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Weverstr. 7</td>\n",
       "      <td>Spandau(Spandau)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>532.19</td>\n",
       "      <td>65.46</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115439152</td>\n",
       "      <td>8.130003</td>\n",
       "      <td>52.519445</td>\n",
       "      <td>13.195728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mariendorfer Weg 53</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1563.89</td>\n",
       "      <td>90.66</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114988471</td>\n",
       "      <td>17.250055</td>\n",
       "      <td>52.463994</td>\n",
       "      <td>13.427605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Glienicker Str. 6</td>\n",
       "      <td>Köpenick(Köpenick)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>753.30</td>\n",
       "      <td>77.82</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115302916</td>\n",
       "      <td>9.680031</td>\n",
       "      <td>52.441570</td>\n",
       "      <td>13.568770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Luisenstraße 50</td>\n",
       "      <td>Mitte(Mitte)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1530.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113704438</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>52.524103</td>\n",
       "      <td>13.379575</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Street                            Area     City    Price  \\\n",
       "0   Schnackenburgstr. 12-13           Friedenau(Schöneberg)   Berlin   409.00   \n",
       "1         Emdener Straße 29          Tiergarten(Tiergarten)   Berlin   318.14   \n",
       "2           Eichborndamm 39    Reinickendorf(Reinickendorf)   Berlin   458.42   \n",
       "3       Mariendorfer Weg 49              Neukölln(Neukölln)   Berlin  1057.00   \n",
       "4        Danziger Straße 73  PrenzlauerBerg(PrenzlauerBerg)   Berlin  1459.00   \n",
       "5   Stallschreiberstraße 27                    Mitte(Mitte)   Berlin  1799.00   \n",
       "6       Schöneberger Ufer 5            Kreuzberg(Kreuzberg)   Berlin   887.68   \n",
       "7      Fraunhoferstraße  22  Charlottenburg(Charlottenburg)   Berlin  2355.86   \n",
       "9        Bismarckstraße  80  Charlottenburg(Charlottenburg)   Berlin  2225.70   \n",
       "10          Zeppelinstr. 85                Spandau(Spandau)   Berlin   497.17   \n",
       "11        Groener Straße 19                Spandau(Spandau)   Berlin  1016.00   \n",
       "12              Weverstr. 7                Spandau(Spandau)   Berlin   532.19   \n",
       "13      Mariendorfer Weg 53              Neukölln(Neukölln)   Berlin  1563.89   \n",
       "14        Glienicker Str. 6              Köpenick(Köpenick)   Berlin   753.30   \n",
       "15          Luisenstraße 50                    Mitte(Mitte)   Berlin  1530.00   \n",
       "\n",
       "       sqm Rooms                                                Url  \\\n",
       "0    32.00     1  https://www.immobilienscout24.de/expose/115230398   \n",
       "1    36.61     1  https://www.immobilienscout24.de/expose/115205963   \n",
       "2    50.00     2   https://www.immobilienscout24.de/expose/84230002   \n",
       "3    68.22     3  https://www.immobilienscout24.de/expose/114864184   \n",
       "4    75.02     2  https://www.immobilienscout24.de/expose/113885749   \n",
       "5    95.80     4  https://www.immobilienscout24.de/expose/115478066   \n",
       "6    24.82     1  https://www.immobilienscout24.de/expose/115238928   \n",
       "7   168.24     5  https://www.immobilienscout24.de/expose/110356560   \n",
       "9   148.38     3  https://www.immobilienscout24.de/expose/111917240   \n",
       "10   60.52     2  https://www.immobilienscout24.de/expose/115168796   \n",
       "11  112.67     4  https://www.immobilienscout24.de/expose/115461269   \n",
       "12   65.46     2  https://www.immobilienscout24.de/expose/115439152   \n",
       "13   90.66     3  https://www.immobilienscout24.de/expose/114988471   \n",
       "14   77.82     3  https://www.immobilienscout24.de/expose/115302916   \n",
       "15  102.00     3  https://www.immobilienscout24.de/expose/113704438   \n",
       "\n",
       "    PricePerSqm        lat        lng  \n",
       "0     12.781250  52.474258  13.333949  \n",
       "1      8.689975  52.530583  13.334164  \n",
       "2      9.168400  52.571650  13.313080  \n",
       "3     15.493990  52.462873  13.422719  \n",
       "4     19.448147  52.539535  13.425363  \n",
       "5     18.778706  52.508521  13.406499  \n",
       "6     35.764706  52.502697  13.373920  \n",
       "7     14.002972  52.515787  13.318043  \n",
       "9     15.000000  52.511208  13.304678  \n",
       "10     8.214970  52.546338  13.184756  \n",
       "11     9.017485  52.543221  13.203022  \n",
       "12     8.130003  52.519445  13.195728  \n",
       "13    17.250055  52.463994  13.427605  \n",
       "14     9.680031  52.441570  13.568770  \n",
       "15    15.000000  52.524103  13.379575  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#save to csv\n",
    "results.to_csv('housing_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting distance to nearest stations and markets via Google Places"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 0 results!\n",
      "Got 300 results!\n",
      "Got 600 results!\n",
      "Got 900 results!\n",
      "Got 1200 results!\n",
      "Got 1500 results!\n",
      "Got 1800 results!\n",
      "Got 2100 results!\n",
      "Got 2400 results!\n",
      "Got 2700 results!\n",
      "Got 3000 results!\n"
     ]
    }
   ],
   "source": [
    "all_stations = []\n",
    "all_supermarkets = []\n",
    "\n",
    "for i in range(len(lat)):\n",
    "    coordinate = lat[i], lng[i]\n",
    "    stations = []\n",
    "    stations_placeid = []\n",
    "    supermarkets = []\n",
    "    supermarkets_placeid = []\n",
    "    \n",
    "    #stations\n",
    "    transit_stations = gmaps.places_nearby(location=coordinate, radius=500, type='transit_station')\n",
    "    for station in transit_stations['results']:\n",
    "        stations.append(station['name'])\n",
    "        stations_placeid.append(station['place_id'])\n",
    "    all_stations.append((stations, stations_placeid))\n",
    "    \n",
    "    #supermarkets\n",
    "    markets = gmaps.places_nearby(location=coordinate, radius=500, type='supermarket')\n",
    "    for market in markets['results']:\n",
    "        supermarkets.append(market['name'])\n",
    "        supermarkets_placeid.append(market['place_id'])\n",
    "    all_supermarkets.append((supermarkets, supermarkets_placeid))\n",
    "    \n",
    "    if i%300 == 0:\n",
    "        print('Got {} results!'.format(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "results['stations'] = all_stations\n",
    "results['supermarkets'] = all_supermarkets\n",
    "results.to_csv('housing_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Street</th>\n",
       "      <th>Area</th>\n",
       "      <th>City</th>\n",
       "      <th>Price</th>\n",
       "      <th>sqm</th>\n",
       "      <th>Rooms</th>\n",
       "      <th>Url</th>\n",
       "      <th>PricePerSqm</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>stations</th>\n",
       "      <th>supermarkets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Schnackenburgstr. 12-13</td>\n",
       "      <td>Friedenau(Schöneberg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>409.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115230398</td>\n",
       "      <td>12.781250</td>\n",
       "      <td>52.474258</td>\n",
       "      <td>13.333949</td>\n",
       "      <td>([Breslauer Platz (Berlin), Hähnelstr. (Berlin...</td>\n",
       "      <td>([Netto Filiale, EDEKA Scheibner, denn's Bioma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Emdener Straße 29</td>\n",
       "      <td>Tiergarten(Tiergarten)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>318.14</td>\n",
       "      <td>36.61</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/115205963</td>\n",
       "      <td>8.689975</td>\n",
       "      <td>52.530583</td>\n",
       "      <td>13.334164</td>\n",
       "      <td>([Wittstocker Str. (Berlin), Rathaus Tiergarte...</td>\n",
       "      <td>([Arminius Market Hall, NORMA Filiale, dm-drog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eichborndamm 39</td>\n",
       "      <td>Reinickendorf(Reinickendorf)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>458.42</td>\n",
       "      <td>50.00</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/84230002</td>\n",
       "      <td>9.168400</td>\n",
       "      <td>52.571650</td>\n",
       "      <td>13.313080</td>\n",
       "      <td>([Eichborndamm/Antonienstr. (Berlin), Auguste-...</td>\n",
       "      <td>([nahkauf, EDEKA Görse &amp; Meichsner, Intermarkt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mariendorfer Weg 49</td>\n",
       "      <td>Neukölln(Neukölln)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1057.00</td>\n",
       "      <td>68.22</td>\n",
       "      <td>3</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/114864184</td>\n",
       "      <td>15.493990</td>\n",
       "      <td>52.462873</td>\n",
       "      <td>13.422719</td>\n",
       "      <td>([Mariendorfer Weg (Berlin), Eschersheimer Str...</td>\n",
       "      <td>([ALDI Berlin-Neukölln], [ChIJfV1jLJBPqEcRUDDg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Danziger Straße 73</td>\n",
       "      <td>PrenzlauerBerg(PrenzlauerBerg)</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>1459.00</td>\n",
       "      <td>75.02</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.immobilienscout24.de/expose/113885749</td>\n",
       "      <td>19.448147</td>\n",
       "      <td>52.539535</td>\n",
       "      <td>13.425363</td>\n",
       "      <td>([Prenzlauer Allee/Danziger Str. (Berlin), Frö...</td>\n",
       "      <td>([denn's Biomarkt, Lidl, PENNY, Arin Spätkauf,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Street                            Area     City    Price  \\\n",
       "0  Schnackenburgstr. 12-13           Friedenau(Schöneberg)   Berlin   409.00   \n",
       "1        Emdener Straße 29          Tiergarten(Tiergarten)   Berlin   318.14   \n",
       "2          Eichborndamm 39    Reinickendorf(Reinickendorf)   Berlin   458.42   \n",
       "3      Mariendorfer Weg 49              Neukölln(Neukölln)   Berlin  1057.00   \n",
       "4       Danziger Straße 73  PrenzlauerBerg(PrenzlauerBerg)   Berlin  1459.00   \n",
       "\n",
       "     sqm Rooms                                                Url  \\\n",
       "0  32.00     1  https://www.immobilienscout24.de/expose/115230398   \n",
       "1  36.61     1  https://www.immobilienscout24.de/expose/115205963   \n",
       "2  50.00     2   https://www.immobilienscout24.de/expose/84230002   \n",
       "3  68.22     3  https://www.immobilienscout24.de/expose/114864184   \n",
       "4  75.02     2  https://www.immobilienscout24.de/expose/113885749   \n",
       "\n",
       "   PricePerSqm        lat        lng  \\\n",
       "0    12.781250  52.474258  13.333949   \n",
       "1     8.689975  52.530583  13.334164   \n",
       "2     9.168400  52.571650  13.313080   \n",
       "3    15.493990  52.462873  13.422719   \n",
       "4    19.448147  52.539535  13.425363   \n",
       "\n",
       "                                            stations  \\\n",
       "0  ([Breslauer Platz (Berlin), Hähnelstr. (Berlin...   \n",
       "1  ([Wittstocker Str. (Berlin), Rathaus Tiergarte...   \n",
       "2  ([Eichborndamm/Antonienstr. (Berlin), Auguste-...   \n",
       "3  ([Mariendorfer Weg (Berlin), Eschersheimer Str...   \n",
       "4  ([Prenzlauer Allee/Danziger Str. (Berlin), Frö...   \n",
       "\n",
       "                                        supermarkets  \n",
       "0  ([Netto Filiale, EDEKA Scheibner, denn's Bioma...  \n",
       "1  ([Arminius Market Hall, NORMA Filiale, dm-drog...  \n",
       "2  ([nahkauf, EDEKA Görse & Meichsner, Intermarkt...  \n",
       "3  ([ALDI Berlin-Neukölln], [ChIJfV1jLJBPqEcRUDDg...  \n",
       "4  ([denn's Biomarkt, Lidl, PENNY, Arin Spätkauf,...  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting results with Folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = folium.Map(\n",
    "    location=[52.524103, 13.379575],\n",
    "    zoom_start=12\n",
    ")\n",
    "\n",
    "cmap = matplotlib.cm.get_cmap('bwr')\n",
    "norm = matplotlib.colors.Normalize(vmin=7, vmax=23)\n",
    "\n",
    "for index, row in results.iterrows():\n",
    "    #top section\n",
    "    html=\"\"\"\n",
    "        <h4><a href={url} target=\"_blank\">Original listing</a></h4>\n",
    "        <ul>\n",
    "          <li>{street}</li>\n",
    "          <li>Price: {price} &euro;</li>\n",
    "          <li>Sqm: {sqm} &#13217;</li>\n",
    "          <li>Rooms: {rooms}</li>\n",
    "          <li>Price/sqm: {psqm:.2f} &euro;</li>\n",
    "          <li>Mean price/sqm in {area}: {mean:.2f} &euro;</li>\n",
    "          <li>Difference: {delta:.2f} &euro;</li>\n",
    "        </ul>\n",
    "        \"\"\".format(\n",
    "                street = row.Street, \n",
    "                price = row.Price, \n",
    "                sqm = row.sqm, \n",
    "                rooms = row.Rooms, \n",
    "                psqm = row.PricePerSqm,\n",
    "                url = row.Url,\n",
    "                area = row.Area,\n",
    "                mean = mean_per_area[mean_per_area.index == row.Area].PricePerSqm.values[0],\n",
    "                delta = row.PricePerSqm - mean_per_area[mean_per_area.index == row.Area].PricePerSqm.values[0]\n",
    "            )\n",
    "    #Stations\n",
    "    html = html + '<h4>Stations within 500m radius:</h4> <ul>' #heading and start of list\n",
    "    if (len(row.stations[0]) != 0):\n",
    "        for i in range(len(row.stations[0])):\n",
    "            html = html + \"\"\"\n",
    "                    <li>\n",
    "                        <a href=https://www.google.com/maps/place/?q=place_id:{place_id} target=\"_blank\">\n",
    "                            {name}\n",
    "                        </a>\n",
    "                    </li>\n",
    "                \"\"\".format(\n",
    "                    place_id = row.stations[1][i], \n",
    "                    name = row.stations[0][i]\n",
    "                )\n",
    "    else:\n",
    "        html = html + \"\"\"\n",
    "                    <li>\n",
    "                        None!\n",
    "                    </li>\n",
    "                \"\"\"\n",
    "    html = html + '</ul>' #end of list\n",
    "    \n",
    "    #Markets\n",
    "    html = html + '<h4>Supermarkets within 500m radius:</h4> <ul>' #heading and start of list\n",
    "    if (len(row.supermarkets[0]) != 0):\n",
    "        for i in range(len(row.supermarkets[0])):\n",
    "            html = html + \"\"\"\n",
    "                    <li>\n",
    "                        <a href=https://www.google.com/maps/place/?q=place_id:{place_id} target=\"_blank\">\n",
    "                            {name}\n",
    "                        </a>\n",
    "                    </li>\n",
    "                \"\"\".format(\n",
    "                    place_id = row.supermarkets[1][i], \n",
    "                    name = row.supermarkets[0][i]\n",
    "                )\n",
    "    else:\n",
    "        html = html + \"\"\"\n",
    "                    <li>\n",
    "                        None!\n",
    "                    </li>\n",
    "                \"\"\"\n",
    "    html = html + '</ul>' #end of list\n",
    "    \n",
    "    \n",
    "    iframe = folium.IFrame(html=html, width=250, height=220)\n",
    "    popup = folium.Popup(iframe, max_width=300)\n",
    "\n",
    "    \n",
    "    folium.Circle(\n",
    "        location=[row.lat, row.lng],\n",
    "        radius=110,\n",
    "        popup=popup,\n",
    "        color=col.to_hex(cmap(norm(row.PricePerSqm))),\n",
    "        fill=True,\n",
    "        fill_opacity = 0.5\n",
    "    ).add_to(m)\n",
    "    \n",
    "m.save('housing.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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