Airbnb_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import svm\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>host_id</th>\n",
       "      <th>host_name</th>\n",
       "      <th>neighbourhood_group</th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>last_review</th>\n",
       "      <th>reviews_per_month</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>availability_365</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2539</td>\n",
       "      <td>Clean &amp; quiet apt home by the park</td>\n",
       "      <td>2787</td>\n",
       "      <td>John</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Kensington</td>\n",
       "      <td>40.64749</td>\n",
       "      <td>-73.97237</td>\n",
       "      <td>Private room</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2018-10-19</td>\n",
       "      <td>0.21</td>\n",
       "      <td>6</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2595</td>\n",
       "      <td>Skylit Midtown Castle</td>\n",
       "      <td>2845</td>\n",
       "      <td>Jennifer</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Midtown</td>\n",
       "      <td>40.75362</td>\n",
       "      <td>-73.98377</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>225</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>0.38</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3647</td>\n",
       "      <td>THE VILLAGE OF HARLEM....NEW YORK !</td>\n",
       "      <td>4632</td>\n",
       "      <td>Elisabeth</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.80902</td>\n",
       "      <td>-73.94190</td>\n",
       "      <td>Private room</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3831</td>\n",
       "      <td>Cozy Entire Floor of Brownstone</td>\n",
       "      <td>4869</td>\n",
       "      <td>LisaRoxanne</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Clinton Hill</td>\n",
       "      <td>40.68514</td>\n",
       "      <td>-73.95976</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>2019-07-05</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5022</td>\n",
       "      <td>Entire Apt: Spacious Studio/Loft by central park</td>\n",
       "      <td>7192</td>\n",
       "      <td>Laura</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79851</td>\n",
       "      <td>-73.94399</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5099</td>\n",
       "      <td>Large Cozy 1 BR Apartment In Midtown East</td>\n",
       "      <td>7322</td>\n",
       "      <td>Chris</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Murray Hill</td>\n",
       "      <td>40.74767</td>\n",
       "      <td>-73.97500</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>200</td>\n",
       "      <td>3</td>\n",
       "      <td>74</td>\n",
       "      <td>2019-06-22</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5121</td>\n",
       "      <td>BlissArtsSpace!</td>\n",
       "      <td>7356</td>\n",
       "      <td>Garon</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68688</td>\n",
       "      <td>-73.95596</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>2017-10-05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5178</td>\n",
       "      <td>Large Furnished Room Near B'way</td>\n",
       "      <td>8967</td>\n",
       "      <td>Shunichi</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76489</td>\n",
       "      <td>-73.98493</td>\n",
       "      <td>Private room</td>\n",
       "      <td>79</td>\n",
       "      <td>2</td>\n",
       "      <td>430</td>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>3.47</td>\n",
       "      <td>1</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5203</td>\n",
       "      <td>Cozy Clean Guest Room - Family Apt</td>\n",
       "      <td>7490</td>\n",
       "      <td>MaryEllen</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.80178</td>\n",
       "      <td>-73.96723</td>\n",
       "      <td>Private room</td>\n",
       "      <td>79</td>\n",
       "      <td>2</td>\n",
       "      <td>118</td>\n",
       "      <td>2017-07-21</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5238</td>\n",
       "      <td>Cute &amp; Cozy Lower East Side 1 bdrm</td>\n",
       "      <td>7549</td>\n",
       "      <td>Ben</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>40.71344</td>\n",
       "      <td>-73.99037</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>2019-06-09</td>\n",
       "      <td>1.33</td>\n",
       "      <td>4</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5295</td>\n",
       "      <td>Beautiful 1br on Upper West Side</td>\n",
       "      <td>7702</td>\n",
       "      <td>Lena</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.80316</td>\n",
       "      <td>-73.96545</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "      <td>53</td>\n",
       "      <td>2019-06-22</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5441</td>\n",
       "      <td>Central Manhattan/near Broadway</td>\n",
       "      <td>7989</td>\n",
       "      <td>Kate</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76076</td>\n",
       "      <td>-73.98867</td>\n",
       "      <td>Private room</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>2019-06-23</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5803</td>\n",
       "      <td>Lovely Room 1, Garden, Best Area, Legal rental</td>\n",
       "      <td>9744</td>\n",
       "      <td>Laurie</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>South Slope</td>\n",
       "      <td>40.66829</td>\n",
       "      <td>-73.98779</td>\n",
       "      <td>Private room</td>\n",
       "      <td>89</td>\n",
       "      <td>4</td>\n",
       "      <td>167</td>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>1.34</td>\n",
       "      <td>3</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6021</td>\n",
       "      <td>Wonderful Guest Bedroom in Manhattan for SINGLES</td>\n",
       "      <td>11528</td>\n",
       "      <td>Claudio</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.79826</td>\n",
       "      <td>-73.96113</td>\n",
       "      <td>Private room</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>113</td>\n",
       "      <td>2019-07-05</td>\n",
       "      <td>0.91</td>\n",
       "      <td>1</td>\n",
       "      <td>333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6090</td>\n",
       "      <td>West Village Nest - Superhost</td>\n",
       "      <td>11975</td>\n",
       "      <td>Alina</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>West Village</td>\n",
       "      <td>40.73530</td>\n",
       "      <td>-74.00525</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>27</td>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6848</td>\n",
       "      <td>Only 2 stops to Manhattan studio</td>\n",
       "      <td>15991</td>\n",
       "      <td>Allen &amp; Irina</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.70837</td>\n",
       "      <td>-73.95352</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>148</td>\n",
       "      <td>2019-06-29</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>7097</td>\n",
       "      <td>Perfect for Your Parents + Garden</td>\n",
       "      <td>17571</td>\n",
       "      <td>Jane</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Fort Greene</td>\n",
       "      <td>40.69169</td>\n",
       "      <td>-73.97185</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>215</td>\n",
       "      <td>2</td>\n",
       "      <td>198</td>\n",
       "      <td>2019-06-28</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1</td>\n",
       "      <td>321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>7322</td>\n",
       "      <td>Chelsea Perfect</td>\n",
       "      <td>18946</td>\n",
       "      <td>Doti</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>40.74192</td>\n",
       "      <td>-73.99501</td>\n",
       "      <td>Private room</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>260</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7726</td>\n",
       "      <td>Hip Historic Brownstone Apartment with Backyard</td>\n",
       "      <td>20950</td>\n",
       "      <td>Adam And Charity</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Crown Heights</td>\n",
       "      <td>40.67592</td>\n",
       "      <td>-73.94694</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>2019-06-22</td>\n",
       "      <td>4.44</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7750</td>\n",
       "      <td>Huge 2 BR Upper East  Cental Park</td>\n",
       "      <td>17985</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79685</td>\n",
       "      <td>-73.94872</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>190</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7801</td>\n",
       "      <td>Sweet and Spacious Brooklyn Loft</td>\n",
       "      <td>21207</td>\n",
       "      <td>Chaya</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71842</td>\n",
       "      <td>-73.95718</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>299</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>2011-12-28</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8024</td>\n",
       "      <td>CBG CtyBGd HelpsHaiti rm#1:1-4</td>\n",
       "      <td>22486</td>\n",
       "      <td>Lisel</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.68069</td>\n",
       "      <td>-73.97706</td>\n",
       "      <td>Private room</td>\n",
       "      <td>130</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>1.09</td>\n",
       "      <td>6</td>\n",
       "      <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>8025</td>\n",
       "      <td>CBG Helps Haiti Room#2.5</td>\n",
       "      <td>22486</td>\n",
       "      <td>Lisel</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.67989</td>\n",
       "      <td>-73.97798</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>0.37</td>\n",
       "      <td>6</td>\n",
       "      <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8110</td>\n",
       "      <td>CBG Helps Haiti Rm #2</td>\n",
       "      <td>22486</td>\n",
       "      <td>Lisel</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.68001</td>\n",
       "      <td>-73.97865</td>\n",
       "      <td>Private room</td>\n",
       "      <td>110</td>\n",
       "      <td>2</td>\n",
       "      <td>71</td>\n",
       "      <td>2019-07-02</td>\n",
       "      <td>0.61</td>\n",
       "      <td>6</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>8490</td>\n",
       "      <td>MAISON DES SIRENES1,bohemian apartment</td>\n",
       "      <td>25183</td>\n",
       "      <td>Nathalie</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68371</td>\n",
       "      <td>-73.94028</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "      <td>88</td>\n",
       "      <td>2019-06-19</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8505</td>\n",
       "      <td>Sunny Bedroom Across Prospect Park</td>\n",
       "      <td>25326</td>\n",
       "      <td>Gregory</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Windsor Terrace</td>\n",
       "      <td>40.65599</td>\n",
       "      <td>-73.97519</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>2019-06-23</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>8700</td>\n",
       "      <td>Magnifique Suite au N de Manhattan - vue Cloitres</td>\n",
       "      <td>26394</td>\n",
       "      <td>Claude &amp; Sophie</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86754</td>\n",
       "      <td>-73.92639</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9357</td>\n",
       "      <td>Midtown Pied-a-terre</td>\n",
       "      <td>30193</td>\n",
       "      <td>Tommi</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76715</td>\n",
       "      <td>-73.98533</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>150</td>\n",
       "      <td>10</td>\n",
       "      <td>58</td>\n",
       "      <td>2017-08-13</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>9518</td>\n",
       "      <td>SPACIOUS, LOVELY FURNISHED MANHATTAN BEDROOM</td>\n",
       "      <td>31374</td>\n",
       "      <td>Shon</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86482</td>\n",
       "      <td>-73.92106</td>\n",
       "      <td>Private room</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>2019-06-15</td>\n",
       "      <td>1.11</td>\n",
       "      <td>3</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>9657</td>\n",
       "      <td>Modern 1 BR / NYC / EAST VILLAGE</td>\n",
       "      <td>21904</td>\n",
       "      <td>Dana</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Village</td>\n",
       "      <td>40.72920</td>\n",
       "      <td>-73.98542</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>180</td>\n",
       "      <td>14</td>\n",
       "      <td>29</td>\n",
       "      <td>2019-04-19</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48865</th>\n",
       "      <td>36472171</td>\n",
       "      <td>1 bedroom in sunlit apartment</td>\n",
       "      <td>99144947</td>\n",
       "      <td>Brenda</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86845</td>\n",
       "      <td>-73.92449</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48866</th>\n",
       "      <td>36472710</td>\n",
       "      <td>CozyHideAway Suite</td>\n",
       "      <td>274225617</td>\n",
       "      <td>Alberth</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Briarwood</td>\n",
       "      <td>40.70786</td>\n",
       "      <td>-73.81448</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48867</th>\n",
       "      <td>36473044</td>\n",
       "      <td>The place you were dreaming for.(only for guys)</td>\n",
       "      <td>261338177</td>\n",
       "      <td>Diana</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Gravesend</td>\n",
       "      <td>40.59080</td>\n",
       "      <td>-73.97116</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48868</th>\n",
       "      <td>36473253</td>\n",
       "      <td>Heaven for you(only for guy)</td>\n",
       "      <td>261338177</td>\n",
       "      <td>Diana</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Gravesend</td>\n",
       "      <td>40.59118</td>\n",
       "      <td>-73.97119</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48869</th>\n",
       "      <td>36474023</td>\n",
       "      <td>Cozy, Sunny Brooklyn Escape</td>\n",
       "      <td>1550580</td>\n",
       "      <td>Julia</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68759</td>\n",
       "      <td>-73.95705</td>\n",
       "      <td>Private room</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48870</th>\n",
       "      <td>36474911</td>\n",
       "      <td>Cozy, clean Williamsburg 1- bedroom apartment</td>\n",
       "      <td>1273444</td>\n",
       "      <td>Tanja</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71197</td>\n",
       "      <td>-73.94946</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>99</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48871</th>\n",
       "      <td>36475746</td>\n",
       "      <td>A LARGE ROOM - 1 MONTH MINIMUM - WASHER&amp;DRYER</td>\n",
       "      <td>144008701</td>\n",
       "      <td>Ozzy Ciao</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.82233</td>\n",
       "      <td>-73.94687</td>\n",
       "      <td>Private room</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48872</th>\n",
       "      <td>36476675</td>\n",
       "      <td>Nycity-MyHome</td>\n",
       "      <td>8636072</td>\n",
       "      <td>Ben</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76236</td>\n",
       "      <td>-73.99255</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>260</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48873</th>\n",
       "      <td>36477307</td>\n",
       "      <td>Brooklyn paradise</td>\n",
       "      <td>241945355</td>\n",
       "      <td>Clement &amp; Rose</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Flatlands</td>\n",
       "      <td>40.63116</td>\n",
       "      <td>-73.92616</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48874</th>\n",
       "      <td>36477588</td>\n",
       "      <td>Short Term Rental in East Harlem</td>\n",
       "      <td>214535893</td>\n",
       "      <td>Jeffrey</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79760</td>\n",
       "      <td>-73.93947</td>\n",
       "      <td>Private room</td>\n",
       "      <td>50</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48875</th>\n",
       "      <td>36478343</td>\n",
       "      <td>Welcome all as family</td>\n",
       "      <td>274273284</td>\n",
       "      <td>Anastasia</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.78749</td>\n",
       "      <td>-73.94749</td>\n",
       "      <td>Private room</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48876</th>\n",
       "      <td>36478357</td>\n",
       "      <td>Cozy, Air-Conditioned Private Bedroom in Harlem</td>\n",
       "      <td>177932088</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.80953</td>\n",
       "      <td>-73.95410</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48877</th>\n",
       "      <td>36479230</td>\n",
       "      <td>Studio sized room with beautiful light</td>\n",
       "      <td>65767720</td>\n",
       "      <td>Melanie</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.70418</td>\n",
       "      <td>-73.91471</td>\n",
       "      <td>Private room</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48878</th>\n",
       "      <td>36479723</td>\n",
       "      <td>Room for rest</td>\n",
       "      <td>41326856</td>\n",
       "      <td>Jeerathinan</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Elmhurst</td>\n",
       "      <td>40.74477</td>\n",
       "      <td>-73.87727</td>\n",
       "      <td>Private room</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48879</th>\n",
       "      <td>36480292</td>\n",
       "      <td>Gorgeous 1.5 Bdr with a private yard- Williams...</td>\n",
       "      <td>540335</td>\n",
       "      <td>Lee</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71728</td>\n",
       "      <td>-73.94394</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48880</th>\n",
       "      <td>36481315</td>\n",
       "      <td>The Raccoon Artist Studio in Williamsburg New ...</td>\n",
       "      <td>208514239</td>\n",
       "      <td>Melki</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71232</td>\n",
       "      <td>-73.94220</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48881</th>\n",
       "      <td>36481615</td>\n",
       "      <td>Peaceful space in Greenpoint, BK</td>\n",
       "      <td>274298453</td>\n",
       "      <td>Adrien</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Greenpoint</td>\n",
       "      <td>40.72585</td>\n",
       "      <td>-73.94001</td>\n",
       "      <td>Private room</td>\n",
       "      <td>54</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48882</th>\n",
       "      <td>36482231</td>\n",
       "      <td>Bushwick _ Myrtle-Wyckoff</td>\n",
       "      <td>66058896</td>\n",
       "      <td>Luisa</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.69652</td>\n",
       "      <td>-73.91079</td>\n",
       "      <td>Private room</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48883</th>\n",
       "      <td>36482416</td>\n",
       "      <td>Sunny Bedroom NYC! Walking to Central Park!!</td>\n",
       "      <td>131529729</td>\n",
       "      <td>Kendall</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79755</td>\n",
       "      <td>-73.93614</td>\n",
       "      <td>Private room</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48884</th>\n",
       "      <td>36482783</td>\n",
       "      <td>Brooklyn Oasis in the heart of Williamsburg</td>\n",
       "      <td>274307600</td>\n",
       "      <td>Jonathan</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71790</td>\n",
       "      <td>-73.96238</td>\n",
       "      <td>Private room</td>\n",
       "      <td>190</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48885</th>\n",
       "      <td>36482809</td>\n",
       "      <td>Stunning Bedroom NYC! Walking to Central Park!!</td>\n",
       "      <td>131529729</td>\n",
       "      <td>Kendall</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79633</td>\n",
       "      <td>-73.93605</td>\n",
       "      <td>Private room</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48886</th>\n",
       "      <td>36483010</td>\n",
       "      <td>Comfy 1 Bedroom in Midtown East</td>\n",
       "      <td>274311461</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Midtown</td>\n",
       "      <td>40.75561</td>\n",
       "      <td>-73.96723</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>200</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48887</th>\n",
       "      <td>36483152</td>\n",
       "      <td>Garden Jewel Apartment in Williamsburg New York</td>\n",
       "      <td>208514239</td>\n",
       "      <td>Melki</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71232</td>\n",
       "      <td>-73.94220</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48888</th>\n",
       "      <td>36484087</td>\n",
       "      <td>Spacious Room w/ Private Rooftop, Central loca...</td>\n",
       "      <td>274321313</td>\n",
       "      <td>Kat</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76392</td>\n",
       "      <td>-73.99183</td>\n",
       "      <td>Private room</td>\n",
       "      <td>125</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48889</th>\n",
       "      <td>36484363</td>\n",
       "      <td>QUIT PRIVATE HOUSE</td>\n",
       "      <td>107716952</td>\n",
       "      <td>Michael</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>40.69137</td>\n",
       "      <td>-73.80844</td>\n",
       "      <td>Private room</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48890</th>\n",
       "      <td>36484665</td>\n",
       "      <td>Charming one bedroom - newly renovated rowhouse</td>\n",
       "      <td>8232441</td>\n",
       "      <td>Sabrina</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.67853</td>\n",
       "      <td>-73.94995</td>\n",
       "      <td>Private room</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48891</th>\n",
       "      <td>36485057</td>\n",
       "      <td>Affordable room in Bushwick/East Williamsburg</td>\n",
       "      <td>6570630</td>\n",
       "      <td>Marisol</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.70184</td>\n",
       "      <td>-73.93317</td>\n",
       "      <td>Private room</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48892</th>\n",
       "      <td>36485431</td>\n",
       "      <td>Sunny Studio at Historical Neighborhood</td>\n",
       "      <td>23492952</td>\n",
       "      <td>Ilgar &amp; Aysel</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.81475</td>\n",
       "      <td>-73.94867</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>115</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48893</th>\n",
       "      <td>36485609</td>\n",
       "      <td>43rd St. Time Square-cozy single bed</td>\n",
       "      <td>30985759</td>\n",
       "      <td>Taz</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.75751</td>\n",
       "      <td>-73.99112</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48894</th>\n",
       "      <td>36487245</td>\n",
       "      <td>Trendy duplex in the very heart of Hell's Kitchen</td>\n",
       "      <td>68119814</td>\n",
       "      <td>Christophe</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76404</td>\n",
       "      <td>-73.98933</td>\n",
       "      <td>Private room</td>\n",
       "      <td>90</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48895 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id                                               name   host_id  \\\n",
       "0          2539                 Clean & quiet apt home by the park      2787   \n",
       "1          2595                              Skylit Midtown Castle      2845   \n",
       "2          3647                THE VILLAGE OF HARLEM....NEW YORK !      4632   \n",
       "3          3831                    Cozy Entire Floor of Brownstone      4869   \n",
       "4          5022   Entire Apt: Spacious Studio/Loft by central park      7192   \n",
       "...         ...                                                ...       ...   \n",
       "48890  36484665    Charming one bedroom - newly renovated rowhouse   8232441   \n",
       "48891  36485057      Affordable room in Bushwick/East Williamsburg   6570630   \n",
       "48892  36485431            Sunny Studio at Historical Neighborhood  23492952   \n",
       "48893  36485609               43rd St. Time Square-cozy single bed  30985759   \n",
       "48894  36487245  Trendy duplex in the very heart of Hell's Kitchen  68119814   \n",
       "\n",
       "           host_name neighbourhood_group       neighbourhood  latitude  \\\n",
       "0               John            Brooklyn          Kensington  40.64749   \n",
       "1           Jennifer           Manhattan             Midtown  40.75362   \n",
       "2          Elisabeth           Manhattan              Harlem  40.80902   \n",
       "3        LisaRoxanne            Brooklyn        Clinton Hill  40.68514   \n",
       "4              Laura           Manhattan         East Harlem  40.79851   \n",
       "...              ...                 ...                 ...       ...   \n",
       "48890        Sabrina            Brooklyn  Bedford-Stuyvesant  40.67853   \n",
       "48891        Marisol            Brooklyn            Bushwick  40.70184   \n",
       "48892  Ilgar & Aysel           Manhattan              Harlem  40.81475   \n",
       "48893            Taz           Manhattan      Hell's Kitchen  40.75751   \n",
       "48894     Christophe           Manhattan      Hell's Kitchen  40.76404   \n",
       "\n",
       "       longitude        room_type  price  minimum_nights  number_of_reviews  \\\n",
       "0      -73.97237     Private room    149               1                  9   \n",
       "1      -73.98377  Entire home/apt    225               1                 45   \n",
       "2      -73.94190     Private room    150               3                  0   \n",
       "3      -73.95976  Entire home/apt     89               1                270   \n",
       "4      -73.94399  Entire home/apt     80              10                  9   \n",
       "...          ...              ...    ...             ...                ...   \n",
       "48890  -73.94995     Private room     70               2                  0   \n",
       "48891  -73.93317     Private room     40               4                  0   \n",
       "48892  -73.94867  Entire home/apt    115              10                  0   \n",
       "48893  -73.99112      Shared room     55               1                  0   \n",
       "48894  -73.98933     Private room     90               7                  0   \n",
       "\n",
       "      last_review  reviews_per_month  calculated_host_listings_count  \\\n",
       "0      2018-10-19               0.21                               6   \n",
       "1      2019-05-21               0.38                               2   \n",
       "2             NaN                NaN                               1   \n",
       "3      2019-07-05               4.64                               1   \n",
       "4      2018-11-19               0.10                               1   \n",
       "...           ...                ...                             ...   \n",
       "48890         NaN                NaN                               2   \n",
       "48891         NaN                NaN                               2   \n",
       "48892         NaN                NaN                               1   \n",
       "48893         NaN                NaN                               6   \n",
       "48894         NaN                NaN                               1   \n",
       "\n",
       "       availability_365  \n",
       "0                   365  \n",
       "1                   355  \n",
       "2                   365  \n",
       "3                   194  \n",
       "4                     0  \n",
       "...                 ...  \n",
       "48890                 9  \n",
       "48891                36  \n",
       "48892                27  \n",
       "48893                 2  \n",
       "48894                23  \n",
       "\n",
       "[48895 rows x 16 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.read_csv('AB_NYC_2019.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                                  int64\n",
       "name                               object\n",
       "host_id                             int64\n",
       "host_name                          object\n",
       "neighbourhood_group                object\n",
       "neighbourhood                      object\n",
       "latitude                          float64\n",
       "longitude                         float64\n",
       "room_type                          object\n",
       "price                               int64\n",
       "minimum_nights                      int64\n",
       "number_of_reviews                   int64\n",
       "last_review                        object\n",
       "reviews_per_month                 float64\n",
       "calculated_host_listings_count      int64\n",
       "availability_365                    int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                                    0\n",
       "name                                 16\n",
       "host_id                               0\n",
       "host_name                            21\n",
       "neighbourhood_group                   0\n",
       "neighbourhood                         0\n",
       "latitude                              0\n",
       "longitude                             0\n",
       "room_type                             0\n",
       "price                                 0\n",
       "minimum_nights                        0\n",
       "number_of_reviews                     0\n",
       "last_review                       10052\n",
       "reviews_per_month                 10052\n",
       "calculated_host_listings_count        0\n",
       "availability_365                      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['host_name','last_review','reviews_per_month'],1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>host_id</th>\n",
       "      <th>neighbourhood_group</th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>availability_365</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2539</td>\n",
       "      <td>Clean &amp; quiet apt home by the park</td>\n",
       "      <td>2787</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Kensington</td>\n",
       "      <td>40.64749</td>\n",
       "      <td>-73.97237</td>\n",
       "      <td>Private room</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2595</td>\n",
       "      <td>Skylit Midtown Castle</td>\n",
       "      <td>2845</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Midtown</td>\n",
       "      <td>40.75362</td>\n",
       "      <td>-73.98377</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>225</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3647</td>\n",
       "      <td>THE VILLAGE OF HARLEM....NEW YORK !</td>\n",
       "      <td>4632</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.80902</td>\n",
       "      <td>-73.94190</td>\n",
       "      <td>Private room</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3831</td>\n",
       "      <td>Cozy Entire Floor of Brownstone</td>\n",
       "      <td>4869</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Clinton Hill</td>\n",
       "      <td>40.68514</td>\n",
       "      <td>-73.95976</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5022</td>\n",
       "      <td>Entire Apt: Spacious Studio/Loft by central park</td>\n",
       "      <td>7192</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79851</td>\n",
       "      <td>-73.94399</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5099</td>\n",
       "      <td>Large Cozy 1 BR Apartment In Midtown East</td>\n",
       "      <td>7322</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Murray Hill</td>\n",
       "      <td>40.74767</td>\n",
       "      <td>-73.97500</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>200</td>\n",
       "      <td>3</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5121</td>\n",
       "      <td>BlissArtsSpace!</td>\n",
       "      <td>7356</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68688</td>\n",
       "      <td>-73.95596</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5178</td>\n",
       "      <td>Large Furnished Room Near B'way</td>\n",
       "      <td>8967</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76489</td>\n",
       "      <td>-73.98493</td>\n",
       "      <td>Private room</td>\n",
       "      <td>79</td>\n",
       "      <td>2</td>\n",
       "      <td>430</td>\n",
       "      <td>1</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5203</td>\n",
       "      <td>Cozy Clean Guest Room - Family Apt</td>\n",
       "      <td>7490</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.80178</td>\n",
       "      <td>-73.96723</td>\n",
       "      <td>Private room</td>\n",
       "      <td>79</td>\n",
       "      <td>2</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5238</td>\n",
       "      <td>Cute &amp; Cozy Lower East Side 1 bdrm</td>\n",
       "      <td>7549</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>40.71344</td>\n",
       "      <td>-73.99037</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>4</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5295</td>\n",
       "      <td>Beautiful 1br on Upper West Side</td>\n",
       "      <td>7702</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.80316</td>\n",
       "      <td>-73.96545</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5441</td>\n",
       "      <td>Central Manhattan/near Broadway</td>\n",
       "      <td>7989</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76076</td>\n",
       "      <td>-73.98867</td>\n",
       "      <td>Private room</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5803</td>\n",
       "      <td>Lovely Room 1, Garden, Best Area, Legal rental</td>\n",
       "      <td>9744</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>South Slope</td>\n",
       "      <td>40.66829</td>\n",
       "      <td>-73.98779</td>\n",
       "      <td>Private room</td>\n",
       "      <td>89</td>\n",
       "      <td>4</td>\n",
       "      <td>167</td>\n",
       "      <td>3</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6021</td>\n",
       "      <td>Wonderful Guest Bedroom in Manhattan for SINGLES</td>\n",
       "      <td>11528</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Upper West Side</td>\n",
       "      <td>40.79826</td>\n",
       "      <td>-73.96113</td>\n",
       "      <td>Private room</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6090</td>\n",
       "      <td>West Village Nest - Superhost</td>\n",
       "      <td>11975</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>West Village</td>\n",
       "      <td>40.73530</td>\n",
       "      <td>-74.00525</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6848</td>\n",
       "      <td>Only 2 stops to Manhattan studio</td>\n",
       "      <td>15991</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.70837</td>\n",
       "      <td>-73.95352</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>148</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>7097</td>\n",
       "      <td>Perfect for Your Parents + Garden</td>\n",
       "      <td>17571</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Fort Greene</td>\n",
       "      <td>40.69169</td>\n",
       "      <td>-73.97185</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>215</td>\n",
       "      <td>2</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>7322</td>\n",
       "      <td>Chelsea Perfect</td>\n",
       "      <td>18946</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>40.74192</td>\n",
       "      <td>-73.99501</td>\n",
       "      <td>Private room</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>260</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7726</td>\n",
       "      <td>Hip Historic Brownstone Apartment with Backyard</td>\n",
       "      <td>20950</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Crown Heights</td>\n",
       "      <td>40.67592</td>\n",
       "      <td>-73.94694</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7750</td>\n",
       "      <td>Huge 2 BR Upper East  Cental Park</td>\n",
       "      <td>17985</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79685</td>\n",
       "      <td>-73.94872</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>190</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7801</td>\n",
       "      <td>Sweet and Spacious Brooklyn Loft</td>\n",
       "      <td>21207</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71842</td>\n",
       "      <td>-73.95718</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>299</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8024</td>\n",
       "      <td>CBG CtyBGd HelpsHaiti rm#1:1-4</td>\n",
       "      <td>22486</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.68069</td>\n",
       "      <td>-73.97706</td>\n",
       "      <td>Private room</td>\n",
       "      <td>130</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>6</td>\n",
       "      <td>347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>8025</td>\n",
       "      <td>CBG Helps Haiti Room#2.5</td>\n",
       "      <td>22486</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.67989</td>\n",
       "      <td>-73.97798</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>6</td>\n",
       "      <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8110</td>\n",
       "      <td>CBG Helps Haiti Rm #2</td>\n",
       "      <td>22486</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Park Slope</td>\n",
       "      <td>40.68001</td>\n",
       "      <td>-73.97865</td>\n",
       "      <td>Private room</td>\n",
       "      <td>110</td>\n",
       "      <td>2</td>\n",
       "      <td>71</td>\n",
       "      <td>6</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>8490</td>\n",
       "      <td>MAISON DES SIRENES1,bohemian apartment</td>\n",
       "      <td>25183</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68371</td>\n",
       "      <td>-73.94028</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8505</td>\n",
       "      <td>Sunny Bedroom Across Prospect Park</td>\n",
       "      <td>25326</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Windsor Terrace</td>\n",
       "      <td>40.65599</td>\n",
       "      <td>-73.97519</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>8700</td>\n",
       "      <td>Magnifique Suite au N de Manhattan - vue Cloitres</td>\n",
       "      <td>26394</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86754</td>\n",
       "      <td>-73.92639</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9357</td>\n",
       "      <td>Midtown Pied-a-terre</td>\n",
       "      <td>30193</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76715</td>\n",
       "      <td>-73.98533</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>150</td>\n",
       "      <td>10</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>9518</td>\n",
       "      <td>SPACIOUS, LOVELY FURNISHED MANHATTAN BEDROOM</td>\n",
       "      <td>31374</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86482</td>\n",
       "      <td>-73.92106</td>\n",
       "      <td>Private room</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>3</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>9657</td>\n",
       "      <td>Modern 1 BR / NYC / EAST VILLAGE</td>\n",
       "      <td>21904</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Village</td>\n",
       "      <td>40.72920</td>\n",
       "      <td>-73.98542</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>180</td>\n",
       "      <td>14</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48865</th>\n",
       "      <td>36472171</td>\n",
       "      <td>1 bedroom in sunlit apartment</td>\n",
       "      <td>99144947</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Inwood</td>\n",
       "      <td>40.86845</td>\n",
       "      <td>-73.92449</td>\n",
       "      <td>Private room</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48866</th>\n",
       "      <td>36472710</td>\n",
       "      <td>CozyHideAway Suite</td>\n",
       "      <td>274225617</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Briarwood</td>\n",
       "      <td>40.70786</td>\n",
       "      <td>-73.81448</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48867</th>\n",
       "      <td>36473044</td>\n",
       "      <td>The place you were dreaming for.(only for guys)</td>\n",
       "      <td>261338177</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Gravesend</td>\n",
       "      <td>40.59080</td>\n",
       "      <td>-73.97116</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48868</th>\n",
       "      <td>36473253</td>\n",
       "      <td>Heaven for you(only for guy)</td>\n",
       "      <td>261338177</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Gravesend</td>\n",
       "      <td>40.59118</td>\n",
       "      <td>-73.97119</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48869</th>\n",
       "      <td>36474023</td>\n",
       "      <td>Cozy, Sunny Brooklyn Escape</td>\n",
       "      <td>1550580</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.68759</td>\n",
       "      <td>-73.95705</td>\n",
       "      <td>Private room</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48870</th>\n",
       "      <td>36474911</td>\n",
       "      <td>Cozy, clean Williamsburg 1- bedroom apartment</td>\n",
       "      <td>1273444</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71197</td>\n",
       "      <td>-73.94946</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>99</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48871</th>\n",
       "      <td>36475746</td>\n",
       "      <td>A LARGE ROOM - 1 MONTH MINIMUM - WASHER&amp;DRYER</td>\n",
       "      <td>144008701</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.82233</td>\n",
       "      <td>-73.94687</td>\n",
       "      <td>Private room</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48872</th>\n",
       "      <td>36476675</td>\n",
       "      <td>Nycity-MyHome</td>\n",
       "      <td>8636072</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76236</td>\n",
       "      <td>-73.99255</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>260</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48873</th>\n",
       "      <td>36477307</td>\n",
       "      <td>Brooklyn paradise</td>\n",
       "      <td>241945355</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Flatlands</td>\n",
       "      <td>40.63116</td>\n",
       "      <td>-73.92616</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48874</th>\n",
       "      <td>36477588</td>\n",
       "      <td>Short Term Rental in East Harlem</td>\n",
       "      <td>214535893</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79760</td>\n",
       "      <td>-73.93947</td>\n",
       "      <td>Private room</td>\n",
       "      <td>50</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48875</th>\n",
       "      <td>36478343</td>\n",
       "      <td>Welcome all as family</td>\n",
       "      <td>274273284</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.78749</td>\n",
       "      <td>-73.94749</td>\n",
       "      <td>Private room</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48876</th>\n",
       "      <td>36478357</td>\n",
       "      <td>Cozy, Air-Conditioned Private Bedroom in Harlem</td>\n",
       "      <td>177932088</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.80953</td>\n",
       "      <td>-73.95410</td>\n",
       "      <td>Private room</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48877</th>\n",
       "      <td>36479230</td>\n",
       "      <td>Studio sized room with beautiful light</td>\n",
       "      <td>65767720</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.70418</td>\n",
       "      <td>-73.91471</td>\n",
       "      <td>Private room</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48878</th>\n",
       "      <td>36479723</td>\n",
       "      <td>Room for rest</td>\n",
       "      <td>41326856</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Elmhurst</td>\n",
       "      <td>40.74477</td>\n",
       "      <td>-73.87727</td>\n",
       "      <td>Private room</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48879</th>\n",
       "      <td>36480292</td>\n",
       "      <td>Gorgeous 1.5 Bdr with a private yard- Williams...</td>\n",
       "      <td>540335</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71728</td>\n",
       "      <td>-73.94394</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48880</th>\n",
       "      <td>36481315</td>\n",
       "      <td>The Raccoon Artist Studio in Williamsburg New ...</td>\n",
       "      <td>208514239</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71232</td>\n",
       "      <td>-73.94220</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48881</th>\n",
       "      <td>36481615</td>\n",
       "      <td>Peaceful space in Greenpoint, BK</td>\n",
       "      <td>274298453</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Greenpoint</td>\n",
       "      <td>40.72585</td>\n",
       "      <td>-73.94001</td>\n",
       "      <td>Private room</td>\n",
       "      <td>54</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48882</th>\n",
       "      <td>36482231</td>\n",
       "      <td>Bushwick _ Myrtle-Wyckoff</td>\n",
       "      <td>66058896</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.69652</td>\n",
       "      <td>-73.91079</td>\n",
       "      <td>Private room</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48883</th>\n",
       "      <td>36482416</td>\n",
       "      <td>Sunny Bedroom NYC! Walking to Central Park!!</td>\n",
       "      <td>131529729</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79755</td>\n",
       "      <td>-73.93614</td>\n",
       "      <td>Private room</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48884</th>\n",
       "      <td>36482783</td>\n",
       "      <td>Brooklyn Oasis in the heart of Williamsburg</td>\n",
       "      <td>274307600</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71790</td>\n",
       "      <td>-73.96238</td>\n",
       "      <td>Private room</td>\n",
       "      <td>190</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48885</th>\n",
       "      <td>36482809</td>\n",
       "      <td>Stunning Bedroom NYC! Walking to Central Park!!</td>\n",
       "      <td>131529729</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.79633</td>\n",
       "      <td>-73.93605</td>\n",
       "      <td>Private room</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48886</th>\n",
       "      <td>36483010</td>\n",
       "      <td>Comfy 1 Bedroom in Midtown East</td>\n",
       "      <td>274311461</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Midtown</td>\n",
       "      <td>40.75561</td>\n",
       "      <td>-73.96723</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>200</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48887</th>\n",
       "      <td>36483152</td>\n",
       "      <td>Garden Jewel Apartment in Williamsburg New York</td>\n",
       "      <td>208514239</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Williamsburg</td>\n",
       "      <td>40.71232</td>\n",
       "      <td>-73.94220</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48888</th>\n",
       "      <td>36484087</td>\n",
       "      <td>Spacious Room w/ Private Rooftop, Central loca...</td>\n",
       "      <td>274321313</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76392</td>\n",
       "      <td>-73.99183</td>\n",
       "      <td>Private room</td>\n",
       "      <td>125</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48889</th>\n",
       "      <td>36484363</td>\n",
       "      <td>QUIT PRIVATE HOUSE</td>\n",
       "      <td>107716952</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>40.69137</td>\n",
       "      <td>-73.80844</td>\n",
       "      <td>Private room</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48890</th>\n",
       "      <td>36484665</td>\n",
       "      <td>Charming one bedroom - newly renovated rowhouse</td>\n",
       "      <td>8232441</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford-Stuyvesant</td>\n",
       "      <td>40.67853</td>\n",
       "      <td>-73.94995</td>\n",
       "      <td>Private room</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48891</th>\n",
       "      <td>36485057</td>\n",
       "      <td>Affordable room in Bushwick/East Williamsburg</td>\n",
       "      <td>6570630</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bushwick</td>\n",
       "      <td>40.70184</td>\n",
       "      <td>-73.93317</td>\n",
       "      <td>Private room</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48892</th>\n",
       "      <td>36485431</td>\n",
       "      <td>Sunny Studio at Historical Neighborhood</td>\n",
       "      <td>23492952</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Harlem</td>\n",
       "      <td>40.81475</td>\n",
       "      <td>-73.94867</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>115</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48893</th>\n",
       "      <td>36485609</td>\n",
       "      <td>43rd St. Time Square-cozy single bed</td>\n",
       "      <td>30985759</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.75751</td>\n",
       "      <td>-73.99112</td>\n",
       "      <td>Shared room</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48894</th>\n",
       "      <td>36487245</td>\n",
       "      <td>Trendy duplex in the very heart of Hell's Kitchen</td>\n",
       "      <td>68119814</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "      <td>40.76404</td>\n",
       "      <td>-73.98933</td>\n",
       "      <td>Private room</td>\n",
       "      <td>90</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48895 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id                                               name   host_id  \\\n",
       "0          2539                 Clean & quiet apt home by the park      2787   \n",
       "1          2595                              Skylit Midtown Castle      2845   \n",
       "2          3647                THE VILLAGE OF HARLEM....NEW YORK !      4632   \n",
       "3          3831                    Cozy Entire Floor of Brownstone      4869   \n",
       "4          5022   Entire Apt: Spacious Studio/Loft by central park      7192   \n",
       "...         ...                                                ...       ...   \n",
       "48890  36484665    Charming one bedroom - newly renovated rowhouse   8232441   \n",
       "48891  36485057      Affordable room in Bushwick/East Williamsburg   6570630   \n",
       "48892  36485431            Sunny Studio at Historical Neighborhood  23492952   \n",
       "48893  36485609               43rd St. Time Square-cozy single bed  30985759   \n",
       "48894  36487245  Trendy duplex in the very heart of Hell's Kitchen  68119814   \n",
       "\n",
       "      neighbourhood_group       neighbourhood  latitude  longitude  \\\n",
       "0                Brooklyn          Kensington  40.64749  -73.97237   \n",
       "1               Manhattan             Midtown  40.75362  -73.98377   \n",
       "2               Manhattan              Harlem  40.80902  -73.94190   \n",
       "3                Brooklyn        Clinton Hill  40.68514  -73.95976   \n",
       "4               Manhattan         East Harlem  40.79851  -73.94399   \n",
       "...                   ...                 ...       ...        ...   \n",
       "48890            Brooklyn  Bedford-Stuyvesant  40.67853  -73.94995   \n",
       "48891            Brooklyn            Bushwick  40.70184  -73.93317   \n",
       "48892           Manhattan              Harlem  40.81475  -73.94867   \n",
       "48893           Manhattan      Hell's Kitchen  40.75751  -73.99112   \n",
       "48894           Manhattan      Hell's Kitchen  40.76404  -73.98933   \n",
       "\n",
       "             room_type  price  minimum_nights  number_of_reviews  \\\n",
       "0         Private room    149               1                  9   \n",
       "1      Entire home/apt    225               1                 45   \n",
       "2         Private room    150               3                  0   \n",
       "3      Entire home/apt     89               1                270   \n",
       "4      Entire home/apt     80              10                  9   \n",
       "...                ...    ...             ...                ...   \n",
       "48890     Private room     70               2                  0   \n",
       "48891     Private room     40               4                  0   \n",
       "48892  Entire home/apt    115              10                  0   \n",
       "48893      Shared room     55               1                  0   \n",
       "48894     Private room     90               7                  0   \n",
       "\n",
       "       calculated_host_listings_count  availability_365  \n",
       "0                                   6               365  \n",
       "1                                   2               355  \n",
       "2                                   1               365  \n",
       "3                                   1               194  \n",
       "4                                   1                 0  \n",
       "...                               ...               ...  \n",
       "48890                               2                 9  \n",
       "48891                               2                36  \n",
       "48892                               1                27  \n",
       "48893                               6                 2  \n",
       "48894                               1                23  \n",
       "\n",
       "[48895 rows x 13 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Manhattan', 'Brooklyn', 'Bronx', 'Staten Island', 'Queens']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neigh = set(df['neighbourhood_group'])\n",
    "neighbour = list(neigh)\n",
    "neighbour "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'Manhattan': 21661,\n",
       "  'Brooklyn': 41765,\n",
       "  'Bronx': 42856,\n",
       "  'Staten Island': 43229,\n",
       "  'Queens': 48895},\n",
       " [21661, 41765, 42856, 43229, 48895])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count={}\n",
    "x=0\n",
    "for i in neigh:\n",
    "    for j in df['neighbourhood_group']:\n",
    "        if(i==j):\n",
    "            x+=1\n",
    "    if i not in count:\n",
    "        count[i] = x\n",
    "count_value =list(count.values())\n",
    "count, count_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e005f50>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m2SbDAPgRsH+SHdr8bzL1t6oeBvTfPI6l+6qNmeAnVXVAVb0ceBfw/pENksyImwum2TN6nJK8Cvht4JVV9TLgN4AH2uLTgEHe5Adtt01KEuBy4K+qaj4wH9gB+OC0dmwSbKthAHAV8Ftt+kTgs8MLkhyU5LoktyT5hyQvafW3JLk8yVfbXsBT/sGTnNX2Eq9PsmervS7JDW1bf5tkzyTzgP8CvLPtjb0WeD3wZ23+RUnenuSmtr0vDu99JbkoybmtX/e2T2dPpp2BR9pjH5bk75IsA9a02n9Lckf7Oa03FqPWe8t/pY3Jv+nVntPGdU5vfijJnGl43ltqi8ep7enemeT/tL3zv0myQztSvSnJYa3d+5OcNQl93gv4XlU9DlBV36uq/5fk94B/CVyT5JrWh48lWdn6eWarjdZuUfvbuTnJ55Ps1OrfSXJmq9+e5Fc31bEkr21/C7e218kLRiyf18b45vSOytrYX5vkC0nuSvLp9oY9/GWXdyW5GXjjBI3h4cBPq+oTbQyfBN4JnJTk1CTn9fp8Ze/fdKxxOjDJ15OsSrI8yV6tfm2Ss5PcmOTbSV7T6vu12q3pju7mT9Dzerqq2uZ+gMeAlwFfAJ4H3Eq3p35lW74zMLtN/wbwxTb9FuBeYJe23v3APm1ZAa9r0x8E/meb3o2Nd2W9DfhQm3438Ie9Pl0EHNebf2Fv+n3A7/bafZ4uqBfQfWfTRI/Pk21M7gIeBQ5s9cPojqr2bfMHArcDOwI7AauBV2yiPg+4g+6rQm4BXt7b7vDYnwGc1qYX9cZ+0p/3NIzTPOAJ4IDW7jLgP7bp/YA72+vvFmD7Sej/Tq3/3wY+Cry2t+w7wB69+d3b71nAtcDLRraj+zqFbwA7tvk/Bv601274NfwO4OOj9Kf/OvgycGivn7OHXz+t9nzgeW16PrCyt41H6T6Y+hzgOuDVdH+vD7S2aWN95QSM4e8B54xSv4XuqOm8Xu3K1r9RxwnYDvgHYE6r/3u62+hpYz783nE08Ldt+sPAm9r09sAOk/V6n7GHuONVVbe1PfQT6Y4S+nYBLm4pW3T/SMOurqpHAZKsAX6Z7kX2M7p/bIBVdKeeoHtRfq4l/PbAfQN2cf8k7wN2pftjWN5b9ldV9XNgTdoRyAT7SVUdAL84lXBJkv3bshuravg5vBr4UlX9qLW9HHgN3R/baPVlwBzgCuCNVbVmlMe+sC3/C+A/AZ/oLZvs572lxjtOy4D7qurW1m4V3RseVbU6ySfpXlOvqu4LGidUVT2W5MDWl1+ne52eXlUXjdL8+HTf/TWb7ohiAXDbiDaHtPo328749nRvxsMub79Xsfk9828Cf57k08DlVbW2bXPYdsB5SQ6gC+V/3Vt2Y1WtBUhyK92YPkY31ve0+qfY+D1mU22scXoJsD+wotVnAQ/21uuP37w2fR3wJ0nm0o3TPZPV6W35NBF0f4z/m94poua9wDVVtT/wOrq9imGP96afZOMH8/65WjyPqH+Ybu/gpcB/HrGtTbkIOLWtd+Ym+vCUv5CJVlXX0e3JDH951Y/GuclHgX+ke4Mc7fEeAB5Kcjjdt9V+pbd4yp73lhrHOI31egJ4KfAD4JfG3cExVNWTVXVtVZ0BnAr8u5FtkuwL/CFwRHXXFv6a0V/HAVZUdx3lgKpaUFUn95YPP9eRz3O0fn2A7kh6B7o3zZGnld4JPAS8HFhI94Y68nEGeqxxWkN35PcLSXYG/gXwfZ76Hjo8ZmONU4DVvfpLq2pRb/2njV9VfYbuFPNPgKva382k2NbD4ELgzKq6fUR9FzZeUH7LOB+jv60lvfo/AS/YxPwLgAeTbAe8aZx92Grtj3AW3Qt7pL8Djk3y/CQ7Am9otbHq0B1BvYHunOp/GONhPw58Cvh8dedgZ7ytHKdNbe+NwO7ArwEfTrLrBHeZJC8ZcY75ALpTn/DU1+POdOH2aDsiO6q3Tr/d9cChSV7ctr9jkv4e+5b07UVVdXtVnU33dTQjw2AX4MF2pPhmurHflLuAeUle1OZP3Jp+jeJq4PlJTmr9ngV8CDiP7izAAemufe1Dt3MDY4/T3cCcdpRJku2S7LepB0/yK8C9VXUu3RH1yyboeT3NNh0GVbW2DeJIHwTen+QWxr9X8W7g80lW8dSvp/0y8IZ24ec1dP9Hwx+1i2UvAv4XcAPd4fJd4+zDltph+OId8DlgyWhvylV1M90RzI10ff14Vd0yVr233o/o7mJ5Z5LXj/L4y+hOjX1ilGUzybjGaayNJtkD+ADwtqr6Nt0by19OQv93ojsduibJbXSnLt7dlp0PfDXJNVX1Lbpz4HcBn6F7TTJKu/V0O0+fbdu7jqe/iQ/qtHQX228D/pmnHiFCd41jSZJvtcfY5JFYVf2U7rTQX7cLyA9vZb9Gbrfowv24JPfQ7Qz8vKrOohun++iOHs4Fbm7rjDpO7VTgccDZ7XndylPvOBzN8cAd7TW4P3DJRDyv0fh1FJpySRbSXZR7zXT3RdoS7a6mzwJvaDsB2wzDQFMq3f9v/V/p7pD4++nuj6SOYSBJ2ravGUiSBmMYSJIMA0mSYSBJwjCQJAH/H7lXKFv1pUSYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.barplot(x=neighbour,y=count_value, data=df)"
   ]
  },
  {
   "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>neighbourhood_group</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>host_id</th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>availability_365</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bronx</td>\n",
       "      <td>1091</td>\n",
       "      <td>1090</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "      <td>1091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>20104</td>\n",
       "      <td>20098</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "      <td>20104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>21661</td>\n",
       "      <td>21652</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "      <td>21661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Queens</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "      <td>5666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "      <td>373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  neighbourhood_group     id   name  host_id  neighbourhood  latitude  \\\n",
       "0               Bronx   1091   1090     1091           1091      1091   \n",
       "1            Brooklyn  20104  20098    20104          20104     20104   \n",
       "2           Manhattan  21661  21652    21661          21661     21661   \n",
       "3              Queens   5666   5666     5666           5666      5666   \n",
       "4       Staten Island    373    373      373            373       373   \n",
       "\n",
       "   longitude  room_type  price  minimum_nights  number_of_reviews  \\\n",
       "0       1091       1091   1091            1091               1091   \n",
       "1      20104      20104  20104           20104              20104   \n",
       "2      21661      21661  21661           21661              21661   \n",
       "3       5666       5666   5666            5666               5666   \n",
       "4        373        373    373             373                373   \n",
       "\n",
       "   calculated_host_listings_count  availability_365  \n",
       "0                            1091              1091  \n",
       "1                           20104             20104  \n",
       "2                           21661             21661  \n",
       "3                            5666              5666  \n",
       "4                             373               373  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbourhood_group_count = df.groupby('neighbourhood_group').agg('count').reset_index()\n",
    "neighbourhood_group_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1403b29d0>"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.subplot()\n",
    "sns.barplot(x='neighbourhood_group',y='id',data=neighbourhood_group_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1403b20d0>"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QmksHl/oVXHaZEr+LtGFy7gEDuGVhPW1RjXy3g9aI+rV8Ur/KzECWpa/0We1+g9UcSjJ3YR1FHifTJ1Yxd2EdwYhGZZlXGAoIvhVCIAU9RjKVoSDPwc/268fsV+tyKce7ThnNI//cwPUTq/ZKM2qvYmdwiYfWsIZpQlTVc80k27qSzFlYn4sQG9ti3PbaGu4/cyz3nD6GlG5wZFUJPx1Wik9xEFXTvNsQxC7L/O6kURR7Xbkbv12WmLOwjqaQlTYMRlR++9oanvj5fpQHFFY2RVjZtJqYplPqV7jh2Cpun1pDsc+FYZo8+q8N1PQp4JZF9VQUuLnthJH84dR9iWq6JY7ZkQzThGBEY3CJl0fOGU+e08b8pdvId9u5adIIZr6ymtbsz+amySOIqWnmHDeSS57+DI/TTjCq4XXZiahpTBMyWUPz3bErM4M9jfa632BdetgQWsIqLWGV+99t5MojK/G57Awu8bFPYd5e+SZL8P1ANOkIegy308Zp+/Xj5oV1OUEJRlRueGkVBw8r3WtrRyU+hdtOqKF3gVXH61PgZtbkEdhkGaddzn0vYKUl26MaesbEZbfhdzs4+4ABvL6yhYiaptDj5OJDK/lofTtaNg3bfePviqeIaRlkCczsjGFM07HbJGZPqSaQ50CWJQaXeLn5uGo8Lht//Ps6LntmOb9+cimHDCtDccgE8hwkNJ3GthgV+QoDe3kYXuYj4HbkGnzKAgpqOsMdbzawvj3O6fv3p28vD30L3MyYOJy/nDGWa44ehsdpAyQW1jZz+eGVDCr2MLDIQ1zT0Q0TwzTxuuxfKUrd9nHdHqvfxD6uOwqNaZncvOjK5ghzXq3n7rfX4XbahDgKvhUighT0GMVeFwOKPLRFrCjCaZPxKnbasy4tHtfeWTuSZYnq3gEeOHMciVQG0zBJZQw2b4+TMU16BxSasyIpS1Cer9AWVXHa83A7bcz7aDPTDhxAZzxFOmOypjXCqH6FPPzPDVx++DAACvIcbI+nCLjtmKbl8WqTJEr9LgwTBhTlcd3Rw+nlcVLsc+GwS/zy8aW5sY91bTHu+cc6Lj+ikltPGIldlnn6482UBhTCCWv+cvaCOjrjKQYWe5g5aQSd8RTnHjiAR/+1kcpJ1fQv8mAETAo9TmKajixJmJgYBrz4WTOPLd7M4+dO4JLDhlgp27BKaUDhumOG81W6JMsSNRUBHpo2fo8btLobu3TDYObkEXzY2M6MiVXMyaZWywLCq1Xwn0EIpKDHkGWJgjwHlWVeK10J6IZBQHGwpTNBxjT3ymYdwzBZ1x5ja2cCTTcwTJPbXltDL6+Tq46s5MZJVczO2rENLvEwZ0o1PsWOTZZIZwymjK4gpuk7dbLOnDyCY2t6s64tyl1vreWWE0ai2GUePWcC6YxBxjB57tMtTBhYxB1vrOGcAwdQWeZlfVucy59dzo3HjmBdMIbf7SCi6lT19nPSuL5c/fwKWsIavfMVbp5STUBxcNVzKwi4ncycPILygMLGjjh3vtnAlq4kN06q4rQJ+6Ab1tYQWZYo8Sm0RqxmKp9i5/pjhtM7XyEYkWiPabz8WROXHz6UgNtBKJnmhSVbqa4IfOV1/Dp1xl1d+x0bu3p5ndx4bBVup8z9Z47DYZMIuB2U+L7eqIlAsDsk0/zfcZoYN26cuWTJkp4+DcEOdFuuXfHs8twmiN+fNIqFtc0s3xrmwbPHIUnSXjUGEoyoLN3cxdyFdRR6nMw9fiTH3fMvDBNGVfi5+LAhlAXcOGwyEtAcTpLSDVK6Qb9eeThkmWk7dLKC1TX64NnjWN0c4fHFm5g+cTjhpM7MV1bnmn3mHFfNpxu389jiLew/sJBrjhpGIm3NVDptMk8s3sjLy1voSqa592djuOvttXRENQys9Gyp38W9p4+hqStJS1gl4HZw0yurc/+OJNOUBRQePnscTruNAUUeALaFkmxoj5HWDRSnjbfrWjlp3D4EIyqWHYHEb19fw6aOOMU+FzMmVjGyT4A+BV/fpHxPrv3PH/00V7tMZ6xO4suPGMqDH2z4gt+tQPBVSJK01DTNcbt6TESQgh5leyLFvI82cfkRQ3E7rEaPB95fz+TRFby2KkgyZW3G0DMGqewy3spSX4/eAJOpDE6blGsMaepKMrDYS3tUY1tI5boXV1Hsc/LH0/alsS2ea3Ipyw6+Dyz2ZsXFQsJqkpFliccWb+Ks/fvTEUsx93PNPtPnr+KOk0cBcGR1OdsTKTa0x3nwgw1ousHc46px2WU+XN9Jn0I3m7cnUBw2ZMmaJezKPj+ZzvBqbTNXHFFJR0zL1jjNnPOOLEu8uHQrp+/fn+ZQkhtfXkVjW4x+vTzcNKmKAwYX8+snlxJOWl6xvz9pFDceW4WazhDTMry+qoUx/Qq+s2vfLY6GaRJVdcLJND6XnfZoihnzV31lB61A8HURAinoUZKpDIs3dPKv9dsJJdJkshmNU8f3o6aPn9aIyi2L6nPRyU2TRlDkdVLs67kboNtpI5WxrM9awir3vtvIZYcN4bbX1pBMZyjxubht6khkScImS1x2+FAeX7yJVU0RZi2o46lf7MfQUi+NbVbN0iZJ2a5YldXNEfyKA1nmC80+bVENp01mwsAiLpi3jMY2a+PF9InDeWt1K21RjRPG7MMpE/rRGlbp1yuP1rBKWNUxTCtK7YynuOuttVx6+FA2dsQZUOQhGNGIazqyZJmgR5Jpqvvk89mWLm5ZVE8wojG2XwGnjO9LocfJnIXLaQmrGKbJurYYV79Qy0WHDGHmK6v3uNnm8+utFIeNEq/rSw0Bdux+NU1LJMsDCjHNqr0KYwDBfxLRxSroUbpNvw3TxOOyI0sSZX4FVc9wxRHDuPr5WhrbYigOG81hlVkLVhPXevYG2N1cdNMkq4ZX3xJl0cpmHp42nud/9WMeOWc8Kd3kgnnLOO+xJdz11lp+ddAgqiv8BCMqpmly5ZGWqUBAcTCk1Mvc40fy7pogYK2sSutGrjMTrGafEp8Ll0PmxpdXEcyaereEVZ5bspVTxu/D3IX1nPrXxVwwbxmK08bVRw2jLLtlozxgCenzS7fRHFbJdzt46uMt3HL8SEr9LjwuO4NLvMycXE1U1Xl+yVYGFXu54ohKHp42nhuOreKVFU1s6Uyyri2Ox2XHLluG5+1RjaGlXp49f38emjb+a8+vdq+3mvbIJ9ZGkwc/pnZbiPrWCLpufOm17+5+lSSoyHczY2IVLyzdCuz5qIhAsDtEBCnoMfRsXW7m5Gquf3ElwYhKZamX2VOqKfW7iGuZbKQCkiRhZgVB0w0Mw+yxNKssS1SW+ijyOpl33o/QDasO1t0YEoxYC4PbIho22UrFzl1Yz2WHD+Whf25gQ3ucP/x9Hb8+aBA+t52UbpCf5+CsHw/goGHWeiy/287MydYM4vZYikElHmZPqQbTMikwMZElK7KcWNObmQtWE4xa/rCtYZVrn6/liiOGcvcpo9ENK0rdFkpgk6BvgZtQMk1nIkWp38V5PxlIL4+TvgV5PL54I6eM78u1xwwnlExz51triSTT+BR7tjvVpNTnojWi4lMcyBKU+RV8imOP05ptUZXr569kQ3sCn+JATWf4w9/XcedJo2iLafTOd+/y2u/Y/ZrOGPz5nXU0ZC3/RPeq4D+JEEhBj9DdjXjd/Fp6eZzcNnUkHpedTMbk9jfW8MG6Dv502r4MKvawsSOBYZqM7hPgF/83EDDZ2pWgIuDuseW5sixR7FMo9n3xsR3rZH7FTkS1BvOLvE5mT65mzsI6NncmuPqFWjwuq7v1kWnjcdolEprO0FIfHpcNh01m3s/3Q8sYbGiPMffVOit68rtoCauM71/I1LF9qCr30xFLEVCskRBNN2iPpfC4HGzrSvK7NxtYn03Hzpw8ghK/i/vfXc81R1nLlgOK1aDjKpH41U8HE06kSKYzzHhpZW68oylkifzMySOYcaw1UqGlrSj3m4iSYZh0JdK0RjTcThsxTc+tDtNNk864RtmXmJ7v2P1qGCbXT6zaq5q4BD8chEAKeoT2mMaMl1dSmOfk+H37UOhxUrstnBt9APjLe+u5/IhK7n57LfluBxceMphQIs2mjgSaniGSTDG8LLDXbZh3O20U+5xs61KRJch3Oyjxu9in0INpmiTTBgktg2Fag/W9/QrtUZXygJuL/vYZD2ebTM59dAnXHD2Mu95am7smT328idlTqrn/vfWcMKYPty6q5/LDh+LJiowsSdhlicI8B+UBhTMf+phgxHK60bJGAH85YyzHjCyn2Ovk3nfX8/rqIH0KFB4dMoF0xmRbSMUmSzS0xnDaZHyKlU5tDatgwn3vNjL9mOFUlvnwKV/PnPzztMc0NrTHKPO7aAjGyGQNX0v9Chva49izb0C+Kir9JqMiAsHXZe+6swj+Z0imMhS4HZy5f3/++M46NN3AZbft1JiysinCYx9u5K6TR/PbqTXEtAxzFtZz/pNLufW1NTSFVNpie9+G+V55Tm6aNAKvy0ZXIo3baWPmpBHEtTS3LKrj0sOGUOp34VMcFHqczJw0ApfDxrZQgvKAQiiRZmNHnFK/i4DiyF0TWYLXV7fxXn2Q648Zzh/eXks4aW0Lue6Y4Xic1vvdigI3lx9RaXV5apZXLEBU09nQHkfPdgM77TKrWyJ4XTZ+O7WGpq4k4WSama9YuyzLAwqpjEFU1fEpdnrnK4TVNKFEmlK/QkHeNxNHsH7+T328mZsmjaDUb0Wf3XXSv36wAZdd3qnZxjBM2qPWaqzGtiit4aRYhiz4zhERpKBHUBwyP9uvHze/WmfZp0kSmp7JdYaCJQihRBqbLKEbJjOzM3tAzhB83nn79eS3sUu2J1I8+dEmZkysok+BG7fDBpL1/Vx/TBXxlM5j50zAlMAuS2hpAxN4+pNWZkys4qmPNwNw83HVOQ/UYMRKqZ46vi/5eQ50w6Q9lkKSJDZ0JHj8w01cceRQqsoD2CSYu6iOk8ftQ5lfoTG7rsomW92yhmlS3xrlvYYgv51aw+btcfLdTn7xxBJuO6GGYETNzWJ2j5oMCni44dgqZAnuO2Mszy3ZwgGDi+lbmLfbsZsvW2fmdtoIJ3ViWprpxwzHLsuE1TR/eW89XfEUqYyZ3cxhdct2xjW2danMXrA66xvr4Zbjayjxu3DYZJFaFXwnCIEU9Ag2WWJIqZfLDh9Kfp6DiJpmeJmXmyZV5TZhDC21huO7Ehr5btdOs4NgDY3re2EUkUxl6IqncTtsXP1CLcGIRqnfyezJIyn0WObgd77VwKRRFdyyqJ6YplPmd3HDpBF8trmTqWMtESzxKfTv5eZPp+3Lox9u5JiRvbllUT1xTWfOcdUUeZ1s6Uzgstv4ZFMnmzsTzJg4nCKviwsPGcKf31nHlUdU8vs3G+iIWQ05VxxRyZXPr6AzlmLGsVVE1TQlPqtruDmk0hxKMqjES11zxEpxHz6UIq+TAUVe2qIqm7YneHxxPauaIrxV38aMiVUUepy7THN+2c7HmopArhv1kX9uYNKo3tz+RgMb2q2o+aZJI+hb6KYznuK+dxs5/6DBrG+P59LvkgSNbXGufbGWC346mAc/2PC1VmwJBHuKcNIR9AjbuhJs60xy5fMrCEZUBhRZEcqQEg/JtNXdqjhsVhqwKUyfgjwueeYz1gVjVPX2c9b+/SnO3rg9LtteZUkXjKjUt0S4/fU1NIdVIsk0hgkV+QoPT5uAYWaob4nx+zcbaAmr2CTLHq3U7+LuU/blV08uJZRMUeZXmD2lmrKAi7ia4dJnPqMla8k3orfPSk+/vZaG4L/nIZ/6eDPbYynuOX0MiVQGwzTId7tIZwzqW6M8uXgTDcEYpmlS4HHy8NnjsdusbtgzHvyYAo+Tiw8Zwu1vNNAe1ajIV5g1pZpSn5PJf/6QUDK90/f617PGMqTER/+s687nr8OOrjdgjWF0D/J3R5fpjIFpWuMtdlnG45JR0wZrgzGKvE46Yin0jMmvnlxqvUjWvD3gdnDHSTVcP3/VTq8rEOwJwklHsNdhmHDNi7VEVR2300ZjW4wHP9jA+QcN4spnV9CWna2bPaUal8PG3z7ZzM1Tqnn8w40cU1PBrYvqiao6fredGROrvjLV99+k2OsiFFAIRrScOFc72rYAACAASURBVAI0hVS2dSUYWOzBp9hpCavYZQm3w4aJlTYORlVCSWtt1NpgjIuf/ozpxwxnYLGXTduTOOwSMVVnZVOEe//RyJ9+NobGtjgRNc39762nKaQSTqZpDql0JSwjcpssIUkSN728inD2fJw2maiqoxsGdpsNTIPrjrFSqgtrm7nz5FE4bTIuh8zzn27lpPH7UOJ3EdX0XO2vLKCQ0o0vnTv8JjsfDcNk+dYQ171YS0MwxoNnjyNjGOiGSVl3+j2bLi71u4RBgOA7RQikoEcwDJNIMo2azuBx2THJzvN11xklaI2oXPVcLQ+fM44Tx/UlmdK59PBhXPS3ZUTUNIlUhoiaZtaC1UzfTaqvJ3DYrKXC2+Op3OfKAwrb4yn6FOQRSqTpU+AmktSJZvcoVhS4KchzMqzMy0cbOjFMaA6pOOwyG9pjHDqsiEmjK+iTn4duWHW5jGEye8FqWiMqfreDhJahd75CocfJtS/U0ha1FgfPmlzN6L4B3m3owGGzaoBuh0xdS4S/frCBGyeOYOXWLu49fV88TgdNoQRdiTR/r2/l2JoKHDaYc1w1M15alXPwmTl5BH0L3F864vF1dj5+vkZpl6ElnOSKIyoJJdNkDAOnTSbPKedM4IMRlUHF1lzoPe+s2+XrCgT/CYRACnoEt9NGRb6b1qw5wHH79mF4uZ/2qDVcb1lgS2xPaDR1JWmPaeTnOQm4DYIRjXBSz71Wc1jFaZP2ighC1w1qm8LIMsyeUs2lT39GU0jNdWi+uHQbE/oX8vqqFn57Qg1XPb8iZxJ+/THDufPNBk4c25cP13cC5Lpag6EEVxwxjGBU45JnlrNle4KBxXnWyMeZY7nnH40cMaIMv9tB3wI38z7anFu51RLWuPHlVdx+4igaWpcQ03S8LhvXHWOlZNsiGte8WMtT502gJaxxzqOf5M75hmOreGHZNqp6V/HYhxu57LCh9M53Y5cltsc1in3OL43au+uMn69Bdgvq52uU+w8s5DcHDyE/z0EwovGP+iAnje9LqV/huhdqueCQwTx41jh00yQYVrFJ7NYg4MsahASCr4sQSEGPsGOTxlHV5czNzvPlOW1Z5xzrefluJ/l5Tq5+oZbWsMrdp4ym1O8inEiRyaYuy/zWOEJPRxCGYbJxe5xXa5uYPLqCgGLj4WkT2NaVYHs8xfyl2/jVTwexsT3CxYcOIc9l58ojK/G67ESSOn99fz0btyc4Y/9+yBI7+ayeOmEfVjaFufW1NQSzLjYbOhLMeGkV950xhrN+3J+bF6ymOWuKftEhQ1i2NURdc4SMYdAatlKulx4+lKpyH3UtUf763vrczOOPBxaSyphE1TSXHPZv79ibX63j6qMqSekGb6xu47VVweybF2tDyOuX/mSXZgnw1TsfuxdDt0U1Kku9HFVdzjmPfkJE1fG67JY13pKtXHXUMFKGybUvrASs/SHlAYV7Tx/DvPP2w+Ww0ftzpgK7axASIin4uog5SEGPIMsSlUUeLj18KH98Zx2JVIZnl2xl+sQqfIrV6Vnid3HbCSP53RtrrCF14IEPNnDlEZUMLvVay4izGzL2KczrcYux9phGe1TjuH378Jt5y7j8uVo8LpmBxR5G9clnxqQq6pvCXPn8KroSVrOLTZLIGJbpttMuU+Z3Ue5XePk3B3Dt0cP4y3vrOWR4KbNfrcOZnRM1TIiqaRS7TEcshYTEza/W0RLRkCWJlpDKrYvqOWv//vgUB3EtQ7HPRUGek7vfWkt9S5Q//X0dW7qSSBJUlnqZPLqCC+Yt49xHd/aObQmr5Oc5cdjk3Lxit7yU+l3Y5d3fQrrrjP2LPJR+TsR2rFFOHduXmxfW0RRSre8ha8938LBSAK7dwVe2yGt144aTabZ2JrjgyaWsaonsNBe5o/iCVaOcMX8l7bGda6ICwe4QEaSgR0ildFa2RoiqOmtaokgS1LdEuP/dRi4+dAhV5X7cDhvtMZX313XkbsprWqI88P4G/njqvmi6kU31pb5w8+0JkqkMXsWes2ZrCql8uL4z54RT6HHSFU8xrNxLv0I3wag1xtAUsvYxTp84nL4FbnTD4L531/PTYaVMnzicUp/C5YcPpcTn4qChRby3tgPDJGvs7kI3TNYGYzhtEnlOO6YEiVSGIq+TREq3Ricmj+Cv76/n0sOHUh5QuOuU0dz0yiraoylO268fs1+tIxi2xKl1B+/YP7y9lop8N/l5Nh44axytYZXt8RSvrWzmtAn98Li+edS+Y43S67LE3/KXtYSuJaxS4HGi2GX2KXRzx0mjSGcswwCHTeKB99Zz4SFDcuK3YxfrVzUICQRfByGQgh6hOaJx+bMruOHY4dx96mhcdhsR1dpG/6e/r+PhaePJc9noZbrok++mKZREliR8irUzcn17fKf1Sr08PW9Q7XbaaI+q9PK6qMhXaAr9e+D+1kX1qGmDafvvw1kHDCClG7RFVGw2mXgqgyxL3PnWWv5yxlhmLVjNz/brR7/CPKKazm+eWsaG9jj9euVx85Rq3A4b76xppzxf4aZJI7DLEkNKPLRHU9a6MAn8bgdFXhcPnDmWEr/CUx9t4oPG7XzQ2EGpX+GBs8by0NnjUdMGumHQHtVQdQOf2040qdMaVin2OvnDqfuypjlEtNDDjJdW0RxSKfW7mJX1dP02133HGmVU06nIdxPTdBLZztSKfIU++W6aQyqXPLOcbV3JXC33iY82M2V0RW4O9vPi93UahASCr0LMQQp6hIbWCFc8t4KLDxnyBTPtPvkKlaV+7HY51/Qy4yUrXVbmV5hzfDUV+W7i2t7VfGEYJuvbY2i6TlwzuOK5FTR1JflpZRHXHl1FnkumJaQy4yVrXVWe08b0icP5y3vrqWuO4FPsPP+rHzPjpVWsa4txy/HVvPxZE0dUl+F12TFME7sk06fQjdMukzFMNnXE6eV1ks6YzHhpFevb4/QOKNx+Yg29vE5MA9KGwbUvrKQ1olpvKI6zanHdHrbd84pNoSSabqDYZUqzNb5Ftc1UFHh44P31dMRSGKaJaUJZwMVDZ4+nLPDFjRufvya7a5TpfjyR0gmGNWYusES4LKAwa7K1TuzX85axpjVK962qPKBw2eFDKfY60TMm01/69xxksdeVm61si1jNSW1Rq5lo1uRq+vXK26tmZgU9z+7mIIVACnqETR1xNnbEiKg6it0y2n52yVaiapqHzh5P+Q6rjr5P3Yi6brC2LYKmG9hkGUmyunGdNnDabZz5kNWEYpgmcU2nzK9w1ZGV3LywnjK/iz//bAwSJn98ex2/Pngwa9ti3LKwnkKvk98cPJi73lpLRyyF2yEzfWIVz3y6hVMn7MPoPgE+2dSFy24jruk88uFGtsdSPDxtPEVeJ4bJl14/XTdYtjXEVc+voCueoiygMPe4kXyysYPHFm/h9hNruPK5FcjSztf82fP3x+207Vb8vm6jTDCiMnfhao6u7p3rkm2LqhT7FM566OPs0mczJ5IPnT2O8oDCrYvq6UqkmXP8SKrL/axqiezUFXvxoUNJZww2dMT528ebc88dUeajJaqhpjMo2Safvc30XvDfQRgFCPY6yn1O2mMOrp+/ipbwv0cKnli8iXAyvVNN8fu0scFulxlWFmB7XCWqZtANE5ddxmmXCCd1tnYl8St29Ixp7W6MqLiddtwOmRuPtQzNCz0ufnnQIFTd4NZFlhfqpYcPzc0A5rsdNIVU5rxal/v8vPP245KnlwOWw0w4mUaWrDrl7iImwzBpjqhImPzptH0JJ9J0xDQW1TZx/Ni+jKjIZ5/CPMr8yhfSlemMwYWPLvtS8fuyRpldOd4Ue12ce+BArn2hlsa2f1vOuR02yvMVzJBKVNUxMKnId9O3MI9eHgc3HzcSt9NGodtBUziJXZa45YSRPPvpFt6sa+PI6ij3/GMd7dF/z6POmL+SO08ezc8fs6Lminw3d5w8mjF98/dakfw+vUn8ISEEUtAjhLQMM19ZRXtUQ8qaAsx5tY5rjh7Gho44BXvR0P+eYu2KdO80/hCMqDhtMn0K3LkxjbimM6jYS98CN5ccNpT73mvk5HF98bgcKE4bGU0nnspgkyX82a0eUnZJMlhNLH7FQVtUQ8+Y9M5XaA2rmKbJqAo/vzxoEJIE20LJXIRkGCZtUZWYpuOwyaT0DGuDMRw2mWRapU+Bm2LJxQlj+7KlM8FTH2+myOvixklVzFywmraIlrPA+/M763YrfrtrlNnSmfhC9FZTkc+j50ywzOtlGY/LRr7i4O5T9qUplKQrkeKd+iDnHDCQgb082O0yvbyQTmf4bFuIK55dwbauJBX5Cr87aRQATptEa9iare2mJayytStBUygJQFMoyRXPLmfeL37EPoV539WvxTfGMEwaglE2dsRx2iRS2W0se4tz1A8ZIZCCHiGZytAeTeFT7Dn7s9aIysAiD7e/voaqcn9Pn+J/lF55Tgwzw10nj2b6SyvpiKXo5XVyyWFDuObFWlY1RZCA0yb0o7Etxs2v1nHXKaOZ0K+AjzZ2kkjp9M637OsM00TCsnpLpHSGlnoBk9un1nDzwjoK85xMO2AAd7zZwMaOOGV+hTtOHsW+ffJp7IixoT2Owy6T1g36FrhZWNvMPxu3M75/Aef9ZCBzF9Wzvi3bFHRcNXEtzWu1zdx2Qg2d8RQV+W7cThuLN3Tu9D3u2ChjGCayLFHkddIW1XLp2RKfi5Ru8PPHPmVbKEmffDd3nDyKQcUeCvJcO9U0d0zRfln91DBMtoaSXPbMcppC1ihQU0jlqudWcO8ZY9nWlaDU7yIY0UCyRlQ+73BkHZNETe+dHa7b4xpbOxPMXVhHS1jloKFFXHvUcNa3W29sdvQiFpHmf5a9M58g+EFj3Tzh9hNruHFSFeP7FxBwOxhU7M0OtKd/cN2GYVWjPZJCNw0uPnQIT/1iP6YfM5z731ufE8eygIKmZ4hpOttCSS5/dgVXHFGJx2Xn4X9t5MasmbvdJtGnwM0Nx1bxdl0rN00aQWtExadYvrRzjhvJ3W+vpS2qoTis8Ykrnl1BW0xja2eSuQvr+eXjS5m7qJ7msMqUfSuIaToTa3pz5XMraItouJ021rfHuOyZ5cS0DGMH9CKupbnyuRVc9sxyDNMSu24M06TIa7nqdDdW3fHGGi46ZAhuh410xqDE52LWlBH89rV6tnYlMU3Y2pXkL++uJ5TQaQjuvOdxxxStLEl0xFLc+PIqtif+LW5Wg08mJ45gGQl0z1Pmux1cdvhQFIeMnjHxuOzcPKWaN1e37vTzqch3ozj2zt+5uJbhb59stgwczp3A+f83iIue/oyj//ABpz/4EZ9tCdEQjKLrBg3BKEs3d9HYZv2/IRgVezO/BSKCFPxXsaKCENe/uJLWiEax18lNk0fw3pog4wcUsWBF0y5tw77vRNQMm7YnuDW7smnKqHLO3L8/mm4gS5Yb0A2Tqshz2rj3nUYAtnQmyJgmV2XddiRM7jtjLIlUhjynJTpHVpczZ2EdnbEUN06qwuOyk9INGlqj2VlJ8GaN0TXdYOYCy+tWAlpC1k7NR6aN57apNQwp8RJVrdRrVLWi+pawistuY87COv5yxlhCiTQZw0SWyI1oNIWSeF12LjpkCHe8sYYLDxmSE7bOeIorjqgkP89B/14eTNPg081d2LM7Pqsr/Jwwtg8X/m0Z64IxKsu8zD2+hpqKwNeaZUxnDBSHzENnj2N7PJVzAOpTYAnerYsaiak6lxw2lF4eJ8U+F2+sbOFXBw2ioTW6Uw2y916a0pckkxPH9mVOdjb1r+9vYENHHMM0aQ6rOS9ij9NGOJnmrrfWsml7nGKfi5mTRlDkdVDs2323sWDXCIEU/Fdpj2lMn7+SppBKXNPpSqS45vlaHpo2HrdDYlh5JWU+9w8uLZTSjZwTjgS8vKKFMX3zuff0Mbl02NbOBPf+o5GlW0KANQeoGyZzF9ZjmiZFPhc3HFtFxjDpne9mXTDGvI82s6Ylim6YzH61jid/vh+JVIaKAjdbO5MYJsRUq9apGyZtkazgZC9vZzyFicmf/r6Oiw4dgk+xk8wucAZrpCKqpolpOjYZhpf7CCUs8aypCHDvGWPZ0B4jlEjz1MebaQjGOH5MktaIFcHVt0aZs7AOwzB59NwJ2S0cCu1RjZimc9b+/XMzooZp0hrRmD6/lnt+NhZZlnY7y2gYJsGsoX1nIoXHafnLvrB0K7/+6WAe/dcG1rTG6EqkuPaFWgAeOHMszy1r4rQf9WPeL370vehilSQptwvTrzhoj2oYhpn7GTWFLOMEVTdyo0Od8RTPLtnK795o4IGzxtLLY/7g/qb+GwiBFPzX0HWDSDJNa1gjrunWUDtWE8m2rgRa2uAPf1/LLcePpMSv/KA2xSsOGyk9Q3nAaqSprvDTy69wy8J6jq3pTb+iPHyKg5aIRsY0c7W5+cu2YZhWA86c40ZimCbT56+kNWylQadPHI4kbWLZlhCtYavT8863Grh9ag1Xv1DL1s4kpX6FW44fieKQGVziobEtTiZbxxxY7GFddl3W3z7ezPSJVdz19lqrkzjgYsbEKh7910b8ioOMAZcfPhS7TcY0TbZ0JgB46IMNNARjgGVbV+hx8sdT98Wr2IlpaYIRjbfrWtnYEeevH2zg8iOGctdbazEj0MvjJJ7KIGFtQDEMk4bWGI1tURasaObGSVXMWrCa1rBGWcDFnOOrc9mFtqjKjPkr2R5PkdINJOCefzRy7+ljyHfbWb41jJTt5DVMk/KAQkzLUOJzZa3z9s6I8fMYBtnGJYmImqYs4CKS3QAD1puYZCqDLElcMG8ZMU0n4HZwzVHDuO/dRjKGSVMoQcZA1CX3ECGQgv8K6XSGFU1hghGVXl4nnfFUbvFteUChI5ZiWJkPl03m2hdX/uA2xff2K0SK8rgpu7LprP37c9tra4iqOh80dlBV5mP6scN5dNp40hkThyyhZTKc/qP+HDuqd86Q/YJ5y2gJWxGVNTtopd3qW6KUBhRaw0k+WNcBwJ9P25e2qIamGxR5HXicMrdNreH6F1fSHFJzKbibF9YR1zJs7kxy/3uNXHbYUAYUeVgbjHL/e43EUwa/nVpDe1RlcLGXDR1xfv3kUoIRjVK/i5mTRxBTdd5ZE+SAwcVc8ewKtsdTufT52tYI5x44EKcMq5oi3POPRn5z8GCGl/mRZSjzu9jYkcDjshNJpnN7Hhdv6CRjmvzx1DHEUzqd8RROm0xzOInDJhNRdRqCMWTJWt9lmOB3WT6+4WSGu04ZzZ/fWcf76zrwuuxcf8xwXl/V8r1L4e+4+eblz7Yxa3I1N7z877VjN06qwuuy0x5T2daVzI333PpaPbMnj6A9qnHzq3V0xFLCtH0P2TtzCoIfFIZh0hJRCUZUCjwO5h43kj4F7pw4Tp84nIW1zWzsiHP6/v0JRixvzh+SwbQjO89XXeHnyfP2Y1SfADFVJ5HSqSrzcf5PB3PpMys44b4PufBvy2hoi3LV87U8sXgjAcVBZyJFMjvyEdOsVV9+xUEwYqXdKgoUbp48Aq/Lzu9PGkVnPEVLWOPOtxro5XESSqZpi6apLg9w7+lj+d1JNZx/0EBiWprOuGVRZ5omGzsS3P32WjxOGwG3g7nHj+TSw4Zw99trmbtoDcGoxrNLttAQjFGerzDtgAGW4UHA+vef3llHR0wjlEjREIxx1XMrmFhTwUMfbMCf52TBhT/mwoOHkNINHHYJl11m9pRq9inMwzBNSvxW1PrC0q2kMwaLVrayri3GXW81UOa3zMq1tIGazmDPpmt1wySq6vQtdDPtwAFc+NQyTr5/MZc9s5yzfzyABRcdyLxf/IiRfQJcP7HqeycO3ZZ8ZX6FdW1xND3DdUcPY/4FB/Dg2eOQJfjbx5vZ2mmNrRgmZAyTcDJN38I8axNORJi2fxNEBCn4zulKqAQjGr97o4FIMs3J4yt4aNp4tnQm6IyneG7JVk4a15e/vLeeCw8eQonP2lwPPyyD6UTKpDWcJM/pwGGTKM9XaItoTDtwAHMW1tEW0Qi4HWzuSDB7QR23n1iDYpe54KllNLbFGFjs5YojhnLPPxqpb4niddkZVGwZn//5tLHMfnU1763toDxgWfYNLvbw59PGsnl7nHv/0UhXIm3Vep027n57Ldu6VPoVurn+mOHc/noDUTWNT7FzyaFD+O3r9ZxzwEDue7eR11YFcw0/M15aySWHDmVzZ5KrjqwklEgjSRISYJMgGNGsgf5s+q8ppNIasTpl2yIpbnplFXUtUfoWuLn71NE8/uEmOuMpfnPwYAYWe9jUEefJjzbREIwRVXVK/QqSZHLahH5c/PRnbGiPU5I1Eaip8HPTpCpmLbDGH37xk4Hc9dZaOuMpZEmiLWpZze3KmOD7xOfXhjntMmtaI1wwbylRVcfvdnD71Bruf3+99XwJTNOkIt9KvbZkzfC7+SH9TX3XCIEUfOdE1Qw3vryScDJNOJnmn42dHL9vX7R0hoI8B1NGV3D/e+vZHkuRMQyuOrKSP7+zjnTGyM3c/RCQJSj0uDjzoU+Y0L+AmZNGcOVzK8hz2AlGNAKK9efoVexoukHvgJsLn1qanX207PnufGstFx48mEufXk6p31r7ZLdJbOmMc9qEfkys6c0Tizdxx5sN/PHUfZm7cHWuPgjW/Ok+hdai5cufXcGm7QkW1Tbz6LTxbOqME0qkeXzxZpZs7mJ9e5xzDxzIopVBwEqHN7bFqShwc9Ehg0mkMvz+jQYiqo5PsXP71Br2G1DAa6uDua9XHlDojKeo7u3niudWEIxo2LNR8A0vr+KyQ4cST2Xwumx0RDXynHa6ElZ9rdTv4vpjhmMYcOdbDaxvj2FiddbOemU1d5w0iop8heuOHobTbqN3vkJHVMNu+3di7IciBju6SRnZ6HD6xCp8LjslfhdPf7yZk8b1pbEtRkzLEMhzcMOxI+iIaQwu8dAZT+deS5i2f32EQAq+czTdoC2aok+Bm9umjsSvOLnrrbVMHl3B7AV1xDSd8oDCH0/blxKfk5teXs3KbKv+rCkjvlf1ot3hsMmEEmnaohrHj+nDEx9t4vpjhjOoxMPgYg/5eU6mju2DX3GQ0jNkDJOWsIZpWmMVumGysT1O/14eHj5nPP175ZHntLG1M8n0l3aw7JtYxRMfbcqtjeqmxOfC47LRHtMo8bu452djCEas9VVN4SSXPbMCuywRTlqjHG3RFIUep7UgWQKyOzq9LjuDi31Me+QTQsk0iVSGcDLNNS/U8uBZ46htitDUlaQsmz5/YelWavoEaMkuZ87Pc1gRXkSjPF/h/CeW5s79dyfWcP+Z49CyDj8frG3jjP37c9VRlVnx3sTqpgjNYZWwquN22RjRO4BumCgOmd757h/8Bg9Zlqgs9VHocZJMZfApNn72o/6EEinuO2MsMVWnyOfC7ZSxSzK3nVDDjJdW7WQJ+EP5m/qu6RGBlCTpGaAy+2E+EDJNc7QkSROAB7qfBsw0TXP+Lo4/FPgdVg01BkwzTbPxuz9zwTfBaZfZf1AhJ43rS0GekyufW0FrWCWSTHP5EUMJuB2U+RXLgs1l45ia3pw6oR+JlJ4bPv8hUOx1ZUcuPJT5Ff65bjv/N7SEm1+t47apNQQj1lxiMKIyuMTL3aeMpizgojWs4VMcRNU0xT4X27oSuOwyv32tngsPGcr0+Stz4xstIZXZr9Zx7dHD2NgR55wDB/DIPzfSlUjzu5NG0RRKMmP+Km45YSS/fnIpzdlF1L+dWoPXZSOZNnIrpIq8TvoV5vGH7DoyTc/Qy+NkY0cMWbaaZGxZ9xawhv63x1Pc///snXdgFAXaxn8z22s2CekQWkiBhBYQsSugFAuICFasp6dnQeUsiKCI5exnr6iop6AiKHAqp2JDBKQECAktENLb9p3dnZ35/pjNUi2nop5fnr8gS3Znd4d5533fp1xQSqNXM3xYsqGWvxzXE50gkJVkojkQ3S9weVdLUHO5QRvP3vXBZl6++AgyHVb0okCKzchN89axozlIis2YSD9p8UcSRXTJhlpmjStGRGDm6X0SCR5a8svvUwwOt6PNgf7EyVZT4vUynOb9Xi/DaU6MZztYrP8dfpcCqarqxPY/C4LwEOCJ/3UjMEhVVVkQhCxgvSAI76uqKh/wFE8DZ6iqWi4IwlXA7cBFv8Ghd+BnwGHScePJBVTU+4jGwlQ2+BEF2FTnY9OizfikKO9dfTRdUqw8/p+tLFxfB2g6wNcuG5KwLftfhygKdE2xct+ZfdHrRNIcJpxmA8srm7l1VBEPflRJMBLDZtKzsznA/f/ewt1jS5jy1jq8kkxBpoNZZxQTkWP8498VrK/xcNagXOq9YWwmPYGwjKxq2sDunWxMX1BGVFF56rxSLEYdqqpy2SvrafSFcQej+MOavKJ3thOXRc9DZ/fnrvc34ZdkUu1GZp7Wm7ZghCc+2ba3+xhbzNKyWgZ1T8Vp1ieyLGOKJqPY4w7x7OfbuWVUEdkuK/27uNCJAkadwD1n9mX6Pp3MzNP78NiySlxWA6oKhZl2JgzKRdqH8Tx/TTWXHNMDl9WAJxhl/upqLj+2B0a9iNWo4901e7jkmO5sbfDz9upqzhiQw4MT+mmvqRfpnPTba2r/mxSTXws/ZOj/v2T2/0fD7zpiFQRBAM4GTgJQVTW4z8Nm4Ps8klSg3awzCag9XMfYgV+O9hXQXR9s5vrhWqJ9nUfCJ0VxWTVT8qrmAMU5WmQTaLur20YXEZUVmvzhP81/cL1epH8XF3WeELeOLiQU0bSRYVlhR5M/QW4RgC+2NjPztN5cM6xXXIeoEJZjXP3GWo0cgyb0z3Ca2NEUIMliQFZU0h0mat0hymq9JFuNgNZF7GkLctmxPbCZdCRZ9AzKdeEPy0w+ujszF22mk93I1Sfl0T3VRq07hDskc9/SLXGTAIF6r8RNb6/nmpN68dKXO7l1dBGPf7IVjJYD6gAAIABJREFUVVWxm/TcMqqQ+WuqOXdIV1r9YZ74dBurqtpQVC2BY+6lR/DC5EFIUQWLUYcoQFswiigIFGTaOXdIVx74sIJrTsrjwY8qeGBCX84q7cLsxVqiSbbLzO1jelOUaaey0c8DH1YweWg33MEoS8vqGNMvm5mLNMJOjsvMgxP6IQC5KbbftEj+NykmHfhj4/feQR4LNKiqurX9B4IgDAFeAroCFxyiewS4DFgiCEII8AJHft8LCILwF+AvALm5ub/ioXfgp6JdltDgCfPqiiqmjSlKXPTSHUb+dlIvXvtmFzeMyOeGEfmJceKSslrG9u9ML/2fb4eU4TDjDkUIhGX+OWkArYEweel2tjX6UVVt55eXbkeSNSedDKeJe8aV8PSn2xAFAb0oEFNVlpTVMvO0Pkx9ez3BONnluuG9eHVFFaIgkJmk7eCUuIvO059p3WBmnOkajMSY9m4ZDb4wgUiMG95aT7dOVh6a0B9VVXEHNUaoCgTCMn5Jxmk2UFbjZf7q3Tw+SdNaZrnMqKrK9DF9MOjhlnfKEsURNM2mT5KRFRWH2UCa3YSiqDwysT817hApNiPXv7kOTyiK3ayn1iNhM+qZOn8DdfExcJ1H4t4l5bxyyRE8tmwrDd4whZl2rEYD+RkOIjGFI7ols3B9HTVuiRmLNvHYpAG/+Q3WT7HI68D/Bg5bgRQEYRmQeYiHpqmqujD+53OAf+37oKqqK4E+giAUAa8IgrBUVVXpgOeYAoxWVXWlIAhTgYfRiuZBUFX1OeJ7zUGDBnW49v4OsBh0yIpCz3Qbm2u9PLN8eyIRPt1p5q5Fm2jyR3BZjdz+3kYavGHNOeaMYl5dUcVtY3r/3m/hV4coCmQ6zQQjWmZktktzu5m+cCN1cRH/rDOKaQ2EuX98X0JRmTSHkStO6MnUtzcgKwoOk55Lj+mBIKi8cskRhKMKoihw39JyttT7yUu3MTu+g2v0Sdy2YAPbmwLIcRbkHQs38vR5pUiygs2oBS3LisruliB6nYBRpyPHZWZnSxBVBafFgM2owytFyUoyM760C6GojCDAVa9/R6M3TEaSdtypNiOKqqIXBSxGPVlJJna1BpmxaBNZTjN3jyvGYdZT7w2R5jChF7Ud5TXD8shMMvP4OQOIxlT84RhGnYjZICIKAoGIRl56bNIAHGYdu1tD/PX1b6lpC5Ed7xoB3t9QR71HIhpT9ksY+S2SLixG3Q9a5HXgfweHrUCqqjr8hx4XBEEPnAmUfs/vlwuC4AeKgdX7/F4a0C9eSAHeAv79qxx0B351KIqKPxzFZtRxy8hC7lm6hT2tIeZ8tZMbTy7grkWbqPVI/OOsviz8bg9Xn5hH90426j0SRr3Axcf0+NMx7r5vR9Uzzcrj5wxEVhQissKLX+xg0fo6dKI2gnzy3FLmfLmTq0/MI91hItNpQicKhGWVUCSGCkSiMS46qhs5yVYsBs2BRYzLKrY1BtCLAs64Jq7ZF0FWVDKcJsrrfAgCGHQCXVKsVNT7+NfK3Vw/ooBHPq6g0RchyWxg9rhiEFSmjMhnwXd7uG10b/76+lpq3aGEpdsdCzfy6MQBAJxUlIHLaiTdbuL5z7fH8yg1P96HJvTHH47xwhdbuH1Mby48StOD+kIy6U4Td57ehyHdkvl2Vxt+SbMmzHFZEprMUFThxnnrtVxHQdNc3jR/PU+dN5DPKpvJTDLFR9Dm33Qv2C7sP/C1/mzn8f8H/J4j1uHAFlVV97T/QBCE7kB1nKTTFSgEqg74vTYgSRCEfFVVK4ERQPlvdMwd+C/R5A8zdf4Gpo0uxGrScduoQlLtJiwGEYtRx6xxJegEAXcoTP+uyfjDMvcvLactGOWZC0rp7LL+KQg6++L7dlRPnDuQGQvLuOL4ngQiMb6taouPWm3MOqMEFZWvd7QmdIavX3YEOkHkxvlaFmL73i0v3YZeJyKw93PTiyJdU6y0BiN44zKOnGQLqqpy1xnF3DR/PbtagnRNtTFlRD7PfLqN6rYQL32xg2tO6kWvdAeiAA99VEGjT+LqE3vx95GFAOTE/WVjioo3tJeles1J+dR4griDEd74ZhdjB+SwszlAjUei3hMmElO46/3NTBmRz66WAI98rBlJhCIKjd4wM9/fxOPnDOTSl1fhDkbJTjIze1wx1a0B0p1m7KIel9WQCD5uL5KaIbqJm0cWJhidv+Ve8EBhfwdz9H8Xv2eBnMQB41XgGOAWQRCigAJcpapqM4AgCEuAy1RVrRUE4XLgHUEQFLSCeclveNwd+C/Qvo8JRGK8v76WiYNzeXb5NoYXZZJkNdA52YrBADpB5NFllQlT6nvOLPlTFUetc5Lwh+VEOHR7iDBoF2xZUTQ5xocV/O2kPF64cBCx+JjSaTGgxMXz7VFUmU4LF760cr+g4Jvmr+e1y4ZQ6w4Siir4JJnuqTYcZh33n9WX699aR1tQG5HeMqqQx5ZVctHR3Xhp8mB2tgTIcpq55d0NVLeFEIDVu918u2utdiyKylUn9sRk0FPTFmTDHg//KW/g4mO6w1c7WbPLrbFZXWZUFS5++Vtq3HFt5qmafdx5Q7tx/9ItpDtN6AQhkVAhK9Doi6ATRcwG8ErRhJn9lBH52E16VFTCUYUZizYRjMTIdpm5blgvnvh0GxtrvAB0TrZgM+l57oJB+wUJH7gXLMiwM760C56QJqA/3DKMDvxv4ncrkKqqXnSIn80F5n7Pvx+9z58XAAfpIzvwx0K7POPZC0pJcxgpyCogFlO5fkQBelEjmizdUEtp91T65STx0kVH/CnvuNszMJ//fDsnFGTQJ9tJmsNEozeMLv4e0x2aAP/usSVc9+ZanvhkG9cN60XnFCuCqplPZ9iNzB5XwrQFZWxr9BONKfsFBYNWJCOyypKyOo7K64QgwO62ILKikuYwcvfYYpKtRvSiwB53kOq2ECaDnuo2zfYvy2kmFFVABV9YTqRgeEJRFm+o5crj8/jr66vY0xYiK8nM7WOKWLiuhnOHdGVznY8ki4E7Ty/m0WUViWOr80jM+mAzU08pwGbUk5lk4s7Ti2kJhMlK0qzkuqXamHVGH4x6Eb8k8+JXOzW/Vp3AU59tp8kXZtqYIh75uJIGr4Q9LoV5dFklfz0hj+veXEeOSzMaeHtVNRce3Z00x94Cte9esCBDY8zes6ScUDSW0Ev+Hh6tv9VetAM/D4Kq/v/hrQwaNEhdvXr1j//DDvxiKIpKRYMXRVVQVYFARCYgxbjv31vY1ugnM55CkOMys2pnC8P7ZJGbYvu9D/uwQEvd2MQpfbK4e3E5qXYjfzsxj0eWVdLij+x3gVYUlT3uII2+sJbY0BAgI0lL3eiSYiWvk436eLcpIHDF3NXUeiRCcbJP52QLz19QismgkWla/BHuW7qFlkCEo3qmcN6Qrny0sY6xAzvHuzUdDrNIW0CmqiWIoqq4LHpmLS6nvM6XMJOfu2IXkwZ34bkvdrCl3rdf1NINI/LJz3CgEwUMOk3zePqTXxMI7/VkBZhz8WByk63YTDpMemjxa3tFh0lPOKYQCMeIKQrvfreHo/LSyE4yk2IzsrXRz/3/3sJ1w/K56vU12M16beeqgstq4LXLhiDHFBQV5q3azUebG5l3xVC6ddp7Pu27g7zs2B489FEF/rAWDg3aDcpvLcP4PfSSHTgYgiCsUVV10KEe+71lHh34k6IloDEITXo9W+q96ESBf/5nK/UeSZNxhGVmLyln6skFHF+QiRRRfu9DPmwIRWKcWJjB3XFpS51H4olPt3HtSb3Iz3BgMmiawCZ/mDS7CbNBx8xFm9jeGEBFpT6eGn/b6CJsJj3ZTjMb67zM+XIH1w3PZ/bizYiCZuF2//i+PLt8Oxcf04NmX5h/fFjBrpYgpV1d/OW4nhh1AmP65TD1bU0+0clm4v6zSnh1RRUfbW4k1WbkkYn9+eekATQHwlgNOtqCUcaXdiY7WTNX1wkCcrxC1nkkkm1G9rQFKcx0srSshjF9c0ixGREELaxZUTXThxyXhdxkCzqdyIYaN9MWlJFkNjD56O489FEFO5oCZDhNPDihH59taUDolsrN72zg/vEl3HV6MSk2I3npdnY2B1BVcJj1pDlMmPQiH6yt4c01exAF4ZCM0X33gp5QlFA0liiOcGgZxi/p7qLRGLVeab9AZoNh/2Pq0Ev+8dERd9WBw4JAOIZBp6PGHcSk1yWS0P1hGU8oSiAs4w1pSQSyomD8g6a5/xqwGHUkW40JPR/A5lov0xZsRFZUrnptDWc+9TWXvryKDTUepKgSNyjXipBKO/lEZEeTn50tAW5fUMaKHa28/k0VN55cwKMT+/Hi5EG8tXIX3+5qQy8KpDnMVDUHGZCbxPlHduWZz7YhIHDdm2upbPATCMu0hSLcNH8Dw4oycJj1RGSFO9/fpI3H0QJ4L5qziseWVaITRI7skYzNpE+MhnNcZrKSzHTrZMVsEDiyZxpvfruL+8f3JdlqxG7SU5Bh57FJA+iWbMFg0MULw0bqPWEmDO7CzEWb2Nbox2LUJfaoo/tmo6paAZ7y1nqSbQZ0oso940romWYjyWIgw2li+qm9+dc3uzi+MIMXJ5cytEfKQYxRRdHchdoDnpOtmrXhvjiwqLZ3d5e+vIqzn12R+G4U5ccnbtFojLV73Jz7/Dec8ugXnPv8N6zd4yYa3b8Af59e0idFqWoO0OCVftLrdeDwoaOD7MBhgYoWudPsj2DSiwnyRFtQI0UoKthNOlJtRox6EYf5z6sRS7Ob8LosdEm2UB0PtHWYDWS7zOxsDiQukslWA7XuEFajjllj+/DsZ9spq/UmcjPDcgyjTkBWVK4b3otAOMY7a6qZ9cFmfJLM0+cP5NtdbUwf05s97iBdkq3kploZX9qFuxdr3XqtJ5TYDSoq+CSZmKKSajMxbXQRVqMerxQFAaYv3KglQ1gM+CSZ298r47GJA9hQo60pclxm7jqjGKtRR4NHQi+KTFtQRpM/Qksgwj8n9U+McVNtetokmZA3TExRqHGH8EkyNpM+cePQTlpqvxnwSFG8cXOBbY0BrnxtDVcf34Mnzh1ITFHRCQKfVzZwQmEGyzbXMXFIV644vif56Y5Ep9e+/522oCxBAJs9toQHJvRj6vz13yvD+CXdXa1XYspbGrNYAGrdEjfMW8/rlw2ha+resa/ZIJLmMFLvCWuG8GgkrMoGPzMXbeoYuf4B0FEgO3DYsLM5wOINtVxyTHdMepFbRxUye3E5tfHkhttGF2E16bCZdCRb/7waMVEU6J5q49FJ/ZkeN0JoJ6o8tqySyUNzGTsghzqPtnds8oXpZDcyZUQBT32ylUZ/hBmn9SbNYaItEOXaf61lZ3MgES78+jdVtAWj9EyzM21Mb177pgpZgbvHFnP32GL8YZk6j6TdoASiCas/0ApItkvb9d38zoaETdujkwZg0osoqkogLOMwG6j3hPFKMk+eMxBRFLAZdbQENG9dOabZxxn0Iu5ghGVbmlAUlclHdyemCLQFZeav3s38NTXM+8tQbCY97lAUX0hLcmnwSrTzIXJcZswGHa+uqEKJe7x6pShXH9+DEwozuOr176j3SLisRu4fX8K/N9YxYVAugqpS1RIk1W5KFLGWgERNW4hrT8oHQUVRoC0YoUeanVcuGYxPOvT49Je44UjRWKI4tvd/e9pCSNFYgrgmywoqKvedWcLO5iBGvY6IHKNbJytfVDYlXu9wj1w7SEI/jI4C2YHDAjmm8vrKXZx/ZDde+nInfx9ZyNKNdUwdWYDdpMcflvn3xjr6ZDtxmQx/+v+Uer3IgC7JzLlYY+qaDSKKCicVplHaNQWfFOPWd9s7FpUmX4R//qeSx88ZiKpCNKYQU1Xu+mAdDd4wDrOeBk+Yuz/YzLQxRWQ4zYiCSprDhDsUpc4tMX/Vbs45sis2SUd+hp1AWGbxhlqmn9qbWR+0e5ZamD22hIc/qqDOIyEK4A/HmLagjKtPzOPO9zeTbDUSU1RcVgMWo47LX11NKBIj3WliyggtwLnFH2Hm6X24cUQ+F7+8mhN7dWLC4Fyuev07aj0SJ+R34pZRRRyfn44gkLhZenXFTmae3oeHPqpgZ3OALskWHjq7H8u31FPdGqJXhp17xpWwamcL40o7c9Xr39HgDTOqOIPzjuyGKAhcdFT3eNerw6gT9nPO2dUSShCjrj4xj4eXVbKzKcDI4gyuHZaPQXfo8+6XuOGYDTo6J1vY06bpM4tznFx+bA9UYI87RLbTzIYaD/5wlEhM5Z+fbKMp3sneMqqQ4b0zeWXFbuDwWtR1kIR+HB0s1g4cFtR7Qlzy8ipMepELjuxGpsuEgMCd72+iyRehU1yyUJzpwGw2/PgT/kmgKCotgTC7WoK8umInU0YUUNUcoJPdxBlPfpVwiXGYDeh1Aq9fOoTr31rLtsYAz15Qyg3z1qMTISIrGPU6YorKq5ccwaPLKrjqhF688U0Vw/tkkpdux2bSE1NUZEUT3r/w+Q7GlXbmvbU1jOmbhctqJDtJ81A95/mVKCooqhonV+l464oj2d7oZ+6KXbhDEWac1odnP9/OF1tbcFkMtAU1l5opI/K5+e0NZCaZmXvpEVzw4rc8c/7ARHHsk+3kyuN7cu+SckJRhVln9GHJhlqG9c7EatRjM+noZDMiiiJGvUAoIrO1MYBJryOmKPTJcaCqAqgqXknGadbT5I9ww1vr2eMO0SXZwoMT+pGTbEZRQIoq6HUCep3AlXPXsKXex33j+yYkIoO7JjP56O6azCNuFn9gYfglxaN9BznlrXUk2/Yylne3BOneycbdY0uY89UOrjw+j8teXU2TLxw3b9cIRs9eUMqk574BDi+7tsErcenLqw66Cfj/RhLqYLF24DdHusPM7HEl3PruBqa+s4EMh4l/nNWXx88ZiDsYIclqpFuyBaPx/88p2H7RrXWHmL14Mw3eMFed2It0h5ltTX4ynNroU9sNRinMdLCj2U9rIIrTYsATiuKISxwMOhFPKEqGw0Rlg49PK5qp90pcfHQPpi/cxFE9U7hwaDdmLtpEnUfimLxUbh5VhEEHPdMKaPRKhGXN0m53axC7WY83JBORFcwGEbtJR3ncN3fm6cUoikKy1cja3R6SzHpUtB1mu9BfRet2wlGFv59SgMmgS2RNXhg3B8hxWThnSC4Os4Frh+dz/9ItfFrRRGaSmTtP74NBJ5DlsrCjOchbq3YztEcKo0tyCEcVnBYtGHrKW+t46ryBTHlrHbUebYy5xx3ixnnrmXvZEQTCMdxBbQeal26Pd9sGnGZDYqw8aUgud8c76GSb8ZCjzF/ihmMw6OiZZuXZCwZhNohc88Z37G4JEo1pNnu3v1fG5cf1QFZUWvwRrCZdgu3rk6KEZYX7zixh4bqaw2a1qCgqPilKnUdCEPbufztM1ffH/5+rUwd+U4iiQL/OLuZcNBhfOIZeFDDoBULhGC6rke6pNvR/YubqodBO/Lh+eK/ExVovCERUhRe+2LFfykmmUyPAyEqMu8cWa7pDQWXGab15+ONK6twS6Q4Tt40pYu6KKow6kQZPOJ6tqDKmJJuZizZR75EQBIGPNjeyepebW0YVohcFXl+5i9ZAhDmTB+OyGXjk7P7csWgjDZ4wVqOOW0cX8do3VVQ0+Llx3jqmjiygxiNhNeoIRmLoBNCJWsfjlaKIAvRMsyEI8ElFA/1zXXR2WdjjDpHuMJHtMnP1iXnct3QL9d4wmXGv1cuO644nKGMyiNzyThlhOYZJr+Mf4/uSZNFzySuraAtEeOPyI7lx3npqPZoDUTvRSIgv+mo8IcKywpOfbGXcwM68+90epp5SSJpDK4DBsEx2kpkGXxi7SUsL0Yl7zfgOVRh+rhuOxjzV8iilqGbmoMRlKaIg0OgLk2w1UusO0TPdRkW9D0UFs16keycrBp1IbqqNa4b1otthiOra90bNbBATI3uDTuwwVT8AHQWyA4cNoiiQ5bKSsQ8RIMlq/FMQAX4OuaGd+OEPxxJEmQXf7WHcwM6EZYVnl2/nhhH5JFkNSJEYUSWGJyjz8MeV7GgKkOYw8eCEvjw8oR+RmEpVS4Bnlm+nvNaHy2qgk8NIbrKVeVcMRY6pVDb4UVQVQRBwmvUEI7GEL+lto3tjNeqQ5BihqJYzeePwAjqnWNhc5+X1b6rYXOtDFKDWoznXPPGfrcwaW8xDH26hwRchP8POTScX8NznO+iZZmfqKQWYDCIXHdWdt1dV89yFpYiCVij+PrKQaQvK4scE7mCE6Qs3ct+ZJTREw9z1wWYavBIui4FGX5h7l5Zz5Ql58WBnGVVVNfs7gXi+pHk/F6HsJDMRWWFMv2wWrN3DxMG5PPDhFmaNLWHGoo28/V01M07vw8MfV+AJyXROthCI51wqqpahKYrCLw7n1gwyfFS3Brl7sZZ/mmQx7GdKkOnUNKGPLqtgxml9uOGtdbQFI+SmWrlueD7Xv7UWTzDKgxP6kWw1kGr/4SJ9qHMRoCUQJhCOISsKdpOedIcZURQSN2rJVgO3j+nN3fFpRkGmvcNU/QB0FMgOHHb82Xwpf2w/9X3Fs5348c6a6sSF6dkvdpKfaefeM0uY/t5G7lu6BatRxy2jCvGFYsxeUo4nqI1WgxGZWR9s5tph+Tz12TauPL4nqTYj944vIc1uJNNpAVTK63yoQJrDRH1cS+cJRclLt5PmMNESiFDnCcVvWAy89OVOJh2Rq3VW7hDPf76DuniHlWQxYDfpCYRjdE6xkGY38tcT8zAbdEhRhRS7kWtPyqPGI/HGyl1MP7UPMxZuon+XpESg89wVVVw/oiBRHEEbz1Y2+LGaDGQkaWSYJItG1nJZDNR7w1gMYrw47i2KtW6Jl77cyYMT+nHTfK2jbI+5evGLHXxb1caUEfnkuCx8sbWZaaOLeOb8QSiKilEv8Oz5pajAY5P6M2PhJmrcIewmPdec1IuHPtzCxcf0+EUklSZ/mJ3NAWYv1ka4c77ayS2jCrlv6Zb9bO26p9qYfmofoorCtDFF9Ey3U1HvS/jKCpDw1U217z3vDjyvZDlGTXxcrhcF/r2hgSN6pmIz6pHi8WdyTGHOVzsYVZJN3xxX4kat0RfmjZW7mHpKIXaTjrx0B7kpfx7/418DHQWyAx34L3Eojdy0BRt49oJBKKoWPVXnkRLdiNdloXuqbb8YpDdW7mLamN706GTTuj+biZcuGow3JLOpzsMbK3dx5fF5eEOyViQAnSDQ4A2TajNyfF4nSnKSNMu+hRsThfquM4oZkOviqU+3JdiqqXYjlx/bg/wMBzFF5Z3vqvmsopmsJM3u79whucxctJlbRhViNojccVofZi7aSJM/Qk6ShbvOKCbdaWJgVxd/fW1N/L1pEga7SceNJxcw56ud3HVGMaKgfR4XDO2GHFO5af56Tfx/SmFix9qODKc5ngNpIT/DTpMvTExRCUZi9EizEZEVYvGK2l4Up769gUXr63BZDcy9dAjRmIJOEHj8k60sXF8HQIpN85rNS7ejE0VEAUwHdPldU1SeOr+UHU1+3MEob6zcRUWDn+1NgV9EUglFNK1q+/vcFN/j3nByPn2yk0iyGBLHkZlk0YqeN4IcU7nuzXUACXlIdVsIKaokjO7bglF2Ngf4elsTw3tnEky10uKPMG1BGdvjLkSPTOxPRFa4Yd4aauO5oreMKmRUSTYfbawjK8myH0O3osHPPUvKE+Scn1ocDyzWqVYjLcEI0bjln6KofwrZSEeB7EAH/kscqJGLxhT0gsCethBT56/HF5ZJd5i4YUQ+Ty7bhjsY5bFJA+jfxfWDxI/MJAuCIPHiFzu1jspqwG7S4YlHSMmqitWoI9tlZmRJJt5QlNsWlNHgDaMTtI7s2n+tZdqYIk4ozOCjjXXMGtsHu9HA9IUbaQ1EMBtEbh1dRLM/wsYaL3e9v5kXLhxEnUfCpNdh0AlEYwp/PSGPHp1smAw6Mpx6HCYzu1uD1HvCuINamohBJ6CqKvkZDv4xvi/3LCnngqHdSLEZ0IkC1W17TQl0Asw4rTd3vq91VllJZmac1hudALtaQ1w/PJ9Hl1VSUe+jR5qdG08uIMdl5rFJ/THpdYTlGE6Lnucu0Ma2YTnGK1/vpDjHhctqYHFZPaBpKDOdZloCYe49s4R311Qz/7uag7r89k7/729v2O+7/aUkFYtRRySm7qc1La/z8cIXO3jpoiMOKryiKJDuNBGNKXROtlDTFkpoJ3NcZox6ga2N2o6yujXAyh3NnNYvh+kLN3L5sT14dFkl/nAMu0mv+fe+t5Frh/VK7DV9UpT7/72Fm08pYGRJNp5QFKdZ/6NGCT8EWVa0Ccp72k3i0T1TOe/Ibrz+TRUji7O4Z0k5/rCmb501tpi+2UkH2ez9r+D/F0uiAx34FdB+Bw7a6M8nyVxybA+mv7eRPe4QiqKyvSnAne9v5oKh3ahxh7j9vTKa/OEfeea9YbvpDhOBcJTbRhdpUgxIXHD0okZSafBpIn1/WCamaoSVWo+EUS/y0EcVnFiUQWsgyk1vaxdCFZUat8TsxeVcOLQboFH95bgYPyzH6JJspVuqheLsJIx6Eb0oEIyo1HuDmA0iGU5TYkwajanYzXrK67zUeyW2NwX418pd3DCiAFlRtXSQJK0gzFtVTY5Li9h65vxSbhlVSHaSmSVldbQEwjz1yVYemtCPZ84v5bGJ/Xl/XQ11Holnlm/n5nc28Pgn22jwhmkNRLjp7fVc+dp3HNE9lU+3NBCRFexmPfkZdh6c0A+TXiAv3cGrX1cx/7saYK/oft/vYN/vsR2/lKSSZjfRvZONGaf1ISvJjCgI5KXbmP0DBUgvCrT4wzxwVl+yXdrnleMy8/DE/ny2pYHNtdrn2zXVzuXH9WD6wo1sbwrgMBuocUvx+DMVs0FHoy+MXhT3G2Vvb/ST5tCOZXOtl8teWU1YjjHn4sHMu2IoL140+EfHyoqi0uJc8xQuAAAgAElEQVQPsaslwM6WAEa9yPRTi7hnXAlXnZiHT4py6bE9uGdpOXvcITyhKNVtIc3UoiWILP9vei13dJAd6MB/iX1HpXUeiQyniR6dbOxqCSAAgqB1J3UeiewkM/eP74vLakCKxqho8B10577vxelAecEbK7cwZUQ+DrMBrxQlx2UhEFG4Mx40nBUPK/ZJUewmPZ3smp1fgzdMr3Q7kZhCMBIjGJGxGjUP1XZphihAXrqdJp/EzNP7kJtiIRSVafbHuGn+ehq8YXqkaRf37CQzJoPArLHFXP/mOqoTcVe9mbd6N2P7dwagosHP3BVVzD6zhOUVDQlm7pPLd9C9k5XS7qmJfdnHm+rJTbUxd8UuNtR62Vjr5YUvdnDZsT04qSiDaQs0VyGrUUezL8wDH1bw5HkDuWFEPs3+CO+u2cOVJ+SRmWRi3l+GIoqa7MRlNRIIx1ixo3W/7+3A7nDf7/HndFKHgigKFGQ46GQ38vplRx5EkDkUFBVkRcVsEHn6/FIEAawGPcsr6slIsiZM7jsnW3h0Yn9Kc11sbfDjlfa6IgmCxsjNTDIjyft3wBlOMwadgNmgo6YtwHXDeqETBPxhGbtJn8jM/D4oisrOFj8t/gh3LNScoKxGHbeNLmLxhlrOGNCZxz/ZyvXD8/GGZM3MXtFyTP3hGJIco9EfJttl+dmf6++FjgLZgQ78l9i3iPmkKJUNfuo92r5HG6tpu8dj8lIRBYFHllXS6A2Tn2Hn+uH5JFsNCZLEoazE2klNiqIy+ajuXPfmWmrdEplJZuZcNBg5ptDglXh1RRXTxhRxT9y+LzPJzLXDevHM8u1kOE2EowpVrQEynSZAJaaAw6RPEH4KMh3MOqOYJKuB3S0BqpqD5CRbEsXRatKxrVEb294ed+spyXLw0kWDqXGHaAtGWFpWy7lHdGXuiqrE8bcFo1gMOi49pidzvtrB30cW4LIayXFZkCIyZbU+CjIcZCdbeXr5dna3BNEJAkvKapl5Wh+e+3w7N5xcELefg2AkhsOsp9Ytsac1RLdUGzkuK4O7JROKyLQEIpphwtdVXHxMD1JtJhQ1fEgnHE3WICVG3MVZzp+ldfyx8yPNYSbNcfBjhyLa+MMyj3y8lb+dlEeW00BMVYkpKg6LKVEcQbOrm/5eGQ9M6M+8NTWJ7//eJeX4JJkMp5lZZxQTjmph0rXuvaNsi0FHNBZjULdULUat0U9mkpmZp/Uh22Umw2n+3kKpHa/CtPc20uiV8IdjtAWjzF5czvUj8rlz0SauH5FPayCC3aRDVVUCkRgxRcUWz+2MyAqZzu+/SfijoqNAdqADPwPtRUy7wMWY8+UObh/Tm3uWlBOIxOiVbubvIwu58rU1NLZbw3nD3Pn+JqaeUsg9S8qBvekNh7pAi6JA905WnrtwEI1eiSZ/BEVVaQtG6JVhZ3OcADJlRD6d7EbSHGZueXcDbYEIj04cwILvqhnWO5O7zijmjoUbqWjw0zPNxp2n9yGmqFx8dHdaAmGue3MtgXCMByb0RUAzC3eY9Qnxel18bDt94UaeOm8gGU4DRr1IVtRCaW4ygYicMKFv78JSbSaSLUauH15AMKKZkhv0At/t8vLIx5Wk2o1ceXxPWvwRwrJCXrqNc47oyrxVuzlzYGccZj2FmQ7qvVqBiykqGU4TbcEIPilKcU6S5jhkMWAURaKKym1jeic+v0N3h8W0BaNMnb+eZKuBc4Z0pSDTjlEnIscUQhFNGvFjHdXPxfexn9Md2vua/NK3idHokmuPIdm2fwKMKECDL4JRLyaM4E16gRcnD9aeX1X5pLyefrkp3DaqCJNBJCIr8alDlOpWiYc/rsRiELlvfF+cZgOhaIwmX5jdrUGyXRb65rgOeu9a163S6A0DAjFFRWCvSUStRyLZauCf/9nKraOLePw/W6n3hnFa9NwyspBnlm8npqjMufjgHewfHR0FsgMd+AVo7yZvG9ObaEzh9cuPRImPywJhmWA8DSNuVEKDN4zdtHfHlWIz7Jfe0M4YNehE0uwmkq0mGn0RspIspNpN2M06Yoqe20YVcd/ScmrdmpRg1thivKFInNxiQUDluIJ0clxmvJLME+cOJBSNIQB3vr+ZlTtbEYA+OU5uHV3EP/+zNcGWzXGZ8YdjKKq2H+veyUa2y8Llx/bAHYzSGoiQYtVGtO6QNtqdc/EgAmFlvyIvxn+3yR8mGlMwGwR6dLImyDrPLt/O7WOK6JFmw2bSoxcFuiRb2Nkc4NGPK7lmWC8e+VjrvpMsBu48vQ+KqpJsNSCKoKoC2Q7zIQ0n9u3y25mVETlGZYOf/l2SODovjXmrd3POEV15cJ8syhnxYOqCDMevXiS/LyHkhcmDmD2uhGkLytjWqDkqGfQiWUnmhN6z3X4w3WEE4IlPt9HgkciId4F6ncD1b64jFI1xdGOAv53UC9AIZPUeiee/2MFFR3UnxWbkgqFdE4YUWUlmHpnYn26pViIxlepWLTRbFydgqaqmY9VHRdKdJhq92rEoKmS7zPikKNkuM55glF0tQZZuqOW5CwfhDUURBYE6bwiHSc+2psCvmrf5W6HDi7UDHfgF+L7/5BpRx88lL6+ixh1CFAScFu0Cd+2wfGYu2kSaw8h1w/KZu0JzrInGtH3VjScX8MIXO3ggLhRXFAV/RIuIagtEUGIxBnfvpO3ydAJ6EWo9IZIsJmwmLXw5GI5pMVFx4oxHinLjCI0ZOmXeek2TqKggwPG9OnHTKYXYjCKSrOAORrlj4SZsRh2XH9eD3BQr1W0h3l5dzVUn5hGMyAAYdCJvfrub8nof955ZwoAuyT94gYtGY+zxBBEFUfOIjanoRIipKj3iYr/KRi+ekExyXKoRiR9PJ4cJh0lHTFXJsB8cPvx9kGWFPe4goahmq9fkk0h1mPjnskomHZFLNKaiF0W8UpS5K6poDUSYNqY3pV2Tf/Vup6o5wNnPrjjo5/OuGEpnl4U6rxQPctaSUhp9Ej4pxoy4I1KWy8zssSW8umInn1e24A5pXXtWkpk7Tu2NJMf2k5I0+cMJr9WCDDtTRxbGDQzKqY93piU5Tk03mmxFVeGxZRV8s6MVh8XA308p4O011Vx+bA+6pFhp8Ia5Y+HGRDLMbaOLWFJWy7gBnXlkWSXuYJQnzh1AWFa44a11NPsjdO9k5e6xJaQ5TMgxBbvZkNjx/lGM0n/Ii7WjQHbgV4EsKwclqP/ZreR+yDCgyR/mnsWbGVmcxd2L9yZnPDZpAF1SLATC2t309PfKADiztDNWgx6PFKVLspnFG+o4tV8Or31TxblDujI1Loo/rlcnrjy+Jze/U0ZbMKJR9s/qxwtf7GD6ab2xGXWsrfbw4IcVbI/7u04bU8TcFbvwhCLcPLKQmKLyjw+1rindYeKO03pjMeqIygoL1u7hgqFdyUm20uAJc+u7Zexs1lx8pp/am3fWVHN6/xzSHWae+3wbN55cyK3vbvjJIzRZVqjzhghFNaKOxaDdVLSfK+2aPykaQwViMRWTQUQQhERX/VMuoO2m8O5ghGZ/RCsyXo00defpxRj1AlJU5cZ56xLxa9PGFPHs8u1cN6wXeekOunWy/ejr/Df4b8zB24kxIhBTtRGzZkcnMPG5lcQUzVReELRO74lzB/KPf2/Z77naz885X+5gZHEWb6+uZsrJBYx98itkRaUkx8m1w3rxwIcVNHg1t6RbR2vnypZ6H1ajjumn9saoF3ngwy2YdSLXDOtF52QrsqLikyK0BqN0TbFiM+pBgJrWILe9txGfpN1EBSMxuqZa+duJecxYtIkcl4W7x5WQ4zJz8ZxVJFsNjC/tgt2kyWMGd0smzfHbjmE7zMo7cNigXYgkqlpCTFtQRlVzgAynmYfO7s/ALq4/dZHcd2SmqBprddqCDbw4eTBSVGHFjlZaAxGmnlKIzaTDH5ZJtRtItZlIcwg0eCX65iQxqm829V6JtkCET8sbuOTYHlxxfE9mLtzEqL5ZzFy0KZEvOKZvNjfNX49X0mzSfJLMrMWbefLcgYiCxhp85OMKWgIRbCY9Tb4wsxeXM/WUAm59t4ycZCtWo44XJw8mFI0hxxSq24I88GEFAFefmMdd75dz+XE9eGb5drY1+QGo90jM+kBjzpoNOqYv3MhfjutBvVfigqHdNKeYfWKmvm90pteLdEnZv/AoirofceaHGJ8H/t73de8bajz4pCjJVmPCrEAUoA6tC3r6/FJufmcNDfFiVefR5C+3jCok2WZEEKCywfezb/YiEZlabzjhLWsyCAgIP1l/KIqaPWB5nY9UmwlZUal1h7CZdKQ5jNS6JYIRbUqQ4zKTajfywIR++z1X+5j5xlMKuXLuahp9YRxmHYuvOQYEMOpFWvxhrAYdICQkQDeMyOe+pVto9ofJcWmkrR3NARRVpTUYZcaiVfjDMnpRRBA067wXL9L2oLKqkYlcViPeUBSLUSN6GfU6vJKM6JG4fUEZT5w7kGSrgXOHdE3cQGYlmXls0oDDtgP+OegokB342WhPa69p0zL3GrySFqzrlbhx3jpev3wIuSm/7l34HwnthgHRmIJPklFUzdLNHYzishpId5ioaPBz5/ub4ixDE7PHlRCRVQw6EZtJ5MSiDK6Yu5oat9bdTBtTxJOfbmVCaRfOLO1Mss2QyGlUVXDGtW8uqyFhtF3n0Tqupz7bxuXH9qTOE0YnCsgxFatJR1PcoDvVZsSgE+icbAW0AnDq418miCEAT326jSfOHUg0ptDsiyAKmlepGn+dFJsRXyhKiz9MYaaDOk+IZKuBo3umIIqwLS5qf/w/lXy9vZUMp7ZX7ZpqPeSF7+fGSv1Y9377gjL+cVZfaj1SwqygXTivEwWCkRiN3nAim1QAAmGZwkwHAgJ3LdrEJ5VNdHZp+ZQDuyT/5CIZicisq/HwzGfbGVmSRarNSOdkCyu2NdE/N4XnLhyEPywnim97UW/0SYnC4zDraPSGCURi3PzOahq8Ej3T7dw6qpD7x/flr699hzuk7f9uH9ObZ5dv47bRvQ/6zNqfu9kfYWSfDBq8YW6ct57qthA5cYu+6af15svKJk4oTEcUBKxGPSOK0llT7cakF2n0hSnKcnDh0G4UZTq4bng+76zZw7ZGf8J83SdFMRt05LgsTD4yl7MG56KLd/0tAc0FKKZo51G9V0IQVG4eVUSDV+K64dqaobzOx4xFGw9pqPB74c97e9+Bw45Gn8St75Zh1Iv7xTRZDDqq2zSvT0X5847wLUbtbr69OAJkOE3saA6gEwWtO4g/nuE0cefpxehEgUteXsVZz3zNqio30+M7nXaR/92Lyxldko1RL/KPDyvIdFrokmwh2Wok2WYkGJHp7LKgEwTE+AWoXYw/cXAuVS0BrEYdOS4zs8cV88D4fjw6qT8GvcCM0/vsRxAy6UXy0u20X1NFAcKygk4U2FLvI9lqxBlPoIC9LjVzvtpJqt1EdWsQnSjishq4YGg3rpy7hrOf/Ya/vfEdp/XLIS/dxpZ6H9e+uZZVVW1sqPEcdD58H3Hlx0wVfuj39t647G9WAFqRTHcYUVSVbJcZvU4g2WrAYdaTZDGwuc7LxS9/y7jSzvTJdlLdpkVp1XpDP/m8qPWGefqzbZxZ2plHPq7k0ldWc8nLq+iTk8zzX2ynssHH+S+s5KrX1rCxzqs50+xxc/HLqzjr6RVc/upqGrxhqlqCzHp/M/UeTe6yozHAAx9WYDPpefK8gbxy8RFMPaWAud9U8fX2VqToXjF+e1de1RxAFAWG9kjh7MG5ieIIGlv5pvnrsRn1nFiYzq6WIDVuiU21Hs47MpenzhuAKMCxvVK1CDO9SFsgQmGmg1ln9OHeM0volW5LEM3OfOprymvdjOqbzRVz1zDysS+48KWVKIqW+lKS40QAhvZIodkfYerb67n0ldU88nElVx7fk8HdkmnyRf5QcVsdBbIDPxv+sEytW8IXkhMXIUXVhPI5LjPRmPqT3GP+V5Fm14pehlMba7UL5/+1cheBcIy+OUk8eW4pz5w/kKmnFOIw65BjCs+cX8qLkweTm2Khzi0lChDs7dI8wSg+SSYaU5h+am/MBpHWQITF62t5eGI/0p3GhLj8mpN68XichfpJeQP3jdfcTR74sIKr3viOJz7Zit2oJy/dRqpt737KqBOYPa6EgkwHKTYjhZkO7hlXgqKqrNzezKyxfUh3mrCb9BRlai41z3++nWZ/hEcn9qN3tpPOLgtpdjMzFmkykrZgBJNeJBpTuH1Mb+4b35eUeOd6qMJ3oG0f/DS7tx/6vYTXqFfisy0N3D6mKHF+dk62MPO0Yj4sq+PusSVkxTsVe5x0Mn919UFuQ9rN3sFOMHI8S7OywceulgB1nhANXomwHGNUSXaCKQpaMbpjURnHF2SQYjMmjvf2BWXUeSVueXcDFfU+3KEo25v8NHg1aU2tR0JF82ZVUKlzS2xt9PPX19bgD8vM+XInK3a0xnWOmm+rLCusq3Zz8ZxvOfPpr7ly7mouGNoNvSiwx71/oa9xS4iiQK1H4t6lW7jytTXcu3QLNW4Js16Hxah57epEAUEAKaawszlAnVdLornwqO7ccap2ziuqSrc0BzfMW8+efYrwjfPXoRd1XHx0dzKSTFw7LJ8ZCzfR5AujFwXqvRL3LCln4uDcP1zcVseItQM/G3pRZGBuEnazjkcm9uf29zayuyUY75b68Oa3u7js2J6/92EeNoiiQNdUK9PG9Mao0/Z/b6zcpQnljbpEgsejy7aSbDUwbUwRNpOBOq9EayBCmt1IRpIJwQs+SUaOJ1ZkOs08t3w7GQ4jYVnhmeXbuW54Ps64m86nWxp4/JyBVLUEaQ1EeOXrKirqfazb42HKiHwC4RiPLqskLCskWQw0+iLcsWgjL00+IjFyq2jwEgjLdLKZeOTs/nGCRYh31lRz3pHdmDSkKy3+MA+f3Z86j0REVvBJUcb0zWbswBykqMKVr32Ly2rgnnElcfmKnm6pFi4/rid3Ly5PELbuOK03ogA17tBBha+9mNXFC4GAdqPxYxfJfQ2329F+cW3XQM75cgdnDuzCgu+qNbMCi4EMp5nF62sZUZyVMAnwhKJsrvVqhuX1fm1XGdf4wV5P1H0RjcZYu8fNjfPWs8cdIsdl4aEJ/dhS6+G4wnRSD6Vh9IQTRuoABRl2xpd2IRiR42N0bZytxEk5WUkWXpg8iNZAhFdXVLG51kuaw4QnGCUQiTF78WauG57Pox9XctvoIp74RNMhhqIxbluwgcoGP72znVw4tBs+KUonu0nL6GzbWySzXZrLTrtHLmjv/c73NzP30iEIaJ67XknmviVbEoSmO07rzVmDOvPgR5VMGZ7PxlovPklGEKAm/vztn1itW0IUoTgniScmDSSqKInvzWHW45PkuAOS4Q8Xt9VRIDvws2HQwV+O68lN89eTbNNij/LS7dhMep7/fDvrqj1/qLvBw4FUm4lsl+V77craL9Y+KUpbMJogjGQnmbn/rL7cPLKQ99bu4cTCDFxWI9lJZhatrcEdijJ7bAneUJTllc0sr2xOvGaKzci4AZ1pDURwmg1MHNyFt9dU882OVpxmQyIE1ydFUdHS4mOKij+sMQtbAlqBFgWB819ciU+ScVmNPDapP2MHdOaGeRpF36QXuX98CRkOI89+vp1hhZm4rAa6pti47JXVuKwG/np8T3Y2BzDpNR/QyUd1Z3Z8H+2yGmnwauL0qScXkB7vtPe0BTHpxXhSh8rM0/swfeFG6j0SSRYjd5zWmxSL4Qc/9x+yiTtQm3rz6N6JZBVRgAuP7p74d+27rhe+2EGjL4wggNNiwGbUxa39tD2ddZ/zWFFUqt0hbnhrPTWeEGqcmHLDvHW8cskQqpp8dEm276dhdFoMJFmMZDk1a8CCDDvnDunKPUvKueHkfOwmPSAkHI4EQeCm+euo82i62dtGF/HBhlrOHNiZx/6zFQCvJFOU5eCmUwoS4dbe+Li/vTheeXzPRCc749RCHjq7H1PeWkeNW9L8Xs/uj4DGsN0XDV4JOaYgCKAicld81AtaAb3r/c28MHkQjd4wXVIs3HtmScIir3OyVoT3NV0363UgqPxl7hoeObsfnexGatwaMctq1JGVZCY3xUpu8h8rbqujQHbgZyOmwi3vluGTZPzhGLe/t5Fkm5GnzhvIumrPH+5u8HDgQO/UfdmUsqzQ6A/jNOuxGnVsbfCRbNMYiLUeib+/vYGHJvTlwqHdEx6X7bvKSUNyiSkqXkkmP8NOnUe7mCiqysRBOXglmRe+2JG4875lZCHJVgNWo0i2y8LDZ/ejJd55bKzx4jDr0eu0C48/HKPZH+HJT7clCD/uUITdrUEe/2QbO5r8uKxGPKEos5eUc/cZJVxxXE92t4aQFZWwrJDmMHJWaRdmLy4nxW5MWN5Zjfo4W1IzR3BZDTR6w9iMOq4bls+s9zdx0THdEYHPtzZyQkEGz32+nYuP7p4gs3xW3kBmkpncFNv3MlV/6HNv/15+KtHjwGKblWTirtOLSbLqeeb8Ukx6kVTr3vO4yR8mGIlR495bBEAbJ0rRGO5QjOLOeh6bNIDpCzfS6A2T7jRyx6l9MOgEFq6rYXxpl4Tr0vzV1dw6WrOMU1SVy4/twT8+3EJ1awiDTiQUVXji0208ee5AdjRrrOKYoiZYrrMXb0YviliN2gjfqBfJcJq5cGi3RHEUBXDZTCzZUMvT55cmxP5Ly2oZX9qF/Ax7Iq9TFKBXhp2WQJisJAvRmHLQOFsroNqIP6bAonU1nDGgM4vX1xxUhB+c0I95q3cx6YiuPDShLzoR7jqjmOveXIsnFCXVbuTaYb14dFkF08b0+cMQdKCjQHbgZ0JRVCKygjcUJRiJEVNVdIKAToxi1Im8eNHgP6QzxuHAoS7GsqxQ3uCl1i1x56JNBCMxrCYd00YX8fTy7Wys+T/23jswqjrd/3+dM71PeqOXFFLo2NaCgkrHgqiI6FrWXdeC2FAQBLELdtG1l7WAV6VZsLG6YqETWiAQSnqbPnOmnPP74zMZYNf1uvfuVb4/8/6LkGQySSaf5/M8z7v4Usba09/eRJNfwReO0xaKMv2dTfzl0iHEEwmeXVPN9Wf05b5VO5AliZP7pHPOwK5c8coPHGoPI0miQ3zgo128cNkQWv0K170pvFvtJh0zk3u1K0/uBQixuqZBhs1IQzIUWQICkTgmvY6WgILNpEfTNCwGHQdaw2TajVQ1BViQ9Hztm21nxpmFOM166n0R0u1GjDqJv0wbgkknU5hjp9EbwROMoaKJPaXTjCRFaAyIzEefEuecgV3Z1einORDl1qVbkBAjv9d+fxzxhMa+lgBtATEebvZHfzSy6n9ymP5Y0T2y2JoNIg0joMRxWY3/JPPouKgUpB09rixwm0moKg6Lgc0HvXTPsPH4hQMBkqxlHWkWI3eM6Yc3HOOUvhlMHtYdSQKjTmbBOeVk2I1oGjT7o5iPMEOo90TwK3He23CIO0aVsHpbPWeW5fHa2hp0sozdLGzdGrwRCtIszBnXD71OThVHh1kEX7+89gDvb6pH1To6aolTCrOYPaYfC1btoMGnkO0wcvuoEmwmPSDcdXpn2ahuFlIPicMm9zNHl/DwJzsZU57P3GXbUraHT08ZhE6WUDV46/v9LF1fx8BuGdyzcjuPXNCfnplWFpxTTiSm4ovEWLymmrpkR3ksobNAduLfQgcd3RuOoZdF/JGmkRpf5TrNOJO7nt8y6n0RDrSGUmbTDrOeRq/CglU7uHFEIbcu3UKBW1D8G3wKQeUwE/ZQe5h6b5hAJM7fq9vwhGLMm1BKvtuKThbjUpfVwKFkBxNU4uhlCTWhcdOSzQSVOJGYiqZpPP7Zbh6/cAB13gjXvrEh1aXOHtuPoT3SWH/AI0ggGuhlyHWa2N0kDsI0i4HuGRZUDeYu20a9N0JZgZNpJ/TApJfJdlq49PhuDO2Zwdxl26nzRjijKIu7x5dyy9IttIWEDOG2UcUsWLmdqcd35+kpA2nyRXngo500JVMhbhsl/Dq31flo8itE4gnW7Gri7LI8ZiU7MEkS8oAfM3f/d/BT8pCf+5gWo463f9jPI5P6c9M7R3dKa/e0MKI0j0PtIbbX+7CbdHRLtx1lOiCComFc/y788fX1qc9/ZNIAnGY93nCcPJeJBq/Q1/oicXIcJva3BhlTUcCLf9/HrWcX4zYLYX8kplKTZE5bjDKqJuLLJElidFkOI0pycVhEokj3DCvtwWjKVrAk10GzP8rr3+7ntrOLyXNZkGXRoT79xR7OGdSFv3y1l5vPLOLBj3fRkuyw508spzWosHhNNQD98pxJmz4LB9rC3LtqB/tbQ9hNetpDUXKcZnyRGLXtYW5+ZzOvXjGMdJuRiU/9HRCXvKJc+zG3kukskJ342YjHVTbXepj1fiW17WGGdk9jzrhS5i7fRk1LiD7Ztt/EWPXnIBxLoJNlMuxGpo8sxGU2EIzGeeXv+3BbDRTm2Jk7rpSGZFzW7iZhG6bXSXTPsJHjNJPjEKxLbySOEte44pUfiMRUMmxGbjqzkKe+2MO2Wh8JTSPbaUKSJSIxNTluk/CF41Q1BtA0ePCjnRxoC6NPMhbnr9jOwgsGcP1bG2nxK3RJs9Ary8b0kUXMXSYYhjkuMzec0ZdQLE6jTxTHjp1Wgy+SpPuXsWprHfVJj851BzxY19bw+IUDaPQrBCJxFq+pZndjgJmjSvBHEtzw1kZqPaJ7jasaD3y4kxtHFDJvxXbyXSY0TWNQ93T2tgTZUe9Hlkj52dYlo73+p9OJfyUP+XeKbpbdxFmleWzY38orvz+OSEx0lOtrWhnYPZ0rXvmB/a2hlM+p2fDPYoFgNMEtSzenNJq1ngg3L93Ms1MH8/HWeuaNL2PWB5XsavCT4zRzR9INqc4b5qYRhTT5IuxujDG4expWo45owpKMPYuDJpHpEL69l53UMyXtGF6UybEyaegAACAASURBVEPnV3Db0i0ElDhd063Mm1CG06xn2ok9eOqLPUw5vjtPfrGHZp+CJxzjpL5Z1HsVXvr7Pv50Wm8cZj3hmIonHOVPb2ykJM/BtcP7cMPbm9jbHKBPtp0Hzq9gwTnlzH5/K03+aMrNafGaajTEBTAaF6PgPJeZRp/y32Zm/lroLJCd+FkQ1lfBVBagLMEPB9rhb3t56Pz+gBCxd0s/tpbsvxYMOgmTXko60xx2Cpk7vpTiHAd/Ht6Hez/cQabdyIKJ5Ux/exON/gg9M21MH1nIzHe3EI6p3DBCZPfNX7GdJr8w7d7fFmLR6ipxML21iQK3mXkTytBLElajjkPtYYw6GZfVQI7ThE4ncyC5zxLhuuAPiw7ihcuGEIyIEXkoqvLU57uZPbYfvTJt6HUy1c1+WgNRemfbUzutBp9w9TnUHubGtzex+JLB7Kj3s6sxgBJL8E11G384tQ/eUIx31x9iV4OfPtl24qpGg++wcD+hagSVOCBikQZ0dTFrbD/0ssTNS7dw9Sm9yE/mHfoicewmHVajjqpGP4GkjObffa39T2UlR0KWJSq6uEX2YiyBzaQjntA4rlcmf3h9PQfbxNi10Rfh7uXbWHzJYGpagqlxrqpqhKMJDnnCHKHwodYTRidLTB7WDQ2NRyb150BbODWC3F7nw2bS47QYcFuN2Iw6IrEE3rCKSS/TK9NKSyDGXcvEPnvuuH489eUefJE4LouBjQe9vP5tDS9ePpRYQkwrnvy8io+3NdEr08q8ieVk2AzcM6GMOcsq8UVirNxSxwPnlXPru1u4dekWCnPFxe61tTU4zXquPrkXi1ZXcbAthMtioNmv8Oc3NvDiZUP502l9KM51sqNBpM5U1voAMUY36mVkSfrZmZm/FjoLZCd+FpoDCrWecEpHpWpib/X9/nbqPJFk2vyx9wL/tWA36chzWbj+rY0phmCTX2HR6l08cdEglLjKDWf0JaDE+X5fC4unDkbTNPa2BHnmiz3sbwsjAfet2sHTUwbT5Fewm/Uo8QQ2o46alhA9Mmy8efVx5DjNxOIqkgzPTBnEdW9upKY1hMUgM39CGSa9TIHbQnVzIOWak+00sbc5wODuaTgtErGEyCBMtwsR/fVvbaQhORq+99xyZo4qBkgVR7tZT0hJEIiI7nLSkK7MW74do15mfEUuZoNMSZ6Te88tx6ADJabhj8ZSwv0OSUFC08h3memZaeXGkYVUNwWwmfTUesK8+PU+7kgGLjd4I+Q6zdwwopA3vq3BE47x1MWD/+0UiJ+Sh/w7kGWJXNfhAOB4XKWqyU9du/j5dFjFNfsVIrGEGIO2BgmkW/CG4hj1MvkuwXKVki5JBW4z8YRGTNYIRuPsavCzcHUVDclcTBASmBynmaXrDjCmooBr/7qBOk8Eq1HHQ+f35y9fVeOyGJg+opBuGVYWThpAvTfMM19WU9Ma4qvdrZwzMIgnFGPh6ioCiogi298msib/eFqf1Eg1321hb3OQZZtqmTdepJxEYipWo47rTu/Dn0/vi4Rw0jHqZUJRIevpcJe64e1NvHvNCSLOKxgFSI2i9TqJHJuJ9kiccFRop49FdBbITvwshKMJPKFY6o8aRJHMc5mJxhP0zrIdc+ORXxMZNjNtwRhNfgW31ShOQEliX0uIUDTB45/tFntcnYwswc5GP9ee1pe7PthGca6DOeP6iUxGJY7Tok8xWWVZQgO6ZQhPVYtBIqQk0NCIJTQMOomXLx8qwoU9YTJsRqxGHfMnljH97U2pTnb22H688W0NRbkOeqTb2Nca5FB7iFvOKubqV9fhi8SJxlVQ4tzxX1u5a1w/uqZZKc51UJt0SUpoGnluM75wjDSbKKznDMjn7PJ8pr34/VFSgi92NTC2ooCBXd28MG0Ie5oCPPfVXryhGLPHlbK/NUg4pnL/hztZfMkgHCY9W2sP511m2Iz0yrLR4A1z/pCuLFl3MBk0vIvLf9frZ3eTPyUP+d9Ar5dJtxkpyrXT4FOQEOL+dJuRnQ1+pr+9iT7ZduZNKOONb2uQJYmHJ/XnlqVbOHSE7dub39UweVh3atvDfJE0OViwagfpNiNXn9yLvtkOmvwRTuyTxV3LxH7WGxYSornLtzHjzEIkpFSEV1bSjP7GkYV8uLWO43plkm4zke0w47IKG0OX1YDFoKPBq9Ajw4YMXPXqek4rymTOuDJhSpGAy1/6AZfVIJ5HjkiDbvCGsBh0ZNiNXHpCD5xmA3FVFQ5PTjN7moNsq/Xw9JRB4rWrwcottVwwtBub63zcvWzbr57m8VPoLJCd+FmwGHXJP9h+zF+5nbrk4Xf3+FJcFgM9M2zH1Av7WIDVqCPfZRYHpiThS4q120NRHjy/gpuTCR1d3BamHt8DTyjKkO5uLjupJ23BKAkVdJJELK4yb0IZs5M7qT7ZdmacWYSmqrSF4sxYIogiw4syuX1UP2IJwbD8ZFs9w3qkk2EzEVTizBxVjEmvIxiN8+yXe2gJRqlqDBBQEpTmOlDiiZQBuk4W49qgkkDT4vTKtKOXYf4EUWj9kXjKOWjV1jpmnFnEm1cdj0kvM+2l74/erS3ZzF+vPo5Gr8KtS7fQ6BdEoTljhVPPW9/tZ2D3DEx6HfXJPdrM0aJzBDAbxK6qpiXI4jV7aQ1GmTmqGJtRx81nFeGLxGgNKj8rBeK/k4f8b5DtMHPvuRXMem8rDb4IGTaxf37qiz1oGlQ3BZi7rJI/nNqb6W9vBuCVy4cRisXRNFizs5EB3dIx6mRWbKll4sAuvL/xEPMnlGIzGbh7+TZqWoKk2Yw8e8lg6pJ73I6pQL03Qtc0Kze+vUkwTlWNloDCwk+qeOzCAVzxu948/MlOVm9vokemjRlnFrL4yz3JMW6cbIeJmtYg15zWh1e+qWHDAS/RuMr+1jALjwi5XrByB81+hb45dqaPKOSJiwbQHIgyb/l2Gn0R+ubYuf3sEu4/r5xX/l7DeUO68ue/biSgxFOZm/GExl0fVNLsV1J+rv9bAtb/BToLZCd+FrLsJi7/XS9e+novt55VjNtqIN9tIcNmIM3625Bz/Fx0mLh/VFnPrLH9mLtsGy2BKF3cVu4YU0yey0yTX+GFaUOQJEGsaQ8pFOU6mDWmH9UtQZ74fI8gyjhNzJ9QRn6amaenDKLRG8FlNdISUDAYdMxYIozOywqcnDe4K79/+XsiMZVsp4l540txW4WjTxe3lbZgjFnvb6WqMUCO08SsMf1Szj8dB1MomqAgzUKdJwKSGKVm2UW6RSSukesy8fy0IRxqD9MajLJk3QGuPqU3Zr2MPyL2mke6/ry6toZtdT6UmMZ1b248bGjviTBvxTaenjKI8QO7oGmiEL559XFYDTpe+nofc8f3w2U2cvfySqqbQ2TajdwxpoTn1lTz0Mc7uWdiOXWeMDlOM0Zd9GenQPxP5SE/53E7iq83HBMmBe9uSe3eVA2a/FHcVuGm88Hmek7qm8Vjn1bRI8PKRceJIONMu5EbRxTy3sZDjCzNpYvbyo3vbGJvcxAlrhL1KRxoC5HrNNESiOKyGFA1jXSbEVmWaAlEUVUtyWrVUd0c4EBbmEWf7uL60ws52B5mZ72fRauruP6Mvtzw1iZyHCbuSBJp2gJRbhxZyEt/3ye8apOuQNNHFqZ0lZIEjV6xY31u6hAe+aSSUDSRYmvf8d5WFkws47bRJehlePWKYUIPa9Lz0Mc7uWhYd3Y1+HFZDMhJfe6/uwv+JdDpxdqJn0QslmB/a5DdTX7SrAbmju/HgK5uSvKc9Mmyk2Hv3Dv+I5oDCi9+vZeKLmk8u6aaK0/uxdNTBvLi5UMocFvY0xRg6bqDNAei1CV3ujkOszCblgTjdG9zAG84RnVzkNkfVLKjzs+1b2xAAx74cAcPfLSTaFxNdWodBJpaj7Bsa/BGmP1BJb6IOHD0epnyfCdPTxnMiut/xyu/H8beZkGs6TiYRKySyt3jS8l3m5ElUgkksYQmimRM5d5VO2hNuviMKs9n8ZpqwjEVVVPxhmM89mkV17y+nic+280do0p486rjkIEMuzFlaJ/QNBq8CuGoyuOfVrG70c/+1hAOk4Fv9rRw5Sm9UOIaNyXdZGIJlbpkJNUlJ/Rgd1MQp9lAeYGT59ZUo8SPDd/fjuJrNuiobgrQGoim3ieioYTdW59sG/0LnKRbDfzl0iHMHN2P7/e2Mn1kIded0ZeEqjJxQAGleS6UhMr+1hA2k550mxG3xcBfv9vPPRPLsRiE44/TrOf+c8sJhOPkOk1Ikpj6BCLxlMSiyaewYNV2pp3Qg7iqsb81RGG2g6cvHsT0kSJRY3udj3pfhCy7kbnjSgEhGSlwm3GaxUhWQkw2pGS8mgbsaQrgj8QAsQLouGilWfU4zAaiSd/aq15dx5qqFnyRGDlO81FG/8eaDyt0dpCd+Al0+E0e6YqxaPIABnZx/+xE998iwtEEw4tzuGeF0Aa2BqNcc2pv7vpgmwgpdppYOKk/mgTzV+xkT5MINp4zrh89M21UNwWF6TuC6bmnKUCOy0x1c5B5K7Zz+Uk9eXVtDSa9TNc0Cwfbw6nDq+Ou4g3HkJPdKQgSycZDXma8s+moqKN6byRlCSjLEj0z7LgtCs9MGYwST6CXZd5Zt5+iXBcVXVzEVY2vdh9tfSdLEFc1XBYj17y2nlA0gVEn443EuGXpZmacWcScD7ZxY3LcWFnrozjXyaUndMekl7jylN7csmQzNa0hCtxmHprUnzVVTZw7qCuRmJoyyta0wx6pOQ4Tep1EJK4ya6ywlAtF4zR4Q4D0qzMiZQnSbEbmjOvH3cnRY59sO/MnltEzw8ZrVwxjf2tYOCj5FXKSgdTPrqnmy6qW5Pi6BEnScJj19MiwUu8V+uOOTjQci3PjiL44LUJC9MZ3+7n1rGLmTShj5ntbafIpRwVmawhfVLfVgMtiEKQgVWXucqFx1csSdpOegjQL3TNs1HrCvPJNDZcc352HJ/WnLRgl32Wm0a/gMOvREIxUm0lHUXJHHlTiqYxKg04mw2YmkRAXp0z7YX/aV9fWiP3qyh0ocTHxOBYlYp0dZCf+Jep8kVRxBLFPmv72Jur+wbexE0fDYtThth4+DDq6u2a/GDGFownmrdhOayDKnibBLO0wiNbJEjmuow8JISyXsJn0NPkUurgt3HBGXzbub+ORC/rTNc2S8g11WQxJ0wHBVO1wY6lLZnTWJqUFHbvBC4d1Z96EMmIJNcW2zbCb6ZFpo2+2A7dVz0XDetAlzYJBJ2GUZfrmHB2RVZhjx2yQCUcTNAeiyLKEI8lyrfOKpPrq5iALV1dx1cm9mNA/j7vG9cNqFCG6M97ZjCccw6SXqfVEmLtsG72zHMiS2ONqCCcYWRKkMCWe4K5x/Wjyh9nbHCAcS2DQy8QTQqpyoDXAllrPrxq1ZtDJLF13ULhKTRvC+9eexB2jS+iWbkWvl1E1KTV6l4AGn8LNSzYzuiIfEK+H+z/ciaqCLxzj7gllWI26FDFu3oQyHvp4F/d+uJPb3t3Cfat28u3eNva2BMW4dFQxb//heGaNKeHVb2rYeNCDnEzZCShx8l2iIOtlmDOuH3kucyoC7L5zyumWJGSN61/A33c3k+cyU1bg5PGLBlKYY0eSJHKcJm4cUci3e5qZN6EMl8VAQtPommZh0eQBdHVbkGWJer/CZ9sa6JFp46XLhrBwUn8MssTr3+7n9tHFvHn18bxw2dBjjqADnR1kJ34CkVgiVRw7IPwm/zn6pxOHkWU3UeC2UJBmoTbZ3bWHolgMOgJKnIQq7LpMevmosOKORIs540q5e9k26n0R8pwiOeFQewhPKEqfbDt5bjN/eG09e5oCfHXrabx6xTDiCY1HJw/g5qVbaA+JYjl/Qhn5yV2b+F0eTlnoEN0bdDLtoSg76xWiCY2emTb6ZNqoT8oTDDoJvQyPflrFveeWI+s07p1YLszFfYd3pJFoPGVh1xpUAEmwXF1mgknXln3NQXpn2emdZaPBEyHTYcJskAkocZSY0MKZDSLcN99t4WBbiNtHFfP4Z7tp8iv0zrYzf0IZ4Wgcp8VAayCaCuouynUwfUQhb36/nz+e1odN+9vIc1l+NcJHx87+H9myGTZx+TlSj9mR4lHnEd2xBOhkSQQ5SxK3vbuFp6cMOmq364tEaUmObzuKSq7TTIHbQjShkkiGVo8uz6fWE8ZikHElJTtpNiN/PK0PdpMet81IhdnIG1ceR0IV3WpH951mMRJxqjj7ZpPQNCJR4c50/7nl+CJxMm1G9HoZq0FHtwwrr11xHNG4itkok++0pOz5JEmjolsa0178AW84ht2k484x/fhwax1mvY40q+FnEax+DXQWyE78S4iEcPNRRbLAbf5RZ5BOHIYsS3R3m3l08gBmf1BJOBanZ6aNqsZAMsECMh0monE1ZRoNkO8yU5ccf945pgSjXiYaF4XjgY92kus0M+PMImRJoro5iAY8+NEu/nRab9pDcZ792x6uHd6HDJuRrmlWeqQfPqQ60t5rj8gD7OK2oJclXvh6L6PL80m3GTHrJTbVernp7U2pGKdFF/Rn+ohCrnplPXaTjnkTSnlqyiCicQ2jXiRQLFi1k4uP68b8iWXcvXxbqtO9Y3QJr39bg9tiINtpwmXVs7sxwP0f76S6KcCiyQPItBtpThYLXXLvme82s6PWw1/+to+bzyyiS5oFi1EI8re0h4nEVOatOBzRVOeJ8ODHu7j6lF7c9M5mXr182K9K+PgxtmyG1ZjygJVlESKcZjVw6Qk9yHaK2CmdLHFC73R2NgRwJ7tmkR8p8dinVam/xbICJ3PG9UtdHjoKcM8MG02BCBaDzDkDu9A13cozlwzGE4rhV2LYzXr8YZHyYjbo0DSJfPc/+wjXeYRBwZ6mAG98d4CD7SHuGF1ylOB/8SWDyXebeeCjnbxw2dCj7PSORCJBKsVGL4vLwKOfVvHs1MFJZ6hja6x6JCRN+/XGEL80hgwZoq1bt+7Xfhr/z6BzB/nvocOnNpAccb6/4SCDe6TTI9NGezDG9W9uTOXp3T2+FJdVz5wPtrGnKUi2w8Rd40opcJuRJI2EKsZ0h9rD6GSRnOILx1iy7iDzJpSzs8HHX77ay7Y6H+Mr8rhxRF+QJKJxDcs/3OBVVaM9pFDdHGTGO5up7cgvvKA/62va6JphS7ETn7x4II9/tpt9LcGU20rfbDs3jujLzUu2YEw6tlx5ci/65TsJRxM88NFOJg0RyR4ZdiNXndyLolwHsiTx2Ke7WLu3ndxkp5nlMLKl1odelvFFYvx9dzNnl+exaHUVrQHRZc8cXcyHW+u47KRe5DhMfLDpEB9tb+KRSf3ZfMjL81/t5aaRRVzz+npAjHltJr0wbT+vgj++vp6PbjwZt9V4zEgGRAann30tQYw6CZNBh9sqnGfu/1DsoXNdZu4a2w+bSc/L39Rw5e96Eokl8EfiVB7yMLwkJ1VoCtxmnpkyCLdVEJ+OlKsc+bUEScaIXidR2xZm0WdVtAejPDJpAFlOIz0z7EeNNeNxlQ0HPcxZVinYzg4Ts8b249kv99AUiDJ9pPARznOZuX1UMYU5DpS4+pPj0apGP2c9+jeOLDWSBB/fcAp9su2/+lhVkqT1mqYN+bH3dXaQnfiXMBh0DOzi5q9XHU8kpmI2yOQ7zZ3F8R+gqhqtQUG9v/O9rakMv4fOryDdZqKmJUTPTBv3nVdOOCrSCx7/fDcZNiOLJg9AJ8noZAmjQaKqIYAu2V1YDDKRWILnvtpLVUMAm0mHzaRne72X5/62lxlnFvHop1X8sL+d3U1BBnZzk5Vp/qfn1mHOfXZpNi9dPoyEqmLS69DJGpkOc6qwTR9ZSPcMUfzeXXeQ72raAUG/N+jlpDuOg6nH92D+yu1cNLQLZ5bmcfFx3YjEVOaMK8UXifGXr/bSI8PKH07pxejyfMb174IST2AxyjT5o9ybTAXJc4lO+aOt9SyaPACAXQ1+Xv92P9/tayMcVZk5poSRpXmcXZaPzazjw611zB1XSnNASfp4CtlIOJqgW4Y1uYu1YNTLxwzhQ01a7HnDMRatrmJ/qxDwvzhtKA9/LAT9GiKxY96K7dw5uoRZY0p46et9bDjo4d5zyrl5yRa8kXhKcK+qGm6b4aiLUAdkWaIox0G6zZjqXtMtBqxGHQsnDcCol3GYdT8qz6r3Rbjrg600+6M4zXqC0QT3rdrBTSMLuXnpFpxmQyow2WnW47IYyP1vHLTMBp0Iav6H6YU5SQw7ltFZIDvxkzAYdHTP+PHRyf9fEY+r1PlEtp/ZoPunuKMj0VGA6jxhFq2uoro5gMNsIM1mxK8keG1tFcNLcpCALmlW3l1/gOf/vp9sh4lrh/ehJRBl1ZY6LjmhB6GYsBh749sD1HrCzBxVzEeV9Vw7vA8vf72PQ54wd4wu4ekv97C7McBDH+/ksckDqW4OUJBm/tFRVYc5t8Osp2eWg6kvfJfa2c0dJ+QcRwrAg0och1nPnWP6EYwlqKz1kZ0cB6sanD+4K/NXivDcl785wIh+ObgtRqYvO+zSc/955WTaTTT6FYLRBK+uFYkP959bwR1HGIXXJ2Ubt48qpqZFaPxm/tdWTElJynlDuvKnNzZQ1Riga5qFhyf1Z+aoYt747gCXHN+DRZMHMPv9Sg60heiRaeXmM4t46/sDLJzcH7vp2Dh8O14fte2h1L7UYRad4yFPmAafQqKjtZJIiv9lalpD/K5vFhsOeqhtD9M9w8rH2xv5dEcTIMbQz1wymNZQ9EeNDn5M69kt/af/jlVVvP7qvUrKs1eXfNx0m5HCHDt9sm08f+kQWoPKzyqOAPlOM49cMCBFEhPTiwGp/fixjM4C2YlOHIF4XGVHg48mn0Kmw0Q8oXIwodLFbfnRzrk5oPDS13v5/e960RoULNXiXAd3jC7m2TXVjB9QwPyV26n3iJy+RycP4MLjuhOJqdR6Qny0tY6TC7O5eclmdjX4yU0mNyxeU809K8XNfeEnVTxzySA2HPDwyjciAFkC9jQFkSQoyXPiMOt/9KAKRxM0+CJMO7E4Fb0Folu5a1klz0wZzNUn90qNWA06oW+7d9UOrj+jL499WsU9E8tQEQxHh1kwaZ1mIU5v9ke578Odwi8USLcbRdexZDM7k9/PnWNKMOgkGnwR9rUEsZuEhV5c1Wj0ReiVZSOe0Hj8sypMehlJkvjzGX3RyxKLJg8gnhAd2CvfiJinK37Xi4SmkWEz8tylwsNWJ8skVJU7RpdgNckcK4ujjgvKDSP6pn72/kgMu0mPJxQj12kS0g1VE7KJpHWjP9mJ3zhCuN1MH1nIfat2EI4lUkYCs97bSnso9t9atP2r0Ol//JhaTxidJDFvQikmvQ5/RIz0PeEYBWlWHjq/AqNOIpaAArcFq1HPgbbQf+tGpNfLDOrq5o2rjv9Zl85jCZ0FshOdOAJNAYUmv8LSDQcZXpxDus1IntNMTXuQ3pmOfzoEYgmVs8vyqGkNYjPpyXeamXZiD5oDUU4rzmHeCtFtaUBte5g739/Kc1OHEFTiLPxEyB4WrNyeFNof7qo6dj0Os4HdTQGCSoLHPq3CF4mnNIHZDlPqlv+viA4d5tyOpE4SSBKDRHELKjH65jho9iupx9XJorD27+LimUsGs2prHWMr8vnL1CHEVU34jXoV2kNRXBYj1c1BHGYD/kiMS0/owbzl21HiKjpJSn0/z186hG31PnJdZnxhkS6hIYTzNqMwJ7/spJ7UeXaQYTOS7TBR541w5SvraPRF6J1t55Yzi4SDiy/Cjcm9eNc0Cw+eX4HFKPP7l9eT6zTx1JRBZFiOjaOtg60aVBLku83UeSKoyfzUz3c2cNe4UmZ/UEl1UyDFWM5xmpn9QSV7m4N0TbNQ643wcWU9L142FEmCqsYAr62tYVdjAOBHLdpisQT1vghKXEWvE7/YcEzlnR/2c3pJLt0zrCnnoXhcZV9rEJ0MbcEoT36xh+qmALnJ52Mx6li0eifnDe6KBDgsOnbUB1m0ehdtwdjP8lHV62W6pVt/gZ/4fxbHfgnvRCd+IaiqRiSWYOm6g4ypyGfR6iqufGUdV7+2jhZ/NClf+IfP0eDeVTv4fEcjD55XwcXHd2f+iu20B6OkJy26NEglPLT4oyhxFVXTePzCgRTlOujitjB7bAmLLxnMA+dXkGE34jQbyHcJB5Q8l5kWv8LCCwbgthrQklq4OeP6pfbC/+pgyrKbuGdiOQlVJd9lRidLOMwGlLhKnsuE22rEoJPonWUjLbmn8kfiWAw60CAYjTO2ogCdLJHvttAt3cqCcyrIdoribNAJPRyA22okzWpIjVDtZj16WRTJhKZR3ejjwfMqsJt0SV9aIzeMKGT6Wxu5dekW4gmN5y8bwryJ5RxqD6diwtSkj+lDH+8iloA73qsUVnjAIU+Ym5dsxm4ykOUwMm9CGQ6TDpPJ8H/yGvnvoCa74pqWYHKcquOZSwZR0cXFS5cNZfmfT+Kc/nnku8yMH9CFN7/bz00jCnnvTyfx/LQh9MiwElTibKvzke00YTPpWXrNidwxph+9s+zoZZm5y7aliiP8s0VbJBJj0yEvV722jvMXr2XqC9+zoyHA01/u4bTiHFZuqeWHmna21HpTGa/3r9qBqsHsDyrZ3yKiq4LRBA9/UkVISfDV7lZmvV9JdUuIcFTjre/3sycZrN3ho3osOBn9p3FsXLM60YlfGP84dsqwGqms9yJLEiNLc1MjRxDazznLhOdkluOfHyegxPld3ywWr6nmppFFhKIJ3tt4iDtG90vJZHRJoX+Ww0g0LpxFmv0KpQVOLv9dTxas2oE3FCM3yXDVyXDnmBJWbqnj8YsG4jDpsRhlFkwsE36ccZWu6Ra6uH589Nvx3FqDCiaDEO4/csEAYRAdUOiVaWXBxHLMBl3StqyM6e9sprY9TK5LjHnv/XAHYyry6ZqmEVc1TPpg0iXFhY5VnwAAIABJREFUxOJLBrOnKYDZIPPgecJ4Pc0mWKOFOXYafUJH6eqQd1gMnDekGw+s2sENIwopynFQ0xrkyc93s79VJJw88NFOpo8oxKCXMeplGo4wpFA1aA0oKPGkfrAjLgOh50yo8NTFg5AkSLf9OrutDg/eO9/bSoNXIdtp4vELxYh46gvfpTreRy7oT7d0K/taAoypyMNiFBeJWELDZtSRaTfyl0uHkOc0Y9BBOBrHYpTZ0xzApJc5oVc6w4tzsJt0BJQEX+xsTFm0xWIJ6vwKs97fSobdyJW/65W8ECUY1z+f2R9UsuiCAbQGosx6byvPXToYXzjGTWcVkVA1WgNRrCZhSOANx/CGY+h0EqFoAl8kjlkvU+cJM6o8nzVVLYKZKh2bPqr/CXQWyE785vCPB1muy8S8CWUkVBWb0UCXNEuqOAKUFzi5/KSeKPEEDd7wUTZmFqPQF7qtBv62u4UxFfk4zXp2NgR4/m/VPHR+f+Yu30aLXxyYc8eV8dDHO1mTtBN7YdoQHvtsN75wnIASp6oxwK1Lt/DCZUNJsxopOrOYem+YfS1B/lbVxCXH9yDPZcag0/1kOHU8rtLgDxNLaNy8ZAtNPoXiXDt/Gt4bt8VAt3QbbqtIh6/okkZc07j+jL44zQZC0Tivrq3h271tXHlyL8xGPQ3eCPOWb2N0RT4FbjNd0qxkO4zsaw6xdMNBHjq/ggy7GW9YYfbYfsz8r61omka208Sfh/dh4Se7uPKUXmw85GXjIS8PnCdCojUgzWrEaoK9zUEkSaItGMWUTJuvT3aKsiyR6TClRsu+SIyO77yL24JJL2Mz6X62Yfn/BZr8Ee54byv1HpFI0haKEompqdQWCTjYHmbGO5t55pLBPPjRLmacWUQwmuC2d9fR5FPok23j7vFlrK6sZ9MhL7ecXUz3dCveUIwZSzYze2wJU47vzox3NuO2Grjq5F784dQ+aJqGqmopclmazcglx/dg/orDYd0LLxiASScY0y6rgTSrgbZglFA0QZ0nTJ7LQqbDyMG2MBaDDn2STe0NxYirwvQhllAJRFQybEZkSUoFPh+LPqr/CXQWyE785tDkj3D7u1tSJJe4qnHjW5uYPrKQxWu2seCcci47oRv9CtxkO0xk2k0sXXcASRJjRH8kTo90KwaDLpUvWOcJk+8y88baGh46vz9zllfyRVUL3kiMJy4aRIM3TLcMKw98uJNNB704kmG6dd4ITT5FuM0k/VcPecI0+xWMOpkb395InSdCnltES73+bQ1jyvOF3dtPkDJqvSEafQqqpnH5ST1xJQvfy1/vY3Otj+enDcEdEt3dvat2cN0ZfVm0uirl59rh1ZnnsrC9zsu7Gw4xaUhXHvhwJ95IDLfFyEPnV9A13YovHEOWZK545QcOtYc5tTCTpy4ehDccI9dp5tW1+zizNJe9zUFMeplGnyggOU4h05AAf1jEZ4WUOG98WyP8W8eVcvfybTR4BZHn7gmlOMw67ju3nDve28q+liC5TjOPXNBfmB78iqQPoTWNUZcsjh2GEACH2oW8oWPUfsgTRkPj0hN70BqMcn+S5IQGu5uCzF2+jUcnD+DWJZuZ/X4lL0wbgkmv4w+n9qbeq/Dwx7vId5u57MSezF+5nSafQmGOnXvPLcdl1mPUyVw8rBv3rDxspNDoE+b1153ehzSrGJ/OGtsPo16mW7qFWo9Csz/CvPFl3LWskn3NIfpk25g+sognP9+dGunnOM08+flubh9dwmMXDsCkl1MOTMeKrOY/ic4C2YnfFOJxlVA0wfQRRXgjMd5dd5Af9rfjDcdwmEWn9Oo3+5h2Yk+mv70JbzjG4O5urj6lN7e+u4WDbcLp5rELB9Iz00Ka1UxFgYsCt5lnpw7mQFuINJuBpy8eTFtQJK0bdPDOugP8+fRCPtneKEgaySip9mCUbKeJ1mA0RZLp6raQ4zRx3ZsbU9mMdZ4I81ds59azisiwG7Gb/vWfbmtQIZ6AZ77cw1Un9+axT6uo80TITeoOl64/SFswyiOf7OKJiwYSUOK8sbaGO5Pm0Q0+8bHzxpchSSJGaUxFPgtW7iAUTaCTJPyRGDcv2cxTUwYxeWg35i6vTBWCNVUtVDWu45bkc516Qk/uXbmdpoDCrLH9WLByO6/8fR9zx5eycPUuWvxR8t1mZo4u4dk11RxoC/P2DweYObofL04bCoBRL9HkU5j6wg90STNz/Rl96ZVpw2LUYTPpONgeEvpATUtFZ2XbfzmmZHNAYW9zgDyXGU/IDxyeAndYDpJ8u6vbgqpq2E16Eiqp4qghzOnrPBGiCZWbzy5m2ovfE0to6GWNBSt3MGdcaSp6qiOXFYQ85PZ3t/Ds1CHE1QQ9M200JoObpeRr7UBriEHdXdS0hpjxzmYOecJ0SRpGRGMx7l5exZMXD+TZSwbjV+LYTXp84Rj3TCzHoJMw6GT+a8NBpo8sxB+O8/SXe1ITmAXnlP8iP+dfGp0FshO/GRzpErKrwS/YgmOF3q81ECWgxOmX5+SqU3rTGoxy05mFLFl3kFHl+dy8ZDP+JIO0ziNu409cNIgmv4+iHCcZNhO1njBPfSEOjQ7h/VNf7OG60/tw/RmFwi3FaaYuSTwJROKsqWpi/oQybnhro9hRpVt48LwKWgIKOxv8SIjDLaQkRJKFxUCm3UTmv2CtqqpGJC4iiG49uwSDTubly4cSjqm89NVe7lu1g2enDuG+VYJdq5Ml8txmDnkivPndfm49uwi31UiW3cR9q7bTHoqlHH5aAgoOkx4kCU8oSnsohj8co2emjSZ/9CjbvAZvBJfFwI56H4vXVDNzVAl5LhGh9ervhxFU4ritRp64aFAqu3DBqu1U1vk4vTCLG0YUEVLibKn18uraGi49oUeqww0oca7760by3GbuHF0CCHKJzajntlHFLFl3kIuGdaPArVCS6/pFimQ4muCv3+0/6neZ5xbG6g9P6s/NSzZzKGkj+MgF/Xn5632cUpyNLEnkucypQidLkOUwsbc5SGmek97ZdtqCCl3SrEnCkkbPLBt2k546TyTl26qTJRp9CqFogr3NAcwGHb2zbMKvVdNQgZ6ZVlRVYsY7mzmYLNgH28Pc9M5mXrtiGPdOFB1iNK5i0glbP5NeTuY8GtHJMHlod3SyxB9fX0+jT5ByGn0Ks96r/I+GHXfsz4NKgrgq7BZ/jYSWzgLZid8MOhItAsnDWYkleOLz3Syc1J+WYJSPttZx6Yk9uGXJZqoahfXX7LHCMaTWIw58EPuwBm+ERp+I98m0C0bnrPcqafQpaEBLQGHR6iquHd4HTZOIqxqvrt3PrLH9uCe5F8p1mpl2Yk+2HfLw7NQhNPgiZDtMPLq6irH981M7uEAkjs2kx2nWk+M04w3HaDEq5LosQJKYkdw9dSR+3PVBJfXeCJl2E/dMLCPHaeaa4X24TidjMcrMGV+GXpbQ6yRemjaUtmCEcU+upTUY5dazi3ngwx3sbhIOL/OWb+PJiwcluxLR7XSkStR6I/giIik+oWr4IzE0TcQg5TjNvPj1Xpr9UR78aCf3nVvOhKe+YXhRJtec2odrXltHo0/BZNBx9/hSLh7WjatP6QWaxHVvbqDFH8VskJk5ugS7SZ8a/0oAktBy6mQ5GQt2tETm7uXbmTmqGJfV9IvICyxGHZ5wjAybgeemDqHeF8EfifH0F3v40/A+LL5kMBqiu82yGxlRmsvfqpoZ1z+fOeNKmbts21Fylic+350yRshymDjUHiLPZUYnw00jC4klBCu5JRDFbtaT0DTyXWYavGG+2dPMhcO6c1My4NibdBeaO66USCyRKo4dONQeRomr9MhysK3Ol3oufbLt3DOxjG7pVoLRONe+sYkmv8KjkwdQ6wmnshxlSSKhav8xko6qauxrDRCJqTR4I7QFo3y5q5GrTulNRYH7Fy2SnQWyE78ZRGIJMmwGpo8sxGbU443EeH1tDRrgsug5pTCbeSuEJlGXLIL3rNjO4qmDKXCLcFcJsJl0OMwiU+/1tTUU5TrQNMHk0zQxJtPJUpIY40AnidzCQ+0hnv1yDzPOLMJp0Qs2aizB3JU7KM13ctXJvTC6LWw+5MUTjjJrTD/mJ3WUXdLMzB5TytJ1BzhnUBc8oRjZDpG1t/GQh1uWbiHXYWL2uFJmvV9Jk18hocLBtjCzP6jkT6f14ca3NtEl6Uhj0EkcbA+TYTPisujJtJv47o7hfLu3HTRSMoJ4QmVng5/WgMKCc8qTVnrCC3Rm0rz61D6ZzJ9Qxuz3t1KraRQkn+sb39bwQ42HaELFE4pi1MvcPbYEi9nATe9sIhJTiasaHp9gCU8fWYgnHOejrfX84eTeOCx6ApE4764/yI0jCilwmwlGE6kxan4y+kqJqwQUoa0MKHGyHSbqvRGMeh2R2C/DrMyyizHj2+sOcnZZHkElTmGOg5vPKj6KlHXX2H40+SM89tlu5k0oI9dpQidLvDhtCJIkLlItAYVrTu2N3aTHkCTV9Mt38sRFA/ErcRZ+sosnLxrIoxcKM/zdjSJP9IYRheh1MqeX5JDQNHpkWHnp8qGoKiQ0jfs/3MHc8aU/GkBgkGWUuMrcZdtSe8s9TQFmvV/Js1MHc8Obm0izGrjy5F6pvXw0rmLUiwtKTjKkWVW1owrYj5kUAKn/s5l0JFSNSExNvb81qNCUjP+q9URS2Zgvfr2XO8eU/qL+up0FshO/GdhNev44vG/qEOjwlGz0Rch2igzEcExE+thMevyRGHVeQbpYNFlIJOo8EVxmA7eeXcRDH+9kbEU+oWiCNKuBdJuBJn8UnQSgYTHq2HxIjAjnTyjlkUkDmLFkEzOWbKZ7hnAmeXbNXjRNCLQNOkGhz7Ab2XhQfN4tZxXhshjItBtZuLqKyUO7EUpGV6XZjERiCW5esoUTeqUzYUABzf4IO+v9DOuZxvmDu+K2GmgPxciwGdEQBJEZ72zm5d8PxRGOkW4zElBitAZjROMJsbtzmpk5upil6w7y7b52cpxm9rWGGNzdzSOT+uNJkm+a/BEeOK8Ci16HQS9x69nFpNtMOM16Fq7excfbmogmRDRajtNMVWOAU4qy2dUYoNYTId1mJBRNYDfrafSJqCeXVc/5Q7qm2Jf5SXJSus3Ao5MHctcyIaDPc5mZM74Uq1HHAx/tJKFq9M22c82pveiWbmXFdSehk6Sf3NX+JyHSO9zkOMzE1ARpVreIpQrHOGdgFy4+rjuRqOjwn/xstxhLvl/JrKTLkNNsoM4b5u5l22j0K/TNtjFvQhkfV9az6aCXFy4byqBuaRzyhEmoGvvbwsQSCf50Wh9MeqErfeGrvdR5I7x0+VCafQrXvrGBWk+Evtl2Fl7QH09QdOQdr8MO0/OHJ/WnPaSQZjUdxd5WNTE+jcY10qwGpp3Ykwc+2kmWw8i955TR5Bd2c06LAZ0sEUuo+CIR3FYx2ehgi7/49V6GF+eQZjXic1swGSQqa/2kWfWAlMpG7TAcyLQbmbNsW6qI13sj3LNyB7eeXfSLS0l+lQIpSdLbQFHyTTfg0TRtgCRJw4DnOj4MmKtp2ns/8vmnAw8DRmA9cIWmafH/+2feif9XoaoaqqayaPWuVDBwoy/CwtVVTB9RSL03Qu8sGzkOI1VNQbH7M+nJdYkQYodZxx9O6Y3NLLqa176pYcNBD1NP6MHe5gADu7m5aaQwDz/UHqYgTYQaP/nFHiprfcz+YBv3TCzj9SuPQ0l2Tuv3tTJ9ZCEXHdcNfzjGis21TB7WjVvOKmLOsm1sr/fx2Ge7ue+ccgKROGMq8lm5pZY/ntaXJz/bTb88F0o8Qa7TxNQTevCH19Zxw4hCTinMZPLQbqL79EXId5l56Pz+lBU42Vbno9YTRtOgJRAVpKB0KwYd3Lp0M9ec2pt7V21n8tBu3D6qhEZfBINe5qGPdzGk+wASmpYM+I2wYOX2VBLJs1MHM/3tzSDBM1MGMu3Enqzb70ldRO5M2uc9Mqk/qiaKWWtQaO6iMZXeWXa6pgu5xi1Lthy2xPNGuHfVDl65fBiZdmMqIimRUGkJijzE1kCU8gIn15/Rh4CSYMrz39HsF5KJ+8+t+Fl+of8pNPqF9eAfTu3NbUu3kGY1cP6QruS7zOyo9/PMl3tYd8CTGken24w88sku7hxdwmOfVhGJq7gtBhp9Cne+V8kTFw1kf+v2VGEw6iQeuUAYu/sjMa54ZX3qaxt1MlaTDgm4/b+2ElDiyBLsawnSHoryp9P78v6GWs4oyebZqUNSI9+EqqLXybSFhAF8ht3IpSf0wGk2kFBV7CYds8b2Y/rbm2gLRcl2GJEkiRWb6zh3cBfuXrGd1oBCpt3EfeeWk+PUkrpOlee/2suEAQU8+NEumvwiP/Tec8pZsu4AFwzpxsLVVbQGFSQkmvwKd763hScuGkSjL3LUTrveGyHNavzFpSS/SoHUNG1yx78lSXoE8CbfrASGaJoWlyQpD9gsSdLyI4ufJEky8ApwhqZpVZIkzQOmAS/8ct9BJ45F/CvPyY6brCxJNPujOMzi5qpqGvuagxj1Mu3BKIrbwpzxZdyydHNKtD93fClvflfDpSf2wqiXUVUhCwnFBFOwq9vCXR9U0ie7nNfW1rBo8gAafeKgCUXjZNmNPHh+BRk2IxaDnkRC4/q3NlLdHCShapQXOLnm1N6U5ruo6OJi/srt+MMx7hxdksrXe/jjnWw44MVtNfDw+f1549saPOEYFqMOWYJpJ/agwReh1hPh1bU13H9uBde8vp56r8jfCygJbnt3C9ed0Zfb3t3CaUWZeEKxFOmlIwHebRVuNJcc34N7kvKBvjl2Zo0p4amLBhKJqzhMBtwWQ8pEXEMI9fe2iISKloAgihTmWrl9VHGqu1m8pposuxGjXqZPlo15E0q59d0t1Hli9M6ycctZRTzzxW7+OLwv/og42DVEmHBQidPsj3D3im3cdnYJ5QVO9reGuHfVDtKsBm4fVUxpvpM6T5hILJFKFXl9bQ13vLeVFy8bmtrX/l+iw3c1zWpI/VxqPRF2LN/OrDH9WLS6ipP7ZnLb2cVYDMJMPZbQmDu+lFhcFaQXTcMTiaOqGt5wjJiqcvWpvTHqZTYcaGfOskqa/VGyHEbmji/j9KIsPt/VnIz80pHnNqNqYmx6/el9cFoMyDJkO8xMf2cTdZ4wQSXOeUO6JtmxEia9jCzDgdYQD0+qwBeJM2/5dpqSneyCc8qxG/X07+LiouO6Y9TLVDcFuPj47sxbsZ3qpkDSWCDOne9t5aaRRSxcvYuHJvVnTHk+D368i+pm8TH+SIxZ72/l9lElpNuMqf/Xy8LMos4TIZZQyXOZgcOm6V3TLBS4Lb+4lORXHbFKkiQBFwCnA2iaFjri3Wb4Uc/hDCCqaVpV8u3VwEw6C+RvGkfGOh0ZIFtR4KI5oPDi13u5/vRCMh1GmnyKMIhOHiS5TjPvbTiIzaTHZdGzeMpg6n2CHPDcmmpxKOgkHvtsN3uaxL6nI+5H1km0h2MY9RLtoRj7W0MsXL2LdKuR2eNKuHZ4X2Z/IMg7TrOeRy7ozz0Ty5id3BPGVY2cpGPKzgYvEwYU0CvTzoG2EPes2E6Ow8SNIwrRyUII/211M5sOebnv3HJcRh0HI1GKcx0ElDjPTxtCWzCKLxzDH4mTbjOgalCS6+CcQV0oyXXw2OQBlBc4uezldTR4D9u1zf6gkofO748swYx3tlCXfF+TT2H+iu38+fS+3PleJblOsWvrsLzrUOv/5au9zJtQxtzllSRUWL+vlfw0WypLdHhRJn88rQ9//usG9jQFOaF3Os9MGUxrQCGgxCnOddBrZBGxhEauy5QqkDpJEh28xUCTL0qu00ya1YTTZOCpKYOIxzV2N/nxhGIYdTru/3DrUakiSky4FsUTQmRq0Mk/aaz9v0E4OWq/JVkAc5wm9jSJi9BL3+zjqSkDUWIiLPi8wV25b9WO5HjeyOMXDcRuFgbmsgSSLNEz04ZOkuiSZuFAa5AZSzbT6FOEHMmncOuSzSyeOoR6b5jmQJRMu5GbzyxCluCyk3py9/JtpNuMXDu8D/XeMDsb/OgkifUHPP8fe+cdH1WZtv/vOVPO9PSEhNACJKRQpNixUpQmKrKuva+6vlJULHSwLYpl17q2VeziiiCgiL2w7oKU0AIJCYT0Pn3OnDnn98dzMuqubvvp6+774f4Lkgmcmcmc53nu+7q+FyU9U1n6zm6i8QTZXoW7zxmM12HFKsu8+udDzDmjKAmVf/rTA8ybVMJZw/K57sUtBGMJ3HYLD59/FA6rnDzl6YZBZXOInBQHlc0hDrSE6JfpTi6g4jHC69nD56CiSSjJu1GEXZE4BVkeatvDLJ5SxsLVO7HKAmW4dGoZ/TLc/+sq1p+bxToaaDIMY3/3FyRJOkaSpF1AOXDt97ROWwGrJEndAZfTgF4/9B9IknSNJEmbJUna3NLS8iNf/pH6T6nu3Xs3B7TZbHUd7ozgj8S55qQBtIdjLJlSRo5PMEgLczzcd95Q3tlRx+UnFGCVxUI76/Vt/GrFFuas3MGn+1t58P0KGv1RDrQIIHlYTfDAhn34IxqxuM5icxZ259mDSXVZmTW2iJq2MOV1AWa/vp2Grij+iFg8b3xlK9lehd9fMpJXrzmOxy4cTs80B1arxF3r9rFo9W5agjHmr9oJwPiyXK576WsmP/I517/0NQNzUnjhilHkpzpoCqk4rDKReILDHREMw8Bhs5DlVUzFrURprpdLjuvL7z7Yz2XP/YUnP62iLRTn3nPKeOAXQzmmXzp2i0xdR4SWQDTJ1pQQixOIG5pVlgnFNBr9Me54q5wLjumTpKiAaHNG4xrLzh1CfpqTpWsrqGr08+JVx/DezNEsmFzK7W+Ws7cxiGKT+aKyjWtWbKYtpDLztW34o5rAlcU1bhpbRIbHpOb4FO4+uwyLLHF8/3QUm0Cu1XZGUOMJWoJRZFnCbbew+J1dyWvP8Ij55v0bKrjgqa+4ZsVmKpuD3L12NzvqutD179t7//ul6wYuu8z1pw7g1je3U90aZNaYwiSntjWokuKwc8vK7Zw5WHhK6zqjhNUEXZE4T3xSyfLzhtIjRfBXC7LczB5XyJw3d3D9S1/jVgRYQjcMwmoCDOgIx9F0nUcvHM5LVx3DA9OH4XVYqWkNcf+GChq7okl4fGtQJdfnIGEYnD08nzvf2W0KuQwqmoLMfHUbojkHZw7O4753K7j6hS3c914Fk4f1FL7MlWKBtsiiHbpg9U6uGl3wndch26fgVaxMHNyDpz47gNtu/Y6oRpIEdcdqkXjqswPMnVhMXooDwxBz6qVnlfHwB/v5/adVPHLBcF6++lieuHgkQ3um/iwgiJ/sBClJ0kagx/d8a65hGG+bf/4l8Mq3v2kYxldAqSRJxcDzkiStNwwj+q3vG5IknQ88KEmSAmwAfnByaxjG7zHnmiNHjvxPScE5Uj9ydacmdFdRjoczynKTVgKHTWbp1DL6ZriYcXoh+elOXDYrkmQwsk8692+ooC2o8vD5w2gOxDjGFLl0m6XTXELkEoyJ/Zo/Gsdu4s3sFokMl0K6005la4g739nDzLGFFPfw0hlWUTWdFKcNTReJClFNZ0CmJ/mB1zSd2s4w9583mB4+JxaLxNOXjiAnxcGO2i4WTylNpmwEzJioWNzAMHRkq0xdp7A31JuiljunlvHYhUdxyxvbOXdEL+5cu5tATLTt6jtFEsaNJjln/qQS5E01NHZFha8xqtEv082BlhA+pxWDb9BuTruIQArFNPpmuBiQ7aGqOUROqsKCSSVYLTJPfSZO6ilOG/dvrGSew8ZjH1Vx07giqlrFbLfbttLQGcWjWOmb4UaxyNz8xnZeufpYHDYrD0wfikWWaAvGcDusuO0yFx/Xl+vM1nFeioPHLhpBW1Al0zwRuuwipNplt5KbonDDy1sJqeL9agrEuO+9vVw9uv/3pl/8/1S3LUFCMEsvP6EAxWrhwY2CLZvitNEZiROOJzjcGcFnJqvYLBIOm7CHvLOjkQuP7cMD04dhs8jsbfTz6EeV7G0I4FasHGgN0SfDzcG2EA6bha5InGyfQo3Z2g5E47y1tY5Lj+tHz1Qnzf4YXoeNVJdNRIVtqhEWo7W78TkEUN6jWAmZv8+HOyPUd0bok+7irrW7kx2E7hnws5eNoskfxa1Y0XUDr0O8fwVZbnJTHDSatqWFk0s52Bbi/KN7s768AQPRQl68ehcN/qhJ5ClNCtOe+qSKW84owmmzEtMS+KMqFY0BDrVHONgW5tY3d9DD5/iHaSE/Vf1kC6RhGGP+3vclSbIC5wAjfuDn90iSFATKgM1/9b1NiNMnkiSNAwp/jGs+Uv+91R3r1L1InjuiF3eb+Xkg5kH3rNvL7355FL/9cD8+h425E4ppDsboDMcBqGoJsr85yHEF6Uwe2jOppMw3cxxfvGoUnSENSZJQtQQFmW5cNgsZqS6sVpna9jAHWoK0BlXmrNzBsmlDzBOnaKX6o3EG9fCS6rT9zW7YrVjI9joJqwlcdgs5PgeNXTEe2rif+s4I+elOZo8tYn99B06rhfd21jP96D4oGCxeI24+kukNnLdqJy9ddQxPXDySiJogEteRkLBb5aTBP9Vlo8kv6DzzJhaT4VF4aOM+DAPuPnswC1bvNG96CrdPKCYQ1Vg+fSid4Thrd9RT3xnl5nFF5KQ48CpWbFaJWFxn9pgi1ESCuROLWb6hAo9iJcNtJzdFoTDHQ2OXoMTYLDKFOR4Ksjw8cdFwdANG9kmjORBjxqtbk+SfxVNKCUU1FIuFFKedh88/Cn8kTpZPIa7pFGR5AAOX3cI1J/UXr0VXlKcuGZmMBgtEhQWkoSvG4Hwfd58zGN348fbK3baEFzfVcLIZkZblURjeK5U5b+4gzWWnKxLnreuPp2eqE380Tp5pGwrGBJYuN8VBbXuEhzZu55lLR7Fo9W60hI7PaSU1HUlYAAAgAElEQVQUS/D0ZwdYOrWMBW/vpKpFCKPuMG02UU3n1vFFTBicx2Mf72fW2CI8ioVATKMrHCfX52B3vZ8/fFHNzeOK6JPupDDHw76mIJouRFd5KcJfqyZ0Aqa4xzAwqUkaFkm0fCubg/icNiRJIstrx2G1iLxPWSZqCsbmrtpJR0jlhSuO4fGP93P28HzxGKuMGteTKTUPmPD8O9/Zg8tu4fYJxTz2YSUOm0UkvkTiyJKUTAv5MTc1/2z9nDPIMcBewzAOd39BkqR+QK0p0ukDDAJq/voHJUnKNgyj2TxB3grc9b90zUfqP6C+T4zTzUTtbrOmugR0/BejeuNWLHSG47y55TAd4RgLJhXjjya4eaUAAuSZRJZgTOOpzw6w/LxhXPGHPydJM4Goxi1vbOeRC4az8O3dHGwL0y/TxdyJJQzI9tAWVomY/rz3dzVy77mDk9aKB6YPZcmaXVS2hMhPdXLX1MFYZIma1lAyRaQ5EKUtFONAqwiftckSfTLc5nOJ4rBZqGoOsXjNLl644mhWbKrhgmP6fAOYdosAXZ/Dhj8a56VNNcnEkIauaJJ/muqyJw3+QXPRiGk6A7O9GIbOZcf3xWoqIeeMLyI3xYlik2kJxFjy/r5vZrtTy3h722Fe31xHboqDxy8awaVP/pkcr1AxuhUrA7M9zJ9UQn6ak8tP7McD7+/jxtMHsuzdCvzROG67hRljCrln7W7OHdmLNdvquOG0gdzypgB7G0C2x048oeNSrFS3BXHaLAzMdqNYLcTiCexWmWg8zrvljUwdns9ys61oGNARUvE5rIRUMS/rtu4kdGjuChONJ8hyKz9K2y4US/DiphomfmtT1TPVwRMXjeDkwmwSGFgliWyvnWcvG0VLIMrTl4zksY/2s3Zn03dUvg1dUVRNJ8tjN9NMJPOklyAc03jiohEEohpWWeJwZxgDEQWW5XVw3YtbuHlcEbF4grkTBdJvc00by83fwYqmIL/7YD8Pnz+MxWeViflwRyTJ+V25pZYhPQXxqFkSnl5ZlkxxlcRdZw/mxle2mn5iQYp65MP9nDAwC59DxipLtARjVDQG0BIGmq5z2Qn9yHDb0XSIxBMoVpkHNlSw6UA7RTkerj9lANlehSyvwiMf7qeuSwSL33jaQF7+6mDyNf650kJ+zgXyfP6qvQqcCNwmSVIc0IHrDcNoBZAkaR1wlWEY9cAtkiRNQsxQHzcM48P/xes+Uj9j/T0xzpCeKTx3+ShCsQQGIp1izps7khFOCyeXEk8Y6AY8tHEfrUEVi5lXeKdJYHlo4z7iiQSBqEaa246W0AmrGoZh0GDOIbtPI/NW7eTpS0Yy6zVBGMn02Ll9QjHxhM4jH1bSHIhxfEE6D51/FC2BGD3MNITLn/tL8tqXnFVKlk+hrjPKvev30hqM0S/TzfLzhnKgVQg8Upw2cTo0STLjS3O56vnNHO6I8OZ1x/Hr077xdp5cmMnd5w4xFbsxPtnbnGSshlWN/DQnd0wo5vGPK+kIx+mZ6hDkn5DKg+/voyl5XWXYreLfWPD2Tg60htB1g1BMY/7bO5k1ppC/1HQyc0whbrvMa9ccK27kqkZYTVDZHOLaF7fwyS2n8OD7FVQ2h2gLqfzul8NoDar4o3Ge/LiSHfV+9jQFmD2mkOZAlKauGBZJYlCel1+dMoCl7wiLQ7ZP4aFfDKW2I5oU/vRMdfDgL4ZxwbG96YxoXD26gJWba6loCvLW1sPcduagpLCqMMfD7LFFPLyxgjlnFHP32t30mFT6o1B2NF1nTGmPJNQBIM1tp74rysMb99Hoj9HDp7BwcilPf3aAv9R0kJuqsGTKYC4+vi8H2yI88UkVO+v85KU6iGkaj144XHBvzTZzbooDxWYhFEtQ0xbiqc8O0BZUmTuxmDc212KVJeq7oqS4bDjtVj6pOMyiySWkuRWe/7Kaq0/qT4rTRo8UoX20GgbPXDqKus4wbUGVdeX1nDeyF099WsWM0wu/o2KeOaaQW1buYOaYgcybKNTVhzsiZLhtnFacIzYsWoK+GS7mrdqJ02bB6xUgjDkrt/OHy4+mV7pQEde0hth0oB0QMIq71+0B4I/Xi8zLiJpAliWWv7f3O5mXP1dayM+2QBqGcdn3fG0FsOIHHj/hW3++BbjlJ7u4I/UfW98nxuluv2R5BA/1tjd3cNWJBTz0wf4k7LupK8aD71fw+EUjUDWd/U1BJFMaH4olaAkI6s0TF40AJNLcdoJRjUBUwwD6ZTpoD6kkDAMDQeUJRMUCcuXofknFn5bQuWfdXmraQrjsFr6q6WDWa9t48BfDONwR5r73KmgJCP9eoz/K3FU7efSC4SxeI26uXoeVyuYgB1pDjBmUzanFOaQ4bIRUjdXb65AkiUVrdnG4M0JpTx9Ou5XlG8TrUdbTx/SRvbh2xRbCaoJ0t51bzyji/d1NzDmjiHSXnd4ZLqqag/z61IHENPGYhzdWML4sl5agioQgqMx6bRvzJhbTP9sjgnFNUUtCN6hqCVGQ5eah84fx+MeVlOQVUWAqDHXdoLYjzCE9TF6qaKW1BlVhKHdYsVpk4gnz3zLf0wbzxt5pztV0w+CKE/qJm3QgRqrTxuGOCLohMfv17UkDeV1nlNmvb+eJi0Zw8TNfJdt0K74UUV12q8x904bQFIgR13QMDN7b1cyMMUXcfMYgIqpGkz/6D1Wt3R2LeEJHN8Tfv20j8ihWUl12cXpFCHsvPa4vi9fsImqqaOMJnVtW7uCRC46i0R+lMyyEObPHFfHUZ7uoahadjPumDUGWZG54+Wv2N4fI8SosnCIQcQ++v48Nu5tFe9U8cXazdRv8gvOa43Nw33t7mXpUT9SEwR1vlbO/Kcj6nU14HVZyUxzMHlvIVS9sSca4pbvt3DSuiNqOCJ9WtrGrMcBtZw5iYLaXzpBKSNW4/Ph+tIfipDht1LSG+OPXhzn/6N48+lElrUGVHK+dJVMHU5DpJqYJ4dprfz5IeyhONK4nX8u/HoWAWPxsFjnZPtV1g8tPLKCqJfSdTfDPkRZyhKRzpP6r6q/FOPBN+6UlGGPuW+VUNofwOMRN1SJLSYZqkz9GdYuQoWd7FdHKiyXwOqz08CnUtoeZ8eo2Rg/MYNm5Q1i8ZhcdYWEtWDS5lCc/rcIiSUmIQLZPIdvn4MlPq/h0Xyu5qQ6evGgE2V4715/SH6fdij8aZ8WmGhK6gVux0dglrt0A+qQ7ueak/mgJgxbzOUmShG7Ah3uauOzEfsx+bRtN/hgFWW7umjoYCRjZJ5WbxxVSkOVBSxg0+4Xg4ooTRPByvcmNrWoJsuy9Cm4aW8gTn1TxP6cPJGqKhFZsOkh7SOWW8UW0heI4rMJg7o9q6IZYvO1WOakkrf8WmizbK7irNa0hrjihgF6p3+RSyrKEz2GhV5qTBZNKaOqKmjPdPHwOOze9vo0DLWFyUhR+c84QdMOgLaRiGAYbdzdy59Qy5r5VjsdkynoUwRlVrDIGRjIVA8zoqI4IYCQFVPes28NN44o41BFh+sje3LN+L1sPdeJWrDx/xSiWTx+KRYaDbWGe+ewAXRHt7wpAujsW2w+2U5KfyoK3d9LsFwkW9583lDSXnWhcp0+6i14ZLmrbRKpIqstGsz+Gy25BNwR6sDOi0hyI8asVW+jhE21VLaHz0C+GYZEkFJvAyv1qxRb2NQlrRH1XlMVrdnHrGYMYU9KD9buahHBm7R5uHl/EotW7kCRYtbWO+84bytPm7+Jlx/cl06tQ3RoCBGpOvLdRcnwOclMclNf5Wb6hgofPP4r15Q2U9kzh9jMHiTa/RcKjWKhujXPnO0K0k2vOhIf3TmVAtpdrVmymI6wSjGp0hFRmvbaNZy4dhdMm8+hHlWzc20yuz/Gdk99fj0K+b/ETVKIUnrls1N94mv+368gCeaT+q+qHdqBOu4WImqCxKyaEMTGRL9jQFU2yUd0mUDqh6yycUppsS2Z5hNfwhU01eB1Wth/28/yX1Tx64XCCMY0DLSFe+8shLjimD82BaPL/uPG0gdy1dhfnjexFW0ilf6abdLeNmWOLmL+qnIauGBluu8Cx2WScdgu/PqUfXqdCbooDqywwW3eY2XpWWcYiQzxh0CfDxU1vbDeTFKwcaAkx47Wt3DW1jOmjegsJ/7N/ZuaYQjwOK4Gohsc0WguBhVg0KpuD5KU5ufaUAdz3XgX7m4JkeZXkzGvh6l3iRq2LXX5CN5Akc04Z06jvDItcxtW7kjfJhZNLcNosDO2VSl6K82/YmwfbI6wvr2fayN547BZ8TqHaXLh6G83+GD6nuN5bVm5nxphCnv7sALeeMYhfHt2HvFQnd509mHS3sOF0J0aIk5lEzzRnMlYLhI9VN8UkEU3HH9UoyfMxb2IxT35SSXmdH6/DSqbHzp6GAE+bfs03t9SydOpgDncI9WbPVAdZ3r8VgLQEY7y/s4Hpo3pxoDXEsmkCrWeRoSuqceXzf6HJH+O4/uncP22ImV8ZQ9V0BmS7qWoRC5QEeBUr7Sb9p7FLtNRfuPxoLn3uz9R1Ruif5eHh84eZOZ7fXIOYIwsohCxJJAyDBrPb0DPNidNm4cbTCqlpC9EcjDEo10vfTLd4rz1iIygZwqeY41M43BHh5nFFeJ1CxZrts3Pm4DzUhG5SlSQau2J0RbSkolUyr2Pxml28eNUxNHQJWHk4lsAwo7rEaxmmT7qbhKHTw/fvL36yLP2vC3K+r44skEfqv6p+aAea4bJTHRFtzdqOCM99Wc38SSXcbc7eju+fzrUnD6AtGCOm6fROdyZJL73TnSxes5uKxgB+k9zx7q4mbjhtIBFVozTXR98MN+keG49eMIKD7WE6wyor/lTDpqp29jYGWTZtCF6Hlc6wxkwz7sgiS8J4/8Z2bjhtAOvL67nulAHc9mY5153Sn4c/2E+vNKFcffiD/TitMteeOoAHN+7j5vFF7GsMJlWMmm7Q0Bkl3a1wsC3Eve/upcEk59x25iDuXb+XUEyjZ6qDYCxB2LQ39PA58ChW7n+vgjazRdz4rdSLO/5YTv8sD7qhk+NT6Air5PiEaOP5L6vJ9ir86uT+3DahGIdVJp7QyUlx8MbmQ1x6QkHyxtbdhgxE43SG40wYnIuuQ2c4zqI1u5g1pjA5n/NHNdyKhfquKGkuG61Blfs3VHD7mYPQEgnSXTaC0TizxxXxm3f3UtUsklUSus4D04cmZ5D5aU6WTRtingRFnme2T0HXDexWmeaAim5AXqqT2WML2birkWtP7k8opnHNSf2JJ3T+55WtpDitPDB9GBnuv71RR9QE00bm0xJUuWf93qSCdNGUUtx2Cz6HjYNtET7f3wbAIxcMJxRLYJVh8ZSyZMxVtldhxphCnvi4EhALQCim0RKM4Y9qHN03nWkj8s33TKErHCdhKm1zTSi7qunJVn62VyEST7BgUgn3v7eXL6vacSkWFkwqweuwIkvw9rbDzJ1YzJ1r95jAeyeLp5Ry17o97KzzA4JQs+LKo2noipDutmMYEgaQ6bHTGlQJxhJJ5JtFFjYWLWGYKTZ22kOiLS8BuakiXSTDo/DrUwfitFm+N6LqP2Xx+2fqyAJ5pP7rqmeqg0cvHI6qCbuAW7HQGorxyIf7uWNCMUvX7qa8zs/KzYd49vJRhMzZ4PUvfU1tR5i8FAd3nT2YkjyfMNgjfI3diyOIhaWyOUhU0+mMaCx9Zze/v3gkCd3g5je2Yxgi6UKSxGlAyPTDZsakQJ29sKmG3fV+NN3A57Bx5uA8Zr0mUixSXaIFPON0IbBpD6ncc+5glq7ZTVMgRiimkZOi0GS26VQTv2WVJexWC+nfUq5KksH8SSUMzHZz/3lDmfPmDvzReNJzhmn+t8qiPawjrjnVZaMgy41FAp9D0FzCaoLq1hDPf1lDRzjOLeMHke62YbN4qO+MEIzpPPPZAa4aXZA8Gei6QUVTgOrWEHmpCmU9vQSiCaJxHUkSqSjBmEYP80Sv6wbFPXxcPbof+WkuVlxxNIc7w/TwOcBsMV/30lbmTyrmhlMFjDsQjbPs3b1cdWJfXrzqGFRNYNKimsZfajpIGCKAeNHkUpa+sxtJgjnji0h12+md5qI5GGFMaQ8WvC26BoU5Hu6aOpje6U4OtUdYuHonz1529N/cuJ12C2HVYP6q8iQesKEryuLVu7j1zEGcMzyffU17MQyDz/e3MXVYiCuf30xuioPf/nIYT148gia/ALM/9lElhzsFlF03DHxOG27FyqmFmYwry+XOtbtJdwsazrL39rK/KUS2T2HBpFJ6pio89P5+wqrGgCyBf8v2Ktyzbg+bqtsxEGra336wnxljClE1nYuO7ccTn1Qya2whGW47vdJddEVU2oLiFJuXKroBgWicxWt2sa8pyOiBmcwZPwiLLJHpsXPigHQ+rxSiGqssrB1Wi0Say8biKaXJxI28FKEEf31zLSW5gwjHErjs1p+lLfpj1pEF8kj911T3POi5zw9wRlkud6/bQ36ak4uP60P/LA+nDMrmi8oW5owfRI7PjluxkUiI6KrZr+2gKxJHQgQez32rnGcvHUXvNAHqXnpWGTe+ulVgysz50OOfVDFzTCFhVePusweDYWC3yCyZUsoLmw6y5WAHXoeNUX3TUKwyHsXGjFe3UdUicHTdbUwtoYsbosOWTLEImi1gr8NGixlE7LJZkwbt1/9Sy7yJIjsypCZE5M+kEg53hlGsMr8+dQBL1uxOYtUWTSnFAHxOK7efOQibRUbVdFx2C3sbg3gdVsKqhtdhIxCNk+NzEFETzBxTiN8UIu2q9/PsF9VcPbqAuROLkSWB+cpwK9gsMRSrhV66zvH9M75zMmgLxahtD/PVATH7CkY1dF2cnu1WmeP7Z7Bycy3zzNNMlsfONScVmIuAeK0WTi5BTeg4dKGI9EfiSJLEzFe3genJ+8XIfBx2Gxc/82cCUQ2X3cKSs0pZNKUEw5AIqRpZXoW2kEp7SOXJT6uYNbaIma9t5arRBTzyUSUtgRiyJMg2c1eVc9XoAu5dv5eWgPq9NoIsj8L+ZpWGrth3vJPdbU/FahE8TEnCY7fQZrZQG7qi3PjKNhZNKaF/lpemrghXjS5gV4M4UeamOLj1jEG8sfkQN5w2kOtf/ppgVKMtqPLM56Ll3DPNhVWWMDAor+1g3uQSwmoCt92KYpVoDal8UdUmTnXmzs4ii/m4VZbJ8YnFti0kZp92q5wMxfYoViQJeqa66AipLJ8+DI9iIazqHGgJ8vJXB0VY9qRSdAM+2NPCADNhpDUQQ0sY9M928dxlYnPTFlR5fXMt5x/dm+ZAlAyP8rPYMn7sOrJAHqn/mupWsF41uiC5277o2D7c+c4eQmoCn8PK7ROK+WJ/MycOzGbOynK6InEe/MUw2sMizsnrsGHtbhUZBs1dYXK8TnJSFG4/sxjFJtMZjvP4J1V0huP0TnPRFVXRdZj1+rYkKHrW2CLCqkbvdCeXn1DAjsNdPLRxPwfbwngdwoR/19o93HbmILK9CmpCJxpP0DPVwckDMxnZJ5XnrzgaWYKB2R4zDV4Tobf+KBVNQZ7/sobbJhRTmOOhojHAkx9X0jNNAAOuf/nrZCpJc0AodB+7cEQyh1DVdKpbQzz+cSWGAXdMKOY37+4lENUozPGw9KzBqIkEz3xWzU3jxQ3zla8O0h4UuY3BaJw0t5JsO2Z5HWR5v/99CcUSLFqzi+cvPxqHzcKh9ghz3yqnPaSSZVpGnv+ympf+dJB5E4sp6+njuhe/pqlLiHBaAjGWmMCC4lwfFkky29UCGN9o2lsuOKYP17+0heaA2FCE1QS/ebeCW8YVcu2LW+iZ5uSJi0Yw4/SBDMzxsr8pwHNfVHOoPYJitVDVLDYKkiRhGIaw7DhsyNIP2whkWRKtQp9CIKYl257dLd9uo32GR5zoHzdbqIAJixd5iYvf2c3CSSXMHlOISxHirfd3NjC2LJfajjD7moJYJAmf08ruhgA3vrqNxy8cjtUik9B1HHY7hgF1HWH6ZLgxkKn+FvpQtFUlevgc5HgVLnn2zzQHYvTLdDFzTCEvbqqhV7qTy07oxwubaphx+gC6Igluen0bTYEYx/ZL4/pTB9Ji8oF/dXJ/Hv+4irlvlfPg+cOYMaYQp81Coz/CzFcFPrFXupNHfnmUmK86bJwzPB+vYsXjsPJeeQOXnNDvR/38/xx1ZIE8Uv811a1g9SgWGrqizBhTyJ1r99AajOG2W/FHhajg95eMpKo5yILJJXSF4+bsxkK3q6ozEifbVPhZZIlHP9xJhsfGJcf1Y+FqARbP9ircN20IHsWCzarw65e/NmdaBi1BlYfer+CxiwQE6roXtzBzTBHVraHkzjzNZSem6RTn+nj768P8cVs9S88q49lLR2KzynSE4rQEVfLNJI171+/hmS+qWTC5hIc27qMloNIZVsn2KLz8p4OU5ady8xmD6JniJGEYtIfUJP4OoLo1zP6mIHeu3c2yaUPo4VN46auDnDO8Fz6nFZ/DwmMXDqc5EKMjpPLs5weYNrIXV5/Uj0c/3M9N44r47QVHEVH1JALt+2Zy31dqQiS/64aBmjCY//ZOcnwK1586AJddZD3OGFOImtBJcVoJRhNUNAVJ6AayJG6uLYFY8tR734YK5k4s4bW/HGLuxGLuWSc2QN0MUJfdSmckjmGmQ+SlOjm5MJPpo3rTGVb5n1e2sn7GaOa/vYtQTDP5paLFG42L07yBCPkNq1oSZfZDNoK8FGcyLLp7BrlgcglpLhs9U528cvWx6IZBXWcEt2JNzux6pjrIT3Py1te13Hj6QHJTnUmVsT8a595zh3D32j3cNL6QvFTRfu6KxHErVnwOYR15YEMFM8cWcvEzf2ZQDy83nj6QBW/voriHh3NH5LN0atl35rQzxhTS6Be2mcOdEapbw/z2g/08csFw4gkdydC5eXwhhiGx4O3tpLps3DSukEyP+DzYTXCCJElcfkJfbnuznMYugZjLS3Uw+7XtySiywx0Rbnx1G3+4fBRxTQQlJ3Sd1VvrGFuW+7PYMn7sOrJAHqn/mupWsAZjouXYzbT0OcSO3NJtNZAk7l2/l0a/wJXde85gFk0p5YH391HfGSEvxcHd54iMRZtF5g7zJvzkJ1X85twhtARVclMcyBK8uaWWMwbncfWJBUnbxpuba9nXHKTJHyXTrTBzTBG5KQonD8xk86FOglHBS+2Z6iCu6Rw7IJOthzsF/1WxYOhCvr98wz6aA1FSnHbuNfFnYVXj1jMGkZfqxCbLPP1ZFacMymZgtgfdkAiqGnaLTKbHzv7mEG678HHmpCiE4xohNcH8VTt5+tKRXHp8P1NVGTUDn3cnk0xkWaK6LcRvfzmcuo4Ihzoi9M1wseLLai4fXfC9is4fKsUqMyDbg0uxEIwKWspFx/ZlyTvftIAfmD6MJz6pZNGUUpGIYtpsuiOQ+md5UDUdiyzz9aFOOsIqFx3Thwy3jccuHI7NIuNVrDz0i2HYrDKBiMYLX1bTElQ51B5m9rginvi4klMG5ZDjc2C3yvTwKdR1CgXzq38+xIJJJTxgRnzlpzlZelYZPVIcHD8g8+/aCKxWmaPyU3nm0lFE4gmssoTNKh7b1BVj1mvbaPRH6Zvp5qaxhchARyTOkimlvFvewCMfH0ACXrzyaGaOKeTBjRUYnQZZHjshVUu205d+6/W68fSB3PfeXiYOyUMyNxH1nVGWrNnNrLECYi4BV5xUwMzTB4pTf0zj2c+rOdQeFo9ZuYOYptPoF+3hNLeNcEyAzqNxnaJsD1ee1B+HTaaqJcRda/eIz4yZVjMgy0NOioNoPCGi1wwIq+L564aBLEn4I3ESuoFLsZgeUYlLTuj3s9kyfuw6skAeqZ+8fiin8V+tbgXrc58fYN7EElQtQV6Kg5AqpObxhEGWV6GqJUijX5i2G7qiPPtFNQsnlfDYBcOJJXRcNgu1HWGWv7+PlkCMvFQHs8YU8tsPRdL7rW/uINMjTgnD+qTTGY5z/4YK6jrFzWvBpBK2HmzHIsnc+OpWKptD9Mt0cefZgwlG4yx/fx9tQZXbJxSz7L29nDM8n1+M6s2Ow10M750GwL3r9yYhBh1h9Tt5jWkuG8umDaUjpNLoj+G0W9nXHGLR6l00+aP84fJRzBpbxJ1rdyfFPPMmlvDClzUkdJ32kIqmG8QTOgtMwVCWR6HJH8UiSXgcViIm7SYaT3DF6AIBVU9xcuaQPPJ8/1p2ostu4bYzB4EBB1qCXDW6gNc2H2LW2G/wdy98WS3M65rO780Uh27Aeo7PwdKpZSR0naqWAE6bzIGWECu31DJtRC9SXTr9Mt00+KPfiRxbNKUUn8PCvev2cuOYQi4+ri9PfFLFoimlOKwyS84qY/6qcpoCMWo7xOnu5nFF2KwyBZlueqY4/2nUnNUq0yvdxeGOMHsbAix7by/XndKfBzbsIxjTcNmt1LaHWb5hH789fxiabjDvrXJq2kWCX48UB83BGB/tbeKJi0YS08RJvYdP4avqdnQDZo0tNDmuduau2snOOj+XHNf3G1B9VKMzEsfrsIEBz206xPnH9GHB27uSM0jDMAjGNHqlOXjxilH0yXSh6aBqOjFNgA40M3nkwuP6cv1LX/P4hcNZtHpXEnTQ2CUW4hVXHs3Ss8pw2GT6pjnpiGr0THWKz5Yhkjl6+MQc/b9Flfqv1pEF8kj9pPX30HD/6iLZ7aG6Y2IJ8YSOLMFvf3kU81eVE4jGRatsahnL3t1DitNGVyROSZ6ghXx7gfndL4/idx/up7Y9TEzTCcY07ttQwa3ji9ANg3vPHUJeqoNUlw0tYVDTFuamcUU890U1O+v93L1uD3+4/Giue2kLbUEVt2KhsiXEjFe3cseEYuZOKMEfVfndh2IeNSDLYzJd49gsEjGTk+o3g3El6ZsYIIskkelR8IfjvPinGu46ewjVrSHuWb+HDI/gX6a57LgTOs9fdq3SdnIAACAASURBVDSqrqMlDJ76tIqvqtuRJJg3oQhZkuib4Sah63x1oIWh+SmkOO3UtoeRJPA4rKQ4bVgkif5Zbp78pIqjeqVxVP6/HiuU4VbITXESieu8/NVBFk4uxTqiF3eu3ZNM3pg7sZgMMzC5y5zxzhorki66A3JnvLIVzTC4fUIxf9xymPNG9uKudXsIxTRWXHkMN72+nUa/SAAJqwnuf6+Ch88fRkTTyfIqOG0y00f1ol+GU2QfyjL3nTcMp12mIxjnwY0VHGqP8PD5R9ErzfVvbdJ0A5a9t5ea1jAZbgV/VMMiCYWnxW7lcEeEhGHQGYkT0XSR55jq5I6Jxby7s55LjutHkz9KXUeEYb1SmDlWmP33NPh5eOM+7phQzN1rhQ0jP81JfpqLZz+vQgR8C8uHPxrHAPLTnFhlmWyfQmVzEKss4bKLqCmbxcKn+xqxWLK5+Y3tpLntzBpTyH3v7aWyOcTy6UN59KNK/JE4mm7Q5P+GAgTQEhAs1p5pDjKcdux2K1lWyz80+f9fqyML5JH6SevvoeH+nV3nX3uoJEli+fRhAFS3huiKqASiCVO4YOPKE/vRFY4L36BpeLbIMvubQ0n7REI3qGoO0ivdTWdYZeHqnaQ47Vx+Ql8e3riPPY0CAzZ/Ygkv/qmGPY1BNF2nvjOCxcxJ7Jb/W2WZ2a9vY9ZYETDz61MHMOv1bWS47Vx2Qj/mv72TZdOG4jKhBd0KTa9iJc1lY0C2m9lji3jkw/0cbI8Q13QcNpl0t51bxhfRFY4TjMUBiete3pKcl84aW0hVa4gRvVIpy0/j4me+SvJK7z9vKB/uaeLecwZz8xsCBu5VrCw7dwhtoRjZXgfXntwfNR6nrot/+ZQvyxJFOV5q2kJ0hOOoCSPZ4pYQ7eS71+3h+SuOYUN5A8unD2X269uZ8+YO8lOdLJ8+lDXbDnPD6QPI9TnRDYN5E0t4YGMFvdOdnH1UvoBzd0RAEpFfhkEy9HrmmEKe+rSKa08ZQGG2l0PtYeat2plcnBdMLqEox8tvpg1hc00n2b5//Nx03aA5IOwpVjOsOsMtPJatQZWjeqWQ4bHjdVip64ggy0JY1DfThctupa4zkoy66pXhRI3r9M8aSG17mIc+2E9bUOXpS0fyhy+quWV8EZkeO7kpTg62hfj1aQOZ77bjtMnYLDKN/hjBqMbAbDczxxTyyEeV9DSxdMGYysLJpSxavZMMt52rRhfQM9WFpuucP6o3i9bsoq5TzIDvWb+XAy1BDECxWqhsDuJRrDR2Reif7aGqOWieViUGZLuxW2UqGgOkupTkhvY/hXDzv1VHFsgj9ZNWd8r6VaMLhFAmluDNLbU/mgRcliRBZDl9IJpukOq0cffZg5n9+ja6onF8DhsJQ+QgSuZi5I/GyfEqhOMJvIpQNWZ7FRw2kUYwe2wROT6RJ9gVEbPNhs4oS9fuZtaYQqo37iOeMMhPc9LkF6GzEqLdFFZF8K/PYePq0QU8aKZgXHdK/+Q8MBSLc/sE0WJs7Iom0xR8DiuPXjCC57+sZkedH4sskeq2cagjzE1jC4moCe5dv5eZYwt5eOM+gjExD2ryx3h44z4evUCIhgSZ5Rte6c1vbOexC4cTVjVmjy3EY1o9Mj0KUS3Box/t59YzBjHxd5+z/LyhPLRx/798ypdlIexZfFaZwI/FRERSwsSshdQEzf4o927Yx0c3ncSKK49G1cTmxOe0csLALJw2IXCyyhYiWoKZpxcS1TSufuFrnrhoOHmpjqQNRlgUnDisMm9uruXaUwawZPUuFkwuZd6qnUkoQb3ZLnz60pEYWHj6swMc13/U330usVicnQ0B5r9tCrZ8CkumlBGKxbFbLOSmKIJD2u27NWeHbruFJVPKsFkl1u1oYPX2Bo7rn86Npxcm0zSyv0UxqmwO0hZSuXPtHgb18HDZ8f1YvqGC5oAgNd1+5iDWlddz3cn9uXp0AT3TxObhnnMGo+sGz35ezdTh+ZTleXnuslHUd0WTqMUsE2Zw4+mFXD26gBSXnQy3ncpm8dr5TatPWE3w7Bc13DKuiPtMmESOT2HpWWW47DLPfFZNRzie3ND+N5n8f4w6skAeqZ+0vA4Lt00oprErSltIZX15PRcf1xe38l1Jvabp1PujROMJHDYLeT7HP9Xqy/Io3HX2YDpCKte/tBW3YuWxC4/i8YtG0OiPkumxc7A9nMTOScCLm2pYOrXsOz68m8YV4o/EWbm5lk/2tfLUpSPpisaJaTo+E+VW3xklzW3nnnMGE9MSLJ06mIVv7yQQ1cj2KSZ9poYB2W4GZLlJGAZtQRVZEt60bvVfoz/Gqq11ZrvURiCqsXJzLeMH5/K7D/azbNoQDraH+WRfK1YZSnJ9yJLExc98RX1XNOmntJuQhEA0TlckTnWbiNT6Nq+0rKePS47ri2KzIEkSb22tZE9jkB4+hUcvHM67XzfwRVU7IVXnnKPyyPY5mDlm4N/Fr/1QZXsUMwklQW6qA7lLWAZ0w8CrWDncGSE/1UkwJvyZNqsMmk4gGkfVDJ76dB8ThuRxz7o9BGMJeqQo3DV1MEf3TePZz6u5/7yhyRNwXoqD5ecNxR+Nc86IfKJagr1mvmG3/aW7mgMxEoaBmtD/YUswEonTGlFp9EeZP6kYn9MOCCGSRZYxEG39UCzB0rUd1HZEvjNr1QydqKrzq5P7U90a4sJj+jB/1U7aQiq62WXophg9ZWLvFry9k2nDe7Hknd2E1QRdkTgd4Th3rt3D7LGFLFi9ixtPH0iWVyGm6Ux99At0Q1Bw5k8qJmDi3uav2sn+phA6RhILd+sZg4hpOgtW7+aW8cKatLPezwubalgwuYQH399HZXOQ1dvreOSCowCo74zQI0VB0/Vkosb/BU/jv1NHFsgj9ZOVpunUtIWZ+eq2pDl67sRi3t52mCH5Kd953Ne1ndz0+jbqOiP0THWyfPowhvf6x/Mw0fZJ5XBnmMIcDzZZzGoMw+Dhjfu47pQB9M/y8NQlI7nvvb18XtlGVNMpyHTz61MHYrfIBEzqzaF2Qbb5ZF8rqqaT43XQFowhSQJ4nuGxk5vioCssjNev/vkQc84QPsfK5iCPfVxJlsfOkrOGY9Btkk/ny6p2usJiRtrkj7K5uo1bxg+iyR/FH4nzzvZ6po3sxeMfV1LbEWGOmfpw7Sn96YpoHGgVzy2kihzAbkpOKGamjZizqfaQSo5XIT/NKdI+8nxce3J/7lm3h2hcx61Yue3MQazdUccVJxbwzrY6ntt0kL4ZLpx2mUuO70cgqpEwYF15PdleBTDIcP8tLuz7ymqVcVhlAmgsPass2eb0KVZuPXMQb205zPLpQ7FbJCqbAyxcvTvZ/ly0ZgeXn9CP36zfiz+qibguv4jauuecwZz92Jc4bMKq4rBZiCcMXv6qhs0HO7n77MG0hWIU5Qjaz4BsT5J6I0vQP9uNTRYq2MJs5w8+l1gsTlV7iGAsweuba7nwmD4sXL3tb6wdGW4FxSKT41Mor/MzZ+UOQLwHglqjEIzFufucIdgsEtef0p+VW2r504EOdJOj6nPYyPLYk7mR8YQuMkV1I0lzErxVgeLrm+HGMKHt62eMRtN1Mtx2GrpiHGoP0zvDJaw2pvFHkgQQQ7FacNospoCoghmnD2TGq9toC4q8zN/98igMBMsWIBrXcCtW2oMqFov47P1cUVP/CXVkgTxSP0kJaHWYeavKqTVPNPVdUe5at4c54wd9JwKn3h9NLo4AdZ0Rbnp9Gy9dfew/ldcnyxL5qS6WnFVGXWeEO94q595zBnPDaQNZvGYXLQGRsXjX2YNZNLmUqpYQTYEo894qxypLJEyVYHsoTqrLxtH90vA6xE39N+v30hKIkZsqyCeHO8JE4zr3rhczzYlD8ljxZQ0Th+Yxd8IgDCSuWbGZzrCKz2Fj2bQhJHSDlV8fZuHkEt7eVsfxA7L49ctfE4hq5PgU5k8qYfXWOmo7IqZlRUOSJHK8CpXNIe5dv4dZYwqFehGJlzbVsHhKKQ9u3Ed9Z5Rsr8KtZwgR0bYMF8tNXuklx/XlnnV7kvzMeELloY37ePLiEUgYfF7VTt8MF0unliFLBqouTkqFOR5uPaOIg20R9jQEyHCL9Ap/VPBAFauFXK8dRbH9zXthILG5uo3xZbk8duFwtISB1SKBAaWTS3DbZZoDMdaXN7DkrFLyU53i1NclnkdXNG56F8UszCCK3WrBrVh5a2s9W2s7efSC4UiSwWnFPbjwmL64HZakQKq+M8RdZw9mwapymgKiXXjr+EE88tE+5k4o+cHFUdN0DnZGOdgW5qGN+7l5fCFWWeK+aUOT4cQvf3WI80b2ojmg8upXB1kwqYQ5K3dQ2yGsQ/MmlbCuvJ6TBmbQFZa5ZeV2mrtbtGeVkdATPPj+fuq7orjsMtedMoBrX9xCoz/GkimlZHntNHbFkj7KvBSH6dNU8DmEMCnFaSUaN0CDSFzH67Ty+uZaJg7JI8Oj0BXVkqD6vBQHmi6EQi67heZAjL6ZbtbeeCIWE4Cg6watoRg1bWE27mrkulMHktA17lm/Lxlm/H9diPP36sgCeaR+kmoJCjJMfWcMi5kTCGJXK0Jdv9mRRuOJ5OLYXXWdEaLxf76tI8sSfTJcKFaZUCyBP6Lx0Af7kgnzlc1B7nirnLkTignE4vTNdJPjc1DTFkqyUvPTnASiGtNG9OLpzw5wxYn9uOE0wQJVNZGiHlQ1DENLtmuzvQpbDnXyl4MdLJpSyv0bKszEChv+qMbC1bt4+BfDkGUJmyxz87hB/M8rX5s4NjEbveWN7dw8roj3djcRUhPkeEX01qAePpE44o/y/KYabj9zEH/ccpgLju1NpkfhhlMHYLXIROMJbFYZTRfCldxUB89fcTQJ3SAS1wmrCWKa4MYGmoNJv+HiKSW4HdYkfm/9jnqmDs8nnjBw2S30yXDSFdFIc4uUkOrWMIrVgqbrBDNceBQritWSnE0BZLoVSnqmMvetnfz6tAGku+2omoHdKuGwyRxoDfHaV7VcdXIB6S47UU0XSLsUB2kuG17Fij8iQOu6buBWrDhsIq0+P9vN0rPK8EfjLFm9Cx249uT+pv+wiB21HYwpzeUFMyA41SXsB09/UsXn+9sJxr7/90nTdKrbQtS2h0lz25hzRiFpLoW5q8qTLfgFk0v41UkF5KQ4iCcM5k4sQTd0Xrzy6CSVySJJzBhTSFjVefzjSqGklYRncOHbO3n8ouHcc84QwECxWohqCR4+/yi0hIE/GmfBpBLuXLsHoxO8DnHaX7mllhljCumKqLQEogSiduat2kmLmcG4dOpglk0bTCimM/SCo4gnDJ75tIo/1XQwf3IJHsWKboh5eTSuU9Maone6m86IsDfd8PJWmv0xcnwKi6eU4Y+oPPJRJf5onF7prmTO6v9lIc7fqyML5JH6Uap7hpjQxQ1P1XTS3DbuPrsMm1Xg217YVENnOE7PVCcZLnvyZx02Cz1Tnd9ZJHumOnHY/rW2ToZboTMc57h+afROd3HTuCICEY03v65FSxicN7IXGW47HWGV1mAkmafXDRu4f/pQfv9xFeeN6s3EIXnc/ma5mBua94ZBPbw8esFw2oN+8lIcNPijZHkVsn0KB9vCSWyaW7HSZRqoA1Fhyu8Mx1mweic3jStib2MAr8NGNJ7AbbcQVhMmVNvJFaMLKMh009AVJRL/JvtyZ52fDbsauXJ0AR1hlete+pomf0wwVmMJMjx27j67DLdi5VcviFPJ0rNKyfTYTa6peA555g1+b2MXA7M9GDo47TI5XoXpR/fhQEuQFZsOCpDBeUPpkaoQjOk47TZ8ThsbdjVwwoCs5DzuD18eYHxpLtk+BzaLjGEYItC5PcIVf9iMYRikuGzMHlvIsF6pLFmzh/mTi3HZLBzqiHDz69v5zbmDuWV8ETEt8TfipTsmFAOwbNoQgjER6bV0zS5Ke/q44Ji+AsvXGGD19jquObk/z39ZzaYD7awrbyJhGMm2558PdoiT7F9VPJ6g3h/FYZMY1MNLQ1eU1nicZX8s50BLKOkLXLpmN3MnFpPmVqjrDGORJHqnu2gJqix4W7SS3YqVOyYU8872Os4ZkU9zMMbehgAJ3aDRHyMWN3AqImNTTehEVJ2qliDPfV5NLCFChp+8ZAQyoCYMVE1n3oQS1pfXs3pbgDlnFHPNis1C1RrT6AirzFm5gycuGsEVz/+FOnPGu3z6UG46Q/yeLXt3L61BldvOHESOz4HLJtMUiPD2tjpuHjeIxy4cTlRNYLHI/PaDfWyqaic3xcFdZw+hd/q/Z4X5v1RHFsgj9f9dmqazp9FPsz9Glk8gqw61Bjl+QFbS2N3D52DhlFJyfApeh5WOiIgiiqgJvA6L+FC/vv1bM8ihuO0yum78TaTSD0nMZVmib7qLS0/ox8zXtnGgVcyOlk0bQkRNcNe6PQRNQc3Ss8ooy3Px3GWjkCRh/VBsEucf05u8FCdNASmZg2cYIEtCvBDTdApzPCycIjISnTaZW88YxL3v7qUzEqdfpjs5/wLI8TmIaTqL1uyi2R+jMyzUg01+MV/SdIOeaU4KMt3cMamEeW/tpLpVqBCfu2wUA7Ld7G8OkTAMThiYxZw3d7BgcgkN5snYHxEp72E1Qa80Fze88rWZCSnx0lcHuWlcEfdvqBC5kCkOlp83jEhc4/73KuiKxMlPc7JoSikvbKphXXkjOT4RiivLEIzF6QpbmPvHHTQHVZZNG8JZw/K5+Y3tNPlj9M92s2RKGZquE4iqPPHxAa4/dQBNXTHCaiIJ9w7GNNJcdjyKhfvPG4LXacMqSbjtVh67aDhOm4X3dzVyUlE2735Zk4RpB2Ma68rrKc0bxPUvfU2/TDczTh9IMKoxaUhPfrViczJJ4o6Jxby0qYYxpT34orINt8NCMCpO+uluO7dPKE56/GKxOI1BFbtVor4jyo7DHQzOT6PJH+W+9yq4Y2IxLYFYEkkHYjwgEIEq8YTBsvcruGZ0AQ9/sJ+QmiAQ1UxhzW5uHlvEPev2MHNMIXeu3U3vdBdXjS4gqiWQZWgPqcxbtTM521xyVimGGWjsCmuAwRuba3npq1oKstzcffZgxg/+f+y9d5RUZbq2f+3au6p25eqcSA10A003GUxjBhURAQVzGuOo4yiYBQQFGXPOcUQdRVFRBHPOCkhoQjepoemcK9euHX5/vEU5nnW+83nWGc9v/KaftXq5Gpru7e7u/dTzvPd93UUkUyZtYS1jKwLoimnUd8Vo6I5jWQjR0LL1PH/+ATz00XbqOmLYJImBuR5Uu8yCt6tp7kly24xKdrZGuPfDWhbPqKIy38P8E4b/29g3fm31Nsje+h9XayRJQ3ecuz+oZVc6yeKlCw/g8r+vZVdbFJ9qJ54yuP+jWu6ZNZJkyqAjqfPuxiZOHF2CHrPI9zl58YIDSBommm7yeU0L7RGNIYVe7LINw7TQDYuHP9nOt7s6/1PggGlaNIXFw/myIwfx6o/1/FDXRWdU49G0KToU1wklUtz4xiYeO2sMTT1x7LKN29/bhqabLJhakc5VdPHgaaN48stdbGkM4VUV/C47u9sjDC30MzDXwwsXHIBuWuimyZ+PHEyOx8Ft06u4ctlPNKapO3OnDKM7lqIlJMQ+S7+ty1BkkrqB22HniqPK2NMRZcnqrexuFyvf5p4Ed7y3lcXTq7jpzU20h5Pkeh2EEzo9MSHSaexOUFHs5/xDSvG7hJ2lJT1dmBZ8t6sTy4InzhqLblookoQiSxkU2XNf72ZPR4xVGxu5amI5fzp8EGZaoHPCiBIWrdxMKKkzP81F3X8fo5qB1ynT2B1nzqvruWHyUGySjT8fPZiEZpLrdaTjl3RShklJ0EVJ0IVdlohpJrleG3UdsUyuY0lQoOi+qm1l5th+/PW9rb9I+QjFNa49powx/XNwyBIXHT4o4+/b77O8bdVWrjtuCAGXHUmSSGoGXqdCYUAlz+vgyS92MrZfFslkitq2CPl+J4mUhU+1M3F4ITtaIvTLdtMTTwlBVcApDPnpDlkUUEloBmX5XoKanZuOH0aW20FzKIHHoWBYAvjQFk4yKF+8gBqY6+HhM8bgkG3cslJsKhZPr+ShT7bTHtEwTIv2SJI736/hz0cO5spX1lFe4GXOpHLOOnAA25ojxDWdUDyF2yFjWhYHlmaxuroFuyzOEAsDKh1RLXOdIKw9iZTBmQcN4LrlGykJqjjtMs2hBBcdNohCv4oig8uu/GKF+u9k3/i11dsge+t/XImUwS0rt6SnBqG+SxkmDV0J7LItw0ht3s/eTOpIWJwwqpjd7VFuWbmFllCCIYU+Zk8s54vaVg4ZnMfytfWcPLZvWvYvBC3XHDOUzqhGTUuEeW9u4rk/jse0IGWYtIaSzFuxiW3NYQoDwthvkwQKrT2iZTyNLofMzrYIO1qj3P1BDVcfU84VRw3m0U92EEka3P/R1gwT8+YTKlixbh/f13WJyCsskrqYmIqCKildQrbZuPKVdQC8dOEEnjxrHEhCjbjshz0cPDiPQr/IdtzSGOLxz3cyb8ow+ma72dYc5tHPdvDnI8vY3R4Tjc60AIuf9vbgVCTumjkCu2zD5ZApCaosX1PP3OOH8dqaemaO65vB1i2ZUUmez0k4IQDdpiWA0gAPfVzLsZVFmY/1p0VIO1vCTBiYw3nP/UhDV5ySLBf3zBpJwCUz94QKmnsSPPP1bmZPFDaYlnAyw5oV31YJn2pn3opNPHzGGO7+oIYrji7j9tVbMS2ZQQEPi6dXMSDbzb6eOM9+tYvrjhuW3hb87NWc86qYepx2icuPGIxDkQklUjz86Q66ohovXHAAL31XR3VDiLknVNAR0dICK+FBbQ4lyHILs31RwEljt8WYvkFmHzOEnniKKycOQZFhT3dC+Cm7E+ztjJPltiNFJe54bxsXHzYIj1Nh+dp93HJiJfPeqmZn689nkB6HTEo3ufiFtYQTOoumD6c010NLKIlNEvFepbke6jqiPPPlLi4/qgzdMLlttVgZe1URQ7WjNUrAJVJEXHaZPe0xBuR4ePysscg2sdE3LYtbTqxgb2ec298TQc3FAQF9SOoWa/Z04nUq3HricB77bOcvfh9LgiJpJOiyU17gZcmMKvyqzN5Ok0F5HiSgT9D93yYm/TtWb4Psrf9x7fee/WOSgSxJZHschBI/n8UV+FX2dIjEi+KgC0WWcCo2crwOmnoSNHYnWLhyM8+dN56aljB/Obqcuo4oAbedhu44kiRx1wfbuGbSEOauqCbLbWdPR4wXvq3j4sMHMffNjbSGNWySJMDO72zh6mOGoOkm+X4nnTENl12s3gr8AtnVFk5mjORnHzSAxau2EEmIV+09sRTXLt/IM+eO55IjYE9HDE236IpFKM110x1NZXIdS4IqWR6R4HH18vW/mIBKc9yCdrJyMxaCqZnvU5n75iaqG0JYiAdi/xw3u9rEOlWWJI6pyCeSNJjzqkhQmFxZwMIThzP/rWoe/3wnS2ZUcd3rG4mnky5e+G4PsyeVc88HwttWFFC58fhhtEeSHDWsgCWrt9KUBiaYlsVtq7bywvkTRHPsEcHR+7riXP3aBh4/aywzH/uW/jluZk8qJ6oJ8Y8vfb4K4vvsdcoE3XZ2t8eIawaf17bTGdX4y0QR0jsoz0u/bDet4QTJlMlJY/uQ1A3qu+JifZ3+GWroFufXsSRcuWz9LyYiEJDsYUUBnvl6D9uaw/hVu7hvaZ9llsdBcdCFy27j4TPGIAEdUY3rX9/wC7N/jsdBPCUSWW5/bxuzjy7n3o8ET/XH3R08fpYIOA667dxw3FByvU4UWWJfl1CxTq4qYl9XHNkm8dK34n7f92EtUlh4cmdPKuexT3dw3iGl3JIGFzR1C4xbJKFjs8E9pwiSUjih89qaetqjGnUdUZ76cheXHzmYlesbmDS8kKEFPu77SHB9PQ6ZUELn5rerefyssexqi9IR1fhsWyuXHD6ImpbwL8hJ71U3cfLYfjx+1liSus7OthiGKWwi+d5f5zHurd4G2Vv/hPKrCuUFXna1xfCqCpGETlskwe0nj+Dmt6ozcOn9BJH+Oe5M4yoKuFgwtYJbVm5hT0eMPI+DUFzn9tXbiGoGboec+Xf1nXGauhMUBMQq6OLDB6EbwpStmxY72qJIaRh3OH3+lOOx41BsLDhhOFe/tp5I0shcyxOf78S0RHPXDSEmCcVTRJJGxovW0B2nsScuCChvVtMUEpPlgqnDKcv3oNoVoprO3bNG0hnV+OvqbRnBTkwzuPfDWh48bTTPfb2biw8bSNBlpzjoxu200RHRMg1CtsGcSeWZBIw8n5PLjypjzrL1tIWTBFx2vt/dhWyTeOzMsUSSOg7FljHBy5JEbUuERz/dwQOnjqK+K05M01m1sYGJFYV4HEKJun81p8gi/UG3LNEc0xciIZqkhYXTLj7/ktVbeeSM0eiGyQ2Th2Yim/Y34FA8lRF0SJIIXr7h9Y3YJIn3rjoUm00ikhTJKX2z3DgUGyVBNbMiBSjJcmWilvoEXRlrEPw8EQXcIsvz6+1tLDmpkuuWb2Rfeuq9a+YIJEx0Q1hNLIRxvjWcxDQtGroSXPnKT8ybUkHfbDcSsGBqBSVBN/OmVGBZFkG3wpxXxf3+w+AczjpoANe/voGmniRuh8y9p4zittVbANGYt6Xv96NnjkmvwJ3c/HY1dR0xcb97EhnPamOPWIcDPPLpDna1Rcn3O1kwdTgeh8zt723jnIMG8MoPwkpyx3vbmD+lgtqWCH5VIWVYxFM64USKuGbw5Oc72d4WRTcFivD58w8gkTIwTJPVmxqZVFGEJFk8/00dE0pzGFLoJ0vXyfM4e5vjf6N6G2Rv/Y8r36dy+0kjuOnNTbSEkgwt9OFT7XgcMvedOor6zjihRIrHPxeroOOrirnspXU094g4qltOHM4VRw3mir+v56pJ5Sx4uzqdJLgegwAAIABJREFU+ydngodnTypn0TtbKAqoKDaJgwZm43bIzFtRTU1zmPtOHUVprofd7VHhF1MVCgKCBLNk9RbyvU6eOHscpmWxuz3KE5/vZG9nHE03GZwvDOaq3UZxUICu9083RX4RWeVUbDxx9lhMSyC+Fr69mafPHcfFS9ew5KQqvE6FsnwfHVEN1W7LpLyblsW+7jjf7urk+92d9MtycfHhg6go9nPPKSO56Y1NdMZSOBSZJz/fyb2njKA44MawLFKGxYOnj2ZfV4wHPtrOpsYQqzc1c+kRg0mmDFRFxm2X2dcdT4ftCvB3XUeUm96sJuCyc8+skSz9bjdHlBfQN9tFKC4eshZCKexUbPQJujKrWCQoCaiYpkDE2RDTm2wT58CvrqlnzsRy8v0qAZdCLCUS7u+ZNQLVbuOJs8bSHU/x0rd1JA0Tr1NB100Um41wQsOpKHRGNe6ZNYqrX/v5DPLumSNRbELRvN/H+Y8T0Rvr9jGqXxYBl50jhubz9Be7mHNMeUbM88K3dcyeNATNMOmJJ/G7HARddi46bCBep0JXTFzTwDwPO1ojBFx2VJvEnFfXU9McZnC+l6uPGYJTsdEVS7G6ugXDtHjkjLFENZ3d7VFCCY2OiAYICIRik0gZJomUyQMfb+esA/vTFdUIJXSQLB44bRQBl50n05CKKSOKuWXlFiJJnYDLLv7dR7XcPWskEuBX7UwZUZyBJezPLRUTrYOUIaDsu9qjnHPwAOa/tTmT6lHbGmH2pCHoho2Tx/Rld0eUhz/ZzmkT+lESVPE4bfTP8mH/byrD/91Lsv7jLuM/+yBJcgNXA/0sy7pIkqQyYIhlWe/81hf4z6xx48ZZa9as+f/7Mv6frP9MYbqnM8qWxlAm1QGEXP/Bj7cT1wy6Ylp63arywGkiYeOyIwZnqCmabuK02wgndB4/awx3vLuNv540glyfA5skcdf72/hyewc98RSVJX4uP3Iw93xQy862COX5XhZPr+LeD2vY0hTOfMwVRw0m2+Nk/opNtIY1cr0Obj1xOA7FhkMRX+ua18T5WHFQNG+3Q2bh21vY0RrJnNFta+zhiKFiBWqlfW37umLMfbOa5rRCNZrUGZjn4cJDB3L7u9von+3igkMHsiRt3j9kUDbXHDM0E0HUHhGKy4buBHel4er7X0DYZYm73quhK57inlkj8TgVFr2zmZPH9mXJqq00hRL0Cbq4/9RReFUFzTDTEHSZhu4Er/y4lzMm9Ofa5QLVVhQQ/FdVAa/qyDSkPlku7p45klfX7OWz2nZC8RT5fidzjx+GT1WwgGe/2s2p4/uxJJ20UeAXSLhsryMTg5RIGSiyRL+Ai41NYT7e2sQlhw2kK2Zw6zubufLoMuyyDOkMCWc6X1G1y8g2iGsW8fREtOKnfRxbWcxL39Xx1Y4O7p4lYOe2dAoKFhiWxUsXiinKQiKuiWzMW1duyWQc3j1LnOXOfbNaRFV9WEskoYs0FcBpl5k9qZzrl2/EQiiX37r8EMy0wlQ3TFS7wsL0Czhvmkz02tp6Tp/Qn9JcNz1xncc+3cFpE/px9wc14uwwqHLnySMo8DuZ8ei37Heb9KTPip8+R8RfKTYJm01i9rL1RJM6FWkS0m2rxM/Lfij90m/qWHDicK5+dT3NoSSFfifXHjuUN9bVc8nhg/Cp9sznsysSAVXG6+xVpf6fSpKktZZljftP/+5XNshlwFrgHMuyKtMN8xvLskb9cy/1t63eBvnb1P7mGNMEIsy0LGSbDZddoqE7QXNPIiPEeebccVy1bAOyTaIzqhFwiUay+i+HZprhnFfX0xpOIiGml37ZbqEGVCR0Q4gyJBuYJjz95S5eW7sP0xLc0TtOGkFrOEHfbDe6YXLlsvU0dScyys6igMri6cOJJA0G5HhoDsUxTBEdVN8ZY2tDD8eNKKY5lCCVni7/8so6GruTRJM/ByG/cvGB1LZEmJde4w3K83DD5KHYZRvXv76R5p4Eg/K83DptOC9+V8d3u7qYd8Iw7no/DRJQFYYV+Tjn4FLu/7CGnW0xBud7uGvmSOa8tp7mniThRCqTTP/E2eNoCyeIagbL19Rz3XFDOfHhrxla5OOcgwbgV+3ENJ2x/YOYlsj/U2w2Vqyr5/u6Lm6ZVomqSKzf14PboRBN6Hxe28pFhw3ijXX1TB/dJ90oJDTdYO6Kana1Rcn2OJg7ZRh//34P7RGNqyaWU5rj5urXfk6WlyTI9Tq575RR7GiLkOt1EHDZyXY7SOoGpiVhYpJMCUCBbpi0hBJpkLmNooCKxyHTGk7gc9pRZBvdaZzf/kmtKO3fbAknyfM6uP71jbSFxTSnmxZep8zcKRUMzPVw5Ss//cLesp/K8+Bpo3j40x3UNId59Myx/OnFtcg2gRGUEJaJR88cy6Uvrc3g+549dxwuh0xzKMktKzcTdNmZO6WCtnCC7niK19bUs60pTIHfyYOnj0E3DZyKwp9eFEkrIL72fvbt5Wn/aldMy/w8XnvsEO75oIabp1bQJ8vNnGXrMwzUyhI/Fx06kAE5HhRZ4rZ3ttAa0VhwwjDaoxpBt4PSHA8gLCl22YYsQSQpVLz/CHHorf+8/qsG+WtXrIMsyzpVkqTTASzLikmS1HvXewtdN9nY0MP8tzYxoiTA2QcNQLZJ2GWwFBmPU2ZQvpcXLpiQeaW/ZEYlT3+5i+6YhmVZ5PudKIpEU0+Cxz/bwV+OLuOBj7ZnfIzXHTcETde54uWNGe/YnTNHkOd18sdDSjlqWAGrNzZy1LACDMuiJOjGqUg47QpLplfx2Oc7Ob6qiIBLkFXeXFfPsZVFrFhXz9jSHP66eivxlDjLmTelgqe/2MnkEUVkeRzs646ztSmCQ7bhd9kBQadJGRZ3vLdNpEZIgtRz+7vbuO/UUTx19jhB53EpKDaJk8b0Zd3eHlx2hda0ud8CZo7ry8vf7+HiwwbhcijEUzqdMY32sJZpjiAELM2hBAOy3Vz16nq2NoWZ2R6lNNfzi++FU7EhIbFo5WbW1XensXA2fKqdTQ09jB+Qxd3v12SA53OnDKMllOC5r/ew9Nu9uBwysiQxvFgAEXa0RuiJpzLnv3I60skCaloiGOn0FDNNKqrvinP7u9u4eWoFhmmh2GxIEny6tZljK4vY1R1j8aothBM6eV6BX9MMQ1gdvhKBymX5CrFECuc/nJPlep1c+cp65kwawiUvrmXayCIWTatkwcrNtPQk8TpllpxURYFPBQkuPHQgbofMrjYhCJMkicpiH32y3LSEBMghnD4b3N/kTcticL6XpDjEpDggfLuKYiORMln4djU7WqOCcdoT57IX1xFwCdD85MoCzv9DKaZl4bLb6YgmaQkJgtT+w93GbiFSuiUNJ7eAXK+Da44ZwqOf7iCmGRQHXcQ0ndtmVDF7meAXd0Q07LKN+z+qYXJVMV1xjWuPHcJjn+2kJ5Fi0bQqPE4b0TQAvte/+M+tX9sgNUmSXKRFZ5IkDQKSv9lV9dbvokzTYl93jK6oxkOnj6Y9onHJC2szwol7ThlJvywXumnSEtKY/1Y1raEkOV4Hc9I+vMaeBPOmVGCaFvNWCJN8e1Tj/v1Ck6SOxyFz/eubMgb8HK+DSFLn1pVbaA0nOGRQDuccVMot71TTGhL8zZunDufTrc2ceVB/rppYxp6OGKZlsacjyowxfSj0OznnkFIue2ldhgvb3JNg0TtbuO64IcQ0g8XvbGDOMeX0zXIRSqTSDR2Kgyopw6QjIiZg0xLWj7ZwkqaeBBc+v4aSoMqDp40mlH7YP37WGByKTGmuh46oMHsX+p2ZUOCmbkGOefLscRT4nXREtcx9LgqodKVjiOo74wRcdp77ejd3zxqRiXNqCSUoK/By64mVzJ9awWUvrROfM6Ay/4QKQJyHzp1SweJVW4gmDXK9DrpjP4tIwul1Y1tEI6YZIv4oksRIN+oCvwhGrmkOke9z0hxKpClBWkYV3LQ/XuqcceztinHbqq3cM2skALes3JwRCpmmxYK3q3nszLHc+s5mTh3fj1UbGxhaWE5Albns7+vY2RYl4FJYMmME21sjRJI6R5TncvlRZdgkeOSMMWi6yZ6OKMmUyexX19PYHcfrVLhr5kgOGZzD57XtjCjxc+aBA9jTEUVVxHS6fG0986YMY0ka5L5/lR1LGTx5zlg03cTrlJm/opoLDx1Ic08SbxrL1xNLkedzEk8ZzBxbzNSRJVz2kgA09Mly8fS54ykKOKltEfmKtnS+ogX87etdnH9IKVkeB0V+lVhKCKXyfE52tERYuHILL104gafPHScaZFTj9bX1XHTYIBSbxGNnjsMuS9w2owq3U8k0xDzf/+7v/r9L/Vo50wLgPaCvJEkvAR8D1/1mV9Vbv4vqiCZpDSe5/X3hrZu9bD37/gE4fs2rG+iIplizp5vZy9Znpq2OiMYDH29n4YmV3HDcUAr9Ioh2fP8gb152MLefNAK3Q6Yw4ESygU+1Cw9leqQ656AB6eaYBCQmDS/k2uUbaOpO0hHV2NYc5ua3qjl5XD803aI7JlLTDVOs40LxFEndIqVb1LaITL5QPIVPtQu7ikMh6LITSeq8+mM9d8wckWZaimYloNhxsj0OoprghnqcCnk+J4Yh/GfxlMm8tzYRSuic/cwPXPriOtojSa49VmRNuhwyXqcjAz23EFPGfR/UcOu0SvpkuQDSZ4XD+KymBcVmo2+2i8MG53DLiZW47AqmKewhQbeD1lCSa17bQCJlcukRg3jhggk8cuYY+ma7yPI40XSLVRsbmD+lgpcunEC+T2XVhkZumjKM4oCKJAkF6ZIZVXhVmUXTK8n2OkmkDAr8ThZPr0SW4NmvdzP/hAqK/CqWZWVUwUu/rQPIrE+7Yym6oho3vbkJC2hNrxx10yKc0NmVVmFOH13Cqo0NTBvVB8UG+7rjtISE+hSLjEWosSvKjcdX0NAdZ1dbhP2DUnHQzaJ3ttDckyCmGYSTOje8sYlrjx3KkUNyWTyjCqdiw+2UWXjicAr8Kj/WdfHOhkaePGccz58/gYfPGINXFaHI/XM8uB0yEnDriZUU+JwE3HZskkQ4ofP8t3UsmFpBUUDl1PH9RARX2tO5rzvOHe9uZdG0Kgr9YqIt8AnO6SOfbufd6hauXb6RC59fw0VL19DUneCiQwdmaEYep8yejhiWZVEcdJHnc3LCyGL+/v0ebJKET5UpCrgozfP2rk//F+pXTZCWZX0oSdI64EDEefaVlmW1/6ZX1lv/8hVNGix4ezMtPQkU2SYeEhIZdqmQ6lu47Ar1XXFsEuLMJNfNmQf0xyZB32w3H1Q3ccr4vswY04crXv6JrqhGYUDltulVtHbHqSoJkOtzCqFEGizeEkrgdSqQzlqs7xKTFZBZ+ZmWJR5qST3TiIrSCfNJ3SBlmpTle9JrNgkJwVvtn+1GdcgsmlaJ024jx+3g5qkVWJZELKmz9Js6YimDxdMrmZ+2sRSmmZ8uh0yfbFeGwRlwCb9eY0+C65Zv5I6Tq3j0zDHUtUeRJItIUs8oZm0SrN3bTY7XwbPnjaehO05XVGPlhkb+eEgpd763lRsnD0W22bj0xbUCTeaQmX9CBS99V8fmRiFG0k2T+Ss2E3Tb+dsfxxOKCyKMQ5E5cVQfEimDi5aupcDn5OLDB/Hqmr3MnlROrtdBvl/FJsFZT/9A0G3niqMGMzDXQ3tEeAllSSKuGSz9po7Zk8oZWuhjb2eMJz/fyeZ0yPOgPA8O2cbSb+uwSWJ1nkgZDM73sKNVbAEkCQbmedBNQbO55PDBPPXFTqaP7pMJ7Y0mdeIpg3V7Oll6wQR6YimueHkd2W4Hf/xDaWZb8dAZY8R9lCRskkQsaWBZGrJN4rIjyrj+9Y1saw5T5Fe5Y+YIbj6hAkmS6Jcttht22caTn+9k/b5ubptRhVORyPOpKLKEXZYIJ03uOHkEC96qpjMqlKwFAZWrJ5XjVGQa0z5H0j/6n9a2cePxQ5k9SSSwhBMpgi47X23vyKzNSf9MuBwy/bLd/O3r3SR0kwdPG42Exf0fbefyIwdRmuMmGVA5aGAO+b7ehvi/Xf/lBClJ0pj9b0B/oAloBPql/6y3/o1LN02yXHYePmM0bodMSZZLPOnTD4GSoCrIOenzHtOCsnwvF/xhIPd+WMusx7/l8pfW8YfyfBIpk2uXb6Q7Jsz3tS0Rrlr2E0cMK6AzmuSGyUM5tiKfu2aOoDio8tDpo6koFkHCkaROnywXNgmU9AOkwC/sIFhw68otmbOm/StAkHj1h70snFqJLx1261UVbp46HN0yaQ0lePjT7Vz64jr+/PJPWBY89/Vurn9jI0gSFx46kKDbzt2zRrL0/AksnDocmyQg07dNr+SSQ0t58YIJFAVU3rr8YKaNLKIlJFSpZnqSNUyLAr8Tr1Mh4LLjcSr4XAo/1nXRHknQFk7idihMriqiJ66xdk83xUEX17y2gfquOFbaw7nonS2cPLYvPQnBZZXTD/9wQidlWDgVhauWbaCuI8qzX+5iQI6HmGawqz3KE5/tYNqoEnyqnXy/SkNXjCvT+Z2bG0Jc9cp6Ln5hLW0RjdrmCE3dCe6cOYLuuMa1yzfy2pp68nxOYrqJ32VnUJ6HxdMreWdDA1ubwthsEjkeoTq+7rihlOZ68LvsDCn0cePkYdzwupim2sJJzjuklPICLyP7BFg8vZLB+R7K871MH1OCbljMWyHW7CeN7cPCtzezuz2GXbal75OMYYpzONkm4XUqpAyTuSuE9UhON+rrlm9M+1NrSBkmT36xC9Uuc9ZBA3ji7HFku8X0ryo28n12FFnCME3ims4Dp41m9V/+wMITK4hrOhctXUtSNygO/hLR1ifoyvw8X/riWm59Zwtmeo36j/2tKKCi6SaqXebMAwfw0GmjGZDrwu9ycOPkYRQFVVwOYR8qDPyfcyx767er/9sEeU/6vyowDtiAeJE0AlgDHPTbXVpv/auXxyFz4aED+eu725g4JI/7Th3FvDdFAkaWx8EdJ43gb1/tZl93nLlThvHX1Vs5ZZxAx0WTOjHNQJIk5r9VzSOnj6ErqmXUpiDEKY3dcQzLol+Wi7MPLuWWleKcMc/nYPakITz/zW7e29TEXTNHcP3rmzAsi4Bq56YpwzBNC82wMokY+6stLJLuzz54APd/WMNVR5fhVe3EkjqPf76Da44ZysKVm2kJiQdvWyTJyg0NzD+hgp6Yhs0m/fz3dplbpg0nx+tgX1ccpyK8cUcOK+CJL3Zy9LACgm4Hlx9VxuxJZfTEdW58Q2RfHjIoh8XTfxZkFAZUbjhuKO9sbGTKiGJueH0jhX6RM/jQJzvwOhU03WRfmkIT0wy8qpIGnyv0Cbq48fhhPPKpsMs8+Ml27LJEMmXSEhZK3sZQgl3tETxOMflsagzx6o/1nDahH7phUZLlJuiyU1Xi5+y0OlZEH7mo74xz9wc1PH7WWB45Yyy7O6LkeR08+NF2Ljp0IAHVTiyl87evd3NcZRF+VSHLZWfRjEruem8bCd3g0sMH4XYqYoI3DOo6RBh0nk9kHrodMpphUuhXeerccUiALEE4abKjNYppiQ3C/gSWcEJn6bd13Hj8MB78eDs7W6MMKfRyy4mVeJ0yraEkUnrLEEkKeETAbefKo8u4/d1tbG0Oc+r4ODHNYHixj31dIgbKIUv0xI30WtNBcyjM/cs3ENNN5kwqT4tqVF7+YS93zxqZsQbtT9NI6EZGBFQUEEknN0wWUPv9+Lr9a9r9fc+SLDyyQm6B63/z17i3/ov6LxukZVlHAkiS9AYwxrKsTen3K4GFv/nV9da/dGmGxV0f1BBQ7Yzol8VzX+3iT4cPIuhxUBxwYVoGGxtDtIWTvLamnifOHockiQe7TZKEEV2Cna3iPKkwoFKblrfDfnFKiiyPHadd4daVG2gJaUhAW1jjgY9qeej0MSR0g3BC48bJQ7ErNvJ9TsIJEfHkVGwMyhMJG/vN74PzPeztiKKbsLq6ha92dhLXDFS7TCie4objJJp7kqSPwOif5eL4qmKuXb6Biw8byL0fCDSZLEm0hJPc9X4N954yKrPG/eCqQ3ng41omVxVzW9oD2idLeBSTukHAZae2JcLq6hbyfE6eOW88DV0x2iJaJsne5ZB568+HsKcjxoebm/jT4YPoly0oNH2yhLFfNy1iSYNBeV5Kcz08fMZo5q2oZk9njEuPKGPRtEp8TjFR9Qm6WL6mnkXTKlm+Zi/zplTw2pq9nDahP8VBlb0dMRa+XU0iZTDvhApimsHNbwnAdklQ5f5TR7O2roO2cBJNF6Im3TBpi2h8XNPGp7Vt+FRBurGAqyYN4dlzx1PXEUWxwdr6bmySxA1vbMLtFPf50TPH4nUqzJ5YzpNf7GTB1ApskliLx1MGbqeMU7Gxu12QifJ8Tpr+gU4T0wwMy6K6IcTytfXcNXMETT1J+ue42dsZxeOUKQ6q4ntvWfhddvK8DvJ9Tm5/dytbm8Lk+51kuR1keywsy2JIoYe9HXGe+WoXx1cVc39aTV2Q9oI++flO7vmglqfOGcvds0Zy3XKB+nvsrLE4FBuqIuNUJG58cxOzJ5XjV+0UBZy89F0dR1cUcv2xQ8jzqRmikVjxSvhdCoVeJw5HL7vlX6l+rUhnyP7mCGBZVjUw7Le5pN76vVQiZdASSnLZkcJ0/fXOTm5+ezN/emEtf355HW1hjYdOG8ULF0xgyohi7vugBsVmw6cq6Okw3FCai9oSSnDb9CpK0uuq/erLVZuayPOpxDWD2pYInVFNpCwg1qW7O6JMefArZi/bmDax78KpCIyaarehmwZ/nVFFeYGXoFvAm685dij3f7ydUFr8EYqn8KQDnI+vKsBmEwnsoXiKmGZw7iGlLFm9lX1d8cx5ZzihYyEmk/aIRnMokQlRBonDhxRkmiMIfNv8t6ppj2icNKYPZjr9Yel3e+mOafTP8TCsyMdJY/rw0CfbBRM2zXn90xFluB0y21sjRJMp7jtlJGX5XgIuO6W5YqX51Oc7aepJsqkhRKFfTSc9ONjWHCGZMlg0rZLueIqSLBfHDC+iqsTPZUeU8cBHtcx45BtuW72Viw4T0113LMWd79fQHEog2ySimsE1yzcwbkAOuV5HGqiQojCgUuhXKS/w4lMVJAlxT30OJMDnUtJCE1WkYaQERCKZMhlS6KNftotrjx3COxsbmD2pjIRusL01xllPf8/bPzWgpSwSuklzjxD9PHXOOA4vz2Xpt3XcPLWC4qCKTZIoDqicMq4fS1ZvY9E7m9nU0MMtK7fQEdW4dVolA/M8+FQ7hQEni6ZX8tQXO6lpjlAcFOfcPlUm3+ck4JLpjOjMXVHNEUMKWLxqq0D5mRZNPQluW72Vcw8pzbxIyPU6WTC1gslVArrfFk7SHIqTMixOG9+P+z+s5U8vruW+jwQo/uXv99AZS9EZTaLINtwOmWyPHQuLIp/a2xz/BevXfkc2SpL0NPBi+v0zgY2/zSX11u+hTNPCodg4ZFA2uV4nNc1hzHRuok+1s7cjRr5fxanY8MoSI/sEGD8gC6cscfvJI9I0EiHGmDelgrs/qOGI8lyePXc8jaEE3VGNVRsbuODQUp76YifHDC+kNNfD9tYIKUOc3/lVgS0DYdFYvGoLc48fxs62KIve2cLfLzyAnW0xcrwO/nhIKX7VzuB8D1ctW8/mhtB/iJ4yKfI7uHLiEB78qIYbJg/NEIACLjtRzSCZMjNNqzmUwDAtokmdsgIvXVEx2ZI+B832ODLNEcR9aQ0l0xOGnBF1FAVUGrrFiq/Q76QsTQDqiom0Ck03Of/lHzJkn3tmjcCn2rlyYhkOxYamm5iWSVcsRSiRoiRN/+mIJsj2qJlpdXS/IM+cO14kWyxbzztX/IGb366mJSTWzY3d4izz2mOHoMg22sNJAqod2SaUm92xFFkesdYGC7ss4VRkbDaJ26ZXMXfFJna3Ryn0qyyaXoVql/hoSwtVfbJQ7TZumjyMRau20BHRKMl1c+u0SnwuhaqSABNKs0gZgqjT1JPgqXPGothkmnri5PtUXl+3j693dDAoz8PCE4djpBF+D58+hqQukH6RRIozD+xP32wXCU1n9sRynv5yF+cdPIC7Zo4ELFRF5qFPtjN9VB+uOLocxSbhsttQ7RIJ3SIeszCxaA0J9m1zj1hd77czNnaL9wv9TpK6wMtddOhAcrwOYkmDzmgSsFHfFRPr8uOHoSo2UoaIALv2uKHpM2GJZMpIi5UkCny9wcT/qvVrG+QfgUuBK9PvfwE89ptcUW/9LqotkmRjfRdXHFXO9tYwBX5x3rJflDMwz4tlCpWmXxXqUsO0aI1raLrB/aeOxkhzUV/6ro69nXGWflfPjrYoc44Zwg7DZOKwQh76eDs/7O5iX1eMJSdVcdUrP9HQnaDA7+SqieW88G0dik3KZCj2y3HTHUtx96wRJHQDp2KjvjPOfR/W0tST4K3LD6YrKiDhm9PRUzdOHkpFsR/DFASa1dUt1HXGMyuyXK8jc5702pp65p9QwV9Xb6UnLvxwN59QwdJv65CEJkgk2fvVDJB7/4uGfL8T3TTR04esxQGVuVMqWL2pkcmVRSx4eyfnHjyA+z+qpbYlwtPnjOWeD2tpTEO9m3oStIY1Fq7cQmsoSSihY5oWJUEXz5w3nnhK58mzx5HQBcYvZSRwKjayPSJQOehScCoyfYIuemIpWkNJdMPMJLA09SRwO5T0A93JjrYIAdWO025jQK6bPK9DQLRPGE6u14luWbT0JFn67W4uOWwQWR47JUE3flUmqZscObSQAo+DUMqgNM/D0+eOxzQtXA6ZHLeD6qYQ897cxCNnjMEui7X22rpOSoIuZi9bR086DPr6yUOFfacpzPy3NvPgaaNwKDbsCtR1JLj93W20RZIUBVSuOWYIT325i86oxi0nVhJKaNzwxkaunlROPGWybm83Zx7Yn6BbwacotMZrUd1SAAAgAElEQVQ0EimDzmiK+W9Xc9XR5eT5HHTHxYTcFk7iU+2ZuLWYZnDF0WXc+2ENp4zrx9JvdnNsZRFzlm2grMDDrdMqeem7PZx1UH8G5LgzdKJIUkeRbQRddgwTcrxOsty9pv5/9fq1No8EcF/6rbd6i7hmUJrnoy2S4MXv9jBvyrDMxFXgV1k8vZLuuEYoYXD1BxvY3hqhJCg4nx9taeGgwbkEVAWbJLGnM45pWRQFVM45uBQbcPf7NbSEkyRTBh6nTCxl0jfLxYsXHpAmxMi8/EMdNS0R/C47lmVR6HfikG30xFNUFPnSvkUXql3mqTQw+tmvdmfOjvZ1xTOmb9kmce6z36eN+irVDSGuW74RSYJzDuzHommVzFuxiZrmCO9uauSZ88bTFhZB0a/8sJcZo/uwsy1Ke0TjjXX1zBhdwt2zRrLg7c009yQoCji5YfJQ/KqC12nn6XPGEUqkeK+6kT8eXIpdkeiJa7z4XR33njKKmJbCrzpoSU8xMc1IxxXJtPQI0ZHHISNJEqFEivZIkkK/imlZPPnFTk4cVYJPVbjh9Y3cc8oo7LKNSNLEaZd4+IzRKDYb+X4n21siGStCgV8lqRv0z3Fz7bFDWPTOFnriKbxOhb8cXcbNK6pJmWnUnyTRN+imwOPkmmOHZtifDkW8WHHINvK8Tux2GVfafrO/zHQ8ms+p8Lfzx2GaEE+ZPP/Nbi45fDDXvCb8tH7VTn1XnCWrt3LVxHKuW76RXW3ijPqr2lYOLS/grve3ZQKD69pj3PX+Nu47ZTQp02Tem5vY1BiiT9BFSZYbuw2WXjABvyqTSJnsDsfY0RpBtdu49Z2t9Mt20S/bxexJQ3j5+z3MnTKMO9+rIZLUGVIghD8J3eCO97axuTFEbUuE2ROFtSfgUtjdHmPh25u55PBB3LJyCxcfOpCyAi9uh4Jis+O0SwScjl5g+O+oflWDlCRpNz9Ht2XKsqyB//Qr6q3fRbkcMpGkTmsoyb6uOEu/rWNO2veV1A1yPA4Rhvz2ZuIpA79qpyeeYt6KTfz94gOIJg003aQw4OKRM0ah2hUau+P0xDUsy2TxjCque20De+Ipcr1O/npSFduaw/z13a20hzXy/Q4WnFBJTUuEL2rbKSvwcv3kYdR1RFHtMhKC8DJ/xSYae8TK7PaTqlBk0TSfOW88dhsgiTWmpps0difY1x3j5qkVGWvI4eW5HFdZxHNf7eKSw34WIBmmgW6YggbUnUDTTe4/dRSyTUK1yzgUCY/TzuNnjUU3xVqtI5zk7vdrsIBZ4/oyvCjAqL5BmkMJbn1zK5ccPojB+V7cDhuRpERNSxinXaYnDcaOaTqablAUVNmRXjVLQFFQpTUspsyrX9vADZOHUuBXCSc0WtIqTs0wME1I6tCTZogumlbJla/8lGbJelk0vZK4ptMSSvDqD/U8c954UobJjtYIT36+E80wWTKjCrsiBFZ17VFcDpm+Wf/3FaGm6YS1FOGEiWWZGcp4TDOREJP7nGOGENcM2sJaJjTYJkFTd4Ist51sj4MCn4N4yqCiJEhdR5RtzULg5VXF5NvUk2RfdwxFtrGvK055gZfbplfhVxUcCsQ0k+ZQkrq0RQSg0K9yyMBsDh9awL7uBI9+sp1zDymlJEvlqXPGsq8rTiie4pFPtzNzXF/xP5SeuLM8DjqjGkaaf9scSjKk0Mc9s0Yi22wEXKIZpnSrtzn+DuvXrlj/EeSqArOA7H/+5fTW76XyvMLI/fG2Fq6fPJQ73t3GktVbyfM5WTh1OE9/sZOjhhXSGhbsS9MS51bTRhZR1x77RZzRfaeOwiYZnP/8GmRJ8D7H9s/igdNH0xFJUhx009QTZ/6KahElBNS2RLn29Q08csYYzjygP/GUSUnQxTnP/kBTT4IHTxvFo5/toKErgUOxEU3qLF61hYfPGINpWfhUma1NYZas3kZXVOP58ydQkuXioU92cO2xQ7hh8lCxjsxycU0aHv7Nrk403aQ46OLRM8cwINfDo2eOIaVbGUWuIkOe24Gq2tF1k6ZQAjC59MV1tIZF8jzAM1/u5r5TR4EFbrtM0jBZtHILNxw/jMpiP9e/vpGStFBp8SqxUi0v8NIvx83CqcOZ8+p6GntESsVNxw/jjbX7uP64oeR5HZTle3l7QwPHVxVzQGkWpmkRjqfI9alYllh1f1bbzjkH9uO58yZQ3xWjJ57iqS92ccGhpbgcMtcfP4wcj0JMM6kqCXDPKaPwqjK6YRHTDH6s6+Ll7/eQ7XHw56PKsMu2TIoLQE88QXfcyPj8XHaJ7lgKuyLTEU1x81vVtIST5PscXDVxCLVNPRwxtACPQ6HA78S0LKJJYWPxOYWdo9AviDR+l50Ln1/DlUeVZVbfkYSO16mQ73Oi6SaluR7uPXUUJUEXpTke4RmNxDFN2NeVyAioioIi2/MvE8tZu7eL/n430ZTJvBXV3Daj8hdw+e54SkyNk8q5dvlG+gZdFPpVHvioFsuysNkkcr0OdrRGkBAZlwNzPb1r1N9x/doVa8d/+KP7JUlaC9z8z7+k3vo9lM0m0Segct7BpTz71S7+cnQZhQGVfJ+TBz+q5YOtrRxclsfgfA/NPSIJI+iyM3lEMec+K0QnILyOs5et58ULD+Czqw8nrptIlsDYORUbuV4nMS1FrtdBVDOQAJtNPOTrO+M0die48Y2NmJZIat+vJHUoMjtao/hV0ZxBALZ3tkW4870aHjlDxGc1dsdx2WVe+GY3j5wxOo35gtJcD26njGFYNIeSgreaMtO2gygJ3eDPL6+jvjNOv2wXC0+s5POaFiZWFIroq1AChyJTnMaBLTlpBPPe3ERrOEmu18HCE4fjUxWiSZ1wQufuWaN45JPtvPhtHXfNGkl3LEV9Z4xQUghOgm47/bLc3Pz2Zgr9ItuyJZSgOyamwVPH9+OBj2u5+PBBtIQSTKooxGWXmX1MOVsaehheEsQuS6R0k5IsN9keBxe+sI4Xzx9Paa6HpG4woiQggAlOO1luhdaw4Mj6VSEq2tsRZ16ap1vgd3LLtEryvA6e/3o3I/plkeV20BN0EXTL1LXHMy+C+ma5ePTM0SR1i5ZQlMWrtqa9m3aaepLc+e42Hj1rDOf/7UeyPA7+cnQZ939US3P66yyeVolsk3jkzDG0hOLUtWvs7YyxfF19RmS1345y7XFDyfc58TgVhhX5yXbZaY0kUe1gGCLHsSigZrI9//7dHtbVdZDjcfDIJzsIuuxcc0w5931Ui8eh0JJujhbgd9lpCScJuO0MKfCyeEYVmm6Q1E2SuikSXY4bSr7fSYHfSY6nl3zze69fu2L9R2qODTFR9mqS/83L4VCoKvJx7XFDM/FKoYTGtNF9mD6mD07FxuLpVVz5yk/0xFMU+J0YppVpjvuroTtBUjfZ0xHjua930x3TmD1pCI98upm9nXHumjWSREonx+OgIyL4qzaJDCA7nNApy/fQGdXYnzETTogcw2jSwLKEWKjQrxJJihViQ7fwHbrsMqZlsaU5TEdU4/HPd2YezLecOJyO9Mc0p3mpbodMWYGXPR0x6tpjeJwKO9uizHl1PXMmlXPVK+t5+tzx7OuK8ua6fZx7yEBGlQSoLPLzxNljCCUMdrVFeOHbOo4fUcw9H9Swuz0qzmdnjSTf58SwhEI3lEhR3RDi2uUb6ZMlptYdrRHimk5nNCmmo1wPw4t9PPfVbr7e2cEVR5fTE9fwq3bu/aCG8w4pZcLAHEzTwibZQLHIVmXumTWSm9+q5ry/rWXWuBJOGdePlGGR5XFksjhVuw3VbsOhQHvE4KY3NxF0O7jo0IH4VIXWUIKSgMrJ4/qyuz2Gpptsbwkzok+AOcs2ZL7P+7rj7G6P8fjnO7ny6PKMujecEOeb3fEU+7riNHQnaOhO8PCnO7jsiMGUF/rYuK+HRz/bwcWHDeL+D2s5YWQx4YROSdBFTbO4j9ceO4Qsj4MBOW6cio0sp52kpdMdM+hCJK/0xA26Yxpep8ylL67LZF/ee8pI8rwOznn2RwFgkECySVx+ZBmD870MzPWwtzOG024joYnJtG/QxUNnjMHlsCEBT549Fs2wcMjSL85ee+v3X7/WB3nPP7z9FRgDnPJbXVRv/T7KNC22tka54u8/cebT33P539fSGtZ49NPt3PleDY60afrKieU8cc5YHjp9DIrNlvE67q+SoMDCLXx7M388eADn/2Egsk3i+snDKA66uP71jRT4ndw6bTi5PgE2Ly/wsmCqUI/m+50sml7F+5uaAIF6en3dPm4+oYJ8n1NI6dNA7WU/1hNJ6rRFRFiyBYQTOmcfNID5K6qp74rTHdNo6k6w4O3NVBT5ePD00Qwt8hF02yn0O1kwdTiPp8/kDNMiZQibRMBlpzWcpL4rRiRpcPyIEp7/ZhdN4QQt4RgmsKstgl2xcfHhg7jngxpaQkIl2RNPcdObm9jeEkE3LW48fpiAXfMzID2m6RxTkc9NUypYsnorUx76irOe/p7dHTFOGFXCoWW51LVHuWjpWvZ0xjhyWAHz36pGSwkLRa7Hgcsuk9BgcIGLR84cw98vOpBTx/fDJoHLLlimkYROe1jj/g9r8Tokalvi7G4XSRjnHjyAu96v4aKla1m8aisNPQmims6d72/jmtc2sGpjI/GUyeIZldw5cwSVJX6GF/vpn+OhOZSkJ23yB6GclSSJ/P+QXrK5IcSVr6xHQmJ4kZ/Zk4bw9voGwgmdfJ+ToqDKfaeMIt/nYEdrlKe+3IXfKSg8WU47nYkUnVERZL23M8HFS9cw5cEvuXXlZhq6xbmhJAlv6tw3q4mnTPZ1xwUl0YIf67qY++YmDNPkyollZHuEjaN/jptF0yrxOBWSKZ3bV2+lJZQkx6PgkG24HAqFAVdvc/x/qH7tFHiBZVm7/vEPJEkq/Q2up7d+R9UWSWbWhpYFu9qi3P1+DQ+cNoqGrjiq3YZss/Hgx9sJxVMcOSSPqyaWce8po5jz6s9nkPeeMopVGxpoCycpDrpY+MJamnoSlBd4uWpiOc9/U0dUM3j8851ceOhAsj0O+gRdKLLElUeXoekmsg0uPGwgjaEELaGkMP87lXR6hkpdR5Sl39SxZm83pgWrNjaycOpwFq7cTFdMI9vjIJzUiacpP5IE21sibG2O8MoPe7h75kiQhN+yMODk0sMH4UgDCZb9UE9nTKM46OLxs8fSN+ginEwxZ9kGHjhdwKcTKSvj2Xvyk+1cNbGclpBYPYNY3+1ojZDrcxLXDN7Z0JCxmYQSKV5fU88Nxw/jrIMGcNWy9exMBwE3hQRb9sbJQ7niyDKuXr6BooBKZ1RMkTtaIyR1E8OS2N0ZQwLqO2Osrevk1An9cCqQ0E1km0RDWjHaHtEy6R1JHVS7TLbHwcWHD2LxKpGaIUkC2bfgrWrunDmSvlkuDh6Yw9kHDaA1lCDb7UC127jvlFHENZ36rhg5HgcvfFvHvPRatCUssG6LpomkCyADbu+b5cKhSMxetoGWUJJDBmfzpyMGceMbgq164MCsjDp3X9p3qNigOZIknExR3xlnQK6HG9/YRHtEZDO2hDVuWbmF2ZPKuemNTbicMh2RJCnTotCvZtJm9iuq/z/2zjs+ijr//8+Z2V7TE1KABEhCCyCox2GXIiJYQT0VRT3L6anYO6hgOcRydv3Z64knAoIFC1hOTwUFAoSEDumkbZ3dnZ35/fHZrHhyiqfefdV5Ph4+yG42u5PsOu95t9crmtCZ98WO9PsQTWg8+8kWrhrfH4/DKi5ivE4sFhmvqQ73q2RvA+QriKzxX+8b/tMejskviWg8mdY5lVK7dJtaQzR0RrnutWpGlmVx3YT+3HPiUG5cUM0HdbsYUOBl0rAinjt7f7EaIEm8saaBB5ZtoXeOm827wjR2id3B3Zf/m7tUltfuYnntLiTgoPIcbjxqILIk0TfPy9K1DXyyuZ0rx1VQ4HeS1A3mvFXDlzs6Kc1y8ceD+9ARTaDr4uQ3eUQJf/t8O3NOqKI9kiDbbRMGuFENr1MMheR67QTUBMtqd7Gh+QuuHl+J0yqzqSXMfe/VUdcizJtvnDgAn8NCRzjOo8s30R4R/piPn74vkmTQHIhz3Wtr2NgS5oC+2cw+tgrDMLj56IG88Ok2PtvWQTJ1krYoEh3hOKf+rjdXvCLKlD38IvvdFYyhJnWyXDb+eHxVOng+88lWnDYFSZaYO3lIWsDbYZU5sF8OsizE0Y+45wP65nm4enwlh1Tm8bfPtjNlv55sag1hV2TmvCUy2qCaoD0c54p5q3n41OHMfbuGPx3alz55HsKxJF6HhZim47QpNHSp6IbBtUdWEk0YXDbvK1qDcTx2C1ceUcEz/9jK0cOKWb6hheuO7M/tb67nmU+2MfvYQZRkuVATwnfx0jHlbGwJs7MzSklKzxTD4OHThhNLiAA+7anP2dYWQZbgo43tbGz9iodPHU5prgvdMOiKCtm2xq4Ys5es59ZjB9MSFMHR57Cmrdb8Disuu0JI1SjL9dAaiKWHoRo7VYpSll+LV9dz4r49mZ1SNcpw2ZhzQhUOq0yW05xI/S3wnQFSkqRKYCDglyTpuN2+5UNMs5r8hnHahERXpsvK8cNLcNtF76oky8XIsiymHVBGjsdBjsfBk9P2I5KyJFITSeJJ4Rd444Jq2kJxeqfUVWYtXpd2Y4jENUIxjZ7ZLtrDcQYV+aiuDzCwyMeUESVc+OJKmgMxcj02bjp6EJ9sbqc1FOe2N2qwW2TOPbgPm1vDbG2PMn/FTh46ZTjb28Wu4sPLN1HTGCSR1Jn6e6HWc/URldz2Rg2ReJI8n4Vrj+zPw8s3AWKk324RjiVnP/0FMU3HbVOEM8TbtVw+rpybFq7jiiMqWF7TQltIuF1cdLiQc4smdPr38DJ5RAnnPvsFoViSPJ+dy8dWEE7UEdd0bpo0EEWS8DmtzF8htGubAirtKdPcK8ZVEu6KcuYBpcxcuPYb9l12i8z2tjAxTef2N2oIxTTyfHbmHF+Vfr/m/2kUITVBRzSBRZY4amgR9R1RrIpMrtdBc8qvMcNlRUKiK5pgR0eEsw8sw2kVQuk3Hz2QJz7czPaOKGpCJ8NlZeuuMBUFPi57eSVNgRiGITw357y1gUdPG45Flul9YBlOq8J9J+9DeyRGUodpT4m+X6HfwV9PHsb/O10My3d7N0bjSdSEjssm0xkRaj7+3XYqWwNC8q0rmqAky8Efn1nB3MlDuWnhWrJSmqs+h4WdHVHk1GeqT64Lq0WUkfN9Dq46ogKbReL5f27ninEVZLjEGo/bLnH8Pj2RJINnztwfTRdT2JJkkO2yY7HsbXfK5JfM92WQFcBRQAYwcbf7g8Aff66DMvllkOuxM2dyFTvao8xcJBbiuzOUcw4uozzXm57iy/XYWd2lsrS6kaOGFtIZSfDsJ1s57+A+FGc6yXLbMFK7ZF67BVmWcNss5HjtNKZk0G44qj+dUY2KfC/b2sL4HFbWNwbpjMSZubCaS8dUoMgSTV3CueKR5Zu46PB+5PscFGU4CcbiOG0WHvuwJr02ccGhffG5rEwfU4GEwaOnDSepG2xvF0MlG5qCeB0WevgdFGY40hZTGS5beuWkK5pAkiQaAyouq4WLRvcjkTR45sz9SCR1Lh9bwbwVOzhmWHF64tLvtLJtV4R7lm7grhOHYbNItARixDQxKTv197156bPt9Mn3keW2cdnYSpENSRJ/ebsmnbk3B1TuXlrLg6fsQ0tA5cYFa2lJ2T9lu2zsCse589U1YvDIa2PmpEG4bYrIllMWXzFNZIU9Mhw0dEaJxHVsihBF75vrpjUU5/znVtAajFGa62bGxIF0ReN8saWdo4cV0x6Oo+vCKHpDs9hL9DmthFThzHLecyuEDJ3fwV1ThhCN61zzqnB9kSQxpHXd/DVcPraCPnke4kmDSDDOX9+toyOS4MwDStGSempwSUNNCIWkPL8Dm0XGMCCWgIp8L5ou3FuuP2oAD7xfx1XjK9N/c6/DwoxJgyjKFFOswajG/e+K0u4Zo0oZ0MNPUtfT0nJWi0QiScoNREaWJHI9DjM4/ob4PjePBcACSZJGGobxyX/pmEx+QbhtFu55p5ZILInHbmFza5in/7GVy8dWsLktjN9pJc/roDUU48mPNnPCiBI6owmi8STnHtwXm0XGaZUp8jvpVBPceuxgblhQTV1ziFyvnUtG9+OhZRspzhQ+eTMXrSMSE04P108YgGEYrNzeycYWMQlqVWQy3TZCMS2157ieHn4H5xzUh1uXrKci38OfDumLx65Q2cPHrmCMc59ZwabWML1zxI5hhstC7xwX56X6jHFNJ9Nl5aFlG/nzYf3ol++hqSuWlmjr4XcQUoVGq8ehEI5pNAfj3PFmDc1dKj6nlWvGV6bWGtSUvZGQXKtLWThta4ty+xs1bNzNCmni0CIcVoUNTUFmL16Hy6Zw+dhKtrYJdwtFEkMurcEYakLH77LREowxvFcGxw8voX+Bl23tEayyREckTmckzvULqrlqXAVNgRh9ct0oEsQ0K3cv3cCFh/bl1iXrkaQkuR4xxRvTdG5cUE0wpuGwKdQ2hbj0b19x+/GDGTOwgAtfWMm29gh9cj1cMU5kwzWNQQwDsr02apuDbGoN4XFYaOpSuezlVTx95r7f6K+++M9tbG+PUpTp4oLnRVXA47Bw27GDyfXamff5do7ep5hHp45IT+jqhpgoXlbTzP3vb6bAb2fmpEHIkkHfPDdFGU7eXNvCtt0kAwMp4+KOcIKbX19HIJpAkWUMw+CRDzZx74nDWNsQYMmaBi4bW4nXYcFpFaIIeWZg/E0iGca3BHK+/qYkXWkYxl8kSbqPPSvpXPRzHtxPzYgRI4wvvvjif30YvxraQiqBqMZXOzpx2sRawsd1rYwZWMBf362jJRCjKNPB7GOryPHY+GJrB36nBVXT00o1PfxCXHt4rww0HQLRBBZFojWosrNd5ZlPtrCqPsD9Jw/jvvfqaEqZ33ZGxBrH9DHlzF68Hp/TwtPT9qPY76C6Mcj1r4nhoQKfg5uPHsTT/9jCJ5vb08ee57Xz4KnD+dNzK2gJxkgkdSLxJGMH5HHR4f1oDye4/rVqWoJi5eOWowfx2pc7CcY0Tv99KZfPW5VaG7Bw3YQBLF5dz6ShxRRlONncGuKv721kc2sIWZLwOCy4bQoPnrIPF77wJaGYcALBgB5+cRznPLOCTa2htBdmD7+D6yf0x2lVyPOJC4ziDGEKfeGLX9LQqaZ3M0tzXVwzvj+ZLhsPLdvIUUOEzZaaEBZe100QpeLq+gCyJEqt5z+/gufO2h9Jgj89v5KWQIwD+mZz1gFl6XKkJOmoCYMTH/kUWYKuqEb/Qi9TR/amqthPbVOQ5z7dRlGGg2kHlCFLEm67wsIv63l9TRO3HjuY9kiM+97byLqGAG67hV4poYOLU5q63a4tr6+qZ9ygHlz28iq8DguGAW67wjNn7oemG+zsiAIGEhK3v1lDc2oVZ/Yxg1lW08yKHZ2c9rte9Mv3AmCR4dTHP6Nht5WiHn4HT6TKuOF4UogVBGLpUvfd79TSEY4zd/JQsr1W/A4rGQ6r6bLxK0eSpBWGYYzY0/e+751fn/rXjCom3yKa0GkLx5m7tJadHVF6+B3MnTyExz7cJCYCgaYuMen6wCn70DfPgyTB2U9/kd6Fa+xSeeEzocgyY2E1DZ0qGU4btx8/mHfWN7G9Q6U0201pjpuNLULaLKol8TgUUep0WtMnSqsCuyIJBhf6ePi0ESR1USqMJ3X+dGhfjt1H5fEPN9MRSTDr2MHo+tdmylZFxuuQOKx/PjHNSE/ZgiihXjZvFQ+esg+nP/EZl40p58kz9k1rjoLBgB6VKIpEJJbEZlFoDQo/yQGFXs4cVYrHbsHntHLfH4bx5xe+ZEdHlMIMB5eMqQBIP76bxi411Ru0M+v1dcgyTB9dQSiW4OLD+4kLjIBKD5+D6aPLkSVoC8WYPqaCM58SakJZbpuwEVu8nuljhJZpvk+s1LQEYiSSBjs7Iuxsj1JV7GPswALOS10wVBR4mDFxIOGYhjPVa+1f6OW8g/tw25L1RFL+mff/YRiJpMH5z634xm7hYf3zmPX6enZ2Rrkm1cvd0R7lnAPLuGFBNeF4Eoss0RRQmb14HU+csR+XzfsK3TAIqhoum0JzIEY8aXD2059T36ly70lDeau6kXMOLMPvstIZSfDgsjquPXIAQ3pmMnPRWtSEGGK656QhPHH6vuzsjNIejrN4dQMn79cTh1UmHE9S4LfzwCn7iGEjqyif3jl5CHaLjNuuIAEZDnMQ57fO95VYF6X+ffq/czgmvyTimi5OdjENRRZWRTMXreW8g/vw5fYuookkNotMQ0oKTDcMZETfbHdOHNGTGxdUp4Nql5rgxoXVPHDyPuwKx8hP7QOW5brZFYoTjQsJs4oCL8WZTs4+sIynP9nC1JG9Kclysrqhi6f/sYXJI3oSjmnc/LqQauub52b2sYPpmeUi222nNRQjz2tPB0lZksh02YA9iBl0RJElkYXIssSGphCLVtVz6dgKrIpMILXs3ivbRVxLkue10zPLybkH92F2ylewIt/D9DHlzJg0AMOAzkiC+96r467JQ+iRIUQPuoNkYYYjpS2qUtcSYsbEAVz/2houH1fB/e9v5JJU2TAS13jw/Y3cccIQPA6FaFwnGNPSwyxeh5XmgJoy7hUDPfWdEfrmudnRHsZjt3BQeTbnHNSHK15ZTTgu5N2aAjGuf62av540jLmThzBz0VqmjuzNbUvWE4olIfU+WhWZi19a+bUyUodQ0Hl62n6s3NGJy2bhtiXruXh0OY9/uJl++V5aU5OlfqcVA3Ghpek6bSHhslLZw8slo/tR6HciSXDdhAE8uGwj2W4bR1YVcmu3TFxqutcwDP6SmsDNcFrJ89nY2RHl3nfrqO+IUpCqUgg1Jg2/y4aWNHBYZe56e8zDUQ4AACAASURBVAOXj6skqQs7rEy3gtduumyYCPaqqC5J0iJJkhb+y3/PSpJ0sSRJ5jTrbxBdN9I+ggBeu4Ust422UJxMl7BXctkUdAOcVpm1jQEufGEldotC3zwP3eefqiIfxVlONjSHiCSSGIgya21TiG3tEXRdlBEbO1XumjKUYcV+3HYLJVkuLjq8H48s34QETBpalNLkTHLd/DUcWpkvLI8WrUuXIze2hLlxQbXwrZQlcj12Zh07mDyv0A/NclvJ9dqxKwr3njSUh08dnl52L8p0ohtw0eH9CEQTNHSEOevAMnpluSnOdFFZ4GN4Lz8uu0Jpjotrxldy3sF9uOPNGiJxEbCaAjFueX09HeEEl89bzbXz19AejrO1LcxVR1RSnu/BIksUpvRB/U4rT368hXyfnbJcNy3BGEFVoy0U58pXVnPec2JZP6bpGIbBltYIneE4hX6hGBRUE0gS9M3zUJLl5JrxlXjsFhatamDWMYP5clsHRZkOTvtdKbtCcWqbQ4RimhAK1w02toTY2hbhkQ82cfeJQ6kq9hOKaUTiYl/U57QiIYIifL3DWN+pohkGuk56EnlIsZ+HThmOTZHJctvojCRoC4u+aI7HhlWRuWnSQA7ql8OV4yrQkgZnP/MFR977Ife8U8vlYysozHBy33t1qIkkfqewoJr7di1Wi8xVR1Rw5wlVVBZ4OGF4CTctEisbBtAciHHjgrVIksTUJ74gGtd5JJXRThtVSp7LRu8cD71z3PidpjycydfsbXF9M5ALvJi6fSJikrUceAw47ac/NJP/i+i6QWtI7MoZhkFhhlgP6IrGkSWJslw3hRkueueI1QynVeGq8ZU8snwTOzui3P6G2E+7cUE1TYEY5x7ch+1tEQozHIRjQg6se/BF03WCMYMZi75kY0uI4gwndxxfxbkKZLsd/PXdWsYOLGD24vU0pDKKv540DKsi47ZZ0h6HIE7cumHQ1CX6jc0BlUhcI8tl5aFT90FN6LSFYiyraWa/0mweWraR2uYQB/bL4e4pQ1EkiYQuhLfvXlrHjRMH0jPraxcLWZbQdIlznlnB/5s6nHyfg66oRkjVCMeSaLooG0pAVbGfZ87cl9dXNTCsVxZPfLSVaFzjwVOGE45pyLJEVyRONJHknIPL6J3tRk0Ij8YnP96S1h9tDqhke2zMOmYwH2xoYfTAHtR3RLh7yjAeWFbHPza1U5DqnzqsMr1z3ASiCY4Y1AO7ReKEEcWoCYMr/r6KS8eUU5jR7ekphMK7pfyW1+6itvkLHj99BEUZTppSPpLReBJJkijOdLKzI5oeUuhWRnLZFWRJBHwhGJ+kNahy2diK9JpKvs/B9DHl1HeK7PvGowZS0xRg9hKRJXbbWN32xnrmTh5KU1f3Z0/8zZVInIZOlXOfXUGBT/Qz/U4LzQEVd0rkHCAcE+9DhtMKBqyq7+K8Q/pS5Heawzcm/5a9DZC/Nwxj391uL5Ik6XPDMPaVJGntz3FgJv/30HWD1fVdXD9fjOhXFfuYMXEgNy9ai2EYeOwWpo8uZ8GXO3jgD0JXorqhi8eWb2JtQwCA9ze0ct7BfXj4tBHEtSTReJIbXlvDHcdVMXPRWtrD8XTpTAJmLlpLOFXS29ER5bJ54mTuc9pEcFwigiOIkt8NC9Zw/iF9CaXKvt1uDyBKqKP6ZtESiHHjgmoaulQhHD5xIEvXNjJucCFDSjKZsXAtu0JxRpZlcVFKqacxoNIRjrNsQzOnjuyVdm/YnWg8yT4lfmRJYnt7VOzz2RQ6IomUpqnQNl21s4u/vlvHXVOGsLymhXWNAfJ9DqLxJKc+/hmBaAJZlshwWtENg+fP3h+LLHHz0YN4ePlGZEnikdOG47IptARUXHaZIT0zuejFldQ2hyjOdDJn8hCmjuxNfWeUJ/+xhWOGFXPPO7XpQZ2+eR4emzoCdJ2QqvHy5zu49kgReMUeqJ3rJwzg4WUbkSB9sXPz0YO4IVUOL8t1Y7dIzJ0y5FvuLMtqmgmmJntnTByIRQaHVYjP3/bG+rQ1WkBN8MD7G7n48H40dKloSR1FltPBUQLsVpmNLULqzmNX6IomxOfRMHDZFDx2Ba/DSlNA5ZbF63jk1BH0y/ewpTWSet+hb56bXaEYtx43mHlfbOPmSYPw2BUzOJp8J3sbID2SJPU0DGM7gCRJPQFP6nvxf/9jJr8mdpeWA/hyexdPf7yFOZOH0B6Kk+m24XUo7NMrk1yP6PE9/uEW6jujyJKEbhgUZTjJcAmpOBDKO23hBEgGc06oojUUpz0lGn7hof1oCYidPsMQ+2jdwydJ3aAs10NLyu9QkcTk5ZZdEcpy3Tzw3kZO3r8nM1Lejs3BGGW5bv58WHnqZB6lK5pSjHllFY+cNoK73t7ANUf2pym1MD/1972JazoXvfj1xOX1E/ozf+VOLh9XSTyufWPC0WlTOHn/3sQ0gxsWVHPrsYOYc4Lo37WF4jiscnpgZWdHlEtfXsUDfxjG0poWbj56EC1BNd27nDaqFK9DLOc3B4TfZJbHxnkH92FGKvvKcFq5/qgBFGY4+fMLX9ERieNzWkUm2BmlV7YbwxADQHPerOHi0eX86fmV6IYoO+qGgZTqq36+tYNgTGP6mHIqC7xsb4/w7Cdb09qleV4b1Q0Bnvt0G+cf0pe+uW48dgtqQiPPa+PpM/dH04VpsoFBUaabh08dTjyp0yvbSX2Hyg0Lqpk2qpTt7VFmLV5POKah6aIKEYkn0Q0NLWkIxw2fg4aUQLwiSeT77BgSXHPk1+4dPfwOrjmyP0FVlH3F8ejYLDLXjBePaw3G6JEhDLzzfHZCqsYJI3rhtElkuuz/7f+FTH5h7G2AvAz4SJKkTYiLulLgT5IkuQFzgOc3Qre0XCKpE1Q1kobBW+ua+dOhfXllxQ6mHVBGSab7G+IAs44dzPXz19AUECf/WccMpjT768eUZru596RhNHZFeWT5ZiaPKOGepbU0BlRiWpI+eW6aA2KoQ9cNSjKdlGS5WLW9naE9syjNcae0YMXJvtDvxG21cNX4SjAMLBaZ587en2gime6RNXapBFNL7CB6Zk0BlWkHlIr9PY/opRZnuJi+2zRrY5fKrMXruXJcBTs7orQGY5TlOMlwiTa8LBm4bTKJpFiaj8Z1HvtQ6MdWFftZvbOLh5dvYm19IN27s1sV7poylPZwjFyvnbtPHEJ9p8pNi9bSnBosumxMBe/VtHDGqFIufkmUm3UDIvEkc9/ewF1ThtIRiSNJEiUZDk79XW9ueX1dug983YT+PPvJNkqynKnjhHyfHZsis7UzzIyJA5n+t6+org9wz9Jabjt+MDZFpjOaoCMSp0+uh4tHl/PA+xtZ3xikpimIx67w3Nn788D7m+iKJrjmSDF4pBvw6sqdVOT7yHDb6JvnJhJLptZu4sxfuZNrxgvFIsMw8DgszJg4EKdV5pHlm+hSNa4YV8GMSQOZuXAtLQER4C4+vB+bW0NpbVR/akDp7yt2MH5wofCpNJL0yXWwuTWEzSKybC1p4LCJzL0rouG0WnDbFbLd5iCOyfezt36QSyRJ6gdUpu7aYBhG95jfPT/0RSVJ+htCpQeESk+nYRhDd/t+T2AdMNMwjDv38POlwEtANrACOM0wDDOT/Zlx2hRyvTY2NIVE9oHIPra3R7hsXKXY09vtpCPLElVFfh4/Y1+i8WTaUHf3x1gsMkNLMijJcpDnc/DkR5uZPqacHK+d4gwn16UyBl030tOIITXBfmU5zFxYzcWj+33DD3DO5CrCCY0Lnv+S7e0RSjKd3P+HYXREEtzwWjWXji0nx2OjPfL1x6WH30EgmmBoSQazX1/HleMquGtpLZouVHO6BQFABEm/y4rXYeHqv6/mwVP2YXt7J3arTGNnhLJcH1YFTt6vJ1f9fTVdqR7e/D/9nnvfqU2Xgw1Er84qy2hJDZ/TSqZLLMBva4swc5JYsZj3xQ7ufHsDd54whI5wnOZAjEyXDcMwSKYE4iXE0nw0oXPqyN7MWrwu3YNr7BJrHlePr8RltaTLq7OPHUxM07li3mqeOGNfrkoZRAfVBA++vwmXTea+k4axaVeY4kzhqFJdL8rkiiQy0Limc/4hfVlT38X979Vy5fhK1HiSg8vzUmVqMYF886RB+B1WtrVFqW0J8cI/t3HZ2HIG9PALeyngnnc2sLYhSEAVEnXXHVnJc2ftT1I3aA2paLrBEx9tYfKIkvSaSQ+/gxuPGsjDH2xElkX/+4pxFTz58RZagnEenTocj0PBqshku+3kec2AaPLD+CEbsMOB3qmfGSJJEoZhPPOfvKhhGCd2fy1J0lyg618echfwxnc8xR3A3YZhvCRJ0sPAWcBD/8mxmOw9Ql1lEBe/9GW6xHX9hAE89+lWZuR5UyVCx7eCZPeaxr9DliVyvU4ynXbyj+xPNC7WQ25ZtI4/H96XJ84YQTxpENd0JODd9c0cMbgHJ+/XC1mGmRMHABJIBtkeG+3hOE+cMYKYpqMldWJakjveFPqkr67YyYxJA7li3ioautT0YMfrq+oZWOjjvQ2tBGMaVx1Ric9poTDDQUOnGAzRDSjOdIoBnEic+k6VaELniY83c8W4SnK9DuJaEqsiU5rjTpeWPXYLf/tsO3dOHsKVr6xmZ0c0vS/ossnohkRbZxy7RSKk6umho8JUL/ah5ZtSNlFOCvx2WoNxOiIJDERw39kZ4Zoj+3Pfu3X4XVZaAjF8TiuR3dYxhLM9vHHxgbjsCsGoRiKpE4prtIVFhn7TIlG6LclycsdxVciyxL3v1DJtVCltIXFBIUtC+LxfvgeLLCNJ0CvbxZ8PL0cGaptDzHlrAwFVwzDE7Wvnr+HCw/pSs2AtSd3g0y0dbN4V4foJ/cly2ynOtHPBof04bWQCl81CVzSB12FD05MYSJz6+GcMLPQxdWRvMpxWHjxlHxxWC1ZZwmGVufGogemdzsc+3ExLIMbtxw9GkaHA5zQzRZP/mO9U0kk/SJKeBfoAXwHJ1N3Gj1XSkSRJArYDhxmGUZe67xhgFBAGQv+aQaZ+phUoMAxDkyRpJCLTHPd9r2cq6fx4WoMqn2/twKZIBGMaL322g50dES4ZXc7jH23m9uOrqCrK+FEnJU3T6YjG6AiLvbj2cILL561Ku9PPnTKE92qaefSDLWmfxw9rWzm0Mo/FqxsYP7iQ2YvXEYxpZDiFA8OCr3byzvpWdMNg3IA8Tt6/N62hGAlNpzDDjttuJaEZ1LUEefyjzWxqDXNIeS6njezNdfPX0BqKk+e1MWPiQN5c08ig4gwe/WAzl4zuR+8cN1luK3FNRzcgoRkkDYOLX/qS5pR4t5rQOWNkT6bs1xM1kUQ3INMlembheJI5b9Yw69jBnPvsCja3hkkaBhhQ4HdwzZGVlOV4uPvtDZwwooS736llc2uYXK89rZKT7bZx2dgKPHYLF7ywkm1tERRZ+Dvmee1ce2QlxZkuHDaZpi4xpHTOQWXc9XYt08eUs+CreiZUFaZtnb7c1sFZB5TSEozzxEebOWpIIbcuWU8oJrLdOScMYd7n2zmsfz4lWS5agzF6ZjlRZJlNrSGCqsaTH29hTX0AqyLx6vm/5/znVxKICpPkayf05/lPt+GwyvzpkH4sWV3P8SN60hxQCUQTvLO+iWmjyvA5LJz19BfsSK2SgMi8RZBUkCXIdFlTu5kS8aRw9MhwKubKhsle8V1KOnsbINcDA4y9efAPO7CDgLu6D06SJA+wFBgDXM6eA2QO8KlhGH1Tt0uANwzDGPRvXuMc4ByAnj17Dt+2bdtP+Sv85uieZL1u/mp2dqjs09PPZWMr2RWK0RqM8WFdC9dNGPi9WeN3PX9rKCZWCICAmuC8lEpLNyWZwnfxD4/9k6CaIN8nxKevfGUV5x7ch7+8uSGteeq2W/A7rTx86nBOe/yfqd6jwaHlucw8eiBJXSemQX1nhM5IgnfXNzFpaDGPLt9IJKFz70lDAYn6ziid4TiLVjVw/PBilqxp4PjhJTz2wWYuHVOOwyrTEowzc+FaIvEk+5dmMnVkKVe8IjLVPqny31Mfb6GmKUSez85DpwzHosCEv36ERZZ58Y+/Y8qjn2AYot9rt8pYZIm/nTuSjnCcbe0RVm5t5+CKPHplu9jYEuLRDzfTFopzw1EDWLyqngsO60s0oXPdfGGvlZcyeC7OdJDntdMZEUa/5x3ShxyvHTWh09QVxaLIXPvqGgKqxqg+WUz9fSk3LVpLpsvKSfv2pLLAS0I3aAuJ3cVcr42OiMYtr4ty7rgB+Zw+qpSbF62lpilIgc/Btang3RaKM3PiAMLxJP3yPdQ1hXj6H1vY1h7lzilVwmzYamH6y1+lFZm6s/rpYyroiMS/MSV75+QhvF3dyOmjyrBb4NHlm9mvLIclaxqYNqqMqiK/OZ1qstf8GKm5bqqBAqDxB7zoO6mf+VeuS4mgA5zM17uVADMRpdOQSBR/PIZhPAo8CiKD/Eme9DdMd1/xgT8MJ5FM0hoUTg87OqKUZDq544QqInGN5oD6rX7j96FpulgjSemoPjVtP4Bvqdrs7IyiSFJ6crFnlgu7RQQoT6rvBqJvKEsiuFkVUersigpH++NHlFDfGcUiy1w7X5jw5nntXHlEBQu+qmfO5KFggKbrbG8PU+B30ivLxfBemUTiSY4dVowiSzitCjleO02dKne8WcOOjigZLiufbm5HAp45az/imoEiw73v1FLTFKLAL6Txema5qO+MUJjhpCUQw2qRcKfWQjwOC4ZhkOezU9MktGX9KZPeZz/dSs9MF2ceUMZlY8rpjCZYsqaeU0f2pj2cQDcMHjxFuJIosoTDqpBpt9AajaMbBjMmDaQpIHYHW4IxCv1Cr3beeSOJxJMYBlz44kqRyeoGaxuC+BwWLjq8H499uJmLD+9HUE1yy+vr0n/rMQMLuHzeKqIpJZ7mYCzd+1RkiSc+3kp7OM4lo/txzfw1uGwKA3p48diF0s+s99ezsyOKRPcw1DouHV1O0jDI9dh49qz9icSTJHWdV1fuZEJVIV6HTFDVmXZgH2SJ9PS0mTWa/FTsbYDMAdZJkvQZEOu+0zCMSf/uBwzDGP1dTyhJkgU4jm+aLu8PnCBJ0l8Qwzu6JEmqYRj37/aYNiBDkiSLYRgaUAzU7+XvYfITIMsSTpuCGk4yY+FaAqqWsk/SuGLeKi4fV8HjH25h1rGDqSry79UJS9cNtrSFUyLWX6+FSIiS2u5Bsjjl2pFIGlQUuDhjVG/qWkI4LDLBqJbefRS2RQbFGU5sFpnpo8vxOi2EYhrPfrKVm48exJ9fXJmeCg2mBkQuH1tBImngsEhsbY9ywwKRFXodwiNy+YZmDu+fT67HzlXj+5NMGuT67OwKxZGAkKrhcVj4eFM7f9Z0DANcVoUrjqgkrul47JZ0rzbPbePeE4dR3xkBw2DmpIHc+fYG6ppDlOV6mD66nCc/3ooa18FIcMvr67h0TDlPfLwFp02o0rjtFq4Y1x9ZAjUhtEXzPPb0Cko0mmBdS5AnPtrMIRX5VBX7cdksXD9hAM0BlWc/2cqTH2/mzFFlXL+gmkvHlKdsvoRcnSJLROJJqor9PPiHfbhtyXom79szLQ0oS+CxW6jvjJLhFKVqv9NKLCUH+PD7GwmoCW47bjA+h8LcKUOwyjJFmU6ueGUVlxxenn6/9NTuY2OXEEGIxDQCusGb1Y0cM7QYRZY5/feleB0yigy9c9w/7YfbxGQ39jZAzvwZXns0UGMYxs7uOwzDOLD7a0mSZiJKrLsHRwzDMCRJeh84ATHJejqwAJP/KtkuMQyzeVc4nal47BZagjE8dgtNAZXr56/h8TP23atya2soRn1nNJXViaznhU+3MW1Ub+6cPCTdgyzOdHLn5CF0RITd1B8PLOPupbVkuW1cN6E/r67YyQ1HDfhWD9KmyMxdKvQ6XTYFiyKjG7CxJZyeUBW3QxT4Haxr7MKmyNz7bh0dkTguq0JTl8o979Ty8KnDaU5lYI1dKn3z3MycNIhRfbJ4fU0Tmm4QjSfpk+vGpgixgH8dXgJxUVDdFOTa+Wto7FT5f6cPp3e2m3umDCWe2ge84pVVrGsIpNw1pPQe6I1HDSCeFL6KNxw1gEhcoyLft8eLkZZInKc+3sKEqiJe/nw7bruF2YvXEYol8TktXH1EJRlOKzek3C1CMWEm3BKMpTPaQr+DRNLghS+2cfZBZen9wqYuFa/DSlc0QXGGk2BMw26V6YzEyfc52NgS4pSRvSnw23l7TSM9czzc+04dbaEYc6cMobFLJRzXyHBakSRxcWEgLoKKMl147Ao2i8TUkaXENB2bRcJplQEJn8NUuTT5ednbNY/lkiTlA91qOp8ZhtHyI1/7JL5ZXv1OJElaApxtGEYDcBXwkiRJs4Avgcd/5LGY/EDaInFhguuz05CSJwuqCfrkeuiIJEgkDRq6VKLx5Pc/GaLn1hlJUJzppCsqdERf+mInpdkuJg0r4rmz9yeu6XT7REUSSZZcfCAyEm2hOFvbIoRiGlNH9ibPa+O5s0VJTkvq6IbBjo4IMyaK7GxTa5h8rwWrIpHns6c1OwHyfQ5cNoVXvtjBGaNK2dgSSinaiH7mptYwQVXj8nmrCMY0JAnqWsLMWFjNfSfvw4rtnbQEYpTmuLhqfCVOm0KB37nH37k1FOOG14T35fkHlSFLMhe99CU1jUEK/A4emzqCroiYnpUkCVmC8nwPvbLdBNU4NkXmgVP2wW1TyPH8+4GUuKZzWGU+t7y+jpsnDSCS0LnhqIEE1QSvrNjJ7W/W8OQZ+7KhOURSN3jqoy385YQqoZ5jU4jGk2S4rMx5q4YJVYU88sEmrjtyAH89aVjaMmp5bQtzpwxhxsK11DaFKPA5uP4oMeHcGUlw2ZgKDhtQwPnPraA5oBJNJGkNxXHbFF5ZsYNrjuzPbW+sRwIKM5xiN9Imc9Urq6kq8nPifj3p7rooskS22xzAMfn52asAKUnSFGAOsAxRAblPkqQrDMN45T99YcMwzvie78/8l9tH7vb1ZmC///S1TX480XiSF/+5jesnDOCWxUIYOj/Vy5q9ZB1BNSFEyffyJOa0Kbxf08ztx1dxxbxV6V5hWb6X5mCM+g7RL1S1JP0LvEx78gtims6txw7CZVNIJHUaOkXvyu+w8ufD+3HlK6vTqxLh1N7cRYf3wyLLBNQESd1gxkSxkN7UpdIjJRLe2KXyzy0dnDC8hAK/AzUhxMBDMY18rx2LLNHQqSLLEj6H0PtsDcSQgOfO2j91LFGy3TZy3f9erSUaT9IUiDGg0MekYUWc+dTnhGJJ5JQN1Jy3arjj+CqueGUV0YROrtfG7GMG0x6O4UxJ1/Vw2b9zIEXXDayKjM9ppcBnx+e0MWPhV1+v6Rw1gGf+sVXIy3ntNHapJFPHdv/7G9kVjJHtsXPluArawsKs+KO6NuJJnXy/nQsP60vvbLeQ1bMr3D1lKNvbxcXKUx9v4asdXXgdFkqyXcQ1nc2tERw2maRu8MwnW7n2yP7c//5GHly2kcvHVlCW46axS00ZOPejI5JgzKAeFGe6zIBo8l9nb0us1wH7dmeNkiTlAu8A/3GANPll40yV3p77dCtXjKvAZbWQ0HXUhEZ1fYAeqWC5t+e0XI+daQeUkdCSXDxaKKWE4xqGYXD+cyuJJpIYhoEiSdyckg2rbQ7x9CfiJDsrVTIs8Dm4bGwF979XR6HfwYxJA4U+6Nu1XDS6nNOf+CxdUj16SA/OOqCU6yf0x2aRiWs6LpvCHW/WiMX0j7cwY+JAseDfKZSAbjhqAI0BYaEkhL1FZlngd2AYBnUtIXpnu+mV7abY/7UL/e7Tud2CCU6bQoHPzhkje9PQGaW+U8UiC9PhsJrkg7pdXHBoX548Yz8MDBo6o0JyDSj07Z3IdmtIrJnk+8TFwcxFa2kKqCiyWNO5553atBJPtwj61JG9uWmR6LuGYhodkQQzFq7l6vGVRBMa5fkerIrMc59sZeyAHsx9awNTR/WmwOdA0w1uWrSW+k7RU/Q6rCnVHonGzhiluS62tEZw2y3saI/yZnUjD56yD1vbInRG4tz+xno2NIfI99kpyXLx+Bn7moM3Jv8z9jZAyv9SUm1jL62yTH6ddMvIXfvqam5ZtA6X3ZLuiz186nBiWpJEUizN7w3d07E7O6PMWChk1iJxjXtPGkZLMIbfYSEYT+KyWXhk+SZuPnoQl778Fat3drF4TQOPnDaCjnAcNZHEbVeYdexgvKnBkeUbWjj7oDJsFpl8nwhsErBwVSMZLivTRpWhakm27QqjG0Z6KX5XKE6BTxjrxjWdHe1RJMnAblGYO3kIV7+6ho5IHL/Tys1HD2JrWxibImNVZPxOS3pIZneR95agmJaddexgBvXwccsxgwioGp2ReHq4KBJL4rIrFGc6yfXauWdpLSu2d/LEGfvisCrkeve+9xaNCwuxlz/fzim/68XWXREyXDYwhF3Z5tYwrUGVpAFL1zYxfUw5/Qu8hGIaFllOa+A2B1RKc9zctXQDFxzal0tf/oq65hAn7duTCVWF2BQJRZZ4dcWOtP5sY5eK32nlpkmDiCY0PA6Fa4/sz21L1tMSFH/bU3/Xm6c+3sL+ZTnc9XYtoZhGUYaTWSnfTjMwmvwv2dsA+aYkSW/xTburJT/PIZn8EugOaA+fNoLmLhWf08q972zgzbXN5PsczJw0kByPnVzP3gtCy7JEcYaTW4+rSu1ZGmS4LCy4YBSGYWAAL/xzGx/W7SIS07hyXCUZLqs4cb+9gU82t6efK9dr44JD+zFz4Voq8j307+GnKENh5qSBacWYqb/rmRr+SJLUDeYurRXTrikz4piWZFcohtdhSfs0bmwJcfc7deR6bDw2dTgd4TgNKfm5h97fyJXj+zNjQTW3HDOY7JSc/7+KvLcEY98YYMpy68xdsYMbjhqQXp3wOSzcPGkQzYEoH25sA0RvplUA1wAAIABJREFUI/s7SrZ7wmlTSOo6o/rlYrPIlGQ52ZRa3+iWnUskDeZ2B76/reLek4bSwy9szLpNjQt8dhwWhYlVRbzwz23s7IhSlusGSeL/fbSZxi6VAT28nPK73jz24SbOO6gPfpeV4kwnSV0noRnsCqn0K/Bx94nDiCeFsPlf3qzhw7pd1DSFuHRsOZkuG2W5nm/JFpqY/C/YK6EAAEmSjkco3AB8aBjG/J/tqH4mTCWdn57u7GhpdSMThhSiyBJWRcbrUP7jQQpdN9jZGaErEicS17ls3ip2dkQpynAwd/JQ7FaJu96upSOSSGdi1Y2Bb2RoMyeJ0ijAH/bvxSsrdnDmqFIK/E4Suo5VlgjHNO59p46LRvdDkWWsisTtb6zn/Q270pZbq7d3MGZQD2YsqBYL8Cl5vac/3kJDQOXSMeU8tGwT14yvxOuw8s/Nu3ijuvkb07tbd4WZ8sgn3/o9Xz53JE6bQiiWYOuuCK+u3MHhlQVkuq0UZjjRdJ1r/76Gre1RCjMcPHzqcEp+YC9O1w22tYfZFYxR4HewtiHAzYvWpf0zb5w4AKsiccHzX7LwwgOQJNgVVFETOre/WcPm1jD5Pjt3nzgUCbjutWq2tUUozXEx65jB9Mp2sr09mhYmOLg8hyuP6I8kgVWRcFhkkoZYt9EN6OG1s645yNV/X8300RWc//wKvA4riixhSf1eL5870lzfMPmv8aOVdH4tmAHy52FP/bUfe/W/dVeYgJrg/JSKTvezFWc6ee7s/TEMvvFa/3oMsgSzXl/HuQf3QZGFBFlDpyocIoIxjhiYx/QxFewKxXnmH1sYM6CADJeVokwXkbhGbXOIZTXNXHBYPy5+8cu09qkE5HhtXHJ4Oec/v5Inp+2L124h32/nkWWb+GpH17f2P5sDKmc99Xk6gwTI89rT/bVNrUGi8SRWixg2sipCQWfW4nV8WLeLPrkebjtuMO+vb2bqqNIfrFK0uTXEXUs3cN7BfZi9eD2TR5TgslkIqAme+WQrfz5U9CavGV/J4GI/iaSBVQYDiURSx6bIOKwSSQMSSUPsiFpl3DYFv8NGlxonFEsS0/SUIIMCSIRje/486LpBS1BMsl7w/EpagjHk1Ihq99/lP1ViMjH5ofzHSjqSJAWBPUVQCbGS6PsJjs/kF87eCJL/UERmpaUFAro/hPWdUWKaTnm+998eg64btIVVThvZm0tf/oozDyjDbpG5440amgIqAwt9HDm4kHUNAV5duZPJI0rSDvbFGU7uPnEoVUV+PHYLkViStnCcgKqly5KabtAr28VRVQWU5biJxDUcFoWzD+yzx4Cwu+3X7j3I7sdluW3EbDqabtAS1Ljq76uxKzLTDijl8nEVWGUZWTKYt7Keyfv2/MF/S6siccbvS9naFmFnR5SbF61DkiCgauR57ahaMq3pesdxVSiKxDEPfgpAOKaJPc+JAynN9VCc+e33OdvjSJeTdyfX++37ut+rAr8TXTe49biqPf5dTEz+L/CdAdIwjH/zETcx+XnJ9dgJx7RvqOhIEhRlOHFYlW89fvcMEoz0ov3cyUOxWWSaAyoNqeGcqSN7M2vxemZMHMiRVYXMWryebI+NS0aL3mNzQKXDInPB8ytZOv0g3HYLHZFuF3vw2BV0Ay46XGiwlmT6Uo4ke/5dvs/2K9NlZ0tbiJZAjGU1zdxz4lDimo4sS7SFYjitCn99t448r5h8/aHIkkRRhoMst5W7pgzl2vlraAvHKctxc/PRgwioce57byMdYSFF57Io5PvstIXilOW6uWnSIHxOy08euPbGDs3E5H+JWWI1+T9LIpHky52dXPbyKuo7oxRlOJk7ZSj7lGR8Y8Vh9ylRv9PCmQeUMeetGmqbQ+mBoXyfnbuX1vJB3S4eOmU4979fx+xjBqHIMtvbI7jtClf/fU3a7umuKUPRkknyfQ5qmkLp4Znu3mS220qOx0Gf3L3f9fwuurPeoJpEkkRQiyaSbG4N8eI/t6f7rXsr3bc7sViClkicho4oiiyR6bKn3ULueGM9725oTYuAZ7msKIqEloT2cJwcr51st4VMl7mYb/LrxOxBpjAD5C8PTdNpCKioiSQOq0Khz/Gt/b/de3zXjK/kgWWb2NwawjBgYJGPPx5YRmmOG7fNwi2L13LWAWVE4kluX7I+VWa0cePEgbz02XaWVDfhslnwOSxcOracfnleHny/jkMq8/E5rATUBItXNzBlRAlDijMoznL9bL/7T9nbVdUEm9rDtARiZHns2BSZDJeFuCasuGwW4a2oyBJaUgzUWBXZzOhMfvX8FG4eJib/EywWmZ7fE4SEIk1qad9hYVcwlg6O3YMpkXiSwgwHs44ZRKbLxvnPr6A9kiAU02iPxLl83ioeOW0ETQGVFds6CajCvPe5T7dy+u9LuWFBNRtbvs5IizMdFPzMgyQ/ZW/X4bDSv8BPtltN7zhaZJn8TDMAmpj8O8wAafKLRtN04kmdIUV+puxXQlmOm2fO2o/6jigGpP0KvQ4LzQGhfTpn8hB2BeOEY8IbEqChU6U1qHLdhAFcO38N7aE4XdEEr65sQJbgsakjiCV0LIqEJIk+5C/Nc7B7OMbExGTvMAOkyS+WbousFz/dyp9H96OpS2Xq45/RHIzRJ9fN3ClDaAvFU3t2YvS6ORDDYVHI8doIqAm8NuGSkee1E03otARjXHhoX9x2Cw8t24jHrvDp5g7OOsCgriVIjteGz2GjV5a5p2di8mvnl3UJbGKyGy1BlZ2dUQYUZbC9PcJLn23nkjHlPPCHffjjgWXsCsbomycCmWGI9Yx8n52WYJTZxwymNMdNKKbhsilcOrYcr8MCGNz7bh1aUmdtQxCnTeH24wfjsssMKvJTluOhIt9rliVNTH4DmBmkyS8SXTeErZamk+OxYVVkThhRwuzF69PTpn85oYoZEwdy6ctfEVCFkfJNkwbRHonhc/ANZ48H399ITNOZPrqcxk6VHhlOXj73d6xtCPDIsk1cd9QAynL3sOxnYmLyq8UMkCa/SFpDQsy8NNeNoUNM07nq76tpTLncN3apXPvqGp6ctq8QMo/E8TksOKwKATVBVzTJJS99hddhQTdANwzURBKLIuF1WEgmhZj3pS+vQpbgav23M+1tYmIiMEusJr9IEkkhgD3tyc9pDalYFUl4Ke5mqhtQNQwDFq3aSSSe5I43a3jty50UZ7qIaUlyvXaCqgYIxZjcVB/y2gn92RWO0dQVTZsUi/KriYnJbwkzQJr8ItENmLGwmp0dUW57owa7VSbfZyfDZSPTZcVjF7uMWlLnxBG96J3t4oJD+3Hivj1x2yXKctzMnDSQPJ8dNZGkosDL3VOG4rUr+BwWXDaFZz7ZSmWBl9uPqyLvB1hMmZiY/DowL4tNfpGIJfo4sgRrGwJgGFw2toKZC9eme5DXTujPjo4IkiQx560NXHlEJTFNx6IIg+NMt43nztqfSDyJVZYwJPA4LLSFYmS7bVw9vj9+l820XjIx+Y1iBkiTXyROm0Kh34FhGARVjbrUEv/V4yuxWxRiWhK3TeHlL3Zw/iF9ufjwfuR4bCz8sp6po0rTpsO1zUGOe/AfaXH0bkHyBReOwqLIZnA0MfkNY5ZYTX6RdDtkFGU4yXBZWbiqAZdVpm+eB4siEdd0/vb5dk77XW8C0Tj9e/hYWt3EmEE9viG67XNYKMt1EY0n8dgtZLmsVBZ4yXBazXUOE5PfOKYWq8kvlt21Sh1WYXgcTegEVY24ptPUFeXh5ZuIJpI8ctoIHNY9exOu3tnJtfPX0BSIUeCzc+uxg6kqzjCDo4nJbwBTi9XkV8metEp13WB1qJPr5q+hqStGgd/O7cdXUZLp2mPAk2WJquIMnpy2n2m5ZGJi8g3MAGnyq0J4DGbwxBl7H/B+DsNnExOTXz5mgDT51WEGPBMTk58Cc0jHxMTExMRkD5gB0sTExMTEZA+YAdLExMTExGQPmAHSxMTExMRkD5gB0sTExMTEZA+YU6wm/3N2X/g39xBNTEz+r2AGSJP/KbpusLq+i+vnr6ElGCPPKyTkqor86SBpBlATE5P/BWaJ1eR/Smsolg6OAC1Bcbs1JG53B9CznvqcKY98wllPfc7q+i40Tac5oLJ1V5jmgIpuGhqbmJj8xJgZpMn/BE3TaQioROMajV0qiixRke/h+OEleOwK0XgynTnuKYDefeJQpv/tq3+bdZqYmJj8WMwAafJfJ5FIsqq+ixsWVHPOgWU4bQolmU7+sH8vZi1eR3MgRkWBh9nHVpHjEQbIFx/ejzyfA6si0dgVpTMSZ2iJn9NG9kaSJCyyRH1nBIdVJtvtMAOliYnJj8Z08zD5r6LrBlt2hTn/+RXYLTIXHtYXn8NGezjGrUvW0xyI4XVYsCoyeV47D506nLqWILe/UcPGlOfjjIkD6J3tIhhLcsNra6hrCZPntXPjxAH4HBay3DYq8n1mkDQxMflevsvNw+xBmvxXaQ3F0HSd6aPLueP4KooyXDhsEn3yPEQTOhkuK1ZFfCxbgjHURJI5b22gqUtFliQau1Rufn0dmg4zFlRT1xImqRvi/kXr/n979x3eZnkufvz7vNq25BHHI3E2IZsQSBhpSxekgaTMQsIoBX5AafvrKaVAW0jKhvYcIJSW8mOUVdYh7JFADxxooW1IQyB778R2POIhydKr9T6/PzRwjBwSx9v357p8IUt6pcfPJXLrWfdNXTDK9rrmzBqmEEK0lwRI0SUsS1PtN/GHYyileGtVBRc8upR7/2cDDsNGPGFx+5kTGVvqzVwzINdB3NJs2BsgGImT67Inp1gbTUCz1x/Zb3NOVZOJy27DYTMIRxPd8FcKIfoSWYMUna7lUY6qJhOP08a8WeOxGwYzJpZx1dOfEIwkKM1zce13xvLMkh3Uh6JcffIYqhrDDM53U9FoEjBjeF128vMduB12yvJcNIVjJFJBclC+m0g8gcOm8DhtmfdOHxExDIXDpoglNJal5ciIEOKAZA1SdLpqv8nlTy6jJhAhYWnqQ1EG5bt56PtT+dHTy6lsMsn3OGiOxBlT6uXBi6YC8JvXVgNwwQnDueOtdVQ2mYwt9XLLGRP524Zqph9RzO/eWZ91DXKg10UkblHjj3DT62uoaAxz7NACrvj6KH79ymr84RjlBR7Z/SpEP3egNUgZQYpOF44mMsc0lII8t53mSAKnzaAmEMGWCk4aqPYnn+dx2mgIxdjrN3n4b1u4buZYCnMcjBiYS03AZHRpHq99tod5s8andrcaOOwKt92gLhjjsieWccVJo1i5q567zjkKpcBjt3HlX5bT0BwlFE2w128y/9XV/PmS5P8bQTOeGWXaDIMSrwu7XVYhhOivJECKTudx2ijxuTIjyGAkQYnPRTRhMao4Nxk8dTJwDspPHuUIRePcfd7RbK8L8sjft/Lwh1u55fSJ3P3OBhavqWZQvpt5s8fz0N+3srmmmYVXTWdoYS7VfpPrX1xJTSDCiIEeSvMG8eNnllPRaPLYJdNoCEexGQorNXOy12/SEIpx7cIV7PVHKPU5+fWs8QzIcRKNx3E57MQTFmbMwmaoTBCWoyRC9H3y9Vh0umJv8iB/sc9JwIxT4nPxm+9O4NmPd3Ltd8ZS4kuuA5YXePjtOZPYsDfAhY8u5cwH/skf39/CvO9O5IlLjqM5EuesY4bwX+dOpsjr5M5F6zl32lBKfK7MmmPL0arX5eC6F1dS0WgCsK85Sq7ThqEUBTlOEpZmQK6TTdUBNuwNkLA02+pCLFy2C4fNIBrXBMJx/vOdDcx95GN++tynVDdFMOMWexqbJXuPEH2cjCBFpzMMxeTyfP50YfJMo9aahAXfGlcKaB644FgMAxw2gy3VQea/voaqpmRQ27g3wFP/2s6lXxnJTa+vpbLJZHC+mxtTo8fCHGcy+HpdwOej1b1+EzNmUZkKjgB/WbKD28+axN1/3UC1P0quy85tZ07ijkXrsDQEzBjHjRjA7MnlXLNwBTX+CDlOG78+bRw79oVYV+nnxldXc8Np4/C5HeQ6bRR5Pd3Qo0KIriABUnQJw0juLH1rZSXfPXow9767kdpUmrjfnXMUQwd4aAjFiKXONNpTzzeU4uTxpfzm9TXUBCIoBVV+k7sWr2ferPGMKvYypMCTme5Mj1ZvfGUVCcviW2OLmXv8UIYU5ICCPI+dP104lVjCYm2ln+ZIjH3BKABHD8ln3uzxXP/iSmoDESxgd0OYOxet55oZY/jlS6vYWtvMQK+L615aySMXT6MwR8tUqxB9lARI0WWKvS5+dvIYfvzscrbVBrE0NEfizHttNffNPQanzSAaTzC00EOTGSNoxrE05LkdVPsjeN12/OEYGqjxRziiVXCEz0erD108DTMa45oZR1LRaPKjZ5bjN+Pkue3cMGs8XpeNhz/cysBcJ/Nmj+fV5Xv43rSh1AYibKoJYihFntuOy25Q1WRSkOMgz+Og2Oci12XH67ITiVvsa45Q7HN3X6cKITqNrEGKLmMYioTWbK1tRmtw2BQ5Tht7m5Ijw1eW72ZYUQ7/de5kfC47lobBBW5K89x4XXYMpfC5HeS7HYwp9VKQ48AwFLFYgl37mtm0N8C22iBVTWF8LoXNsLFzX5jb3lpHUzhGwIyRn+MglrAozHWyYM4UBuQ6eXrJTm6YPZ4/vr8ZvxljUJ6bhKVpjiTwuuyMKfVS4nMxZWg+188cSygaZ8GcKeS5bezcF5K1SCH6KBlBii7lsClKfC5qAxE8ThtBM05pnputNUG+emQxAEMKPdx8+kSUgqZwjEc/3MqvTh3LA+9vpjoQpTTPxe1nTaLE594v8Xllo0mxz8UNp42jxOfE5bDhciRHgHluBxMG5/GjbxzBnYvWE4omyHPbuW/uFAbkOoglNBUNYV5ctpsbZ4/nP9/eQJMZw+O0cfUpY3jkw61c9Y0jePmT3ayq8HP/+VOIxAzW7Glg6IAcSvNkFClEXyMBUnSIAxU1tizNvuYIzZFk+rcFc47m5jfWZpKPz589nqc/3snu+lAqGG3j+plj+dP7m1m1x88xw/Lxue388cJjaY4mqA9GcNoNLEtT5Td5d10VvzvnKAyVPL6xaFUlJ44ayMjiXCJxi7I8N82ROJdMH8Gdi9ZT7TfJddmpaAxzY+ocpFKaQQVuNlQHeejvW3ngwmOoC0ZpCsV48G9b2F0f5rPdTVz3nbG8uqKSXfVhbn9rLb+fewyxhNWdXS+E6CQSIMVha5lKrnV9RoCN1QF214e49c211AWjnDK+mAcvOpatNc34zRjPLt3Jv7fXZ9Ybd+0LseDdjfzs20emRm6juWPRerbVNlOcOiLy0N+28KvTJqAUfHNsKT959lMqGk3KC9zcc97RlOa50FozpNDDTadP4K5F6ynIcVDtN/G67ZhRC5/bwe76EM2RBPe8s4GrTx7Dfe9tYkNVgNpglGsXriQUjZOwNF6XnaomkxynndI8N34zRkWjyU1vrOHhi7Mm4RBC9HISIMVhSxc1Pm1SKTMnDSJuaRyGQV2zSXMkwfa6IHcuWp85uvHe+lpmHTWYBz7YksmcY+lkLlW/GcPjNNi1L8SRJT7unTOF/3j+M7bVNhNP7XD97eL1/OmiYwlH4zjtBr96eXXmrGNFo8l1L67kmStOIGFBwIxjKHjo+1PxOG2MLfNR1WTidhhEYglGFucCcOpRg3h3bRXXzRjD4EIPiuQmnYAZI8/jIBq3GF3sZdgAD4/+YBqPfrgVQyU3C8kapBB9k2zSEe2WrtDRFI5x6sQSpo0o4pLH/82pv/+IHzy+lO21IcxoHJsyqGz6/DxiLGHx7NKd3Hz6RLwuG4rkuuNvvjuBlz/ZTSiaYKDXhdNukLCSa4PpzDd2Q9FkxqgNRLjw0aXs2BeiKRzD3mIna2WjSTSuiSXiADSF4+z1m+Q4bdx6xkR8LjuhaIJhRTn8/JQxXP/SSu57dxMnTyjjjx9s4cZXVpOfk1yfHFfmw24ohg3wcN3Msdz6xlp+/MxyZkws44SRAxiU784kKRBC9C0yghQHreU6o9th0BCK8daKCs6eOoQZEwcRiVtMG15IRWMVFY0mv1i4gmcuPwEznqAsz021PxkkDaVoDMWIJSx+MWMsR5Z6cRgGv3t7Pf/e0UB5oYd75xzNqt31HDW0kMJcJ6hkrlSP04bPZU+VzYLGUBSvy4bWmoCZDIhDCj047YrrFq7l5jMm8uuXVxGKJigv8HD/BVP4y+XHE4trNtcEePwf21lX6cfScNei9Vw3cyzvb6hmb1OEhz7YwpUnjWJ0iZdd9SEe+3Abm2uDBMw4dy1ez/zZExhc4MkkKRBC9C0yghQHJb3OePmTy5jz8BLuWrwOj9PgG+NKuOyJZZx6/0f8+JnlnH/8MM48ehCQnO6MJpJFkG86fQJl+W4MpRhdksvtZ01iaKGHDzZUc9kTy6hoCPKb0yfwzs+/zjOXn8DQQjd3/89mPtxQw93nTqYwx4nXZWdIoYd5syfw0vLdNIZiPPXP7cybPYFB+cldpOWFHu4+72ge+2gb4ViC3fUhzJiFI5UY/ernV6A1RBMWN766huU7G/C5HRgKKptM8jwOfnbyGH790ire31TL9S+tospv8h/Pf8b66gABM06O04YZsxhT6pVKIEL0YTKCFAclvc5YE4gwttTLaZMGE4ok+MXClexpCKPU5+t/D150LK+vrKK8wI1NKRb8dSPXnTqWZ684gWhcU9UU5vfvbqIhFOO2Mydx/anjcNiM/Xa+xuMWz155ImYsQVGunacuO55I3MJlN1jw7gaWbm/A0ppVFX5e+3QPD108lWjcwmYY/HVNJSt2N3HbmZO4/71NmWohADWBSOb8ZYnPxbZInOZUMeZB+e5kEvW4RW0wgtaQQNMciVOW5yYUTRC3NH4zzoRBvmRgleAoRJ/VLSNIpdQLSqkVqZ8dSqkVrR4fppQKKqWua+P6nyqltiiltFJqYNe0uv9Iry3uqGtmV32IPQ0hAmYskwT8e1OHcseidRhKsachnLxIkwmSycTjbhbMmcJrn+4hkkjuGPW67Fy7cAW/fGkVG6uD1ASStRodNoPSvP2rY9jtBsMG5DCm1EeR18OIgbmMLfMxbEAOP5g+ktK85LTmkEIPl31tJLe9uZYL/7yUq//7U04YNZAnLjuO4UUe6kNREpbOrGGW+FzYDAOHHe48exJHluRi6eQu1WtmjKExFGVXfYiyfDcKUMDzS3dx0+kTGFTgxm4ohhZ6uP2sSTK1KkQf1y0jSK313PRtpdS9QFOrpywA3j7AS/wTeAv4W4c3rp9reWSjojGM12Xnxlnj8brtDMh1UN8cw+uyUdVk4rAZlBe4qWg00YDSMLTQg9dl59krTiTHZVDkHcL3vzKCEp+bXfWhTJBNqwkk1zQPxeACDzfOGo/Tngys9727kfpglPmzx+Nz2akJRBhe5KEuGOPqk8dw65trqfZHGF2Syx1nT6LE62JnfYj3N1Tz4IVTaY4m60BWNoZ58G9byXHYuOX0iVz/0kqCkThVqQ0+184YQ2meG7fDxsiiXBk9CtHHdesUq1JKAXOAb7e47yxgO9Dc1nVa689Sz+3sJvY76anUvX6TYYUevj99BC6HQXm+hz9eeCx//N9NBCPJDS+1wTD3nHd0pqTU4AI3d597NHluO0Xe5Jpgie/z125ZFzKtZamqL5MO3k/8YxunThrEbW+u46bTJ1AfjHLVN0dz56J1VDWZDMp3c//5x/D0kh3UN0e5fuY4vC4b0YSmvMCD3W4wfEAO35kwiHvf3cCsowZz1+L1BCMJBhe4+fkpYyjLc/LgRcfSEIpRF4jw8N+3smFvkBeuOpFRA70SHIXoB5TW3XeGSyn1dWCB1npa6ncv8C4wA7gOCGqt7znA9TuAaVrrugM854fADwGGDRs2defOnR33B/RBO+qamfPwEo4syeXCE4Zz56L1VDaZjCvzcssZkyjNc5HrsrGn3uSpf23nB18ZgdNmkPyuovA4DUYWJQNI6+w6RTlO1lT5syYUOJiAU+03ufzJZZl10O9NHcrYMh/baoPctfjzc5aGUowp9fLDrx/BXYvX7/caC6+azoiBybOPlqWpCZhE4gksDfGExuOwEYjE2F4X4s5F66j2R/C57ThsBiU+F49depyklROiD1FKLU/HoNY6bQSplHoPKMvy0Dyt9eup2xcAz7d47BbgPq11sKNGh1rrR4BHAKZNmyYnug/AspKlmwZ6nZw7bSh3Lk4GR5uhqGw0ueaFFdxw2jiGFOYwuTyfG2dPIJawsHTy2pYp5trKrjNpUB6PXXpc1pR0X6ZlMeSN1cmgOLbUy42zJ2QSDiQTmienWQtyHPtd33q0ahiKsvz96zkm0+IZ+NwO7j//GG5+Yw21gWim/bLuKET/0WkBUmt9yoEeV0rZgXOAqS3uPgE4Vyn1X0ABYCmlTK31A53VTpHUcvryP759JM5UmSebofC67DRH4vjNOE67jfmvreaJy47fbySVHi3uqg9hGApDwbxXV1HtT+4G3es3mf/q6sMagWWbom0IxfC67Iwt82aqghgqmRC9vMDD9FED+Na4UgpyHJQXeCjKcX5pH6SD+vRRA/j93GNw2IxDDuZCiN6vO89BngJs0FrvSd+htT5Jaz1Caz0C+D1wlwTHrpFee1yyrZ7nlu6k2OdiTImXAo+D5kicuKUZlO/O7GZtubHGsjQbqwMs39nA5poAq/c00hCKcs2MMZTnu2kIRWkMxahoDB/yhpyW0sWQS3zJUVx6VDcoz82dZ09mUOqcZfr+EQNyuOQrI3nkw61c9+JKrnlhBWuq/F9IDZfetbutLkhlY5jC1MhzybZ6rnlhBR6n7Qu7bIUQfV93btI5n/2nVw9IKbUYuEJrXamU+hnwS5JTuKuUUou11ld0Ujv7hdbTl3e/s4GfnzKGP76/mYZQlEH5yaobz3y8k7K8/dOZLof1AAAfmklEQVSr7WuOsLs+uWZX2WRSlufmptMn4LYbXPmNI3j471tZW+lP1nQ8jCCTLoacbYo22/21weQxkrpglPFlPr43dSiNoSh7GsOZQsstR43pHK3zZ0/guaU7M0dRDieoCyF6r24LkFrrS7/k8Vta/T6rxe0/AH/olIb1U62nLzdWB3lnTRUPXzyVYCTBttogzy3dScCMf2EtrjmS4NY311LZZKI1VDWZ3PbmOv58yTR++JdPuPqUMdz/3iZunDWewx2EGYbKOkWb7f500B9b6uXCE4ZzR2qX67gyH3edM5nJ5fnUBEzmvbqKvU3Jv7suGOWOReu4fuY47lq8/pB22Qoh+hbJpCOAz6cvW26quexroygvyAFgQK6TiYPzs67FxS0ruUmmxcxltd8knkjmR50wyMf1M8fxzpoqjh1e2GV/UzropxMbVDWZGEpRE0hOJz9+6TQicYt750zBrhQ1AZMH3t/C8l2NeF022ZgjRD8nAVIAB56+BA64scbrsjO6JJfNNc0kLI2hYHSJl73+MPkeB1tqmvnzR9s6JNi0LL4ctyy8Ljslvuzrg+mg3xiKZoKjz23HUIrCHAc768PMe3V1pnDzLWdM5D9OHs3z/97F6BIfj116nGzMEaIf69ZzkF1t2rRp+pNPPunuZvRqrc82pgPeZ7sbuOGV1dQFIhR5XVw/cywvLNvNT755BKX57i/kWm3P++5rjlDtN6lsNPfLjvO7cyYzeUhB1teOxy0qmsJsq2umMRTlleV72Fgd5ObTJ/DAB1vYuDdAes9Oep31yFIfIwfkUB+Otes4ihCi9+iWc5Cid8oWANOBoa2zjZPL85k8OJ8HLjiWmoCJz20nHEvwq1PHMbIoB4fj8Nbw0u9b2Rgmbln8bvGGTH3JTdVBbnh1NU9celzWM43pxAQt0+a9s6aKUcVeqppMWm5orWoycdoN7AasrvRz0+tr2pXQQAjRN0i5KwEkg8nepjCbawLUBiJUNYVYvrOBjdWBzLGIlhU9gMxaXm0wgsNhY9TAXIYV5eJx2hlckMOogbmHHRxbvq/TpnDbbfsVX7Y0VDWaBCPxNq9LVvAwCMcS/PH9zVw7cxw56eDfIt4NyncTjVuEohbzX8v+dwoh+g8JkOLzWo9PLWPOwx9z1dOfsK85xouf7GJ3fYh9zcnA0PIoSFrLYxAtK3AMG5CD3d4xH6/0+wYjCWIJK1P7EcBQUOxzYShFtd/c74xj6/am1x7jCQtLa357zlEcWerFUMngeMsZExlelINSZDLzZPs7hRD9gwRI8XmC8qYIATNGRaPJnYvWc9pRg7n1zbU0R5KBIb0r1NI6U0KqK45BpN/35eW7GVzo4ebTJ6SSAiQ3A/36tHFUN4W5/MllrKpoygTJ9HVpRxTncvH0EVz19HJmLPiQx/+xjT+cfyxvX/11nr78eI4ozuX//W0Layv9eJw2Ygkrc60c9xCi/5EAKfYbaaUHYFVNJnluB9X+CHErGSiKcpzcdPpEPA4bDaEoHoeNm06feMD0bR0hvRu1IRTjpWW7OKLYy+OXTOPVn3yVX84ci8tuEI5ZX5gKbZl5x9KaC44fxoJ3N7FjXzNKwb+21vPzFz7DaU/Os9737kbe31DHy8v3cMNp4/C67JkvAXLcQ4j+RzbpiMxIa6/fxG6o/dLKjS7JxetKfkz2haI8+/EOrv3OWLwuG8FIgmc/3sHwogmdWuGi5RGUpnCM3fUhEpYGlczF+vSSzVx98pHA/lOhra8LRxNsq00GxxynnUAkTmNVgK21yeMp5x8/nLpAlM92NWBG4/ziO2OYODiffI9DdrEK0Q9JgBT7JQlIWBqvy84Ns8bz5ooKfnnqOBpCMUp8bsLRBEu21bNkW/1+18cSFtV+s9OORLTcWet22Hh9RQVLttVjaU1jKEZpnotgaho4W8WOdPDeUhOgxOciGIkTjMRJpL4I1DdH+f17m/j1qeP43rShLN/VyK6GMI99tF3KWwnRj0mAFPuNtAJmDDNmETCjzJw0iCf+sZ2GUIzHLj0uazWN6aMGUOOPdNqRiGxHS246fSKQTCY+uiSXX8wYy9NLdmTeuyjH+YWAXZTjZMKgPBbMncItb6xhY3WQQflu5s0ez0N/30pVk4nHacPncVCQ46Aszy3TqkL0c5IoQOwnXTC5tYVXTWfYgJwvBKv75k7hmhdW7Bc021tYONsZzNpgJFMkueXrP/j9qViWJtdlYMY04VhydDnI52Lt3sB+bbz7vKOJxBPMf3UN+R47N8yaQG0wQl0gwlNLdrCmws/gAjfzZo1nwuA8FIpcl42iXJlWFaKvk0QB4qBlGyWmpy2zpaP7sqMfB6utJAQDvU4KcxxccdKozLrny8t3Y1k6a8C+7cxJPPWv7fudYdxe18yfPthMbSBKld/k9rfWceXXR/Hnf2xjc3WQwQVubj59ImV5LrbVBnljRSWXfW0URbkyehSiP5NdrGI/bdVcTE81ptf0RgzMpTRV9qrlUYr0NYd6JKKtJASGUlw8fQR3/3UDP3x6OXf/dQMXTx9BrsuWqcSRzIijk9e8tppvjSvd77WdNpWp1qE1fLqrgUf/vpWHvj+Vt68+iaf/zwk4bYp5r61h/mtrmTlpEI//Yys1AfML7RRC9B8yguzjWk9bFuU42ReKtrmh5suSlreWrQpIe9bu2hqJRuMWC97dmDm4X+2PsODdjTx52fE0hGJs3BvE0jqTiLwmEKEgVfA4LZrQlOW7Mq+hNexqCBOKJNi4N8BDH25lU3Uw8/w73lrHdTPH0pjanCTTrEL0TxIg+7DW05bTRw3gohNHcNubaw+4oaatmovZHGpAbUtbU7txy6K+OUZBjgOtQSmob44RjMTZXtdMaZ4rM4IMmHHGlnkpL/BkXqvE52LkwFzuPPsobnxlNdX+CKOKc/nFjDFU+cMU5jpSlT72PwNamONgW10zhblO2cUqRD8lAbIPaz1t+c1xJVy7cAWhaAKb8XldxJ5wlKGtkWiynFUqcKZibonPhd0weH7pTubPnpCp9Via5+LWMyYxsij3CwEb4KGLpxGKxtle28yIohwawjGKclwU5jhRCoJmHK2hvMDD4AIPd7y1jgmD8rqxV4QQ3UkCZB/WctpydEkuowZ68Ztx7IYiYelMkDycHKMHqvBxKKPItkaiQNbAmeuy0RCK8dzSnVw/cxxel41oQjO8KJkDNlvAH1LgYXtdM/e9t4lfzBjLj55Zzv/9xijuPe9o5r++mhoVoSTPxR1nHsV76/bSEIpJejkh+jEJkH1MyzVHw1BMHzWAumCES786kt0NIXKdNmoCEXxuO0pDWWqjTXu1tbmmPaPStqZ2vyxw3rV4/ednIA+w89QwFMMH5PC7cyZT1RRmcIGbhz/aTn0oyt3nHo2hFG6HjSf/uY0Vu5vkHKQQ/ZwEyD6k7UP1FvNeW4vbbnDj7PHcuWg9NYEIY0u93HbmpMPKpdpRxzwOxDBU5kxkOJqgNhih2Otq19qn3W4wZWgBQwd4+MP5x3DzG2v43w21rK7wc8fZk8j3uLjipCOkSLIQQgJkX5KpyuE30Rr2+k1ue3Mtf7jgGLbVNmNZmof+vpVrZowhz+1gTKmX+9/bxGVfG9XuzDcHOjfZUQ40jduetVPDUBT73BTlunj80uO/EGCLfR3WdCFELybnIPuQcDRBRWOYxlCMhlCUxlCMisYwcStZkUIDayr8/PKlVdz65losrflwc90XigFblqbab7KjrvkLNRZb+7Jzkx3hQIWaD0frM50yWhRCtCQjyD7EMBRel52mcAyAhNbkOG04bIpbzpjILW+sparJzBQHrmoyCZhx9qbylsKhb7rpqGMeB9IV07hCCNGaBMg+xFBw46zxmWMPZXlubpg1nqZwlDy3nfmzx+O0G0TiFj6Xjd++veELRY/bs+nmUM5NtkdXTOMKIURrMsXahzhsBu+sqeL6meN4+OKpXDNjDC8v382OujAPfrCFaMJiSKGHEUW5PPrRNtZW+ikv8HDHWZ9PifbE0VpXTOMKIURrMoLsIyxLo7XmR98czfa6Zp7853Z21Ye5cdZ4nlu6k43VQR77aDv3zZ3CQ3/bzJlThnDJV0ZSXuBhZFFuZkr0cEdr2SpyHO50a1dM4wohRGsSIPuA1uuGxT4nt54xiYFeJ/e9u4mN1cHMqGtkUS43zp7QZqA5nNyq8bjF9n3N1AYieN12agMm/nCMkUW52O1Gpq3tCaAdPY17qDlqhRD9j9SD7AOq/WbWmol/vmQaSqlD/ke/PUHMsjQrdjdyzcIVNIZieF02bpg1nleX7+H/fvtIpgwtAOiQrDuHq/UXivOOLedb40szRZ/TxZK7ul1CiK53oHqQsgbZB7S1bmjGrHYdY2jP8YfaYLLUVENzlGEDPFx9yhjcDhs/O+VInvjnNmqDkU47rnGw0sdXdtWHmPfqqkyyhNMmD+bq//6M9XsDmaMxXdkuIUTPJFOsfcDhrBt21JphOkhPGJTH96cP585F66lqMhlT6uU3352AGUsQiVtccdIoXl6+m42p8lJdtQGo5ajx6lOOZOPeID63ne9NHUq136Si0UQBca1pCscyI28hRP8lI8g+INsuz9vOnEQsYR3woH86aFz+5DLmPLyEy59cxqqKpgMmBmiLx2mjLM/N3OOHZoKjoaAwx0komuDHzyzngkc+5t7/2ciFJwxnbKkXS2sGep0YhmrXex6K9Og1nUih2OeiOZIg12VjX3OUQfmfr29aGopT7RJC9F8SIPuAlrs8F141nfvmTuGpf23nnAf/dcCg15FTnukgXZjjZK8/GRx9bgdzjxvKLW+spaLRJBiJE4zEuWvxes45dggeh427zjmKeNxic02AnfuaicU6Z9QWjibY608mRvjLkh3cesZEhg/MoTEU4+3VlfzmuxMYVJAMkuUFbm4+YyISH4Xo32SKtY9IrxtW+01++uSnB3XQvyPPPKaD9J7GMOPLfFT7k/Ubc512qv0mXpedWMIiFAVDKcaU+vjjBVOIxi0ufnYpFY0m5QVu7ps7hWOGFOBwHFoSgGy7UhvCUZojCeKWhdNuMH3UABat3svaSj8azU+/NZpir5Mrv34Ej324jZ+fMoaBXiclPjdvr6rkiK+OPOR+EEL0HRIg+5hDCXodnaHGMBRDCjzcdc5k5r+6mqomEzOeYHSJlx11zQDEEhYleS421wSZVJ7HJY//m4pGE4CKRpNrXljBc1eeyPCi3IN+32zp8W4+YyKxeIJfv7KapnCcwQVubj9zEgNznTz18S7shsFNr6/GjCWYNryAc6cOJcdppyzPzaKVlZx17BDC0QTVflOOfAjRT8kUax+TDnottRX0OiNDTcvp3heuOpEBuU5+OXMcxan3SGbumcQHG6qJWzoTHNMqGk3MmHVI79l6qniv32Teq6upa47SFI4TMGOsrwpwzQsruODEEbzwwxMp9rkoyHGQ47SxuaaZ3769gT+8v4k8j4OTJ5RxzQsrDntdVgjRu8kIso9oOcV439wpPPD+ZpZsqz9g0OusDDXp6d5ir4tgJMFLn2zj+pnjKMhxUF7gYcSAHC772ijshkF5gXu/IFle4MbtOLTvba1HzVpDtT+C224jYMZIx7Y9jWEqG8OMKvZiKLhvzpTM2cd0P9kNlbkPDq8AtBCid5MA2Qdkm2K87cxJXH/qOBw244BBrzMTjacDcLbMPZPL82kKR7hv7hSueWHFfmuQg1PticctKv0mZiyB22FjcJ47k5GnpdZTxUpBaZ6LWMKi5cBvcL6bxlAMy9IMG5hLmc/Ng9+fut/r72kM97hctEKI7iEBsg9ITzFOGZrPnOOGpXZfKjwOgyJv94562grAhqEozHVzzBAHz115ImbMwu0wGJznxuGwEY9bfLq7kWsXrqCiMUx5gYd750zh2KEFXwiSrdPjleUld6E6bCozQh1c4Gb+7Am8s6aK6UcUYVmaNVX+L2T1KctzSeUQIQQgqeb6hB11zfz5o63MnjyY615cSUWjyZBCDwvmHM0RxbkU5vS+TSa76kNc9OjHVDSGM/eVF3h49soTGTYg5wvPz7aLtcmMsq85RmXq7OMHG6q57GujmDQoj0q/ybbaII2hWCZxQYnPxROXHUdFo9nt6fCEEF3jQKnmZATZB3icNs4/fjhXPf1JJiPMnoYw17ywgocvnsbuBpNJg/J6VTJuM5bYLzgCVDSGMds4J5ltpFrkdVOY4yLf4yAcTTD9iCKKcpysqfJz4yur2LA3wKD85MgyXfGkOZKQyiFCCEB2sfYJxV4XDpvKBMf0nEBy84vmiX9s67CMOV3F7bBRXuDZ777yAg/uQzwf2Tqv7L5QNDM6NJSiqsnkjkXr+N7UoZmp1PbkohVC9D0SIPsAw1B4nDaGFnqgxb/l5QVuLA3fGlfK/Ne6L0l4ewzOc3PvnCmZIJlegxx8mBuK0jteDaXwue2ZIFmQ45AizEKI/cgUaw/T3uThg/OSAeTahSvY3RCmvMDNPecdzcJluzhlQlkmKKT19J2ZdrvBsUMLePbKE790F+uhaLnj1WEzKMhxUOJzMarYy5ACj4wWhRAZEiB7kGzHNQ52g8jnAeUEwtEEsYTmv/+9kxW7m7jkKyMpy3Mf1M7Mjqru0RHsdiPrhpzDkW3H6x1nHyXBUQjxBbKLtQdpq/DxoR5Sz7ajM9uRhtaB93ACdG/Sk74ECCG6l+xi7SU6Knl4th2dB7Mzs63qHn0ti0xnJkcQQvQdEiB7kI5OHt7SwQSFjqzuIYQQvZ3sYu1BOiN5+KE4lETnQgjR18kaZA/Tnetj/WUNUggh0mQNshfpzvWxzqruIYQQvZEESLEf2cAihBBJsgYphBBCZCEjSCHnAoUQIgsJkH1Ee4OcbMwRQojsumWKVSn1glJqRepnh1JqRavHhymlgkqp69q4/lml1Eal1Bql1ONKKUfXtLxnSge59lTraCs5QE9OZC6EEF2hWwKk1nqu1nqK1noK8DLwSqunLADePsBLPAuMA44CPMAVndLQXuJwgpwkBxBCiOy6dYpVKaWAOcC3W9x3FrAdaG7rOq314hbP/zcwpBOb2WO0NY16OEGuM7P3CCFEb9bdu1hPAqq11psBlFJe4FfArQdzcWpq9WLgnQM854dKqU+UUp/U1tZ2QJO7x4GmUQ8nA053Z+8RQoieqtMy6Sil3gPKsjw0T2v9euo5/w/YorW+N/X7PcC/tdYLlVK3AEGt9T0HeI9HgWat9c8Ppk29IZNOWw5U6aPY6zqsjTayi1UI0V91SyYdrfUpB3pcKWUHzgGmtrj7BOBcpdR/AQWApZQytdYPZLn+ZqAYuKrjWt1zHWga9XAz4EhyACGE+KLuXIM8Bdigtd6TvkNrfVL6dosRZLbgeAUwEzhZa211QVu7TXp0B1Dsc1IbiGYeazmNeqAgJyNEIYQ4dN0ZIM8Hnj/YJyulFgNXaK0rgYeAncCS5D4fXtFa39YprexGLc8oFuY4uPrkMSx4dyP1zbGDXiuUc45CCNE+Us2jB0qP+AJmjE3VQZ5fupON1UHGlnq54IThjCn14nM7DmokeKC1S5lWFUL0d1LNoxdpOeKrajJxOwzmz57Ac6kgecsba1l41fSDDm5yzlEIIdqnu495iFZaHvpXCqr9Ee5YtI7vTR0KHPoZRSmCLIQQ7SMBsodpOeIzlMLntlPtj+B12dp1RlHOOQohRPvIFGsP0zqzjcNmMLbMy+gSX+bM46FsrpEiyEII0T4yguxhso347jx7MsMG5FCa525XYEsfARkxMLfdryGEEP2NjCB7GBnxCSFEzyABsgeSzDZCCNH9ZIpVCCGEyEICpBBCCJGFBEghhBAiC1mD7ESSJFwIIXovCZCdRJKECyFE7yZTrJ2kZco4SOY/nf/q6kzpKiGEED2bBMhOIknChRCid5MA2UkkSbgQQvRuEiA7SfYk4ZMwFOyoa6bab2JZ/acWpxBC9DaySaeTtE4ZpxTELYtlO+p5fukuGkIx2bQjhBA9mIwgO4hlaar95n6jQ8NQFOU4qQlEuPIvnzBjwYfc/tZ6LjhhOIU5Dtm0I4QQPZgEyA6QPtJx+ZPLmPPwEi5/chmrKpqwLE2V32T+a6upC0bQGqqaTG5/ax3nTB0im3aEEKIHkynWDtDWkY4nLjuOYCTOlpog04YXcu5pQ8lzO/CbMcryXLJpRwghejAJkB2grSMdzZEE2+uCnHTkQOZMG8qdi9ZT2WRSXuDmnvOO5u7zjqbY62rjVYUQQnQnmWLtAG0d6YhbFs8v3cX1M8dx1+JkcLQZilA0wR2L1lGY45ANOkII0UNJgOwA2Y90HIXXZachFKOhOUrAjJPvceB12bAZitpAFDNmdXPLhRBCtEWmWDtA6yMd6cTkAHecfRSVjWF8bjvV/gg+tx1DKVl/FEKIHk5GkB3EMBSleW5GDMylNM+NYahM4DxuRCH3n38MY8u8OGxGZoQp649CCNFzyQiykxmGotjnpijXxeOXHi+lr4QQopeQANlF0iNMIYQQvYNMsQohhBBZSIAUQgghspAAKYQQQmQhAVIIIYTIQgKkEEIIkYUESCGEECILCZBCCCFEFhIghRBCiCwkQAohhBBZSIAUQgghspAAKYQQQmQhAVIIIYTIQgKkEEIIkYUESCGEECILCZBCCCFEFhIghRBCiCwkQAohhBBZSIAUQgghslBa6+5uQ5dRStUCOzv5bQYCdZ38Hv2B9GPHkb7sGNKPHacn9eVwrXVxtgf6VYDsCkqpT7TW07q7Hb2d9GPHkb7sGNKPHae39KVMsQohhBBZSIAUQgghspAA2fEe6e4G9BHSjx1H+rJjSD92nF7Rl7IGKYQQQmQhI0ghhBAiCwmQQgghRBYSIA+BUsqmlPpMKfVW6veRSqmlSqktSqkXlFLOLNeMUEqFlVIrUj8PdX3Le5729GXqeZOVUkuUUmuVUquVUu6ubXnP0s7P5EUtPo8rlFKWUmpK17e+Z2lnXzqUUk+lPovrlVI3dH3Le5Z29qNTKfVEqh9XKqW+2eUNz0IC5KG5Gljf4vf/BO7TWo8GGoDL27huq9Z6SurnR53dyF7ikPtSKWUHngF+pLWeCHwTiHV+U3u0Q+5HrfWz6c8jcDGwXWu9okta27O15//v8wCX1vooYCpwlVJqRCe3s6drTz9eCZDqxxnAvUqpbo9P3d6A3kIpNQSYDfw59bsCvg28lHrKU8BZ3dO63uUw+vI7wCqt9UoArfU+rXWi81vcM3XQZ/IC4L87q429xWH0pQZyU1/ePEAU8Hd6g3uow+jHCcD7AFrrGqAR6PZEAhIgD97vgV8CVur3IqBRax1P/b4HKG/j2pGpKYe/K6VO6uR29gbt7csxgFZK/VUp9alS6ped39Qe7XA+k2lzgec7p3m9Snv78iWgGagCdgH3aK3rO7mtPVl7+3ElcIZSyq6UGklyND60sxv7ZSRAHgSl1HeBGq318nZcXgUM01ofA/wCeE4pldehDexFDrMv7cDXgItS/z1bKXVyR7avtzjMfky/xglASGu9puNa1vscZl8eDySAwcBI4Fql1KiObF9vcZj9+DjJ4PkJySD7L5L92q3s3d2AXuKrJL/dzALcQB5wP1CglLKnvh0NASpaX6i1jgCR1O3lSqmtJEdCn3RV43uYdvclyf+BPtRa1wEopRYDxwL/2yUt71kOpx/TzkdGj3B4fXkh8I7WOgbUKKX+SXJqcFvXNL1HOZx/J+PANenflVL/AjZ1SasPRGstP4fwQ3JjyFup2y8C56duPwT8JMvziwFb6vYokh+OAd39d/SEn3b0ZSHwKZBD8svde8Ds7v47uvvnUPsx9ZiR+iyO6u7296SfdnwmfwU8kbqdC6wDJnf339HdP+3oxxwgN3V7Bskvwt3+d8gU6+H5FfALpdQWknPtjwEopc5QSt2Wes7XgVVKqRUk1yt+pPv3GkVbvrQvtdYNwAJgGbAC+FRrvaib2ttTHcxnEpKfy91a6/440jlYB9OXfwK8Sqm1JD+XT2itV3VLa3uug+nHEuBTpdT61PMv7paWtiKp5oQQQogsZAQphBBCZCEBUgghhMhCAqQQQgiRhQRIIYQQIgsJkEIIIUQWEiCF6EWUUsEvebxAKfWTFr8PVkq9lLo9JXWI+1Df8xal1HWH3lohejcJkEL0LQVAJkBqrSu11uemfp0CHHKAFKK/kgApRC+klPIqpf43lbR9tVLqzNRDvwOOSNV5vFsl65GuSdXguw2Ym3psbuuRYep5I1K35ymlNiml/gGMbfGcI5RS7yilliulPlJKjeuyP1qILia5WIXonUzgbK21Xyk1EPhYKfUG8Gtgkk7WeiQd8LTWUaXUTcA0rfVPU4/dku2FlVJTSeZpnULy34hPgXQC6kdIZoPanEp2/iDJckZC9DkSIIXonRRwl1Lq6yRLC5UDpR302icBr2qtQwCpwItSygt8BXgxWeYPAFcHvacQPY4ESCF6p4tIJsKfqrWOKaV2kKygcCji7L/M8mXXGyRr+005xPcRoleSNUgheqd8krX3YkqpbwHDU/cHAF8b17R+bAfJcmEopY4lWc8Q4EPgLKWURynlA04H0Fr7ge1KqfNS1yil1NEd9ycJ0bNIgBSid3oWmKaUWg38ANgAoLXeB/wzteHm7lbXfABMSG/SAV4GBqQqUfyUVP09rfWnwAskq7y/TbJKRdpFwOVKqZXAWuBMhOijpJqHEEIIkYWMIIUQQogsJEAKIYQQWUiAFEIIIbKQACmEEEJkIQFSCCGEyEICpBBCCJGFBEghhBAii/8PsSZUzfdKJ9AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "sns.scatterplot(x='latitude',y='longitude', data=df, alpha=.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x144220e50>"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i='New_York_City_.jpeg'\n",
    "plt.figure(figsize=(10,10))\n",
    "img = plt.imread(i)\n",
    "plt.imshow(img,extent=[40.5, 41, -74, -73.7])\n",
    "sns.scatterplot(x='latitude',y='longitude', data=df,hue='neighbourhood_group', alpha=.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x144756b90>"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='room_type', data=df, kind='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1437df850>"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(np.log1p(df['minimum_nights']), color='red',rug=False, kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 365)"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,1,figsize=(20, 6))\n",
    "sns.distplot(df['availability_365'],rug=False,kde=False)\n",
    "axes.set_xlim(0, 365)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>host_id</th>\n",
       "      <th>neighbourhood_group</th>\n",
       "      <th>neighbourhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>room_type</th>\n",
       "      <th>price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>reviews_per_month</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>availability_365</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2539</td>\n",
       "      <td>2787</td>\n",
       "      <td>3</td>\n",
       "      <td>75</td>\n",
       "      <td>40.64749</td>\n",
       "      <td>-73.97237</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.21</td>\n",
       "      <td>6</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2595</td>\n",
       "      <td>2845</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>40.75362</td>\n",
       "      <td>-73.98377</td>\n",
       "      <td>2</td>\n",
       "      <td>225</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>0.38</td>\n",
       "      <td>2</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3647</td>\n",
       "      <td>4632</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>40.80902</td>\n",
       "      <td>-73.94190</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3831</td>\n",
       "      <td>4869</td>\n",
       "      <td>3</td>\n",
       "      <td>119</td>\n",
       "      <td>40.68514</td>\n",
       "      <td>-73.95976</td>\n",
       "      <td>2</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5022</td>\n",
       "      <td>7192</td>\n",
       "      <td>2</td>\n",
       "      <td>166</td>\n",
       "      <td>40.79851</td>\n",
       "      <td>-73.94399</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id  host_id  neighbourhood_group  neighbourhood  latitude  longitude  \\\n",
       "0  2539     2787                    3             75  40.64749  -73.97237   \n",
       "1  2595     2845                    2             38  40.75362  -73.98377   \n",
       "2  3647     4632                    2             46  40.80902  -73.94190   \n",
       "3  3831     4869                    3            119  40.68514  -73.95976   \n",
       "4  5022     7192                    2            166  40.79851  -73.94399   \n",
       "\n",
       "   room_type  price  minimum_nights  number_of_reviews  reviews_per_month  \\\n",
       "0          0    149               1                  9               0.21   \n",
       "1          2    225               1                 45               0.38   \n",
       "2          0    150               3                  0                NaN   \n",
       "3          2     89               1                270               4.64   \n",
       "4          2     80              10                  9               0.10   \n",
       "\n",
       "   calculated_host_listings_count  availability_365  \n",
       "0                               6               365  \n",
       "1                               2               365  \n",
       "2                               1               365  \n",
       "3                               1               365  \n",
       "4                               1               365  "
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_to_int(df):\n",
    "    column = df.columns.values\n",
    "    \n",
    "    for col in column:\n",
    "        text_to_int={}\n",
    "        \n",
    "        def to_list(val):\n",
    "            return text_to_int[val]\n",
    "        \n",
    "        if df[col].dtype!=np.int64 and df[col].dtype!=np.float64:\n",
    "            element = df[col].values.tolist()\n",
    "            unique_element = set(element)\n",
    "            \n",
    "            x=0\n",
    "            for unique in unique_element:\n",
    "                if unique not in text_to_int:\n",
    "                    text_to_int[unique]=x\n",
    "                    x+=1\n",
    "            df[col] = list(map(to_list, df[col]))\n",
    "    return df.head(5)     \n",
    "        \n",
    "\n",
    "convert_to_int(df)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.fillna(1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(df.drop(['price'],1))\n",
    "y = np.array(df['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(39116, 39116)"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(X_train), len(y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = svm.SVC()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/manukhurana/Desktop/Python/venv/lib/python3.7/site-packages/sklearn/svm/base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "    decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "    kernel='rbf', max_iter=-1, probability=False, random_state=None,\n",
       "    shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "score = clf.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.04008589835361489"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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