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baldwint/subway.ipynb

Created July 31, 2014 19:00
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subway.ipynb
{
"metadata": {
"name": "",
"signature": "sha256:68531b32bba5c741e0237b0e26829a1a751951f4dd2da63a3d291e8e913fdef0"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib\n",
"matplotlib.rc('figure', figsize=(12,8))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import requests\n",
"resp = requests.get(\"https://zionpermits.nps.gov/lotteryapply.cfm\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import bs4\n",
"soup = bs4.BeautifulSoup(resp.content)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import display_html\n",
"souplet = soup.findAll('table')[5]\n",
"display_html(str(souplet), raw=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table border=\"0\" cellpadding=\"1\" cellspacing=\"0\">\n",
"<tr>\n",
"<th colspan=\"3\" nowrap=\"\"><p><strong>Most Requested Trip Date by Resource</strong><br/>(includes First, Second, and Third Choices)</p><form action=\"https://zionpermits.nps.gov/lotteryapply.cfm#popular\" id=\"displayform\" method=\"post\" name=\"displayform\" style=\"margin-bottom: 0px; margin-top: 0px; padding-bottom: 0px; padding-top: 0px;\"><strong>Number of Requests:</strong> <select name=\"DisplayCountofApps\" onchange=\"document.displayform.submit()\" size=\"1\"><option selected=\"\" value=\"4\">4</option><option value=\"5\">5</option><option value=\"6\">6</option><option value=\"7\">7</option><option value=\"8\">8</option><option value=\"9\">9</option><option value=\"10\">10</option><option value=\"11\">11</option><option value=\"12\">12</option><option value=\"13\">13</option><option value=\"14\">14</option><option value=\"15\">15</option><option value=\"16\">16</option><option value=\"17\">17</option><option value=\"18\">18</option><option value=\"19\">19</option><option value=\"20\">20</option><option value=\"21\">21</option><option value=\"22\">22</option><option value=\"23\">23</option><option value=\"24\">24</option><option value=\"25\">25</option><option value=\"26\">26</option><option value=\"27\">27</option><option value=\"28\">28</option><option value=\"29\">29</option><option value=\"30\">30</option><option value=\"31\">31</option><option value=\"32\">32</option><option value=\"33\">33</option><option value=\"34\">34</option><option value=\"35\">35</option><option value=\"36\">36</option><option value=\"37\">37</option><option value=\"38\">38</option><option value=\"39\">39</option><option value=\"40\">40</option><option value=\"41\">41</option><option value=\"42\">42</option><option value=\"43\">43</option><option value=\"44\">44</option><option value=\"45\">45</option><option value=\"46\">46</option><option value=\"47\">47</option><option value=\"48\">48</option><option value=\"49\">49</option><option value=\"50\">50</option><option value=\"51\">51</option><option value=\"52\">52</option><option value=\"53\">53</option><option value=\"54\">54</option><option value=\"55\">55</option><option value=\"56\">56</option><option value=\"57\">57</option><option value=\"58\">58</option><option value=\"59\">59</option><option value=\"60\">60</option><option value=\"61\">61</option><option value=\"62\">62</option><option value=\"63\">63</option><option value=\"64\">64</option><option value=\"65\">65</option><option value=\"66\">66</option><option value=\"67\">67</option><option value=\"68\">68</option><option value=\"69\">69</option><option value=\"70\">70</option><option value=\"71\">71</option><option value=\"72\">72</option><option value=\"73\">73</option></select><noscript>\u00a0<input class=\"buttoncss\" name=\"displaybutton\" title=\"Click here to change the minimum number of lottery applications to display\" type=\"submit\" value=\"Change\"/></noscript><input name=\"ZEPToken\" type=\"hidden\" value=\"7ADD8064C945573FAC8B986B9E94C073F7D12B2F1E297F57EAFF2D85B3C6DD9E9A09F457B188B8690D3161891A4F3D9A02E597C9E3881E0B4B3DF32CA3214331\"/><input name=\"as_sfid\" type=\"hidden\" value=\"AAAAAAUTA40gMoJuIDKPepGZvVG4wn4+hgVmEXjVnaIM43f8syUMALOXHU/ksyJZ3hy90bnZ1R/VhWT3DVBsfE9tmDoliYozZzhPCJClD2r5x5rOUQ==\"/><input name=\"as_fid\" type=\"hidden\" value=\"C3UsFBvOxjxhlL85ruZj\"/></form></th>\n",
"</tr>\n",
"<tr bgcolor=\"#fffaf0\">\n",
"<th colspan=\"3\" style=\"font-size: 12px; border: thin ridge #e9e9e9; border-width: 1px 1px 0px 1px; font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">Left Fork North Creek (SUBWAY)</th>\n",
"</tr>\n",
"<tr bgcolor=\"#faebd7\">\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 0px 1px 1px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Requested Date\u00a0</th>\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 1px 1px 1px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0# of Requests\u00a0</th>\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 1px 1px 0px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0# of People\u00a0</th>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/04/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a073\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0594\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/11/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a069\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0467\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/18/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a064\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0408\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/03/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a058\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0452\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/06/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a050\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0306\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/17/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a049\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0269\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Tue. 10/07/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a048\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0240\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/05/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a047\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0281\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/10/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a047\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0306\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/08/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a046\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0259\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/09/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a042\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0212\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/12/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a041\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0216\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/25/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a038\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0258\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/02/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a034\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0209\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/24/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a033\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0230\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/26/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a032\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0164\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/13/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a031\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0139\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/19/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a030\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0146\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/16/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a024\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0162\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Tue. 10/14/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a023\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a099\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/20/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a022\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a096\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Tue. 10/21/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a022\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0108\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/23/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a020\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0137\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/15/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a018\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a091\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/22/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a018\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0107\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/31/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a017\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0100\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/01/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a016\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a079\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/27/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a016\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a045\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/29/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a015\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a038\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Tue. 10/28/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a035\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/30/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a013\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a051\u00a0</td>\n",
"</tr>\n",
"<tr>\n",
"<td colspan=\"3\"><p>\u00a0</p></td>\n",
"</tr>\n",
"<tr bgcolor=\"#fffaf0\">\n",
"<th colspan=\"3\" style=\"font-size: 12px; border: thin ridge #e9e9e9; border-width: 1px 1px 0px 1px; font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">Mystery Canyon</th>\n",
"</tr>\n",
"<tr bgcolor=\"#faebd7\">\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 0px 1px 1px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Requested Date\u00a0</th>\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 1px 1px 1px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0# of Requests\u00a0</th>\n",
"<th style=\"border: thin ridge #e9e9e9; border-width: 1px 1px 1px 0px; font-size: 10px;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0# of People\u00a0</th>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/11/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a017\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a085\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/10/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a071\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/18/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a013\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a061\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/09/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a010\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a049\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/03/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a08\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a042\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/12/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a08\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a046\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/19/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a08\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a037\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/01/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a07\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a026\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Thu. 10/02/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a07\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a026\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/04/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a07\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a037\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sat. 10/25/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a07\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a034\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/08/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a06\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a036\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/17/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a06\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a027\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/26/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a06\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a028\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Sun. 10/05/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a05\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a022\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/06/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a05\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a024\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Mon. 10/13/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a05\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a030\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Tue. 10/07/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a04\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a021\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#d3b79e\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Wed. 10/22/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a04\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a024\u00a0</td>\n",
"</tr>\n",
"<tr bgcolor=\"#fecd8b\">\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 1px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a0Fri. 10/24/2014\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 0px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a04\u00a0</td>\n",
"<td align=\"center\" style=\"border: thin ridge #e9e9e9; border-width: 0px 1px 1px 0px; font-size: 10px; font-weight: bold;font-family : Verdana, Geneva, Arial, Helvetica, sans-serif;\">\u00a024\u00a0</td>\n",
"</tr> </table>"
],
"metadata": {},
"output_type": "display_data"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def gen_data(herald='SUBWAY'):\n",
" g = iter(souplet.findAll('tr'))\n",
"\n",
" for row in g:\n",
" if herald in str(row):\n",
" break # anvance to subway permits\n",
"\n",
" header = next(g).findAll('th')\n",
" assert len(header) == 3\n",
"\n",
" for row in g:\n",
" cells = row.findAll('td')\n",
" if len(cells) != 3:\n",
" break\n",
" datestr = cells[0].text.strip()\n",
" date = datestr.split()[1]\n",
" apps = int(cells[1].text)\n",
" peep = int(cells[2].text)\n",
" yield date, apps, peep"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas\n",
"\n",
"def make_frame(area):\n",
" df = pandas.DataFrame(gen_data(area), columns=('date', 'apps', 'people'))\n",
" df['date'] = pandas.to_datetime(df['date'])\n",
" df.index = df['date']\n",
" return df"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Subway"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = make_frame('SUBWAY')\n",
"axs = df.plot(subplots=True, style='o-')\n",
"for ax in axs:\n",
" ax.set_ylim(ymin=0)\n",
"ax.axhline(80, c='r') # daily quota\n",
"ax.axhline(60, c='g') # issued via lottery"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.lines.Line2D at 0x10858d710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Tzvbt7s+FZZkZgDIyYOXKdHbtcn/MCxbAvffCJ584HYk0R3Ky+WB1ySVOR2Lc\nfz/s3AmPPup0JCISburqKVdRbjhalBcVmSuq330HBx7oWBh+V1tPslMDt5z0889w7rmZrFqVWeN7\nycmZ5OfX3O+E9983xfjWrZCZCQcdVMDtt7v/76+83NxlWrIEEhOdjkaaYt06U5Rv2gQtWjgdjbFs\nmblIsmaN05GISLiJhHnKQ9b06Wa0vxsKcv/OU57MlClevN4M+vbNxOvNcF1Btz/+ysVhh0HHjrVP\n97ZsWQUPP2wKd6csXWoG3I4YASNHmrnlhw2DIUPsv7+ePUe69u8vNhb+9Cczf30waK5dm79yMWMG\nXHONewpygFNOgW3bzGxYDaHzwqZc2JQLm3JRP/WUO6ysDJ5/HhYvdjqSwBg8ONl1RZwT6upVHzVq\nACtXmr7z88+HUaPgj38Mzjz1y5ebto8vvoD0dLj22ppFUeXfX9Vlot3oyivNTBnjxtX/XHGXsjKY\nPZtaZz1yUnS0+bA6f75ZO0JEJNDUvmI41r7y+uvwj3+Eb1Eutv31qhcXw6xZZvGouDhTnF91VWCm\nx1y92izmtGQJ3H033HijOWYo27MHunaFefPMVJUSOv79b3j8cfZOm+omL79sHm+/7XQkIhJO1FO+\nf44V5f36mTmWr7jCkcOLy+zZY2Zyeeop80Ft6FBToPuj0Fy3Du67D959F+68E265BVq1av7rusVd\nd0FMDDzwgNORSGOcf75ZBMqNg9y3bYOjj4affgrvNQlEJLjUU+5C69bBqlVw8cVOR2JTz5fNiVxE\nR5sPam+8AStXwhFHmIVMzjoL/vlPKC1t/Gt+8w1cdx2ceaaZ5m3DBrjjjsYV5KFwXgwbZq5qBvrz\ndSjkIliam4vNm80dmz/9yT/x+Nuhh8KJJzbsKr7OC5tyYVMubMpF/VSUO+jZZ2vv4xUBM6PI+PGm\nqL79dtPe0qmTuSK8cWP9P795s7nK3rs3/N//wfr1puc6XFaM3VfPnqYN5+OPnY5EGmrWLHOX8KCD\nnI6kboMGmb5yEZFAU/uKEfT2lZISU2B98om5PSrSEOvXm77z2bPN4kS33GKKhpycAqZOzfUt2FTO\nIYek8OGHydxwg2lVOfRQpyMPjvvvh19+galTnY5E6rNnj5nC8vXXzUwnbvXZZ2Z8x1dfOR2JiIQL\n9ZTvX9CL8hdfNI+cnKAeVsLE//5nVrF86inYuLGAiooFFBfbM7u0aTOOadO8XHVVZM18s349nH22\nuUsQq7liNZWyAAAgAElEQVSlXG3RIvjrX83sP8GYbaip9uyBDh3MHZiuXZ2ORkTCgXrKXebpp905\nzZZ6vmxuzsWBB5qBcR9/DN265VYryAF+/XUSL7640G/Hc3MuqjrmGDj44AJOPz0djycTrzed7Gz/\nTusRKrkIhubk4rnn4M9/dndBDmacx8CB9bew6LywKRc25cKmXNQv3K4lxQCfApuBC4C2wKtAZ6AI\nuBzY4VRwlVauNKt4nn++05FIOGjRovZ/xiUlMUGOxHnZ2QXs2FF9FdLCQjN5uebLd49t20yR++ST\nTkfSMAMHmjubt9zidCQiEs5cfo2i0W4HTgFaA0OAh4FffH/eBSQAd9fyc0FtX7ntNmjXzixlLtJc\nXm86ubkTa9mfQU7OBAcico5yERqmTDHL2L/4otORNExxMXTpYqZGDPU5/UXEeZHQvvJ/wCDgOexf\ndAgw2/f1bOAiB+Kq5vff4aWXzG1bEX9ITU0hMbH6UpaJiWMZPbq/QxE5xwx0rSkS7xq4lWWZ1pXr\nr3c6koZr2xZOPtmdCxyJSPgIp6L8ceBOYE+VfUcAP/q+/tG37ahXXoHkZDNFnRup58sWKrkYPDiZ\nKVO8eL0Z9O2bidebwZQpA/zarhEquWjZsrzW/XFxFX47RqjkIhiakotly8xA5b59/R9PINXXV67z\nwqZc2JQLm3JRv3DpKT8f+An4AvDU8RzL96jVyJEj6dKlCwDx8fEkJSXh8ZiXqjyR/LH9zDNw2WV5\n5OX55/W0HbjtSm6JZ3/bBx3E3vYM8337s6k/Xn/58uWu+n3r2k5NTWHVqqvYsuXPVL4VxMYO59RT\nT/VbPpYvX+6a3zcUt++/P49zzoHoaHfE09DtgQM9DBsGF15Y+/cruSVeJ7dD5f0iGNt6v9B2pby8\nPIqKitifcOkpfwC4GigH4oBDgDeBPpj/mX8AOgCLgeNr+fmg9JR/+qlZTrqw0IzoFxH/y84uICtr\nISUlMcTFVRAX158tW5JZuBDatHE6usj2++9mfYbVq6FjR6ejaZw9e8yCXh9+qLUlRKR5Imme8r7A\nHZjZVx4GtgEPYQZ4xuPgQM8bbjCLZdxdWwQiEhCWBaNHm/mwc3LCd0XTUPD88zB3Lrz9ttORNM21\n15oVcm+91elIxO2ys+0F3Vq2LCc1NUUzQMlekTDQs6rKCnsy0B9YB5zr23bEr7+aleuuvdapCBqm\n6q2WSKdc2EI5F1FRZoXPE08005Du2tW81wvlXPhbY3MxY0ZoD3IfOBD+85/av6fzwhbpucjOLiAt\nbQG5uRPJz/eQmzuRtLQFfl8zIdRE+nnREOFYlOdjZl0BKAb6AccCKTg4R/mLL4LXC0c4PtRUJPJE\nR5sFu7p2hQsvNAMNJbjWrIFvvoFBg5yOpOn694f339f5I/s3dWputbUSAAoLJ5GV5b8F3SQ8hWP7\nSlMEtH3Fssx0WllZ4Ov9FxEHVFTANdeYeafnzoWWLZ2OKHL89a8m3w884HQkzXP22TBuHAwY4HQk\n4kbvvQcXXZTJb79l1vhe376Z5OXV3C+RJ9LaV1xlyRIoKwu9KcBEwk1MDMyeDQcfbAZd797tdESR\nYfdueOEFuO46pyNpvvqmRpTI9MEHcM45cPPN0KVL7VOzbtxYwQ7H1xQXN1NRHgRPPw033WR6W91O\nPV825cIWTrmIjTULeEVHw7Bh5gNzY4RTLpqrobl4+23T09+tW2DjCYZBg2ovynVe2CIpF0uXmrsm\nV19t7sKtWQMPPlh1Qbc8ALp0GUv37v3p3h1eftncQY80kXReNJWK8gD75Rd45x0YMcLpSESk0gEH\nwKuvQkmJ+Y+0wn9rC0ktnnsutAd4VtWzp5naccMGpyMRJy1fDkOGwKWXwsUXw9dfm4kcYmOrL+jW\ns+csvN4Mpk0bQE5OMm+8AZMnm/EJ69Y5/VuI24TAtdugCFhP+WOPwZdfmlvmIuIuJSVwwQVmzuyZ\nM7V+QCB8+y384Q+weTMceKDT0fjHdddBr15mqk2JLGvWwPjxZr76u++GG2+EuLjGvUZ5uZkR6oEH\nzPSa99zT+NeQ0Kaecgfs2QPPPGN6zETEfeLi4K23YNMm02K2Z0/9PyONM3OmaRMKl4Ic6m5hkfC1\nfj1cdZXpGz/1VHOnJDW1acV0bCzcfrtZO2HVKujRA3Jz/R+zhB4V5QGQnV2A15tOr16ZbN2azrZt\noTM3qXq+bMqFLZxz0aqVaTH76iu47bb6ez3DOReNVV8uKipMUR4urSuV+vWrOTWizgtbOOWiqMjc\nGfnjH+GEE0wxfued5n2jIfaXi06d4I034IknzEWBYcNg61a/hO1K4XReBIqKcj+rumjAl19m8vvv\nExkzRosGiLjZwQebRWE+/xz+8pfIHIQVCO++C4cdBklJTkfiX/HxpiVHNUb42rwZRo0yK7j+3/+Z\nK+XjxgVmReDBg2H1arOOwsknw7RpGucSqdRTbvitp9zrTSc3d2It+zPIyZngl2OISGDs2AHnnWeu\nhE6eHBozJrnZZZeZfIZjC9/kybBli+kNltCUnV3A1Km5lJbG0rJlOampKZxySjKTJ8OcOXDDDeaq\neLt2wYtpzRrzYWDXLjNzW+/ewTu2BE9dPeWxwQ8lvJWW1p7SkpKYIEciIo0VH296O8891yx0c//9\nTkcUun7+GRYuNDOvhKOBA83MGyrKQ1PlXe2qK28uXTqO8nK4/vpk1qyB9u2DH1f37uYOzJw5cP75\n5oPtxInQpk3wY5HgU/uKn7VsWfuiAXFxoXEvSj1fNuXCFkm5OPRQU0y+8Yb5z3BfkZSL+uwvFy+8\nABdeGL7FxMknm57y9evNts4LWyjkYurU3GoFOcCOHZM45ZSFPPGE/wrypuQiKspMo7x6NZSWmkL9\nlVdMW13lmDWPJxOvNz2kWmND4bxwmq6U+1lqagoffjiOXbvsf+yJiWMZPVprMouEisMPh0WLzCq8\nLVuaW9jScJZlrpA/84zTkQROVJS9uucxxzgdjTRWXXe1wT13tQ89FJ591qwKfvPN8NBDBRQXL2DT\nJru+KCw0ixQNHpzsVJjiR+qYNPzWU75kCVx0UQFJSQvZvTuGuLgKRo/ur38wIiHo++9NYT56NKSl\nOR1N6FiyxCyksnZtePflv/EGTJ8OOTlORyKNFWrjv8rK4KST0lm3LnRilrqppzwILAvuugseeSSZ\nESNUhIuEuiOPhPfeM4X5118XUFhYfVCYPmzXrnIFz3AuyMEMCL72Wvjvfxs+RZ64w9ChKbz77jj2\n7AmNu9oHHAAdOsTWugqoxqyFj3DqKY8DPgGWA2uAB3372wILgXVALhAfqADeeQd+/dUsMBCq1PNl\nUy5skZyLo46CceMKePZZM9Vpfr6H3NyJpKVpqtPazoudO+Hf/4Zrrgl+PMHWpo2ZGnHx4sj+N7Iv\nt+eirAyeey6Za67x4vVm0LdvJl5vBlOmDPD7B21/5kJj1sJfOF0pLwHOAf6L+b0+AM4ChmCK8oeB\nu4C7fQ+/Ki83S+4++ijE6EOrSFj5179yqaioPiissHASWVkZulq+j1dfNaseHnGE05EER5cuBYwa\nlUvbtps54oh3dQclBKSnm5mWZsxIJjo6dP6uUlNTKCwcV22A6tFHu/fqvjReOBXlYApygBaY0Rrb\nMUV5X9/+2UAeASjKZ882g8MGDvT3KweXx+NxOgTXUC5skZ6L6oPCPHu/ivTbxrWdF889B+PHBz8W\nJ2RnF/Deewv47rtJfPed2aeBd+5+v8jOhpdfNguFRQehV8Cfuag8p7KyMigpiWHNmgrOPNP/V/cD\nxc3nhVuEW1EeDXwOJAJPAauBI4Affd//0bftV//9r/lP6M03w7+HUiQS1XXbODo6NG4bB8vKlWZB\nHa/X6UiCY+rUXL77TndQQsV338H118Prrwd3QSB/Gjw4ee+59c030KeP+bNrV4cDE78It6J8D5AE\ntAEWYNpZqrJ8jxpGjhxJly5dAIiPjycpKWnvp7rKPqi6tseMySMxEU49tWHPd/N21Z4vN8Tj5Hbl\nPrfE4+T28uXLGTNmjGviCfa2x3NYldvGTwBJxMfnsmrVAGbMMP/+3RRvsLb3/bcyYwZ4PHm8/747\n4gv0trmDYufA3EXJ44cfvtu7x03xBmvbje8XZ57pYehQGDIkj/JyqLzjFejjP/HEE42qJxqz3bUr\nXHRRHsOHw5Ilwfl9/Pl+4XQ8wdyu/LqoqIhIlQHcAawFKpcB6ODb3pfVVL/8Ylnt2lnWunVNfglX\nWbx4sdMhuIZyYVMuLGvevHzL6023evYcYXm96da8efnWSy+Zf/9vvul0dM6oel7873+WdeihlrVx\no3PxBFtKyjjLzLtlWbB479deb7rToTnKje8Xf/ubZQ0caFkVFcE9bqBzUVJiWccdZ1lvvRXQw/iF\nG88Lp1DHBeJwarZoB5QDO4ADMVfK7wO8wDbgIUwveTw1e8p9OWq8v/4VSkrgH/9oYtQiEtI+/RQu\nvhhuvNEMIIvUFrZXXoEZM8xqqJGitqXaDzhgLP36DWDu3GRatHAwONkrOxtGjTJ95KHatrI/ixaZ\ntpzVq+Ggg5yORhqirnnKw+m/jx6YgZzRvscLwCOYKRFfA44CioDLMYV7VU0qyouKoHdv8w8hUmYa\nEJGatm41hflRR8HMmZH5H2O/fnDDDXDFFU5HElzZ2QVkZS2kpMQsFnfddf158cVkdu6Ef/0LDjvM\n6Qgj23ffmb7r11+Hs85yOprAufJK6NIFHnjA6UikIeoqyqODH0rArAT+gOkpPxlTkAMUA/2AY4EU\nahbkTZaRAbfdFl4FedX+p0inXNiUC1ttuejQAfLyIC4Ozj4bNm0KeliOqMzFxo2wYgVcdJGz8Thh\n8OBkcnImkJnpISdnApdfnszcuXDmmXDqqfDll05HGHxueb8oK4OhQ2HMGOcK8mDl4rHHzOqyX30V\nlMM1iVvOCzcLp6I8qJYvh3ffNe0rIiJxcWZq1OHD4fTT4cMPnY4oeGbONL93y5ZOR+IO0dEwaZK5\natmvn1lMSYIvIwMOOQT+9jenIwm8Dh3M73vrrWZkg4SmcGpfaY5Gt68MGAAXXGD+AYiIVDV/PowY\nAZMnw3XXOR1NYJWXm9vm8+dDjx5OR+M+n34Kl1xiWnsiecxBsP3nP3DTTaaPPFJaiMrLTavOnXea\ndhZxr0joKW+ORhXlixaZf+xr1qCBPCJSq7VrYcgQGDTIrPQbG24T0PpkZ8OECfDxx05H4l4acxBc\nkdJHXpuPP4ZLLzX1SZs2TkcjdYmEnvKg2LMH7rrL3JYMx4JcPV825cKmXNgamovjj4dPPjE9noMG\nwfbtgY3LCXl5eTz3nJn5IdLt77yoHHNw4IGRMebAyfeLsjIYNszZPvKqgp2L00837zf33hvUwzaI\n/h+pn4ryRvrXv0y/4GWXOR2JiLhdQoK5knzSSXDaae4ehNUUxcWm2Bw61OlI3C8uDmbNgquuirwx\nB8F0773QunVk9JHXZfJkM0XpF184HYk0ltpXjAa1r+zeDd27mxHO5+y7VqiIyH7MnGnuss2aZa5k\nhYOHH4avvzbzk0vD5eTANddExpiDYJo/36wXEEl95HWZMcPUKkuWmAuJ4i5qX/GDZ56BY49VQS4i\njXfttTB3Lvz5z/DII6E9Q0J2dgFebzrjx2eyalU62dkFTocUUgYMgPffh4ceMm0WZtl3aY7Nm82/\nsZdeUkEOJhfR0frAHGpUlDfQzp1miqvJk52OJLDU82VTLmzKha05ufjjH02f+SuvmNlZSkr8F1ew\nVK5imZs7kZISD0uXTiQtbUHEF+aNPS+OO84MygvHMQfBfr8oLzctVGlppmffTZx674yOhqeegnHj\n4OefHQmhBv0/Uj8V5Q306KPg9cLJJzsdiYiEsk6dzFXS0lLo2xfmzDFXnT2eTLxe9191njo1t9qy\n8gCFhZPIylroUEShq3LMQY8e4TnmIFgyMuDgg017mNh69jTrB9x9t9ORSEOpp9zYb0/5Dz/AiSea\nPrXOnYMYlYiELcuCESMKeOmlBVRU2EVuYuI4pkzxMnhwsoPR1a6iAo47LpPCwswa3+vbN5O8vJr7\npWHCccxBMKiPfP927jRj4V591awyK+5QV095mM6c61/33Wf6s1SQi4i/REXBjz/mVivIofKqc4br\nivJPP4Wbb4bi4toboOPiKoIcUXi59lrT0nLZZabP/IQTCsjKyqW0NJaWLctJTU3xyzmRnV3A1Kn+\nf10nbN5sBsq+9poK8roccgg89hjccgt89ln4rpcg4cWqy9dfW1a7dpa1bVudTwkrixcvdjoE11Au\nbMqFzZ+56Nt3vGWumVd/JCeP99sxmmvHDsu69VbLat/esubMsax33sm3EhPH+mJdbIFlJSbeY82b\nl+90qI7y13mxaZNlHX10vnXwwWOrnROJiWObneN586r+3fnvdfcVjPeLsjLLOussy5o0KeCHahY3\nvHfu2WNZ/fpZ1uOPOxuHG3LhFkCt7Rn6zFSPsWPhjjugbVunIxGRcNOyZe1XnT//vIK5c+HCC51b\nlt2yzIDUO+6A88+H1asr3weTiYqCrKwMfvjhO9q3X8To0QNC9mqr23TqBF275rJxY807KA88kEGn\nTk3P86RJdY0HcN+dmfrcey+0aqV+6YaIioJp00z7ymWXwZFHOh2R1EU95Ybvg0t1H39sTuB168xK\nbCIi/lQ5k0nVQikxcSzDhw/g7beTiYmB+++HgQODW5yvX29ud//0Ezz9NJxxRvCOLeDxZJKfn1lj\nf6tWmSQm1tzfUIWFmfz3vzV//uyzMykoaPrrBltOjpla9PPP4fDDnY4mdKSnw4YN5sO2OCsSeso7\nAXOAwzG3BZ4FpgJtgVeBzkARcDmwo74XsyyzIth996kgF5HAqLw6mZWVQUlJDHFxFXuvOo8fD//+\nt3kfmjgRJkyAc88NbHFeUmKmfZ02zdwlTE1VD6oT6rqDcvbZFeTkNP11vd5ycnNr7v/44wruvBNu\nugm6dWv66wfD5s0wcqTpI1dB3jhjx5pJKxYuhP79nY5GahNOUyKWAX8BTgROB24FTgDuBhYCxwKL\nfNv1ys42S0iPGBGYYN1K84jalAubcmHzdy4GD04mJ2cCeXmZ5ORM2FuoR0fDpZfCihVw220wapRZ\nuOz99/16+L0WLjRT861caZbnvv32+gtynRc2f+YiNTWFxMRx1fYlJo5l9OjmVVJ1ve6TT/YnKsrM\no+/1mkWumrOgkb/Pi8rFqvr2zaRHj3RSUgpIDpFuGzf9G2nVCrKy4NZbzZSsweamXLhVOF0D+cH3\nAPgd+Ao4EhgC9PXtnw3kUU9hXlFh+tQefBBiYgITrIhIQ8TEwJVXwuWXwwsvmOXZjz3WXDk/9dTm\nv/7WraYA//hjc4V88ODmv6Y0z/7uoATyde+/H15/3aw4O3o03HCDaRPp2LF5v09z1NbitWTJOLKz\nCbk+eDc4/3x47jnzd5ye7nQ0sq9w7SnvAuQDJwGbgATf/iiguMp2pWo95TNnmkd+vnODrEREarN7\nt3l/mjgRevUyhVRSUuNfp6LCrPh3332m+EpPN1fSRMDcoXn6aTO/9bnnmjs1gW6fqo3Hk05+/sQa\n+73eDHJyJgQ3mDDx7bdwyimwdCkcfbTT0USmSOgpr3Qw8AaQBvy2z/fqnIZm5MiRdOnShbIymDYt\nngcfTCIqygPYt1w8Hm1rW9vadnZ7yZI8jjsO1q/38OyzcN55eZx0Ejz5pIcTT2zY6339NUyf7uGg\ng+Dhh/Po2hVatXLH76dt92w/9RScf34eCxfCmDEeysqgX788vF644AL/H2/7dnj++TzWroXiYg/L\nlsH332/G3OA2zzdfQ0lJjOP5CeXtO+7wkJoKf/1rHlFRzscT7tuVXxcVFRFJDgAWAGOq7FsLtPd9\n3cG3va+9c0c+9JBlXXKJQxNXuoDmEbUpFzblwua2XOzaZVkPP2xZhx1mWVdeadZWsCwzJ3VKyjir\nb9/xVkrKOGvevHxrxw7Luu02yzriCMuaNcvMX9wcbsuFk8I9F3v2WNb775tzLD7esq691rKWLq3+\nnMpzrmfPEXvPubr89ptlFRRY1mOPWdbQoZbVrZtlHXywZZ19tmXdfrtlvfyyZa1fb1kpKeNqncvf\n600P8G/sH249L0pLLev44y1r7tzgHdOtuXACETBPeRQwA1gDPFFl/9vACOAh359z63qB4mLTZ/XB\nB4EMU0TEf1q1gjvvNKttTpliBuv16lXA+vUL+PZbuw93xYpxlJXBpZcms3o1HHqog0FLyImKgrPO\nMo+ff4bnn4crrjBz148aBfHxBdx1V2Xvdx7gobDQDCo977xkVqwwq8IuW2b+/OYbM7C4d28YMMC0\nTx1/fM1xXKmpKRQWjqsxbejo0QOC9ruHoxYt4MknzUw2/frBQQc5HZFAePWUnwUUAF9ifwK5B1gK\nvAYcRd1TIlqWZXHnnfDbb6aPTkQkFG3fDr17p7NxY80+3NNOy+Djj9WHK/6xZw8sWGDGJsyfn055\nec1zrnXrDMrLJ3DccdCnjynC+/QxU/O1aNGw42RnF5CVtbDK4NT+GuTpJ8OHw1FHmYktJHgioaf8\nA+qe4rFffT+8aZP55L9qlX+DEhEJpoQE6NQplo0ba34vLk7TSYn/REebha0GDoTTT4/lk09qPqdb\ntxg+/LB5630MHpysIjxAHn0UTj4Zrr4aund3Oprwl51dwNSptSwW4FNXERtx7r3XrGDXoYPTkTir\n6qCESKdc2JQLWyjkoq7FZ+LiKvx6nFDIRbBEei7atKl6zuXt/erwwysiegE+t58XHTqY+ufWW023\nfiC5PReBVjm9Z25uzTtKlVSU+7z8cjo9ehQ4HYaISLMFavEZkbronAtdo0bBpk0F9OyZjseTideb\nTna26iF/mzIlt9rYiNqEU095c1hgkZg4jilTvLpNJiIhT324Emw650JTdnYBN920gO+/rzqYVvWQ\nv2zZYhZsmjQpk927M317a+8pV1FuWJVjQ7UggYiIiEQKrze91pYKt9dDlf3ZpaWxtGxZTmpqims+\nRFgWvPeeGQS9aJGZqejLL9P56KPKPNdelKt9ZR+VCxJEqkjv+apKubApFzblwqZc2JQLm3JhC4Vc\nlJbWPufHhx/GMGoUzJgBX34J5bUPVWkwf+aian92fn4mubkTSUtb4Hjbzfbt8PjjZnrPMWPMKrjf\nfmtm9Rs3rmaL175UlO/D3wOhRERERNyqroHhJ55YwQknQF6eudIbHw9nnglpafDii7B2rZkW0wlT\np9bszy4snERW1kJH4lm2DK67Do4+2szDX/lB5pZb4JBDzHMGD05myhQvXm9Gna+j9hXD11M+lilT\nBrjm9oeIiIhIIFVedd53gaZ966GdO+Hzz+0FoJYtg23b4A9/qD4HfZcuZrGpqq/fmDYTyzKLOW7Z\nYh7ff1/z6xUrMikry6zxs4mJmcyZk0lSkllYLZD++194+WXTorJtm1nA7dpr4fDD6//ZuuYpV1Fu\nWF5vugaliIiISMRp6iDdbduqr9S6bBmUlpoCvXdviIoq4IUXqq8ufNRR47j5Zi9HHZVco+iufBx4\nIHTsCEceaf6sfFRu/+1v6RQU1OyD79Qpg8MPn8CaNXDMMdU/LPTo0fAFq/Zn7VpTiL/4ollBedQo\n8Hprrka7PyrK98+yAj1BZ4jIy8vD4/E4HYYrKBc25cKmXNiUC5tyYVMubJGYiy1bTIH+6afw5JPp\nbNtWWTznAR4AEhIy8Hon1Fp0d+hQ/1Xu+q7ul5aa9pGqHxYKC+Gkk+wivXdvOOEEiI2t+dr7XtlP\nSUlm7lxTjK9ZA9dfDzfeCJ07Ny1HkbCip4iIiIg4qGNHGDLEPAoKYsnPr/mck0+O4eWXm36Myqv4\nWVkZVa7u2+02LVuawrtPH/tndu2CL74wRfq778KDD5oPEElJ9nN/+62ARx6pXuwvW2YGZ/bokcwt\nt8DFF/vninttdKXc0JVyERERET9y+3SLO3bAZ5/ZV9Ozs9MpKakZ75lnZvDBB/6Lt64r5Zp9RURE\nRET8zu0rvcbHw3nnwV13weuvw2mn1d5AEhsbnOmyVZRLNaEwp2qwKBc25cKmXNiUC5tyYVMubJGe\ni6rTAPbsORKvN8PVs9zVNT1ksKbLVk+5iIiIiATE4MHJDB6cHBKDXlNTUygsHFdjAOno0QOCcvxw\n6il/HhgM/AT08O1rC7wKdAaKgMuBHbX8rHrKRURERCJcU6eHbIxImBLxbOB3YA52Uf4w8Ivvz7uA\nBODuWn5WRbmIiIiIBFwkDPR8H9i+z74hwGzf17OBi4IaUQiK9P63qpQLm3JhUy5syoVNubApFzbl\nwqZc1C+civLaHAH86Pv6R9+2iIiIiIirRNJAT8v3qNXIkSPp0qULAPHx8SQlJe0dkFD56S4Stj0e\nj6vi0bZ7tiu5JR6ntiv3uSUeJ7c9er/Qtt4v9rtduc8t8Ti57Yng94vKr4uKitifcOopB+gCvIPd\nU74W8AA/AB2AxcDxtfycespFREREJOAioae8Nm8DI3xfjwDmOhhLSNj3KkckUy5syoVNubApFzbl\nwqZc2JQLm3JRv3Aqyl8GlgDHAd8B1wKTgf7AOuBc37aIiIiIiKuEW/tKU6l9RUREREQCLlLbV0RE\nREREXE9FuVSjni+bcmFTLmzKhU25sCkXNuXCplzYlIv6qSgXEREREXGYesoN9ZSLiIiISMCpp1xE\nRERExKVUlEs16vmyKRc25cKmXNiUC5tyYVMubMqFTbmon4pyERERERGHqafcUE+5iIiIiAScespF\nRERERFxKRblUo54vm3JhUy5syoVNubApFzblwqZc2JSL+qkoFxERERFxmHrKDfWUi4iIiEjAqadc\nRERERMSlIqUoHwCsBdYDdzkci6up58umXNiUC5tyYVMubMqFTbmwKRc25aJ+kVCUxwDTMIV5d2AY\ncKj8W6cAACAASURBVIKjEbnY8uXLnQ7BNZQLm3JhUy5syoVNubApFzblwqZc1C8SivJTgQ1AEVAG\nvAJc6GRAbrZjxw6nQ3AN5cKmXNiUC5tyYVMubMqFTbmwKRf1i4Si/Ejguyrbm337RERERERcIRKK\nck2r0ghFRUVOh+AayoVNubApFzblwqZc2JQLm3JhUy7qFwlTIp4OZGJ6ygHuAfYAD1V5zgYgMbhh\niYiIiEgEKgS6OR2EE2Ixv3wXoAWwHA30FBEREREJuoHA15gr4vc4HIuIiIiIiIiIiIiIiIiIiIiI\n7BXjdAAiIuJqmcApwEd1fP9CzExevwQrIBGRcBQJUyKKiEjT1Tet7MWY1ZJFRKQZImFKRBERaZxx\nwDXAT5jF1z4DfgVuxMxitQG4GugFvOP73q/AJZiLPdOAw4D/AjdgBtqLiIiIiEgDnQJ8CcQBrYH1\nwO1A2yrPmQDc5vt6JqYYr7QIe/7d03zbIiJSj1inAxAREVc5G3gTKPE93sbcVe0BTATaAAcDOVV+\npvKu68HAGcC/qnyvRYDjFREJCyrKRUSkKovaWxtnYgZ1rgRGAJ59fgZM68oOTFuLiIg0ggZ6iohI\nVQXARdjtKxf49rcGfgAOAK7CLsR/Aw7xfb0T+Ab4k287Cjg58CGLiIQ+DfQUEZF9jcVcDf8J+Bb4\nHDNo82/Az8AnmFaV64A/AtMxrS5/whTrTwEdMAX8y5i2FxERERERERERERERERERERERERERERER\nERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERER\nEREREREREREREREREREREREREREREREREREREREREZGGigdeB74C1gCnAW2BhcA6INf3nEr3AOuB\ntUBKUCMVEREREQlTs4HrfF/HAm2Ah4G/+fbdBUz2fd0dWA4cAHQBNgDRwQpURERERCQctQE21rJ/\nLXCE7+v2vm0wV8nvqvK8HOD0gEUnIiIiItIEoXbVuCvwMzAT+ByYDhyEKch/9D3nR+wCvSOwucrP\nbwaODEqkIiIiIiINFOt0AI0UC/wBuA1YBjwB3L3Pcyzfoy41vtexY0dry5Yt/opRRERERKQuhUC3\nfXeG2pXyzb7HMt/265gi/QdM2wpAB+An39ffA52q/Pz/+fZVs2XLFizLithHSso47M8y4/d+7fWm\nOx6bk4/x48c7HoNbHsqFcqFcKBfKhXKhXPjnASTWVuSGWlH+A/AdcKxvux+wGngHGOHbNwKY6/v6\nbWAo0ALT+nIMsDRYwYaK0tLab5iUlMQEORIRERGRyBRq7SsAo4F/YgrtQuBaIAZ4DbgeKAIu9z13\njW//GqAcuIX9t7ZEpJYty6tsFe39Ki6uIuixuElRUZHTIbiGcmFTLmzKhU25sCkXNuXCplzULxSL\n8hVAn1r296vj+Q/4HlKH0aNTyM8fR2npJCAJgMTEsYwePcDZwByWlJTkdAiuoVzYlAubcmFTLmzK\nhU25sCkX9YtyOgCXsHw9PhEpJwduvLGAE05YyEcfxXD88RWMH9+fwYOTnQ5NREREJKxERUVBLTW4\ninIjYotyy4I+feCee+DSS+Fvf4PWrSEjw+nIRERExAlt27Zl+/btTocR8hISEiguLq6xv66iPNQG\neoqfvfUWVFTAxReb7TZt8vjgA2djcou8vDynQ3AN5cKmXNiUC5tyYVMubKGai+3btzs+Q0k4PBr7\nwUZFeQTbs8dcEZ8wAaJ9Z8JJJ8HHH5tCXURERESCQ+0rRkS2r7z6Kjz+OHz0EURVORNOOAFefhk0\nJkNERCTyREVFEYl1kb/VlUe1r0g15eUwfry5Sh61z2lx1lmohUVEREQkiFSUR6h//hOOOAL67TOR\nZF5enopyn1DtBQwE5cKmXNiUC5tyYVMubMqFNIaK8ghUVgb33Vf7VXKwr5TrzpWIiIhEsujoaDZu\n3BiUY6mn3IionvJnn4U33oAFC2r/vmVBhw7wySfQuXNwYxMRERFnqafcFh0dzYYNGzj66KMb/bON\n7SkPxRU9pRlKSswV8jfeqPs5UVH21XIV5SIiIgKQnV3A1Km5lJbG0rJlOampKY1eaNAfrxGu1L4S\nYZ59Fnr1glNPrf37lf1v6itXL2BVyoVNubApFzblwqZc2MIpF9nZBaSlLSA3dyL5+Znk5k4kLW0B\n2dkFQXuNLl26MHnyZE488UTatm3LddddR2lpKQDz5s0jKSmJhIQEzjzzTFauXLn357766is8Hg8J\nCQmcdNJJvPPOO3u/N3LkSG6++WZSUlI45JBD8Hg8bNq0qdbjl5aWcscdd9C5c2fat2/PqFGjKCkp\nafDvXx8V5RHkv/+FBx+E+++v/7kqykVERKTS1Km5FBZOqravsHASWVkLg/oaL730Erm5uRQWFrJu\n3TomTpzIF198wfXXX8/06dMpLi7mpptuYsiQIZSVlVFWVsYFF1zAgAED+Pnnn8nKymL48OGsW7eu\n2mvee++9/PLLLyQlJTF8+PBaj3333XezYcMGVqxYwYYNG/j++++5vyFFVQOpp9yIiJ7yRx6BZcvg\ntdfqf25ZGbRtC5s2QUJC4GMTERERd6itF9rjySQ/P7OWZ2f6Hg1R+3P79s0kL6/+1+jatSv33HMP\nN954IwDz589n9OjRpKSk0K5du2oF8vHHH8+zzz5LVFQUl19+OVu3bt37vSuvvJLjjjuO8ePHM3Lk\nSHbv3s1LL70EwK5du2jTpg3ffvstRx555N6e8q5du9K6dWu+/PLLvf3lH330EcOHD69zIKh6yqVW\nO3eaoryhd9IOOMC0uHz0EQwaFNDQRERExOVatiyvdb/XW0FOTsNew+stJze35v64uIYvI/7/7d13\neFRV/sfxNz2AKKIoTUSjiNiwd8gqEBRXZO37swB2VwK7dopEAbu7QmzrWhbL2nVXCCWohCBWVNaC\nWIIgigiLIgISCLm/P74znEky6TNz78x8Xs+TJ5mSuYcPdybn3vs95+y2227bfu7atSsrVqxg2bJl\nTJkyhby8vG2PbdmyZVtHPPJ3AHbffXdWrFgBWAe5S5cu2x5r3bo17dq1Y8WKFXTu3Hnb/atXr2bj\nxo0ceuih2+7zPI+ysrJat70mKl9JE5MmQXY29OxZ/fMi69/SvYQllWoBG0pZOMrCURaOsnCUhZNK\nWeTk9Cczc3S5+zIzRzF8eL+EvkZkvfe3335Lp06d6Nq1K6NHj+bnn3/e9rV+/XrOPvtsOnXqxPLl\ny8udsQ6fBQfrWC9fvnzbY+vXr+enn36iU6dO5ba7884707JlSxYtWrRtG2vXrmXdunW1bntNdKY8\nDfz8s3XK33mnbr933HE2U4uIiIikt/AMKXl5Y9m0qQkZGVsZPnxAnWZOaehreJ7HAw88wCmnnELL\nli2ZOHEi55xzDoMHD2bw4MH07duXww8/nI0bN1JYWEifPn046qijaNWqFXfeeSd/+ctfmD9/PtOm\nTSM3N3fb606fPp358+dz+OGHM3bsWI4++uhyZ8nBpka85JJLGDlyJPfddx/t27fn+++/57PPPqN/\n//61zqA6qik3KV1TPmYMrFwJjzxSt9/79Vebr3zNGmjRIj5tExERkWAJ6jzle+yxB5dffjlPPPEE\nK1as4LTTTuPBBx8kIyODWbNmMXbsWL766itatmzJ8ccfz6OPPsp2223HokWLuPLKK1m4cCFdunRh\n4sSJDBo0CIChQ4eSkZFBcXExb7/9NoceeihTpkxh99Cc0E2aNOGrr75izz33pKSkhFtuuYVnn32W\n//3vf3Tu3Jkrr7ySq666Kmp761pTrk65SdlO+erV0KMHfPhh/eYcP+QQuP9+OPro2LdNREREgifI\nnfJHH32UE044IWavOXToULp06cL4OJQG1LVTrpryFHfHHXDuubXvkFesf0vnuvJUqgVsKGXhKAtH\nWTjKwlEWjrIIviAdfKhTnsJWrIDHHoNRo+r/GuncKRcREZHU1qhRo/CZa98FoxX+S8nyleHDoXlz\nuOee+r/G99/DQQdZGUxA9lkRERGJo6CWryQbzVMuACxbBv/6F3z+ecNep3NnaNMGvvjCatNFRERE\nJPaSsXxlKfAx8BHwXui+dsBs4EugAGgb8fwbga+AxUBs5qxJAhMmwOWXwy671O33otW/pWsJi2oB\nHWXhKAtHWTjKwlEWjrKQukjGTrkHZAEHA0eE7rsB65R3B14P3QboCZwd+j4AeIDk/DfXyddfwyuv\nwNVXx+b10rVTLiIiIpIoyVgl/A1wGLAm4r7FQB/gR6ADUAj0wM6SlwF3hJ43E8gFKi6jk1I15Rdc\nAHvtBTfdFJvX++wzGDTIOvsiIiKS2tq1a8fPP//sdzOS3o477shPP/1U6f5Uqin3gNeArcDfgX8A\nu2IdckLfdw393InyHfDvgPJLNKWYRYtg5szYdqD33Rd++skWIOrQIXavKyIiIsETrSMp8ZeMnfJj\ngR+A9ljJyuIKj3uhr6pEfWzIkCF069YNgLZt29KrVy+ysrIAVxOWDLdzc2Hw4EI+/LB+vx9Z/xZ+\nvKiokH32gfnzszj99GD9e+N5O3xfUNrj5+2FCxcycuTIwLTHz9v33ntv0n4+xPp2xfeK3+3x83b4\nvqC0x8/b+rzQ50W02xXfK363J5G3wz8vXbqU6iRj+UqkccB64BIgC1gJdATmYOUr4dry20PfZ4Z+\n590Kr5MS5Sv//S8MGGBnyVu3rt9rFBYWbtuZIt1+O/z4I/ztbw1rYzKpKot0pCwcZeEoC0dZOMrC\nURaOsnCqKl9Jtk55K6AJ8CvQGptp5WagL1ZjfgfWEW8b+t4T+Bc2ILQzVvayF5XPlqdEp3zQIDjh\nBBgxIvav/eab8Oc/w/vvx/61RURERNJFqnTK9wBeCf3cFHgauA2bEvF5oCs2ZeJZwNrQ80YBw4BS\nYAQwK8rrJn2n/L334PTT4auvICMj9q+/aRPstBOsWlX/s/AiIiIi6a6qTnnjxDelQb4BeoW+9sc6\n5AA/YWfLu2Nzka+N+J1bsbPjPYjeIU8JY8fCmDEN75BH1j9FysiAXr3g3YqFPymsqizSkbJwlIWj\nLBxl4SgLR1k4yqJmydYplyjmzYMvv4ShQ+O7Hc1XLiIiIhIfyVa+Ei9JW77ieZCVZR3yIUPiu62p\nUyEvDwoK4rsdERERkVSVKjXl8ZK0nfLXXoM//ckW+Gka5wku16yBPfe07/HelqS2/PwiJk8uoKSk\nKS1alJKT05+BA3v73SwREZG4S5WacongeVZHnpsbu05ydTVfO+0EnTvDJ5/EZltBp/o3J5ZZ5OcX\nMWLELAoKJjB3bi4FBRMYMWIW+flFMdtGPGm/cJSFoywcZeEoC0dZ1Eyd8iQ2fTps2ABnn524baqu\nXBpq8uQCiosnlruvuHgieXmzfWqRiIiI/1S+YpKufKWsDA47zGZdGTw4cdt94gnIz4fnnkvcNiW1\nZGXlMndubqX7+/TJpbCw8v0iIiKpROUrKeaVV6BRIzjttMRuN3ymPMmOYSRAWrQojXp/RsbWBLdE\nREQkONQpTzL5+UX07z+G88/PxfPGMH16bOtwa6r52mMPO0u/bFlMNxtIqn9zYplFTk5/2rUbXe6+\nzMxRDB/eL2bbiCftF46ycJSFoywcZeEoi5ppDo0kEh4gF67H/egjGDHCOjeJmrmiUSN3trxbt4Rs\nUlJM37698Tw45pixrFvXhO+/38qkSQM0+4qIiKQ11ZSbpKgpz84eQ0HBhCj3j2XmzPEJa8ekSfD5\n5/DQQwnbpKSQxx+HZ5+FWbNg40bo0MGuvOy4o98tExERiT/VlKeAkpLoFzY2bWqS0HZoBhapr7Iy\nuPtuuOYau92qFRx/PMzWxCsiIpLm1ClPIokYIFebmq+DDoJvv4Wff47ZZgNJ9W9OrLKYOROaNYO+\nfd19AwfajD7JQvuFoywcZeEoC0dZOMqiZuqUJ5GcnP5kZPg/QK5pUzjiCHjrrYRuVlJA+Cx5o4iL\ndiefDDNm2Fl0ERGRdKWacpMUNeU//wydOxdx7LGz2bKlCRkZWxk+vJ8vA+Ryc6GkBG67LeGbliT1\nwQc2heeSJXa2PNJ++1mt+RFH+NM2ERGRRKmqplyzrySRGTPgxBN7M3Wq/7NUHHcc3Hyz362QZHLP\nPTBiROUOOdjZ8unT1SkXEZH0pfKVJDJ1Kvz+9/HdRm1rvo480qZkLCmJb3v8pPo3p6FZLFtms61c\nemn0x5Oprlz7haMsHGXhKAtHWTjKombqlCeJLVusU3PKKX63xLRpA/vsYyUJIjW5914YNgy23z76\n48ceC19/DT/+mNh2iYiIBIVqyk3ga8rnzIFrr4UFC/xuiTNiBHTuDNdd53dLJMh+/hkyM+G//4Xd\ndqv6eWeeaWfMhwxJWNNEREQSTvOUJ7lElK7UleYrl9p4+GHrbFfXIQdXVy4iIpKO1ClPAp6XuE55\nXWq+jj0W5s9P3ansVP/m1DeLzZth8mS3WFB1TjrJFhHasqVem0oY7ReOsnCUhaMsHGXhKIuaqVOe\nBL74An77DQ4+2O+WlNepE+ywg7VPJJpnnrHpDg86qObnduhgZS6a/15iLT+/iOzsMWRl5ZKdPYb8\n/CK/myQiUkmy1pQ3ARYA3wG/B9oBzwG7A0uBs4C1oefeCAwDtgI5QEGU1wt0Tfldd0FxMTz0kN8t\nqeyCC2yZ9Esu8bslEjSeBwceaFMh9u9fu98ZN84OQO+8M75tk/SRn1/EiBGzKC6euO2+zMzRTJqU\n7csaDyIiqVZTPgJYBIR70jcAs4HuwOuh2wA9gbND3wcAD5CE/+Yg1pOHqa5cqjJrlq3c2a8OC86q\nrlxibfLkgnIdcoDi4onk5c32qUUiItElXQcV6AKcDDyCO8o4FZgS+nkKcFro50HAM8AW7Az610BS\nLU+yZg0sXAgnnJCY7dW15iuVO+Wqf3Pqk8Xdd1steaM6XI87/HBYtcrmNQ8q7RdOMmRRUhJ9jbxN\nm5rEdDvJkEWiKAtHWTjKombJ2Cn/G3AtEDm8cFcgPMPxj6HbAJ2wEpew74DO8W5gLM2YAb/7HbRs\n6XdLouvRA9auhR9+8LslEiQffQSLF8M559Tt9xo3hgEDdLZcYqdFi9Ko92dkbE1wS0REqhf9FEJw\nnQKsAj4Csqp4jocra6nq8UqGDBlCt27dAGjbti29evUiK8s2ET668+P21KnQvXshhYWJ2V5WVlad\nnt+4sbXv4Ydh3LjE56PbibsdVpvnT5wII0Zk0bx53bfXrVshTzwBV1wRrH9/+Hb4vqC0x8/bWXX8\nvPDjdlZWe9555zzWrXsKU0inTv9g+PDLAtG+VL0dFpT2+HU7fF9Q2uPn7awk+LyI5/uhsLCQpUuX\nUp1kG+h5K3A+UApkANsDLwOHA1nASqAjMAfogastvz30fSYwDni3wusGcqDn5s2w666waBF07Oh3\na6p2xx12pvzee/1uiQTB8uXQqxcsWWKz89TVzz/D7rvb6p5BvUIkyWPDBthttyJ69JiN5zVhwYKt\nvPRSP049VYM8RcQfqTLQcxSwG7AHcA7wBtZJfxW4MPScC4F/h35+NfS85qHf2Rt4L4HtbZB582Dv\nvRPbIa94lqM2UrWuvD5ZpKq6ZHHvvbYqZ3065AA77mid+qDGr/3CSYYs8vLgxBN789Zb43n77Vx6\n9hxP+/ax75AnQxaJoiwcZeEoi5olW/lKReHT27cDzwMX4aZEBJuh5fnQ91LgSqovbQmUadOCO+tK\npEMPtfrh9ethu+38bo34ae1aePxxG5zcECefDPn5tqCQSH2tXWtTcs6b5+7LzoaZM+Hoo/1rl4hI\nNMlWvhIvgStf8Tw7S/7ii3bWMOiOOw5uvhlOPNHvloif7rrLOuRPP92w1/nkEzj1VCuBqcvsLSKR\nRo+20rrHHnP3vf663f/OO/61S0TSW6qUr6SNxYutprw2KyEGQaqWsEjtbd4MkybZNIgNtf/+UFpq\n7wOR+li50hZcy80tf/9xx9k4nTVrfGmWiEiV1CkPqKlT4ZRTEn+WsL41X6nYKVf9m1ObLJ57zqbI\nPPjghm+vUSMYODCYUyNqv3CCnMWtt8L550PXruXvb9ECeveG116L7faCnEWiKQtHWTjKombqlAdU\nkFfxjOaYY+Ddd+3spqQfz3OLBcXKwIFWVy5SV0uXWgnVqFHRHx8wwFacFREJElVrmkDVlK9ZA3vu\naVPCZWT43Zra228/ePJJOOQQv1siiVZQAFdfDR9/HLurOxs2QIcO8P33sP32sXlNSQ9Dh0KXLjB+\nfPTHv/oKsrLgu+80ZkFEEk815Ulk+nQ44YTk6pBDapawSO3cfbd1ymPZwWndGo49FmbPjt1rSupb\ntMiusFx9ddXP2WsvK2P59NPEtUtEpCbqlAeQn6UrDan5SrVOuerfnOqy+O9/4bPP4I9/jP12Tz45\neHXl2i+cIGYxdqyVUbVtW/VzGjWKfQlLELPwi7JwlIWjLGqmTnnAbN5sZwYHDvS7JXUX7pQHqBJI\nEuCeeyAnB5o3j/1rhzvlZWWxf21JPe+/b1MdXnVVzc8Nz1cuIhIUqqYzgakpf+01GDMmOefQ9Tzo\n3Bnmz4c99vC7NZII330HBx5o84lXd2ayIfbZB555RmMVpGb9+8PgwXDFFTU/99dfoVMnmzqxdev4\nt01EJEw15Uki2WZdidSoUeqVsEj1Jk+GCy+MX4ccNAuL1M6cOVBcDBddVLvnt2ljqxHPnRvfdomI\n1JY65QHief53yhta85VKnXLVvznRsli3Dh59FEaOjO+2g1ZXrv3CCUoWnmfTH958c93KqGJZwhKU\nLIJAWTjKwlEWNVOnPEAWLYKtW+GAA/xuSf2lUqdcqvePf1inZvfd47ud44+398bq1fHdjiSvadNg\n/Xo499y6/Z7mKxeRIFFNuQlETfntt1uN7n33+d2S+isthXbtbPGOdu38bo3Ey5YtNpf+v/9tJQDx\nNngwnH46nHde/LclyaWsDHr1sjnJBw2q++927GhjeDQORkQSRTXlScDv0pVYaNoUjjwS3nrL75ZI\nPD3/POy9d2I65KC6cqnaM8/YQM1TT6377zZubFd7dLZcRIJAnfKAWL3a5nrOyvK3HbGo+UqVEhbV\nvzmRWXieLRZ0zTWJ2/5JJ9mqoaWlidtmVbRfOH5nsWUL3HQT3Hpr/ReuilWn3O8sgkRZOMrCURY1\nU6c8IKZPhxNPtFXmkl2qdMolujfesPn0BwxI3DY7d4auXZNzqlCJn0cftTKq3/2u/q/Rr5/N3LJl\nS+zaJSJSH6opN77XlJ9xBpxyCgwZ4mszYmL9eujQAf73P8jI8Ls1EmsDBsDZZ8PQoYnd7ujRdpb+\n1lsTu10Jpt9+g732snENhx/esNc67DD461+hd+/YtE1EpDqqKQ+wkhJbNOjkk/1uSWxstx306AEf\nfOB3SyTWPv7Yvv74x8RvW3XlEum++2z8SkM75KDVPUUkGNQpD4C5c6FnT9hlF79bEruar1QoYVH9\nmxPO4q9/heHD/SmzOvJI+P57m6HIT9ovHL+y+OUXuOsumDAhNq8Xi6kRtV84ysJRFo6yqJk65QGQ\nCrOuVJQKnXIp7/vv4dVX4fLL/dl+kyZ2RjNICwmJP+65xwb/9uwZm9c76ihbDXTVqti8nohIfaim\n3PhWU+55Nj/utGmw//6+NCEufvjB/j2rV9u0Y5L8brgBNm2Ce+/1rw1PPw0vvGB1xJKeVq2Cffe1\n8rhu3WL3upoLX0QSRTXlAfXppzaV1377+d2S2OrYEdq2hcWL/W6JxMKvv8Ijj8DIkf62Y8AAmymj\npMTfdoh/brvNxjTEskMOWt1TRPynTrnPwqUr9Z1jN9ZiWfMV7xKW/PwisrPHkJWVS3b2GPLzi2L6\n+qp/cxnvs88QmjYdw2efxTbjutppJ7sCM3euf23QfuEkOotvv4UnnrCZeGItPF95WVn9fl/7haMs\nHGXhKIuaNfW7AXWUAcwFWgDNgf8ANwLtgOeA3YGlwFnA2tDv3AgMA7YCOUBBQltcg6lT4ZZb/G5F\nfBx3HMybB5deGvvXzs8vYsSIWRQXT9x2X3Gx/aUeOFDzmsVC+YwLgSxGjPA/45NPtrry/v19a4L4\n5JZb4LLLbMrVWOvWDdq1g4UL4ZBDYv/6IiI1Ccj52TppBWzEDijeBK4BTgX+B9wJXA/sCNwA9AT+\nBRwOdAZeA7oDFc+F+FJTvmoVdO9u35s3T/jm4+7zz20auyVLYv/a2dljKCioPPVCdvZYZs4cH/sN\npqGgZrxwIZx5Jnz1lW9NEB988YUd6H/5Jey4Y3y2MWKEdfhvvDE+ry8iAqlVU74x9L050AT4GeuU\nTwndPwU4LfTzIOAZYAt2Bv1r4IhENbQm+fm2mlwqdsgB9tnHpi5bsSJ2r7llC8yYAQsXRr/Is2lT\nk9htLM2VlAQz44MOgo0b1SlPN2PHwl/+Er8OOWi+chHxVzJ2yhsDC4EfgTnAZ8CuoduEvu8a+rkT\nEDmr8XfYGfNACOJUiLGs+WrcGI49FubPb9jrbN1qS7tfeqkNIJ0wAdq1K4363IyMrQ3bWIR0r39r\n3jwy48JtP8Uy4/po1MhKWPxaSCjd94tIicriww+tFC4nJ77b6dPHtrVuXd1/V/uFoywcZeEoi5ol\nW005WOlJL2AHYBbwuwqPe6GvqkR9bMiQIXQLDedv27YtvXr1IisrC3A7Uixvb94Mr7+excMPx+f1\ng3L7uOPg2WcLad++br9fVgbNm2fx3HPw9NP2+5dcksWHH8KSJYW8/XZ7Hn10dES9MzRrVsC55w6I\nWfvDgpRnIm9vt11/WrUazcaN/bDj4CwyM0fRp8+uFBYW+tq+rl1h+vQsRo5M/PYXLlyY8H9vut++\n7joYPTqL1q3ju73WraF790ImT4YxY+r2+2FByMvv2wsXLgxUe/y8rc8L3Q4rLCxk6dKlVCcZBrQs\nOwAAIABJREFUa8ojjQV+Ay4GsoCVQEfsDHoPrK4c4PbQ95nAOODdCq+T8JrymTPtjG+qL7Dz1lu2\nAuQHH9T8XM+DBQvg2Wfh+edtSsVzzoGzz4a99qr8/Pz8IvLyZrNpUxMyMrbSsWM/5szpzYwZNo+x\n1N+LL8K118KttxYxZYrLePjwfoEYSPvrr9Cpk82Hv912frdG4qmoCC680GrKmzeP//buuQe+/hoe\nfDD+2xKR9FRVTXmydcp3BkqxmVVaYmfKbwaygTXAHVhHvC3lB3oegRvouReVz5YnvFP+pz9B165w\n/fUJ3WzClZTYNHY//ABt2lR+3PPgk0+sI/7cc7ZqY7gjXp+52594Aq67Dl55BY4+uuHtT0eLF8Px\nx9uB46GH+t2aqvXtawd8gwb53RKJF8+zffGSS6xjngiffmplhUuWBGeqWhFJLaky0LMj8AZ2Lf1d\nYCrwOnYmvB/wJXAC7sz4IuD50PcZwJVUX9qSEJ5n9eSnnOJ3SyqLvNQSC6+9VkSzZmM47rjyc4kv\nXgw332zLZJ96qtWNv/iinQ275Zb6L6Z0wQXw2GP2mg2tOY51Fslg/Xr4wx9sgZbIDnkQsxg40J+6\n8iBm4Zd4ZzF9Ovz0U2JX2dxvPxtQXteBxNovHGXhKAtHWdQs2WrKPwGizSD7E9C3it+5NfQVGB9/\nDE2bWoc0lYXnuV67diJr19q/e8GC0Wy/PZSU9Oass+Dxx+HII2N7Rurkk2HaNDuDetttMHRo7F47\nlXkeXHyxXWG4+GK/W1Ozk0+2UgPP0xnNVFRWZosETZhgV9ASpVEjt5BQ9+6J266IiP6UmYSWr0yY\nAKtXw6RJCdukL6qa5/rww8fy9tvj4/6H9osv7I/rZZfBDTeo41aTSZNgyhSbLadlS79bUzPPg733\nhpdesmkSJbU8+yz89a/w7ruJf+8+/7yVwk2bltjtikh6qKp8JdnOlKeEqVNh4sSan5fsqprnulWr\nJgk587XPPjbQdMAAWLkS/vY3m6ZRKps/H269Fd55Jzk65OCmRpw+XZ3yVJGfX8TkyQX89ltTFiwo\nZdSo/jRqlPiBxX372tWikhJo0SLhmxeRNKUuSoKtXGlncHv7P4FFVLGs+WrRIv5zidekUyebvWHh\nQjj3XPsjW1vpUv+2cqUNrH38cdhjj+jPCWoWftSVBzULP8Qyi3C5W0HBBObNy+W33ybwz3/O2jYO\nJZHatbPa8rrMjqX9wlEWjrJwlEXN1ClPsPx86N8/dVfxjJST05/MzNHl7svMHMXw4f0S2o62ba0+\ndMsWO7Nan4VBUlVpqc12c9FFlk2y6dPHxir89JPfLZGGmjy5ILTugFNcPJG8vNm+tEere4pIoqnK\n1iSspvy00+D00+H88xOyOd9VnEvcz3mut261qSjfe89KHjp08KUZgXLttTYlZX5+YgfTxdKpp9pV\nkHPP9bsl0hBZWbnMnZtb6f4+fXIpLKx8f7y9846tIvzxxwnftIikONWUB8CmTbZc/KOP+t2SxBk4\nsHcgFpsB63Q++CCMHw/HHmtnz6MtShQv4XrZkpKmtGhRSk5Of1+zeeklm4ZywYLk7ZCDqytXpzy5\nBaHcLdLhh8P338OKFVYGJ1IXQfu8F0kmXiLk53veccclZFP1NmfOHL+bkBAPPeR5HTp43vvvV/2c\nWGYxbdpcLzNzlGdzhthXZuYob9q0uTHbRl0sXux57dtX/++PFOT9Ytkyz9t5Z88rLU3M9oKcRaLF\nMouXX57rNWtW8T1yo2/vEc/zvDPP9LzHHqvdc7VfOOmeRfnP+zm+f94HRbrvF5GoYs0c1ZQn0NSp\ntlKc+O+yy+ys+Uknwew4l6xu3AjjxgWnXja8QNDEiXDYYQnffMx17WqlSO+/73dLpCHefrs3hx2W\nTXb2WPr0ySU7eyyTJg3w9ezigAF2RU2kLoI2PkKSh2rKTejAJZ4bsM5DQQHsu29cNyV1UFQEZ5xh\nc3THqvxhyxarW3/jDXj99XB5SC7r1uVWeu4xx+Qyf37l++PF8+CPf7RpDx99NHXmbr/hBmjWzEqT\nJPm8+SaceabVb7dv73drnO++s+k2V61K7hIvSYzvv7f57W+5JZdNm3IrPe7X+AgJnqpqynWmPEEW\nLrT5bnv08LslEql3b+s4X3edzWNeH2Vl8NFHtrrkySfDTjvBVVfBL7/A9dfDDz/AUUdFr5ddsGAr\nL7xgneVEyMuzKTnvvz91OuTg6sol+axfD0OG2JWrIHXIAbp0sXryBQv8bokE1ebNNj5n4EA44ABY\nuhQOOihY4yMkeahTniDh0pWgd4TScR7RAw6wM3V//7t1oqdNKyI7ewy9eg0hO3tMpXmSPQ++/NI6\nEWecAbvsYtMKFhfDsGGwZIl10u++28pj2rSpenrICRP6MW4cDB5sZ1niaf58K1l58cW6LxAU9P3i\nmGPgm2/sACjegp5FIsUii+uus4HXp53W8PbEQ3Z27UpYtF846ZDFJ5/An/9sB255efY3YPly+zsy\ndmzk530hADvvnPjpgIMmHfaLhtLsKwkydSrccYffrZCq7L67dVqPPbaIBx6Yxfr1E7EP0yyKi0ez\nejU0atR7W0kKwIkn2nR8995rH8zVCdfF5uWNjZge0uplc3JsNc1evWDCBLjkktivPPrjj7ZA0GOP\nwZ57xva1g6BpU5v/f8YMOzCS5FBQYEvZB3nawexsGDcObrrJ75aI39auhWeftdK/lSvhwgtt1eiK\ns3hFft6vXLmcNm1e5+OPB7Drrpp9RaoX8PO2CRPXmvIVK2x1uFWrrO5Vgqtv3zG8/vqESvc3bTqW\n004bz4knwgknwN57x/6qx6ef2tLeLVrAP/4B3bvH5nVLS6FfPzj+eLjllti8ZhA98QT85z92KVmC\n7+ef4cADbSXZvn39bk3VNm2yq2HLlsGOO/rdGkm0sjIoLLQTGtOm2cH/sGH2mVqXcQYvvQRXXw0f\nfGAljpLeNE+5j/Lz7WyLOuTBV1oa/S1xzDFNeOGF+G57//3tbP1991k5xtVXwzXXNHy/GTXKVpAd\nNy427QyqAQMgJ8dqPNNhxdxkl5MDgwYFu0MOkJEBxx0Hr71mg1EldVQ3l/iyZTBlih00br+9rXp8\n772w887129bpp9uCVP/3f8m9WJvEl2rKEyCZpkJM95qv8guYFG77qWXLxAzQadIERoywgWWFhbaA\nSUMGmb38Mjz/PPzrXw37I5AM+8Uuu8A++9j4gHhKhiwSpb5ZvPyydVCSpaSvNlMjar9wkiGL/Pwi\nRoyYRUHBBObOzaWgYAI5ObO47roi+veHQw6xq9svvWQTNeTk1K9DHpnFbbfZlZdUvmJZnWTYL/ym\nTnmc/fabda5OOsnvlkhtVDUgM9EDdLp1g5kz7Wz5wIFw7bU233ldfPEFXH45vPBC+lwuHTjQzkJJ\ncK1aBVdeaWchW7f2uzW1Ex7smahZkiT+os0lvmTJRB57bDbDhtnA+/vus855rEoVmzZ1NemaLUqi\nUU25iVtN+bRpcNddMHduXF5e4iA/v4i8vNkRAzL7+bqAyapVMHIkvPsuPPywDTCtyYYNcOSRdnbn\n0kvj38agWLAAzj8fPv/c75ZINJ5nC1ftsw/cfrvfrak9z4M99rADvv3287s1EgtZWbnMnZtb6f5E\nzCU+f769D955x/YrST+qKfdJMpWuiBk4sLevnfCKdtnFyk+mTYOhQ22A0d13Vz3ozPNsBpfDD7fv\n6eSQQ2wA4ZIlqTnLTLJ78kmbOvTZZ/1uSd00auRKWNQpTw3lSxWdRMwlfuyxNtbn9NOtg17XKWol\ndal8JY48zzpSydQpV82XE7QsTjnFZmhp2dI6Bi++GP1y+n332ZniBx6I3WXXoGVRlcaNYf/9ixg4\ncAxZWblR55lvqGTJIhHqksXy5TZw+YknbIahZJOdbSVlVdF+4SRDFsOG9adp0/iXKlaVRU6OzbB1\n1VUx3VygJcN+4TedKY+jDz+0msl99vG7JZIqtt/eOt3nnmvTJz79tK3O+dFHNovAqlVN+eyzUh54\noD8tWwbnbH+i5OcX8emns/jxx4ksXmz3FRfbH94gXf1IN2VlNo3ciBE2H38yOuEEuOACG9vRqpXf\nrZGGKCuDp57qzYABsGVL5bUjEqFRI3jkESszfOQR+zwXUU25iWlNeXiapS++aAqUcv/9/dUhkJjb\ntMkWHbr33iIyMmaxerUbtJSZOZpJk7LTbr/Lzh5DQUHleeazs8cyc+Z4H1okYFdtpkyxS/VNk/hU\nUO/eVnYwYIDfLZGGuOUWmD3bFoLze/rUxYttv5oxAw491N+2SOJUVVOebOUruwFzgM+AT4Gc0P3t\ngNnAl0AB0Dbid24EvgIWA/3j3cDIaZaWLctl2bIJjBgxK+aX0EUyMuyPywEHFJTrkAMUF08kL2+2\nTy3zT0lJ9B7fpk2aFNgvX39tq2FOmZLcHXKouYRFgm/GDBsw//zz/nfIAXr0sIPWM86ANWv8bo34\nLdk65VuAPwP7AUcBfwL2BW7AOuXdgddDtwF6AmeHvg8AHiDO/+Zo0ywlUwdJNV9OsmTRrFn8O6LJ\nkkUiBm8lSxaJUFMWW7faUuRjx1rnI9lVN1+59gsnqFksWQJDhsBzz0HHjonZZm2yOOMMG/R53nn2\nnklVQd0vgiTZOuUrgYWhn9cDnwOdgVOBKaH7pwCnhX4eBDyDdeaXAl8DR8SzgTpTJ4nm5ywCQRNt\nnvlmzUZxwQWJnWdezN1326DO4cP9bklsHHywnc1ctszvlkhdbdxo0xCOGWOznwTN7bdbG8eryi6t\nJXNNeTdgLrA/8C0QniCuEfBT6HYe8A7wdOixR4AZwEsVXitmNeWqaZVEC5dMRV6hycwcxaRJiRu0\nFCQV55lv06YfS5b05o03YIcd/G5d+vjkExscuWAB7L67362JnfPOsxrgdJr/P9l5nl2xKSuzaTlj\nNStVrK1caXXljzyiBQdTXarNU74d1rEeAfxa4TEv9FWVuK7JNnx4f4qKRrNpU/kO0vDhGhkk8RHu\neOfl+TOLQNBUnGfe82zWj4EDrfQgWVaRTGabN9siTnfckVodcrC68n//W53yZHL//fDf/8Lbbwe3\nQw7QoYPN4X/GGVpYKF0lY6e8GdYhfxL4d+i+H4EOWHlLR2BV6P7vscGhYV1C91UyZMgQunXrBkDb\ntm3p1asXWVlZgKuDqs3tLVt6s8MOH7H//ufTunUmGRlb6dNnV1q3Ltu2rbq8XqJvR9Z8BaE9ft4O\n3xeU9lR3u3Vrtl2Jscdju78tXLiQkSNHBubfW5fbc+cWctpp8OuvWZx2Glx7bSHNm9f/9e699956\nfz6k2u2K75Xw448+CrvtlsXQocFqbyxut25dyKxZsGVLFs2aJefnRbxvB+nzIi+vkJtuggULsmjV\nKvHbr+vnxdathZxxBpxxRhbz58M77yS2vX58XqTD7fDPS5cuJZU0Ap4A/lbh/juB60M/3wCEF3Du\nidWgNwf2AIqJXrLjxUJJiedlZnre7NkxeTlfzJkzx+8mBIaycFIhi9JSzzvzTM879VTP27y5/q+T\nClnESrQs3n3X83bZxfNWrEh8exLl4IM9b9688vdpv3CCksUPP3he586el5/vXxvqk0VZmeeddZbn\nXXRR7Nvjp6DsF0FAFVUbAb6QE9VxQBHwMe4fdCPwHvA80BUb0HkWsDb0+ChgGFCKlbtEGzsfyqhh\n/vY3m/d02rQGv5SIxMHmzTbYa4cdbGXJJhp/HVO//WaDIW+5Bc46y+/WxM+NN9r0jhqUF1xbtsCJ\nJ9rXuHF+t6bufv0VjjjCVsG96CK/WyOxVlVNebJ1yuOlwZ3yNWtsyq+iIth33xi1SkRi7rffrL58\nr73g738Pdo1pshk5En78EZ55xu+WxNfcudZZev99v1siVRk50ubIf/VVaNzY79bUz+ef26DimTO1\nsFCqSZXFgwIrfGYo2TvkkfVP6U5ZOKmURcuW8J//wMcfW8eqrsfjqZRFQ0VmMWcOvPiiDapLdUcf\nDV9+CatXu/u0Xzh+Z/Gvf9kV6yef9L9D3pAs9t3XLSz000+xa5Nf/N4vkoE65THwxRfw9NOQm+t3\nS0SkNtq0sZX9Xn8dbr7Z79Ykv3XrYOhQWymxXTu/WxN/zZtDVpYt1S7B8vHHNtvSyy/DjjvW/Pyg\nO/NMGDzYpuIsK6v5+ZLcdOHWNKh8ZdAgOO44uPbaGLZIROJu1Sq7PHzJJXD11X63JnldfLGdkXz4\nYb9bkjgPPmjT1k2ZUvNzJTHWroXDDrMD7f/7P79bEztbttic/337Jmd9vFSmmvLq1btT/sYb9gdp\n0SLIyIhxq0Qk7r77Do4/Hm64AS67zO/WJJ/8fLjqKjtD2aaN361JnCVL4JhjYMUK/0skxM4iDxoE\ne+4Jkyb53ZrY++EHO+B49FEYoGVPkp5qyuNg61Y7u3bHHanTIVfNl6MsnFTOoksXeO01m0njqadq\nfn4qZ1Fb+flFZGePYf/9h/CHP4zhssuK0qpDDtb52357OxgB7ReR/MhiwgQ7U3733QnfdLVilUXH\njraw0DnnFNG79xiysnLJzh5Dfn5RTF4/EfQeqVkyLh4UGE8+Ca1a2SAMEUlemZlQUGDTp7VubTWc\nEl1+fhEjRsyiuHgiUAhk8cgjozngANJuFdnsbFsltlcvv1uS3mbMsNKp99+HZs38bk38rFtXRNOm\ns5g3z60YXlw8Gki/916qUvmKqXP5yoYNsM8+8NJLcOSRcWqViCTUhx/apeGnnoL+/f1uTTBlZ4+h\noGBClPvHbltVNl1Mmwb33GMzz4g/ioutjOjll+HYY/1uTXzpvZc6VL4SY3fdBX36qEMukkoOOQRe\necUGic2b53drgqmkJPoF1k2b0m8lpqwsWLAA1q/3uyXpaeNGOP10GDMm9TvkoPdeOlCnvB6+/x7y\n8uDWW/1uSeyp5stRFk46ZXHssbb4zemnW4eronTKIppffimNuFW47aeMjK0Jb4vfttvOVl2cM0f7\nRaREZOF5NjD7gANsoHFQxTKLFi1Ko96fLO89vUdqpk55PYwebR8Gu+/ud0tEJB769oV//ANOOQU+\n/dTv1gTHCy/AN9/0p0uX0eXuz8wcxfDh/Xxqlb+6di3iT38aw8iR/0y6gXfJ7P774ZNP0mtV3pyc\n/mRmln/v7bxz+r73UlGa7Mo1qnVN+Qcf2B/qL76wkfcikrqeecZW/SwshL339rs1/nrqKVuLYeZM\n+O67IvLyZrNpUxMyMrYyfHi/tBxolp9fxBVXzGL5cjfwLjNzNJMmZadlHokyfz784Q/w1ls2SDud\n5Oe7996WLVv55JN+fPVVb3bd1e+WSV1onvLq1apT7nnwu9/BH/8Il16agFaJiO/+8Q+YOBHGjSvi\n2WcLKClpSosWpeTk9E+bjtdjj8HYsTZDzX77+d2a4NDAu8RbudLm6374YTj5ZL9b47/rrrM5zJ98\n0u+WSF1ooGcM/Oc/sGYNDBvmd0viRzVfjrJw0jmLSy6Bvn2LuPTSWRQUTGDu3CwKCiYwYsSstChV\neOghW0XwjTcqd8jTeb+AigPvCrf9lO4D72K9X4Tnxe/dO5d99x1Dnz5FSdMhj/d75KaboKjI3p9B\nl+6fF7WhTnktbd5sl27vuQeaanZ3kbSyfHkBpaUTy91XXDyRvLzZPrUoMSZNgttvt/KdffbxuzXB\nU9XAu0aNkmPgXTIIz4tfUDCBefNyWbt2Au++mx4HxLWx3Xb2Pr3ySigp8bs10lDqlNfSAw9YTWmq\nz12clZXldxMCQ1k46Z5F+TOiWdt+SuUzonfeCZMnw9y5Vdftpvt+UX7gXRYAbduO4qOP+vHSS741\ny3ex3C8mTy4ILVTlJNMBcSLeI4MGWf8kaKuZVpTunxe1oXO+tfDTTzb9oa68iKSnqs6I/u9/W9m6\nFZqkWN98/Hgb2Dl3LnTp4ndrgis8piAvb2zEoNcBtGvXmwsugH//2w5sdtzR54Ymoa1bbbXUBQs0\nN3dNGjWyaZoPPRTOPRf23NPvFkl96Ux5LYwfD2ecAT17+t2S+FPNl6MsnHTPovwZ0UIAOncehef1\n46CDYPp0Gwie7DzPFmJ59tnadcjTfb8A65jPnDme3NwsZs4cz8CBvTn6aFi4EHbYAQ480AbIppOG\n7BerV8Mdd9iZ35tugo4dNTd3bXTrZiW2V10V3M8ifV7UTJ3yGnz5pY1qzs31uyUi4peBA3szaVI2\n2dljOeigf5KdPZa//30An37am1tvhauvhhNPjL7YULLwPPujPm2aXRXs0MHvFiW31q3hvvvg8cfh\n4out5nfDBr9bFUyeB2++aSvpdu9uUw4/95y9n+64o/Lc3Ok8L351/vIXWLYMXn7Z75ZIfWlKRFPl\nlIiDB8NRR8H11ye4RSKSNEpLbdrA3Fxben3iRNhjD79bVXtlZTBiBLz9tp3VbdfO7xallrVrLd/5\n82HKlPRYEr421q2zMqkHH7TJFK64Ai68sHK5T+Tc3Ok8L35tzJ0L550HixZBmzZ+t0aqonnKqxe1\nU15YCEOHwuefQ0ZG4hslIsll/Xr4619tNoQLL7TVf3faye9WVa+sDC6/3FZHnDED2rb1u0Wp65VX\n7Iz5hRfCzTdDixZ+t8gf//2vdcSfe86uMF1xBZxwQvqszBlvF14IO+9ss8VJMGme8joqK7NLQbff\nnl4dctV8OcrCURZOdVlst53VwX72GWzaBD162Cwmv/2WuPbVxdattu7C4sV2hryuHXLtF05tshg8\n2DqkX34Jhx9udeepKFoWmzbZWfFjj4WBA6FTJ3ufvPiidcxTtUPux3vkrrus7PbjjxO+6Wrp86Jm\n6pRX4ckn7SzGWWf53RIRSTYdOtg0qvPmWUlIjx72mVJW5nfLnNJSOP98WL7czpDrUndi7LILvPQS\nXHONTbE7caL9XyRKeCGerKxcsrPHxHS+7/Brjxz5z22vXVxsq0527QpPPGHjFpYutYPXTp1itmmJ\nsMsuMGGCXQEL0meO1CwZj00fAwYCq4ADQve1A54DdgeWAmcBa0OP3QgMA7YCOUC0cfDlylc2bLCF\nMl580erJRUQa4s03rTOyaZOdOe/n8xi1zZvhj3+0z7qXX4aWLf1tT7pavtyuVPz6q9Wax3uBpvBC\nPJHzfmdmjmbSpOwG12hHe+2WLUfTtGk2l17am8susxlVJDHKyuyqxLBhtiqxBEsq1ZQfD6wHnsB1\nyu8E/hf6fj2wI3AD0BP4F3A40Bl4DegOVDx2LNcpv/lmu5z7zDPx+0eISHrxPOsA33CDzSN8551w\n0EHWmZk8uYCSkqa0aFFKTk7/uA5iKymBM8+0n194IX3rmoOirMzqq8eNs7PHV10FjWN8DfvXX21s\n1LBhY/jsswmVHm/TZiw9eoynaVObc7+m79HumzZtDMuXV37tvn3HMnv2+Nj+g6RWFi60qzGffQbt\n2/vdGgH3eV9QMBGi9MGTcfGgeUC3CvedCvQJ/TwFm0j4BmAQ8AywBTuD/jVwBPBOVS++YoVNwp/M\nU5s1RGFhoVbdClEWjrJw6ptFo0Zw+ulw6qnw97/bH8v99itiyZJZLFvmzi4WF9v0b/HomP/2m9U1\nb7cd/Otf0Lx5w15P+4VT3ywaN4Y//cmunlx4IfznPzaN4ief1P1gbe1a63wvWlT+a/VqOwu/alX0\nP/l7792EvDwbY1BaWr/vBQWRr11IeIXTLVvSe5EfP98jvXrZNJPXXWf7lN/S/fOi/NWkiVGfk4yd\n8mh2BX4M/fxj6DZAJ8p3wL/DzphXacwYu9TTrVusmygiAs2a2dnQCy6AXr0KynXIIbyE+NiYd8o3\nbIDf/x46drRSiaap8umfIrp3tzEId90F++9fRMuWs1i1KvrB2po1lTveixbBL7/AvvvaQnc9e9r0\nnD172t+zJk0gO7s06kJG7dtv5cgjG9b+V18tpbi48v3JsshPqrrlFtsn5s2D44/3uzXpbfLkgnLl\nXdGk4seyF/qq7vFKhgwZQosW3Xj+eRg9ui2Fhb22HdGFRwynw+2srKxAtUe3g3M7LCjt8et2+L5Y\nvF7Xrk355pvC0KuGX7+QN99czpAhtqLmxo2FtG8PJ5+cRZcu8PHHhTRqVPPrb9jQmMmTC/jxx+9o\n3HgrJSWXcMQRvTnvvELefFOfF0G83bQpHH10Ibvt9iiLFj2JsceLiydy/vlj8bwyNm+GAw/MomdP\naN68kL594ZFHsthtNygqqvz6y5fb7Zyc/nz66XmsWHEx4f2tU6f/o0+fIwirb/tzcvpTXDya4mI3\nYCIzcxR9+uwas/dLMt4O3+fX9j/4oJBLLoErrsjiww/hrbcSu319XthtgE8/fRMYQnWSsaYcrHxl\nKq6mfDH2CbMS6AjMAXpgJSwAt4e+zwTGAe9WeD2vrMzjxBNttpXLL49fw0VEwrKzx1BQULkO99BD\nx3LlleP57jsqff32m3XWq/t6770i/vzn8oPu2rQZzdNPZ/P732vRlaDLyspl7tzcSvcfcEAuM2bk\n0qlT/acQjOdCPFrkJ5g8D04+GbKytBCiH8rK4KGHYMSIMZSWhj/vow/0TFbdgE8ibocHeIJ1xMOd\n8J7AQqA5sAdQTPQQvP/8x/N69vS8LVu8tDZnzhy/mxAYysJRFk4ss5g2ba6XmTnKsz+b9pWZeaM3\nbdrcKn9n/XrP++ILz3v9dc+bMsXzJk70vCuu8Lzf/97zDj7Y89q397xGjUaXe83wV3b2mJi13fO0\nX0SKZRb9+yfm/y9etF84Qcni6689b6edPG/pUv/aEJQsEumbbzzvhBM878gjPe/BByM/76NXbSRj\n+coz2KDOnYHlwE1YJ/x54CLclIgAi0L3LwJKgSupIohrroHJk1VnKSKJEz6LmJc3NuLs4oBqzy62\nbm31x927V/26vXs3Zd68yvdv2pTeg+6ShSsFiZy6cBTDhw/wsVWSzDIzYcQIyMmxwcSK79a6AAAV\nV0lEQVQSX54HDz9s4xSvvRauvhqaNOnNbrvZ5/2sWdF/L2VOnTeQt9NOo5kyJb5TkYmIJEJVZTHZ\n2WOZOVPT0yUDlYJIrJWUwIEH2mDiU0/1uzWpa9kyuPhiG3j9z3/aYOuKUmme8njwwIvZIgoiIn6K\nvkjMKCZNqv4svIikttdfh4susrnLW7f2uzWpxfPgkUdg1Cj4y1/sDHlV1RfqlFfPq266lnRSiJsD\nIt0VoizCClEWYYUoi7BClEVYIcoirBBlEVaIsggrRFmENSr3zWmc6IYEVSM8GuGR1WdctPE16fM1\nZ47/bQjKl7JQFspCWSgLZZFiWaz8waP9zh6ffqIsGvrllXk89qjlOWG8x5bNtfzdKvuiAlj5Cqjm\nUkRERFLb/ffDc8/B3Ln1n14z3X3/vS02+cMPtiDbgQfW/nerKl/RmfIINrq9X81PFBEREUlSl19u\nax5MmeJ3S5KP51luBx8MRx4J771Xtw55ddQpD8nOHqtBUFRevTGdKQtHWTjKwlEWjrJwlIUT1Cya\nNLEFba6/HtasScw2g5pFXaxYYTPX/PWvUFAA48ZBs2axe311ykNmzhyf9h1yERERSQ+HHmqrmN9w\nQ83PTXeeB089Bb162Rny99+3n2NNlUTGI9fvJoiIiIhIyssFNCVilTyvmtGwIiIiIqnomWfg9tvh\ngw+0qnm0NR4aNx7N6adn8+STvWnRIjbb0UBPqZVUqPmKFWXhKAtHWTjKwlEWjrJwkiGLc84BKGK/\n/caQlZVLdvYY8vOLYr6dZMhi8uSCch1ygLKyiaxbNztmHfLqpPkxkYiIiEj6mj69iLVrZ/HttxP5\n8ku7r7h4NEBKj7X75Rf45BP4+GP3/Z13oneLN21qkpA2qXzFqHxFRERE0k529hgKCiZUuv+YY8ZS\nUDCe1q19aFQt5OcXMXlyASUlTWnRopScnP5RDyK2bIEvv6zcAV+zBvbbz6YzPOAA+37LLWOYM6dy\nFrFew6aq8hWdKRcRERFJUyUl0buCH33UhJ13hh13hMzM6F877VTz4kO17TzXRbTa7+Li0fz0E+yy\nS+9yHfAvvoAuXVzHe+hQ+77nntC4QhH3hg39+fbb0eVe19awGdCg9taWOuVSTmFhIVlZWX43IxCU\nhaMsHGXhKAtHWTjKwkmGLFq0KI16f+/eW5k+3VauLC6Gr7+27//+t30vLrapAqN11vfaCzp3hpkz\nIzvPhUBWjaUxngclJbBhA2zcGP37uHGVa7+LiycybNhYjj++NwceCH36wPDh0LMntT7bH25TXt5Y\nNm1qQkbGVoYPT9waNuqUi4iIiKSpnJz+FBdHPzvcuDHstpt9VTy28Dz46SfXQS8uhrfegieftJ/X\nrIEmTQrYuLFy53nIkLEccEBvNmyo3OneuNEW5GnVyjrT0b6vWhW9+3rMMU14442G5TFwYG/faulV\nU25UUy4iIiJpKT+/iLy82RFnh/s1uGO6cSP06ZPLggW5lR7bf/9cJk3Kjdrpbtmy5qkZq6qDj3Xt\nd7yoplxEREREKonH2eFWraBdu+ilMZ07b+WEE+r/2tWd3U9mmqdcykmGeUQTRVk4ysJRFo6ycJSF\noyycdM8iJ6c/mZmjQ7cKgXDnuV+DXnfgwN5MmpRNdvZY+vTJJTt7LJMmJa72O150plxEREREYi5y\n4OTKlcvp0OH1mA2c9LP2O15UU25UUy4iIiIicVdVTbnKV0REREREfJYunfIBwGLgK+B6n9sSaOle\n/xZJWTjKwlEWjrJwlIWjLBxl4SiLmqVDp7wJcB/WMe8JnAvs62uLAmzhwoV+NyEwlIWjLBxl4SgL\nR1k4ysJRFo6yqFk6dMqPAL4GlgJbgGeBQX42KMjWrl3rdxMCQ1k4ysJRFo6ycJSFoywcZeEoi5ql\nQ6e8M7A84vZ3oftERERERAIhHTrlmlalDpYuXep3EwJDWTjKwlEWjrJwlIWjLBxl4SiLmqXDlIhH\nAblYTTnAjUAZcEfEc74GMhPbLBERERFJQ8XAXn43wg9NsX98N6A5sBAN9BQRERERSbiTgC+wM+I3\n+twWERERERERERERERF/pUMdfW0pC0dZOMrCURaOsnCUhaMsHGXhKAun1lmkw+wrYIM9b/G7EQGh\nLBxl4SgLR1k4ysJRFo6ycJSFoywcZVGFZsC/sBlXDg/dly4HIxUpC0dZOMrCURaOsnCUhaMsHGXh\nKAun3lk0jVeLAqIxtopnIVAC/BPYDwsq3SgLR1k4ysJRFo6ycJSFoywcZeEoC0dZVLB96HuT0PcM\nIB83HeL/+dEonygLR1k4ysJRFo6ycJSFoywcZeEoC0dZRHEkUARMibivWej7JKzQ/mBgLTAX2Cmh\nrUssZeEoC0dZOMrCURaOsnCUhaMsHGXhxDyLVKn3aQGMAT7HjlTODN2/BWiLBbEvMBTwQs9ZQ2qW\n7ygLR1k4ysJRFo6ycJSFoywcZeEoC0dZRLFdxM97YSGcD7wCtIp47EVgI3A7trJnGbBHYpqYMMrC\nURaOsnCUhaMsHGXhKAtHWTjKwlEWUfwe+Ax4DLihwmNdgYeBq0O3mwPHAJ0jnnMRsCupMY+msnCU\nhaMsHGXhKAtHWTjKwlEWjrJwlEUV2gPzgP5AJvA+8OeIx5sCJwHTgY6h+8LF9y0S1MZEURaOsnCU\nhaMsHGXhKAtHWTjKwlEWTsKyaFLzUwKhMVaTA7ALVjj/FLAc+Ai4FfgPsA67RLAGu6RwGnA8UAos\nC31PdsrCURaOsnCUhaMsHGXhKAtHWTjKwvEli2QY6Pln4EngcmBHYDN21NI69PgC7AhmXMTv/Azs\nCQzDjlrewoWbzJSFoywcZeEoC0dZOMrCURaOsnCUhaMsotgdmAO8jF0WmAZcG3rsYeDeiOe2w45e\ndgvdHga8DvRMSEvjT1k4ysJRFo6ycJSFoywcZeEoC0dZOMqiGjvhiubBppt5NfRzZ+C/QB9cCc7D\nQI/Qz8lwBaAulIWjLBxl4SgLR1k4ysJRFo6ycJSF43sWQR8Fuh2wAbsE0AmboP1s4CfgUuBY4Gts\nTsjjsSL8tb60NP6Uhe2vHsoikrJwlIWjLBxl4SgLR1k4ysLxNYugHOU0D32v2J71uJqcE4AfsWDA\njlDuAtpgKygNIDV2kqNw82BGHjSlYxZ/wmq6wI5Mw//+dMyiY8TPkQO00zGL3XEj2iMXYkjHLIYB\nfaPcn45ZdIj4Od3fI7tG/JzuWZwE7BPl/nTMYj/cqpLpvl+o3xnFidjo1XOqeU54xxmP66D1wqal\niXw8FVyO7RAnVfF4umTRG7tktAy7XBRNumRxCJbBVOyIPSPKc9Iliz5Yvd9UbOqpcIc88uA1XbLo\nBryN1TD2qeI56ZLFUcB84FngAfQeeQOriX0U9x6J7HikUxazsEVcOlfxnHTJ4mjgTWA2NkgxPGAx\nHT87A93v9ONMeXgn6IH9g9tgR289KjweFj5iaRP6ygP+hjvK2Rq3lsZfxX9rZ+ADYH/cf37kc1I9\ni8bY5aE7samH+mEjnKOtgpXKWYQ1AkZgHY3fY2eH/wa0rPC8dMjiJOwMxSNYFo2xxRig/Aj3dMgC\n4AjswOREYG7E/enyeRHWCpsB4WHsj2wz4H4q/21L5Swahb4GAvcAD2HvjV2A20LPSZf3SHj/Pxrr\ngL4KnAF8X+HxsFTOIqwNNn3fFOxv6mrsKjSkz34Rpn5nNbbDOlv7AX/FjkaqqnHfHtuRiqm8klIq\nCP8BuRAb6fskVsMUKZxNqmfRHXcUuhewGPvjApX3j1TOogm2X/wDGBy6ry32h2YwlTsdqZwFQBfc\nGdBGwDNYbV/4jE9kHqmcRfg9cBswOvTzdcBQ3IF85PNSOYvGwN7A49iKemCfGVuA00mvzwuAw4CD\nIm73xc6WN4vy3FTPogNwH7b8OcAQ4ACsgwXp83kB9p74J+6K2lPAqdjsIRWlahbh/++WBLzfmcjL\nERcCk7EP0d+AJcAvwCqsmL4nNgn7d5QPqRFQEvq6Hjs7lOzCWeyFZbE8dP9w7BLscuA4LKutwA+h\nx1M5i+7ARqxUw8POCq/GarZaAe+S+vvFJUAWVpbgYZ3QPthZniVYaVNz7MzPi9iCBZD6WYB9NpRi\n9eRTsA/WbtiVlSdwZzZSPYvw2Iou2Py5V2AHJjth76VvcJ8njYFNpG4WHvb/fR42j/DXwOHYFGW7\nYe+RsFTcL87HDs56Yp8N72MLmIBlczrWCZ1a4fdSOYt9sb+pi7HBercB12Cdsd+FnvcUqf15EZnF\nOuBL7ID9JOBu7N/eHuuQvgb8Gvq9VMzij9jBWU+sH/Ep6dvvLOcIrLP1O+xM8AvYpbawTsDtVD4a\nCcpA1FiKlsWpoceuw874nIh1xL8HDgw9li5ZhPeLZlgH5AbsQzUV//1hLYAbsQ+GddjBWtjFWCe0\nW8R9H2MHKxD8GZTqqqoswv/OtrizogCfAYNCP6faPlLdfjEAO4CP7HjmYe8VSK8sBmMH9m9gfzy7\nYZ8rxyS2iQnTBjsQnYN9dt4BPIid2AB3sm0cdqAWKVXqgsOiZfEQdtDeEhiJ/T0F+wxZhK24CKn3\nHomWxd+xExlg/YyHIp6fj/19gdTLYnvs6sBr2P//jVgZaFvceyCQ/c5EbXwvrLB+Dlbv9xJwU8Tj\nK7C6yNbYWY+J2ACVMlJPtCxGhR47BPsjOxkbqDMDd+kxXbII7xdbsKsETbDLjmWk3h+UsBLgQ6yz\nmQdMiHjsEaxDchKuM/oqsEPo55RaMYzqswAb6f5txO1XgJ1DP6fae6S6LGYCn4d+Pjj0/b/YHxpI\nryxeAXJCXycDS7G/JxsS28SE+RXL4g/YZ+cUbLaVLaHHw//3hwHvYGUKN4buS7Va2Kqy8LAz5g9j\ng6HD0+m+iiuHTLX3SLQs2uP+bu6HXUULl/wV4jrsqZbFOuBprITrdexgrAz7+xF+D6RTv3Ob8Nmt\n/lhdTlhj7IP0moj7mmAlCj9hNYKpdgawuiymAv+HDU65B3ewNIno050lu7rsF3tinbDIKb5SSTiL\n8ODNDOxyY7+I5xyDDTJ5HqsjXop9wKaamrKoeBLhL8BH2GXaVFOb/aIHlsE07MD+S8pfgUwVNWVR\nsWZ6NNYp2YnUE34PtAp9D8+uMo/y9eTtsatINwPvYX9LwgNCU0Vtswj7C3bgmoqfndVlET5oH4Ad\nlIzA/sZ+SdUzNyWzivv4BVjVwZvYSa7I8Xqp3u9k+4ifG1X4XoBbKakx1iF7ErcT3Y1Na7VnnNuY\nKHXJIhvLouJUXi1IDQ3ZL/bDRoqHB+gku2hZhIXPaFwBvEX5Obi3B67EOufR5txNRnXJIvIqyWHY\npdeXSO3Pi7Dq9guwM2OjceULya6++8WO2B/d2USfsSkZVZdFWHfsMn3kwUkP7Kzg0yiLfbGTPS9T\nfjB0MqtLFpH9iL5YycajlC8BS2Y1ZdEHO6nXBJuh6d8Rv3MPqdXvLGcnbNodsP/scMch/KF5HDZY\nLXzZPQu7DBl+PFU6XdCwLMKzbqSKhu4XqXTkWlUWYZH/1nnYEf1uuDEHqaS+WfTDOqU9493ABKpv\nFoNIPfXNInyFIJWuqNU2i2ysfhbsfXEIVjt7RJzbl0j1yWJf7AC+WZTnJ7P6ZLEfdiUe0qN/AdH7\nDkdhJU3h/mbg+p2x+M8Jd57WYANsvsTOYIX/aG7FwnkTOyv6GHY5/lzsaCVcvxMeAZzMYpHFVlKj\npilW+0Uq1EzXlEWYF/Hc27Fp/+bjrhqkgoZmsTM2C8uieDc0ARqaRcX56pNZQ7MIn/n6Ma6tTIza\nZhHWNfQ7o7GrjLtiZ8nfi2srE6MhWTyFlfFsAb6IaysToyFZPIE78ZUO/QuI3nc4H+t7hPubqdDv\n3KZifdpeWF3jGmxFxkjhzn8zbFGDl7H5l1Ols6EsHGXh1CWLSIdgq649jM3nnwqUhaMsHGXh1DeL\nqdigxokoC2XhKAv3O9dgJ3Imk1onM7aJPMPeF6vtuwY7erkGNy9qZF1XZO1ftGWQk5WycJSFU58s\nwh82nXGj4lOBsnCUhaMsnIZ8dg7GDlJShbJwlIVTnyzCv9MbWyk9pXTFRu9uj/uHHoZNq5Nd4bkf\nYwsXgLtkkkp1TMrCURZOQ7NIpSkflYWjLBxl4TQ0i4oDfpOZsnCUhaPPiygaY5PQf4OVF/wbq+UD\nC+XZiOeGR/mejR3FPIjV++1AalAWjrJwlIWjLBxl4SgLR1k4ysJRFk7aZlGbI6pLsGmE9sIK5PfC\njlLexv7RP4S+/4It8NAKeA5b9nd/bFWxX2Lcbr8oC0dZOMrCURaOsnCUhaMsHGXhKAtHWVShKTai\nNXyZIDxY4MLQ/ftiC1fkYFMw9cIG6vVKbDMTQlk4ysJRFo6ycJSFoywcZeEoC0dZOGmdRU31vKXA\nZtyiFL+Fvk8J3bcnMAY7inkWm3ZnDrAw5i31n7JwlIWjLBxl4SgLR1k4ysJRFo6ycJRFDS7DppHZ\nJXQ7PNn6ncD1Ec9LuZGtUSgLR1k4ysJRFo6ycJSFoywcZeEoCydts6jNzBdzsGmo/hi6HZ5sfXfg\nnYjnfRrDdgWVsnCUhaMsHGXhKAtHWTjKwlEWjrJw0jaL2kwXswZbGSkH6IgV10/GRrw+ToqtiFQD\nZeEoC0dZOMrCURaOsnCUhaMsHGXhpG0WjWp+yjbHYBOwHwXMAP4elxYlB2XhKAtHWTjKwlEWjrJw\nlIWjLBxl4SiLWqhLRz7VKQtHWTjKwlEWjrJwlIWjLBxl4SgLR1mIiIiIiIiIiIiIiIiIiIiIiIiI\niIiIiIiIiIiIiIiIiIiIiIiIiIiIxE9tVvQUEZH0lQscCrxdxeODgMbA/xLVIBGRVNTY7waIiEig\neTU8PhjomYiGiIikMq2SJCIiFY0GLgBWAcuBD4BfgEuB5sDXwPnAwcDU0GO/AH/ATvbcB7QHNgKX\nAF8ktvkiIiIiIsntUOBjIANoA3wF/AVoF/Gc8cBVoZ8fxzrjYa8De4V+PjJ0W0REatDU7waIiEig\nHA+8DGwKfb2KXVU9AJgA7ABsB8yM+J3wVdftgKOBFyIeax7n9oqIpAR1ykVEJJJH9NLGx7FBnZ8A\nFwJZFX4HrHRlLVbWIiIidaCBniIiEqkIOA1XvvL70P1tgJVAM+A8XEf8V2D70M/rgG+AM0K3GwEH\nxr/JIiLJTwM9RUSkolHY2fBVwDLgQ2zQ5nXAauBdrFRlGHAM8A+s1OUMrLP+INAR68A/g5W9iIiI\niIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiISIT/B+yiiLzD8RIE\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x108465b10>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# average group size\n",
"groupsize = df['people'] / df['apps']\n",
"ax = groupsize.plot()\n",
"ax.set_ylim(0, 12) # max group size: 12"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"(0, 12)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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eedIjj0T4Dylwgwf7zrNxs/76UvfuNv5wxRWhqyl8v/wiPfaY9Mkn2XvMevXs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\n",
"text": [
"<matplotlib.figure.Figure at 0x107242250>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Mystery"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = make_frame('Mystery')\n",
"axs = df.plot(subplots=True, style='o-')\n",
"for ax in axs:\n",
" ax.set_ylim(ymin=0)\n",
"ax.axhline(12, c='r') # daily quota\n",
"ax.axhline(6, c='g') # issued via lottery"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.lines.Line2D at 0x1084659d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5x3urVmM47rjuJCTAU0/B3r0uBSfiAttOwXuBQUAh8C0wFHPRWrGiYju0rV4N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\nhfzSmfJzlykZ+rVyRqbk55fq5vf11zavZ+ZMG+w480zr+PbsCfXqxb+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wDwoNsLKkaMrQ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\nREREREQkQ/1/B5au0Ub5w6AAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x108d31a10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# average group size\n",
"groupsize = df['people'] / df['apps']\n",
"ax = groupsize.plot()\n",
"ax.set_ylim(0,6) # max group size: 6"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"(0, 6)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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S8cdLHTvaXq/jx9vWZwcfnK7tz4oVpd/hOAo6vwEDpJtvtoNVorbTTKnE7TF4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\n0FMLAACARKOoLSBtfShBIz8/MvQhPx/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"text": [
"<matplotlib.figure.Figure at 0x109016650>"
]
}
],
"prompt_number": 10
}
],
"metadata": {}
}
]
}
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