5. Loading and Visualizing Network Data (Instructor).ipynb

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    "import pandas as pd\n",
    "import networkx as nx\n",
    "import os\n",
    "import numpy as np\n",
    "import warnings\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from nxviz import CircosPlot\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
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   "source": [
    "# Tables to Networks, Networks to Tables\n",
    "\n",
    "Networks can be represented in a tabular form in two ways: As an adjacency list with edge attributes stored as columnar values, and as a node list with node attributes stored as columnar values.\n",
    "\n",
    "Storing the network data as a single massive adjacency table, with node attributes repeated on each row, can get unwieldy, especially if the graph is large, or grows to be so. One way to get around this is to store two files: one with node data and node attributes, and one with edge data and edge attributes. \n",
    "\n",
    "The Divvy bike sharing dataset is one such example of a network data set that has been stored as such."
   ]
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    "# Loading Node Lists and Adjacency Lists\n",
    "\n",
    "Let's use the Divvy bike sharing data set as a starting point. The Divvy data set is comprised of the following data:\n",
    "\n",
    "- Stations and metadata (like a node list with attributes saved)\n",
    "- Trips and metadata (like an edge list with attributes saved)\n",
    "\n",
    "The `README.txt` file in the Divvy directory should help orient you around the data."
   ]
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   "source": [
    "# This block of code checks to make sure that a particular directory is present.\n",
    "if \"divvy_2013\" not in os.listdir('datasets/'):\n",
    "    print('Unzip the divvy_2013.zip file in the datasets folder.')"
   ]
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     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>dpcapacity</th>\n",
       "      <th>landmark</th>\n",
       "      <th>online date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>State St &amp; Harrison St</td>\n",
       "      <td>41.873958</td>\n",
       "      <td>-87.627739</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wilton Ave &amp; Diversey Pkwy</td>\n",
       "      <td>41.932500</td>\n",
       "      <td>-87.652681</td>\n",
       "      <td>19</td>\n",
       "      <td>66</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Morgan St &amp; 18th St</td>\n",
       "      <td>41.858086</td>\n",
       "      <td>-87.651073</td>\n",
       "      <td>15</td>\n",
       "      <td>163</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Racine Ave &amp; 18th St</td>\n",
       "      <td>41.858181</td>\n",
       "      <td>-87.656487</td>\n",
       "      <td>15</td>\n",
       "      <td>164</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wood St &amp; North Ave</td>\n",
       "      <td>41.910329</td>\n",
       "      <td>-87.672516</td>\n",
       "      <td>15</td>\n",
       "      <td>223</td>\n",
       "      <td>2013-08-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wood St &amp; Division St</td>\n",
       "      <td>41.903320</td>\n",
       "      <td>-87.672730</td>\n",
       "      <td>15</td>\n",
       "      <td>246</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Loomis St &amp; Taylor St</td>\n",
       "      <td>41.869417</td>\n",
       "      <td>-87.660996</td>\n",
       "      <td>15</td>\n",
       "      <td>139</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sheffield Ave &amp; Kingsbury St</td>\n",
       "      <td>41.909592</td>\n",
       "      <td>-87.653497</td>\n",
       "      <td>15</td>\n",
       "      <td>154</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Aberdeen St &amp; Jackson Blvd</td>\n",
       "      <td>41.877726</td>\n",
       "      <td>-87.654787</td>\n",
       "      <td>15</td>\n",
       "      <td>157</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>May St &amp; Taylor St</td>\n",
       "      <td>41.869482</td>\n",
       "      <td>-87.655486</td>\n",
       "      <td>15</td>\n",
       "      <td>160</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Orleans St &amp; Elm St</td>\n",
       "      <td>41.902924</td>\n",
       "      <td>-87.637715</td>\n",
       "      <td>15</td>\n",
       "      <td>172</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Fairbanks Ct &amp; Grand Ave</td>\n",
       "      <td>41.891860</td>\n",
       "      <td>-87.620620</td>\n",
       "      <td>15</td>\n",
       "      <td>262</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Michigan Ave &amp; Pearson St</td>\n",
       "      <td>41.897660</td>\n",
       "      <td>-87.623510</td>\n",
       "      <td>23</td>\n",
       "      <td>34</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>McClurg Ct &amp; Illinois St</td>\n",
       "      <td>41.891020</td>\n",
       "      <td>-87.617300</td>\n",
       "      <td>23</td>\n",
       "      <td>51</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Larrabee St &amp; North Ave</td>\n",
       "      <td>41.910210</td>\n",
       "      <td>-87.643500</td>\n",
       "      <td>19</td>\n",
       "      <td>174</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Larrabee St &amp; Menomonee St</td>\n",
       "      <td>41.914680</td>\n",
       "      <td>-87.643320</td>\n",
       "      <td>15</td>\n",
       "      <td>282</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Noble St &amp; Milwaukee Ave</td>\n",
       "      <td>41.900680</td>\n",
       "      <td>-87.662600</td>\n",
       "      <td>15</td>\n",
       "      <td>290</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Ashland Ave &amp; Augusta Blvd</td>\n",
       "      <td>41.899643</td>\n",
       "      <td>-87.667700</td>\n",
       "      <td>15</td>\n",
       "      <td>248</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Franklin St &amp; Chicago Ave</td>\n",
       "      <td>41.896802</td>\n",
       "      <td>-87.635638</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Racine Ave &amp; Congress Pkwy</td>\n",
       "      <td>41.874640</td>\n",
       "      <td>-87.657030</td>\n",
       "      <td>19</td>\n",
       "      <td>76</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>State St &amp; Van Buren St</td>\n",
       "      <td>41.877181</td>\n",
       "      <td>-87.627844</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Cannon Dr &amp; Fullerton Ave</td>\n",
       "      <td>41.926756</td>\n",
       "      <td>-87.634429</td>\n",
       "      <td>15</td>\n",
       "      <td>124</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Streeter Dr &amp; Illinois St</td>\n",
       "      <td>41.891071</td>\n",
       "      <td>-87.612200</td>\n",
       "      <td>35</td>\n",
       "      <td>22</td>\n",
       "      <td>2013-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Franklin St &amp; Jackson Blvd</td>\n",
       "      <td>41.877708</td>\n",
       "      <td>-87.635321</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Dearborn St &amp; Adams St</td>\n",
       "      <td>41.879356</td>\n",
       "      <td>-87.629791</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wabash Ave &amp; Cermak Rd</td>\n",
       "      <td>41.853239</td>\n",
       "      <td>-87.625337</td>\n",
       "      <td>15</td>\n",
       "      <td>170</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Michigan Ave &amp; Washington St</td>\n",
       "      <td>41.883893</td>\n",
       "      <td>-87.624649</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>State St &amp; Randolph St</td>\n",
       "      <td>41.884730</td>\n",
       "      <td>-87.627734</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Michigan Ave &amp; Congress Pkwy</td>\n",
       "      <td>41.876066</td>\n",
       "      <td>-87.624433</td>\n",
       "      <td>15</td>\n",
       "      <td>40</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Wells St &amp; Walton St</td>\n",
       "      <td>41.899930</td>\n",
       "      <td>-87.634430</td>\n",
       "      <td>19</td>\n",
       "      <td>46</td>\n",
       "      <td>2013-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Kimbark Ave &amp; 53rd St</td>\n",
       "      <td>41.799568</td>\n",
       "      <td>-87.594747</td>\n",
       "      <td>15</td>\n",
       "      <td>397</td>\n",
       "      <td>2013-09-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Sheridan Rd &amp; Lawrence Ave</td>\n",
       "      <td>41.969517</td>\n",
       "      <td>-87.654691</td>\n",
       "      <td>15</td>\n",
       "      <td>384</td>\n",
       "      <td>2013-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Stockton Dr &amp; Wrightwood Ave</td>\n",
       "      <td>41.931320</td>\n",
       "      <td>-87.638742</td>\n",
       "      <td>15</td>\n",
       "      <td>276</td>\n",
       "      <td>2013-10-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Clark St &amp; Winnemac Ave</td>\n",
       "      <td>41.973385</td>\n",
       "      <td>-87.668365</td>\n",
       "      <td>15</td>\n",
       "      <td>392</td>\n",
       "      <td>2013-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Clark St &amp; Leland Ave</td>\n",
       "      <td>41.967096</td>\n",
       "      <td>-87.667429</td>\n",
       "      <td>11</td>\n",
       "      <td>239</td>\n",
       "      <td>2013-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Sheffield Ave &amp; Webster Ave</td>\n",
       "      <td>41.921687</td>\n",
       "      <td>-87.653714</td>\n",
       "      <td>19</td>\n",
       "      <td>188</td>\n",
       "      <td>2013-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Ellis Ave &amp; 58th St</td>\n",
       "      <td>41.788746</td>\n",
       "      <td>-87.601334</td>\n",
       "      <td>15</td>\n",
       "      <td>365</td>\n",
       "      <td>2013-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Lake Shore Dr &amp; Diversey Pkwy</td>\n",
       "      <td>41.932684</td>\n",
       "      <td>-87.636250</td>\n",
       "      <td>15</td>\n",
       "      <td>347</td>\n",
       "      <td>2013-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Lincoln Ave &amp; Addison St</td>\n",
       "      <td>41.946176</td>\n",
       "      <td>-87.673308</td>\n",
       "      <td>19</td>\n",
       "      <td>77</td>\n",
       "      <td>2013-09-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Halsted St &amp; Blackhawk St</td>\n",
       "      <td>41.908540</td>\n",
       "      <td>-87.648568</td>\n",
       "      <td>19</td>\n",
       "      <td>176</td>\n",
       "      <td>2013-09-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Halsted St &amp; Diversey Pkwy</td>\n",
       "      <td>41.933341</td>\n",
       "      <td>-87.648747</td>\n",
       "      <td>15</td>\n",
       "      <td>208</td>\n",
       "      <td>2013-09-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Ashland Ave &amp; Blackhawk St</td>\n",
       "      <td>41.907066</td>\n",
       "      <td>-87.667252</td>\n",
       "      <td>15</td>\n",
       "      <td>224</td>\n",
       "      <td>2013-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Lake Shore Dr &amp; Belmont Ave</td>\n",
       "      <td>41.940775</td>\n",
       "      <td>-87.639192</td>\n",
       "      <td>19</td>\n",
       "      <td>233</td>\n",
       "      <td>2013-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Calumet Ave &amp; 35th St</td>\n",
       "      <td>41.831379</td>\n",
       "      <td>-87.618034</td>\n",
       "      <td>15</td>\n",
       "      <td>345</td>\n",
       "      <td>2013-10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Cottage Grove Ave &amp; 47th St</td>\n",
       "      <td>41.809855</td>\n",
       "      <td>-87.606755</td>\n",
       "      <td>15</td>\n",
       "      <td>422</td>\n",
       "      <td>2013-10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Clark St &amp; Chicago Ave</td>\n",
       "      <td>41.896544</td>\n",
       "      <td>-87.630931</td>\n",
       "      <td>19</td>\n",
       "      <td>303</td>\n",
       "      <td>2013-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Calumet Ave &amp; 18th St</td>\n",
       "      <td>41.857611</td>\n",
       "      <td>-87.619407</td>\n",
       "      <td>15</td>\n",
       "      <td>102</td>\n",
       "      <td>2013-09-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Emerald Ave &amp; 31st St</td>\n",
       "      <td>41.838198</td>\n",
       "      <td>-87.645143</td>\n",
       "      <td>11</td>\n",
       "      <td>404</td>\n",
       "      <td>2013-09-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Clark St &amp; Wrightwood Ave</td>\n",
       "      <td>41.929546</td>\n",
       "      <td>-87.643118</td>\n",
       "      <td>15</td>\n",
       "      <td>209</td>\n",
       "      <td>2013-10-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Adler Planetarium</td>\n",
       "      <td>41.866095</td>\n",
       "      <td>-87.607267</td>\n",
       "      <td>19</td>\n",
       "      <td>431</td>\n",
       "      <td>2013-10-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Wolcott Ave &amp; Polk St</td>\n",
       "      <td>41.871262</td>\n",
       "      <td>-87.673688</td>\n",
       "      <td>15</td>\n",
       "      <td>284</td>\n",
       "      <td>2013-10-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Racine Ave &amp; Wrightwood Ave</td>\n",
       "      <td>41.928887</td>\n",
       "      <td>-87.658971</td>\n",
       "      <td>15</td>\n",
       "      <td>297</td>\n",
       "      <td>2013-10-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Wolcott Ave &amp; Lawrence Ave</td>\n",
       "      <td>41.968641</td>\n",
       "      <td>-87.676335</td>\n",
       "      <td>15</td>\n",
       "      <td>26</td>\n",
       "      <td>2013-10-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Lake Park Ave &amp; 56th St</td>\n",
       "      <td>41.793242</td>\n",
       "      <td>-87.587782</td>\n",
       "      <td>15</td>\n",
       "      <td>119</td>\n",
       "      <td>2013-10-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Ada St &amp; Washington Blvd</td>\n",
       "      <td>41.882830</td>\n",
       "      <td>-87.661206</td>\n",
       "      <td>15</td>\n",
       "      <td>353</td>\n",
       "      <td>2013-10-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Ashland Ave &amp; Grace St</td>\n",
       "      <td>41.950687</td>\n",
       "      <td>-87.668700</td>\n",
       "      <td>15</td>\n",
       "      <td>319</td>\n",
       "      <td>2013-10-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>California Ave &amp; 21st St</td>\n",
       "      <td>41.854016</td>\n",
       "      <td>-87.695445</td>\n",
       "      <td>15</td>\n",
       "      <td>96</td>\n",
       "      <td>2013-10-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Halsted St &amp; Wrightwood Ave</td>\n",
       "      <td>41.929143</td>\n",
       "      <td>-87.649077</td>\n",
       "      <td>15</td>\n",
       "      <td>210</td>\n",
       "      <td>2013-10-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Ashland Ave &amp; Chicago Ave</td>\n",
       "      <td>41.895966</td>\n",
       "      <td>-87.667747</td>\n",
       "      <td>15</td>\n",
       "      <td>247</td>\n",
       "      <td>2013-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Cottage Grove Ave &amp; 51st St</td>\n",
       "      <td>41.803038</td>\n",
       "      <td>-87.606615</td>\n",
       "      <td>15</td>\n",
       "      <td>440</td>\n",
       "      <td>2013-10-17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              name   latitude  longitude  dpcapacity  \\\n",
       "id                                                                     \n",
       "5           State St & Harrison St  41.873958 -87.627739          19   \n",
       "13      Wilton Ave & Diversey Pkwy  41.932500 -87.652681          19   \n",
       "14             Morgan St & 18th St  41.858086 -87.651073          15   \n",
       "15            Racine Ave & 18th St  41.858181 -87.656487          15   \n",
       "16             Wood St & North Ave  41.910329 -87.672516          15   \n",
       "17           Wood St & Division St  41.903320 -87.672730          15   \n",
       "19           Loomis St & Taylor St  41.869417 -87.660996          15   \n",
       "20    Sheffield Ave & Kingsbury St  41.909592 -87.653497          15   \n",
       "21      Aberdeen St & Jackson Blvd  41.877726 -87.654787          15   \n",
       "22              May St & Taylor St  41.869482 -87.655486          15   \n",
       "23             Orleans St & Elm St  41.902924 -87.637715          15   \n",
       "24        Fairbanks Ct & Grand Ave  41.891860 -87.620620          15   \n",
       "25       Michigan Ave & Pearson St  41.897660 -87.623510          23   \n",
       "26        McClurg Ct & Illinois St  41.891020 -87.617300          23   \n",
       "27         Larrabee St & North Ave  41.910210 -87.643500          19   \n",
       "28      Larrabee St & Menomonee St  41.914680 -87.643320          15   \n",
       "29        Noble St & Milwaukee Ave  41.900680 -87.662600          15   \n",
       "30      Ashland Ave & Augusta Blvd  41.899643 -87.667700          15   \n",
       "31       Franklin St & Chicago Ave  41.896802 -87.635638          23   \n",
       "32      Racine Ave & Congress Pkwy  41.874640 -87.657030          19   \n",
       "33         State St & Van Buren St  41.877181 -87.627844          27   \n",
       "34       Cannon Dr & Fullerton Ave  41.926756 -87.634429          15   \n",
       "35       Streeter Dr & Illinois St  41.891071 -87.612200          35   \n",
       "36      Franklin St & Jackson Blvd  41.877708 -87.635321          27   \n",
       "37          Dearborn St & Adams St  41.879356 -87.629791          19   \n",
       "42          Wabash Ave & Cermak Rd  41.853239 -87.625337          15   \n",
       "43    Michigan Ave & Washington St  41.883893 -87.624649          43   \n",
       "44          State St & Randolph St  41.884730 -87.627734          27   \n",
       "45    Michigan Ave & Congress Pkwy  41.876066 -87.624433          15   \n",
       "46            Wells St & Walton St  41.899930 -87.634430          19   \n",
       "..                             ...        ...        ...         ...   \n",
       "322          Kimbark Ave & 53rd St  41.799568 -87.594747          15   \n",
       "323     Sheridan Rd & Lawrence Ave  41.969517 -87.654691          15   \n",
       "324   Stockton Dr & Wrightwood Ave  41.931320 -87.638742          15   \n",
       "325        Clark St & Winnemac Ave  41.973385 -87.668365          15   \n",
       "326          Clark St & Leland Ave  41.967096 -87.667429          11   \n",
       "327    Sheffield Ave & Webster Ave  41.921687 -87.653714          19   \n",
       "328            Ellis Ave & 58th St  41.788746 -87.601334          15   \n",
       "329  Lake Shore Dr & Diversey Pkwy  41.932684 -87.636250          15   \n",
       "330       Lincoln Ave & Addison St  41.946176 -87.673308          19   \n",
       "331      Halsted St & Blackhawk St  41.908540 -87.648568          19   \n",
       "332     Halsted St & Diversey Pkwy  41.933341 -87.648747          15   \n",
       "333     Ashland Ave & Blackhawk St  41.907066 -87.667252          15   \n",
       "334    Lake Shore Dr & Belmont Ave  41.940775 -87.639192          19   \n",
       "335          Calumet Ave & 35th St  41.831379 -87.618034          15   \n",
       "336    Cottage Grove Ave & 47th St  41.809855 -87.606755          15   \n",
       "337         Clark St & Chicago Ave  41.896544 -87.630931          19   \n",
       "338          Calumet Ave & 18th St  41.857611 -87.619407          15   \n",
       "339          Emerald Ave & 31st St  41.838198 -87.645143          11   \n",
       "340      Clark St & Wrightwood Ave  41.929546 -87.643118          15   \n",
       "341              Adler Planetarium  41.866095 -87.607267          19   \n",
       "342          Wolcott Ave & Polk St  41.871262 -87.673688          15   \n",
       "343    Racine Ave & Wrightwood Ave  41.928887 -87.658971          15   \n",
       "344     Wolcott Ave & Lawrence Ave  41.968641 -87.676335          15   \n",
       "345        Lake Park Ave & 56th St  41.793242 -87.587782          15   \n",
       "346       Ada St & Washington Blvd  41.882830 -87.661206          15   \n",
       "347         Ashland Ave & Grace St  41.950687 -87.668700          15   \n",
       "348       California Ave & 21st St  41.854016 -87.695445          15   \n",
       "349    Halsted St & Wrightwood Ave  41.929143 -87.649077          15   \n",
       "350      Ashland Ave & Chicago Ave  41.895966 -87.667747          15   \n",
       "351    Cottage Grove Ave & 51st St  41.803038 -87.606615          15   \n",
       "\n",
       "     landmark online date  \n",
       "id                         \n",
       "5          30  2013-06-28  \n",
       "13         66  2013-06-28  \n",
       "14        163  2013-06-28  \n",
       "15        164  2013-06-28  \n",
       "16        223  2013-08-12  \n",
       "17        246  2013-06-28  \n",
       "19        139  2013-06-28  \n",
       "20        154  2013-06-28  \n",
       "21        157  2013-06-28  \n",
       "22        160  2013-06-28  \n",
       "23        172  2013-06-28  \n",
       "24        262  2013-06-28  \n",
       "25         34  2013-06-28  \n",
       "26         51  2013-06-28  \n",
       "27        174  2013-06-28  \n",
       "28        282  2013-06-28  \n",
       "29        290  2013-06-28  \n",
       "30        248  2013-06-28  \n",
       "31         17  2013-06-28  \n",
       "32         76  2013-06-28  \n",
       "33          3  2013-06-28  \n",
       "34        124  2013-06-28  \n",
       "35         22  2013-08-05  \n",
       "36         19  2013-06-28  \n",
       "37         20  2013-06-28  \n",
       "42        170  2013-06-28  \n",
       "43          1  2013-06-28  \n",
       "44          2  2013-06-28  \n",
       "45         40  2013-06-28  \n",
       "46         46  2013-06-28  \n",
       "..        ...         ...  \n",
       "322       397  2013-09-21  \n",
       "323       384  2013-09-23  \n",
       "324       276  2013-10-03  \n",
       "325       392  2013-09-23  \n",
       "326       239  2013-09-27  \n",
       "327       188  2013-09-25  \n",
       "328       365  2013-09-25  \n",
       "329       347  2013-09-25  \n",
       "330        77  2013-09-26  \n",
       "331       176  2013-09-28  \n",
       "332       208  2013-09-28  \n",
       "333       224  2013-09-27  \n",
       "334       233  2013-09-27  \n",
       "335       345  2013-10-17  \n",
       "336       422  2013-10-17  \n",
       "337       303  2013-09-27  \n",
       "338       102  2013-09-28  \n",
       "339       404  2013-09-28  \n",
       "340       209  2013-10-24  \n",
       "341       431  2013-10-09  \n",
       "342       284  2013-10-12  \n",
       "343       297  2013-10-24  \n",
       "344        26  2013-10-09  \n",
       "345       119  2013-10-09  \n",
       "346       353  2013-10-10  \n",
       "347       319  2013-10-12  \n",
       "348        96  2013-10-14  \n",
       "349       210  2013-10-28  \n",
       "350       247  2013-10-22  \n",
       "351       440  2013-10-17  \n",
       "\n",
       "[300 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stations = pd.read_csv('datasets/divvy_2013/Divvy_Stations_2013.csv', parse_dates=['online date'], index_col='id', encoding='utf-8')\n",
    "stations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>starttime</th>\n",
       "      <th>stoptime</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>tripduration</th>\n",
       "      <th>from_station_id</th>\n",
       "      <th>from_station_name</th>\n",
       "      <th>to_station_id</th>\n",
       "      <th>to_station_name</th>\n",
       "      <th>usertype</th>\n",
       "      <th>gender</th>\n",
       "      <th>birthday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trip_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3940</th>\n",
       "      <td>2013-06-27 01:06:00</td>\n",
       "      <td>2013-06-27 09:46:00</td>\n",
       "      <td>914</td>\n",
       "      <td>31177</td>\n",
       "      <td>91</td>\n",
       "      <td>Clinton St &amp; Washington Blvd</td>\n",
       "      <td>48</td>\n",
       "      <td>Larrabee St &amp; Kingsbury St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>2013-06-27 12:06:00</td>\n",
       "      <td>2013-06-27 12:11:00</td>\n",
       "      <td>480</td>\n",
       "      <td>301</td>\n",
       "      <td>85</td>\n",
       "      <td>Michigan Ave &amp; Oak St</td>\n",
       "      <td>85</td>\n",
       "      <td>Michigan Ave &amp; Oak St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4113</th>\n",
       "      <td>2013-06-27 11:09:00</td>\n",
       "      <td>2013-06-27 11:11:00</td>\n",
       "      <td>711</td>\n",
       "      <td>140</td>\n",
       "      <td>88</td>\n",
       "      <td>May St &amp; Randolph St</td>\n",
       "      <td>88</td>\n",
       "      <td>May St &amp; Randolph St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4118</th>\n",
       "      <td>2013-06-27 12:11:00</td>\n",
       "      <td>2013-06-27 12:16:00</td>\n",
       "      <td>480</td>\n",
       "      <td>316</td>\n",
       "      <td>85</td>\n",
       "      <td>Michigan Ave &amp; Oak St</td>\n",
       "      <td>28</td>\n",
       "      <td>Larrabee St &amp; Menomonee St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4119</th>\n",
       "      <td>2013-06-27 11:12:00</td>\n",
       "      <td>2013-06-27 11:13:00</td>\n",
       "      <td>711</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>May St &amp; Randolph St</td>\n",
       "      <td>88</td>\n",
       "      <td>May St &amp; Randolph St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4134</th>\n",
       "      <td>2013-06-27 11:24:00</td>\n",
       "      <td>2013-06-27 14:38:00</td>\n",
       "      <td>145</td>\n",
       "      <td>11674</td>\n",
       "      <td>17</td>\n",
       "      <td>Wood St &amp; Division St</td>\n",
       "      <td>61</td>\n",
       "      <td>Wood St &amp; Milwaukee Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4162</th>\n",
       "      <td>2013-06-27 11:39:00</td>\n",
       "      <td>2013-06-27 16:01:00</td>\n",
       "      <td>711</td>\n",
       "      <td>15758</td>\n",
       "      <td>88</td>\n",
       "      <td>May St &amp; Randolph St</td>\n",
       "      <td>34</td>\n",
       "      <td>Cannon Dr &amp; Fullerton Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4192</th>\n",
       "      <td>2013-06-27 12:15:00</td>\n",
       "      <td>2013-06-27 12:16:00</td>\n",
       "      <td>303</td>\n",
       "      <td>60</td>\n",
       "      <td>28</td>\n",
       "      <td>Larrabee St &amp; Menomonee St</td>\n",
       "      <td>28</td>\n",
       "      <td>Larrabee St &amp; Menomonee St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4216</th>\n",
       "      <td>2013-06-27 13:00:00</td>\n",
       "      <td>2013-06-27 13:03:00</td>\n",
       "      <td>907</td>\n",
       "      <td>171</td>\n",
       "      <td>45</td>\n",
       "      <td>Michigan Ave &amp; Congress Pkwy</td>\n",
       "      <td>90</td>\n",
       "      <td>Millennium Park</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4255</th>\n",
       "      <td>2013-06-27 13:18:00</td>\n",
       "      <td>2013-06-27 19:34:00</td>\n",
       "      <td>907</td>\n",
       "      <td>22549</td>\n",
       "      <td>45</td>\n",
       "      <td>Michigan Ave &amp; Congress Pkwy</td>\n",
       "      <td>54</td>\n",
       "      <td>Ogden Ave &amp; Chicago Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4263</th>\n",
       "      <td>2013-06-27 14:39:00</td>\n",
       "      <td>2013-06-27 14:40:00</td>\n",
       "      <td>145</td>\n",
       "      <td>62</td>\n",
       "      <td>61</td>\n",
       "      <td>Wood St &amp; Milwaukee Ave</td>\n",
       "      <td>300</td>\n",
       "      <td>Broadway &amp; Barry Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4275</th>\n",
       "      <td>2013-06-27 14:44:00</td>\n",
       "      <td>2013-06-27 14:45:00</td>\n",
       "      <td>77</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>Racine Ave &amp; Congress Pkwy</td>\n",
       "      <td>32</td>\n",
       "      <td>Racine Ave &amp; Congress Pkwy</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4288</th>\n",
       "      <td>2013-06-27 14:56:00</td>\n",
       "      <td>2013-06-27 14:57:00</td>\n",
       "      <td>524</td>\n",
       "      <td>66</td>\n",
       "      <td>68</td>\n",
       "      <td>Clinton St &amp; Tilden St</td>\n",
       "      <td>68</td>\n",
       "      <td>Clinton St &amp; Tilden St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4289</th>\n",
       "      <td>2013-06-27 14:57:00</td>\n",
       "      <td>2013-06-27 15:05:00</td>\n",
       "      <td>78</td>\n",
       "      <td>487</td>\n",
       "      <td>32</td>\n",
       "      <td>Racine Ave &amp; Congress Pkwy</td>\n",
       "      <td>349</td>\n",
       "      <td>Halsted St &amp; Wrightwood Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4291</th>\n",
       "      <td>2013-06-27 14:58:00</td>\n",
       "      <td>2013-06-27 15:05:00</td>\n",
       "      <td>77</td>\n",
       "      <td>433</td>\n",
       "      <td>32</td>\n",
       "      <td>Racine Ave &amp; Congress Pkwy</td>\n",
       "      <td>19</td>\n",
       "      <td>Loomis St &amp; Taylor St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4316</th>\n",
       "      <td>2013-06-27 15:06:00</td>\n",
       "      <td>2013-06-27 15:09:00</td>\n",
       "      <td>77</td>\n",
       "      <td>123</td>\n",
       "      <td>19</td>\n",
       "      <td>Loomis St &amp; Taylor St</td>\n",
       "      <td>19</td>\n",
       "      <td>Loomis St &amp; Taylor St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4342</th>\n",
       "      <td>2013-06-27 15:13:00</td>\n",
       "      <td>2013-06-27 15:27:00</td>\n",
       "      <td>77</td>\n",
       "      <td>852</td>\n",
       "      <td>19</td>\n",
       "      <td>Loomis St &amp; Taylor St</td>\n",
       "      <td>55</td>\n",
       "      <td>Halsted St &amp; James M Rochford St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4343</th>\n",
       "      <td>2013-06-27 15:09:00</td>\n",
       "      <td>2013-06-27 15:14:00</td>\n",
       "      <td>587</td>\n",
       "      <td>272</td>\n",
       "      <td>68</td>\n",
       "      <td>Clinton St &amp; Tilden St</td>\n",
       "      <td>68</td>\n",
       "      <td>Clinton St &amp; Tilden St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4345</th>\n",
       "      <td>2013-06-27 16:14:00</td>\n",
       "      <td>2013-06-27 16:15:00</td>\n",
       "      <td>711</td>\n",
       "      <td>83</td>\n",
       "      <td>34</td>\n",
       "      <td>Cannon Dr &amp; Fullerton Ave</td>\n",
       "      <td>311</td>\n",
       "      <td>Lincoln Ave &amp; Eastwood Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4346</th>\n",
       "      <td>2013-06-27 15:14:00</td>\n",
       "      <td>2013-06-28 00:18:00</td>\n",
       "      <td>145</td>\n",
       "      <td>32646</td>\n",
       "      <td>61</td>\n",
       "      <td>Wood St &amp; Milwaukee Ave</td>\n",
       "      <td>91</td>\n",
       "      <td>Clinton St &amp; Washington Blvd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350</th>\n",
       "      <td>2013-06-27 15:15:00</td>\n",
       "      <td>2013-06-27 15:27:00</td>\n",
       "      <td>78</td>\n",
       "      <td>730</td>\n",
       "      <td>349</td>\n",
       "      <td>Halsted St &amp; Wrightwood Ave</td>\n",
       "      <td>55</td>\n",
       "      <td>Halsted St &amp; James M Rochford St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4378</th>\n",
       "      <td>2013-06-27 15:54:00</td>\n",
       "      <td>2013-06-27 23:15:00</td>\n",
       "      <td>524</td>\n",
       "      <td>26479</td>\n",
       "      <td>320</td>\n",
       "      <td>Loomis St &amp; Lexington St</td>\n",
       "      <td>27</td>\n",
       "      <td>Larrabee St &amp; North Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4384</th>\n",
       "      <td>2013-06-27 16:42:00</td>\n",
       "      <td>2013-06-27 22:23:00</td>\n",
       "      <td>78</td>\n",
       "      <td>20457</td>\n",
       "      <td>55</td>\n",
       "      <td>Halsted St &amp; James M Rochford St</td>\n",
       "      <td>31</td>\n",
       "      <td>Franklin St &amp; Chicago Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4389</th>\n",
       "      <td>2013-06-27 16:34:00</td>\n",
       "      <td>2013-06-27 16:36:00</td>\n",
       "      <td>66</td>\n",
       "      <td>127</td>\n",
       "      <td>42</td>\n",
       "      <td>Wabash Ave &amp; Cermak Rd</td>\n",
       "      <td>42</td>\n",
       "      <td>Wabash Ave &amp; Cermak Rd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4390</th>\n",
       "      <td>2013-06-27 16:41:00</td>\n",
       "      <td>2013-06-27 16:50:00</td>\n",
       "      <td>66</td>\n",
       "      <td>528</td>\n",
       "      <td>42</td>\n",
       "      <td>Wabash Ave &amp; Cermak Rd</td>\n",
       "      <td>42</td>\n",
       "      <td>Wabash Ave &amp; Cermak Rd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4415</th>\n",
       "      <td>2013-06-27 18:21:00</td>\n",
       "      <td>2013-06-27 18:37:00</td>\n",
       "      <td>384</td>\n",
       "      <td>973</td>\n",
       "      <td>36</td>\n",
       "      <td>Franklin St &amp; Jackson Blvd</td>\n",
       "      <td>36</td>\n",
       "      <td>Franklin St &amp; Jackson Blvd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4427</th>\n",
       "      <td>2013-06-27 18:32:00</td>\n",
       "      <td>2013-06-27 18:37:00</td>\n",
       "      <td>348</td>\n",
       "      <td>308</td>\n",
       "      <td>81</td>\n",
       "      <td>Daley Center Plaza</td>\n",
       "      <td>81</td>\n",
       "      <td>Daley Center Plaza</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4476</th>\n",
       "      <td>2013-06-27 18:38:00</td>\n",
       "      <td>2013-06-27 19:35:00</td>\n",
       "      <td>152</td>\n",
       "      <td>3401</td>\n",
       "      <td>81</td>\n",
       "      <td>Daley Center Plaza</td>\n",
       "      <td>67</td>\n",
       "      <td>Sheffield Ave &amp; Fullerton Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1964.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4480</th>\n",
       "      <td>2013-06-27 19:40:00</td>\n",
       "      <td>2013-06-27 22:28:00</td>\n",
       "      <td>27</td>\n",
       "      <td>10105</td>\n",
       "      <td>340</td>\n",
       "      <td>Clark St &amp; Wrightwood Ave</td>\n",
       "      <td>46</td>\n",
       "      <td>Wells St &amp; Walton St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4490</th>\n",
       "      <td>2013-06-27 18:45:00</td>\n",
       "      <td>2013-06-27 19:03:00</td>\n",
       "      <td>418</td>\n",
       "      <td>1094</td>\n",
       "      <td>37</td>\n",
       "      <td>Dearborn St &amp; Adams St</td>\n",
       "      <td>76</td>\n",
       "      <td>Lake Shore Dr &amp; Monroe St</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109177</th>\n",
       "      <td>2013-12-31 19:34:00</td>\n",
       "      <td>2013-12-31 20:01:00</td>\n",
       "      <td>825</td>\n",
       "      <td>1632</td>\n",
       "      <td>289</td>\n",
       "      <td>Wells St &amp; Concord Ln</td>\n",
       "      <td>165</td>\n",
       "      <td>Clark St &amp; Waveland Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109198</th>\n",
       "      <td>2013-12-31 19:42:00</td>\n",
       "      <td>2013-12-31 19:51:00</td>\n",
       "      <td>2181</td>\n",
       "      <td>524</td>\n",
       "      <td>214</td>\n",
       "      <td>Damen Ave &amp; Grand Ave</td>\n",
       "      <td>285</td>\n",
       "      <td>Wood St &amp; Grand Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1979.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109199</th>\n",
       "      <td>2013-12-31 19:42:00</td>\n",
       "      <td>2013-12-31 19:51:00</td>\n",
       "      <td>1978</td>\n",
       "      <td>523</td>\n",
       "      <td>214</td>\n",
       "      <td>Damen Ave &amp; Grand Ave</td>\n",
       "      <td>285</td>\n",
       "      <td>Wood St &amp; Grand Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1976.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109201</th>\n",
       "      <td>2013-12-31 19:44:00</td>\n",
       "      <td>2013-12-31 20:01:00</td>\n",
       "      <td>1304</td>\n",
       "      <td>1003</td>\n",
       "      <td>158</td>\n",
       "      <td>Milwaukee Ave &amp; Wabansia Ave</td>\n",
       "      <td>214</td>\n",
       "      <td>Damen Ave &amp; Grand Ave</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109202</th>\n",
       "      <td>2013-12-31 19:55:00</td>\n",
       "      <td>2013-12-31 20:07:00</td>\n",
       "      <td>188</td>\n",
       "      <td>712</td>\n",
       "      <td>304</td>\n",
       "      <td>Halsted St &amp; Waveland Ave</td>\n",
       "      <td>251</td>\n",
       "      <td>Clarendon Ave &amp; Leland Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1969.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109203</th>\n",
       "      <td>2013-12-31 20:02:00</td>\n",
       "      <td>2013-12-31 20:11:00</td>\n",
       "      <td>171</td>\n",
       "      <td>548</td>\n",
       "      <td>165</td>\n",
       "      <td>Clark St &amp; Waveland Ave</td>\n",
       "      <td>234</td>\n",
       "      <td>Clark St &amp; Montrose Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109222</th>\n",
       "      <td>2013-12-31 20:12:00</td>\n",
       "      <td>2013-12-31 20:25:00</td>\n",
       "      <td>2484</td>\n",
       "      <td>804</td>\n",
       "      <td>100</td>\n",
       "      <td>Orleans St &amp; Merchandise Mart Plaza</td>\n",
       "      <td>75</td>\n",
       "      <td>Canal St &amp; Jackson Blvd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1964.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109223</th>\n",
       "      <td>2013-12-31 20:30:00</td>\n",
       "      <td>2013-12-31 20:37:00</td>\n",
       "      <td>435</td>\n",
       "      <td>390</td>\n",
       "      <td>234</td>\n",
       "      <td>Clark St &amp; Montrose Ave</td>\n",
       "      <td>318</td>\n",
       "      <td>Southport Ave &amp; Irving Park Rd</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1981.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109224</th>\n",
       "      <td>2013-12-31 20:31:00</td>\n",
       "      <td>2013-12-31 20:38:00</td>\n",
       "      <td>2676</td>\n",
       "      <td>387</td>\n",
       "      <td>305</td>\n",
       "      <td>Western Ave &amp; Division St</td>\n",
       "      <td>130</td>\n",
       "      <td>Damen Ave &amp; Division St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109231</th>\n",
       "      <td>2013-12-31 20:38:00</td>\n",
       "      <td>2014-01-01 12:08:00</td>\n",
       "      <td>2676</td>\n",
       "      <td>55776</td>\n",
       "      <td>130</td>\n",
       "      <td>Damen Ave &amp; Division St</td>\n",
       "      <td>230</td>\n",
       "      <td>Lincoln Ave &amp; Roscoe St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109233</th>\n",
       "      <td>2013-12-31 20:43:00</td>\n",
       "      <td>2013-12-31 20:51:00</td>\n",
       "      <td>1400</td>\n",
       "      <td>470</td>\n",
       "      <td>118</td>\n",
       "      <td>Sedgwick St &amp; North Ave</td>\n",
       "      <td>138</td>\n",
       "      <td>Clybourn Ave &amp; Division St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1972.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109240</th>\n",
       "      <td>2013-12-31 20:51:00</td>\n",
       "      <td>2013-12-31 21:05:00</td>\n",
       "      <td>36</td>\n",
       "      <td>819</td>\n",
       "      <td>141</td>\n",
       "      <td>Clark St &amp; Lincoln Ave</td>\n",
       "      <td>181</td>\n",
       "      <td>LaSalle St &amp; Illinois St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1972.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109256</th>\n",
       "      <td>2013-12-31 21:07:00</td>\n",
       "      <td>2013-12-31 21:10:00</td>\n",
       "      <td>1917</td>\n",
       "      <td>209</td>\n",
       "      <td>60</td>\n",
       "      <td>Dayton St &amp; North Ave</td>\n",
       "      <td>20</td>\n",
       "      <td>Sheffield Ave &amp; Kingsbury St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109257</th>\n",
       "      <td>2013-12-31 21:12:00</td>\n",
       "      <td>2013-12-31 21:16:00</td>\n",
       "      <td>1917</td>\n",
       "      <td>284</td>\n",
       "      <td>20</td>\n",
       "      <td>Sheffield Ave &amp; Kingsbury St</td>\n",
       "      <td>93</td>\n",
       "      <td>Sheffield Ave &amp; Willow St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109275</th>\n",
       "      <td>2013-12-31 21:36:00</td>\n",
       "      <td>2013-12-31 22:00:00</td>\n",
       "      <td>2799</td>\n",
       "      <td>1421</td>\n",
       "      <td>227</td>\n",
       "      <td>Southport Ave &amp; Waveland Ave</td>\n",
       "      <td>228</td>\n",
       "      <td>Damen Ave &amp; Melrose Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109276</th>\n",
       "      <td>2013-12-31 21:36:00</td>\n",
       "      <td>2013-12-31 22:01:00</td>\n",
       "      <td>2859</td>\n",
       "      <td>1493</td>\n",
       "      <td>227</td>\n",
       "      <td>Southport Ave &amp; Waveland Ave</td>\n",
       "      <td>228</td>\n",
       "      <td>Damen Ave &amp; Melrose Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109277</th>\n",
       "      <td>2013-12-31 21:36:00</td>\n",
       "      <td>2013-12-31 22:01:00</td>\n",
       "      <td>2642</td>\n",
       "      <td>1447</td>\n",
       "      <td>227</td>\n",
       "      <td>Southport Ave &amp; Waveland Ave</td>\n",
       "      <td>228</td>\n",
       "      <td>Damen Ave &amp; Melrose Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1986.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109278</th>\n",
       "      <td>2013-12-31 21:38:00</td>\n",
       "      <td>2013-12-31 22:00:00</td>\n",
       "      <td>2316</td>\n",
       "      <td>1309</td>\n",
       "      <td>227</td>\n",
       "      <td>Southport Ave &amp; Waveland Ave</td>\n",
       "      <td>228</td>\n",
       "      <td>Damen Ave &amp; Melrose Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109279</th>\n",
       "      <td>2013-12-31 21:50:00</td>\n",
       "      <td>2013-12-31 22:07:00</td>\n",
       "      <td>1667</td>\n",
       "      <td>987</td>\n",
       "      <td>119</td>\n",
       "      <td>Ashland Ave &amp; Lake St</td>\n",
       "      <td>275</td>\n",
       "      <td>Ashland Ave &amp; 13th St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1977.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109280</th>\n",
       "      <td>2013-12-31 21:55:00</td>\n",
       "      <td>2013-12-31 22:04:00</td>\n",
       "      <td>171</td>\n",
       "      <td>573</td>\n",
       "      <td>234</td>\n",
       "      <td>Clark St &amp; Montrose Ave</td>\n",
       "      <td>254</td>\n",
       "      <td>Pine Grove Ave &amp; Irving Park Rd</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109283</th>\n",
       "      <td>2013-12-31 22:03:00</td>\n",
       "      <td>2013-12-31 22:13:00</td>\n",
       "      <td>198</td>\n",
       "      <td>650</td>\n",
       "      <td>284</td>\n",
       "      <td>Michigan Ave &amp; Jackson Blvd</td>\n",
       "      <td>43</td>\n",
       "      <td>Michigan Ave &amp; Washington St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1976.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109308</th>\n",
       "      <td>2013-12-31 22:10:00</td>\n",
       "      <td>2013-12-31 22:16:00</td>\n",
       "      <td>2931</td>\n",
       "      <td>353</td>\n",
       "      <td>130</td>\n",
       "      <td>Damen Ave &amp; Division St</td>\n",
       "      <td>69</td>\n",
       "      <td>Damen Ave &amp; Pierce Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1972.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109309</th>\n",
       "      <td>2013-12-31 22:10:00</td>\n",
       "      <td>2013-12-31 22:16:00</td>\n",
       "      <td>2048</td>\n",
       "      <td>346</td>\n",
       "      <td>130</td>\n",
       "      <td>Damen Ave &amp; Division St</td>\n",
       "      <td>69</td>\n",
       "      <td>Damen Ave &amp; Pierce Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1976.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109310</th>\n",
       "      <td>2013-12-31 22:12:00</td>\n",
       "      <td>2013-12-31 22:16:00</td>\n",
       "      <td>347</td>\n",
       "      <td>248</td>\n",
       "      <td>340</td>\n",
       "      <td>Clark St &amp; Wrightwood Ave</td>\n",
       "      <td>300</td>\n",
       "      <td>Broadway &amp; Barry Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109331</th>\n",
       "      <td>2013-12-31 22:20:00</td>\n",
       "      <td>2013-12-31 22:26:00</td>\n",
       "      <td>347</td>\n",
       "      <td>357</td>\n",
       "      <td>300</td>\n",
       "      <td>Broadway &amp; Barry Ave</td>\n",
       "      <td>117</td>\n",
       "      <td>Wilton Ave &amp; Belmont Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109336</th>\n",
       "      <td>2013-12-31 22:29:00</td>\n",
       "      <td>2013-12-31 22:35:00</td>\n",
       "      <td>788</td>\n",
       "      <td>368</td>\n",
       "      <td>169</td>\n",
       "      <td>Canal St &amp; Harrison St</td>\n",
       "      <td>77</td>\n",
       "      <td>Clinton St &amp; Madison St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109338</th>\n",
       "      <td>2013-12-31 22:35:00</td>\n",
       "      <td>2013-12-31 22:49:00</td>\n",
       "      <td>2239</td>\n",
       "      <td>868</td>\n",
       "      <td>216</td>\n",
       "      <td>California Ave &amp; Division St</td>\n",
       "      <td>69</td>\n",
       "      <td>Damen Ave &amp; Pierce Ave</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Female</td>\n",
       "      <td>1978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109369</th>\n",
       "      <td>2013-12-31 23:07:00</td>\n",
       "      <td>2013-12-31 23:31:00</td>\n",
       "      <td>1536</td>\n",
       "      <td>1492</td>\n",
       "      <td>22</td>\n",
       "      <td>May St &amp; Taylor St</td>\n",
       "      <td>22</td>\n",
       "      <td>May St &amp; Taylor St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109392</th>\n",
       "      <td>2013-12-31 23:36:00</td>\n",
       "      <td>2013-12-31 23:46:00</td>\n",
       "      <td>2069</td>\n",
       "      <td>600</td>\n",
       "      <td>120</td>\n",
       "      <td>Wentworth Ave &amp; Archer Ave</td>\n",
       "      <td>135</td>\n",
       "      <td>Halsted St &amp; 21st St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109397</th>\n",
       "      <td>2013-12-31 23:46:00</td>\n",
       "      <td>2013-12-31 23:52:00</td>\n",
       "      <td>2097</td>\n",
       "      <td>316</td>\n",
       "      <td>206</td>\n",
       "      <td>Halsted St &amp; Archer Ave</td>\n",
       "      <td>339</td>\n",
       "      <td>Emerald Ave &amp; 31st St</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>Male</td>\n",
       "      <td>1963.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>759788 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  starttime            stoptime  bikeid  tripduration  \\\n",
       "trip_id                                                                 \n",
       "3940    2013-06-27 01:06:00 2013-06-27 09:46:00     914         31177   \n",
       "4095    2013-06-27 12:06:00 2013-06-27 12:11:00     480           301   \n",
       "4113    2013-06-27 11:09:00 2013-06-27 11:11:00     711           140   \n",
       "4118    2013-06-27 12:11:00 2013-06-27 12:16:00     480           316   \n",
       "4119    2013-06-27 11:12:00 2013-06-27 11:13:00     711            87   \n",
       "4134    2013-06-27 11:24:00 2013-06-27 14:38:00     145         11674   \n",
       "4162    2013-06-27 11:39:00 2013-06-27 16:01:00     711         15758   \n",
       "4192    2013-06-27 12:15:00 2013-06-27 12:16:00     303            60   \n",
       "4216    2013-06-27 13:00:00 2013-06-27 13:03:00     907           171   \n",
       "4255    2013-06-27 13:18:00 2013-06-27 19:34:00     907         22549   \n",
       "4263    2013-06-27 14:39:00 2013-06-27 14:40:00     145            62   \n",
       "4275    2013-06-27 14:44:00 2013-06-27 14:45:00      77            64   \n",
       "4288    2013-06-27 14:56:00 2013-06-27 14:57:00     524            66   \n",
       "4289    2013-06-27 14:57:00 2013-06-27 15:05:00      78           487   \n",
       "4291    2013-06-27 14:58:00 2013-06-27 15:05:00      77           433   \n",
       "4316    2013-06-27 15:06:00 2013-06-27 15:09:00      77           123   \n",
       "4342    2013-06-27 15:13:00 2013-06-27 15:27:00      77           852   \n",
       "4343    2013-06-27 15:09:00 2013-06-27 15:14:00     587           272   \n",
       "4345    2013-06-27 16:14:00 2013-06-27 16:15:00     711            83   \n",
       "4346    2013-06-27 15:14:00 2013-06-28 00:18:00     145         32646   \n",
       "4350    2013-06-27 15:15:00 2013-06-27 15:27:00      78           730   \n",
       "4378    2013-06-27 15:54:00 2013-06-27 23:15:00     524         26479   \n",
       "4384    2013-06-27 16:42:00 2013-06-27 22:23:00      78         20457   \n",
       "4389    2013-06-27 16:34:00 2013-06-27 16:36:00      66           127   \n",
       "4390    2013-06-27 16:41:00 2013-06-27 16:50:00      66           528   \n",
       "4415    2013-06-27 18:21:00 2013-06-27 18:37:00     384           973   \n",
       "4427    2013-06-27 18:32:00 2013-06-27 18:37:00     348           308   \n",
       "4476    2013-06-27 18:38:00 2013-06-27 19:35:00     152          3401   \n",
       "4480    2013-06-27 19:40:00 2013-06-27 22:28:00      27         10105   \n",
       "4490    2013-06-27 18:45:00 2013-06-27 19:03:00     418          1094   \n",
       "...                     ...                 ...     ...           ...   \n",
       "1109177 2013-12-31 19:34:00 2013-12-31 20:01:00     825          1632   \n",
       "1109198 2013-12-31 19:42:00 2013-12-31 19:51:00    2181           524   \n",
       "1109199 2013-12-31 19:42:00 2013-12-31 19:51:00    1978           523   \n",
       "1109201 2013-12-31 19:44:00 2013-12-31 20:01:00    1304          1003   \n",
       "1109202 2013-12-31 19:55:00 2013-12-31 20:07:00     188           712   \n",
       "1109203 2013-12-31 20:02:00 2013-12-31 20:11:00     171           548   \n",
       "1109222 2013-12-31 20:12:00 2013-12-31 20:25:00    2484           804   \n",
       "1109223 2013-12-31 20:30:00 2013-12-31 20:37:00     435           390   \n",
       "1109224 2013-12-31 20:31:00 2013-12-31 20:38:00    2676           387   \n",
       "1109231 2013-12-31 20:38:00 2014-01-01 12:08:00    2676         55776   \n",
       "1109233 2013-12-31 20:43:00 2013-12-31 20:51:00    1400           470   \n",
       "1109240 2013-12-31 20:51:00 2013-12-31 21:05:00      36           819   \n",
       "1109256 2013-12-31 21:07:00 2013-12-31 21:10:00    1917           209   \n",
       "1109257 2013-12-31 21:12:00 2013-12-31 21:16:00    1917           284   \n",
       "1109275 2013-12-31 21:36:00 2013-12-31 22:00:00    2799          1421   \n",
       "1109276 2013-12-31 21:36:00 2013-12-31 22:01:00    2859          1493   \n",
       "1109277 2013-12-31 21:36:00 2013-12-31 22:01:00    2642          1447   \n",
       "1109278 2013-12-31 21:38:00 2013-12-31 22:00:00    2316          1309   \n",
       "1109279 2013-12-31 21:50:00 2013-12-31 22:07:00    1667           987   \n",
       "1109280 2013-12-31 21:55:00 2013-12-31 22:04:00     171           573   \n",
       "1109283 2013-12-31 22:03:00 2013-12-31 22:13:00     198           650   \n",
       "1109308 2013-12-31 22:10:00 2013-12-31 22:16:00    2931           353   \n",
       "1109309 2013-12-31 22:10:00 2013-12-31 22:16:00    2048           346   \n",
       "1109310 2013-12-31 22:12:00 2013-12-31 22:16:00     347           248   \n",
       "1109331 2013-12-31 22:20:00 2013-12-31 22:26:00     347           357   \n",
       "1109336 2013-12-31 22:29:00 2013-12-31 22:35:00     788           368   \n",
       "1109338 2013-12-31 22:35:00 2013-12-31 22:49:00    2239           868   \n",
       "1109369 2013-12-31 23:07:00 2013-12-31 23:31:00    1536          1492   \n",
       "1109392 2013-12-31 23:36:00 2013-12-31 23:46:00    2069           600   \n",
       "1109397 2013-12-31 23:46:00 2013-12-31 23:52:00    2097           316   \n",
       "\n",
       "         from_station_id                    from_station_name  to_station_id  \\\n",
       "trip_id                                                                        \n",
       "3940                  91         Clinton St & Washington Blvd             48   \n",
       "4095                  85                Michigan Ave & Oak St             85   \n",
       "4113                  88                 May St & Randolph St             88   \n",
       "4118                  85                Michigan Ave & Oak St             28   \n",
       "4119                  88                 May St & Randolph St             88   \n",
       "4134                  17                Wood St & Division St             61   \n",
       "4162                  88                 May St & Randolph St             34   \n",
       "4192                  28           Larrabee St & Menomonee St             28   \n",
       "4216                  45         Michigan Ave & Congress Pkwy             90   \n",
       "4255                  45         Michigan Ave & Congress Pkwy             54   \n",
       "4263                  61              Wood St & Milwaukee Ave            300   \n",
       "4275                  32           Racine Ave & Congress Pkwy             32   \n",
       "4288                  68               Clinton St & Tilden St             68   \n",
       "4289                  32           Racine Ave & Congress Pkwy            349   \n",
       "4291                  32           Racine Ave & Congress Pkwy             19   \n",
       "4316                  19                Loomis St & Taylor St             19   \n",
       "4342                  19                Loomis St & Taylor St             55   \n",
       "4343                  68               Clinton St & Tilden St             68   \n",
       "4345                  34            Cannon Dr & Fullerton Ave            311   \n",
       "4346                  61              Wood St & Milwaukee Ave             91   \n",
       "4350                 349          Halsted St & Wrightwood Ave             55   \n",
       "4378                 320             Loomis St & Lexington St             27   \n",
       "4384                  55     Halsted St & James M Rochford St             31   \n",
       "4389                  42               Wabash Ave & Cermak Rd             42   \n",
       "4390                  42               Wabash Ave & Cermak Rd             42   \n",
       "4415                  36           Franklin St & Jackson Blvd             36   \n",
       "4427                  81                   Daley Center Plaza             81   \n",
       "4476                  81                   Daley Center Plaza             67   \n",
       "4480                 340            Clark St & Wrightwood Ave             46   \n",
       "4490                  37               Dearborn St & Adams St             76   \n",
       "...                  ...                                  ...            ...   \n",
       "1109177              289                Wells St & Concord Ln            165   \n",
       "1109198              214                Damen Ave & Grand Ave            285   \n",
       "1109199              214                Damen Ave & Grand Ave            285   \n",
       "1109201              158         Milwaukee Ave & Wabansia Ave            214   \n",
       "1109202              304            Halsted St & Waveland Ave            251   \n",
       "1109203              165              Clark St & Waveland Ave            234   \n",
       "1109222              100  Orleans St & Merchandise Mart Plaza             75   \n",
       "1109223              234              Clark St & Montrose Ave            318   \n",
       "1109224              305            Western Ave & Division St            130   \n",
       "1109231              130              Damen Ave & Division St            230   \n",
       "1109233              118              Sedgwick St & North Ave            138   \n",
       "1109240              141               Clark St & Lincoln Ave            181   \n",
       "1109256               60                Dayton St & North Ave             20   \n",
       "1109257               20         Sheffield Ave & Kingsbury St             93   \n",
       "1109275              227         Southport Ave & Waveland Ave            228   \n",
       "1109276              227         Southport Ave & Waveland Ave            228   \n",
       "1109277              227         Southport Ave & Waveland Ave            228   \n",
       "1109278              227         Southport Ave & Waveland Ave            228   \n",
       "1109279              119                Ashland Ave & Lake St            275   \n",
       "1109280              234              Clark St & Montrose Ave            254   \n",
       "1109283              284          Michigan Ave & Jackson Blvd             43   \n",
       "1109308              130              Damen Ave & Division St             69   \n",
       "1109309              130              Damen Ave & Division St             69   \n",
       "1109310              340            Clark St & Wrightwood Ave            300   \n",
       "1109331              300                 Broadway & Barry Ave            117   \n",
       "1109336              169               Canal St & Harrison St             77   \n",
       "1109338              216         California Ave & Division St             69   \n",
       "1109369               22                   May St & Taylor St             22   \n",
       "1109392              120           Wentworth Ave & Archer Ave            135   \n",
       "1109397              206              Halsted St & Archer Ave            339   \n",
       "\n",
       "                          to_station_name    usertype  gender  birthday  \n",
       "trip_id                                                                  \n",
       "3940           Larrabee St & Kingsbury St  Subscriber    Male    1982.0  \n",
       "4095                Michigan Ave & Oak St  Subscriber    Male    1982.0  \n",
       "4113                 May St & Randolph St  Subscriber    Male    1982.0  \n",
       "4118           Larrabee St & Menomonee St    Customer     NaN       NaN  \n",
       "4119                 May St & Randolph St  Subscriber    Male    1982.0  \n",
       "4134              Wood St & Milwaukee Ave  Subscriber    Male    1978.0  \n",
       "4162            Cannon Dr & Fullerton Ave  Subscriber    Male    1982.0  \n",
       "4192           Larrabee St & Menomonee St  Subscriber    Male    1982.0  \n",
       "4216                      Millennium Park  Subscriber    Male    1982.0  \n",
       "4255              Ogden Ave & Chicago Ave  Subscriber    Male    1982.0  \n",
       "4263                 Broadway & Barry Ave  Subscriber    Male    1978.0  \n",
       "4275           Racine Ave & Congress Pkwy    Customer     NaN       NaN  \n",
       "4288               Clinton St & Tilden St  Subscriber    Male    1983.0  \n",
       "4289          Halsted St & Wrightwood Ave  Subscriber  Female    1980.0  \n",
       "4291                Loomis St & Taylor St    Customer     NaN       NaN  \n",
       "4316                Loomis St & Taylor St    Customer     NaN       NaN  \n",
       "4342     Halsted St & James M Rochford St    Customer     NaN       NaN  \n",
       "4343               Clinton St & Tilden St  Subscriber    Male    1983.0  \n",
       "4345           Lincoln Ave & Eastwood Ave  Subscriber    Male    1982.0  \n",
       "4346         Clinton St & Washington Blvd  Subscriber    Male    1978.0  \n",
       "4350     Halsted St & James M Rochford St  Subscriber  Female    1980.0  \n",
       "4378              Larrabee St & North Ave  Subscriber    Male    1983.0  \n",
       "4384            Franklin St & Chicago Ave  Subscriber  Female    1980.0  \n",
       "4389               Wabash Ave & Cermak Rd  Subscriber  Female    1980.0  \n",
       "4390               Wabash Ave & Cermak Rd  Subscriber  Female    1980.0  \n",
       "4415           Franklin St & Jackson Blvd  Subscriber    Male    1967.0  \n",
       "4427                   Daley Center Plaza  Subscriber    Male    1971.0  \n",
       "4476        Sheffield Ave & Fullerton Ave  Subscriber    Male    1964.0  \n",
       "4480                 Wells St & Walton St    Customer     NaN       NaN  \n",
       "4490            Lake Shore Dr & Monroe St    Customer     NaN       NaN  \n",
       "...                                   ...         ...     ...       ...  \n",
       "1109177           Clark St & Waveland Ave  Subscriber    Male    1985.0  \n",
       "1109198               Wood St & Grand Ave  Subscriber  Female    1979.0  \n",
       "1109199               Wood St & Grand Ave  Subscriber    Male    1976.0  \n",
       "1109201             Damen Ave & Grand Ave    Customer     NaN       NaN  \n",
       "1109202        Clarendon Ave & Leland Ave  Subscriber    Male    1969.0  \n",
       "1109203           Clark St & Montrose Ave  Subscriber    Male    1985.0  \n",
       "1109222           Canal St & Jackson Blvd  Subscriber    Male    1964.0  \n",
       "1109223    Southport Ave & Irving Park Rd  Subscriber  Female    1981.0  \n",
       "1109224           Damen Ave & Division St  Subscriber    Male    1984.0  \n",
       "1109231           Lincoln Ave & Roscoe St  Subscriber    Male    1984.0  \n",
       "1109233        Clybourn Ave & Division St  Subscriber    Male    1972.0  \n",
       "1109240          LaSalle St & Illinois St  Subscriber    Male    1972.0  \n",
       "1109256      Sheffield Ave & Kingsbury St  Subscriber  Female    1983.0  \n",
       "1109257         Sheffield Ave & Willow St  Subscriber  Female    1983.0  \n",
       "1109275           Damen Ave & Melrose Ave  Subscriber    Male    1984.0  \n",
       "1109276           Damen Ave & Melrose Ave  Subscriber  Female    1978.0  \n",
       "1109277           Damen Ave & Melrose Ave  Subscriber    Male    1986.0  \n",
       "1109278           Damen Ave & Melrose Ave  Subscriber    Male    1989.0  \n",
       "1109279             Ashland Ave & 13th St  Subscriber    Male    1977.0  \n",
       "1109280   Pine Grove Ave & Irving Park Rd    Customer     NaN       NaN  \n",
       "1109283      Michigan Ave & Washington St  Subscriber  Female    1976.0  \n",
       "1109308            Damen Ave & Pierce Ave  Subscriber    Male    1972.0  \n",
       "1109309            Damen Ave & Pierce Ave  Subscriber  Female    1976.0  \n",
       "1109310              Broadway & Barry Ave  Subscriber    Male    1989.0  \n",
       "1109331          Wilton Ave & Belmont Ave  Subscriber    Male    1989.0  \n",
       "1109336           Clinton St & Madison St  Subscriber    Male    1952.0  \n",
       "1109338            Damen Ave & Pierce Ave  Subscriber  Female    1978.0  \n",
       "1109369                May St & Taylor St  Subscriber    Male    1985.0  \n",
       "1109392              Halsted St & 21st St  Subscriber    Male    1984.0  \n",
       "1109397             Emerald Ave & 31st St  Subscriber    Male    1963.0  \n",
       "\n",
       "[759788 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips = pd.read_csv('datasets/divvy_2013/Divvy_Trips_2013.csv', \n",
    "                    parse_dates=['starttime', 'stoptime'], \n",
    "                    index_col=['trip_id'])\n",
    "trips = trips.sort()\n",
    "trips"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "At this point, we have our `stations` and `trips` data loaded into memory. \n",
    "\n",
    "How we construct the graph depends on the kind of questions we want to answer, which makes the definition of the \"unit of consideration\" (or the entities for which we are trying to model their relationships) is extremely important. \n",
    "\n",
    "Let's try to answer the question: \"What are the most popular trip paths?\" In this case, the bike station is a reasonable \"unit of consideration\", so we will use the bike stations as the nodes. \n",
    "\n",
    "To start, let's initialize an directed graph `G`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "G = nx.DiGraph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Then, let's iterate over the `stations` DataFrame, and add in the node attributes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "for r, d in stations.iterrows(): # call the pandas DataFrame row-by-row iterator\n",
    "    G.add_node(r, attr_dict=d.to_dict()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "In order to answer the question of \"which stations are important\", we need to specify things a bit more. Perhaps a measure such as **betweenness centrality** or **degree centrality** may be appropriate here.\n",
    "\n",
    "The naive way would be to iterate over all the rows. Go ahead and try it at your own risk - it may take a long time :-). Alternatively, I would suggest doing a `pandas` `groupby`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# # Run the following code at your own risk :)\n",
    "# for r, d in trips.iterrows():\n",
    "#     start = d['from_station_id']\n",
    "#     end = d['to_station_id']\n",
    "#     if (start, end) not in G.edges():\n",
    "#         G.add_edge(start, end, count=1)\n",
    "#     else:\n",
    "#         G.edge[start][end]['count'] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "for (start, stop), d in trips.groupby(['from_station_id', 'to_station_id']):\n",
    "    G.add_edge(start, stop, count=len(d))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Exercise\n",
    "\n",
    "Flex your memory muscles: can you make a scatter plot of the distribution of the number edges that have a certain number of trips? \n",
    "\n",
    "The key should be the number of trips between two nodes, and the value should be the number of edges that have that number of trips."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10f5aca20>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oszKZRUREROTpFCicMnt1FEKAD9kcs+jLMkchUxxiMCaThnE95CnstHm/joKmH4mIiIjI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\nMVCQJEmS1MVAQZIkSVIXAwVJkiRJXf4Pqa8qDrsWLs0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104c5da90>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 389
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "# Count the number of edges that have x trips recorded on them.\n",
    "trip_count_distr = Counter([d['count'] for _, _, d in G.edges(data=True)])\n",
    "\n",
    "# Then plot the distribution of these\n",
    "plt.scatter(list(trip_count_distr.keys()), list(trip_count_distr.values()), alpha=0.1)\n",
    "plt.yscale('log')\n",
    "plt.xlabel('num. of trips')\n",
    "plt.ylabel('num. of edges')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Exercise\n",
    "\n",
    "Create a new graph, and filter out the edges such that only those with more than 100 trips taken (i.e. `count >= 100`) are left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1324"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the edges to just those with more than 100 trips.\n",
    "G_filtered = G.copy()\n",
    "for u, v, d in G.edges(data=True):\n",
    "    if d['count'] < 100:\n",
    "        G_filtered.remove_edge(u,v)\n",
    "        \n",
    "len(G_filtered.edges())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Let's now try drawing the graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Exercise\n",
    "\n",
    "Use `nx.draw(my_graph)` to draw the filtered graph to screen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Q2rVrW48zOjq6yOD1P//5j/V5mzZtUqVedrE0OJcqpf3vptZFxc8KkStA6woQ\neQUOOXL4x+/06dMyePBg682Pn5+f9O7dW1atWiW9evWy/t0yN/b999+Xv//+W+U3lFxCj0lmdGrB\nggVSVCKlunXrCgDp2bOnXdt8+eWXBYB8/PHHrqqmR/v777+tIz3CwsLk4sWLdr0+Oztb5s+fL7Vq\n1RJnA9iOHTvK0fHj3XtNVqk37ZtvvrE2ulSpUsV6jI0bNxaz2SynTp264zXR0dHWa7pupKeL1K6t\n/e+n1kXFzwqRs6B1BYg8no9nCr6jhIQ49KN34sQJeemllyQwMFAsCU769+8vu3fvlqlTp0pUVJRY\nboiCg4Plueeek23bthU7JI004glJZnTm/vvvFwCyaNGiOx6zJAsaM2aMXdv85z//KQAkkTehVvv3\n77cOb61WrZrk5OTYvY2cnBxZsmSJ3H333eJo4FoPkCx3X5uDg1Wbx7hp0ybrVI/y5ctbj7NatWpS\noUIF2b17d4Hnb9y40fqclStXqlInhxw+zEZolT8rRM6A1hUg8mgffqj9D4yeSlzcHXNa7ZWamirP\nP/+89eYyMDBQXn75ZTl+/Lh89dVX8sQTT4gh35I6LVq0kPnz58v169dd9KaSUzwsyYweHDlyRCy9\ngOnp6Xc8bunNWrhwoV3bjY+PFwCydu1aV1XVK3z++efW60ebNm0c3k5ubq589tln0rBhQ7EnaPUD\nZKuW12iVGoJ2794tFSpUEABSqlSpAsdctmzZO4YFW+bFVqxYUZX6OCwxUel11Pr3VOtiNPpEoyF5\nFmhdASKPYxn+2Lix9j8seikq9Iz98ccf0qtXL2uQGhwcLEOGDJEzZ87In3/+Ka+//nqBJXXCw8Nl\nyJAhkuJk4Owyvjin00OTzGht7NixAkD69OlT6ON+fn4CQLZu3WrXdo1Go0Ov8wVTpkyxXjt69+7t\n1LZMJpMkJSVJkyZNxJbAdXjeZ9qRdVBdUmzIrOyoQ4cOWecS315CQ0Plm2++KfBcy2PTp09XrU4O\nmTuXwSsg0rEjg1fSFWhdASKPwYzBdxajUWTJElXnIh46dEi6desm+W9+Ro4cKefPn5esrCxZunSp\nxMbGSv4bpIcfflj++9//OjQM0Cm+PKfTw5PMaMVkMkmNGjUEgGzYsOGOx3Nycqyf66tXr9q1bcvc\n2MNe3FvtDEsWZwAyZcoUp7dnMplk9erV0rJlSykqaA0B5ILW1+2ICFWvNZZs1oWVoKAg+fzzz63P\nfeSRR8Q5gM0OAAAgAElEQVQy2kB3yfeYu0IpRqNXj3ghzwKtK0DkEZgxWAkaGjcudG0+d9i/f790\n7txZLDdApUuXljFjxsilS5dERBmm9sILL1iHVVrmV40fP15Onz6tbuV8fU5nYqJ7P4de1PP6/fff\nC6BkYS3sxj0lJUUAJbu2vSzDNs+ePeuKqnqlNm3aWK8X+QMqZ5jNZlm7du0dDWoApI/W13FLWbzY\nJcd6u+TkZOsIgaKKv7+/LFmyREREzp07Z32+Lpdt4m+/Urx4xAt5FmhdASLdY6urS+auusquXbvk\niSeekPxDhMePH2/tjbp8+bJ89NFHUq9ePetzAgICpGvXrrJhwwbXJ3Py9TmdWiQz8aLEIb169RIA\nMm7cuEIft8zHDAoKsmu7ZrPZOk88OzvbBTX1Tjk5OdZ1Wv39/WX//v0u27bZbJbvvvvOmngLgGzX\n+lpuKUajy47T4vLlyxIeHi7FBa35yyeffCIiIj169BBLPoMCuQr0Mt2Co62U4oUjXsjzQOsKEOma\nr2cMDggQef99XfYAbt261TrMDIBERETIlClTrMltzGaz/PDDD9KlSxfrDTwAadCggcycOVOuXLni\nfCV8fU5nbq52vREqJplxl/xrtx47dqzQ57z33nsCQMqVK2fXtq9duyaWJDlUvIsXL1qXySlVqpQq\ny2399NNP0j0uTgQazm29vagQ8G3cuFHKlCkjtgavkydPluvXr1uzyff+xz/0O90iM1PZh9Go/Xun\nVfGyES/keaB1BYh0y53DH/VYAgJE9u3T+l0o0caNG+WBBx4Qy41QxYoVJSEhQTLz3cCcPHlSxo0b\nV2CNwbCwMBkwYIDsK+YYzWaznDhxovAHOadT6YXQ8jOqYpIZd5g/f74AkIceeqjI51jWYq1Zs6Zd\n2z5+/LhYhstTyX799VcJCAgQQFmLVJX58UlJ2l/X85fk5Ft1c2Hv5s6dOyUiIkJsDV5HjRol/fv2\nleFwwfxfd023SE1Vzt/o0cr5qVXLd5I5GQwikyd7dk4G8ljQugJEuuTra7l5WKuqZUhe/jllkZGR\nMnPmTLlx44b1eTdv3pSkpCRp166d5L9xatu2rSQmJhZ4rojI9u3bxWAwyJNPPilfffWV5Fpuhjin\nU7lp0XronMpJZtR23333CQBZXMx8w44dOwoAad68uV3b3rdvnwCQRo0aOVtNn7FmzRrrNaFVq1au\n38GoUdpf2/OXESNU6908ePCgREZGii2Baz1Atrk66NNiuoWvzYctX94zczKQR4PWFSDSHS2HP+qh\n6L2XrxiWpCj5s3pWr15d5syZc8c8v0OHDsmrr74qZcuWtT63YsWKMmrUKEnN61Xo06eP5L/Bio6O\nlnnDh4s5KMi974ke53QuWqT9ZxVQLcmM2kpau9WiVatWAkDi4+Pt2v6GDRsEgNx///3OVtWnJCQk\nWL/v3bt3d+3G4+O1/77kL4GBzr2+hN7NI0eOSFRUlBQXtPYAJCtvey4fQq3FdAtfnA/rSTkZyONB\n6woQ6Y7Wwx+1LCEh+uzds5PZbJYvvvhCGjduLPmDzoULF94xBDA9PV3mzZsnTZs2tT7XYDDIY489\nZp13ZSl+gGzV6r3R25xOe3tp1CoqJJlxhzfffFMASN++fYt9XkxMjACQ/v3727V9S1Knp556yplq\n+qR+/fpZv/MTJ0503Yb18p1xdSkmcDlx4kSBRHn5y4vuqJtWDbGZmSJTpvjO8GFPyMlAXgFaV4BI\nV/Qw/FGroqPMwa5iMplk5cqV0qBBA7HcLNWtW1cSExNvDfvNYzabZevWrdKrVy8JCgqSwm60hued\nK82Sq+hlTmdqqvaf1/zFzUszOSs3N1eqV68uAOSnn34q9rmWuYL2BlALFiwQANKnTx8nauq77r33\nXuv3PikpyTUbbdpU+++KWqWYwOXcuXPSrFkzub2n1W1103K6hS/lyvDg0VrkOfxARLesXAlcuqR1\nLdwrIgJISAA2bQLq1dO6Ni7l5+eHbt264eDBg1i2bBnq1KmDI0eOoFevXmjSpAmSkpJgNpsBAAaD\nAXFxcVi2bBn++usvREREFNhWCIAxef9tcO9h3DJ5MpCVpdXeb9m1S+saFLR7t9Y1sMuGDRtw8uRJ\nxMTE4P777y/2uZmZmQCAunXr2rWPy5cvAwDKly/vWCV93E8//YSaNWsCAP75z39iz549zm80KMj5\nbehVdjbQuzcwb94dD1WqVAkbNmxAXFwcAKAegAXurJsI0L8/kJLizr0qevYE5s4FDJr9ariPCPDS\nS8Dy5VrXhLwYA1cii6wsYMIErWvhPkYjsGQJcPIk8NprgL+/1jVSjb+/P3r16oXDhw9jwYIFiIqK\nwqFDh9CtWze0aNEC//vf/yAi1ufv3bsXl25rwHgWwF1urvcdLl0CVq3Suhb6CxT1Vp8SLF68GADQ\np08f+PkV/zOcnZ0NAKhnZ6MSA1fnBAQEYP/+/ShTpgxMJhPuu+8+nD9/3rmN3tYY5nWKCVzKlSuH\nb7/9Fo+2b49FUBoC3So7G3j+ecBkcveegQEDgGXLgOBg9+/b3bRsJCCfwMCVyGQCpk8HqlQBUlO1\nro0qzgP4rXp1XH75ZSA5WTnO7duB554DQkO1rp7bBAQE4Pnnn8cff/yB2bNno1q1ati/fz86d+4M\no9GIdevWQUQwa9asO147SIP6FqqQurnd3r1a16AgV/SGucnVq1fx+eefAwCee+65Yp+bmZlpbVCp\nX7++Xfth4Oq8cuXKYfv27QgICEBWVhaaNm2KmzdvOr7B5s1dVzm9KiZwKV26NNY++ijioIwXdrtf\nfgFmzNBiz0rP6759QGysNvt3p+xsoE8fbRoJyOsxcCXflpIC3HcfMGIEcPWq1rVRRUZAAGoCaHTy\nJCrMnYuen3+Og+npWldLU0FBQXjppZdw9OhRfPTRR6hcuTJ27dqFJ554Avfeey9iY2Px+OOPw5A3\nvCsKgBEa3WzdbscOIC1N2zrobTh9XpDmCZKSkpCVlYV27dohJiam2Oem5N38GwwGhITY10fFwNU1\nGjRogC+//BIGgwFnz55FrDOBR8uWrquYnhXVu5mVhcBp0wD46HSL+vWBzZuVqTne3vu+YwfQuTOD\nV3I5Bq7ku5YvB5o1A7Zt07omqio9dSr2HjpkHZa4YsUKNGnSBJ06dcLWrVu1rp6mQkJCMHjwYBw7\ndgzTpk1DhQoV8Msvv+DNN99EZmYmVqxYgZEjR+Kh0qUBaHizdTuth8Y60+ukhrzhtJ7AMky4b9++\nJT73999/BwAEOzDEkIGr6zz++OP48MMPASjTCLp27erYhlq1cmGtdK6w3k095JDQerqFv78yNefk\nSWDxYqBxY+3qoravvgLatuWwYXItjZNDEWlj7lztM/C5o9y2hEpaWpq8+uqrEhoaKlA6EOWBBx6Q\n9evXi9ls1vAN0Ydr167JpEmTpHz58tbz8+ijj8rxnj21fy/zl9GjtT1RelvWw0OWxPn9998FgJQu\nXVoyMjJKfP748eMFgNx1111276tNmzYCQLZs2eJIVakQL774ovW6MG7cOMc2orfvjpolIkLJ1K+3\nY9fb9eLDD7172RwulUMuxB5X8j3LlwMDB2pdC/UFBwOLFhVIuhQVFYWZM2ciLS0NY8aMQXh4OH7+\n+Wd06NABLVu2RFJSEkw+PLSnTJkyGDNmDFJTU/HOO++gbNmy+O6773BIb1kStZ7Tqbdhbh7Sq7hk\nyRIAQNeuXREWFlbi89PyhoSHh4fbvS/2uLrevHnz8MADDwAAxo8fj5UrV9q/kUG6mS2vvvy9m2lp\nwM6dmlbHSg/TLfIbOhSYM8d7Mw8Xk3GayF4MXMm3/PADYMMQPY9nMAALFhS5vE2lSpUwadIkHD9+\nHFOnTkXlypWxd+9edOvWDQ0bNsTChQudS0Li4cLDwzFu3DikpqZi9OjRqFBC5le303pOp96SzLRo\noXUNSmQymbB06VIAtg0TBoBTp04BAO66y/581gxc1bFhwwZERUUBAHr06IGd9gZjzz6rv4YfNVmS\nyXEJreJ5e+ZhES6VQy6hs7sxIhVkZSlzSVq3Bh55BMjN1bpG6jIYlNbbnj1LfGp4eDjeeOMNpKam\nYtasWYiOjsYff/yB/v37o3bt2pgxYwauX7/uhkrrU0REBCZPnoxmDRpoXZWCtJ7TqbckM3qrTyF+\n/PFHnDx5ErVq1cJ9991n02vOnTsHAKhSpYpd+xIRBq4q8fPzw4EDB1C2bFmYzWY8+OCDOH36tO0b\nCA0Fxowp+XnewtK7qbdAUW/1Abw/87AIl8ohpzFwJe9lWeamenWgXz/9tfiqISREabUdMMCul4WG\nhuLll1/GkSNHsGzZMtxzzz04efIkhg0bhqioKEyYMOGOdU19SUCpUlpXoSCtW+X1lmTGAwJXe9Zu\ntbB856pXr27Xvq5fv47c3FyEhoY6lNiJile2bFns2rULgYGByMrKQrNmzXDjxg3bNzB0qPcGJ4XZ\nvZtLaNnK2zMPa7meLnkFBq7knfIvc+MrAVdcnNJaa0NPa1ECAgLQq1cvHDhwAP/73//Qpk0bXLx4\nEePGjUNUVBRGjhyJM2fOuLDSHkJvNxBa96JFRysjGPTAaFTqo2P5127t06ePza+7du0aAKBWrVp2\n7Y+9reqrW7cu1q5dC4PBgL///htGoxFms9m2F/v7K/kHfKVRYfdu/f0Oaz3doji3Zx5u0kTrGrnW\nL78AH3ygdS3IQzFwJe/jI8vcWEVEKK2zmzYVOafVXn5+fnjqqafwyy+/4Mcff8Sjjz6KjIwMJCQk\nIDo6GgMHDsSff/7pkn15BM7pvJNekszopR7FWLVqFW7cuIH27dtb50faIitvvck6derYtT8Gru7x\n6KOPYubMmQCAgwcP4h//+IftL65fX8lD4K0JefLbs4dLaDkiNBTo0wfYvx/IW47Ja4wZozS0E9mJ\ngSt5l3nzgF69PONHyVlGI7BkidIq+9prBbIHu4rBYEC7du3w7bffYufOnejSpQtycnIwb9483H33\n3ejevTsOHDjg8v2WKC0NSE4GRo8GOnRQzkWzZsq/HToof09Odl3mSL0NRdVDffSQZCYiQqmHztmz\ndmt+lgRpDRs2tOt1DFzd55VXXsGgvMaTL774AmPsmb/as6d3Z5O1uHwZCArSuhYFeVpv99ChwNy5\n3vNZyc1VRu0wWRPZS+v1eIhcJjFR+/XK1C6dOokkJ4ukpmp2mg8fPiz9+vWTgIAAAZQ1DZ988knZ\nvHmzujvOzBRZtMj+tQBbtxZZvLjgeoL2Sk3V/r3PXzR8/wtISND2PCQkaH0GSpSSkiKAbWu3Zmdn\ny4YNG+TQoUOSmppq/X7l5OTYtc8vvvhCAEinTp2cqTrZoX379tb3a9myZfa9ODFRWetS6+uKWqVp\nU5H4eO3rkb/Ex6vzQVCbN35WJk3S+qySB2GPK3mHlBQlW52XMgOY3awZxjRqhKXXr+N3DXuU69ev\nj4ULF+LPP//E4MGDERoairVr1+K+++7DAw88gPXr10NEXLfD25Ns2bv8xM6dyhJI1asr23EkKQTn\ndBZOyyQzcXHK/nXOsnZrt27dSly79cSJE2jXrh0aNmyImJgY69/btm2Lp556Cm+88YZN+2SPq/t9\n99131rnIffr0wS+//GL7i709m2xwMKdbuIrls2I0al0T13nzTaB2bWUEWd70CKIiaR05EzktN1ck\nNlb7VkOVigmQHlBa8i1l2LBhWp91q/Pnz8vYsWMlPDzcWr/mzZvLypUrJTc317mNHz7s+vc2NlbZ\nrr0WLdL8syCAmBctcu6cutrhw+7vAQgOFklJ0frIS5SbmyvVqlUTAPLzzz+X+PwtW7YU+J7fXpo3\nb27TfqdPny4AZMiQIc4eAtkhPT1dypUrJwAkJCRETpw4Yd8GcnOVUQQREU59P7J1cJ0qUOLjRZKS\ntK9H/pKcrM6HwF1yc0U6dtT+PLq6REQo3wFn7x3Ia7HHlTzfjBlenYjpIIAVt/2tfv36WlSlUBUr\nVsTEiRPx119/4b333kPlypWxd+9ePPvss2jQoAHmz5+PbEd6iNVKsrVtm7Jde+fW6GBO50UA/b/9\nVl9r67o7yYzBoOzPRYnI1PTDDz/g1KlTNq/devbs2WIfr1y5sk37ZY+rNkqXLo1du3YhKCgIN27c\nQPPmze1bJuf2bLL29qoZjTAvWoQvatSw73Vqa9GCS2i5mr8/sHq1d/W8Akr26REjlFUhuN4rFYKB\nK3m2rCxg8mSta6GqwhafOX/+vHWpDL0oW7YsXn/9daSlpWH27NmIiYnBkSNH8OKLL6J27dr48MMP\nkZGRccfrvv/+e3zwwQcFH1M7yVZ2NtC7t7IfW4WGKpkQNSB5/04GsOizzxAbG4s//vhDk7oUyk1J\nZsRgUPbjxJJP7pQ/KZPBhnNTUuAaGRlp034ZuGqndu3aWLduHQwGAy5cuICWLVvavkyOhSWb7Pbt\nQGrqrUR08fFKoNK0qfJvfPytRHSpqcD27fDr2xePvf22OgfnqJYtOd1CDf7+yvBaT0s0ZQtHG5jJ\n+2nd5UvkFJ0M31SzTELRQwcDAwOlUqVK0rp1a+nbt6/MmTNHjh07pvW7IiIiOTk5snz5cmnUqJG1\nvhEREfLOO+/IxYsXRUTEbDZLXFyc9bFx48bJtdmz3Xd+DQYl2YWtNByWvgUQv3zvfdmyZeXzzz9X\n6d1zkAqJQ8x5/2YCsq5XL62P0GaXL1+WkJAQMRgMcvz4cZte89ZbbxX5XQcgo0aNsmk7PXr0EACy\ndOlSZw6BnDBnzhzr+/bUU0+5d+d5yeTMLvoOOl0syeT08nu9eLF73w+1JSYqv2Van1c1isEgMneu\n1meYdARaV4DIKbVqaX9hVbk8g4I3rwaDoUBG38KKwWCQ8PBwadCggXTu3Fneffdd2bx5s93ZSV3B\nZDLJl19+aQ1QAUhYWJgMHz5ckpKSCtS7HiBZ7j7HwcH2zXnVYE5nFiB3F/Fejxw5UpP3tUgqzEve\nknf8FSpUkKtXr2p9hDaZO3euAJCHH3645CenpookJcnXTZvKOkC2A7I37991gEwGpAsgC956y6Z9\nP/744wJA1qxZ49xBkFMGDx5s/Z6+/vrr7t25vdnX1SpG4606ZWY6PX/X6RIRIZKV5d73wh3mzvXu\n4NWeBmbyatC6AkQOmzRJ+wuqisXSWh6FgoHKvffeKyIiV69eldWrV8vw4cPl4YcflujoaAkNDZXi\nAloAEhoaKlFRUdK+fXsZNmyYJCcny+XLl1V/u8xms/z0008SHx8v+QNsy3/7AbJVq/MdF2dfMgg3\ntnAXlpzr9vLggw/KmTNn1Hvz7OVEkpn8vUQXABmOgj3Nb9kYvGktNjZWgGKWRlFxeSfLvlVfoopK\n9Nhjj1k/u4vz9fT9/PPPsn//fvV2rNfeTa2X0HJ3A4I7eeNSOZZibwMzeS1oXQEih/jCmq2A7PTz\nk9uDlP79+xd7anJycmTr1q0yefJkeeaZZ6Rhw4ZSrlw58StkW/lLQECAVKpUSVq1aiV9+vSROXPm\nyNGjR1V5+3bt2iUPP/xwgf0PzztmzYa32bsmqBtauE2AvFjMe5a/VKlSRX+BSmamcuNqNNp13NsA\n6Q1ISCHHGRYWJmfPntX6yIp1+PBhASBlypS5c+1WFwX1xWXfrFevngCQ3377zU1HTEUxmUxSt25d\nASB+fn6yefNmSUxMlKCgIKlRo4acPn1anR3rtXczN1ekTRvt6hQb690Za9XIxK+X0qaNd793ZBNo\nXQEiu2mx/IZGxbxokZw6dUq+//57+eSTT+Rf//qXrFq1yuFTd+zYMfn3v/8t/fr1E6PRKJUrV5bA\nwECxZdhx/fr1pXPnzjJx4kSHhx137txZWrVqJb169Sow9zUESu+apuc7IqLYXqxCqTinM8tgKLGn\ntbDGhw8//FDMZrPd743qUlOVJShGj1aWxzAaRZo2lRt5w2M/CgsTSU6WD/INryyq/Otf/9L6aIo1\natQoKbSRyU3LO1WqVEkAqBcUkV3S09OlfPnyAkD8/f0LfJZbtmx5Z+OGi1x5660C1xS3l6IaA19/\nXdtrvb2NlJ7GRcsq6bJ07Mjg1cdB6woQ2SU31+7eG48tbpyLYxl2PGLECOuw41KlSomtw47btWtn\n07Bjy5qWt5c+Wp9rS3EkaYcawUhcnOT8+qssWLBAIiIiSnwfbi/dunWTa9euOfGJcB+TySTBwcEC\nQK5evSpXr16VChUqFHt8AQEBqo0GcFZubq5UrVpVAMimTZtuPaDmML7gYOscMLPZbG2MyvLGuXwe\n6vfffy9y1MvTTz/t/JrXtzlx4oTUq1NHf9Mv9NITbG8jpSfKzBSZMsX75r4ajRw27MOgdQWIbOat\nC24XVXTQKpyTkyPbtm2zDju+5557HBp2PGvWLNm3b1+Rz9+u9bnO/4PoCFe1cBcy/DM7O1tGjx59\nR09NSaV+/fpy6NAhF30S1GXpfd+1a5eIiMyYMaPE4+vevbvGtS7c+vXrBYDUrl37Vs/33Lnqf3bz\nsm9mZGQIAAkJCdH2RJDVxYsX5cEHHyz28zxs2DCX7S8tLU1q1aolgIYJ71JSCq+cXufeejNvnFqV\nr7GOfAu0rgCRTQ4f9p2eVsD+ZEEasAw77t+/vxiNRomMjCxx2HFhJSrvmHW3dIMjHJzTKUajyJIl\nxfYCnD59Who2bGjXuS1VqpSsXLnS8eNxk2eeeUYAyIoVK0RE5MaNGxIdHV3i8e3Zs0fjmt/pn//8\npwCQiRMnKn9w502jwSAXPvpIAGXOM2nPZDJJq1atbPq+fvLJJ07v788//5SoqKgC2+0BZb68uz6D\nxQYUesx27Au8Meswl8rxSQYRERDp2fLlQP/+QHa21jVxj+BgYP9+oF49rWvikGvXruGnn37Cpk2b\nsG/fPhw9ehTnz59HZmZmoc/vAiDZvVUsXnIy0KWL89tJSwN271bKnj3A5cvKZzg4GChfHmjRAmjZ\nUinR0TZt0mw2Y/z48Zg4cSLsuXQPGDAAH3/8MYKCghw7lvzS0oBdu5Tj2rsXuHQJuHkTCAoCIiKA\n5s2VY2rVyubjGj16NKZOnYp33nkH48aNAwAkJiaid+/eRb6mfPnymD9/Pp555hnnj8lFrly5gsjI\nSNy8eRNpaWmomZkJNGvm1muXOSgIDW/ehH/Dhvjtt9/ctl8q2tdff41OnTrBbDYX+zw/Pz+sWbMG\nTzzxhEP7OXLkCNq3b4+TJ0/e8diLAOYA8HNoyzYyGIA5c4ABAwp/PC0NiIlRswb2efll4Ngxl1zD\nPII33ksZDMCyZUDPnlrXhNxF48CZqHgff6x9q567WxC9dPiLJWHN7WWy1uf89jJ6tNanqkTffPON\ndV6oraV69ery66+/OrZDFZduERFZuHChAJAePXpY/2YymaRJkyaFHsvIkSPdsoSTvebMmSMA5JFH\nHlFGTGiU3XMLIPe3bav16aB8Pv30U5u+p6VLl5a9e/favf3Dhw9LlSpVit12D9waNuzyES4hISX/\ndiUlaX99t7fYeA3zGN44eo1L5fgUVRvfiBxmMiktaK++qnVN3MfSWu2lLYe///57oX9v7uZ6lGjP\nHq1rUKK6desiNzfXrtecPHkSsbGxGD9+PK5evWrbi0wmYPp0oHp1oF8/YOdO+yq6cyfQt6/y+unT\nle0V4u677wYA/PHHH9a/+fn5YcqUKdb/9/f3h8FgAACcP38e5cqVs68ubrBo0SIAQN++fYEZM4Bt\n29xeBwHQFkCfy5fdvm8q2qBBgzBs2LASn5eRkYGOHTvi1KlTNm/7119/xYMPPogzZ84U+7wVUK63\n52rVgsHmrdsgLg7Yt6/k367du125V/ew8RrmMerXB7ZuBTp21LomrpOdDTz/vOe/N2QbrSNnojsc\nPizStKn2rXjuLLa0Vnu4xo0bC6DjxEyW4gFzn8aOHVvoubS1lC9fXiZPnizp6elF78RNS7eIiJw/\nf14ASNmyZQss5WM2m+XBBx+Url27yu+//y6vvPKKAMp6mBcvXlTj1Drs0KFDAihrt16/cEHzzKnp\nQUHe00vkJXJzc+Xpp5+26TvarFmz4r+fefbt21diFm5L8fPzk6VLl4rk5krG+PFyyc/P+nlxqAe2\nmLWECxUfr/31XaVrmMfxxhUadJDQktQHrStAVICaS0botcTFFZ2B0YvcvHlTfv/9d1m9erVMnTpV\n+vTpI23atJH9+W6edFGaNtX6VJXIZDLJqlWrpEGDBuJMAFuxYkVJSEiQ69evF9yBm5ZusTCbzVKu\nXDkBIGfPni3w2I0bN6z/nZOTI6GhoQJAnnjiCdXOryPeeOMNASAvvPACM6dSkTIyMqRly5Y2fT+f\nfPLJYpfJSU9Pt67ZW1Lx9/e3Jj+z2LZhg/Tz85Nt9n6ubEgmVyi9JGZS4RrmiU798IPkBARofz5d\nVXxlmSMfB60rQGTljiUj9FTsba32Uma93cx4QI+rRW5uriQmJkrdunXFmQA2MjJSZs6cqQSJbly6\nJT+j0SgA5Oeffy72mN99910BIAaDQY4dO6bm6bVZ/rVbN2/erJ8bdA/6LPuS06dPS40aNWz6br76\n6qt3biA1VZkvOmqUnG7SRLYDshfK6JV1UPIGdIGSsR1QlidLSkoqtC4JCQmCvOc+A8ikvG1sA+T6\n3Xcrn6H4eGXuf3Kyc1nXvWkklQdmtDWbzbJnzx4ZN26cNG/eXAA3Z5x2R2FjndeD1hUgEhHvXGes\nqOJoa7W30tvwsfh4rc+I3XJycmThwoVSs2ZNcSaAfcWdw1tvS0TWq1cvASD//ve/iz1Wk8lk7Z1t\n06aN2qfWJuvWrRMAUrduXTEfO6b9Zxj5hn46E2iQag4cOCBlypSx6Xv50UcfOZwgbYfBILsHDy7y\n98ZsNstTTz1VYH8Gg0EASFNXjz7RS4OOStcwPcrOzpZvvvlGBg0aJNWrVy/wPoeFhckzzzwjW/r2\nFYkbRygAACAASURBVLO3LJXDxjqvB60rQCSHD3vX8OBy5UQaN1Zal13ZWu2tRo3S/j3LV3Y++qhN\nc8v0KDs7W2bPni3h4eFib9BaD7cyjrqt5MsGOWHCBAGUjMElsWQhBiA7d+5U+7SW6NlnnxUAMmnS\nJP1lTk1O1vr0UBHWr18v/v7+xX4v/QB5DZDsMmXsfu8LzFstZoTPxYsXJSoqSkqVKiVLly4t8P0a\nMWKE6w5Yb42ULr6G6cWlS5dk+fLl0q1btzsaR6pUqSIDBgyQtWvXSlZW1q0XJSaKeMuwYd5neTVo\nXQHycRouGeHywqG/jtHZjf4zgISHh8uIESPk+PHjWp8dh2RlZcm7774rkZGRYkvQ6gfIVq3OeVyc\nSG6u/Oc//xEA8vTTT9t0jNWqVRMAUr9+fZXPZvEuXbokwcHBYjAY5K+//tJdQ4wnLO/ky+bOnVvk\n97KeGt/LIpIL7dq1S3777Tfr///f//2ftR4//PCDaw5Wb98NF1/DtHTs2DGZMWOGtG/fXgICAgp8\njho1aiRvvvmmbN++XUwmU9Eb2btXxN9f+/PpbBk82H0nntwOWleAfFxCgvYXOWdL69Yc+uuM1FTt\n30Pc6p2IQsGEJt26dZNffvlF67PkkOvXr0tCQkKJWUeH33YO3F4SEmTPnj0CQBo0aGDTsX399dfW\n+n/99dcqn8mizZo1SwDIo48+qvxBb71KHjj03deMHDnyju+kqmuu2pBcyGQyWedth4aGumTd5ANv\nv63990HFa5g7mUwm2bFjh4wdO/aOjP3+/v7Srl07+fDDD+XPP/+0b8Pvv6/9uXS2+PvrrhecXAda\nV4B8WGam5ktGOFUCA0W+/17rs+gddDL3aRuKDu5iY2Nl5cqVkpOTo/XZslt6erpMnjxZypcvf8dx\nhQByQetzHxEh6XlL4gQGBhabSTW/+vXrCwCpVq2aymewaJakUsuXL1f+oJPPsrVwzpfumUwm6dKl\ni/U7+aI7Phc2JBdKS0uz9t41atTI4ePbtm2bPPzwwxKVt2/NGshUvoap3XidlZUlX3/9tQwcONDa\nqGAppUuXlq5du0piYqJzS4V5yyg4HfSCkzqgdQXIh+llyQhHigckZfAoOvksPIeSh9XWrFlTpk2b\n5pIeCHe7cuWKvPPOO1K2bFnr8fTRwXkXQGTxYuvNmK29BLt377Yex/z581U+e3f67bffBFDWn7Uu\nKaS3zKkesLwTKaMjjEaj9HDnZ8OG37Fly5ZZv2OD7RyCeeDAgTvWrdXdut0uvoa52oULF2TJkiXS\npUsXKV26dIFzWb16dRk0aJCsX7++wLJhTvOWvCPvv++6c0K6Aa0rQD5Mbz0T9pRJk7Q+e95FB73v\nFwAJhu3JjEqXLi2vvvqqHD16VOuzZ7eLFy/KmDFjJCwsTD83kkajPPTQQwJA1q1bZ/OxxMbGCgAp\nV65c8fO3VPD6668LAHnxxRdv/VFv1zX2uHqMvzdtkhvu/nzYkFyoa9eu1uvet99+W+JxHD16VHr2\n7GnNTpy/9NH6++AB37UjR47I9OnT5YEHHhA/P78C569Zs2by9ttvy+7du8VsNrtkf4VKTFQaNrQ+\np84Uf39l3i55FWhdAfJROpnX6FCpVUvrs6e+fOsESny8cjPetKnyb3y88vekJNdm79NovrNl2Npw\n2B605i8Gg0Gefvpp2bhxo7o3Eiq4sGtXgXOgdRndvbsAect/2CgtLc16gzxx4kQVz1ZBOTk5UqVK\nFQEgW7ZsufUA57iSI7QcolnCsEqTyWRdSiUkJKTIoagnT56UgQMH3pEcSHdTE9QsDvwmmkwm+eWX\nX2TUqFHSsGHDAucrICBAHnnkEfn4448lLS3N7m07Ze5czw9eAwI4Os7LQOsKkI/SWSZZu4q3LnDt\n4DqB0rq1ck6cnd+j4Y3bNj8/8YNjgWv+0qJFC1m2bJlkZ2e75C1Rnc6+h/977jkBIP/617/sOown\nnnhCLDfV7pqDbEkOdffddxdssHjxRc3PY4HCrMKeQetEhSUkFzpx4oQEBgYKcGcm77///ltee+01\nCQkJsek6qXkyODWLjctPZWZmypo1a+SFF16QypUrFzg/4eHh0r17d/nss8/kypUrDn+kXCIx0fOH\nDdswn5s8B7SuAPkoT02LHxEhkn/tM2+Qm6vctDg7VNcVywFpMbcmOFjSd+2SDz74QKKjo8XZ4BVQ\n1sqbNGmSXLhwwXXvkxp09j38I29IojVDr40uXrxoXQ9z0KBBKp2sgrp16yYAZPLkybf+mJioJG3T\nwbm0FjXXcdViZIY30sFUCVuSC1mWrLJ8z65evSrjxo27Y63Qkoqmy2+pXYppKDp37pwsXLhQOnfu\nLKVKlSpwTmrWrCmvvvqqfP/99/pr+Dx82PMTNjEvideA1hUgH6W34XS2FjenvFedGj9IRawTaDN3\nzq257ccsNzdXkpOT5d577xVXBLChoaEycOBAOazX1Pw6+x5m3HefAJCoqCi7D6Vv375iGVqXnp7u\n+nOVz6VLlyQoKEgMBoOcOHFC+ePcuZqfv0KLq4NGrUdmeCOdJKezZTRRjx49rNc3ewPW/KUeINl+\nftofs6vLbUPzU1JS5L333pN77733jjm/LVu2lAkTJsi+ffv0P83EVQ3cWhYb5nOT/kHrCpCPatxY\n+4uYvcXb0qurOQTIhnUCi+WOuTUlDB/asWOHdO/evdj5WvaUxx9/XPbqLVGEzhIJmVq3Fn9/fzEY\nDJJpZ4CTlZUlQUFBAkD+8Y9/qHTCFJ9++qkAkMcee0z5Q2Ki5ueu0OLKxEx6GpnhbfTyPbTh82Iy\nmQpkJXekPPbYY7Jjxw7vSAB0WzG3bi2bN2+WkSNHyt13313guIOCgqRDhw4ya9asWw1eniYzU2ng\nqFVL83PtUPG2+zgfBK0rQD7IE3+sgoNFUlK0PnOu447eIWfnlagZWIeE2BxYnzhxQt54441C10C1\nt/zyyy+Onw816GzpFnOTJlK3bl0BIAcPHrT7cEaNGiWAkjDr1KlTKpwwRevWrQWArFixQt9LR7hq\nPr4eR2Z4C70lKrShh/7gwYPiyPWvbdu2smHDhoIb84YEQPnKwbwpC5ZSvnx56dWrl6xatUquXr2q\nxidIO5MmeeZ7520j53wMtK4A+Ri9Dqcrrnjb3Ah39g45e+7UuGGOi3OoESIjI0M+/fRTa2Blb4mN\njXX8PKhFLz09eWWnv791LddEBz43JpPJutbhQw89pMIJE/n1118FUNZuzUxP1+/cL1fNx9fzyAyt\nuHJur84SpNk6J/rRRx8VW699TZs2la+++qro4bCJiWLO+4x5esKmbYDExMTI0KFDZcOGDXLz5k2b\nP1YeyROTN9kwn5v0C1pXgHyIXofTFVe8LRudRsmPnOpZ0dkQRZPJJGvWrJH27duLPYGr0WhUtRfQ\nITqb47ou3/ny9/eXJ554QubOnStnzpyx+ZBmzpxp3cavv/7q8lM2cuRIASADBgzQPhNsIcV64++K\nXgVPGJnhLmrN7dVZgrSSslCnpKRIy5YtxZZrXt26deU///mPTesrn/z+e69I2HTt3nv1P1/V1Q4f\nVoaZ6+D821y8dXUIHwCtK0A+Qs/D6Yoqdgwn9Qg6XifQJpa5Nfb+QBqNIkuWqNLCum/fPunbt691\nbqUtpWXLlrJ582aX18UhOrtpnlTMeYuNjZUpU6bYlOiqYsWKYunpcaWcnByJjIwUALJtwwbdJio5\nFR3t/PfNk0ZmqEnthjOdNR4Vte7viRMn5MEHHyzwnSwqOVONGjVk/vz5di1NtWzZMvEDZH6DBrr9\nXtlUOnb0zd683Fzl2LU+/7YWV87/J7eC1hUgH6BlwORoadPGu+a0imjfO+TKeSWpqcqQttGjlRst\no1EZqmc0Kv8/erTyuJuW4Thz5oy8/fbbUqFCBSnsRu7BBx+8I6FJ9erVZa7WPU06G6a4B5DtgOzN\n+3cdIJMB6QJIVL5zd/fdd8vrr78uW7ZsKbQ3JykpyfrcjRs3uux0rV27VgBIvXr1xLxwoebnq7CS\nBcgXU6c6d6CeODJDDe6Y26uz4fq339BfvHhRnnzyyQIZcStUqCDLli2TrKws69B+AOLn5yczZsyQ\nLAeGqA8cOFAAyNSpUx1vpNRL8dUEZLm5nvWecZkujwStK0A+QOuAyd7SsaP3/eB4yDqBni4zM1P+\n/e9/yz333COWm7mwsDC5fPmyiIgsWbJEoqKiJH8AGxYWJoMHD3boZs9peksMU0LZDshzgITkO3+V\nK1eWF154QdasWVPgHNaqVUsAZb6Zq3TNW2d2ypQp+gs4oAwT7gHIl19+6fhBevrIDFdx09zeKzEx\nmn9uCpS8UQrXr1+X7t27i5+fn/W7VrZsWZk5c2aB0zRv3rwCa5L269fPodNtuWZu2bJFcnNz5fvv\nv5fnn39eGpcpI89AGY2xDsoc0r15/64D5JN8n33Nz93txRcTkB0+LOLvr/25t6WoucY1qQZaV4C8\nnB4CJntKmzb6uXFyJQ9aJ9AbmM1m+eabb6RDhw4yePDgOx7fsWOHxMbGFujFsMzpTEtLc29ldRiA\nFVby35heAGQ4IH4o2LMdFhYmzzzzzP+zd97xTdXdH/8kaZsuOtLdQlsotAUZbelgKwqCICIURRkW\n7SNDEZQlKD6KA8fDo/xAkQ0ioCAgiiII6oOUTYeAtrSMMlpK9w4dyfn9cZvQNKNpmuTeJPf9ep0X\nJbnj3Js7vud7Fm3btk3pHQVAu3btavdpKikpIQcHBxIKhXTn1CnWz4cmaQDTH/P48eOGHyjbE41c\nqPhpptzetJkz6SzHqrLK4uJo5syZKm3AnJycaNmyZRqjG+rr66mkpISSk5OVy+/bt69Np7u4uJgA\nkL29Pc2ZM4cCAgKo+X3dmpzhwHnTKpZagKw9zJnD/nnXR6ZPZ/tM8RgA2FaAx8rZtIn9h1NbXjDW\nFh6sgCvGiQ3mlegqTHL37l165plnyN7enpoPxHr37k2//fabeRTkyqSGAXISjKGmaTArEomUFYYl\nEkm7T9Pnn39OAGjEiBGcC7FuLicAuvTXX4YdJBcmGtmOzDBjbq8MoAwOXDPN5XCzyTQHBwd67bXX\n9M5V7dq1q3I9fQuqZWdn07PPPkttMVRbShIHzptOsZQCZMbCUiJ53N2t01Fh5YBtBXismMxMIhcX\n9h9O+r5YrHVWlGsvET6vRI2GhgZ6++231XrF+vv708qVK/WqymkwXDBWDBCFB1YKJjy2tcFtcHAw\nNbZjkBIbG0sA6JtvvuFcUauW56T8rbcMO0iuTGKwFZnBQm5vI8c8rh+AmfR5/vnn25y+UFRURGKx\nmABQaGio1udWfn4+ffbZZ8p7qr3iCCYKg+1zp1OseYyhCa5Mlrcm1pgaZuWAbQV4rJTt24kcHNh/\nKOn7QrHm2VCueYf4vBKdfPfdd2q9Yp2cnGjGjBlUVVVlmp2yHR7aTpEB9CJ0D25FIpHBEwAXL14k\nAOTu7k61tbXcqwTbQuSGei25MthkIzLDEosImkA+6dePKioqDD6NBw4cIMU9N3XqVLXv5XI5BQUF\nkTEM1uYyT3Htc+AcahUuFiAzFVyZBNNH4uNt53exAoTg4TE269cDU6YA9fVsa9I6YjHw9dfA9Ols\na2I6UlPZ1kAVrunDMSZMmIDs7GxcvHgRDz74IAQCAaRSKdatWwd3d3cMHz4cly9fNu5OX30V6NfP\nuNs0I0IAawFM0rGMTCbDkiVLDNr+V199BQB45pln4OTkBJSWGrQdcyEoLQV2727bSrm5wLlzJtGn\nzZw9y+hjTlauBE6fNu8+OQQ1/bvwm2/g5uZm8HYef/xxzJgxAwDw9ddfY3eL61AgEOCpp54yePvN\nsbOzw5gxY/DBBx9gJYBTAARG2bKJqKsDXngBkMnY1sT0TJwISCRsa6EfZ88CUVHAjh1sa8KjD2xb\nzjxWhjl7/7VXoqKsN6e1OVzzDmnpE8ijmbKyMkpKSlKG4CkkMjKSDhw4YLwdWWKv5RYihfacV4Bp\n13Hp0qU2nZaGhgby8/MjAHTq1Cnmwz59WD/WVsXdnQlp/u47/cLzbTkyw0LD5Y0uRvR0h4eHE8AU\nXMrLy1P57sSJE6TtHtVHBg8eTHPmzKHk5GTq1KmT8vMIMM8A1s9ja8KFAmTmwNIieaw9+s5KANsK\n8FgRljTwnTTJdvIauBL+pxAbLNBkDGQyGX344Yfk4+NDzQdx3t7e9OGHHxonD3b7dublzfY10g45\nAfVqwy3Fw8ODxo8fTykpKa2ekp9++okUEwVyuZz5kGv3lD4SF8fkjmoLIeZa3u6SJe2/nvXFksIa\nTSlGzC0uKSkhR0dHApj88oaGBvrqq68oJiZGpZq6vtKzZ0969tlnacyYMWo9sf39/cnd3Z0A0KqE\nBO4/w9guQGYuLDH83tZykS0QsK0Aj5VgKQ8ogYBo9Wq2z5Z54Zp3qKlPII/hHDhwgLp3707NB29i\nsZiSkpKUPWMNZt067g/8tIgiv20eVAe906dPp7CwMNI0IHZycqIHH3yQvv32W43G/4QJEwgAffTR\nR/c/5FoUQ1tEImE8IS0n7rh2TOaMzLDEiQhTXBdG7iV98OBBUtxnLY1VfYzXTp060aOPPkrx8fEq\n7XkUhuybb75JZ86cIZlMRqNGjSIA1KdPH8t4htlIaziLcmgoxJZykS0QsK0Aj5VgCSEhtjqTxrFB\nWb2DA0kfeqhtYYw8GsnOzqbhw4eTUCik5gPCIUOG0MWLFw3f8PbtljfYaCbFYCqNKs7JpUuXqKGh\ngZycnEjhAdJUIEYkElGfPn1oxYoVVFNTQ8XFxcrerbdv375/frjmnTRE+vVTHZxx7DlhtsgMrlVd\nZ0uMGL6anp5OY8eOJWdnZ2pprPbp04c2btxI//zzD2kyVj09PSk2NlZtokkkEtHQoUPps88+o6tX\nr6rtc+nSpQSAvLy8mA+4/gyzpcgjS4zk6d/fdqLyLAywrQCPFWAp+UG9erF9ptiBa54UTdJaGCOP\nTqqqqmjmzJlKw0whXbt2pe+++86wjWZmWkYUhRY5O3s2TZkyheLj45Uhvu+//z4pBtDXrl2jsrIy\neueddygyMlLF+Fcs4+XlRQDooYceUj03XMsHNVTE4vuTebYamWEtv2V7xAiD9Bs3btC0adPUWnop\n8lwVxueNGzeU6yiiRgQCAYWHh5NEIlFZz9XVlZ566inavn07lZSU6Nz/0aNHlftQwvVnmC1N2lqC\nF7yl2EousoUBthXgsQI2bWL/AaOP2GpRII57h5q3L2h0d9ccxsijFzKZjFatWkUBAQHU0ovx1ltv\nUUNDQ9s22NjI/B6WMDHVUpo8Gsq81Kbz4+HhQQAoISFB5VAbGhpow4YN1K9fP3JwcKCWg28fHx+a\nOnUq/fXXX9blpVMUJLFVjyvXno8ikXn3JxYbXKSwrKyMFixYQIGBgdTyfgkICKDXXnuNSkpKqKys\nTDmpFhQURIWFhbRt2zbq3Lmz2npBQUE0a9YsOnToEN27d09vXaRSqXIbd+7cuf8Fl59httYabvt2\nIjs79s+7vuLuzk+mcxCwrQCPhZOZSeTiwv4DRh8xZ7EPLmGBHoVbHTtS9o8/qhgdPG3j6NGj1Lt3\nb2rp+Zg4cSLdvXu3bRurrWU84vHxrF8bbRINHo2tW7cqz8e5c+e0HvIXX3xBLQfVzT1BWe7u7B+f\nsUQgYCJS2NajuZhropFrESm9epnPM2VA+kxdXR19/PHHar2mFUXPkpKS6Nq1a2rrffXVV2rLK6Rj\nx47073//m86fP9+uZ76i8vp2TcdUW0s0ejT7v29zscUxSXq6ZRmv06ezfcZ4WgC2FeCxYLZvJ3Jw\nYP/Boq/Y2uymAgvzDik8sFKA5gcE0BtvvEGpqam8EWsgubm5NHr0aBKJRNQ8DDYhIYHOnj3b9g1e\nv87cS0uWMIP++HgmrDM+nvJ8fVm/fvS55xX5rZGRkVoPc/78+QSAZs6cSRcvXqTnnnuOfH19lecw\nie1jM7aY29PXmhhrUH/9OjN5t3gxc73GxTHXa1wc8/+AAPaPtbnEx5snrLINrT9kMhlt3bqVoqOj\n1ULqnZyc6IknnlCbBJLJZHT69GlasmQJ9ejRg1oaqz169FBWB/7777+N8lMr7utZs2Zp/L7hkUfY\n/32bi61GgX3yCfvnvi3Ct8jhFGBbAR4LZd069h8mbRVbyidpCdfCAPUUGUAvghnodO7cmRYsWECn\nTp0yTusXG0MqldKrr75Krq6u1HwAGRISQluNVOGy6F//Yv2aUREtxs+hQ4eUx//zzz+rfV9fX6/s\n3XrmzBmV7+7cuUMLFiyg7qGhVMz28VmztGeisbaWaXFjic89RW6vKYsLOTrq5Wk9dOgQPfjgg8oc\nVYXY2dnRkCFD1O6d2tpaOnDgAL344ovk7++vso6bmxs988wzyr6riok0Ly8vo01KDho0iADQoEGD\nqKqqiv7880/67LPPaPLkyRQZGUln2P5tW4otFWhqTmMjE4bL9vnXV2y1sCdHAdsK8Fgg27ez/yDh\nXxBtw4L7FMoAmgT1PKh33nmH7bNqsWzYsEE5gGw+sFy4cCHV1dUZvmGuhV3q8GhERkYSAAoMDFT7\n7sCBAwSAunfvrnNQXbd8ORFU87R5MZIYMNFYUVpKBQsXUl2HDsrtWNxv0/xdZYriQv3768xpTU1N\n1VgRWCgUUlRUFG3evFll4rCwsJC2bNlCTz75pNo6wcHB9Morr9CRI0eUz5WKigqVInKPP/54m3/n\nllRXV1NKSgoNHDiQFIa1pnY76Wz/ti3FllvDvfgi++e/LcK3yOEMYFsBHgvDEntyAbbTM00bllL5\nWYtIAYqA6iBkxowZbJ9Vi+fkyZMUGxurcl7t7OzoySefpFu3brV9g1zzcOmYsEpNTVUe88aNG1W+\nGz9+PAGgjz/+WPfxWkr/akuTFr+bXC6nwsJCSktLowMHDtCXX35Jb775Jk2bNo2GDRtG3bt3pxhn\nZzrJtt7GkBaTLbt27qR/u7qqePcNMsa19e8lJp0gKSlJY0Xgrl270ocffkjSZj1eL1++TJ988gkN\nGjRILXS4b9++tGzZMsrIyNA66fPbb78pl+/Zs6fue6wFNTU1dOLECVq1ahU999xz9MADD6jpoE14\njyuHsMDaG3yLHG4AthXgsSAsdZBmgsbqFokl9NrVIScAEuL+IOTXX39l+4xaDXl5eZSYmEh2dnbU\nfKAXExNDx48f139DFtZSpV+/fqQoKqPwIhUVFZG9vT0JhULKy8tr/ZgtdTKPw/LNyJH0zDPP0KBB\ng6hz584aqzw3l0lgJrcIFuhhbSlN4e2HDh1SiYpwBOj9bt2oPDKybduLjyf66iu16qhlZWU0b948\ntQrkiorA8+bNU7agaWxspJSUFFq0aBFFRESoLGtvb08jRoygNWvWtGmyq7mRvHnzZo3L1NbW0qlT\np2j16tU0bdo06tmzp95Gqib5he3ftqXYao4rkcXV3lAK3yKHdcC2AjwWhKUaPvyDhsFSJx5wfzA6\nD6AQgJ4WCuncsGEkfegh9WIrixczs7m2nNNsIHV1dbRkyRJyd3enlqHZa9asaT232II8rkSMp0kR\nUvjee+8REdGqVasIAD322GP6n7jt2y2vRyFHpRggMdSNDk9PT+rZsycNHjyYhg0bRkOHDqX4+Hh6\nw9ubdZ2NKZeXL1czDqOjo+nSpUtExERJhAA0HqAPwBhjp8GEwZ4G6KSbG2P87tmj9gysq6ujDz/8\nkLp27arx/CYlJVFubi4RMZ7N/fv30/PPP08+Pj5qy06ZMoV2795NFRUV+t8nTRQWFhIA5b0nEono\nypUryu9zcnKod+/eKgXljCHLOfD7qog1VxVurSja4sVEYWHs/wZtFYmEb5HDMmBbAR4LwVJDTfnQ\nDlUs3DvU0NZ14uKYMHH+RdNmtm/fTl26dKHmAz8XFxeaPXs21dTUaF7JgnJcFYwePZoAkKOjIzU0\nNFBMTAwBoF27drXthJmjEqwZRN7iX3Pvd++AAfT+++/TRx99RO+88w7NnTuXJkyYQL169VLzvE7i\nwPky9vGHNDu+iIgIOnnypMpldvDgQdJlnA0bNkxleZlMRps3b6aoqCg1b6WzszM98cQTlJqaSkRE\nBQUFtGHDBhozZgw5OjqqLNu5c2d69dVX6Y8//qD6+vq23Rst2L9/PwGggQMHkouLCwEgf39/5cRY\nVVWVxhzV9koiB35nFbG2TgeWXBStLWLrqWcsA7YV4LEQLLG4Tzsaq1s1Fu4dMnZ+F49uUlNTacCA\nASoDSZFIRCNHjlTv17h4MevXR3PJHDeu1UF2WVmZ0rMzceJEUoQOSw1JLzBlJVgbkCwvL+rVo4da\nFdvmEhwcTCNHjqT3Jk+meq618GmnnG52jIcOHdJ4ie3cuVPruQFAEyZMICLGwB0yZIjaubS3t6cH\nH3yQDh48SHK5nP7++2/68MMPqX///mrGYnx8PH3wwQd08eJFo7YjU7SaWrp0KR0/fly53+aFmjS1\n0GmvhDSdZ86Ek1tLVFBjI/N+NcC5wZnfoi1iy7nJHABsK8BjIVjaDBpfvlw3VuIdarP068dXBjSQ\noqIimjRpkprXq1evXvfzjTlWcGM8GE/O0qVL6caNG1qPbdq0adQ8dFFbH0i9yMwkCglh/djbK22O\nbjDC/v4EU0AnHaAMBwc67+NDvyUk0O8vvUR/bNlC27Zto7lz51JsdLR1FGJqIbM7dKBvv/1W5+W1\nZs0a0mWcBQcHq1TtBZiKwNHR0bR161aqq6ujY8eO0bx589RChsViMY0ePZrWrVtH+fn5ht8DrZCQ\nkEAAlMb5kiVLlDoMGTKEYmJidE5etEdS7exY/50JsB7jxxSVry1BrGXSwQIB2wrwWACWlkTfhsbq\nNo2NeYeUIZBiMT+p0Q4aGhpo2bJlJJFIqPmA0M/Pjza8+Sbrv3Pz3/oLMOGBIWAG72PGjNFYdCMM\n5QAAIABJREFUQEYqlaoY5GfPnm3XOSq4eZOuc+A8tEcywLSiYluP5nIGoOcAWtTid7YGkbq46FVE\ncPny5aSvkdatWzf6+OOPqaSkhPbu3UvPPfcceXl5qSzj5eVFSUlJtG/fPqqqqmrXda8PNTU1ZGdn\nR0KhkKZPn059+/ZVy6k3lkgkEnr00UdpyZIltHfvXsrNzSX55s2s/9YEWEe4abMxhDXdi3qJtYV5\nWxBgWwEeC4BjXhSd4uDAGyVtwUZnS+UAXV28uPViQzw62bdvH4WHh1PzweI5jnryzwA0y9mZapsq\npbYkMTFReQy3b99u13k5ceIEDfbxUVa6tUQ5DdCLML3xqu+At/lyXDOojXL8ehYRXLRoEeky1jp0\n6EALFiygS5cu0dq1a2nUqFEkFotVlunWrRstWLCA/vzzT2o0cfqETCajo0eP0iuvvEKxsbHKnFZd\nYm9vr4yC0Fc8PT1p2LBh9MILLyg/03hsXKjXYaGdDqRSKV26dIn27dtHh8aPZ/3eYVWsubAWxxEQ\nEYGHRxdLlgAffcS2Fq3j6gqcPw9ERLCtiWUhkwErVwLLlwOlpWxrYzbkAOZKJBBOmYLExEQMHDgQ\nIpGIbbUskr///huvvPIK/ve//+E5ImxlW6EWEACB4j8SCfDGG8CrrwLNfu8nn3wSP/zwAwDgoYce\nwh9//GHw/hobG5GQkIDItDR8DUBo8JbYIxNADwCTAGwC4IgW55HHePTvDxw/rnI9KmhsbMSJEyew\nd+9eODs748svv0RlZaXWTT3++OO4e/cuzp07p/xMIBCgf//+eOKJJ/DEE08gMjISAoHxf0m5XI7/\n/e9/OHDgAE6cOIErV66grKxM6/L+/v7o3r07HnzwQSQmJqKqqgoDBw4EEWHYsGH4/fffIZfL1dZz\nd3dHbGws+vbtq/y3c+fOEAgEkMvlyuf4pUuX8MADD6jv+L//BRYsMNpxt5kVK4D589nbvw5kMhlu\n3LiB7Oxs5OTkIDs7Wyk3btwAEWESgB1sK8o2I0YAhw6xrYVtwq7dzGMRDBrE/uyWPqKlFxyPntTW\nMuFL8fHs/5ZmEilAEbgf6jpjxgw6cuRIu6tm2ioVFRU0MymJijnw27YqzfKdCwsL1XrYKtqPEBFV\nVlbqfQ6kUimFhYUpt2MOr6UppBL3+yZHAFaZU8oJ0VBEsLKykr777juaMmWKXh5KTeLk5ERPPPEE\nbdq0iQoKCoxzgzdDJpPRsWPH6LXXXqOEhATy9PTUWglYKBSSr68vPfTQQ8pK5bt379a43bffflu5\nXkBAALm5udHQoUNp4cKF9O2339KVK1daLRTl6upKAGjlypWaF2CzNRwHOh3I5XLKz8+n//3vf7Rh\nwwZauHAhjR07lrp3766zZ7JIJKIBEgndY/ue4YLExbH6G9oyvMeVRzcyGeDuDtTUsK2JbiQSIC8P\ncHRkWxPrIDcXSE1lJC0NSEnh/jVgILmBgRguFuPK9evKzyQSCcaOHYvExEQMGzYMYrGYRQ0tD/mK\nFRAuXMhZD51CLxKLIdi0CatKSjB37lyMGjUK58+fR2FhIfr06YMDBw7g7bffxsGDB5GdnQ03Nzed\n2y0tLcUDDzyAgoICAIyn619EWG/6QzIJ8wF82vS3EMCrAN4A4NX0GVd/X4tBIAC+/hqYPBl5eXk4\ncOAAfvjhBxw9ehSNjY0aFhfA3d0d5eXlWjc5fPhwzJ49G8OGDYOzs7NR1JTL5Th58iR++OEHpKSk\nIDs7G2VlZdA0fBQKhfD29kZkZCSGDBmCcePGISYmBgDjPfb09ER1dTXy8vIQGBiocX8JCQk4e/Ys\nBAIBLl68qNlrqoNu3brhypUrmDRpEnbs0OIbzMoCoqKAuro2bbtdiMXAX3+ZLSqsvLxco+c0Ozsb\n1dXVWtcLDAyEn58fHB0dUV9fj+LiYty+fRskkyEFQH+zaM9xAgOZMSeP2eENVx7dsB1Soy8cDr2x\nCqKimBeulUL/+Q/+GjYMe/fuxZ49e5CVlaX8zs3NDY8//jgmTJiAESNGGG0wyElyc5lw+9RUID2d\nCR2vrwccHJjJoehooG9fIDYWCA3Vvh2ZDBg0CDh92lyaGwwJBHgvMBBv5+Vh9+7dEAqFmDBhAgDA\nwcEB9fX1AIC33noL7777rtbt3Lx5E71790ZFRYVy3Qn19RYdUlcCoK+vLxb++984e/Ysdu3aBUFd\nHZ4G8BKABJb1s2RIIEDe0qXYYm+PH3/8EefPn291HYFAoNFYbE5KSgoGDhxosF5yuRxnzpzB999/\njxMnTuDy5csoLS3VuF+BQABvb29ERERg8ODBmJiQgF51dRCmp2t8fhQEBGD21q0o7NQJf968qVWH\n2tpa+Pv7o6qqCl5eXigoKICdnZ3ex/DYY4/h0KFDiI6ORlpamvYFd+wApk5lfGimptkkhTGRSqW4\ncuWKRuO0qKhI63peXl7o1q0bOnbsqGKgXrlyBTc1/DZCoRAfentjUWEhP2EFAEIhUF0NODmxrYnN\nwRuuPNqRSoGOHbmf96gjP4jHSMTHA81ypqwOiQS4fVv5Evrnn3+wd+9e7N27F381M9idnZ0xatQo\nJCYmYvTo0ejQoQNbGhsPqRTYtQtYs6Ztv3FcHPDyy8DTT2t+ebPh0TAQOYDnRSJMO3IEp0+fxtKl\nS9Vy61xcXHD16lX4+fmprX/p0iXEx8dDKpVCKBTC1dUVAZWVyACTG2rJJAHYBsYL88orr+DGjRtY\nv3495HI5QgD0bZIYAJ4AxADg4AAnd3d0KymBUEOOoq2iGPA3iERY6OmJ/ysuNvo+tOZ1akAul+Pc\nuXPYv38/jh8/jsuXL6OkpESrkSqRSBAZGYmBAwdi/PjxiIuLg7CuziTPj3PnziEhIQFEhOHDh+PX\nX3/Ve9Nvvvkmli9fDi8vLxS3do7XrwdmzjSt8SoQAGvXAtOnG7R6Y2MjcnNzNRqnt27d0jqZ4ezs\njG7duiE8PBxdu3aFm5sb6uvrUVRUhMuXLyM9PV3j+XF0dESvXr0QHR2N6OhoREVFoXe3bnAOD+f+\neNCcTJ8OrFvHthY2B2+48mhn61bg+efZ1kI3Zg69sVlGjgQOH2ZbC5Py89NPo3DkSHh7e8PHx0cp\nd+/exffff489e/aoFDwRi8V49NFHMWHCBIwZMwaenp4sam8AxirKpaXYEQDzejTaST2ArQCCAUgA\nODR9VgogHUAqgB5Tp+LdbdtU1ktJScHDDz+MhoYG2NnZwcvLC0V371pNSF1+p06Il8uRp0dYnJOT\nE/71r3/h0//8B3YPPWQRHndzcxLA8wCyDVxfLBajTsdk0O3btxEUFKT2uVwuR1paGvbt24eUlBRk\nZWWhuLhYp5EaHh6OQYMGYezYsejfvz+EwmZlxtrx/FDx2Ol4frz77rt4++23AQArV67E3Llz9dr+\n4cOHMXLkSIhEIo0h12rs2AEkJ5tmks3REdi4sVVPKxEhPz9fo3F67do1NDQ0aFzPzs4OXbp0QXh4\nuFJCQ0PR2NiIvLw8ZGRkID09HRcuXEBtba3a+p6enkrjVGGoRkREqHu4LWE8yAbr1hk8IcFjGLzh\nyqMdrnvZTBR6w6MBS6ks3Q7OAOin4XMHBwelMevq6ora2loUFBSgoKBAOegTiUTo168fxo0bh0mT\nJiEgIMCsureZrCxmEGJMw6JfP2DLFiAyUvVzc3g0zMi93r3hOG8e8PTT+P7QISQmJoKIYG9vD1dX\nV5SVlWGRSISPZTKLD6lT6B8K4IaO5ZycnCCVSpX/t5bjby/Nj78EwHIAK8F4+E1FdXU1XFxckJaW\nhu+//x5//vmn0kjVVKFXIBDA09MT4eHhGDBgAMaNG4cBAwaoGqktMePzY8CAATh16hSEQiH++usv\n9OzZs9VN3bt3D05NXtyioiJ4e3u3vn9THFP//swxNZtYLy0t1Wic5uTkoEZHHYlOnTqpGKcKcXNz\nw99//4309HSlkZqZmQmZTKZxG829qNHR0QgODtavwjTXx4NswY9DzQ5vuPJoJjcX6NyZbS20087Q\nG542smcP8NRTbGthMhQDzPnjxyNTKkVxcTGKiopQVFSkczChDTs7O0gkEgQHB6Njx47w8fFR8eS2\n/NusebOm9C6IxcCmTeov8Wb7tGRjprnu5SIR3pPJ1AwRRwC3cb+AkTWQCOAHkQhhYWHIztbtK7TG\n428PZwB8AeA7APdMvC9FzmlJSYlWI9XDwwPdunXDwIED8cQTT2DIkCG6jdSWmPn5ce/ePfj7+6Oi\nogISiQR37tyBg4NDq5tydHREXV0ddu7ciWeffVa//RspCoUkEtyZNg0n4+ORffWqioFaUlKidT1v\nb2+NxmlYWBicnJxw+/ZtpXGqkBs31KeUhEIhIiMjVbyoUVFR8PIy8K7k+niQbcRiICNDfdKWxyTw\nhiuPZmbMYDwlXETb4JjHdNjKi2vPHiAxUeUjaQtDVtPf+fn5uHHjBkpKSrSGdOnC2dlZp3Hb8v/u\n7u5tG2wqWL+eubdNibZJJVN4NDjAKTChn5eb/p8EcK6PbXv5EEw1YX2wxuPXRh6Ai7if21sHoAxA\nGpjQ8lTo9lS3hd69e+Phhx/GypUr9V5HYaT2798fY8eOxUMPPWTYc0MBS8+PtLQ0xMbGgogwdOhQ\n/P77761uJigoCPn5+Zg9ezZWr17dNh2kUmD3biZv9+xZvVfLdHPDOpEI68rKtE5SuLi4aDROu3Xr\npkw3kclkyM7OVhqnCmNVk9Hr6OiI3r17qxiovXr1Mu5kqJVPXBsFvtaK2eANVx51duwApkxhWwvN\nuLoyVU/5nFbzYwOhQrR4MQQfftiubZSUlODbb79V5pIpqtICgK+vL/z9/eHi4gKpVKo0gJsvow8i\nkUhpyOry5Cr+9vLygsN335ntvpYD+L++ffFPdLSqPhIJHjh6FD4bNsCxyZNtDR7YewCSAewE42GL\nZ1MpEyAbNgwrR47E0qVLce+ebr+hNR6/Ng4BeMxE27azs0NsbCw8PT1RUVGBa9euobCwUKMnVYFY\nLMb06dMxZswYDB06tE2VeFvFnOMCDeGXH330EZYsWQIAWLFiBea30kVg0KBBOHHiBAYPHow///zT\nIDXkcjnunjmD4sOH0XD6NJyzsiCoqIC8thZV9fUoheZJCnt7e4SFhWk0TgMCAlRCc6VSKS5evKji\nSb1w4YJK6L0CiUSilo8aHh5u0O8sl8tRUVGBsrIylJaWKqX5/xV/T0hNxZTbtw05hbYF393CLPCG\nK48qXK8EunkzXyCALWygOEOary9i7t412vaqq6tx8OBB7N27Fz///LNK2HGvXr2QmJiI8ePHIzg4\nGCUlJTq9us3/rqysbJMeEYDZK9zeAxCF+57I5jgCVtdShQDcARAIyzbGNRIfj/LDhyGRSHS2YwkB\nkAsrPH4tLAfwphG3JxaL4eHhgbq6OlRWVuo0UjURFxeHs23wEOoNWz1PW4RfDhkyBMePH4dQKER6\nejp69+6tdfVZs2Zh7dq16NixI27duqVzVyUlJWo5p4q8U00GJMCEXQcHB2s0TkNCQjQak6WlpSoG\nakZGBrKysjTmowYHByuNU4Wx2qlTJ/3yUVtw9epVvPzyyyoGqbY+vJr4BcDINu/VBmnRnYDHNPCG\nK899uN57USJhGj47WnqDCQvFUtojtYP8jh0R2Mogx1CkUil+/fVX7NmzBwcOHFD2+wSA8PBwJCYm\nIjExETExMa0OTurq6vQydIuKilBaVIR9RUWsVLg9CWAwdBejUbRUeRjAy7Ado8eSqAoLw/6338Zz\nzz2nc7lEAHvMoxInSASwz8T7cHNzQ1hYGPr164eHH34Yvr6+qK6uxpYtW7Bnzx44OTlh9uzZKC8v\nR6dOnfDWW28ZVwE2xwUtwi/r6+vh5+eH8vJyeHh44O7du1rzXbdt24akpCQ4OjpCKpWipqZGa1Gk\nUh3vNF9fX615p45axiJEhFu3bqmE+aanp2vtj9q9e3cVT2pUVBQkEokBJ0wzOTk5CA8PN3h9W4qi\naDdbtwJJSWxrYdXwhivPff77X2DBAra10A4fhsE+XL9G2kltt25wbqX4jDGor6/Hb7/9hr1792L/\n/v0quUuhoaFKIzYhIaF9OWmA8jczt0Go2N9NMC1lWraWOQ/V/D9bM3osiTMAXuzVCxcvXtS53HIA\nS8yiEbvoW225Pdjb28PX1xddunRBr169MGjQIDzyyCPw9fUFAMyZMwerV69Gp06dNBpERoPtZ36L\n9/6FCxcQHR0NuVyuFgZcX1+P69evIzs7G6mpqVi2bBkAJt9VVzunDh06aPScduvWDR4eHjrVa2xs\n1JiPqskYdnJy0piP6mRiD11JSYl+lZW1kA4meoZHD+LjgTNn2NbCquENVx4GrnvTXF2B8nI+8Z1t\nuO6VbydnBQK8FBODcePGYcaMGe162etLY2Mj/vzzT+zduxf79u1DQUGB8rugoCCMGzcOiYmJGDx4\nMERtvf45fl+fBVNxdTeAf8M2jB5LRFsup1AoVAlntaWQQm3ts/TF1dUVgYGBkEgksLOzQ0VFBfLy\n8lBRUaExdFSBSCSCp6cnZDIZysrK4Ofnhz/++AMREREGT3I1NDTgyy+/RPfu3REZGYmOHTsyUR9c\neH60CL+Uy+X497//jQ8++AAA0y7H3d0dOTk5uH79utZz5+DggK5du6oZp+Hh4fDz89MrBLe2tlYt\nH/XixYsaw4m9vLw05qO2+RneCtXV1cjNzUVubi7y8vKQl5eHgoICFBcXo6SkBGVlZaisrNRYfVhf\neI9rG7l+HQgNZVsLq4U3XHkYuJ6/OGgQEzLEwz5cz4NuBy0H6B4eHoiPj8fkyZPxzDPP6NWGoT3I\n5XKcPHkSe/fuxd69e1Vys3x9ffHkk08iMTERQ4cOhb29fesb5PB93bLHZREAvpkAN9E3l9OWBrhJ\nALa1YXkPDw8kJiZi9OjReOyxx7SGmQJAfn4+jh49ilOnTuHChQvIzc1FcXGxziJuAoEArq6uCAgI\nQHh4OPr27YuHHnoIAwYMaPW5lZWVhe7duyv/7+rqioiICEx3cMD0U6facJSm4bvRo/GtWIycnBzk\n5ORoLRAmEAgQGhqqDOXdsmULpFIp5syZg08//bRNRmNJSYnGfFRNecchISFq+ahK418P5HI58vPz\nkZubi1u3buH27du4c+cOCgsLUVxcjNLSUlRWVqKqqgq1tbW4d+8eGhoadE5wGBNbmpAyChq6E/AY\nD95w5WHgesXYJUuY3mo83GDHDmDqVMDKHh+HY2Lwtr09Ll68iNraWpXvBAIBgoKCMHToUPzrX//C\nkCFDjK9Abi5TNTs1FZSejppbt1BZXIyiigrcqatThtnmuLkhuskTO3z4cO2DYK7f1zwWweuOjvik\nlWrCgO2EFJYACALT/kZfIiMjkZmZ2a791tbW4tixYzh+/DjWrFmDiooKNa+3JhwdHeHj4wM/Pz84\nOzvjgQceQEJCAoKCguDm5oYzZ85gzpw5autxZSKipXfbzc0Nnp6euHXrFuRyOUQiEaKiolBfX6+s\nhNv8+T169Gj89NNPGrdNRLh586ZaPqqmgk4ikUhjPqqijY3C+3nz5k3cunULeXl5KCwsRGFhIUpK\nSlBeXo7KykrU1NRAKpWirq4OjY2NehdJ0oZAIIC9vT0cHBzg5OQEV1dXdOjQAZ6envDy8oKPjw92\n7dqF8vJyg7ZvKykARoMfr5oU3nDlsYwenfwMFvdYvx6YOdOqjNdEANejozF37lzExsZi06ZN+OWX\nX3DlyhU0NjaqLGtnZ4fw8HCMHj0aL7/8MkJCQgzbqVQK7NrF9Axsg5GpCLP9xdUVw8aMQWJiIkaO\nHAkXFxdmAUu4r5vBF2XiHorfpA7AC2Da/eiCK4aOqVCcj/kAPm3jugKBAOvXr0fnzp3h5+eHwMBA\neHh4GBze26NHD2RmZuKZZ57Bjh07kJGRgd9++w3nzp1DVlYWbt++jYqKijZXJlbAlQrRxsgnDg8P\nx+XLl9HY2IjLly+r5aOWlZWprePo6IiOHTvCx8cHLi4usLOzQ2NjIyorK1FRUWES76dIJIK9vT0c\nHR3h4uICV1dXuLu7QyKRwMvLS3ndBAYGIjg4GJ07d4a/v79e11Dfvn2RlpZmkF58/YE2MmIEcOgQ\n21pYLbzhymMZzaX5nAFusmMHkJxs8WHDmgZHvr6+mDlzJmbNmgVfX1/88ccf2LhxI44dO4Y7d+6o\nbcPFxQVRUVF46qmnkJycDFdXV907lcmAlSuZmdk25pC1DLNdDmAlALGTEx577DEkJibiycZGOPPV\nDXmMhBzATABXmvqDZmdn4+bNmyreIlsIKcwG0B26K2W3BYFAAKFQCHt7e6XR4ujoCGdnZ6XnzM3N\nDR4eHkoDxsvLC2+99RZKSkowdepUrF+/XmvUxe3bt3HkyBGcOnUKv/76q965jlwzVtpTwVkkEsHP\nzw93797VamAKBIJ2ez4V27Gzs4NYLIaTkxNcXFyUv5+Xlxd8fX3h6+uLoKAgdOrUCcHBwQgNDW39\nfdFOhg8fjqNHj6p85uLiAk9PT0gkEkgkEpW/m/8/sL4eA6dMYX0SQ0nv3sCFC2xroZ24OMAUbal4\nAPCGKw8APPEEcOAA21poh6/Sxm2yspg8Sgsv2KSt2Iq9vT0mTpyIOXPmIC4uDgBw7949bN++Hd9+\n+y3Onz+v0tpGgY+PDwYOHIhp06ZhzJgxqrPiJjhnF11d8VR1tbJv6sdCIRYZ6G3h4dGEHMBUaPe8\n2kJIYR2APtDcnxhg8kNdXFzg4OCgDOOtq6tDXV0d6uvrld45Uwy9hEIhRCKR0nBydHSEk5OT0ggu\nLi7G1atX9doW135LY/fMbY3m3k9nZ2flBIJEIoG3tzd8fX0REBCAjh07olOnTggNDUVgYGD7q8Cb\niNTUVNy7d09pkHp6ekIsFuu/Aa6kncTHA7NmcbZ2AwAgIADIz2dbC6uFN1xtnaws4IEHAC4PcPm+\nWNynHd5DrqBPsZX+/ftj7ty5GD9+vEpxpIKCAqxduxY//PADMjMzUdfCAy0UChEaGorhw4djSXAw\nQt591yReanJwwK8TJ+KD3Fy8cfy41Xu/eMzPPTB5rFft7BAXF4e+ffvi888/B8A9L52pUPQnDuvW\nDbGxsYiNjUXfvn0RHR0NNzc3vbdTWVmJO3fu4O7duygoKFApxlNaWqrMiayurkZ1dbUyNLWurg7V\n1dUmOz6Ae95zbZWt9cXV1RWenp7w8PBQehJ9fHzg7++PoKAgBAUFITQ01CzeT4uEK4X+tm4Fnn6a\n/WrXuhCJgKoqZSVsHuPCG662jCW0NpFIgLw8QEcFRh4OIZUCu3cz+ZptCZURiZjrkSXaWmwlKCgI\nL7/8Ml588UWNLXPS0tKwdu1aHD16FDdu3FDmmb0IYL2xlNaGQACsXYv6L7+EQ0aGqffGY4MUdOkC\n8Zkz+P7HH/Hee+8hNzcXAHfyIk2J4tik770Hp6VLTb8/IhQUFCA7Oxs5OTnIzs5GdnY2fv75ZzQ2\nNuLAgQMYNWoUiouLkZ+fjzt37qCoqAhFRUXKlijl5eWoqKhARkYGCgsL9dov1/KV29t+aPXq1Zg9\ne7ax1LE9uNIaSTEeZLu/cGvwDheTwRuutgzXb3xArfk4jwWRmwukpjKSlgaUlTFeRrEY8PQEYmKA\nvn0Z2buXlWuxPcVWAKaAx+TJkzF37lz06tVL4zJyuRzff/89bixfjnkGFsdoMwIB0KkTcPOmefbH\nYzMo7pn33N3xbw0h8lwzeExGi/6i7aW8vFzNOFWIJu+qIiczPT0dUVGqtZzr6upQVlaGzMxM/P33\n3/jnn3+Qk5ODM2fOoKqqSi99uFYhOgNAdDvWnzx5MrZv324sdWwTtseMzceDXHe8hIYytVl4jA5v\nuNoqXJg9a43+/ZnerUZu2M3DQVh8CSnC/tobLD906FB8/vnn6NGjh/qXbPS+FQisquIzD7coAdAR\nTOhwc5IAbDW7NizRwqsil8vR0NCgNXdQKpXi6tWraoZpdnY2ioqKDFIhMDAQtbW1kEqlaGhoMLiK\ncEu4NgFhiMfVzc0NjY2NqK2tRUxMDFJTU02hmu3AprGoaTzI9Z7yn30GvPoq21pYHbzhaqtwJV9B\nG2Ix8NdfQEQE25rwmAs2XkJiMTK//Rb/+fFH7Ny5Uy03tS3Y29vjxo0bCAgIUP2C6zPDPDwGoikv\n3BHAbQBe5lfH7Fzx8sLMqCjcvXtX2aszKSkJgwcPRnZ2Nq5fv46bN28iPz8fxcXFJs9LNSZcy3FN\ncXXFmzExatVvW/7t5uaGAQMGoKSkBK6urpg+fTo+/fRTeHt7Y/PmzRgzZgzbh2LZsPSe1joe3LED\nmDLFfLq0BTs74OJFIDKSbU2sCt5wtVW4UiFOG9u3A5Mns60Fj7nZsQOYOtU8nkKBAPj6a+V1VlRU\nhPXr12PNmjXIN6AioNZQNLbDq3h4TIQ2L9g8AP+FbeS6hsLw/qKmRtH708/PD76+vsp/T548iYMH\nD+pcl2tVhbFkCVP8Tw9ycnLQvXt3yGQydO3aFVeuXFF+t3//fowdO9ZUWtoGLL6nNbJ+PTBjhul1\nMQQ+ctD4EI/tcf06EfPI4abMmMH2GeJhk3XriAQCk15jMoDKPv5Y4+7r6upo586dlJCQQGDGp3pJ\nTEwMZWVlqW6stpZIImH/nuKFFyOLvOnfEKjfC0KATnJAR3PIeA3Hb0554403aOXKlbRz5046evQo\nXbhwge7evUuNjY1qz7bGxka6ePEizZkzp9XtJnLg3KrInj1tfI2s03hcHh4edO3atTZti0cDZnhP\nk0DA7Ecfpk9n/xrVJitWmPa3sDF4j6stsmcP8NRTbGuhnevXmcR2HusmNxc4f54p3pSezuRb19cD\nDg7AvXvAP/8YtdIwoakaKIB/AfjF0xOrV6/GpEmTIBBo9gudOXMGq1atwu7du9HY2KiuzURkAAAg\nAElEQVTXfkJDQ/Gf//wHEyZM4H5IPg9PO0kEsE/D5xFgCupYez14c/cXbY6TkxNqa2s1fkdEyM3N\nxblz53Ds2DEcPnwYubm5kOn5TA0BxypEt3Fc0NDQgMjISFy7dk3tu7i4OKSkpMDBwcGICtogO3YA\nycmmCRt2dAQ2btQ/8k4qBTp0YLU7gVaMXMjN5mHZcOZhg8WL2Z+B0ibx8WyfHR5TUltLtGULUVwc\nO9dX//5UcOwYPfbYYwRmTEbjxo2jgoICnWrn5eXR0qVLydvbW7lec/Hz81P7zMXFhW76+7N/T/HC\niwnlA2j32k0CE93Ato6mlF90HL+ppUOHDspnVEFBAR04cIDeeust6tevHzk6OrZ7+2c4cH4JaPO4\n4NatWzRw4ECdxzZnzhxD3mA8LcnMJOrXz7i/d//+RC2jl/QhMJD9a1WbbN1q/HNvo4BtBXhYYMQI\n9m9i/ua2LRobmXAZtsJmJRJm/03hc3K5nDZu3EgdOnQgAOTl5UW7du1q9TCkUilt3ryZ+vTpoxwA\nBQUFUX19PV26dIlGjx5NAoGAACaEknA/pJIXXqxRWjPcXoR1G6+nWzl+Y4idnR1FRETQmDFj6NVX\nX6Xo6GgCQPb29hQfH08SiaTVbTg4OFBERAS9+OKLtHHjRho0aFCr6yRx4PwS0OZxwdSpU/U6r3va\nGH7MowVjvd9bvKfbTGws+9eqNuGdMkaDDxW2RbhamKl5c2ke6yEriwmXZaOqbnw88PLLTGi8hjCd\nmzdvIjk5GUePHgUAPP300/jiiy/g7e2tc7NEhOPHj+P//u//EB8fj9dff135XVlZGT799FNc++QT\n7KivN+7x8PBwjHNovW3KJACbAYgB7oSeGon29hdtTnBwMMLDw5USFBSEmpoapKen4/Tp08jOzkZZ\nWZle25JIJOjZsyd69uyJwMBAXL9+Henp6bh06RLqdTyXxGIxiAj19fXcqBBtwLigtLQU0dHRuNlK\nH2s3NzekpaUhLCysvVryAEy47u7dwJo1wNmz+q/Xyntab0aOBA4fNnx9U8OnwRkF3nC1RaKimNLi\nXKN5c2ke68CUOTAiEdCjB/Oiq6tjSuZ7egIxMUDfvozo8ZIgIqxbtw4LFixATU0NfH19sW7dOjz5\n5JN6qUFEGnNk5a+/DuEnn7T1qEyGtRkMPNygEcDrAFZCdy/kVwCsMotG5qWt/UV9fHxUjNNu3boh\nPDwcLi4u+Oeff/Drr7/i5MmTyMnJQWVlpV7btLe3R8eOHREWFobAwEBIpVL89ddfyMnJgaYhnouL\nC2pqapT/d3V1xciRI1FRUYEjR46oLMt6hWgDxwWnT5/G4MGDW61NEBMTgxMnTsCRnzA3Lrm5TP2K\n1FQgLQ0oK2vXe1ovliwBPvrIONsyBXv2AImJbGth8fCGqy3CQY9rQefOyFi9Gl26dUNISIjWBu48\nFoQ5StQLBMDatcD06e3e1LVr1/DCCy/g2LFjAJj2NqtWrYJEIjFsg1yf/eXhMSKnADwP4LKW7znX\nXsVIHALwWIvPXF1dNRqn3bp1g7u7O65evYq0tDT88ccfOH36NHJycrQWWWoNoVAIX19fFBQUqH1n\nb2+PBx54AF27dkVVVRXS09NRWFioXG/EiBEYNmwYUlJS8P333wNgPK4zZsxATk4OfvnlFwgBpADo\nb5B27aSdrUQ+++wzzJs3r9XlXnrpJXzxxRcG7YOHQ3C98GgbWjrxaIc3XG0Rjg2oZQB6AMhu+r9A\nIEBQUBC6dOmCLl26oHPnzip/+/v7a60Cy8MRzNkUXJ8+b3oil8vx+eefY/HixZBKpQgICMCGDRsw\nevTotm+MYxNEcgBCtpXgsUoU3rh7AJIB7NSwzC8ARppTKTOxp1s3nH3ySaVxGh4ernxH1dXV4e+/\n/0ZGRgZSUlJw+vRpXL16VWeorqF06NABffr0QXR0NKKjo9G9e3dkZ2fjq6++wu+//65crkuXLnjh\nhRcQFxeHdevWYd8+pia0wmB9/fXXERgYiIyMDERHM0HQg3188HtZGez0rKxuFMRiJjIsIsLgTRAR\nxo8fj/3797e67LfffouJEycavC8eDpCbC3TuzLYW2hkxAjh0iG0tLB82Emt5WIZjVYUvR0ZScnIy\nPfzwwxQaGkpCoVBnQQUnJyfq0aMHjR49ml555RX67LPPaP/+/XThwgWqqqpi++zyZGYSicXmvY7E\nYma/RiI7O5sGDBigvOaef/55Ki8vb9tG+vRh/d5qLrmw7iI5vHBDZGAKMrV8bnOmQq2xpanAT0VF\nBR07doxWrlxJkyZNorCwMBKJRGrnwRSyYsUKkslkRESUmppKL730Enl4eCi/d3R0pMmTJ9Pvv/9O\naWlpNH78eOV3YrGY5s6dS3l5eWqPsFmzZtHq1atJKpUSbd9u+r6dChEImP0ZgdLSUgoNDW31HHbo\n0IGys7ONsk8eFmGrY4E+whdoMgq8x9UW4Vo4RYu4/4aGBty6dQvXrl3DtWvXcP36dZW/S0pKdG7O\nx8dHq7e2Y8eOsLOzM/UR2S4yGTBoEDuFmBRhZbduae8PK5EA0dFMXk1srM7cGplMhpUrV+LNN99E\nXV0dOnbsiE2bNuHRRx/VTx+OeVzPANgEYC14zyuPaZEDmApVz2s6gCh21DEJBMbLPH34cPz899/I\nz89nTZfZs2cjIiICmzZtQkZGhvLzvn37Ijk5Gc8++yxyc3Px7rvvKkOCHR0dMWPGDCxatAiBgYH6\n7Wj9emDmTGYYbiqMmP6h4Ny5c0hISEBrw92oqCicOnWKz3e1ZLjcO71PH6DZ/cljGLzhaossXMgU\nPOAKx48zxo6eVFRU4Pr162oGreJfXWFYdnZ2CAkJUTNoFX97enryYcjt4b//BRYsYG//nToxhqu+\nxMUx1QyfflprNcOsrCwkJSXhbFOVxOnTp2PFihXo0KGD1s0SERoeeQQOf/zRJvVNiSIXbxIYA9YR\n9wffPDzG5h4YQ1WR83oGrVcftjTaWpjJVAgEAqVRJpFIMGXKFLzwwgvo06cPMjIy1AzWmTNnYtGi\nRQgICGj7zkxZcM/REdi40ShpHy2Jjo5WMeq1MWPGDKxdu9bo++cxE1Ip4OMDNCs+xhni44EzZ9jW\nwuLhDVdbw5y5h/pixEprcrkcd+7c0eqtbW1W3M3NTau3NjQ0lC8apQupFOjYkfFwWhoSCfDGG8Cr\nr2osBNLY2IgVK1bg7bffRn19PUJCQvDFF18gJCREZRJF8ff169fxRnU1p4rRLAfwZtPfEQC2gKWC\nKzw2w0kAg8F4YK0xxzUJwDa2lWhi+PDhSE5OxtixY+Ho6IiMjAwsW7ZMmd/ZboO1OaZocda/P7Bl\nS7tyWnXxySefqLQt08XOnTvx7LPPmkQPHjMQHNy2CWxzwee4GgXecLUlsrKYVjimmCltD2astCaV\nSpGbm6vRqL127Rqqq6u1rqsoGtXcoG1u4Np80Sguh+joS79+zOApMlIlZF1hjGZkZODYsWN6VQCd\n6uyMbQZWCjUFiQD2Nfu/EMCrAN7A/T6NvAeWx1gorqX5AD6F9VUVLgEQBMDUb1NfX1/06dMHzs7O\nuH79Oi5cuKD8zt/fHzNnzsS0adMQEhICAEhPT8e7776rYrDOmjULCxcubL/B2hyZDFi5knl3N01W\nGvT8aGXS0FicP38ecXFxei3r6uqK8+fPI8JERjSPCeFygaYxY4Aff2RbC4uHN1xtBTZzD1uDI7NQ\nRITi4mKNBu21a9dw69YtyGQyres7OTkhNDRUzaDt3LkzOnfurDO0lFVyc42SE8q1nM62ohh01QsE\nWCiR4POyMsjlujpTMjg5OWHEiBEYMGCA8rfu0qUL3MvKIAwLY90YVOw/FMANDd87AngawEsAEsyn\nFo+NUAKgI4DRAPawrIsxaGmQG5OwsDBER0cjKioK0dHREIvF+PHHH7F9+3aUNhmHDg4OynSYoqIi\neHt7A2AM1mXLluGHH34AcN9gXbRoEfz9/Y2saTOkUmD3bmDNGqApnUIv4uOZNI2nntKapmFM5HI5\nRE2Gsb29PRoaGnQu36tXL5w+fRrOzs4m143HiHCthktz7O2BCxeAyEi2NbFoeMPVVmA791AXFhL3\n39ID19K41bdolKb8WrMXjZJKgV27mMFGW4xNbTmhXJ7lNAA5gFkAfunUCaGhoQgMDISPjw88PT3h\n6uoKsViMW7duYdu2bSgqKgIABAQEoEOHDqiqqkJVVRVqampwmogTeX365uIl+Plh/1tvIe/HHyHI\nyICwogLC+np4ECEYvEeWxzCSABwDkAvruIaah0Abgp2dHR544AFl65qoqCj06dMH7u7uKC8vxzff\nfIPNmzfj/PnzynX69OmD5ORkjB49GmFhYQCYAnJ//fWXisHq5OSk9LCa1GDVwPRHH0XJkSN4+/HH\n0buhASgrYyK8xGLA0xOIiWEmQfv21T0JaiJcXV1RU1ODiRMnYteuXa0un5ycjI0bN5pBMx6jsWQJ\n8NFHbGuhnXb2JubhDVfbgOu5h1ZSaa2yslKrtzY3Nxd1OkK07ezsEBwcrDW/ViKRGCcMWUN4l0G0\nDO/i8iyngcgBPC8SYZsOL3trJAHYaiyF2oEiF8/T0xMhISHIysrCvXv31JYbNmwYjhw5or4BmQz1\n8fFwSEszua481kcOGG/rLAAeLOvSXmQA/gbzfKgHUAqmYnIqgPNQj2pwdXVVelAV//bo0UOlXgIR\n4dixY9i0aRP27NmjvDfd3d0xefJkJCcnIzo6GgKBABcuXECfPn0gEAgwZswY/NgUesimwao4Bl9f\nXxQXF+PKlStK45pLhIWF4dq1a5g6dSrq6+v1Ml63bduGqVOnmkE7HqMwciRw+DDbWuhmxQpg/ny2\ntbBYeMPVFuB67qGFeFzbQ/OiUZqMW32LRmny1oaEhOhXvt8UBTUUOaFffcXtWU4DaVkZtSVCoRBO\nTk5wcHBAdXW1MvwsMjISwwcNwiN37mDML79AqEfIsalonovXuXNnbN68GYMHD8aNGzeQmZmJf/75\nB//88w8yMzPx8MMPY7m2fHOu5sjz8HCIy+7uuDBoEITPPove8fEICwuDUKi5AVVeXh62bt2KLVu2\n4OrVq8rPH374YSQnJ2PcuHFwahFGu2rVKsydO1f5fycnJ7z00ktYuHAh/Pz8THNQepCVlYXu3bvD\n398f+fn5nKz3MGLECPz666/o27cvfv/9d8TGxiInJ0fnOs7Ozjh37hx69OjBfGCs1Boe02AJKUsS\nCXD7tllC5K0SczaN5WEJLjdkBohGjGD7DLFObW0tZWZm0s8//0yrV6+mefPm0ZNPPkm9e/cmV1dX\nnY3TBQIBBQUF0eDBgykpKYneeecd2rZtG6WkpFBeXh7TmH77diKx2DS/n1hM1KsX+9eRieROly60\n+5tv6PDhw3T69GnKzMyk/Px8qqmpIblcrvwNpVIpvf7662QnENA8gMpEIlb1ljf9O0/DNdOpUyfa\nuXNn2y/U7duJBAKz6s8LLxYpEgnRihVEjY0qt1BdXR3t2bOHRo0aRUKhkBT3ZMeOHWnp0qV09epV\njbfe+fPnacyYMdT8Pl6wYAEVFBS0/T42ARs2bCAA9NRTT7GtilYWLVpEAMjHx4eIiNLT00ksFpOu\n9ysAio6MpHtr17Z9LBUXR7R1K1FtLctHbkP06cP+va+PbN3K9pmyWHiPq7VjCbmHZqwqbIkQEUpK\nSrR6a2/evKmzaNRLdnb4orHRjBpbDwQmH+/z0FDsDQ2FnZ2ditjb26v8v2N1NSb/9hsiOBKW3zIX\nr3m/RwDw8vLCkiVL8Nprr2n1Cqmxfj0wcybz+jURivPOw2PxNEWl/COXY9OmTfj666+VefH29vYY\nO3YskpOTMXz4cGXxoOacP38ey5Ytw08//QSASStpbGyEp6ensmATF0hKSsK2bdvwf//3f5gzZw7b\n6mjkp59+wpgxY2BnZ6eMjlm/fj1mzJihcXlNldcNwkyVk3lgGR5XwCYiDU0Fb7haO5aQe2jEPq62\nSENDA27fvq00aJsbtTGZmViro8UPj34oKqOqZ4XeZxKATWCq9HLB8LoHoA+AbD2WFQgEcHd3h6+v\nLxwcHNQM9Jby8J07eDk9HQ5yudGOVbEdKYC3ALwP5lzy8Fgqimu6XiDA80TY2fR5z549kZycjMmT\nJ8PHx0fjui0NVmdnZ7z88ssoLS3Fpk2b0KlTJ9y8edMsx6EPivzR1NRUxMTEsK2ORmpra+Hi4gIA\nKCkpgUQiARFhypQp2Llzp8qyJul13azdGo+JsIQcVwXXr/Ph5AZgxjKmPKyQmsq2Bq3Tty/bGlg0\n9vb2yjYsjzzyyP0vFDmJPO3GC8Cu8eNRNGqUcqDZ2NiolM5HjqD/1q3K5dk2WuUAXhKLkUsEQUMD\nWpufJCKUl5ejvLxcr+3/BGAdjDuwE4DxED8Pxti+A+BrMF4PHh5LRPEccCDC1wAeGzwY4StWIC4u\nTmsO6Llz57Bs2TL8/PPPAO4brAsWLICvry8mTZoEAEoDjAvk5+fj2rVr6NChA3r37s22OlpxdnZW\nthP6/fffMXz4cGRlZeH9999HamoqLl9mqhmYbBLy9GnmnbxpEzB5srG2ytOc6GjLMVxTU3nD1QB4\nw9XaSU9nWwPdxMfzN64pkMmYQkx8IR2j4bdvH8bu2wehUIgvv/wSHh4eqKmpQeAff6D/11+zrd59\nBAII167F5unTsbnpIyKCTCZDY2Mj0tPTMWPGDFy8eFHHJgTo168fFi5cCG9vbxUjvaqqCqWlpSgr\nK8MPpaXIO3ECI1JT0aGpt6S+A73my5UAWA5gJe6HNe8E4ALGQGZ7IoCHp70IAUxJSQFycpj3Xgs0\nGayzZ8/G/Pnz4evrq1xOER7s5uZmFr31ISUlBQDQv39/87Z105O7d+/i4sWLyMzMhJ2dHerr6zFt\n2jTU1NQAALZs2YLvvvsOCQkJmCKVYn2zdY3+7KmrA6ZOBWpqgOnTjb11HktyhKSm8tGGBsC9JwyP\nceFQDoxGXnqJbQ2sk5UrjVs92MYhAAkAQgDckMuVOVERADjVyMnREdi4EdVjx6Lo+nUUFhaipKRE\naWiWlZWhoqICCQkJ6Nq1K86ePYu8vDy1zRARTp06hfHjx0MgEEAgEECuozKyI4CnAbwE5jzpgwBM\nf9kvAHwHzWHYGwC8DoB7jTV4eAyACEhOZgbXTeGiZ8+exbJly3Dw4EEA9w3WBQsWaAwjVkRFeHhw\np7GQwnAdPHgwy5poZvny5Vi1apXKZwqjFWAqIk+bNg0Hp0zBQxs2mF4hIqZOgIsL73k1NrGxbGug\nP3x7OYPgDVdrp8kLwkkkEmDiRLa1sD6kUr7YlZFRzLr3xf0+jUIwobJcycM8CeD5e/eQPWWKUbdL\nRBpDjQUCAUQikbJA1c8ODjhsZwfHu3fRF8y5igHgCUAMph1PGYA0MD0vU6He81ITOeANVx4roq4O\neOEFnP3vf7Hs/feVBquLi4vSw6ot7xVg+oUDgEQiMYu6+nD8+HEAwKBBg1jWRDORreSUZmZmAllZ\neHDbNjNpBI2TGDxGIDQUiIuzjAJNZWVsa2CR8IartePgwLYG2nnjDcZDxGNcdu3ivqfdQukLYF/T\n36+Cye9kuxCTpjBbBUKhECKRSFkB2d7eHmKxGI6OjnB0dISTkxNcXFzg4uICV1dX1NfXIyUlBSUl\nJVr3FxAQgI8++ggeHh4YO3Yshg4dildeeQWjRo2CTCbD2rVrlWHFaU3/Xrp0Cd99951Bx5cOYKRB\na/LwcA8CIDh1CrsGDMBB6G+wKqhuKrbn7e1tWkX1pKKiAhcuXIC9vT3iNYRAc4Hu3bvr/D47MxN4\n/nkIzJ1a0zSJgePH+WrDxuSll5hUKa7Dp3IZBG+4Wjvu7mxroJn+/ZnS8DzGZ80atjWwWhS1Mh3B\ntEgA2DNaZQIB/jdxIgqHD8ewgAA84+0Nb29v+Pj4wNXVVe/tNDY2oqioCAUFBbhz5w7WrVsHJycn\nzJgxA3v27EFji1ZKd+7cQVJSkjKX7ciRIzhy5Ai6dOmCl19+GVOmTFHJyQOAX3/9VW/DVSAQwMHB\nAXVNL/ULdnYA386Jx0pQPC/eAOA8fz7mLl7cJiO0trYWAODn52d85Qzg9OnTkMvliI+Ph7OzM9vq\naKQ1j+vjV64wucdscOoUk9ozfz47+7dGJk5kzifXJ/DFYrY1sEh4w9Xa4aLHVSxmSsLzM4zGJzfX\nMkJkLBTPpn8nop19/YyAiAiPjBwJJCWpfUdEqKysVBqjBQUFaqL4vKioSCUUeO/evRg/fjy++eYb\n7NixA6tXr8Y777yjVnG4pUF77do1zJ8/H4sWLYK/vz9eeeUVPPbYYygqKkJ2djaefvpp1NbWorq6\nGpWVlSgvL0dJSQkqKirUdK9rNhN9qmk/bHu2eXiMiReA93r1AtroOb13j8kG9/f3N4FWbYfrYcIA\nY+S7u7urPWsAZhJyMdtdIZcvZ7yETk7s6mEtODkxEX0LFrCtiW48PVtfhkcN3nC1dprKu3MGgYAp\nBR8RwbYm1sn582xrYNUo5ke5UlKs8J13sPbGDTVjtKCgQDnAbSt37txR/i0UCjF37lzMnTsXZ86c\nQVJSkrJlhDZkMhny8vKwePFiLF68uNX9iUQi+Pr6IiAgADU1Ncrt9+jRA1euXMGN+npkODggisv5\n+jw8hrBmjcaJJ13UN90HgYGBptCozSgKM3HZcBUIBOjevTtOayhYyIVJSJSWArt3t/la4NHBq68C\ne/Zwu0hlly5sa2CR8IarNZObC1y9yrYWqrz/Pl9Fz5RYQt9eC6YOTGXheLDvASQAvrm52Pz223oV\nOdKXw4cPo7q6WqO3VpPHQl8CAwMxfvx4xMbGIiDg/9k78/CmqvSPf5N0X+hKKVLaQhHKvpTWll12\nVByl4FYREFkdFQVRGHVG0SIzMDAqiAKKAgqCKDoMsumvgJStgFgqsrVAoZTSDeiaJu/vj9uEpEnb\n7OckPZ/neR9ocnPve0/uvTnvebeWCA8PR3h4OEJCQqDQib6YOXMmPv74Y2RlZeHBBx/E9u3bsay6\nGmttcG4CAVccOSL9TpvREk4T6RAREWEfncyguroahw8fBgD07duXsTYNExsba9Rw5WUR0pJFDEED\nKBRSZF+PHvzmknLUi9mZEIarK8Ob9y0sTArfENgP3vv2OjnFABJkMoCIediqsUrHtuDHH3/Ejz/+\naPQ9d3d3+Pr6GoQNm8K1a9fw0UcfITIyEm+88QaGDRsGmcxwFFesWIHLly9j+/bt2L59O7p06YIT\nmZlQAnA3+6gCAedkZJhsuKrVam1Yf2RkpB2VMo2MjAxUVlaiY8eO3BSLqg9jea68LEICsGgRQ9AI\nsbFShN/48VIVZ94w0opO0Dhy1goI7Ahv3jdOKw66FLwXI3ByjgPoydkPoK3brbdq1Qpz5szB4sWL\nsX79euzZswenT59GYWEhysvLEWRlXs7ly5cxdepU+Pn5YcaMGdr2Hrr88MMP6NVLKoXVLTMThyGM\nVoGLYsbvtO6CEQ99XHnv36qLscrCmo6fzI1WDbzN2VyBlBRg5UopTY03/vc/QKVirYXTIQxXV4Y3\n7xuv4RquhMgDtCsZAHqyVqIOvRrfxCzCw8Pxr3/9C7Nnz0ZKSgqGDBmCTp06ITg4GAqFAqtXr8Zf\n/vIXo95ScygvL8fKlSsRFBSEQYMGYeLEidi7dy+ICHK5HIcPH8ZrwcHYAH565QoENuf4cZM3vXz5\nMgAp95wHnCG/VYMxj6utF/2sRhiu9mHqVGDdOv6M19JSqaK0wCz4ePoJ7EMDvRiZYEV+nMBEOKsi\nzZdv0nI055EBIJilIkawdV3CP//8E999953RcGCZTIbBgwfj+++/x/nz5zF79myrPT9qtRppaWn4\n4osvMHToULRt2xabN2+G/Ouv8b6IIBC4OsXFJm+am5sLANpWVCxRq9VOZbi2bdsW7u76cRu8LUKa\ns4ghMJOUFD6LgqamAhUVrLVwKoTh6spcu8ZaA32Ex9X+BPNlVp0CoKlt68xGrAzAYUi5pHwtDdyt\ndGwr7ty5gzFjxiAoKAhubm4IDQ1FXFwcnn76afznP/9BZmYm1Go12rZti8WLFyM3Nxfz58+Hv7+/\nTY6fk5ODNx97DNXPPGOT/QkEXGPG7+K12t/0ugYYC86cOYOioiK0atUK0U6Ql+nm5oZ7771X7zW+\nfi1h1iKGwAJs9BtlUzQVpQUmIwxXV6WiAsjPZ62FPqLZsv3pydca8nYAPQCkg6M8IgtZUfsvb8HY\n9lwOUqlUKCwsxPHjx7FhwwbMmjULXbt2hUKhgLe3NyIjI/GXv/wFSqUSX375JT799FPExMRYdUw5\ngM8hwoMFTQQzfhevX78OAPDyYn936PZvtTZtwFHUDRfmbRFSLO7bGc4W9rWsWNH4NgIt7ONNBPZh\n0yb+kr5Fs2X7E8dX1k4GgD8B9AMwC8B83O2ZZ2olRx4qPhYC2FT7/+LaqsK8wGqNvrKyEleuXMGV\nK1ewd+9e7etyuRy+vr4gIpSXl5u931kAksDH9y4Q2B0zfhcLCgoAAD4+PvbSxmScKUxYQ13DlbdF\nSLG4b2d69gR27mSthSGiorRZCMPVVeFxBaeXrcvICAzo3bvxbRyAxugYv3QpBikUKCwsRFFREWbn\n56NLVhZGZmejS1mZSfuSASgFEADHGzOa46XirmfzOBFGOFCHxuAtK0qtVqPMxO+2Ll6QFjcAYbQK\nmghm/C7evHkTAODn52cvbUzGmSoKa6hbWZi7DHqxuG9fOFvY18OMtlhNHWG4uiI5OcDRo6y1MITn\nh4arEB0NxMcz//5lAJCQgEdmzap/ozNngI8+An37LWS1IXD1EaC7XwciA4CkJKTu2YMe336LY8eO\nYYBczlUlQFeqQ/k47nrkBYImgRm/i0W1xcqaNWtmL21MIjc3Fzk5OWjWrBm6dA6asBMAACAASURB\nVOnCVBdzqOtxPQFgJBtVjCMW9+0LJwv7RsnIAJKTWWvhFIgcV1fk2DHWGhhHGK6OYeZM1hpI1KeH\nSgUsWQL07QssX96o0coUT0/g88/h6eOD8ePHY+nSpbjUvDkA9sWmdCsd24ooAMmQPMw7IBWkOlH7\n747a15Nrt7MHnFy5AoHjMON3UVPpm3UPV423tU+fPlAoFEx1MYcOdarKcrfoJ+ZI9kWzsM8joqK0\nyQiPqyvCYy+whAQRBuEoHn8cmD1bqlbHiuBgSY+6nDkDTJoEHDrkeJ3MRSYD1qwBOnRAeno63nrr\nLaSlpUGpVKIdgATW6kEyKC9bmXPrBcnTORONn5Oud+IIgOUAvsHdytHWMNiE4wsELoWZv4u3bt0C\nAAQzLjLjjGHCAODv74+IiAjk5uYiCkDz2te5yacXhqv9ee455hFpRhEVpU1GeFxdkRMnWGtgCC9e\nwKaAtzcwf37j29mT+fOBupUvN2wAevRwGqO1dNEiTE1LQ3BwMPr06YM9e/ZAqVRCLpdjByeLMCsA\nkI7R6u3tjcTERPTu3VvrCfH29kZcXBy6d++OiIgIBAQEwNPTE24yGV4BkAtgLSSj0VTzl2q3/6L2\n86/Auh+TpyB5dAWCJoWZv4ua3PHQ0FB7aGMyuhWFnYqKCrzYrBkOA8gB8HHty1wYrWJxv2kjKkqb\njDBcXRGWnjZjKBTGvW8C+zFypOQxZEFSElA3t/XTT4Gnn3aKh3ONmxteDg1F4Ny5WLVqFYprV0Jb\nt26Nt99+G2VlZfh7Vhb70vrBwXj/4kV8/fXXmDZtGmJjY1FRUYFDhw7h2LFjUKlUkMvlqKioQEZG\nBiIiIpCRkYGSkhJUnjwJ5X33YQn0c0pNvWJ0twsBsATAAQCWtHefAmADOGxNIRDYk/qiUhpAU6U7\nLCzMHhqZRElJCX7//Xd4eHggIcFJYiQ06SkREXg1K8usRTqHIRb3HcPq1aw1MI6oKG0yIlTYFanm\nrMh7WJih901gP1QqKRyGRcsWmUz6YdDNe9qwAZg2zfG6WEA6gIk1NThb23bC398fDz/8MN577z1E\nRdXJ7Jw/H5gzx/FK6hy/ZZs2eKJNGzzxxBMApD6P+/btw//93/8hLS0NWVlZ2s23b9+O8PBwvN66\nNd65ehVuKpXNQuQIUgubkwAmA/jKxM89BeBTGxxf0DTgJqTTFhiLSmmEykopKD88PNweGplEeno6\niAi9e/fmop9so9STnsLVdWTBIobAAngtXAqIitJmIDyurogHZ76LiAjWGjQtli1jF45LBOzQCfo8\ncwaYPJmNLo2ga9YXApgNqd/sBYUC/fv3x549e3Dr1i2sX7/e0GgFJK9yYqJjlK2LMa82pAntY489\nhhUrVuD06dPIz8/H5s2b8eSTT8Lb2xvPESH18mW41fZ4ttXkTbMfLwDrIHlRG6MDgDU2Or6gacCV\nsWEN9dy/jVFduyh9zz332Fojk3GqMGFnSU+xYBFDYAG8Fi4FREVpMxCGqyvCOoSxLrzp48pUVACp\nqWx1SE2V9FCppJVuTsODNcWNngEQAeCHdu2wZOlSVFZWYt++fRgyZEjDO1AogM8/d3iIj1IuR8E/\n/6nv1a6DWq0GESEsLAxjx47FV199hdsrVzrEuykHsBKSN7WhbT6HZOgKBKaiYq2ALaitVN7Q/Vsf\nNTU1AIAIhovBTlOYyVnSUyxcxBBYAI+FSzWIwlwmI0KFXZGePYGdO1lrcRexkuQ4Nm1in+NcVAR8\n8w1w8ybble7BgwF3d6C4GCX5+cgtKMDV8nJkAFq5FRSExx57DJfeeceyvLHYWKny8PjxDgnNVgOY\nqFbjq/79ERUVhccffxyPPPIIKisrcefOHa0cPnwY27ZtQ6dOnRAdHY2WpaV458cf4ajGFXJI3tQM\nAH8aeX8WpNBilwr9FNgVNYDtAB5mrYg16FQqNxfNYhQAREZG2lozk6iqqsKRI0cASK1wuMVZ0lOs\nWMQQWACPhUs1CMPVZGRELBLhBHZlxQrg+edZa3GXFSuAGTNYa9E0SEjgI4ejd2/QxYuQMTSiawIC\nkDJgAH7cswcVFRXa1z08PDBo0CC88847uO+++2xzsE8/BaZPt6vxqgYwA+bnhMohFU5KsrlGjXMQ\nQH9IumvwglSJOMToJwQCQ6i2yrcsOBgBzz3HWh3LkMmAlSuBqVMt+nhRURFCQqS7htW07ddff0W/\nfv3QuXNnZGZmMtGhUc6ckcKDefe0ymTAunVASgprTZoOvMyP6tK6NXD5MmstnAbhcRUIXAVOCg8Q\nANmxY8w9aW6lpfD68UdUAJDJZOjUqRNefvllTJo0CXK5fpaESqVCcXExcnNzcfXqVeTl5eH69eso\nKCjAzZs3te1ldL2adaV/ZCTeunwZnkQ2LXokA1AB4DlIRY9kMhk8PDygVCqhVqsNPiOTyfQmtqy8\nmwSgT+3x/63z+uMQRqvADLy8IFu9GoEpKdIzzhnx8pKK1llhpFyundjWfXY5Eu7DhDlPT9GiWcQQ\nRqtj4a1wqYaiIim9ytubtSZOgTBcXZErV1hroA9v+rgqnBQeYG2w6vK8TIb90dEICwtDeXk53nvv\nPfztb39DZWUlqqqqUFNTA5VK1agH46uvGq+Tux/At5ByN23l3ZQBSJfJ8CyAM7U6EhGqGpiY6Z6L\nFwBNR19Hfy+a482H1G+2svZv0fRBYDJJSVIopSa0NjoaiI/nYoHOZOqeg4Xk5uYCANzc2E3buC/M\nxLIwoanYYBFDYCG8FS7VUFYmpVdNmMBaE6dAGK6uCG9x/MePs9agacBZ4QHW+YsEIIEI6uxsHM7O\ntmpfgwcPRufOneHn56cVX19f+Pj4QK1Wo7S0FMXFxSguLsaawkL8eewYxpw5g2a1xVRMHQvd7QoB\npAJYRqQXaiuXy+Hu7g4vLy/4+PigWbNmCAwMhJ+fHy5duoQLFy5ojVcevJshAB4D8CWAKEDbQ5Gn\nBQ4BZwQHS5VWZ80yzP+bOVPyqvFOQ+dgAdeuXQMAuLu7W70vS1Cr1fj1118BcGq48lCYsDFstIgh\nsBCeC4WuWCEMVxMRhqsrwro4T12Ki1lr0DTgbMGCtWGiOX4cgEtW7isnJwfXrl3DrVu3UFZWhsrK\nynpDdQGpMNEMSAbbTACmZtLKAPzh74+9sbHI7t0bzSMj8WXr1oiOjkZMTAzCwsIaDBXMyspC586d\ntX/z4t2cCclw7V37N+trQ8ApCQlSfYZx4+oPm3v8cWD2bP5+5zSYcg4WcP36dQBg1js1KysLJSUl\naN26tfH2YKzhoTBhfdh4EUNgIbwVLtXlyBEpFSI6mrUm3CMMV1eEtzh+3vNNXAVef7QZEwdgq5X7\nuHjxYoPvy+VyeHh4wMvLC76+vvD390dQUBCKQkKwqkULHPD2RpeqKsSUliL82jX4VFZCrlRKVSWD\ngqTK23FxQFwcOkZHo6OFen7xxRfa//Pi3SRIhvsJAC0Z6iHgCIVCmkSGhOhd+yZN2ry9JSNgzhy7\nq1kvrVtLxoiR+9deE8+CggIAgI+Pj132b4yTJ0/Cx8cH9957L/9hwitWsNbAEDstYggshPfKvRkZ\nwnA1AWG4uiIMc2CM4uA+l00W3hYsOMEWzZiioqKQlJSE8PBw3HPPPYiMjNR6QUNDQ21wBNvg6+uL\nwMBAlJSUcOPd1By/B1MtBFyhUgF//avloXGzZgFbtrDJZ0xKAvbvd7jn7ObNmwAAPz8/hx1z7ty5\n2L17N8LCwuBZ+zveunVr1NTUMM21NYCnwoSAZESPGiWMEN7o3bvxbViSkQEkJ7PWgns4evIIbAZv\nHs6gINYaNA14LTzAGFtcfUOHDsXq1attsCfbceHCBezatQvp6enIzMzE5cuXUVJSApVKBUDyNAsE\n3GJNTpdCIeUKOrrtCcO+m0W1ETXNmjVzyPFqamqQnp4OALhx44b29X/+859Yvnw5EhMTsWbNGj7C\nhnkrTBgWJoxWHuG9uJuoB2MSwnB1RQoLWWugTy9b+LwEjcJz4QGG2MLfX8jonlKr1fjjjz+we/du\nHDp0CFlZWbhy5Qpu3bpVb34tIOXBJQFAZWW92wgETLE2pys2FlizBhg/3q79k7XIZNLxGBXWKSkp\nAQAEBgY65Hi//fYb7ty5Y/S9srIypKWl8RNtwllhQuE54xiei7uJejAmIQxXVyMnB8jLY62FPrzn\nFbgKPBceYIg5/pjAwECEhIToSXBwMHrZefFFrVbj+PHj2LNnD44cOYI//vgD165dw+3btxts1ePj\n44Pw8HDce++96NWrF+6//370799fKuDCa7N1gUCDtTldKSlSK4np0+1rvHLQd/PWrVsAgGAHLVBq\nerbWR69eveDr6+sQXRqFs8KEwnPGMTwXd+MtWpJThOHqanASMqOHMFwdgxhno8iCgpA8eLCBQaox\nSjX/DwoKsnveVk1NDQ4dOoS9e/fi6NGjOHv2LPLy8ur1bGjw8/NDy5Yt0aFDB/Tu3RtDhgxBYmJi\nw/qKnGcB79jCMzV1KuDrC0yebJ+JHyd9N8vKygDAYV5OTTGm+uCqSBNvRojwnPELD8Xd6kPUgzEJ\nYbi6GryFzLRsKXI9HAXvhQcYkTB9OrY4uL9fdXU10tLS8MsvvyAjIwPnzp1Dfn4+ysvL6/2MTCaD\nv78/WrVqhdjYWCQkJGDo0KHo1atXgy1w6kXkPAt4x1aeqZQUaeFu0iTbFmxi3HezqKgI3t7e8PLy\n0j47wsLC7H5cImrU49q/f3+762EyvC3SCc8Z37As7tYQoh6MSQjD1dXgLWQmJIS1Bk0H3gsPsMKO\nnug7d+7g559/RlpaGk6cOIELFy7gxo0bqGwgt1QulyMgIAARERHo1KkTEhMTMWzYMHTs2NEyA7U+\nRM5zo2iqgLJuGdRksaVnKjYWOHAAWLYMSE21zgvHSd/NkSNH4ujRo/Dw8EB1rXH22WefYf/+/QgM\nDERqaipiYmJsftwLFy4gPz+/wW369u1r8+NaDG+LdMJzxjea4m6dOjkmP95URD0YkxCGq6vBW8gM\no2bpTRaeCw+wwgaGa0lJCXbt2oX9+/fj5MmTyM7ORkFBgXYyaQyFQoHAwEBERkaiS5cuSEpKwvDh\nw+0y0dQlNzcXu3fvRvDly/iLXY/k/EwEMB2QClnZCGEEm466shI2XKqRJqSzZ0vPwW++kSoXHzli\n+uc567upKcik+5zJzs5GdnY2AODvf/+7XY7bWJhwhw4d0Lx5c7sc2xIoKIive054zvgnNhZo3hzQ\nqZjNHJHuZRLCcHU1eAuZUSpZa9C04LnwAAsSEswKVb9+/Tp27dqFAwcO4NSpU7h06RIKCwuhbOA6\ndnNzQ3BwMKKiotCtWzf07dsXw4YNQ0REhA1OoHHKy8uxb98+7Ny5E7t27UJWVhYAIBkQhmsDHAbw\nJYD1AGYBmA9AEx9iqvGpu10xgFIA0TbV0rU5duoUFiUn48MPP8Q999xjux17e0utdiZMkAoWZmRI\ncvy45OWtqpK8YkFBkpcjLk4SztJaNIZrfdirwrCzhAkXFhZi7dq18Dt6FNNYK6OL8JzxT04OX0Yr\nIAxXExGGq6shQmaaNjwXHmDBzJlGX7506RJ27tyJgwcPanugFhUVaXugGsPd3R2hoaFo06YNunfv\njv79+2PYsGEObwmhVqtx6tQp7Nq1S+sF1vXI+Pn54f7778fouDjgH/8QHsB6aA7gBIBqAEUAPgPg\nBaAfgJ4m7kMGyQBeDmBz7b4sNYKbIp4Atm7diq1btyI+Ph7Lly9HfHy8bQ8SHS2Jk7UnISJmhivP\nhZmICOnp6Vi5ciW++eYbVFVVIRngy3AVBgj/8FbItF077hbOeEUYrq4Gb3ltDmqWLtCB18IDjiY4\nGGd79sTODz9Eenq6tgdqSUlJgz1QPT090bx5c8TExKBnz54YMGAAhgwZgmYMr+W8vDzs3r0bu3bt\nwu7du3FDZ6VYJpOhd+/eGD58OEaMGIHExER4aBawtm+HTOQ8G6Vtnb9H6vz/JID9ACoAdAMQBMnI\nqoLkWT0OIKNWLtXZz78BrADwGICZAO6zteIuRBeZDHE+PsgoK8PRo0eRkJCAqKgovPvuu3j66adZ\nq8eUioqKBiM93N3d4W2HcOb8/HycO3euwW1YeFyJCCtXrsTKlStx6tQpvfc0Jgg3i0TCcOUf3gqZ\nMioA54wIw9XV4K2Xp8hxdTyawgM9ejTJ6oaaycucoiIs6d693u28vb0RFham7YE6aNAgDBw4ED4+\nPg7TtT4qKipw4MABrVe17kQtIiICw4cPx/DhwzFkyJD6vb4i59lsCECPWikEkApgGYD6lzqAKAC9\nAcRB8tYGA/CA5IFNq90PIHlhvSAZwREAHOur5w8FEY5164a1kyfj7++8g8uXL+PSpUsYP348/vrX\nv2LmzJl455137N6mikdM8bbKZLY303799dcG32/ZsiXatGlj8+M2hkwmw+bNmw2ehYC0eHQEQILD\ntTKCmekpAkbwVsi0Cc7VLKXp/Rq4Oryt9J05w1qDpklsLLBmDTB+PF9V8xyADMBBAEtr//b19UV4\neDjat2+P3r17Y/DgwejTp89dryQHEBEyMzO1huq+ffv0KhN7e3tj0KBBGDFiBIYPH47Y2FjTJq0i\n59lsdEc1BMASAGMBTALwp857XgAeh+RVNWfCfATAFgALrFPTJSAAsvR0TExOxsRLl5Ceno4XXngB\nGRkZKC0txcKFC7F48WKMGTMGH3zwgUNawfACz2HC9jCYTWH69On45ZdfjL63ApwYrvWkpwg4g7ff\nxEbud8FdhOHqavDWy/P8eSkJXqxAOp6UFKCsDJg+vUkZr9VyOX574QUcfPJJxMfH27bFjA25ceMG\n9uzZozVW8/Ly9N7v2bOn1qvat29feFqSLy5ynq2GIFUdPglgMoCNsK6YUwI4mWBzgGbMKt56C+5T\npyIpKQnHjh1Dbm4uXnjhBfz4449QKpXYtGkTvvnmGyQmJuKjjz5CryZQ/EYUZjKOm5sbampqDF7f\nBGmRiWkDvuBgabFQwD+8FTJtpP2UQAcSuB4xMUSSqcKHbNnCekSaNm3bsr8GHCQqgGj9etYjbpTK\nykrau3cvvfbaa9SzZ0+CZMdopWXLljRhwgTasGED5efn2+y4yspKutK6NfPvxhVEBdB5DvRwRZko\nk1H//v3pl19+0V67FRUV9Morr5Cfnx/p3itt27aljRs32uwe4ZHt27dT3WeErgwbNszmx7x9+zYp\nFIoGj3v8+HGbH7chiouLacaMGeTv79+gXgDoldprSe3ga1d7vMWLHTo2AiuIj2f+zNMTX1/WI+I0\ngLUCAjvwwAPsb0JdmTeP9Yg0XbKz2X//cMxEQgXQC56epFarWY86ERGp1WrKysqiZcuW0ahRo8jH\nx4d0J1leXl40fPhwWrx4MZ06dcrmel+8eJEefvhhcnd3pw4AVXBwHbiKOHpi3BTkKkDJAEUBFBgY\nSFOmTNFbwPnkk08oIiKCdO+hwMBAevPNN0mpVNr03uGBDRs2UENG2rhx42x+zN27dzd4TH9/f6qp\nqbH5cY2xa9cu6t27N8lkMj0d2rdvb/CaRuQAHWR1DSclETlobAQ2YMQI5s88A8nOZj0qTgGfMXQC\n6+AtBOL4cdYaNF04KfmuCQnUXJlko/1q9lMB4M2oKBSNHYvy8nIb7d18CgsLsWnTJkyePBmRkZHo\n1KkTZs2ahR07dqC8vBzdunXDnDlzsGvXLhQVFWHnzp2YPXs2unbtarO8sfXr16N9+/Zo27Ytfvjh\nByiVSpxXKLCsSxcQo9w0V0OMou25B1Lubw6AnSUlqFq1ClEtWiA2NhaffvopnnvuOVy5cgVpaWno\n2VNqWFRSUoIFCxbA19cXKSkpuHnzJsMzsC0sQoUbCxPu06cPFAqFzY+roby8HHPnzkVISAiGDx+O\nY8eOgYjg7e2N8ePH49q1a5g7d269z0o1pFz0SqPv2o8aTUFEO46NwMb0NLXpmQPhrdIxr7C2nAV2\ngLcQiIQE1iPSdHn9dfbfv46sh+1XxCt69qSa06eZDG9VVRWlpaXR/PnzjXoHwsLCKCUlhb744gu6\ndu2a3fQoLi6mKVOmkK+vr97xQ0JCaN68eVRRUSFt+MknRDIZ8+tAiJD6RNebfRNS+KccIA8PDxo5\nciRlZGQQEdGlS5fooYce0gttlclk1K9fP/rtt9/sdq85ivfee4907+W68uqrr9r8mEOGDGnwmAsW\nLLD5MYmIDh06RP379ye5XK53vHvvvZc+++wzUqlURET0yy+/NKifRp5CbdqIA0QF0J5Jk+wyLgI7\nsnEj82edgYjoRJMAawUEdqB7d/Y3oK507856RJouHIbDHAboK0iTUs1rpoZe6m0XHCzlFDkwPEut\nVtOff/5JH374IY0ePdog987Dw4OGDBlCixYtohMnTmgnXPYiLS2NEhIS9AxmmUxGvXr1op9++sn4\nh9avJ/L0ZH4dCBFiqhwEqAP0F4TmzJlDt2/fprKyMnrxxRcNFm3atWtHmzdvtuv9Z09effVVasg4\ne++992x6vOrqaoN0hrqim39sLVVVVfT2229TeHg41X2Gjhkzhi5evGjwGbVaTU899VSDOmpkCuwf\n0q+Wyeji66/bdVFSYCfmz2f+XDOQESNYj4pTANYKCOyA8LgKNHB2LdT1pmz19KTTfn7mX09ffEFU\nXu6QISwqKqLNmzfTlClTKCoqiupOkDp16kQvv/wy7dixg8rKyuyuj1KppLfffpvCwsL09PD29qYJ\nEyZQQUFB4zv54w+ixETm14MQIaaKUqGg5wMDSfeal8lk1KNHD9q0aROpVCpavnw5tWzZUm+b4OBg\nWrBggd0XkWzNlClTqCHDbPny5TY93pEjRxo8nru7u02eb7///jsNHz6c3Nzc9PYfGRlJy5Yta/R7\nKi4uNlikqCthYWG0Y8cOuyzSaX7DVJ6e3BYCFDRCebm08M3Bc01PxFzZJMBaAYEd4M3LJlaR2MGb\n992YJCYS7dkjVZ+eN0+6XhISJN0TEqS/582T3reweIGu8fnll182uG11dTUdOHCA3nrrLUpMTDQI\nXwsJCaEnnniCPvvsM7py5YpF+ljC2bNn6YEHHjCY8LVp04ZWrVpl/sS8pkbyWPP4A96IXIeo7tsk\nRSaja//4Bz3yyCPk5eVFdRduxo4dS+fPn6e9e/dSt27d9N739PSkZ555hgoLC+1zg9qYcePGUUPG\n2YYNG2x6vCVLljR4vMTERIv3rVKpaOnSpdS6dWu9fbq5udGIESMoMzPTpP2cPXvWYGGirowaNYqu\nX79+90N2WKT7FaA7tSHrAifk88/ZP8uMiYhONAmwVkBgBzjLaxRx+wzhzONar9h49VrX+Lzvvvv0\njM8HH3zQYPvz58/TihUr6JFHHqFmzZqR7kTI3d2dBg0aRKmpqXTs2DGHe27Wrl1L7dq109NJoVDQ\nyJEjKSsry/oDlJcTrV0rLRKwvg5MlDGQQs5Z6yGEgchkROvXk0qlonXr1lHXrl0NcssjIiJowYIF\ndObMGRo1apTe/S+TyWjgwIEmG0usGDZsGDVkoG3fvt2mx3v00UcbPN6cOXPM3ufFixfp0UcfJQ8P\nD719hYeH04IFC8yqBr1kyRK97zExMVFvnx4eHrR06VLjz2crFul0o4RUQUH0CkAhgYFmj4WAI3id\nFwmPq0mAtQICO7B8OfsbUFdWrGA9Ik0X3rzvDYlMJhUPspCGjE9d8fHxofz8fPruu+9oxowZFBMT\nY7BNhw4d6IUXXqAff/yRbt26ZcMvxDQKCwtp8uTJBjlnoaGh9Oabb1JVVZV9DpydbdzzzYnnXjOJ\n7FvnbyFNTDw9JU9aLcXFxfTiiy9SSEgI6d4vcrmckpKS6IcffqAZM2aQt7e33vvt27en77//3j73\nkpXEx8dTfc8wAPTrr7/a7FhqtZqaN2/e4PG2bdtm0r5UKhWtXr3aYLFNLpfTgAED6NChQ2bpVlZW\nRklJSdr9+Pv70/79+6mmpoYGDhxIACg2NpZOnDjR+M4sXaSrTU/JOHCAAFB34RlzXjhpEWhURHSi\nSYC1AgI7IAxXgQbevO+NSa03xRRKSkrou+++o+nTp1Pbtm2poUlXXakb/hsUFETjxo2jVatWUU5O\njp2/lPrZu3evQXVimUxGcXFxtHfvXtseLDubaPNm6RoZMUJahe7eXfp3xAjp9c2b74Znc7JKfQug\nFznQQwhbuRAeTuf//NPgsj506BANHTrUIKS+WbNmNGHCBKMFgUJDQyk1NZWrPNi6hl9dOW3DSupn\nzpxp8FgAGs2dz8vLo5SUFIPFgeDgYJo7d65F+bF79+7Vy2cdMGDA3QrpRHTlyhV66aWX6M6dO2bv\nW7NIV/HKK7QDoEMAnaj9dwdA70GK7IhRKLTXxdatWwkAPfTQQ+YfT8AHmzczf3bVKyI60STAWgGB\nHeDNWBE3Izt4fkjXJ3W8KRqUSiWlp6fT22+/TX379tVrg2GuaNpmvPPOO3To0CGqYdg4vqqqit58\n800Dj4ePjw9NmjTJtjl55eVSfo+5Rmh8PNHkyeyvjVpRcqCDEHai8bS/AskgHTVqFH3//fd6hqdK\npaIPP/zQqAHYrl07mjFjBnXu3FnvdU9PT5o0aRKVlpba7p4zl9oFpWXe3rQDUkj8idp/dwCUClAy\nQNfN9Fw2xOrVqw3GSFc6duxY72c3b95sMI4ymYzi4+Npz549Fus0ffp07f4UCgV9+OGHFu+rIdRq\ntUF1+LqSl5dHRET/+c9/CADNmDHDLroIHABv82Nd2bKF9eg4BWCtgMAO8BYeKsIf2MFzWExDkpRE\nVFND2dnZ9Mknn1BycjIF1qkoao306NGD9TdDWVlZNHLkSAPPUExMDK1du9a2B7NVISbRA1YIR3IT\nIC/cvXfc3Nyoa9eutGDBAiouLtZe/nl5eTRp0iSj+et9+vQxyIOXy+U0H9dXrwAAIABJREFUePBg\n2+SQm4I1C0pr11pdYX3ixInU0PNy6tSpetsXFxfTtGnTyN/fX2+7Zs2a0cyZM/XG3lyuXLlC0dHR\n2n22atXKaGscWxIbG9vg+R89epSIiGbPnk0AaOHChXbVR2BHeJsf64qFxSebGmCtgMAOcBLSp/fj\nKmAHb9dDI6LxpiwMDW1wMmGNyGQyunHjhsO/CpVKRatWrTIIbXZzc6MHHniAzp49a/uDitY3QlxY\nvhoxgmJiYgwKNAFSEaDx48dThk4F2F27dlGfPn0M0gWCg4Opc+fOBtWKY2NjjRZCunLlCg0aNIi2\nbt1qecSGjYoGWdvT2liev65oKrH/9NNPFBcXZzDWXbt2pa1bt1o2BjqsWrVKbyFvwoQJDgnfHjp0\naIPn/9133xER0WOPPUYAaL1og+O88DofEoWZTAasFRDYAU4KqWjlnntYj0jThtfS741IXW+KrWWL\nA8NyCgoKaMKECQb5X2FhYfSPf/zDrOqaZmGHPoZChPAkpR07UllZGSmVSlq9ejX169fP4D4DpHY5\n/fv3p88++4yUSiVVVVXRggULDFq0aAzeut7ZsLAwWrx4sdaQeu2117TvtW3blj744AO6ffu26fem\nPRaUEhONplk0xLVr1wzOv65MnjyZgoKCDMbzmWeeofz8fLOOZ4yqqio949Hb25v+97//Wb1fU2nM\n46wJU9ZUMt63b5/DdBPYGN7mxxqxdZSVCwPWCgjsAG8rSgqF1aFMAivgtdm2CfJMA5MJc8XPz49G\njx5NH330EZ09e5bUarXdh37Xrl3Uq1cvg2JLCQkJlJaWZt+Df/IJ8+9PiBB7isbrGA1QdHQ0Pf30\n07Rlyxa6ceMGHTlyhFJSUgwKMWnuwXbt2tGcOXPoypUrdP78eRo7dqyBwevu7m6Q/+jl5UUTJ040\nmroQGBhIr732WuP9ne25oGRma7FvvvnG4Dwakvbt29MXX3xh5cPpLkeOHNEby7i4OIfnGL/xxhsN\nnvNrr71GREStWrUiAJQtQjqdF97mx4A0P9MpOiZoGLBWQGAHeIzhF6tJbFm8mP01YIEcamAy0Zho\nCoT87W9/o7S0NPu1kKlDVVUVzZs3z6A1h6+vL02ZMsWq/C+TWb+e+XcnRIijZAwM7/+QkBAaNmwY\nffjhh3TkyBF6++23qWvXrkaLugUFBdEjjzxCe/bsoU2bNlGPHj0MwmE9PDyMhiMbEzc3N0pJSdEL\nUdbiiAWlelqLqS5coJNvvEFb2renO/37E8XH05XQUIPCT1F1zsfT05OSk5NtXnF97ty52jGVy+X0\n7rvv2nT/prJy5coGv8+UlBSqrq4muVxOMpmMqqurmegpsAEDBjB/XhnI4sWsR8WpAGsFBHaAx6pp\nIn6fLTU1TpfnqPGm1J1ENSQRERE0efJk2rRpE928edOhQ5yZmUnDhg0zmBjfe++9tG7dOscp8scf\nIjxYSJOSH7p0oUGDBhmEs9b1lMbFxdHcuXNp0aJFNGLECKP9nt3d3SkuLo5SU1PppZdeorCwsHr3\naYoMGjSIfvjhBynE2JELSprWYuXlVPrBB3QtIsKszx+GFPHy1KOP2jzPtKCggDp27Kgdo+bNm1Nm\nZqZNj2EO//3vfxv8DgcOHEg5OTkEgO4RqU/OzSOPMH9e6UlwsMW56U0VGRERBK7Fli3AuHGstTAk\nOxuIjmatRdPlzBmgRw+gqoq1JmZxDkAZgGoARQBOAMgAcAxAgY8PBg0ahOHDh2P48OGIjY2FTCaz\n6fH//PNPrFixAi+99BLatm2r955arcaqVauwcOFCXLp0Sfu6u7s7Ro0ahX//+9+IiYmxqT4NolIB\n/foBhw457pgCAWN+AjAKgKenJ8LCwhAaGgq1Wo2CggJcv34darXa4DMKhQJRUVHo1q0bqqqqkJmZ\nidzcXNSdEkVERCAhIQEFBQU4fPgwqqurLdJxRFQU/nv1Ktxqaiz6vCWo5XJUKBTwVSoBSFaYKU9H\n3e1qAgLg9uabwKxZgEJhtU7ffPMNxo8frx3HMWPGYPPmzZDL5Vbv21J+++039OjRo973O3fujJUr\nV6J///647777cEg8X52XRx8Fvv+etRZ3GToU2L2btRbOBWPDWWAPeG2BInpUsWf9epdqaaLq3dsm\n7SDqolQq6dtvv6UhQ4YQalfd586dq30/Pz+fUlJSDCqQtmjRgt599137FVtqDEYh4WoGxxQiRCMN\npRTI5XJq1qwZhYeHU2hoKLm7u9e7bWhoKHXs2JGio6PJw8PD4P2GPtuQyAE6yME4WSUWFH7SRaVS\n0aOPPqodEw8PD9q0aZMNH36WU1hYSMOHD6dnn32WXnrpJa2OJ0+epKKiIlKr1bRhwwYCQOPGjWOt\nrsAaeAsVHjCA9Yg4HWCtgMBO8JiAPm8e61EREEm5Ty5kvBJgdTsIDXl5efTOO+9oi3DoSkhICH3/\n/ffUo0cPvddlMhklJSXR/v37bfQFWYgTF+ESIsQaKYqKovz8fFq9ejWlpKRQly5dDHqMGjNCvb29\njRqoGvH09KSgoCCjVYrNkVdq9XT0Ao/Nj2dm4ScNmZmZ1Lx5c+14dOzYkQoKCuzwELQelUql1VM3\np/f999+XvstXXmGoncBqeJsbizQ6s2EXmyGwLzNnstbAkOPHWWsgAICpU4F16wBPT9aa2I6iImDO\nHClM9swZsz5KRNi/fz+eeOIJtG7dGm+99RauXr1qsF1hYSEeeeQRnDx5EgDg5+eHGTNmoKSkBAcP\nHkS/fv1scioWs2mTNA4CQRPj3KVL6Ny5Mz744AOUl5dj9OjRWL16Nc6fP4+0tDS8/vrrGDRoEFq2\nbAk3NzcAgFKpREVFhUHor27IalVVFYqLi1FRUWGxbl4A5tf+37ZJDI1j8+NVVQHjxwOffmryR957\n7z1069YNBQUFkMlkePXVV5GVlYXQ0FBba2cT5HI5PDw8AADHdeYsV65cAQBERkYy0UtgIyorWWug\nj5OlbvGAG2sFBHbi8ceB556Tct54obiYtQYCDSkpQFwcMGmSa+VDHjok5fGuWSOdYwPcvn0bGzZs\nwIoVK/D777+bfIgOHTrg73//O5588klrtbUtK1aw1kAgYEIRgJs3b+LmzZs4deqUwfseHh4ICAhA\neHg4evXqhZYtW0KpVOLGjRvIzs5Gbm4u7ty5AwBG82Gt4XEAITbdI2OIgOnTAV/fBp+xt27dwuDB\ng5GRkQEACAwMxK5duxAfH+8oTS3Gz88PRUVFOH36NB599FEAwOXLlwEArVu3ZqmawFpq73NucCUH\ngoMQhqur4u0NhIUBeXmsNbmLWFnii9hY4MABYNkyIDXVdbx1Gq9AWZnkXa5DVlYWPv74Y3zxxRe4\nffu22bvfsGED4uLibKGp7cjJAY4eZa2FQMCEs76+CPHyQmlpKWqMFD+qrq5GQUEBCgoKjC5Subu7\nIyQkBD4+PpDJZFAqlbhz5w7KysqsNmQ5jH2yHiJg8mRp8TM21uDtHTt2IDk5WeupHjZsGP773/9q\nPZm8ExwcjKKiIpw7d077msbjKgxXJ6ewkLUG+gQFsdbA6RChwq5Mq1asNdDH3Z21BoK6KBTA7NlA\nbi6wdi2QkMBaI9ug8Qps2ABACgvcsmUL7r//fnTu3BkfffSRRUYrAKzg0bN57BhrDQQCZqSVlaG4\nuBiPPvooCgoKkJ6ejnXr1uGNN97Agw8+iDZt2jRoNCmVShQWFuLKlSu4fPky8vLycPv2ba3RamnF\n2ygACZASJl2Oqirg2Wf1orrUajUmTJiABx54ABUVFXBzc8Pq1auxa9cupzFaASA8PBwA9CrFazyu\nIlTYicnJAW7dYq2FPr16sdbA6RAeV1cmhLMAJd5yCwR38fYGJkyQZOZM4OOPWWtkPUSgZ5/F8vR0\nLPzuO1y7ds0mu83IyIBKpYLCBq0hbEZtOJ5A0JQgSHmcGZCMJjc3N4SGhiI0NBSJiYn62xLh5s2b\nOHfuHM6fP49z587h3LlzOH36NC5cuNBgHqulXtfetf86OrfVYaSnSxE7s2cjOzsb/fv319YHiI6O\nxv79+xEREcFYSfPRGKd5tRFr5eXlKCoqgoeHB5o3b85SNYE18LjAy1v0lhMgDFdXpmdPYOdO1lrc\nhbcQDYFxBg92DcMVgKy6Gr2WL8d1K/cjl8vx8MMP4/nnn8fgwYOZ9hw0yokTrDUQCByODMBhABq/\n2PPPP1//tjIZmjdvjubNm6NPnz567xERbty4YWDUnjt3DmfPnkV5eblF+jWJKWlqKj6WyfDC3LlQ\n1Xpfp0+fjo+d+Dfk3nvvBSAV5AP0w4S5e/YLTIfHdBphuJqNMFxdGd5uiLw8KVQjOpq1JoKG6N27\n8W2cBALQB8AsAP+24PNhYWGYMmUKpk2bxnduk6vkJwsEZqIbuD948GCEhITAw8MDCoUCCoUCcrkc\nbm5u9f5b9/8KhUL7b2xsLLp06YLi4mKcOXMGFy5cMEu3nrY9VT4pKsKh2bOhAuDr64sffvgBgwcP\nZq2VVXTq1AkAtAW7RGEmF2HbNtYa6BMQIObDFiAMV1eGRwPk/feBlStZayFoiOhoID6ez9VJM9GE\n6M2HNME1NVi9X79+mDlzJpKTk50jN6tOSw+B7dCEowr4oxDAJp2/q6urteGdPBDMWgEHMRPA+T59\nsHv3bvj4+LBWx2p69pSWHKpqC0qKwkwuQEUFcP48ay304S2dz0kQMQ+uTHQ0UFtkgBs++URbMEfA\nMTz2AbaCEACPNbKNr68vpk2bhpMnT2L//v148sknncNoBQBn0dMJkQG4AMC2TVIE1qApdpQKQFOr\nvr6cc7lcDnd3dz3ReFc1nlVdkcvlkMvlkMmsX65oCnclAbgPwK8bNriE0QoAMTEx2v9fu3ZNFGZy\nBTZt4qs9JAD4+bHWwCkRhqurw2OT78mTgTNnWGshaIjHHweCXctfUJ8pHhsbiw8++ABXr17FypUr\n0b17d4fqZRNc7LuyB6ZWdtXdrhDAbADtAYzHXY+9S1aJdSJkAA4CWKbzWlhYGF599VVs2bJF7x5W\nq9WoqalBfHw80tLSUF1dDaVSqZWamho9UalUUKlU2v6j1tAU4iC05r0LFYjTLHYAwMmTJ4XH1RXg\nsRuAlxdrDZwSYbi6Ojw2NzZSRl/AGd7ewPz5rLWwGRqvQFTt3wqFAsnJydi7dy+ysrLwwgsvICAg\ngKGGVtKzSWTTWYWp/jNNwZ9nAERAyo1WA/gKQA8A6WbsS2AnPD0Rk5aG4SNHag2MvLw8/Otf/8K4\nceOgVCrxz3/+E0899RS8vLxARDh48CD69OmDli1b4v333zfa71WXtm3bWq1mk8o8dyHDFZAicAAg\nMzNTa7gKj6uTwmufc9HD1SKE4erqNPLjzAxNGX0Bv8yaBdRpKeGsaAyNoYGBeOutt5CTk4MtW7Zg\n8ODBNgkJZA5vhdg45lcAP0EyTk/W/vsTpLDTZABtZTL0VSiwDoY50X8C6AfJC6tbI114YB0HyWTA\nmjVoMWAAduzYgerqapw4cQIPPfSQ1kjNysrC3Llz8c033yAhIQEvvfQSoqKkZavr169j3rx58PHx\nwZgxY/R6darVapw6dQoff/wxXnvtNbi5WVcGpEnV+j5+nLUGNiWo1qg4e/asKM7k7PDYBgcQPVwt\nREZE4jfXlUlI4HOlCZDCG3NzJe+egE/OnAF69JC85C6Aau5cKBYtYq2G7cnJAdq0Ya2FU5Dm7Y23\n4uMRERFhVFq0aIHbt29j9uzZWLNmTb378YKUNz0TkjdfYH/UAGZ5emJaRgY6d+5sdJtvv/0WixYt\nQkZGhl7/VX9/f/Tt2xdFRUU4evQodKc+CoUCMpmsUS+suSQD2GLTPXJMQgJw+DBrLWxGUlISDh06\nhMGDB+PQoUMoLy9HSUmJc0fmNFVeew345z9Za2HIli1AcjJrLZwOYbi6OiNH8tXLtS5r1wITJrDW\nQtAQGzYA48cDrvCoGDEC+Okn1lrYB04WqbivwmvGBHvHjh147rnncO3atQa3i4LUszMOQC8AHQCI\nZQTboLmeKgA8BylkOzo6GkeOHEHz5s2NfiY7Oxs///wzPv/8c2RkZKCy0tR64hLe3t4IDQ1FeXm5\ntpenJUQByIET3BO2oHt34ORJ1lrYjMceewybN29G+/btcfbsWTRr1gylpaWs1RJYQmws8OefrLUw\nJDtbtMOxABEq7OrwnvvGY8K8QJ+UFKmFkSuE1BYXs9bAfnBSCZr7q8SM6IFRo0YhMzMTzzzzTIPb\nXQKwFcDfAKyDMFptiaYQUw9IRisA5OTkICEhAYsWLcKECROQlJSEyMhI+Pr6oo1MhlfbtsWN557D\nG7/+irTKSpyAFBK+A3dDwjX57l5eXtp8Rg2VlZWIjIzE6NGjzdI1KCgILVu21FYjvwTgCJzgnrAB\n5Wo1XMkP0q5dOwDAzZs3AYgwYaeFxzY4gLSAKoxWixAeV1dnyxZg3DjWWjSMWHVyDjZskCpCO3PY\nsIt5BfSoqAAiIoAidiVhSiCF0HJdK9HCkMZt27Zh2rRpyM/Pr3ebDpDyZrk+/1p49QLq6nXbwwP/\nqK7GMjTcjsgLwOOQwrYTzDjWEQDLAXwDoMbNDSEhISgqKoJSqTS6vVwuR+vWrRETE4O2bdsiJiYG\n0dHROH/+PL766iucOXPGwHibAGCtGTo5Kz8BmNiiBYYOHYqhQ4diyJAhTm3srV+/HuPHj4eHhweq\nq6sxatQo/O9//2OtlsBc1q4FJk1irYUhItrQYoTh6uo4Q+6biPN3Hs6ckX4EDh1irYlluFgelgFL\nlgBz5jj8sBpjYzaA65C8jtyG81gRLl5YWIi//vWv2Lhxo8F7cgAHACRZp51jcXPjsoDfYUgG5WYY\nFsjSRQ5gnpcXXq2pQUDteVhikBdC8sRqDGQPDw8oFApUVFRot5HJZIiMjETHjh1RXl6O3NxcXLly\npV4jV4MXgFxIvaRdmVRIEQe6tG/fXmvE3n///dqCR85AZmYmunbtqv176tSp+OSTTxhqJLAITlJo\n9FAogDt3RDscC+F2biGwEdHRQHw8ay0axsXK6Ls0sbHAgQPA4sXO2TvUiSZOFsGoErRuX82vAExH\nwx4yplhRyTEkJARff/01Nm/ejNA6PbJnQTJanWUluMbNDXjlFQCO11lzvKswrOocDSARMFrVWZcO\nkBYK3q2s1BqtgGVe5BAAS2r31wFAdXW1ntEKAESES5cu4aeffsK+fftw8eJFPaPVrdZjK5frT6sq\na88NcJ5rwxKM/YqfPXsWK1asQHJyMkJDQ5GQkID58+fj3LlzDtfPXGJjY/X+Fq1wnBBe2+C0ayeM\nVisQhmtTgJPct3pxsTL6Lo9CAcyeLVWEXrtWWtF0Fly9/LxCAXz+ucP7N1cCmIS7xuoqAOMBqGt7\nbHKFDVoHjR07FqdPn8aYMWMASF41TddjHsNv66IGMEUmQ/zu3TiiUDhcZ81CRyQkI3UUJG/dVgC+\nnTohLS0NDz/8cL2ffwpSSLYtFwqodn8nAUxwczMwQBujpqYGhYWF2krGI0aMwJAhQ+Dt7Y1lcN3+\nv5rxb2z5Wa1W4+jRo1i4cCGuXr1qb7Wsxs3NTa8dkjOHPTdZeG2D88gjrDVwakSocFOAg9y3BnH1\n8M2mQE6O5DnPyJAWIoqLpVzYsjK+CiM0lbB0B1aCVkMyUr+q83qHDh3wx3ffQZaSApzgqKOlDXPq\niQgbN27Egeeew/Lycpvs096oIXnEV9X+zSIvVw0gE0AegOMATsjlOKJWQ9NRVS6XQ6FQGA3DnQLg\nU3srKJPh9uLFmHTwILZt22ZRm5wWLVro5UM7U/6zuRyGtABhCh4eHrh16xY8Hby4ZgkBAQG4desW\nAODnn3/G/fffz1gjgVk8/DDw44+stTCkqcxD7IQwXJsKjHLfTMKVC+Y0dXjLsW5KhcA+/RSYPt2u\nxmtdI0iXhQsX4vXXX0fupUvw6NABYTwU9bLTIll1z57w4PgZZqyljC5PgY+8ZN1iScbChJ8CsMFB\nutRdkAkNDYWHh0ejrZGMERAQgNmzZ+MpAG3eeov5ONuaCQC+NHHbqKgo/PTTT+jQoQNknFeqj4qK\nwuXLlwEA58+fR0xMDGONBCZz5gzQuTOg5jBppSnNQ+yAqz0/BfXBKPfNJHgMJxTYBp5yrJta+fmp\nU4F16+wWNlwBaWJvzGiVy+V4+umn8eWXX6JL9+6Yy4PRCtgnbSInBx4nT3Kdv2ispYwuPOQlE6SK\nwF9AKmb0CvQnKB0ArHGgPvLa481+8EHk5OSgoKAAqampCAkxv8xSaWkp3nrrLXRduJD5ONuaQgCb\nzNj+0qVL6NixIyIiIjBhwgSsW7fOosUAR6DbJzgiIoKhJgKzUKmkIpI8Gq1NbR5iB4Th2lRglPtm\nEmY2hxc4GbzkWPOihyNJSZGiGWy8aHXS27teIwgABgwYgBdeeAETJkxAaWkpNkGa4DIlOBh4/HHb\n77c2j4on35GuEV0IqdpzfwBnG/iMJi9Z8zR2tCGuO351iyXJAXwOx4fZegFYXFSEA2lpaNGiBSZO\nnIjCQsuv5IqKCoNxdlY010cqAHOWpXr16oXmzZvj2rVr+PLLL/HMM8+gVatW6NSpE1588UX88MMP\nKC0ttYPG5qMxXBUKhVOENgtqWbaM384HTXEeYmNEqHBTY8MG4OmnWWuhT8uWAKcrrgIbwEOOdXAw\ncPVq063kp1JJP+apqdZ9D8HBuDJ+PKL/858GvUb+/v64ffu23muvQDJGmPUPXbxYKipma+bNA95/\n3/b7tRJTW8rUpQMkI5F1Wx/NdVIJ4FsAKXD8taPb5unfta8lJiYiPDwc33//vVX7fh/Aa9apx5yD\nAJ5t1w55N25oc0FNITw8HA888ABatGiBU6dO4f/+7/9QVlamfV+hUCA+Pl7bEzYxMZGJ4fjUU0/h\n66+/hpubW6NtjwScwMN8oz5EGxybIDyuTY2UFCmEkCfy8qRcSIFr4u0NzJ/f+Hb2ZP78pv1joVBI\nK70LF1qWc9y2LbBqFZCbi0U1NY2GOtY1WgGwrayalCSlS9gDngpPATgB01vKGONPAP0gGWu6vkVW\nHlgvSLmtuq85Wof5APr26oXMzEykp6dj4MCBiLYi3M8LUq6xM6OpJP7n+fO4desWIiIikJCQoFeJ\nty733HMPOnTogOvXr+Ozzz7DwoULUVJSgqVLl2Lnzp34xz/+gX79+kEmk+HQoUN49913MWjQIAQF\nBWHkyJFYvHgxTp48qa3cbG+aNWsGQCrCJnASNm3i02gFRBscW0GCpkd2NpFUsoUf2bKF9agI7ElN\nDVFiIptrKylJOn5TpaaGaPFiouBg68YxOJiU779PIYGBBMmOMVs6AFTh6O/f05PozBn7jW98PPvn\np44csvC7MSZeAD1Tu0/W58Vc1q4lIiKlUkmpqank5uZm8bhOYH0uVopaJqO/RUcbPTcfHx8aMmQI\ndenSxej7crmcOnfuTEOGDCFfX1/t676+vvTss8/SgQMHqLS0lLZv304vv/wyde3a1WAfoaGh9Nhj\nj9Gnn35KFy9etNut/eKLL2qPKXASOHse68lrr7EeHZdA3I1NlfBw9jexrowezXpEBPbmjz8kI8KR\n15W9jRbe+eMPmy8YHIRkgFo6aX8KIJWjvn+ZjGj9evuOcffu7J+fOnLCiu+mIYkCaAxAP3TtSjRi\nBJXfe6/jvkceJCGBfv75Z+rcubPB2IwYMYLWr19P48aNI09Pz0bH8jDrc7FGZDKiTz4hIqK8vDwa\nO3YsKRQKo+fZu3dvmjhxIsXExFB8fLzBdp6entSlSxfq3r273usdOnSgRYsWUV5eHhERXb9+nb76\n6it69tlnqXXr1gbHadOmDU2ZMoU2bdpEBQUFNru1Z86cqT3G7du3bbZfgZ3g0SmjK8JBYxPAWgEB\nI7p0YX8T1/0x/OMP1qMisDfr10vftaOuKXsbLTyzfr3NFwrUtf9WQDJALTWCpsABxqvOBNuucLbC\nb0uPa32iACidg3N1lGiu+5h6DDQA5O3tTaGhodS6dWtq2bIl+fn5Gd0uqs4+nUq8vIw+U5VKJb3x\nxhsUEBBg9JxbtWpFH3zwAVVVVdEHH3xAsbGxJJPJ9Lbx9fWljh07UvPmze9eZwoFjR49mr7//nuq\nrq4mIiK1Wk1nz56ljz/+mJKTkykoKMjgeD169KA5c+bQjh076M6dOxbf2o8++qh2n/v377d4PwIH\nsXkz+3ukIcnOZj1CLgFYKyBgRFwc+5u4rjT1kM6mwief2N94dZTRwiuffGL3+1UFyQC11Ph5CnfD\nhm0+ia9ngm0XRoxg/+zUkR1WfCemyiv2+t44lzE2GLtkDs7DIklKMil6ZfPmzdSuXTuj5+7h4UEp\nKSmUn59Pt2/fpjfeeMOoBzUgIIDatm2rF44dFhZGc+bMoaysLL3j1dTU0LFjx+j999+noUOHkpeX\nl96+3N3daeDAgbRgwQJKT08npVJ598PZ2ZKx8/rr0n0cHy9FUMTHE40YQZ+Fh1MypMWG5cuX2/jB\nIbA5r7/O/j6pTxISWI+OywDWCggYwVl4m1YWL2Y9MgJHYAdvoFYcabTwyPr1DrtfVTDN81pfKGEH\nSKHHNtXLxAm2zeBssvSeCd9HYyKXy+t9zwugmxycJwv53gZjm8rBeTQmugsSNwE6/eyzZi8q//77\n7zRo0CADz6pGevXqRXv27CEioqtXr9K0adMoNDTUYLvg4GA9LywASkpKolWrVlFpaanBcSsqKmjv\n3r00b948io+PNzh+mL8/LevRg65HRpo1JjlhYVKec3m5TR4bAjswfDjze6deqc2RF1gPWCsgYARn\n4W1aCQ4WPwxNBTvkXzrcaOENBnnEFWg457VVq1b1vgeA5JA8eJV+ftY/OxYvdnzUBmfhadZ6Bd3d\n3ek///mP0fcCAgLomwceYH6OrKQG1uV3A5JHnPV5mCKHABoPaaG7LCv4AAAgAElEQVRi5syZFt8e\npaWl9Nxzzxl4QjUSGhpKf//736mqqoqIJIN37NixRkOtg4KC9Pbj4+NDEyZMoH379pFarTZ6/KKi\nItq6dSs9P306LQwN1Vt0MTViQG87Vs8ZQeO0bs38vjEqwcFEFRWsR8dlAGsFBIzgLLxNT8TKVNPB\nhhVvm/xkgmHl5l8hGaB6no2wMEpJSSFTJvPTp0+XFqzWrpVCqsw5fkIC0RdfsFvw4qQgiGZyHVVn\nbEeOHEk9e/Y06XuoKx4eHtShQwcKDg7WvnaZt8J+DhZj17o5wlthpjuQjNQdkLz1Y2B4DbVp06Ze\nw9BUVCoVLV26lMLDw42Oi0KhoIceeojOnz+v/cwvv/xCQ4cOJQ8PD71t5XI5NWvWTO+1du3aUWpq\nKuXm5hoe3B6LpImJoi4HT5SXEykUzO8noyIiCW0KWCsgYARn4W160rUr69EROBpnNVp4YvFiJver\nxmB6BXcnkcnJybR169YGQ041EhcXRxV1V6Ozs6UKjPPmSYtsCQlSekNCgvT3vHnS+7wUu+AkgsVY\nYabTp08TEdEzzzxDGq/pTz/9RHPmzKH4+HgKCAioN5yzrkTV+c6bmhi71s2VExych66YWoX6jA0j\nWfbs2WNQSVhX2rdvTxs3btRur1KpaOPGjdS7d2+DZ4pCodCr5CyXy+nBBx+kb7/9VvLi2jMtxdOz\naael8MTnnzO/l4yKqN1ic8BaAQEjOAtvM5ClS1mPkIAVzma08EB5ufVeayvlJkAtAwPpq6++oqtX\nr1KLFi2osclwYGCgXfswOgxOJk3P1BnfmJgYbQhmTk6O9vWMjAyDUxg4cCDpTv59fHwMvi+nLSxk\nh2vdq5Fr21k8rqZWoV5qh9/knJwcevjhh+vNgff396cXXnhBrxWNUqmkpUuXGn2+uLm56Rm2r1ib\nfmCKNPVCgLzAyeKhwbXRlFOX7ARYKyBgBCfhbeLHQCCwAZwYTkVLl5JSqaQBAwaQKZPhbdu2sR45\nm/DDpk1UyHjsbwLkWWd833nnHT09W7ZsSQDooYceMjiH/Px8vUn/kiVLSKVS0YkTJyg1NZXCw8Od\norCQo2SiTEY+Pj715m7WJ7zluDZWhTogIIDGjRtHO3futNv9U1FRQXPmzCF/f3+jOshkMho4cKB2\nwUWlUulVLnZ3dzf4zHi53GFjqJbJ6PqSJVaHUwsshNf57OjRrEfGJZFD0DSJjgbi41lrUT9EwPTp\nwIYNrDURCPhnxQrWGgAAgr7+Gm+++Sb27dvX6LZz587Fww8/7ACt7AcRYdGiRfjLE0/gPc1rjtah\n9t9UAFV13vvjjz/0/n766acBAHv37jXYT1hYGJKTk7V/L1myBEqlEj169MC8efOwZs0a9LSh3s7O\nh506YefOnRgwYID2NU9PTzz44IN4+eWXMXbsWHTr1g3+/v56nzvhaEUb4Xgj73fp0gVRUVGorq5G\neXm5XXTw8vLCv/71L9y6dQtr165FdHS03vtEhLS0NMTFxSEyMhJ//etfcf78ee37SqUSgDT+Xl5e\n6ADgU7XaLroaQ0aEgNmzMTQiAlOmTMHGjRtx48YNhx2/ybN0KWsNjDNhAmsNXBIZETn6d1bAC2vX\nApMmsdaiYTw9gZMngdhY1poIBHySkwO0acNaCy3RAC41sk3//v3x888/w83NzQEa2YeqqipMnToV\nX375JQBADuAAgCQGuhwE0B9A3al6QkICDh8+rP27pKQEQUFBAIBt27YZLBzcuXMHgYGBUKlUAIDV\nq1dj8uTJAICamhr87uODnrVGQlOGAMhw91pXKBTw8/NDaWmp0e0DAgLQtWtXdOnSBX9RKjFyzRrH\nKdsIyQC26vwtk8nQ0LTQ09MToaGhiImJQY8ePTBo0CAMGTIEzZo1s6lex44dw0svvYT09PQG9akL\nT/dh9+7dMWTIEAwdOhT9+/eHn5+f6TvLyQGOHQMyMoATJ4CiIqC6GvDwAIKDgZ49gbg4oHdvyRHR\nVDlzBujSBah9ZnFFdnbT/m7sBUt3r4AxHOTFmSQiuV0gqB/O8tUba8cSFhZGV69eZT1qVpGfn099\n+vQxOLcOkNoDOXK8KwBqX89Yz5s3j5RKpZ7u7du3JwDUp08fo+c2bdo07efbtWtHNTrP3qthYcyv\nL56k7rXu7u5O3bp1o5SUFHr//fdp+/btdPnyZf0QUk7CGuurQr148WK6evUqBQQE6L1eXx6qRjw8\nPKhly5bUt29fmjlzJm3cuJEKCwutvtcKCgooJSXFoLJwffJKnfNz9Hj+/OCDNGzYMIMQcnd3dxow\nYAC9/fbb9Ouvv1J1dbXhyZaXS2kf5uZrxsc3zR6zDCvpNyoJCaxHx2UBawUEjGFUidRsEeXEBQLj\ncFYh/D3UP6mUy+W0d+9e1iNmFb/99htFRkbWe45PAaRy0Firao/X0ES+f//+ei1Cli5dSoBUyEal\nUhmcX1VVlZ6RsGXLFu17FV27Mr++eJKNbdvS3/72N9q4cSNlZmYaN0aMwUkhGWOFmUaPHk137tyh\nl19+We91Ly8vSktLo/Xr19P06dMpKSmJwsPDjeaX1jXYwsPDKTExkaZNm0br1q2j/Px8s+87lUpF\n7777Lnl7e9d7LC9Ar08rE6ntRV9RUUE///wzzZ8/nxISEgyqIfv7+9NDDz1Ey5Yto8zffiP1v/4l\n2sKZC8/zV9HW0W6AtQICxvC8YmXkx0AgENSBs57MDRV7effdd1mPllVs27aNfH196z0/jUyB/Y1X\nVe1xTPFCNW/eXFtcR6lUar1nK1asMHqe8+bN0362W7dudz2GnF1rzGXECMsuJE6KqdWtQq17vcyd\nO1f7t5ubG2mM0IMHDxqcTnFxMW3a9P/sXXl8TNf7fmcmqwRJVAgiFdKgsUtQaidoLbVU8bUvpbYK\nIdS+llJLLVX7Uqr8iqot9iKCWqtRofaldhKRRDLz/P64uaczmfXOdu/EfT6f50Nm7tx7zrln7pz3\nvO/7vJswaNAg1KlTB8WKFTPrIXVzc0PhwoURGRmJ3r17Y+XKlWYjMdLS0uDv72/0nN0lMKYgMmi0\nPH/+HFu3bsXAgQNRtmxZ1uZwIiTY+/pvQ41ZKUcMqlRA7hJvMuwGErsBMiSAy5cBJyrw2fPHQIaM\ntx4S8d7wNFZeo3nz5gY9fK4AjUaDmTNnWlzvlPe88mHD9g5b1Hh6YkZEhMVtIeKUWceOHYusrCxE\nRUWBiFC+fHmD/VWr1ToG+r59+7g3JObdF53WhgNKYNFtSIXaGHv27Mk8nSqVCnv27LGom6mpqdi2\nbRu+/PJL1KtXDyVKlNCpuWqIKpUKhQoVQtWqVdG9e3csXboUN2/eBAD8888/qF27ttHPSqbUkAXz\n4s6dOzjSrx/e5Ky97B7anNdrzEpk88cgg4PFHp08DRK7ATIkgpYtxf+y2+HHQIaMtw6VKon/3dTi\nOdJfUAYHB+PJkydij5RVyMjIQPfu3fX6ZIp+fn5wmDelVi3g77+hVqsxbdo0QcY0EaFevXr44Ycf\nwBuz2jUytTFnzhz2mVq1anEvSiyfWnRWqmT9xBIpzJE3kGIsmCsFChQAESE8PBw3b95k5WoUCgU2\nb95sddfT0tKwc+dOxMbGolGjRihZsqTZskJKpRIBAQGoVKkSmjVrhohcGzchufonFtn1zdUZX7rU\n8e3Jy2UFJbZhq8OmTcUenTwNErsBMiQCV1mQmPsxkCHjbYPEfsBze1zd3d2RmJgo9ihZhYcPH5r0\n8BhidHS0zt9K4owE7dw7SxfXOscZyV87cuQIq89qKQMDA1lu4tixY432nzfAiQinTp1iwkJiGweS\noS2bqSKm6Rwnbl6amycxMTHgjUa1Wo2HDx8iICAAvPG6bNky6/tvAOnp6YiPj8fo0aPRtGlTlCpV\nymROqzbbiT0XcnF58+Y4ceKE4dqu69c7ry0KRd7zvEpE4MwoR48We4TyNEjsBsiQCKT+IOCpJRQi\nQ4YMSC7vMHeO6/z588UeIatw8eJFhISEwJJFM88WLVogMjLS4HtexOUUJgocz0Qi9PPywr1r14y2\n9eHDh2jSpImgtvIsUaKE0fOuWbOGHdegQQPuRYltlIjJTH5MrMXly1xIpxPb/EalQiUz3k2enTp1\nYqJCvIf15cuXOhsls2bNsm0MLEBmZiYOHTqEcePGoXnz5ihdurSeKNR0CcwHbfIidaGhoRg7diwu\n8zmnItxzeHrmrZxXqTta5HWqQ0FiN0CGhOAKCxJ5J0uGDF1ILO9QW1W4Q4cOhj0OEsevv/4KX19f\nCDEAPT09sXnzZrPHNWzYkNso3LKFe55FR3Oeu0qVuH+jo7nXt2yB5vp1tGzZEkSETz/91GSb1Wo1\nJk+eLKjNPP/44w+j5y1atCg77vLly9LOLXMy5/v4MNErq7F+PecVc0abc7xvjx49QlxcnElF4Nwq\nuLVr12ZNTk9PR2hoKHtvtAi/yx999JFO+3ZLYD5o05BIXbXKlXEvJEScNuWlsoJ9+4p+f01Sjgx0\nKEjsBsiQEFxhQWKtiqMMGXkVEtt95mtbhoWF4eXLl2KPjiBoNBrMmjVLcN4oEWHkyJE6aqHGePLk\nSUFtunnzJvLlywciwu7du80er21QWEpvb2/s37/f4Pl27tzJjouOjpaEsJBUyM/1ESNGIDMzU9B9\n1cHSpY43Xg3kOw4cOBBEpJdfWr58eVy/fh39+/fXMWDbtGmDM2fOAODUqStUqMDe69+/v/X9twKl\nSpXS/V5JYD5o05BIndg1ZpN69zaa0+4yyM4GChYU/f4apazF4nCQ2A2QISG4woIkMlLsUZIhQ1qQ\nWN5hQ+IMoYsXL4o9MoKQkZGBHj16QIjBFxgYCN7bygsemWLbtm2tatusWbNARChVqhTS0tJMHtux\nY0fwxoeQvigUCkycOBHZBrwy2iHTt2/fZsJCUplzzibf7xCt8atatSru379v1f0FwHleHRVC6uVl\nMM8xNjYWRISJEydiypQpLH/1xx9/ZMckJCTozZWPPvoIiYmJUKvVOjngHTt2tL7/ApCVlYWIiAhW\npoeIE4UTe15oM7dInRRqzD4hgq9KhTp16mDixIk4duyY5bWHpQIp124lkqtfOAEkdgNkSAxSfygU\nKyb2CMmQISlcuHABf/n6iv/dzOFxIqxesULsYRGER48eoU6dOhBi6HXr1o0tnHv37o0SJUqYPF6p\nVCIpKcmq9r1584Z5t8yFZU6aNAlEhOHDh2PSpEmCvccNGzbEgwcPdM6pbby0aNFCVGEhjY+P6HMc\npO9Rq169um1eV4DLQ7T3uOaoUBsCb7jOnDkTAJCSkoJFixbpbV7w6sLVq1dn3n8iQpMmTfD777+j\nRYsW7LVoJ0ZFvXnzBklJSdiyZQvuFi8u+pwwNT+6S6BNIEKPXM8DX19ffPTRR5g7dy4uXrwo7dSO\n16+l7W0NCJDrtzoBJHYDZEgMIi5ILKJKxT28ZMh4y5GSkoKYmBioVCrJLIqYB272bLGHx2L8+eef\nePfdd2GpYadQKDBr1iwMGzYMRAQ3Nzd8/fXXZj/Xq1cvm9qZkJAAhUIBNzc3XLp0yehxP//8M4gI\nH3/8MQDgwIEDKFKkiMX9IyIULVoUBw8e1DlveHg4e//JkyfA5cvIdnNz6vzKdnfHNIls0nTTGi8f\nHx8kJyfbdH8ZsrO574+t0U9GVKi1wRuuX3/9tckm8cJf4eHhePToEUaPHs1K4xBxJZYaNWrE/q5R\no4bzazZLXKROKqHMWdWqYdu2bRg0aBDKlSuH3N/9IkWKoHPnzli5ciVu3brl3HtoDv36iT5+JulC\nv3uuDBK7ATIkCDFU74RQDsWQ8RZDo9Fg8+bNKF68OHhP3rD+/aH29xf/u8kzIMAlNph27NghSITJ\n19cXv/76K9RqNSvT0a5dOxQqVMjk5zw8POyyCPz8889BRPjwww+NGgZ//vkniAilS5dmrz148AAN\nGza0uJ/8vJo8eTLzviUlJYGIC3n8tmJFp4v5qYnQmaQTcumpNVZubm7Yvn27zfdXB69fc791UVHC\n2hcVBaxZY9H3b+TIkbDEcP3pp5/YnODn3dOnTzFhwgQULFiQjYO2kFf58uWRlZVll6GwCBIWqQvJ\neU0yofVa4kF3797FmjVr0LVrVxQrVgy5nwNhYWEYMGAA/u///g/Pnj1z3v3MDWfUvbWFeUn8SuIg\nsRsgQ6JwptKhUMrJ7zLeUly9ehXNmjVji4rIyMj/FGGlFuYv4Q0mjUaDb775RlAYbUhICMvbnTp1\nKviFvCXG77Bhw+zS7mfPnrG82hVGwrEzMjKgVCqhVCqRrhW2lp2djQkTJggOHW7cuDEePnwIZGdj\ndlCQKEajmgh9tdoktshNjFZbtMezc+fOjvE0mlChvlexIqYRYUb16oLVTC01XNVqtV5ZHB4vXrzA\n1KlTWX5s7u+MuZxsu0FiInW9tAx6qdWYNVauRaPRICkpCQsWLEDr1q1ZiLj2XK9evTri4uKwb98+\nvHbW5qQz695aQ5XKaDi+DPuDxG6ADAlDyjtcsty4jLcI6enpmDhxIjw9PUFE8PPzw5IlS3Rz0aQW\n5i/RDaaMjAz07NkTQoy32rVrc8ZbDngvU/PmzQFwObJ86HBu5s+fH48ePbJb+3/88UcQEQICAoye\nNywsDESECxcu6L23f/9+Zvxayg8LF8aL8uWdOn94I/E1cZ5W7fZ83Lw5/ipQQJR5fVKlgpL+M8yS\nkpJQunRp1rZixYrhmomau/bGlStX2HWFgjdcZ8yYYfZYfk41a9bM4PupqamYNWuW3tzy8/PD06dP\nBbdNMCRSi56ft7uXLMHu3bvRo0cPzPbwEL1dOrSwfFFWVhZOnDiBKVOmoH79+nrlkzw9PdGoUSPM\nmDEDp06dMijsZjOkHgFIBAwZYv9+yzAKErsBMiSOuXPFfygYolzgWcZbgr1796JMmTJssdCtWzf8\n+++/hg/ev1/876Y2JbbBZK0IU0ZGBjvH4sWLwXsf7ty5w17XruGqXUJk0qRJdu2DRqNB48aNQUTo\n3r27wWNatWoFIsJPP/1k8P379++jfv36FvW/MxHSc+6nsz2cx4nwnlZbgoKCsHHjRnTq1AnhWu1y\nFtNz2tO0aVPky5cPx48fZ2M6aNAgnfs/d+5cu953Y1Cr1cwzdu/ePUGfHTVqFCw1XPmNmYIFC5o8\nLi0tDfPmzdMJIVYqlfobbY6ARGrR88JMpUuXxvz585HRoIHobdKhlQJar169wp49exAbG4sqVaog\n97PCz88Pbdu2xeLFi3HlyhXbhZ6kthlrjBL7ncvrILEbIMMFUKGC+A+G3DSy6ytDRl7B3bt30aFD\nB7YoKF++PA4fPmz6QxILl5PSBpM1IkwzZ87UW3zxHqU6deoYfL1y5cpISkpC27ZtERgYiJSUFLv3\nJTk5mXnfDx06pPc+b5BMmDDB6Dmys7Mxfvx4k6HDfZ04V7SN4ifEhePynk3eo9ixY0ed9v5PoYDG\nSSktfI5ts2bN8PTpUzx+/FhvTI8cOaITNl67dm2nhMry+ctC82yFGK43b95k/dLesDGG9PR09O3b\nV2c+lSpVCmvWrHFc7qtEatFrC3cREf5QKkVvkw7tFA3z6NEjbNq0Cf369TNYPzo4OBg9e/bE+vXr\n9ZTKLYLU0l8cOJYyLAeJ3QAZLgCJ/Bjo0UBdOhkyXB1ZWVn49ttv2QI4X758mDlzpmWlNiQmUGJp\nSJqj8dtvvwkSYfLx8TFoBGzatIkdo13aZtGiRex1bcXfJ0+eOKxPfNmb8PBwHY8wAKxevRpEhE8/\n/dTseeLj41G4cGG9MegswnxJJEJX4gSYjN0bd3d35tHu27cvsHQp1A5uF59jGxUVZdZrmJ6ejg8/\n/JC119fX1+Dmgj3Bh/yOGzdO0OeEGK7Af2VxYmNjLb7Gnj17dCIQiAihoaFYtmyZ7eWDckMCtehz\nC3cRSa/GLCpVsu+45+Cff/7BDz/8gI4dO+Kdd97R++5GRETgyy+/xI4dO8xv6L1+DUhJcNAYJazl\nkFdBYjdAhgvg9Wsu+VzsB0Ruenpy+Q8yZOQRHD9+HBUrVmQ/9J988olFarQajQZ37tzBw6pVxf9e\natOJNR2Njcvs2bMFCRKVLFnSYG4oAJQsWRK8V5WHWq1mpUHq1q3rrK4hIyODlaiZMmWKznunTp0C\nEaFChQoWnevevXsoX748GwMxwnAzifA9cWVEThK32D+Z8/d0InRQKvFVly744osvQERQqVRIS0vD\n0aNHdcKZ7UXtHNuuWobXL7/8YtGYLliwACqVin3uiy++EHyPLQVfAonPubYUvOE6ffp0i47XLosj\nBKdOnYKHh4fB79qiRYt0RMRshkheOkPCXTylUgqHMTTUfuNtBGq1GufOncPs2bPRrFkznfq/RJwS\nd+3atTFhwgT8/vvv+psY06eLP07mKNdtFQUkdgNkuAiCgsR/SBiiLEEuIw/gyZMn6N27N/tRf/fd\nd7Fjxw6Dx6anp+PMmTNYuXIlhg4digYNGjBFT8ktkEQMo8rMzBQswvTBBx8YzR+Oj49nxyUmJrLX\nJ0yYAD602JIQSnvi4MGDIOJEUq5evcpeT0lJARFXhsfSsMzMzEyocoSHEsSeNyZ4WqlENyJ0atMG\n6enpzJP+YeHC0Ng5H+44EZqHhiIpKYmFmbu7u+PmzZsWjem1a9d0SoyEhoYKzkO1BNevXwcRoXDh\nwoLyCuPi4iDEcDVUFsdSJCUlsRJSSqWSbQLxYeDz5s2zT1i1iHmRx0k3vJ3nbgl8b3SoVDp90z8j\nIwOHDx/GuHHjUKtWLZ1NHT7KpUWLFpgzZw6uTZrktBQAmyjXbRUFJHYDZLgIqlcX/yFhjBaGOcmQ\nITWo1WosX76c1QF1d3fHV199hbS0NGg0Gty/fx979uzBzJkz0blzZ7z//vt6P/hvY0iaOTx69Egn\nXNMSdu3a1aTnh/duhoWFsdeysrLg5eUFIkLr1q2d0TU9dOvWDUSEJk2a6BgtJUqUABEhOTnZ4nM1\nbdpUtFIzllC7TWp/fywMDYWSOEMoOTmZM1pmz7Y9XDQgAJpvvsG8OXNYSOPjx4/ZvQ4MDLR4Q0Ct\nVqNr165snrm5uWHlypXCbrIZaDQa9gyx1KgGhBuupsriWIJbt26xcGOFQoEvv/wSlSpVYmMTGBiI\nb775BqmpqYLPrQMRlGh54S5Dz5bpEvju6FHkTf/Hjx9j8eLFaNmyJYoUKcLGypl59TbRz092mogE\nErsBMlwE0dHiPyiMUaHgjFf5ISLDhXD+/HnUqlWL/WBHRUVh5syZGD58OBo3bmww79AcZY+rdSJM\nX3/9tUlP1enTp9nxe/bsYa9rh60+f/7cGd3Tw6NHj+Dv7w8iwoYNG9jrfFinEMGehAMHRKnTagsT\niLA6Lk63I69fc7lnUVHC5+uaNdznDeDQoUMs7LxBgwaC7tPOnTuZx5GIEB0dbVeRoujoaBARtggQ\nROMN12nTpln8GXNlcczh8ePHOvmPS5Yswfbt21G9enX2WqFChTBt2jS8fPnSqmsAcGoteo1CgbnV\nq+vl8vKUXB1Xng72GGZnZ+PGjRuIj4/HwoULMXToUDRv3hxlypQxuAErRl691ezXz6FjJ8M4SOwG\nyHARSE30xRBr1pRzXmVIHtevX0fbtm3ZAtjNzc2kF1UIpRaSdr9iRfvmr5nBb7/9xvJNLaGPjw+2\nbdtm9rxVq1YFEaFEiRLstdTUVLi5uYGI0KNHD0d2yyyWLVsGIkKRIkWYAT1kyBAQEb7++mvLTyRV\nIT4jZB5YT0/jYn03bnDq1qNHcxuwUVFcJEBUFF7VqYPZnp5oS4QQIgwYMIB97NWrV2jbti3+/PNP\nndNNmTKFzR9Tqs2G8PLlS50yIv7+/jh9+rSgcxjDV199BSJCXG4j3gRGjx4NoYarpWVxTCE1NRXF\nixdn4zBjxgxoNBrs2rVLZzPPz88PEyZMwLNnz6y70NKlDjde1UTcdcA924cNG6b3DArJPV+lwoAA\no5s0lkKj0eDBgwc4cuQIli1bhpEjR6JNmzZ4//33mfK5sQ3DkJAQNGnSBF988QXWjB6NbHd38cfE\nUkpIMf9tA4ndABkuAqmV2TBGUwsYGTKciKysLFy6dAkbNmzAqFGj0KxZM+YZcxSlFpI2jbjF+eDB\ng3H+/HmHjveWLVsEizBZ0qbk5GT2GW2PZseOHUHE5ZE60zg3BLVajdq1a4OI0L9/fwDAkiVLQGS8\n1qtBSKQOplVUKJgBIQSpqakoV64cu8c1atRARkYGK0Xl6+ur57Xm6+gSEfbv3y/4mpMmTWJzVaFQ\nYLQd1Le3bt0KIkLjxo0t/ow1hqvQsjjGkJ6ezry3RISRI0cC4Ayh/fv3o169euy9/PnzY8yYMQZL\nEJnF+vV2DxvWFu6aUras3iVfvnyJefPm6ZSIkVw0DE8LVXGfPn2KxMRErF27FuPGjUPHjh1RtWpV\ns2rtRYsWRd26ddG7d2/MnDkTv/zyCy5duqT7zHSVeq3alGu3igYSuwEyXAQ3boj/oLCUVi5gZMiw\nBadOncKMGTPYD7qp3WZHUWohaW1zta969epYsmQJXrx4Yffxf/bsGd577z2LxqlWrVpGRZhyo27d\nuiDihG94PHz4kIUFCikN4khcunQJbm5uUCgUOHHiBA4fPgwiLgTdIuQ84yXnFRL67Ldy45LfiCDi\nPPG5vUO8VxDgNqWCgoJAxAljPXz4UPD1/vzzT5aXSsSVCnn69KlVbQeAO3fugPdSWirQxBuuU6dO\nFXQta8riGEJWVhYqV67MxqBPnz467x85ckRnk8DHxwcjRoyw+LvLcPmy3Q2jFCIkEeG8pyfnyY+L\n4zb4tQya7OxsbN26FfXq1UN3sb8bxqj1fEhNTcW5c+ewadMmTJ06Fd26dUOtWrV05qkh+vv7o0aN\nGvjf//6HyZMn46effsKZM2csr2HtCvVajYyZDOeDxG6ADC2DRfgAACAASURBVBeCK+3G27CAkSFD\nKDQaDWrWrGnyx90ZDMmZ/2IbH/z1Q4y009vbG127dsXhw4cFqaCaQ3JystlQYXMiTNq4d+8e84x9\n99137PWmTZuCX0gLVVd1JPicxUqVKuHevXvgvVUWjbGrRNWYow1l0mbNmmVy7nTu3Bmvc0Ir79y5\nA3d3dxBx3ntr5kFWVhZat27Nzu/p6SkoR1UbGo0GRYsWBRHpKEybwpgxY2CN4crP//fee8+apupA\nrVazzSEiQvv27fWOOXHiBFq0aMGO8fLywtChQ3H37l3LL2SDcJfg52lkJOfJ1ArDPZeQgFQPD/G/\nHwb61bFGDR31a0PMly8fKleujA4dOuCrr77C6tWrkZCQYHutagnU3hVMuXarqCCxGyDDheBi+U9y\nnVcZzsDly5fRsGFDkz/6zqRUQtISLWxvmTJlMH36dLuUCVm1apXRfOHcXjND0Gg0mD59Oq5duwYA\n+Oijj0BEKFCgADvm2rVr7JyzJVYOIS0tDaVKlQIR4ZtvvmGeEosW+K6gY2AprVRMPXfuHFMONsbI\nyEg2V7dv385eb9WqleDr8diwYYNOndP27dtbZQh//PHHICJs3LjRouOtNVxtKYtjDK1atWL9b9y4\nscHz/vHHHzqGvoeHBwYMGGBRrWsGK4W7rNoMDAjgjGV+LuZ4FsXeWMxNPjLG3d0d5cqVQ6tWrTBi\nxAgsXboUhw4dwr179+y6wagDV1tXyrVbRQeJ3QAZLgRX3BmT67y+nbhxg/MgxcVxYVyRkZwgS2Sk\n0bAuoUhLS8OYMWOY10Uq7C72dy6H3QS2W6VSoWXLlti2bRvevHkj6F5kZ2cjNjaWnatBgwY65/bx\n8cHWrVvNnoevi6pUKtGuXTvmbZ04cSI7JioqCkSEgIAAwXPGGdi5cyd4Dwmv1BofH2/+g1JWjreG\nAjcVHj58qFNb1BSLFSuGU6dOAQBGjBjBXp8zZ441t4xdny+5RMQJbf3999+CzjFx4kQQEYYPH27R\n8bzhOmXKFEHXsbUsjjF0796d9T8yMtKoUXzhwgV06NCBfT/d3d3Rp08f/PPPP8IumEu46w+VCklE\nUOfLZ9+5yAtHSjSX85+OHXH9+nVki7FWcqVIPiueKzLsDxK7ATJcDK6WiyA/aN4evH7N7d4K/SE0\nENZlDBqNBvfu3cOECRMcLrRkLb2IRC9p8oQInjb0oUiRIhg5ciSuXLli9p6kpKQwT5Obmxu+//57\nAMCgQYNARAgODrZYGIovIaNNpVKJ48ePA9Ati7NawuFi7du3BxEhJCQERIT58+eb/5CrLSDNUaBi\n6sGDB/VyW01+z7y8mFgXnyagUCiQmJho7W0DAMTExDCDTKlUYubMmRZ/9rfffgMRoV69ehYdzysR\nCzVcAdvL4hjDl19+yca4bNmyyMzMNHrsX3/9hS5dujAjWqVSoVu3boINfoDL7+xMXD1Wh8zHHOHI\nuDZtkC32dyM3o6NtuWXWw5W0U4hkR4hEQGI3QIaLQaI7hiZpB8l3GRKGDblLevNEK6wrMzMT58+f\nx5o1axATE4NGjRpJ1ljNzZicPjk7JI2/Xowd+1KnTh2sXr0ar1690rv1N27cQEREBIg4gZCDBw+y\n97KysjBixAg8ePDAommkbZQaYv369Vl92OLFi9tn7joI9+7d08n15ZWGjeH+/ft4Ghws/rPa3hS4\nuXDhwgVm7FvKMWPGID09HQEBASDivPu21vRNSEhgAkhEnMBWamqq2c/9+++/IOKUkC3xntliuNqj\nLI4x8J5jIi5/OC0tzeTxycnJ6NGjB0sTUCqV6NSpEy5dumTxNe9PnOjw+agmQl8iXBP7e5GbYokN\nDRkift8tpacnYMWGiAz7g8RugAwXxOXLdpeXdzgl7B2RYQMcoBaZ/M47aBkWxmp0OoMqlUpQKRdz\nVBIhQaTv2vGc69t7jIKCgpCVlcVu/dGjR1G4cGEQEcLDw5GcnGzTVGrbtq3Fbdm1a5etM9fhWLBg\nAWtv7dq1dd7LyMjA/v37ERsbi4oVK4JIOrnRdqUVC/JHjx7hww8/FDQ3W7dujbNnzzLDKTw83Ob7\nl5mZqZM7ny9fPotCvoODg0FESEpKMnusLYardlkcQTmmFmLevHns/IGBgTqKyzNmzMAff/yh95nr\n16+jX79+Oukb7dq1w7lz50xfbP16p81JNRHuSa1eaaVK9r595nH5MqBSid93SymLfUoGJHYDZLgo\nnPigtwtl+fK8BwfW50snQhcihIWFoV69esxAsobGcmALFy6M9u3b48CBA7h+/bpdDVciQjg5MOzN\nCNOJ8J4d+6DNnj17slu/evVqJmbTtGlTmz1cf/31l9nr86I99jBKnIHs7GxmlHp7e7PXNRoNM260\nudvJc8VptCKPPTMzE3369BE0PyMiIvDtt9+yv7t27WqX+/j999/rCI716dPHpCDSJ598AiLC2rVr\nzZ6bN1wnT55sVdt4r/CIESOs+rw5rFmzhj0X/fz8cO/ePab8XKBAAfz+++8GP3f79m0MHDhQpyRZ\ny5YtWV6yDkTYiFeL/Z3ITWevj1wtck8urygpkNgNkOHCaNZM/AeKEMoFo/MOli51+HzRKBRYUaMG\n7GV4ubm5oUKFCpg4cSIeP36s1yVHlNPpTM5bJKlzrucIo5WIcOzYMT0RpsGDB+t4Ya1Ft27dLG6H\nwcWvRKEd/nz48GH2+qeffqrXr+lOmidOpw3lZebPn8/yJy1hoUKFmBI1EWH58uXGLyBAQO7mzZs6\nwlElS5Y06uWcNm0aiAhDhgwx28exY8fCFsPVnmVxjGH79u3sHmgrL/MbMrt37zb62Xv37mHYsGHw\n9vZmn2nWrBnLWXc5A8pRdHaOqytppfTr59yxkWEWJHYDZLgwXK3unwU/5DJcAE4O67LFGPP390er\nVq2wc+dOk16Sc+fO4f3337f6OqbYlxxvvPK5W44yWom4PL9KlSqBiAutXrJkiV2m040bN4yW0OHJ\nh41Xq1bNLtd0JvhogXLlyrG8x+XLl+v1sZ2TvlNO5+jRNo1ffHw8/Pz8LJ6nbm5uKF68OIi4XMs/\n//zzv5PZICCnXrkS/bVUd93c3LDUgCdo7969ICJ88MEHZvtmq+HqiLI4hnDo0CGjGwju7u5mlY0f\nPnyIUaNG6YhvNWzYENcGDBB/fkqBNn5HBCE1FbC3arOjWLCgXPpGgiCxGyDDheFqinBEcsiHi+Pl\nyZNQOzk/KJ24sFtLFq0KhQLh4eGIi4uzqC7p+vXrERoaatG5baG2Wqa9BJv487wmx3pa+cWp9t8t\nWrTAiRMn7FJbcODAgRa3w9Y8WjGg7V3t168f+vfvbzBUOMTO80MytIM36cqVKzqlaoTM2YIFCyIt\nJcVuAnJX+vWDr5YHsWHDhjrKu0+fPgUR5400F43AG66TJk2yalwcVRYnN3bs2GFyc0mpVGLlypVm\nz/PkyROMHTsWBQoUkIT6umRoZVSCYFy+DISGit9fSylXpJAkSOwGyHBxuFoJBYVCTrJ3AajValy9\nehVbtmzBuHHj0KpVK5QqWVKygkNBQUFYtmyZRV6HzMxMxMbG6qiGEnG1IYWErAplONlfsOk42S+n\nNV++fAZziVUqFVNs1Q75IyKUL18ec+bMwaNHjwwPtplwzFeDB6OTuztCTLSLX5g3atTIvpPcwVCr\n1Th9+jQaN25ssF+GDAFZoMk4nj9/jujoaKu+dxfs7GHKjoxE+xw1bSIu3zMhIYG1ld8Mu3Dhgsk+\njRs3DrYYroDjyuLwOHjwoE6uqinOmzdP7/NpaWm4cOECNm/ejOnTp6NHjx6IiopCPw8P8eemVOiM\nNCoHaFI4lHLpG8mCxG6ADBfHqlXiP2CE0tOT2/mTIQmkpKTg+PHjWLx4MT7//HPUrFnTYD1FKZZ4\nKVOmDA4dOmRRP2/duoXWrVvrqRVXq1YNR44cAcAZtUWLFtW7jr2ozOmHzZ6GgACkT52KqGrVjF4r\nt2FuKRs2bIg2bdqwfDZenKVJkyZ4/vw5Ll++jNjYWAQGBrLPuLu7o127dti1axeyU1OtCsc8SYRu\nxNXBzd0mhUJhcVkdMfHgwQOsWbMGnTt3NiooFhERgZMnT+rUy+TZ3cnfLafQjoqpWVlZrAyMJXRE\npAOjpyd2fPYZ21hRKBRMJIn3sq9YscJkf+xhuDqyLA4AHDlyRKe0kzk2bdoU/fr1Q4MGDVCiRAm9\n90OIC4u/J/a8lAqdIczkBE0Ke3+35NI30gWJ3QAZLo7Xr20PfxKD8m6a06HRaHD9+nVs3boVEydO\nRNu2bVG6dGkYW4AUK1YMzZs3R1xcHH5eswZZBQuKOmee0H9Gjbe3N2bMmKETomcM+/fvZ7mZPN3c\n3NCuXTuD4cSDBg3S8yzam15EGFG4MNTVqwsbh6goYM0aVhf5yZMnrI6qIWNvwYIFKFWqlOD2FStW\nDC1btmR/Dxo0SC/s8c2bN9i6dSs++ugjKJVKZpQ/UygE31tto+JJznmU9J/R3L59e/t8CeyMzMxM\nHDx4EKNGjdKbY0SciE+HDh1AxEUF8PNqz549LBeSZ0BAAP7Xrh3SfXzEfz7bkw5YmK9YscKoWjjP\nvs7om0KB+xMn6mzilC1bFuPHjwcRYcCAASb7wRuuEydOtHosjJXFefLkCRISEnD79m2rz83j9OnT\nKFSokODnCP+srRgWhrmVK+NWkSLiz0ep0dGlAl2tAoUclSd5kNgNkJEH4EoKcdoMCjKo4CjDdqSl\npeHkyZP44YcfMHDgQNSpU8eoB87d3R2VK1dGt27dMGfOHOzfv19fdVcinv1uRGjVqhVumJknarUa\nc+bM0fOe+vv7Y+zYsQYN3rS0NB1FUkdz27Zt3IVv3OBynEaP5r4LUVGclyoqivt79GjufSN9fvDg\nAQsXJCLUqlWLeUjc3Nxw5MgRDBgwwKo2KhQKfPvtt2bn27+HD+NOcLBd73UCcWGebm5uSE1NNdsG\nZ+Hq1av47rvv8PHHH+tFJnh7e6N58+aYN28eLl++DI1Ggzdv3jAv/5QpU0BECA0NxbNnz9CgQQNM\nnjwZJ0+eZMJNLvs8N0YHKaYeO3ZMx2DUZmdn9k+hgHrtWrRv355dn7/fkZGRJvvAG7jWGq4pKSk4\nc+YM2xApX748atSoAX9/f9aWOXPmWHw+jUaD+/fv4/Dhw1i2bBliY2PRunVrlC9f3uxGQW42bdoU\nV5KSkD1rlmturjuDAQGOFR8SodSQzZR1UCQPErsBMvIA8pqkfGQktwuZ41WSYRwajQa3b9/Gjh07\nMHXqVHTo0AHvvfee0ZqkgYGBaNKkCUaMGIF169bh4sWLePPmjfkLSSSX+llYmMlmPn/+HD179mQ1\nP3mGhYVh06ZNRj+3YMECvVIPvOcx92uGwqiFsnHjxnYRNuJx+/ZthISEIDo6Gmlpabhz5w7y5csH\nIq6ERVJSEvbt22dQFMgcS5YsiQMHDhi/uFbulL2Fp9KJsKJhQ7uNkzVISUnBtm3bMGDAAINCXhER\nERg+fDji4+ORbmQRWq5cORAREhMTUaFCBRARvvrqK8MXzGPP85kqFcqVK4c+ffpgz549dlW/vXXr\nlp6nW4z6yXz6y+bNm3XyQZVKJdLS0oy23xLDNT09HZcuXcLWrVsxc+ZM9OnTB3Xr1rU4peHzzz/X\nO+fTp09x4sQJrF27FmPHjsWnn36KKlWqwNfX1+S5ChcurPdsNcZwIlwpVEj0+SdpOlJ8yNWeI7Kn\n1WVAYjdARh6BK+6smWNAAPdgl0OKAXALmD/++AMrVqzAkCFDUL9+fZ2ddW26ubkhIiICXbp0waxZ\ns7B3717rcwQlol7NjCIDnscLFy6gbt26Oga7UqlEgwYNdMth5MKff/5p0Bjx8/Njnud33nkHRARP\nT0+7KBCrVCpcunTJunthArdv30ZGRgb7Ozk5mS2ivb29cf36dbx48QK9evWyqt0DBw7Eq1evdC/q\npHq+ztyFV6vVOHPmDKZNm4a6devq5UT7+/vj008/xcqVK3H37l2Lztm2bVsQEdavX4/jx4+DiIt0\nSEpKMvyBPPQ8b5trHikUCgQGBqJx48aYPXu2zbnLr169Qrt27bjvPNlfAM1i5qS/PH78GOXLl2f9\n9fPzM/oM4g3XcePG4erVq9i1axfmzZuHgQMHokmTJggJCTG6CWkp33//fUyZMgVdu3ZFzZo1mdCa\nMQYEBKBmzZro2rUrpkyZgp9++glnz55FSkoKAODu3bs6/TNEh+YW5xU6Ol3K1SI3Zsxw3FjIsCtI\n7AbIyENYv57btRL7AWRv1qz5Vok58eFau3fvxtdff41OnTqhfPnyRssRFCpUCA0bNsSXX36JVatW\n4ezZszoGjM2QWr1grdIBGzZs0MvT9fb2Rt++ffHy5UujXcrMzNQJ7dNmjx49dLxC69evR/369bF8\n+XKDXlmhHDx4sP3ujRlcuHCBhfj5+vqynN7ffvvNKhGq0qVL4+jRo/zAOO+eO3g3/t9//8XatWvR\npUsXPVElpVKJDz74AJMmTUJiYuJ/Ib0C8NVXX4HoPy9r3759QUSoW7eucc+7iz/PeYNlQUwMWrRo\ngaCgIKO1QL28vFC+fHn07dsX8fHxgr2yarUa48ePF01AjlHLg6ZdF1qhUGDSpEm4ffs2Dhw4gCVL\nliAmJgbvvfcem2O2PleE0MfHB1WqVMGnn36KsWPHYs2aNThx4gSePHli0Xg/fvwY1YwIwzklt9je\ndPb3zNHiQ66mfeLokGkZdgWJ3QAZeQxLl7r0Ysfkg96VwkjMlAHhc3ozr1zB+fPnsWbNGsTExKBR\no0bMw5ebSqUSZcuWRceOHTF9+nTs3LkTd+/etWvIqUHExYl//7WYPXIk4uLiULBgQZ3xCQoKwoIF\nC8wuepctW2ZQfKlEiRIGy1doNBqsXr2aed4+/PBDk14QhUKBffv2GVyMFipUCM+ePXPUnTKIxMRE\ntunh5+eHp0+fAuDCBTt16mS0H6b693WPHtA42yNoRzXyzMxMHDp0CHFxcahSpYpeH4ODg9GnTx9s\n3rzZLvdr/fr1ICK0bdsWADf2vIFssv6liz/PE4mLVIiLi8OLFy+gVqtx9OhRDBo0CBUrVmTh7Ibm\nGJ/WMHfuXDx8+ND8IL9+jQxfX1H7qwkIwMObN3Hs2DF89tlnrC/ONEoNcejQofjhhx9w+PBh3Lt3\nzy6/GS9fvkTdunV1ruPU3GJ7smRJ533PnBESKxFNCosp12t1KZDYDZCRB+Fq9bqEPPClnLj/+rXd\nyoAULFgQdevWxeDBg7F8+XKcPn3aZK6UQxEdLf691+KeXAvBKlWqWFQSJzk5GWXLlkXuRZ1SqcTo\n0aMNfkaj0eDrr79mx8bFxaFjx45659DmrFmzdLy52nmlixcvtvPNsQz79+9nhnThwoWRmpqK1NRU\ntG7d2mRfDG6gkPjhmNbg2rVrWLhwIVq2bKmXy+fl5YXo6GjMnTsXSUlJdt8MOnv2LIgI5cqVY6+t\nW7cO/GaGnhiaNhyQQ+wsdtMa43feeQcLFy7Uy6l//PgxvvvuOzRr1gxFixY1auh5e3sjIiIC/fv3\nx4EDB/Q3qCSyWNfus1R4/vx5O87m/5CWlobmzZuDSKTcYnsxKso5m0TOWsOEhoo/ppZSrjDhciCx\nGyAjj+LyZddKzBfy4Jea5zU7m9sx1ArNsXSBqX1cmrc3LvXsiZv//ON4L6oQSESYiWcicTm8n3zy\nCe7cuWO2+VlZWejWrZvBBXFERITRc2RnZ2Pw4MHgvSbz58/H559/zj5bv359PY9R7dq1kZyczP4u\nU6YMsrOzsXr1akRHR1sVZmovbN++nY1B0aJFWRkdPz8/bN68meUJmqOUwjFNISUlBdu3b8cXX3xh\nsOzT+++/j5iYGOzduxevHSwEl5aWBoVCATc3N2a4aTQaNGrUCESEnj17mj6BCz7PnxDB08D8ee+9\n97Bt2zajzzi1Wo1Dhw5hwIABqFChgtHSVAqFAkWLFkV0dDTmzZuHN5Uri95nEPd8EttQzc3Nmzfb\ne0ozZGZmomP79uJtZtmDvPK1Izf9vbycs3aZNk388bSUKpVcr9UFQWI3QEYeRnY2l/DuwqFmBmnH\nkEFb8fzECbwoX96+/XNgTq8lBnF2djbu37+PuXPnIjIyEhckNn/uBQZaVL8V4HJgDSllenh4YNGi\nRUY/l56ezupvenh4YNOmTYiNjWWfb9GiBQDg8OHDzBjMnz8/Xr9+zeodKhQKPH/+3LIb4yTwIava\nhvWVK1cAcHNjw4YNRgW/iLiogCdiz4GAAIOK42q1GmfPnsWMGTNQv359vfId/v7+6NChA5YvX26X\n2pZC8e6774KIdASZrly5wvKmjxw5YvoEORtkz1UqNhZS9MDybYoxMof474ql+ZQA8PDhQ8ybNw/R\n0dEGvbIhEhkP/vohJvrubIaHh2Pv3r3WTluLoJ41SxLjbzW1I24csUlUq5bjDbQbN4AhQ8QfSyEc\nMsSxYyLDISCxGyDjLcCMGeI/oOxNJ4eXZGdn4/Lly/jpp58wevRotGjRAoMCAhynnGinnN43b97g\nyJEjGD58OMLDwxEbG4sdO3Zg+fLlmD59OoYOHYpOnTqhYcOGKFu2rEHvxkmx73VuRkWZ7fetW7dQ\nsWJFvb4QcYI4poSbXrx4gfr164OIUKBAARw8eJDV3yTiclx5tGjRgr1+6tQpDB06lP09ZcoUm++f\nvbF27Vodka+yZcvqhVzev38fH3/8scGx6y72vc/h1bFjodFo8PDhQ6xbtw7/+9//9Gp6KpVK1KxZ\nExMmTMCJEydE9XYDYCGV//d//6fz+sSJE0HEhREb25DRaDQ4d+4cRowYgSA/P3QjzrMn9n0wxuPE\nhZQbM6amTZtm01iq1WocOHAA/fv3R0REBDp5eIjeZ23mVlJ2JI3lCfNs0qSJTWNtFq4mBGSIWoJ/\nAAxGUVlFR1dGsDI9STI0U49dhjRBYjdAxlsAV6vnZSkdlND//PlzHDlyBN999x369OmDyMhIPYPO\nKcqJJvJhNBoNnj17hr///htHjhzB5s2bsXDhQowfPx5du3ZF1apVUahQIZvVKr29vfF7vnzi32tt\n8mFdBqBWq9G/f3+D/fb19cUvv/xi8t7fvXuX1dkMCgrChQsXsGDBAnaOqlWrMkNv2bJl7PWxY8fi\njz/+YH8XKVLE+gnoAKjVasTFxbH21apVi/0/MjJSz3jVaDRYtWoVChQooDOGUtnESCQyWE+yePHi\n6N27N37++WcmQiUVxMTEgIgwdepUndczMjKYumzu93ikpKTo1AflGUKckTSNCP+EhXGbOpUqcf9G\nRwMNGjj93qQT4T0y/UyxSGxJCCQmIDfNRP+t4TvvvINatWqhe/fumDp1Kn7++WecO3cOqamp2LZt\nm8nPenh46JexsickkltsE40ZUK9fczXlo6KEnS8qClizxnG16O1lWItJCzagZUgTJHYDZLwlyEN1\nARmNhAxaCrVajatXr2LLli0YN24cWrVqhZCQEBhbAAQHB+Pjjz/Gz61bO62PGiJs+OgjdO/eHc2a\nNUPVqlVRvHhxvTBIS6lQKFC6dGn4+/sbNO58fHzQoEEDrFu3DllZWdxASWxRCCNCStu2bdNTGubZ\nvn17s+HFSUlJKFmyJIi48LqbN29i9erV7Bza3smbN28yleEqVarg2bNnOiG2586ds3pe2hvaIkwq\nlYqFSI8bN461t2HDhgY/e/v2bTRp0gS8kcTPSTHvf+5wTIVCgYoVK+L777//b85KEPxGR5cuXfTe\nO3DgAIg4Y/zatWsGP8+Hrhtj+fLldVMBRHjma4gwM1c5IUN0d3dHbGys4LI3RiExAbndZvovhGFh\nYSbFlVJSUvR+D0KI0I4I03Pa8jwszKCqvV08Xq7q7eNpqQF14wbnmR09mhvD3JtEo0dz7zvai+iC\n+e4GuXq1Y8dJhsNAYjdAxlsEF68LaOnDT6PR4Pnz57hy5Qp+//13bNmyBXPmzEGvXr3w4YcfokaN\nGqhZsyZ8fHxgaKHg6emJatWqoVevXpg/fz4OHTr0n/dGhMVgOnGKjbnb6eXlBV9fX2ZAWWvIhoSE\noH///jq5dzqQcB1XAHjw4AGqV69usH+BgYFISEgw+9VISEhAQEAAiAg1a9bEkydPsHnzZpZLFxIS\nwgxftVqN4sWLg4gL03vx4oVOyHC0CY+ws3Hr1i1UqlQJRJwI0759+3Te//LLL1m7W7VqZfAcGo0G\n33//PbpIbONrY/v2aNasmc4GTHBwMMaNG4cbEgxBO3bsGIg4r70h/O9//wMRoWnTpgZz0c151nQ2\nTESMssmKjMT3ixbphW4TcZEI2kZW/vz5sXz5cpvHViMx48mYQJOnpyfef/99fPLJJxg5ciRatWpl\n9p4ScV7TefPmGdUoaNiwIbyIC+UXHBURGcn9jlqzCXzjhuhjbTNdyYDKKxUj5LqtLg0SuwEy3jIs\nXSr+Q8uOvBUUhB49eqB58+aoVq0aSpQowcROLGFQUBCaNWuGUaNGYcOGDfjrr7+Me22ys6ERaTH4\nb+nSmP/tt+jfvz+qVq1qUwiwSqVC7dq18f3331smciS1xUmOUaJWqxETE6OTs6ltkA8ZMsQij86v\nv/7KQsFbtmyJtLQ07NmzR0eBV7sUEV+fkYhw4MABzJo1i/3t5uZmMn/WmUhISGDGQ1hYGBNhyo3e\nvXuz9hvyBvJ41r+/+Pdemzme97t372Lq1KkIDQ3Vuf+NGzfGxo0bkS6RBdLTp0/Bb3YYmpcPHz5k\nXvuffvpJ7/3MzEyTwllEhBEjRnAHz54tyj3hveH3YmLw8uVLfPXVVzoh3QcOHEBaWho+++wzHYGl\n4OBg8+JUufD48WNs3LgRPXv2xCV3d/HnoxaTPDzQokULDB06FCVKlAAR4eeff9bLs9YWfLOEzZs3\n1w+zzs7GoY8/1hFNsyoqwpp8TKltalrTZ4k8H8wioxIR8AAAIABJREFUL63d5LqtLg0SuwEy3kK4\nmvKcEVqr4Fi4cGHs378fjx49AsAtCO/evYszZ85g9+7dWL16NWbNmoXhw4eja9euaNq0KSpXroyJ\n+fPrXNfZ/TSl0imEoaGhwsvtSMWjkRPWFR8fz9R7c7NMmTJITk62qFvLli1jmwB9+vRBVlYWjh07\nxozhgIAAHWXgTZs2sesMHjwYv//+u84mwtixY4WNq4Owbt06toHTqFEjPHv2zOTx2nVn+/fvb/gg\niYVj5s51VqvVOHjwILp06aJjLPn7+2Pw4MEOq2UpBEWKFAER4ebNmwbf/+GHH8BvlhhSpNYux2SI\nxYsXR3Zqqui5b0+IsGLhQmg0Gty5cwfdu3dHy5Ytdfpy584dfPDBBzrtr1atGq5fv25wbDIzM3Hg\nwAH07NmTGYM8pZJ7zagVftq3b18QEb799lu9PpkL/zbEIkWKYM+ePdwJHBE2KkTVXmppJELpKgbU\n+vXij5W9KNdtdXmQ2A2Q8RZCah40GylUwdHd3R1169ZF2bJlzXoweEqhDMiTnHbYw3j9W6g0v0QE\nOFIXLkSdOnUM9snNzQ0zZ860qDsajQaTJk1inx0/fjxTbuVDr/Pnz6/j3Xjw4AEzBsPDw/Hvv/8i\nKCiInaNQoUL2y9mzEmq1GqNHj2Zt+uKLL1jdUHNo1qwZ+9zIkSP1D5DK5gVPE7lpz58/x6JFi1C1\nalWdOVKtWjUsXrxYtDJFvFr1rl27DL6vVqtRu3Ztdu9y4/fffzf73f4rNlb8e0OEbkTo3LkzUlNT\nAcBoJEtiYqKetzw6Oho//PADunTpgtKlSxut5cpztwT6q0OtTRV+M6JTp056fZ88eTKISE8EzRKu\nb94cmpywUdFU7aW2mSWErmJA5SV9Ek9PuW5rHgCJ3QAZbymktgi1gbYqOKpUKhQtWhQVK1ZEkyZN\n0KVLF8TExODrr7/GqlWrsHPnTtyYMEH0foK4xaCtRmuhQoWMLpyNQgIlD9K8veFjICyYiFPGffz4\nsUVdyc7OZp4rpVKJ77//HgDw999/M+VWb29v3Lp1S+dzpUuXBhGXp/bvv/+iYcOGOm3YsWOHsDG1\nM1JTU9GmTRs2pxcuXCj4HNqbAnrlfCpVEn3+67BSJYv6dO7cOQwaNAh+fn6sb15eXujatSsOHz4s\nPPrABgwYMABEhDlz5hg95uLFi3Bzc4NCocDJkyd13lOr1UxAzBj/eecd8e8NEU7lRCKEh4fjwoUL\nev1MS0tDfHw8E8bT3gQSyukS6K8OtQTkzp49CyIuXD83eMM1JiZGkPdVbFV7BlddR7iKAZWXKkIo\nFHYp8SdDfJDYDZDxlkIiHjR70BoFx59++gmXLl3Co0ePLPOSSeQH2pjohzlWr14d48ePR2JiovX1\nLEXOmzMUKu3t7Y1169ZZ3IXXr18zhV0vLy9s3boVACdixNdD9PT01PNIa4dobt++HWPHjgURsTy9\nKlWqWDemdkJuEab4+HirzqNWq1GlShXW13nz5v33pkS+A4wCyym8fv0aP/74o96GQ5kyZTB9+nTc\nu3fPqjETAr60Up8+fUweN3LkSBARKleurOep1Pao52ZIru+M2GwSFgYiLsqlZs2aqFatGooUKSJI\nh8AStpNAX3WoJSCXmZnJNsRye/r5+tBfffUVNBoNVqxYYbYua2dn9sOMsaGR2maWHfokKYj0m+uQ\nMTe3CSLDZUBiN0DGWwoJeNDsRWuMuT/++MPysZJIaLWQnN6CBQuiQ4cOWLVqFR48eGCfOSPi7u9x\nIihz9bF58+Y6oknm8PTpU5ZT5+fnh6NHjwLgRHH4UD03NzecOXNG53O7du1i1+zevTt2796t0w6F\nQmE0Z9EZSEhIYLmTYWFhwsPAc0GtViM8PJz1b+XKldwbUgsLtEG9+Z9//sHYsWOZOjQR56X++OOP\nsXXrVovDq4Vi3759ICLUrl3b5HGvXr1ipblye2cvXbpk9HsvNQNOaBqHtQwh3Wek6Mylah0VFQUi\nTpxKG9qGK4+///5bL8SdZzhxKvNO7Yunp17O68uXLzF37lyc9/AQf6yF0JUMqLyyRvPycp2NAhkW\ngcRugIy3GHlkN+8cCV/oCAqVlZhyorHFYIUKFTBq1CgcOXLEYQtvXL7M8qqcxXQilNVSIPXz88P+\n/fsFNfvWrVsoV64ciDgF07/++gsAtwDjy+CoVCpmzPJ4/vw5E/oJCQnBjRs3mCgU7201pcTraKxf\nv555cxo1avRf2SYbkZmZyQwnhUKBzZs3S0+IxUg9XyHIzs7Grl270K5dO50yLUWKFEFsbKzNmwC5\ncffuXRBxol/mQpR/++03EHG1lW/fvq3zHu9dz02phcxOy5k/Hh4eOirCjqBkBJoMRAJ88cUXICKW\ng//mzRs8ePDAoOEKABkZGRg+fLhO/5RESBCrTzn5oDdv3kRMTAzb6JNcbrEpupoBlRei4sqUcY2Q\nbBmCQGI3QMZbjDySP2HI4+rh4YHg4GBUq1YNLVq0QI8ePTBq1CjMmTMH69evx927dy0fJ4kt2Pmc\nXh8fH7Ru3RpLly7VW9g6Avfu3UO7du3QTaWC2kl9VRMXGscbUD169BAsgPTnn38yz1pERATu3LkD\ngMux4/PqFAqFwc2MChUqgPfEXr9+HTVq1ABveBBxocoWlRSyM9RqNcaMGcPm+4ABA+y+WZGWloai\nRYuy8Tk7Zozoc1+Huer52oqHDx9i9uzZbIODZ506dbBq1Sq8evXK5mtoNBrkz58fRKRf1sQA2rVr\nByJCmzZtdF7/5ptv9J55UjQkUuvUYd/Xv/76C4ULFzbYbnuwuwT6CyK9uqBZWVnMQC1dujSioqLg\n6emJxo0bs9fHjBlj8P7v3buXRVPE5JxfLK/ymooVdRTU69ati7/bthV/vC1hrVquZ0BJLTVDKL29\nATs8M2VIDyR2A2S85cgDinVPgoKwZcsWHD16FFeuXMGLFy/sK7gisRDJyyEh2LdvHzIyMuzXRxM4\nevQoqlWrBu1F4ucKhcONVzVxIiS8l9SQwIs5HD58GAULFgQR4cMPP2RlYbKysvDuu++CN8o2bdqk\n91ntGovr1q3D0KFDQUSsNioRYcGCBTaPr1Ckpqbik08+Ae8ltkaEyVK8fPmSeZhLKRSiz30d5grH\ntBc0Gg0SEhLQu3dv+Pj4sHudP39+9O3bF4mJiTY9X/iw0cOHD5s99u7du8zQ3b59u87rhjyYkvE6\n8szlfTx06JBem20lHxkgBeV37bqgN27cQO3atY3mrPr5+Zk1XAFuQ6VNdLTofXtCBF+VCl26dGGp\nNl9Xry7+HDN3P4TWppUCJJKeZBNdpdSQDMEgsRsgQwbWr+dyP8R+0NlCR4YASW3nU6AojTGYWnyr\n1WosWrRIJweQiCvbEBsbi/T0dG7M7bzpwXsTXhPnaVUqlSYXdaawZcsWFkbbtm1brs05fdP2qi1f\nvlzvs0ePHmWGwSeffIKff/4ZRJzIDG+4BgcHW9UuW3D79m1UrlwZRFwes7UiTELw+PFjFhp4Suy5\nb+fvgDmkpqZixYoVevVG33//fcydO9diJWttdO/eHUSEJUuWWHT8/Pnz2XzjS8sAQIMGDZDbGDon\n9n3JzUqVkJ6ejqVLl6J+/frw9fXVa7MQKpVK1KpVC/Xr19cJ7VapVAgKCsLBjz4St79ai/VXr17p\neCgNcdiwYTBnuAKAZuVK8e8lEZ7NnQsA+Pfff/H555/j3ZzXJZNbzDMqClizhssTdUX06yf+GNpC\nVyk1JMMqkNgNkCEDACdY4MrGqwEBCbtBasqJFpYBMYbk5GQMHjwY7dq103svNTUV/fv31/MSlCpV\nyrB67+XLdg83P06E90g3rFcoFi5cyAzPL774gikpq9VqHe/x3JyFmDbS0tLYArto0aK4fPky83rx\noZtEhISEBKvaZi1OnDjBwgbLlCmDy46a7wZw584d5MuXT7LhmM5AUlIShg8frhPu6u7ujg4dOmDP\nnj0Wq3XPnDkTRITBgwdbdHx2djabs8OHD2evr1ixgrXDi7hQ2VSx70suntEyLq1lwYIF0bNnT2zd\nuhUvXrxg/U9PT0fXrl11jMPgYsXwolw5cfprYLEeERFhsm8dO3YEEWG0uXxtiWyeqqtXx4wZM9jz\nUKlU4oxKJXq7QAQEBXHpAw6KxHAa1q8XfyxtoauUGpJhNUjsBsiQweAAD5pT6ahdPoksGhit8DZp\nNBocOHAALVu21AkxvHTpEgBuUd6oUSOdRaBCoUCdOnX0VHb1kJ3NeRqsUEDU3ql/Qlwel5e7OxYv\nXmzNnYJGo9HJ/Zw2bZqOZ7l+/frsvYkTJxo8B5/HqlKpcOHCBZbn2q5dOybUVK9ePavaZy1+/PFH\n5j1u2LCh3USYhCA5ORkFPTxED1nUDscUA5mZmfi///s/tGjRQtdoCg7G+PHjccPMwvnXX38FEaFx\n48YWX/P06dNQKpVQqVQ4f/48AODFixfw9vBADEkgRNYI+VJl7u7uqFChAsaMGcMMd1MsUqQIxowZ\ng2vXrpkdm3v37qFu3brss+FEyHDyJmyWSoUXuWruAkCPHj1M9pOvm2zScJVI2GhuVfvo6Gg0adIE\nPSTQNhCJsplld+SB1C2XEsCSYRVI7AbIkKEDB3jQnMrgYC4nNS6OUwO2x+6rxHJchZQBSU9Px4oV\nK5jxlZtNmjTBe++9p/Oap6cnunfvLtw4ev2aWzxERQnqTyIRuhLnNapXrx5evnwp8AZxePPmDVso\nqlSq/8q45KBVq1asjzExMQbPMXXqVHbMokWL0LNnTxBxZWZ474hKpbIqRNQa5BZh6t+/v+MUoy3A\nhQsXEKtUAiRieKCEcqfu3LmDqVOnIjQ0lN0jhUKBxo0bY+PGjSw8XRtXr14FEaF48eKCrjV48GAQ\nEWrUqMF5dy9fxt8SL5exPSJCR6n76dOnLFTaGMuXL89Uv4Xg9OnTCMupG9uZyOkCcs2bN9fzui9c\nuNBkX0uVKgWzhqvEVO2HBgejbt26bNNGarnFLovUVCA0VPT7axOnTRN7FGU4ASR2A2TI0IMNHjRJ\nMjKSM6iszXeRmKqwJWVAHjx4gPHjxwtS8QwMDMSsWbMEq/ZqIzMzE9u2beM2DLZs4doaHY30ihWR\n5OmJROK8MNOJ0NnLi+3e+/r6cp+zEq9evULz5s1BRMiXLx9+++03nfe7dOnC+tmnTx+D5zh37hzz\nRjdu3JiFYnp7e2P37t3svSFDhljdTiF49eoVE2FSKpX47rvv7Cs6ZiUSjx/HCbHmvkRzp9RqNQ4e\nPIjOnTszzzgRpz49ZMgQHWGx7OxsdoyQTZqXL1+iWLFiICLs79mTeWYkl1+ozS1boFarsXjxYpQt\nW1bvmePv749hw4YhNTUVFy9eZMfky5cPa9eutepebN68GQEBAehLjjdetQXkiAjjxo3TaUtiYqLJ\nZ66HhweICHFxccY7JLHfnxlaETteXl4YPXo0LvXsKcpcZNeT0GaWYPDrrXz5RL+3NrF0abFHUoaT\nQGI3QIYMo7DSgyZZWqswKLEdb1NlQM6cOYNu3brpCJdYEpa3Z88eGycLcPDgQbbwPHDgAABOvbd7\n9+464cm8Si3P9u3b21RS5tGjR0yptVChQkhMTNR5f8CAAexaHTt2NHiOzMxM+Pv7g19Mnzp1ioUF\nr1q1ClWrVgURJ05li2FvKXKLMO3du9fh1xSChJUrke7see8iuVPPnj3DwoULUaVKFZ15Xr16dSxZ\nsgQvXrxgERAnDYSXmsLmzZvRV+znjwB2qlVL71mUL18+tG/f3mCN3NTUVJ1Npl69eiEtLc2q+zB1\n6lR0d3Nj89ReRlVuAbncz1Nt9ef09HS4ubmZfQabNFwlFvGzmziDNTY2FllZWQAATVYWLvr4iNKe\nkyqVJDezLIKrR7hpMy+EasuwCCR2A2TIsAg3bgCffCL+w9EerFlTmJCTRHKMeG6sWBHbt29nxl52\ndjZ++eUXnTwvbYYQoR1xXs7dxJXMOJfz724iLPD1RdbGjVaHVd+/fx+dOnXSuWbZsmWxfv16HRVR\nHx8fHdGnwMBAPSNTKK5fv87CA999911cuXJF5/24uDh2vWbNmhk9T6NGjcCHeR47dgxlypQBv3De\nsWMHO8eGDRtsaq8lSExMFE2ESQj+GDbMqeGYp4YOFbvLgnH27FkMHDgQfn5+bA55e3uzEi6rVq0S\ndD7NunWiP38spXZ9baVSiaioKIuiKjQaDZYvX842jiIiIqz+DmRmZiKuTRsk2LlvvICcoedtgQIF\ndIzy3BsYgg1XiWks3CxalBms2vhzyxaoPTyc2pZ0IlTJl8+quSE6XF1TRJt5IVRbhsUgsRsgQ4bF\nkJrn0RZ6egoTEZDQ4oHPqSpYsCBq1KiBokWLIvdCiFcZFVzXUUBYdVZWFubOncsUJo1RoVAgODhY\n5+8hQ4bY7Lk8e/YsM/AqV66M+/fv67w/Y8YMds3atWsbPc93333Hjps2bRpTDq5YsSJevXrFPMRl\ny5a1qb2WQFuEqUGDBqKIMAlBYq9eTg3H7NKli+THxBBev36NH3/8EQ0bNtT5bvj7+2PGjBl6c9cg\nXEy4pRtxNVanTp1qVUTFhQsXWP69j48P1tsg+vLg7l0sKl1aJxfTGg9sZv78iCGC0sTzjojL001J\nSQEA9O3b1+SxRIRRo0YZb7wrqdo7sbSeRqFAZ+K8vy6HpUvFv4/2pCuHassQDBK7ATJkWAyJeR5t\npkLB/YBYglWrxG+vFjOIU8/MvQBSEumpjFoVImcmrPrYsWOoWLGi3vVzs1ixYjo5f2FhYRYphZrD\nvn37mMHcqFEjvVzBRYsWsWtWqlTJqJH8999/M5GRmjVrYt68eSAi5M+fH8nJyRg3bhw7T1JSks3t\nNga1Wo2xY8eya33++eeiijAJwf6ePe0ejsno5QX12rX47rvv4O3tDSJCUFAQdu7cKXa3rcY///zD\ncpd5qlQqtGzZEtu2bTN837OzXSqkMNXDA7dyRT9Yg5SUFJ1ojj59+uC1DbU5z584gVFFiyJRaJ+0\n6oKOGjXK7HOPiEuB0Gg0WLp0qdljTRquEto0ZWNhCs4oradQIOnLL0FEcHNzs3o+iAJXL3eTmxLV\nHZDhOJDYDZAhQxCk9iNqhx9Aizyvr19LTqzqOOnu/IcT2T0kLndY9aNHj5jSrhC6ublh5syZdpmC\nGzZsYHlznTp10vPmrFmzhl03LCzMYFgbwBmLgYGBIOLEoQ4ePMjy0bZs2YLU1FR2nTZt2til7Ybw\n6tUr5uVVKpVYsGCBJESYhGD5iBH2n3u1aunktCYnJ+ODDz5g97ZXr146dT1dCRcvXgS/sdO2bVud\nPMgiRYpg5MiRumHvs2eL/ryxhI4Qy+GNP34DrEKFCgbzY4Vgy5YtqOLvj7ZEmEaEPUS4ERgITcWK\nnGEWHc0JyxmoC5qVlYXGjRtb9NybOXMmzpw5o/NaCOmnbtwrXJj7bTWkiC+xHFeLVO0dGQbr5QWs\nX49z586Bf2a6DFwsasIsXUR3QIZ9QWI3QIYMQZCY59FuD19LcqgktHjkF4gxxC2GOhM5zuvl6Qn1\n2rVYsmQJEzASwrCwMLuVj5kzZw4777Bhw/Q8qb/88gsTggoODjYZoti6dWsQcaHLv/32G0qUKAEi\nwpdffgkAaNGiBYg45U9rBWLM4c6dOywHrmDBgnYRyRILvXv0cLi3Pzs7G9988w0zYoKDg7Fv3z4R\nemsbMjIyoFQqoVQqkZ6ejocPH2L27NkoV66cznenTp06WPfDD9D4+4v+zLGYDvLAnD9/nuWz+/j4\n4Mcff7T5nNOnT2e5tESccNS8efPMfu7x48csT9kUlUoldu3ahYIeHtanbnz0kfj3VJsWqNoDcIzw\nkNZm1q1bt9g4uwRcLGrCLC3d9JeR5+Ai3zgZMnIgQc+j3X4QzS22JPjD84QIXzjhOrnLPlhKT09P\nrFixwuZpp1arMXz4cHbe2QY8OvHx8SzsNzAwUMfYfPnyJVq3bs3qQ2p7ZUeOHIno6GgQEWrVqoXM\nzExcuHCBvT916lSb228IJ0+eZPnJpUuXlqwIkyXQaDSoX78+iLj86m5ENoVjmsNff/2FyMhIdo8G\nDBiA1NRUJ/TUfuAFwC5evMhe02g0OH78OHr16gUfHx8QcbnqYj9nLKaDPTApKSn47LPP2H3v16+f\nTaHDACfg1LNnT/bsICIULVoUu3bt0js2Pj4eR44cAcApuGsbvQYNVyKMy5cPz1UqNkaSLl9kCU2o\n2uvBXqX1DGxmpaens3F2htK7zZDQxrfNFJJmJSPPgcRugAwZgpGXHsDatCS8La+F+gggLwplqdHa\nunVr3Lp1y+bplpmZic6dO4MPOTYk0pKQkACVSgUiTvDm+fPn7D2NRsPy5Ly9vTFr1ix2bIUKFTB5\n8mQQcaV0bt++DQDMsxMYGGhz+w1h48aNbNFbv359PHnyxCHXcRb27t1rcA6EELFwzHilEreKFoWm\nUiWz4ZiWICsrC1OnTmXh3KGhocyocAW0bNkSRIRNmzYZfD8lJQXLly/HXyKVGRFMJ3lgNBoNvv/+\ne+Z1r1Spkp6auDV4+PChnnhWREQELl26BIAzlHgva5s2bXDlyhWsXr3a6PPPIakbUqA16vPWltYz\ns5nFj7X2816SSE11/TqtPHNCtWW8vSCxGyBDhmBI0PNoFwYEWOTtcaZyotSYToZFobRZrFgx7N69\n2y5TLSUlheWT+fr6Ij4+nls4bd7M5YJFRyPt/fdxnrgwvHiVCqmDBunkiC1fvtxgO728vLB161Yo\nFAooFAoWpqu9GI2Pj7dLP3io1Wodwad+/fq5jAiTMajValbn1hJOnjzZrtc/f/48KlWqBD7se9iw\nYTZ74ZyBkSNHgogwceJE4wflCOJJ3ksnggfm7NmzzGvt6+uLjRs32uW8Fy5cYPWoeTZt2hSTJk3S\nec3NzQ2DBg1Cr1699Oa4Q1M3xKQ5YSZLcOMGt1k1ejS3eRUVBVSqBE1UFPa7u2MaEZ4sXWqRgcyn\nhSQnJ9veLkfh8mUgNFT8e2cP5tIdkPF2gsRugAwZViGveh4tLaI9bZr4bRWJuUWheKpUKkycOBHp\ndqrn9uDBA5b/WbJwYdyYMEGwOFhaRAT6uLvDy0B7ixQpwuprjh8/HgBnhPG1ZyMjI+3SDx65RZjm\nz5/vciJMhvDzzz/rja05fvvtt3ZtQ2ZmJsaNG8c86eHh4TbXCHY0Vq1aBSJCx44d9d578OABJkyY\ngOEhIaJ/381SRA/My5cv0aFDBzav+vfvb7fnz7Zt21C4cGGzc7lAgQIoWbIk+7uv2PfDkbT099FK\n1KlTB0Rkcd46/31PSEhwaLusRl6p1WqmyoCMtwskdgNkyLAaedHzaOmOcl6qaSuAuUWheH744Yd2\nKXPDIzk5GaVKlYKSCNMLFUK2n5/VbQVxucDG6i+WLVsW2Tk/yAMGDABvWN65c8du/blz5w7zShYo\nUMBuHmmx8ebNGxZWLZRLjXnocnnUERnJ1Y40prqqhdOnTzOBI6VSibi4OGRkZDh0DKxFYmIiiLh6\nwVlZWVi3bh2aNm3KNlOIOOVZsb/zJikBD4xGo8HixYvh4eEBIq6m89WrV+12/pkzZzIDyRSVSiU6\ni30/HMgnRBg7YoRD80n79esHIsL8+fMtOp6/5zt27HBYm6xGXqjVKkB3QMbbAxK7ATJk2ARn1Gxz\nNi3J4YmLE7+dIvIJcSI8BQoUwNatW+3qOTx16hTeeecdhBPhop3z+xJIP9R5yZIlADgvFy/Q0rNn\nT7v15+TJkwgKCgIRJ8LkyHqwzsYPP/wAoQYrT4VC8V++8uvXnGK50HJbkZGcF0hrYZWeno7Y2FgW\nRhgREYEzZ86IM0AmcODAAZ2xyD0+Pj4+SJSqmrAEPTBnzpxBaGgoiLg6zMZyh4Xi6tWrLI/aFMPp\nv/DgvMTcm5X+/v7Ytm2bXcY2N/6/vXuPj+nO/wf+mplE4hYScVcEJUWJkBC1bq1btbalxVJSPy29\nKq1tRVt0qwldtlZ3U61QLfqtS7ddWlVaVoUiJVSL1iVxDepWJJHLzPv3x8kcucwkmcnMnDOT1/Px\n+Dwwc+acT2ZOxnmfz+fzfr/zzjsCKHWsy8Na2/mjjz5yS38cZr3p9uCDmn9uFWqTJjm3lpkqBWjd\nAaIKW7FCpEoV7b9sXdRWPPxw2T+z3mrradA+6ttXbt686dJTacOGDVKtWjUZBUiO0ejS/lovwLJx\nO8nU4MGD1WPfc889AiglMezVfnWU1yZhKseo562VKyW6oA6us83faJSfYmPdknV0x44d6hpIPz8/\nmTVrlqbriS9cuCCzZs2SiIgIdaSocDOZTBIeHi4vvvji7dkLequbXb26rkdgrl27Jo888oj6nj7z\nzDMVnjpceH92R1vho4mYCpq5a1cZPmxYkRssd999t0tn2YjcTvLWs2fPcm0fFBQkAGThwoUu7YdD\nnL3pptdWzpsGVHlB6w4QucThw8pFjdZfui5oy6tVK/vn9ZX/pCrQ9gcGyowZM1xWxmXZsmViMpk8\nskbMDMhLNWuqJXO2bt0qZU5hdYDZbJYZM2ao+3zyySdLrSmrC05egO2GUv7G1jriskaoXH6x361b\nkZrMmZmZMmnSJPWYkZGRcvDgQaffohs3bsj69evl+eefl0WLFpW6bV5enqxYsUIGDBhQZPpv4WYN\nYGfNmmV7CmbHjpr/nhduee3bO/3eeYrFYpF3331XfW8jIyOdDrBycnLUes+ltRcL3h+fSsRkbYVK\nHP3222/Svn179ec2GAwycuRIl60rPnXqlACQ0NDQcm0fGhoqAOSNN95wyfEd4qpSP3prHGmlMkDr\nDhC5zJIl2n/puqD9YTSWPQVOZxeUnm7WC7RmUC5gIiIiZO7cuZKenl7maWItL2FlsVgkISFBAHh0\njZilUPmORo0aCQAJCwtz+vS3yszMVEdpjEarz/ZYAAAgAElEQVSjvPPOO/pOwlSBC7DS1hEHBgZK\nhw4dxNaFvluzrgYElEgWtHXrVmnevLlYg8WEhIRyjarn5+dLSkqKvPXWW9KrV68iU0bvueeeEtun\npKTI+PHjpVmzZnan//bo0UPeffddyczMlOeff14AyNy5c213QGc3yDKaNXPmDNNESkqKhIWFCaAs\naVizZo3T+9q6dat07tzZ5rkcWHDua/3ZuKXZKXG0Zs2aIjdjAgMD5Z133qnIxyUiyv8F1uR4Fy9e\nLHN76/f2iy++WOFjO+TwYd+srOCKrNHk86B1B4hcJivLZ+4+Hm3aVNaMGCEfTJ8uiYmJsmzZMlm9\nerV8+eWXsmXLFrnRtq3mfdRD+1efPlKrVi0pfCHXvXt3effdd+X8+fMlThHrur4mTZpIfHy8HD16\nVJ577jkBIOGA5Pn5efZnCAiQpQVlSQBISkpKhX4Fzpw5o17gBgUFyYYNGyq0P7dzwwWYdR3xX//6\nV7l06VKRERrAQ1lXbZRnuX79upr8BYB07dpVjthILHTq1ClJSkqS4cOHS0hIiNgKVqxTe48fPy5v\nvvmmREZGqnVFi2/Tpk0bmTJlis2SHYmJiQJAHn/8cdufj86WJOyoWdMlp52nXL16VYYOHap+Hs89\n95zTybrMZrOsWLGiSAZhABKrg8/FU79Dxd+PqVOnFklc1bhxY9m+fbuzH5eIiERHRwuActVktq5p\nfuKJJyp0TIf4SqZgW83NWaPJN0DrDhC51Lx52n/5urjZmgr5tQ76pYsWFye3bt2SL774QkaMGKEm\ny7CONvbr10+WLFkiV69ela1bt9q8uLeudTwfFqbJz7DTYBAjIP369avQqb9nzx41CVOLFi3kl19+\ncdEvlZu44QKs8DriGwVTaTMyMtTMwx7NumpntGjjxo3SuHFjsY4UJSQkyLp162TSpEkl6nc60+rV\nqyfDhg2TDRs2lJmB1TpFvWvXrrY30FkSuLcASU1NrfCp50kWi0UWLlyojpZ37txZjh8/7vT+srKy\nZM6cOer6yt06+Fxc1dTZDw6UOLp8+bLce++9RX4H/vSnP8mFCxecen9jY2MFuJ00r4RC6++3V68u\nuwFJq127XFnHK8wXMgXbayEhIi6a8k2+DVp3gMil8vN9agpN4WmM16tUkQ/Cw6VPz57yYYMGmvdN\nF23AgCIf/40bN2TlypXywAMPFJlW6efnp2bs1dMaMevxphqNcvXqVadP+08//VRNwtSrVy/5/fff\nK/qb5F6euAArNGJz6tQp6duokeezrgYEFFnzKqKMFG3dulUtT1TRVq1aNenevbssWLBAbty44dDH\ncP78ebGOztucTq6zsltDAZk0aZLTp52W9uzZo04XDwoKkrVr11ZofxcvXpSZsbGafG+5tTlZ4mjP\nnj3SrFkz9ffCZDLJc88953D5nLlz5wqKn2cuzDrutBUrtP9s3Nnmzav4e0SVArTuAJHLHT7su1Np\nACUwX7BA+37ooZWyJuby5cuyePHiMut86mGN2M3AQKcubsxms8ycOVP9WZ544gn9J2Hy5AWYddQz\nP1+yIyK0+XxjYuR0erosWbJERo4cKXXq1Cn1fHSkNW3atEIfhcVikeDgYAEgZ8+eLblBWpr2v+Mo\nuqY9JCREt7Vxy3L16lV5+OGH1c9v0qRJFftZdHZjwdnPVQCXlThKTEwsMvOmZs2at8telcO6desE\ngNx3332uS4BU0Z/N169pYmJ0VdqK9A1ad4DILVas8L36roWbD5X/qVDr2NHuKWCxWGTatGlS1sV/\nrNY/g7U5uL4nMzNTHn30UbFOi9Z9EiYRbS7AAgJEXn5ZBNqNqFtrULqjVbQkSPfu3QWAfPvtt7Y3\n0EuCpuho6dixowCQ1atXV+hn1pLFYpEFCxaoM0KioqLkxIkTzu1MZ1O55YEHlJuJDrzmp2rVXF7i\nKCcnR2JjY4skKGvTpk2JxHy2HDt2TABIz3r1XD97q1jW8XLxsVlkJVqhrNFE5QGtO0DkNu+/79vB\nK5vs9fOTyMhIGTFihCQkJMj27dslJydHcnNzZezYsVKeC3/drBFzIKNi4SRMNWvW1H8SJhFtL8A8\nnXSrWLsEx8v1lLclJSVV6GMZP368AJB3333X9gYffqj97wYgsmyZ/POf/xQAMnDgwAr9zHqwe/du\ndWprrVq15D//+Y/jO9FZ8iyLdelGWprI2rUicXFKH6OjlZuM0dHKv+PiJOeTT6Rd9eoCoEJrfktz\n8uTJEtmYhwwZUuqU+vz8fHnc3999ywpsZB0vVUKC5p+r25qdPABEpYHWHSByK1/OwMcmB2A7ILBV\nCsRWa1awH92sEStHQo+UlBQ1CVNYWFi5RhF0wQcTpznSxpbjfCxPCwwMlAEDBsj8+fPl4MGDFR5l\nnz9/vgCQp59+2vYGOsjWfsVoFMnOlkuXLkmVKlXEaDTK6dOnK/Rz68GVK1eK1GmdPHmyY1P99TIa\nXtBSTCaJjIy0mS3blpEjRwoAmefm9Y0bNmyQunXrqu9zlSpV7Nde9fD6e7vy85Wg1VdvvpfnPSCy\nAVp3gMjtfLXmGZsIIH/4+0tCaKgEBwWVO2C1tmE66H/h9reOHeX++++XBx98UB566CEZNmyYDB8+\nXEaNGiVjxoyRXr16qeUfwsLC9J+EyUoHwY/WbZcD52Xx1rRpU5k6daps3rxZsl2ceXPDhg0CQHr3\n7m1/I41uOlhvKM2oXl3tinV6/FtvveXS90ErFotF/vGPf4ifn58AkOjoaEkrb0ZandXzTi04X22V\nIrNl9erVAkBiYmKcfwMdMGvWrCJJ++rVqycbN268vYEW6+9t8fVrFgeyRhMVB607QOQRrkqywKbb\nlt2pk/QvVuOwrBavg34Xbm850PdobyrWrpfpphq1wsmFyvPZ1q9fX4YNGyYdOnRQH3v44YedLvFR\nmrS0NPWYdmk4zXsHILVq1FC78vXXXwsAadmypf7XdDvghx9+UGu01q5dW7744ouyX6SzEdddgNSo\nUaPcn8uNGzfUEmU2k4O5wY0bN+SBBx4o8vvWpUsXydi6VZv198XXvPr6LDEns0YTWUHrDhB5VFaW\nkgTHwQQSbPpuhet3jkLZgUG9evWkR48eskVnSa6+Lkffre2ee+7R+rep/HR2ga1VG2rnswwICJB+\n/frJ3//+dzlw4IB64W+xWCQpKUlq1qwpACQ0NFTWrFnj0o/GbDZLtWrVBIBcuXLF/oYaJNbK9/eX\n1gXvj1V+fr5aB3fbtm0ufS+0dvnyZXnwwQfV8+LFF18sfeqwzta4fg0lUVyLFi2kT58+8swzz0hS\nUpL89ttvdsvSDBkyRADIv//9bze9q7YdPHhQzThvBGSnVu9b4Yy6vlyntWpVl2SNJjKIiICoMkpP\nB/buVdq+fcChQ8Dp01r3iirIAuApAIvtPB8VFYWzZ89i3bp16Pz000BKigd7V7rdALqVc9tq1aqh\nZcuW8PPzg9FohMlkstv8/Pzg5+en/r34n/7+/uo21lb4sSpVqqj/9vf3L/H3gIAA9e/+/v7q9v7+\n/qh28SLC+vaFADC48b3zBvEAXi34e4cOHdC/f3/0798fPXr0QNWqVe2+7uTJkxg/fjy+++47AMBf\n/vIXvPvuu6hTp45L+hUZGYnU1FTs2LED3bt3t7/hypXAmDHKpai7GQw4/sYbaDVjBoxGI8xms/rU\nq6++ivj4eMTGxmLZsmXu74sHiQj+8Y9/YNq0acjPz0fXrl2xatUqNGvWrOTGcXHAnDme76Qdhc/v\n4gwGA6pWrYo6deqgadOmaN26NSIjI3H16lXMmDED9957L7799ltPdhcA8PHHH+PIhAmIz8nR7jtq\nzBjg2jVg/Xotju5+rVoBqalAjRpa94R8gcaBM5F+5OeL1Kql/Z1Jtgo3M2yPvA4cOFAdXQoKCpKL\njRtr3tfCzbpGzJea3tYRa9kONGwoH3/8sZw7d87hryez2Sz//ve/1fO3QYMGsn79epd89Y0aNUqA\ncmYo9kS29oLELRkZGep5VNjRo0cFgFSrVk2uX7/ukvdAb3bu3Cl33HGHAJDg4GBZt25dyY10Vsd1\nKCB9+/aVsWPHSteuXaVx48ZFaqqW1erXry9RUVEyatQoefvttyU5OdktdalzcnJuT2fOyhILlxC5\nr7HcDbkYR1yJCpswAVhsb6yOvMktABEAfi349+OPP47PP/8cf/zxh7rNbgDRGvTNHkdGXOvVq4ce\nPXrAbDYjLy8PZrO5zGaxWEr8Wfzv1iYidv9uq1ksFgBQ/239e7wIprnn7fI+0dHA7t0V2sWxY8cw\nbtw4JCcnA1DO6wULFqBWrVpO73P27Nl4/fXX8dJLL2HevHllv2DlSmD8eCAnx+lj2hUYCCQlAaNH\nw2KxwGQyAQBu3LiBGoVGbHr16oXvv/8eSUlJGD9+vOv7oQOXL19GbGwsvvrqKwDA1KlTER8fD39/\nf2WD9HQgLEy7DhYQKCOVzQG8tngxnnjiiSLPWywWHDp0CDt27MDevXtx5MgRnDp1CpcuXUJWVhbK\nugytUqUKateujUaNGqFly5bo0KEDYmJiEBMTU+ScKK9p06YhMTERrVq1wng/Pzyro1k3PsVgAJYv\nB0aP1ron5Eu0iJaJdEtnd7DZKtZ2AGICZPr06UXKIVjb1zroY+HmyBrXAdaaiXqns3V4mraOHV3y\nlubn58v8+fPVxDZNmjSRb775xun9rV27VgDI/fffX/4XuSPzqY3ELdZM4YcOHSry+LJlywSAdO/e\n3emf2xuYzWZ5++231WziMTExcvLkydsb6GT9+O6C76UtW7Y4/DO++eabAkCaN28u9913n7Rq1UqC\ngoLEaDRKWd+Dfn5+EhISIm3btpUHHnhA4uLi5IsvvpDLly/bPd6wYcPU1+umjrevNZa7ITeB1h0g\n0pW0NO2/8Nlc0qwJm7Y/9JCazKV48+aswg4FGVrSyYW1LpqLM0EfPnxYoqOj1XNi4sSJTk2dPXTo\nkABKiSWHFGRrv1WjRonfu7Jake1CQuwmbrGWidm0aVORx2/evCk1atQQAHK4eGZWH5ScnCxNmjQR\nABISEiJffvml8oROMnbnJSXJsWPHJDMz0+Gf7dy5c2IwGCQgIKDE+ZuRkSFr1qyRv/71r3L//fdL\neHi4BAcHq4F8ac1oNEqtWrXkzjvvlP79+8uUKVNkxYoV0rZtWwF0WMfbVxrL3ZAbcaowUXHR0bpK\n2EMVc9VoRCOLBbdsPDcMwFpPd6gUwwB8XbUqXnrpJXTq1Almsxn5+fk2p/3ecccdGDx4sNZdLltE\nBHDggNa90IcBA4CNG126y/z8fPz973/HzJkzkZeXh+bNm+PDDz9E7969y72PvLw8VKtWDWazGTdv\n3kS1atUc60R2NrB6Ncz/+hdMP/5Y7pftBrCvWzc8vWULYCc5VfXq1ZGVlYVly5YhNja2yHNPPPEE\nlixZgpdffhlz5851rM9e6NKlSxg7diy+/vprAMDLL7+M2a++Cv+wMODKFe06FhICnD2rTPN2Uo8e\nPbBjxw6sWrUKw4cPL9drrl+/juTkZOzZswc//fQTjh07hvPnz+PatWvIy8sr8/V6+/73Ca1aAV9+\nCbRpo3VPyFdpHTkT6Y5O7mCzua6Nhe078s0Kntf6jrv1+D2aNJGff/5Z698A1+KI6+0WF+e2t/mn\nn36STp06qef2Cy+84NDoV3h4uACQffv2Vagf/Vu3lqGALAoJka8B+aVmTcm/+25ltHnAAJG4OLm1\ncqW0KZjmDEA2b95sd3/BwcECQObOnVviuR07dgigJKrKy8urUL+9hdlsljlz5qgjjt27d5err72m\n7Xk9b16Ff6758+cLABkxYoQL3iWR7Oxs2bZtmyQkJMjIkSOlc+fO0qBBA6lSpYp63ultxo3Xt6pV\nRW7edMnnR2QPtO4Ake5kZSlT17T+T4DNZW0X7E8nSzEaNe+fQLnAv3jxotZnv+txjevttnatW9/q\n3NxcmTlzpjq99s4775SdO3eW67UPP/ywAJCVK1c6ffysrCwxmUxiNBrV7Me2Ak4RkZEjR6q/g3fe\neadkZ2fb3K5Ro0YCKDVNi7NYLNKmTRsB4LIMy95i+/bt6hKIuiEhciU8XJtzunAd0go4ceKEAJAa\nNWrYPRdcITk5WT3v9JbjwOubC25gEJXF6PYhXSJvU7UqMH261r0gFxEAXQE0s/FcQEAAqr30kod7\nZFvrd95B3bp1te6G63XqpHUP9KNzZ7fu3t/fH7NmzcKuXbvQrl07HD16FD169MArr7yCW7dsTZa/\n7a677gIAHD582OnjHzx4EGazGa1atUJWVhYAYOzYsTa3HTlyJAAgMDAQR48eRUJCgs3tqlevDkCZ\nJlucwWDA//t//w8AsHTpUqf77Y169OiB1NRUDBw4EL9fuYKYI0eQV5CB2WMCAoAPPwRccNywsDB0\n6tQJN2/edGs91+PHj6t/D3HbUSqhmBhg8mSte0GVAANXIlsmTwa6lbcwCemZtaB88ZDBz88Pn332\nGdq+8YayRktDEhICP18tGeDmYM1rREcDzZt75FCdO3fG3r178corrwAA3n77bfUxe1wRuKampgK4\nHWxWr14dDRo0sLntwIEDERQUpAbUc+bMwa+//lpiu6CgIABKaRhbxowZA5PJhPXr1+PixYtO990b\n1a1bF1999RXi4+Nx1GjE42YzLB46tgWA+YMPXLqWcejQoQCA//znPy7bZ3GXL1+Gn58fAKC+245S\nybjwBgZRWRi4EtliMilfxAEBWveEXKRw+GQ0GrFy5UoluZGGI+xS8Kdh+vQKJTbRtS5dtO6BPjzz\njEcPFxAQgDlz5mDHjh1o3bo1Dh06hK5du2LmzJnIzc0tsb0rA1drreQ2pQQ1AQEBePjhhwEAkZGR\nyM3NxVNPPQURKbKdtT7ttWvXbO6nYcOGGDRoEPLz87FixQqn++6tjEYj4uLisHXrVvyvUSM8Bbg9\neLUAeApA27fesnkuOcsauP73v/9Ffn6+y/Zb2JQpU5CdnY2Ls2fbnIVDDjIYgCVLmIyJPIaBK5E9\n4eHKF7LBUPa2pHuRhf6elJRUNHNlwQiRpxkA359i1bw5EBWldS+0FRICjBihyaG7deuG1NRUTJ48\nGRaLBX/729/QtWtX/PTTT0W2Cw8PBwAcPXrU6aDBGrhaRz7vu+++UrcfUfCe3Lx5E6Ghofjf//6H\n5cuXF9kmODgYgJJB1p7C04WLB76VRc+ePZGamoqT/ftjDKBmUXfVu2HdT76fH74cPhyLAfz2229o\n3bq1Oi28ou666y60adMGV65cwffff++Sfdrit2oV6r72mtv2X2kYDMCiRYCvzhYifdJ6kS2R7r3/\nvlJMW+vEB2wVatYETQsXLiz6+a5YoV2/AgJEjhzR5rz2pMqeqVsnSUu2bdsmYWFhAkD8/f1l9uzZ\nRbLxNmvWTADIESfOyby8PAkMDBTgduKzsjJk5+bmSkhIiACQ2bNnCwAJDQ2VS5cuqdtMnDhRAEjz\n5s3t7icnJ0fq1q0rAGTPnj0O992XmM1mmT17ttxlMMhOF5/HOwAJNxjk559/loULF6qfc8OGDeWP\nP/5wSf/j4uIEgDz77LMu2V8Jhw8r37tafyd4e2OtVtIIR1yJyjJhArB8OacNe7kAAPHx8Xj++edv\nP3jkCDB+vDYdqkxTrEaM0HwdMQrWtXmcjkbUe/bsiZ9++glPP/008vLy8Nprr6F79+7q9GDrdOFD\nhw45vO9ff/0Vt27dQp06dQAAVapUQbt27Up9jb+/P4YNGwYAyM7ORu/evXHp0iVMmzZN3caasKy0\nUb0qVapgzJgxACpfkqbijEYjXn31Vby7eTP+BOAlAIVXB4sT+7wM4Nbs2XggKAhHRNCrVy88/fTT\nWLp0KQwGAzIyMtCyZUubCbQcZZ0u/Pnnn8NicfGkZ7MZGDcOyMlx7X4rm5gYYP9+jrSSJhi4EpXH\n6NHKFzUTNnmtOg0bIi4u7vYDWl/EJCZWnv/49ZCp+8UXPX/zSYdJS2rUqIHExERs2rQJd9xxB1JS\nUtCpUyfMnz9fXZPqzDrXffv2AVCCUQBoXs5EVNbpwqtWrUJiYiL8/f2RlJSE5ORkAED9+koKnezs\n7FL3M27cOADAJ5984rKpq96sd+/eWLV2LVY3aYImAGIB7MbtZHXlYe7SBY8bDGgC4KVz57Dpu+9g\nMBhw+fJlDB48GOPGjcOnn34Kg8GAS5cu4c4778S5c+cq1O/OnTvjjjvuwLlz57B79+4K7auEBQuA\nXbtcu8/KJCQEmDcP2L69ctxwJV1i4EpUXuHhQHKy8sWt9egROaxJhw5FH9D6IiYzU7tja0HLTN0x\nMUB8vGfXrOt8RL1fv344ePAgxo0bh5ycHEydOhVffvklAOcCV+v61ps3bwJQRnfLo1evXqhXrx6O\nHTuG7OxsdbT1qaeeQm5uLho2bAgAZSYBat++PaKionD9+nV8/vnnDvff15hMJgwbNgzp6elo2ro1\nPgbQDUBzAMMA/LNaNZj79UNmu3bIuesuJev1gAFAXBywdi2QlgZTSgowdixuAVi8eDHat2+PWbNm\nAQA2bdqExMREDB8+HOvWrYPRaMS1a9fQpk0bnDx50ul+GwwG92QXzs5WvgPIcdHRwEcfAWfOAC+9\npKsbcVQJaT1XmcgrZWWJLFsmEh2t/VoTtvK1uLiin19IiLb9CQlR+lGZaLG+rPg6Yk+sWTcYlON4\nifXr10uDBg0EUNYs3nHHHWI2mx3aR+/evQWAGAwGASBbt24t92ufffZZASAvv/yyZGdnS8uWLQWA\nJCQkyK5duwSAGI3GMvfz3nvvCQDp27evQ333dTVq1BAAUq1aNfUznjhxYrlem5mZKX5+fgJAnnzy\nSRERiY6OFgBiMpnkt99+ExGR7777TkwmkwCQqlWrOrVO2mrbtm0CQFq0aCEWi8Xp/RRR2dfZO9oe\nfFBk7VqRtDTXvP9ELgKtO0Dk9dLSlC/4vn21/8+GzX5bvfr2Z6aXi5hly7Q6a7WzYoXnkp0ZDLYT\niKxY4b4A2kuTlly+fFmGDRsm1sCmT58+kp6eXq7XWiwWqV27tvpao9HoUOD7/fffCwBp1qyZWCwW\n2bRpk1gDoB9++EHdb1muXr2qJohK4wW3iIga+AOQtWvXqn8HIK+//rrk5+eXuY8nn3xSAIifn59k\nZmZKZmamGgzXq1dP/ax37twp/v7+AkACAgIkNTXVqT7n5+erybb279/v1D5KiIrS/vveG5qX3XSj\nyqfs/wmIqHzy80W6ddP+Px4222369NuflV4uYqKjtTtftaSHUc/Dh13/+xoT4/VZooOCgsQa2NSs\nWVMWL15c5qjXiRMnxBqsWEdsHWE2m6Vx48YCQH744QcREfnLX/4iAGTgwIFqfy5cuCCnT5+WgwcP\n2g24Ro8eLQBk5syZDvXBVz300EMCQBo3bqxmbg4ICFBHxvv06SPnzp0rdR/Z2dlqQBobGysiIsnJ\nyeo+hgwZom574MAB9Tzw9/eXnTt3OtVva7A8Y8YMp15fRFqa9t/13tC89KYbVS7QugNEPoWp9vXb\nrFNz9XYRU1lHhvQw6pmfr5Sqqei08ZAQZT/lGL3Su549ewoAueeee8QaMA4aNEjOnDlj9zWfffaZ\nWEdIAciwYcMcPu6UKVMEgLzwwgsiIjJo0CB16qmtduHCBZv7+e677wSANG3a1OHpzr6oZs2aAkAm\nTZokgwYNEgBy9913y7fffiv169cXAFK/fn359ttvS93Pc889J9bpwTdu3BCR26VrAEhSUpK67ZEj\nR9RzwWQylblvWzZu3CgApH379g6/toQ1a7T/ntd784GbblQ5QOsOEPkcT06FZHOsLVumv4uYtWu1\nPmO1o5dRT2fXrEdHi3z0kU+tVbbWTf3HP/4hK1eulODgYAEgtWvXlo8//tjm6Ourr74qhde3fvrp\npw4f1zqltVGjRmI2m9V6s/bar7/+anM/ZrNZmjdvLgBk8+bNDvfDl6SkpKjvV0ZGhvq+jB07VkRE\nMjIypE+fPupnN2vWLLsj2Tk5OepI6l/+8hf18U6dOok1QD1x4oT6eHp6ujqd2Gg0yn//+1+H+p6T\nkyO1atUq9bMut2nTtP+e12szGEQSEnziphtVDtC6A0Q+yRNTIdkcb9HR+ruIKZw0qjLS26indc16\nXJzIgAHKOdOxo/LngAHK4z6ctOSf//ynFE7Ec/bsWRk8eLBYA6A///nPcv78+SKvuf/++6VwUJmT\nk+PwcS0WixpYbdu2TQ2I7LXdu3fb3desWbOkeIBVGVnXLDds2FBERA08ly5dqm6Tn58vM2bMUG86\n9O3bVzIyMmzuzzoqbjKZ5OrVqyIicuPGDTXpk/Wmg1VGRoa69tlgMMgnn3ziUP8fe+wxASBz5sxx\n9EcvasAA7b/n9doSEir23hJ5GLTuAJHPcudUSC9sFh30QQCRnj2170PhNmCA1meqPnDUUxesiZF6\n9OihPmaxWGTp0qXq+tc6derI6kLJzho2bCjWgDI0NNTpY7/yyisCQJ5++ml1JNBe++abb+zuJz09\nXQwGgwQEBMiVK1ec7o+3s45YPvPMM/LHH3+o752tadabN2+WevXqCQBp0KCBbNmypcQ2eXl5avKr\nRx55RH1869at6r4LPy6iJP2yJloyGAxFphSX5T//+Y8AkOiK5gLQS04DvbWYGI60kteB1h0g8mnu\nmArJVrHWsqX2fSjcKmuCptJU8lFPLZ0+fVqswWlxJ0+elH79+ok1SBkxYoT88ssvYp0OCkD69evn\n9LFTU1MFgNStW1dNKmSvrVq1qtR93XfffQJAEhMTne6PN7O+lwDk9OnTsmrVKrEmTLLn7Nmz0qtX\nL/XzfOONN0pMHZ42bZr6/OXLl9XHraOxAGRFsfXlN27ckEaNGqnPL1iwoFw/Q2ZmprpW9tSpUw78\n9MV07Kj997zeWvEyYUReAlp3gMjnufmeLE8AABxxSURBVGoqJJtrWr162vehcOvYUeszlEhlsVjU\nhD4XL160+fx7770n1atXF+va18KB68KFCyt07NatWwsAGTBggJQWuH7wwQel7uuTTz4RANKlSxen\n++PNRowYIdbRU5HbWXobN25c6uvy8vLktddeU6cO33fffUVGaM1msxpM/vnPfy7y2nbt2gmglM05\nffp0keeys7PVqeAAZPbs2eX6OYYOHSoA5MOZM5X8BNOmKTevoqKU786oKOXf06Ypz1tvZqWl3d4+\nKEj773k9NXtlwoi8ALTuAFGl4exUSDbXNr1dxHDElXQmKipKrGtN7Tl+/Liagbhws659dNbrr78u\nAKRdu3bSDJBhgMQD8jUguwFJLfjzROvWJYOVQrKystSg+sCBAxXqkzey/uwTJ04UEZHOnTsLALn3\n3nvL9fpvvvlGneLbsGFD2bp1q/rczJkzxTr1t3BQW7iO7h133FEiq3NOTo6Eh4er50pcWev7s7Jk\n54QJstvR79Tq1bX/XtdrY51W8nLQugNElZJ1KmTfvtr/R1bZWq1a2vehcOMaV9KZsWPHCgBZtGhR\nqduZzWbp2LGjWAMRg8EgGzdurNCxD+3dK7GApDia3C4qSrkxWGit89NPPy0AZPLkyRXqk7f5+eef\n1c/k5MmTIiISEhIiAGR64XrWZTh79qx6c8JoNMqbb74pZrNZzGazOuI+aNCgIq+xlrEBIGPGjCmx\nT7PZLBEREeo2zz33XMkD25ilpJscCd7cWKeVfAC07gBRpZafzzWwnm56mypc2bMKk+4kJCQIcLum\namlatmwpxUddn3zySbl+/bpjB3VVsFIou7S1HExoaKhTmY691ahRowSA1KtXT33MOvV3+/btDu0r\nLy9PLXcEQPr37y8XLlyQ2bNni/VmxdmzZ4u8xnrDAICsWbOmxD7NZrN0795d3ebxxx+//STzQrin\nsU4r+Qho3QGiSu/wYWYf9mRr1Ur7PhRulbmOK+nSF198IdYgpTTXrl2TwgHrvffeK1WqVBEA0qxZ\nM5uZaW1yR7DSrZtYDh2Su+++WwDIZ5995oJ3xjtYR1fHjx8vIiIHDx5UP6Pi03fLa+PGjRIaGirW\nsjdbt25V10LbSshlXatcpUoVu+V1Cif6euSRR4pk4ucIq4uaq8qEEemEEUSkrfBwYMkSwGDQuieV\nwnmj8rUnGvdD1bmz1j0gKqJt27YAgMOHD9t8/uLFi2jevDkeffTRIo8vXrwYe/fuRWRkJE6ePIm+\nffti0qRJyMzMtH+wlSuBiAhg1y6X9R8AsGsXDJ06YW7HjgCApUuXunb/OvXrr7/iypUrAIBXX30V\nALB+/XoAQFBQEIxG5y77BgwYgNTUVPTo0QPnzp3Dvffeix49egAAvv32W5w6darI9jt27EBAQABy\nc3PV7YrbtGkTHnroIQBA8Nq1wGOPATk5AAD+b1hB0dHARx8BZ84AL70EmExa94jINbSOnImowPvv\nK4kTtL5D6+PtbT8/x5N9uKsxMRPpUF5enjpyamvK72effSZAyUy/Q4YMkbffflt2794tb7zxhvj5\n+QkAadWqlSQnJ5c80Pvvu/13zGIwyFMmkxiNxhJTWn2RdX1y4Xq6gwcPFgBy9913V3j/eXl5akkc\nAOpn3Lt37xLbWkfuAcgTTzxhd58fR0Zq/13sC+3BB1kmjHwetO4AERVSaKoUm3vaUEAW33OP5v0Q\nQEkmQ6RD7du3FwCyZ8+eEs8Vrtlpqz3yyCMiIrJv3z51PwaDQaZOnSrZ2dnKTlas8NjvmRmQUYAk\nJCR48i3URJ06dQSAxMbGqo+FhYUJABk9erTLjrNhwwb1WNZ24sSJEtuNGzdOfX79+vW3n8jKEvnw\nQ5H27bX/Hvb2xkzBVIlwqjCRnoweDezfD3TrpnVPfI4U/JnZpg1G/fe/QEiIpv1BSAgwYoS2fSCy\n46677gJge7rw9u3bS33tn/70JwBAp06d8OOPPyIuLg4GgwHz5s1DZGQkDq5ZA4wf7/pO22EEsATA\n/xYtgoiUtbnXOnr0KC5fvgzg9jRhAMjIyAAA9OnTx2XHGjRoEPbv34977rlHfaxPnz6wWCxFtktK\nSkJYWBgA4JFHHsGV338H5s8HmjQBxo0Dfv7ZZX2qlAIDgeXLgQkTtO4JkUcwcCXSm/BwIDkZmDdP\n++DKhxgA/Gg0YuG6dahWpw4wfToAaLfWdfp05aKDSIfsBa43b95Eampqqa8tvKYxICAA8fHx2Llz\nJ9q0aYNfDx9G5vDh6lpGTwkEMOPkSewsI+j2ZgkJCQCAkJAQ3HnnnQCUz+vWrVsAgMGDB7v0eE2a\nNMHWrVsxYMAAAMDJkyfRu3dvXLp0Sd3GaDQiOTkZ/v7+aJ6Tg1NNmwJTpwIF63CpAmJilBvdo0dr\n3RMij2HgSqRHJpOSUOHMGWDZMiXRAlWY5amn0Lp1awDAraeewtHQUG2SgMTEAJMna3FkonKxF7ju\n2rULZrPZ7utq1qyJDh06lHi8a9euSE1Nxec9e6IbPH/DSAB0B3Bm6lQPH9lzvvzySwBFA9SNGzcC\nAPz9/dGgQQOXH9Pf3x8bN25EUFAQAGU0vlOnTtixY4e6TaNGjfD9xInYDyDi1i39JMbzViEhyo3t\n7duBNm207g2RRzFwJdKzqlWB2Fhg924gLQ1YuxaIi+N/Vk7IDAxE9Pz5AIALFy6gz3334cFLl3DL\n0x0JCAA+/JBZHknX7AWuZU0TjomJgZ+fn83nqgIYUjA11NM3jKzHuy8lBTd//93DR3e/tLQ0/F7w\nc8XFxamPf/fddwCAevXqufX4CxcuVP9+5swZ9OrVC2+//TYsJ04AEyei27/+Bev8EmYMdhIzBRMx\ncCXyGs2bA8OGAfHxwC+/cB2sgwL//GcgMBAHDhxAVFQUdu3aheymTXHhrbc8V4rIYFBKH/HGA+lc\n69atYTAYcPz4ceTm5qqPJycnl/o66/pWm1at0nyKaB0AqYUCO18RHx8PAAgODlZvOgDAjz/+CADq\nTBN3iY2NRf369QEAzerVw2NmM3q/8gqMLVsCH3zg1mP7JIMB6NFDuVG9dq1y43r3bmDsWOWGNlEl\nZfu2KBHpm8mkjNpFRHh8rZi3Mq1ahdSQEPzp44+RmZmJmJgYfP7556gfGgqkpioXB+5kMACLFnE9\nEnmFqlWrokWLFjh+/DiOHj2Kdu3aIS8vD7vKqLdaauCamOjiXjqnzqpVQFKS1t1wqXXr1gEABg4c\nWOTxtLQ0AEA3D9zoXDB/PlIeewzTL15EnYLHBBxhdZjBoCRc4v8VRCVwxJXIW4WHK6N3nhot9AEd\n33sPf87MxJgxY7BlyxbUv3pVuavt7qCVmR/JC1lH7g4dOgQA2LdvH7Kysuxu7+/vj2h76/HT04GU\nFFd30WECoO3NmzixZYvWXXGZU6dO4eLFiwCA6QVJ56yuXr0KoGRA63JHjmDkv/6F+YAatAIMWh3G\nG5xEpWLgSuTNRo9W/pNj8FouRgDLAXy0fz8C27QB2rYFyhhBqjBmfiQvVXyda1nThLt06YKq9qYx\nFkxZ1Zr1m/KHf/1L0364kjWbcO3atdG+fXv18Z9//lktT1M407PLrVypzP7ZtYuJlyqCNziJysSp\nwkTebsIEoHp1pS4ipw2XyQgABw965mCPPAJ8+imTaJD3SU/HwMxMBAO4/733gC+/xNBff8WfAFwB\nkApgL4AfAZwseEmp04T37nVzhx1zZfNm5Ofn200k5U2++OILAEC/fv2KPL5hwwYASqZno9FN4xQf\nfABMnKj+k7dQnRQToyz/Yf4DolJxxJXIF4werYzqMWGTvnz2mRK4EnmD7Ozb5bfCwtA3MRFxADqe\nPw+kpCDs+nVEAxgIIA7AWgDpAHYDGAugZ1SU/X2XUfvV0+68eRObNm3SuhsVdubMGZw/fx5AyWnC\n1gzQTZs2df2B09OBF14oErSSE1jahsghDFyJfEV4OJCcrPwnGBKidW8IAESUkfAjR7TuCZF9ZjMw\nfz7QpAkwbpxDa1EFQDSAjwAMmjBB2Y+tOq8aZxMuLhjA0qVLte5Ghc2dOxcAEBQUhIiIiCLPWdcm\nd+zY0TUHK3ZjA4VK4JCDWNqGyCkGEeGSBCJfk50NrF6tZPHcs0fr3lBMjHJHnRcnpDdHjijBqivX\nenfrpkx7DA+//VhEBHDggOuOUUH7AUT7++PcuXMIDQ3VujtOa9y4Mc6dO4ehQ4fis88+K/Jc1apV\ncevWLbz//vuYUNa6yfR0ZR3y3r3K6PiVK0BuLlClChAcDOTlKTc0bt503w/jy9q3Bx58EOjcWWnN\nm2vdIyKvxMCVyNelpysXI3v3Avv2AVevKnd5z53TumeVy7x5yp11Ir1YudJ9a+MDApSs59akZNHR\nusgqbPVrrVoI/+MPLFiwAC+88ILW3XHK+fPn0bBhQwBASkoKunTpoj6XlZWF6tWrAwAyMjLQoEGD\nkjvIzlZq6yYm6uqz8TkhIcDZs0ryJSKqEE4VJvJ1zZsDw4YB8fHAxo1KEfNTp7ge1tPi45ULRSI9\n+OAD4LHH3JfQLScHGDNGOQ6gu+ULtcLCAABLliyBt96/t04TrlmzZpGgFQC++eYbAICfn1/JoLUC\nU8PJCdOnM2glchEGrkSVkcmkTOULCNC6J5XHlSvK9G0ira1c6ZmkOiLAU08px+vUyf3Hc0Dd/v0R\nGhqKgwcPYt++fVp3xylrC+pP9+3bt8RzmzdvBgDUq1ev6BNHjii1q6dO1d26Y58UEwNMnqx1L4h8\nBgNXosoqPFyZyscasJ7jQ7UjyUsdOaJMD/YUa4IyW1NVNWSKjsbogmnM3pik6dKlSzhz5gwA4JVX\nXinx/N6C8kOtW7dWlousXQsMGQK0a+f+2tWkCAhQbhAztwGRy3CNK1Fl98EHyqgIvwo8Y/p04G9/\n48UMeZ7ZrIy2aRG4REYC+/ZBoJNan2lpOPDHH4iIiEDt2rWRkZGBQC+azvnXv/4Va+bNQ4+AAKyY\nMgVITcXpn36Cv8WCgJo1sT89HZn5+ehWuzZCr13TuruVj8EALF9+e403EbkEA1cicm+SFirJVtZV\nInebP1+ZIqqRKzVqIEQPWWmjo5W1/gC6dOmCvXv34v/+7/8wcuRIjTtWulOnTqFp3brAqlXYP3Ei\nInJzte4S2WIwAIsWAWVlciYihzFwJSKFO8pikH0mE9C2rZK0w1p2IiREWQvYuTPQpQtLJpDrZGcr\nyXg0XNd4E0ANzY5eyLJlQGwsACAxMRHPPvss+vXrh02bNmnbr1L8dvgw3m/bFq+bTKhdUCdXN6PX\ndFtgIJCUxJFWIjdh4EpEt5nNwIIFSgZcJu7QXlQU8OyzwPDhQNWqWveGvNmyZcqNKY2Zq1aFScPs\n2pcBnNyxA5HduwMArl69ioYNGyI3NxdpaWlo1qyZZn0DYLue6o0byD1xAlU4wqpvMTHKTJo2bbTu\nCZHPYnImIrrNZFJqjZ45o1zoRkdr3aPKLSUFePxxZaRs/nzlxgKRMxITte4BAMAUGqrJca136OMB\nTJg0CeaC36Xg4GAMHToUIoKPPvpIk74hO/v2921YGPDoo8CcOcA33yjfAUeOMGjVs5AQpU739u0M\nWoncjCOuRFS69HTl7v/evcC+fcDVq8pa2CtXgNOnte5d5cK1seSM9HQlINKLiAhg/36PH3ZvQAAe\nCArC+d9/x8KFC/H8888DUErH9O/fH82bN8fx48dhNHronj5nuHi36GhlRsyjj3JGDJGHMHAlIudo\nmaG0MuPaWHLU2rXKxbVe/POfwMsvezQZXI7BgA4i+K3g3zVr1sThw4fRuHFjmM1mtGjRAqdOncKW\nLVvQp08f93eIOQW8R9OmSjmn4GAlO3bnzkrj9yyRx3GqMBE5x2RSRv8CArTuSeViNgMHDypTCA8c\nUP785htlauGjjyoja9HRwEcfKVMQiQpqeurG+fOerSFtMMD04Yd49NVXYSooQ3Xjxg2MHTsWAGAy\nmfD4448D8FBN15UrlVFnBq36ZjAA778PnDypZKHeuFEZHR82jEErkUY44kpEFbNyJTBmDOvA6lFI\niFKjt0MHZWqmNdkLR2orl4EDlZsbejFggBIEeKKGdLHSJCkpKRg1ahSOHTsGAHj00UexfPlynDt3\nDi1atEBgYCDOnz+PWrVquac/H3wATJzonn2T6zA7MJEuMXAloorzxAUouR+zGPum6GhlZF4vCtVR\ndWsNaTvBx61btzBw4EBs27YNANCuXTssX74cU6dOxZYtW7Bo0SJMrEhwaSszcG4ucOMGcOJEBX4g\n8ghmBybSLQauROQa7rwAJc8KCQGmTwcmT1amhJN3i4hQppXrRceORZMzuWO9ZxnBR35+Pu666y51\n5NXPzw8PPvggPv/8c0RHR2O3NbAur+xsYNUqJXuznm4SUPnxe49I9xi4EpHrMOGIb2EWY9+g5xFX\nK1dl2HUg+Ni9ezdiYmJgMBhgsVgAAEajERaLBT///DPaVa9ue+S08DT7Tp2UmwKLFjEzsF5UrerY\n+n5mBybyGgxcici1WOLBtzCLsffT6xpXW7KzgdWrlZHLPXvKv08ng49nnnkG7733Htq3b4/r16/j\n4qlTGAHglRo1cNfNm+U/PunDO+8oNy3slXELCGB2YCIvxsCViNzD2QtQ8j5cG6tvcXFK1mm9iItT\nbmyVxQPBx7Vr1xAeHo7fL1zAtoceQsevvkLNvDwAgADwUN5jqqhiSbiIyDcxcCUi9yvtAjQ7Wynv\nQt6vVi1gyBCgYUNl+iQzGOuD3uq4rl2rlBTxFHvJkgrOy2O5uTBv3Qqm4vFSzABMVGkwcCUi7TEr\nceVTeJT2woWy1xIy4HVeejoQFqafEcS0NOc+xzIC0CLnSf36TJZUGTADMFGlwsCViPSBWYkrJ5NJ\nWRddXq6eluxIMOSlQfPFixdxs107tLh0Seuu2E7MVBpns/U6el6Rd2EGYKJKiYErEekHsxJTeVkv\nXB96SAk4HQk8nQ2GbAXNOg58T548iRdeeAHr16/HGIsFyzx6dDuWLQNiY8t+3zp2BDIygHXrgD/+\n0LrXpBfMAExUqTFwJSJ9YVZicpcuXYCWLYHNmytecqVfP+D4cSX4Ki8PJbH65Zdf8Oyzz2Lbtm3q\nYzVMJpwzmVAzN9dtxy1TcDAwdy6weDGn75JjJk4Epk3z2lkPROQaDFyJSJ+YlZh8lcmkrMFs1Aio\nU8dlo7I7duzA888/j9TUVPWxgIAATJw4EW+88QZqL1kCTJ3qgh/ASdWqAVlZ2h2fvA8TLxFRIQxc\niUj/7GUltliAX35R/iTyBVFRyohso0ZKtu0yph9Ls2b46quvMGXKFOQdO4YuADoDiDKZcFeDBmgY\nEgJjYODt6beffw4cPar1T0lUNiZeIqJiGLgSkXdbuRIYM4YZialSOuDvjz15eYgAEKV1Z4hcgYmX\niMgOBq5E5P1YTocqoeLlbXRT7obIGUy8RERlYOBKRL6B5XSIiLzPpEnAlClMvEREZWLgSkS+g+V0\niIi8g8EALFoETJigdU+IyEsYte4AEZHLhIcDycnAvHnKOikiItKfwEBg+XIGrUTkEI64EpFvcrac\nTvXqQGam+/pFRFSZMVswETmJgSsR+T575XQCAoDgYCAyUikv0rkzcOsWEBHBtbJERK7EbMFEVEEM\nXImIimOJHSIi12C2YCJyET+tO0BEpDujRyvThVlih4jItho1lKDUzw+4ds3+LBZmCyYiF+GIKxGR\nPSyxQ0RUFEdQiUgjDFyJiErDEjtEVJkZjcDgwUBsLEdQiUhTDFyJiMpiNgMLFgDx8cCVK1r3hojI\nM5gBmIh0hIErEVF5OVtih4jImzADMBHpEANXIiJnlFZiJzsbOHRIGaklIvIWXL9KRDrGwJWIyB24\nNpaI9KJVKyA8XKlTff06MwATkVdi4EpE5C5cG0tEnlKjBtC4MVCrFgNSIvJJDFyJiNyNa2OJyF24\nHpWIKgkGrkREnsS1sUTkClyPSkSVDANXIiI94dpYIrJq2VKZAsz1qEREDFyJiHSHa2OJKjeDAVi0\nCJgwQeueEBHpBgNXIiK94tpYosonMBBISgJGj9a6J0REusLAlYjIG5S2NtY6hbBTJ2D/fmWkhiO1\nRN4nJgb48EOgTRute0JEpDsMXImIfA1Haom8CzMDExGViYErEZEvYxZjIv1iZmAionJj4EpEVJkx\nizGR64SEAE89BXTsqEzbtzetn5mBiYgcxsCViKiyYxZjoorhyCkRkdsxcCUiIgXXxhIV1bo10Ls3\ncPIkR06JiDTGwJWIiEoqK4txRASQkQGsWwdcu6Z1b4lci8mSiIh0h4ErERE5z9lRWpOJSaHI/Rw9\nzzjll4hItxi4EhGRa5Sn1qx1amX9+pyWTO5TOAC9cKH85yWn/BIR6RYDVyIi0lZ5A96ICOCLLyqe\nRCo4GOjfHzhxAkhJKf/roqKAli2Bb75R+kieVbs2MGQI0LChkrGXASgRUaXCwJWIiLyLs9OTbU0D\ndWSU2BoMMYmVZ3H6LhERgYErERF5M2cCT3ce/8oV4MwZ4OJFruG1h7VOiYjICQxciYiIXM3XR2Wr\nV1cC0NOny/8ajpwSEVEFMHAlIiJyp/KMCrdvr5QXWr3asUC3SxegUycgNRX48Uf3v6548Kn1iDcR\nEVUaDFyJiIj0xNlg0NOvIyIi8iAGrkRERERERKRrRq07QERERERERFQaBq5ERERERESkawxciYiI\niIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERERLrGwJWIiIiIiIh0jYErERERERER6RoD\nVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERE\nRLrGwJWIiIiIiIh0jYErERERERER6RoDVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIR\nEREREZGuMXAlIiIiIiIiXWPgSkRERERERLrGwJWIiIiIiIh0jYErERERERER6RoDVyIiIiIiItI1\nBq5ERERERESkawxciYiIiIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERERLrGwJWIiIiI\niIh0jYErERERERER6RoDVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIREREREZGuMXAl\nIiIiIiIiXWPgSkRERERERLrGwJWIiIiIiIh0jYErERERERER6RoDVyIiIiIiItI1Bq5ERERERESk\nawxciYiIiIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERERLrGwJWIiIiIiIh0jYErERER\nERER6RoDVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPg\nSkRERERERLrGwJWIiIiIiIh0jYErERERERER6RoDVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiI\nSNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERERLrGwJWIiIiIiIh0jYErERERERER6RoDVyIi\nIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIREREREZGuMXAlIiIiIiIiXWPgSkRERERERLrG\nwJWIiIiIiIh0jYErERERERER6RoDVyIiIiIiItI1Bq5ERERERESkawxciYiIiIiISNcYuBIRERER\nEZGuMXAlIiIiIiIiXfv/ana1YSRkjyAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112521710>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(G_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Exercise\n",
    "\n",
    "Try visualizing the graph using a CircosPlot. Order the nodes by their connectivity in the **original** graph, but plot only the **filtered** graph edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kjR72+XxiutqiRYukbfGhCFu3bpWGRZxyyilQFAWtra1CIAHy9K/f//734nFh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\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ymeB2uzExMcGLD2GRh69Go1kiVSPdcW9vL1pbW6FWq9HQ0ACDwZAmedDpdJibm0N/fz/7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HXrFvXBNRgMa2y2HA4HTUnj8XjU5H8nYBgGV69ehd/vh0QiwYULF0qS/GQyifv378NqtSKd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ZJBIJ2Gw25PP5nqly97EwglkqlaDVaqHValGpVKBSqWAymVCr1ZDL5ZBIJEhiM+i1KZVK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8iAiHwRHAwGa1IFDgQCtCGu0sVLITiOg8fjgaIo1MtsVATnWwIcDgesVitNZiCQKlytq3zk86Ud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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112c6b080>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 352
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n in G_filtered.nodes():\n",
    "    G_filtered.node[n]['connectivity'] = len(G.neighbors(n))\n",
    "\n",
    "c = CircosPlot(G_filtered, node_order='connectivity')\n",
    "c.draw()\n",
    "plt.savefig('images/divvy.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "In this visual, nodes are sorted from highest connectivity to lowest connectivity in the **unfiltered** graph.\n",
    "\n",
    "Edges represent only trips that were taken >100 times between those two nodes.\n",
    "\n",
    "Some things should be quite evident here. There are lots of trips between the highly connected nodes and other nodes, but there are local \"high traffic\" connections between stations of low connectivity as well (nodes in the top-right quadrant)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Saving NetworkX Graph Files\n",
    "\n",
    "NetworkX's API offers many formats for storing graphs to disk. If you intend to work exclusively with NetworkX, then pickling the file to disk is probably the easiest way.\n",
    "\n",
    "To write to disk: \n",
    "\n",
    "    nx.write_gpickle(G, handle)\n",
    "\n",
    "To load from disk:\n",
    "    \n",
    "    G = nx.read_gpickle(handle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "nx.write_gpickle(G, 'datasets/divvy_2013/divvy_graph.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(5,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 30,\n",
       "   'latitude': 41.87395806,\n",
       "   'longitude': -87.62773949,\n",
       "   'name': 'State St & Harrison St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (13,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 66,\n",
       "   'latitude': 41.93250008,\n",
       "   'longitude': -87.65268082,\n",
       "   'name': 'Wilton Ave & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (14,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 163,\n",
       "   'latitude': 41.858086,\n",
       "   'longitude': -87.651073,\n",
       "   'name': 'Morgan St & 18th St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (15,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 164,\n",
       "   'latitude': 41.85818061,\n",
       "   'longitude': -87.65648665,\n",
       "   'name': 'Racine Ave & 18th St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (16,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 223,\n",
       "   'latitude': 41.910329,\n",
       "   'longitude': -87.672516,\n",
       "   'name': 'Wood St & North Ave',\n",
       "   'online date': Timestamp('2013-08-12 00:00:00')}),\n",
       " (17,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 246,\n",
       "   'latitude': 41.90332,\n",
       "   'longitude': -87.67273,\n",
       "   'name': 'Wood St & Division St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (19,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 139,\n",
       "   'latitude': 41.869417,\n",
       "   'longitude': -87.660996,\n",
       "   'name': 'Loomis St & Taylor St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (20,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 154,\n",
       "   'latitude': 41.90959193,\n",
       "   'longitude': -87.65349723,\n",
       "   'name': 'Sheffield Ave & Kingsbury St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (21,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 157,\n",
       "   'latitude': 41.87772613,\n",
       "   'longitude': -87.65478743,\n",
       "   'name': 'Aberdeen St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (22,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 160,\n",
       "   'latitude': 41.8694821,\n",
       "   'longitude': -87.6554864,\n",
       "   'name': 'May St & Taylor St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (23,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 172,\n",
       "   'latitude': 41.902924,\n",
       "   'longitude': -87.637715,\n",
       "   'name': 'Orleans St & Elm St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (24,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 262,\n",
       "   'latitude': 41.89186,\n",
       "   'longitude': -87.62062,\n",
       "   'name': 'Fairbanks Ct & Grand Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (25,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 34,\n",
       "   'latitude': 41.897659999999995,\n",
       "   'longitude': -87.62351,\n",
       "   'name': 'Michigan Ave & Pearson St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (26,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 51,\n",
       "   'latitude': 41.891020000000005,\n",
       "   'longitude': -87.6173,\n",
       "   'name': 'McClurg Ct & Illinois St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (27,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 174,\n",
       "   'latitude': 41.91021,\n",
       "   'longitude': -87.6435,\n",
       "   'name': 'Larrabee St & North Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (28,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 282,\n",
       "   'latitude': 41.91468,\n",
       "   'longitude': -87.64331999999999,\n",
       "   'name': 'Larrabee St & Menomonee St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (29,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 290,\n",
       "   'latitude': 41.90068,\n",
       "   'longitude': -87.6626,\n",
       "   'name': 'Noble St & Milwaukee Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (30,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 248,\n",
       "   'latitude': 41.899643,\n",
       "   'longitude': -87.6677,\n",
       "   'name': 'Ashland Ave & Augusta Blvd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (31,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 17,\n",
       "   'latitude': 41.89680204,\n",
       "   'longitude': -87.63563839,\n",
       "   'name': 'Franklin St & Chicago Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (32,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 76,\n",
       "   'latitude': 41.87464,\n",
       "   'longitude': -87.65703,\n",
       "   'name': 'Racine Ave & Congress Pkwy',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (33,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 3,\n",
       "   'latitude': 41.877181,\n",
       "   'longitude': -87.627844,\n",
       "   'name': 'State St & Van Buren St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (34,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 124,\n",
       "   'latitude': 41.92675599,\n",
       "   'longitude': -87.63442878,\n",
       "   'name': 'Cannon Dr & Fullerton Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (35,\n",
       "  {'dpcapacity': 35,\n",
       "   'landmark': 22,\n",
       "   'latitude': 41.891071000000004,\n",
       "   'longitude': -87.6122,\n",
       "   'name': 'Streeter Dr & Illinois St',\n",
       "   'online date': Timestamp('2013-08-05 00:00:00')}),\n",
       " (36,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 19,\n",
       "   'latitude': 41.87770796,\n",
       "   'longitude': -87.63532114,\n",
       "   'name': 'Franklin St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (37,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 20,\n",
       "   'latitude': 41.87935636,\n",
       "   'longitude': -87.62979104,\n",
       "   'name': 'Dearborn St & Adams St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (42,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 170,\n",
       "   'latitude': 41.85323876,\n",
       "   'longitude': -87.62533709,\n",
       "   'name': 'Wabash Ave & Cermak Rd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (43,\n",
       "  {'dpcapacity': 43,\n",
       "   'landmark': 1,\n",
       "   'latitude': 41.88389277,\n",
       "   'longitude': -87.62464914,\n",
       "   'name': 'Michigan Ave & Washington St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (44,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 2,\n",
       "   'latitude': 41.8847302,\n",
       "   'longitude': -87.62773357,\n",
       "   'name': 'State St & Randolph St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (45,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 40,\n",
       "   'latitude': 41.876065600000004,\n",
       "   'longitude': -87.62443336,\n",
       "   'name': 'Michigan Ave & Congress Pkwy',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (46,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 46,\n",
       "   'latitude': 41.89993001,\n",
       "   'longitude': -87.63443007,\n",
       "   'name': 'Wells St & Walton St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (47,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 50,\n",
       "   'latitude': 41.889179999999996,\n",
       "   'longitude': -87.6277,\n",
       "   'name': 'State St & Kinzie St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (48,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 12,\n",
       "   'latitude': 41.897764,\n",
       "   'longitude': -87.642884,\n",
       "   'name': 'Larrabee St & Kingsbury St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (49,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 49,\n",
       "   'latitude': 41.88131982,\n",
       "   'longitude': -87.62952092,\n",
       "   'name': 'Dearborn St & Monroe St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (50,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 9,\n",
       "   'latitude': 41.87593267,\n",
       "   'longitude': -87.63058454,\n",
       "   'name': 'Clark St & Congress Pkwy',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (51,\n",
       "  {'dpcapacity': 31,\n",
       "   'landmark': 5,\n",
       "   'latitude': 41.88457623,\n",
       "   'longitude': -87.63188991,\n",
       "   'name': 'Clark St & Randolph St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (52,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 43,\n",
       "   'latitude': 41.88605812,\n",
       "   'longitude': -87.62428934,\n",
       "   'name': 'Michigan Ave & Lake St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (53,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 64,\n",
       "   'latitude': 41.893832,\n",
       "   'longitude': -87.63419499999999,\n",
       "   'name': 'Wells St & Erie St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (54,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 44,\n",
       "   'latitude': 41.89636246,\n",
       "   'longitude': -87.65406127,\n",
       "   'name': 'Ogden Ave & Chicago Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (55,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 166,\n",
       "   'latitude': 41.865860999999995,\n",
       "   'longitude': -87.646611,\n",
       "   'name': 'Halsted St & James M Rochford St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (56,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 39,\n",
       "   'latitude': 41.88871604,\n",
       "   'longitude': -87.64444785,\n",
       "   'name': 'Desplaines St & Kinzie St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (57,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 327,\n",
       "   'latitude': 41.86711778,\n",
       "   'longitude': -87.64108796,\n",
       "   'name': 'Clinton St & Roosevelt Rd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (58,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 25,\n",
       "   'latitude': 41.91785887,\n",
       "   'longitude': -87.66891899999999,\n",
       "   'name': 'Ashland Ave & Armitage Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (59,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 31,\n",
       "   'latitude': 41.867173,\n",
       "   'longitude': -87.62595501,\n",
       "   'name': 'Wabash Ave & Roosevelt Rd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (60,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 58,\n",
       "   'latitude': 41.91057803,\n",
       "   'longitude': -87.64942193,\n",
       "   'name': 'Dayton St & North Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (61,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 221,\n",
       "   'latitude': 41.907655,\n",
       "   'longitude': -87.672552,\n",
       "   'name': 'Wood St & Milwaukee Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (62,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 106,\n",
       "   'latitude': 41.85137517,\n",
       "   'longitude': -87.61883465,\n",
       "   'name': 'McCormick Place',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (66,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 21,\n",
       "   'latitude': 41.88583274,\n",
       "   'longitude': -87.64138231,\n",
       "   'name': 'Clinton St & Lake St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (67,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 60,\n",
       "   'latitude': 41.92560188,\n",
       "   'longitude': -87.65370804,\n",
       "   'name': 'Sheffield Ave & Fullerton Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (68,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 37,\n",
       "   'latitude': 41.875885,\n",
       "   'longitude': -87.640795,\n",
       "   'name': 'Clinton St & Tilden St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (69,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 65,\n",
       "   'latitude': 41.90939601,\n",
       "   'longitude': -87.67769193,\n",
       "   'name': 'Damen Ave & Pierce Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (71,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 72,\n",
       "   'latitude': 41.88548331,\n",
       "   'longitude': -87.65230486,\n",
       "   'name': 'Morgan St & Lake St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (72,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 148,\n",
       "   'latitude': 41.86012138,\n",
       "   'longitude': -87.62772919,\n",
       "   'name': 'State St & 16th St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (73,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 38,\n",
       "   'latitude': 41.880421999999996,\n",
       "   'longitude': -87.642746,\n",
       "   'name': 'Jefferson St & Monroe St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (74,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 265,\n",
       "   'latitude': 41.89384315,\n",
       "   'longitude': -87.64185116,\n",
       "   'name': 'Kingsbury St & Erie St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (75,\n",
       "  {'dpcapacity': 35,\n",
       "   'landmark': 138,\n",
       "   'latitude': 41.87811421,\n",
       "   'longitude': -87.63997112,\n",
       "   'name': 'Canal St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (76,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 300,\n",
       "   'latitude': 41.88105,\n",
       "   'longitude': -87.61697,\n",
       "   'name': 'Lake Shore Dr & Monroe St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (77,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 301,\n",
       "   'latitude': 41.8815824,\n",
       "   'longitude': -87.64127743,\n",
       "   'name': 'Clinton St & Madison St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (80,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 156,\n",
       "   'latitude': 41.881487,\n",
       "   'longitude': -87.654752,\n",
       "   'name': 'Aberdeen St & Madison St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (81,\n",
       "  {'dpcapacity': 47,\n",
       "   'landmark': 23,\n",
       "   'latitude': 41.884337,\n",
       "   'longitude': -87.630183,\n",
       "   'name': 'Daley Center Plaza',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (84,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 33,\n",
       "   'latitude': 41.891733,\n",
       "   'longitude': -87.64872700000001,\n",
       "   'name': 'Green St & Milwaukee Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (85,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 42,\n",
       "   'latitude': 41.90096039,\n",
       "   'longitude': -87.62377664,\n",
       "   'name': 'Michigan Ave & Oak St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (86,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 289,\n",
       "   'latitude': 41.89637337,\n",
       "   'longitude': -87.66098386,\n",
       "   'name': 'Eckhart Park',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (87,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 189,\n",
       "   'latitude': 41.92556258,\n",
       "   'longitude': -87.65840426,\n",
       "   'name': 'Racine Ave & Fullerton Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (88,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 155,\n",
       "   'latitude': 41.88397,\n",
       "   'longitude': -87.655688,\n",
       "   'name': 'May St & Randolph St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (90,\n",
       "  {'dpcapacity': 35,\n",
       "   'landmark': 8,\n",
       "   'latitude': 41.8810317,\n",
       "   'longitude': -87.62408432,\n",
       "   'name': 'Millennium Park',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (91,\n",
       "  {'dpcapacity': 31,\n",
       "   'landmark': 10,\n",
       "   'latitude': 41.883379999999995,\n",
       "   'longitude': -87.64116999999999,\n",
       "   'name': 'Clinton St & Washington Blvd',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (92,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 196,\n",
       "   'latitude': 41.894556,\n",
       "   'longitude': -87.653449,\n",
       "   'name': 'Carpenter St & Huron St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (93,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 190,\n",
       "   'latitude': 41.913688,\n",
       "   'longitude': -87.652855,\n",
       "   'name': 'Sheffield Ave & Willow St',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (94,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 146,\n",
       "   'latitude': 41.918273,\n",
       "   'longitude': -87.638116,\n",
       "   'name': 'Lincoln Ave & Armitage Ave',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (97,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 29,\n",
       "   'latitude': 41.865212,\n",
       "   'longitude': -87.61775899999999,\n",
       "   'name': 'Museum Campus',\n",
       "   'online date': Timestamp('2013-06-28 00:00:00')}),\n",
       " (98,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 6,\n",
       "   'latitude': 41.882664,\n",
       "   'longitude': -87.63253,\n",
       "   'name': 'LaSalle St & Washington St',\n",
       "   'online date': Timestamp('2013-07-15 00:00:00')}),\n",
       " (99,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 337,\n",
       "   'latitude': 41.89257,\n",
       "   'longitude': -87.614492,\n",
       "   'name': 'Lake Shore Dr & Ohio St',\n",
       "   'online date': Timestamp('2013-07-15 00:00:00')}),\n",
       " (100,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 13,\n",
       "   'latitude': 41.888243,\n",
       "   'longitude': -87.63639,\n",
       "   'name': 'Orleans St & Merchandise Mart Plaza',\n",
       "   'online date': Timestamp('2013-07-16 00:00:00')}),\n",
       " (106,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 14,\n",
       "   'latitude': 41.897448,\n",
       "   'longitude': -87.628722,\n",
       "   'name': 'State St & Pearson St',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (108,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 27,\n",
       "   'latitude': 41.87184,\n",
       "   'longitude': -87.64664,\n",
       "   'name': 'Halsted St & Polk St',\n",
       "   'online date': Timestamp('2013-08-06 00:00:00')}),\n",
       " (109,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 28,\n",
       "   'latitude': 41.8745,\n",
       "   'longitude': -87.6498,\n",
       "   'name': '900 W Harrison',\n",
       "   'online date': Timestamp('2013-08-06 00:00:00')}),\n",
       " (110,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 45,\n",
       "   'latitude': 41.893975,\n",
       "   'longitude': -87.628623,\n",
       "   'name': 'State St & Erie St',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (111,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 52,\n",
       "   'latitude': 41.894666,\n",
       "   'longitude': -87.638437,\n",
       "   'name': 'Sedgwick St & Huron St',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (112,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 53,\n",
       "   'latitude': 41.884078,\n",
       "   'longitude': -87.648684,\n",
       "   'name': 'Green St & Randolph St',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (113,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 59,\n",
       "   'latitude': 41.918440000000004,\n",
       "   'longitude': -87.65222,\n",
       "   'name': 'Bissell St & Armitage Ave',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (114,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 62,\n",
       "   'latitude': 41.94688,\n",
       "   'longitude': -87.65445,\n",
       "   'name': 'Sheffield Ave & Addison St',\n",
       "   'online date': Timestamp('2013-08-02 00:00:00')}),\n",
       " (115,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 67,\n",
       "   'latitude': 41.936253,\n",
       "   'longitude': -87.653566,\n",
       "   'name': 'Sheffield Ave & Wellington Ave',\n",
       "   'online date': Timestamp('2013-07-22 00:00:00')}),\n",
       " (116,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 68,\n",
       "   'latitude': 41.915533,\n",
       "   'longitude': -87.687051,\n",
       "   'name': 'Western Ave & Winnebago Ave',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (117,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 69,\n",
       "   'latitude': 41.94018,\n",
       "   'longitude': -87.65304,\n",
       "   'name': 'Wilton Ave & Belmont Ave',\n",
       "   'online date': Timestamp('2013-08-02 00:00:00')}),\n",
       " (118,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 70,\n",
       "   'latitude': 41.910579,\n",
       "   'longitude': -87.63861800000001,\n",
       "   'name': 'Sedgwick St & North Ave',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (119,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 73,\n",
       "   'latitude': 41.88541,\n",
       "   'longitude': -87.66731999999999,\n",
       "   'name': 'Ashland Ave & Lake St',\n",
       "   'online date': Timestamp('2013-07-28 00:00:00')}),\n",
       " (120,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 75,\n",
       "   'latitude': 41.854564,\n",
       "   'longitude': -87.631937,\n",
       "   'name': 'Wentworth Ave & Archer Ave',\n",
       "   'online date': Timestamp('2013-08-06 00:00:00')}),\n",
       " (121,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 398,\n",
       "   'latitude': 41.802562,\n",
       "   'longitude': -87.59036800000001,\n",
       "   'name': 'Blackstone Ave & Hyde Park Blvd',\n",
       "   'online date': Timestamp('2013-08-28 00:00:00')}),\n",
       " (122,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 81,\n",
       "   'latitude': 41.875009999999996,\n",
       "   'longitude': -87.67328,\n",
       "   'name': 'Congress Pkwy & Ogden Ave',\n",
       "   'online date': Timestamp('2013-07-28 00:00:00')}),\n",
       " (123,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 84,\n",
       "   'latitude': 41.922695000000004,\n",
       "   'longitude': -87.697153,\n",
       "   'name': 'California Ave & Milwaukee Ave',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (124,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 89,\n",
       "   'latitude': 41.855048,\n",
       "   'longitude': -87.675726,\n",
       "   'name': 'Damen Ave & Cullerton St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (126,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 128,\n",
       "   'latitude': 41.911791,\n",
       "   'longitude': -87.63184100000001,\n",
       "   'name': 'Clark St & North Ave',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (127,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 131,\n",
       "   'latitude': 41.925905,\n",
       "   'longitude': -87.64926,\n",
       "   'name': 'Lincoln Ave & Fullerton Ave',\n",
       "   'online date': Timestamp('2013-10-29 00:00:00')}),\n",
       " (128,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 132,\n",
       "   'latitude': 41.895769,\n",
       "   'longitude': -87.67721999999999,\n",
       "   'name': 'Damen Ave & Chicago Ave',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (129,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 135,\n",
       "   'latitude': 41.857556,\n",
       "   'longitude': -87.661535,\n",
       "   'name': 'Blue Island Ave & 18th St',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (130,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 136,\n",
       "   'latitude': 41.90331,\n",
       "   'longitude': -87.67695,\n",
       "   'name': 'Damen Ave & Division St',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (131,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 140,\n",
       "   'latitude': 41.939365,\n",
       "   'longitude': -87.668385,\n",
       "   'name': 'Lincoln Ave & Belmont Ave',\n",
       "   'online date': Timestamp('2013-09-23 00:00:00')}),\n",
       " (132,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 149,\n",
       "   'latitude': 41.849237,\n",
       "   'longitude': -87.631715,\n",
       "   'name': 'Wentworth Ave & 24th St',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (134,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 158,\n",
       "   'latitude': 41.877749,\n",
       "   'longitude': -87.649633,\n",
       "   'name': 'Peoria St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (135,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 162,\n",
       "   'latitude': 41.85378,\n",
       "   'longitude': -87.64665,\n",
       "   'name': 'Halsted St & 21st St',\n",
       "   'online date': Timestamp('2013-07-24 00:00:00')}),\n",
       " (136,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 165,\n",
       "   'latitude': 41.865054,\n",
       "   'longitude': -87.656959,\n",
       "   'name': 'Racine Ave & 13th St',\n",
       "   'online date': Timestamp('2013-07-31 00:00:00')}),\n",
       " (137,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 169,\n",
       "   'latitude': 41.862378,\n",
       "   'longitude': -87.651062,\n",
       "   'name': 'Morgan Ave & 14th Pl',\n",
       "   'online date': Timestamp('2013-07-31 00:00:00')}),\n",
       " (138,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 171,\n",
       "   'latitude': 41.904509000000004,\n",
       "   'longitude': -87.6405,\n",
       "   'name': 'Clybourn Ave & Division St',\n",
       "   'online date': Timestamp('2013-08-05 00:00:00')}),\n",
       " (140,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 173,\n",
       "   'latitude': 41.899007,\n",
       "   'longitude': -87.629928,\n",
       "   'name': 'Dearborn Pkwy & Delaware Pl',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (141,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 179,\n",
       "   'latitude': 41.915689,\n",
       "   'longitude': -87.6346,\n",
       "   'name': 'Clark St & Lincoln Ave',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (143,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 191,\n",
       "   'latitude': 41.92197,\n",
       "   'longitude': -87.63854,\n",
       "   'name': 'Sedgwick St & Webster Ave',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (144,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 193,\n",
       "   'latitude': 41.92175,\n",
       "   'longitude': -87.64401,\n",
       "   'name': 'Larrabee St & Webster Ave',\n",
       "   'online date': Timestamp('2013-08-02 00:00:00')}),\n",
       " (146,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 206,\n",
       "   'latitude': 41.877945000000004,\n",
       "   'longitude': -87.66200699999999,\n",
       "   'name': 'Loomis St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-07-28 00:00:00')}),\n",
       " (147,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 212,\n",
       "   'latitude': 41.8457,\n",
       "   'longitude': -87.62248000000001,\n",
       "   'name': 'Indiana Ave & 26th St',\n",
       "   'online date': Timestamp('2013-07-23 00:00:00')}),\n",
       " (148,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 216,\n",
       "   'latitude': 41.834734000000005,\n",
       "   'longitude': -87.625813,\n",
       "   'name': 'State St & 33rd St',\n",
       "   'online date': Timestamp('2013-08-27 00:00:00')}),\n",
       " (149,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 217,\n",
       "   'latitude': 41.8349,\n",
       "   'longitude': -87.61793,\n",
       "   'name': 'Calumet Ave & 33rd St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (150,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 220,\n",
       "   'latitude': 41.838556,\n",
       "   'longitude': -87.60821800000001,\n",
       "   'name': 'Fort Dearborn Dr & 31st St',\n",
       "   'online date': Timestamp('2013-07-23 00:00:00')}),\n",
       " (152,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 226,\n",
       "   'latitude': 41.932225,\n",
       "   'longitude': -87.658617,\n",
       "   'name': 'Lincoln Ave & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (153,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 228,\n",
       "   'latitude': 41.93584,\n",
       "   'longitude': -87.6637,\n",
       "   'name': 'Southport Ave & Wellington Ave',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (154,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 229,\n",
       "   'latitude': 41.93949,\n",
       "   'longitude': -87.66378,\n",
       "   'name': 'Southport Ave & Belmont Ave',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (156,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 232,\n",
       "   'latitude': 41.93649682,\n",
       "   'longitude': -87.64753866,\n",
       "   'name': 'Clark St & Wellington Ave',\n",
       "   'online date': Timestamp('2013-08-02 00:00:00')}),\n",
       " (157,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 234,\n",
       "   'latitude': 41.936669,\n",
       "   'longitude': -87.636794,\n",
       "   'name': 'Lake Shore Dr & Wellington Ave',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (158,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 243,\n",
       "   'latitude': 41.912616,\n",
       "   'longitude': -87.681391,\n",
       "   'name': 'Milwaukee Ave & Wabansia Ave',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (159,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 245,\n",
       "   'latitude': 41.907781,\n",
       "   'longitude': -87.685854,\n",
       "   'name': 'Claremont Ave & Hirsch St',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (160,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 257,\n",
       "   'latitude': 41.910534999999996,\n",
       "   'longitude': -87.68955600000001,\n",
       "   'name': 'Campbell Ave & North Ave',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (162,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 268,\n",
       "   'latitude': 41.93588,\n",
       "   'longitude': -87.67841999999999,\n",
       "   'name': 'Damen Ave & Wellington Ave',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (163,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 271,\n",
       "   'latitude': 41.93186,\n",
       "   'longitude': -87.67079,\n",
       "   'name': 'Paulina St & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (164,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 272,\n",
       "   'latitude': 41.885837,\n",
       "   'longitude': -87.6355,\n",
       "   'name': 'Franklin St & Lake St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (165,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 275,\n",
       "   'latitude': 41.94893,\n",
       "   'longitude': -87.65775,\n",
       "   'name': 'Clark St & Waveland Ave',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (166,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 296,\n",
       "   'latitude': 41.92883,\n",
       "   'longitude': -87.66850699999999,\n",
       "   'name': 'Ashland Ave & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (167,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 306,\n",
       "   'latitude': 41.8492,\n",
       "   'longitude': -87.67564,\n",
       "   'name': 'Damen Ave & Coulter St',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (168,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 310,\n",
       "   'latitude': 41.864059000000005,\n",
       "   'longitude': -87.623727,\n",
       "   'name': 'Michigan Ave & 14th St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (169,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 326,\n",
       "   'latitude': 41.874337,\n",
       "   'longitude': -87.639566,\n",
       "   'name': 'Canal St & Harrison St',\n",
       "   'online date': Timestamp('2013-07-23 00:00:00')}),\n",
       " (170,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 329,\n",
       "   'latitude': 41.85795,\n",
       "   'longitude': -87.640826,\n",
       "   'name': 'Clinton St & 18th St',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (171,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 331,\n",
       "   'latitude': 41.855136,\n",
       "   'longitude': -87.654127,\n",
       "   'name': 'May St & Cullerton St',\n",
       "   'online date': Timestamp('2013-07-25 00:00:00')}),\n",
       " (173,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 338,\n",
       "   'latitude': 41.89691,\n",
       "   'longitude': -87.62174300000001,\n",
       "   'name': 'Mies van der Rohe Way & Chicago Ave',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (174,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 341,\n",
       "   'latitude': 41.882090999999996,\n",
       "   'longitude': -87.639833,\n",
       "   'name': 'Canal St & Madison St',\n",
       "   'online date': Timestamp('2013-07-28 00:00:00')}),\n",
       " (175,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 344,\n",
       "   'latitude': 41.872372999999996,\n",
       "   'longitude': -87.633523,\n",
       "   'name': 'Wells St & Polk St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (176,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 349,\n",
       "   'latitude': 41.903233,\n",
       "   'longitude': -87.631253,\n",
       "   'name': 'Clark St & Elm St',\n",
       "   'online date': Timestamp('2013-08-01 00:00:00')}),\n",
       " (177,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 350,\n",
       "   'latitude': 41.926277,\n",
       "   'longitude': -87.630834,\n",
       "   'name': 'Theater on the Lake',\n",
       "   'online date': Timestamp('2013-08-13 00:00:00')}),\n",
       " (178,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 408,\n",
       "   'latitude': 41.856594,\n",
       "   'longitude': -87.627542,\n",
       "   'name': 'State St & 19th St',\n",
       "   'online date': Timestamp('2013-07-23 00:00:00')}),\n",
       " (179,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 420,\n",
       "   'latitude': 41.822559999999996,\n",
       "   'longitude': -87.61615,\n",
       "   'name': 'Martin Luther King Dr & Oakwood Blvd',\n",
       "   'online date': Timestamp('2013-07-24 00:00:00')}),\n",
       " (181,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 430,\n",
       "   'latitude': 41.890749,\n",
       "   'longitude': -87.63206,\n",
       "   'name': 'LaSalle St & Illinois St',\n",
       "   'online date': Timestamp('2013-07-21 00:00:00')}),\n",
       " (183,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 142,\n",
       "   'latitude': 41.899714,\n",
       "   'longitude': -87.677234,\n",
       "   'name': 'Damen Ave & Augusta Blvd',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (184,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 82,\n",
       "   'latitude': 41.83104,\n",
       "   'longitude': -87.62688,\n",
       "   'name': 'State St & 35th St',\n",
       "   'online date': Timestamp('2013-08-03 00:00:00')}),\n",
       " (185,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 266,\n",
       "   'latitude': 41.917741,\n",
       "   'longitude': -87.69139200000001,\n",
       "   'name': 'Stave St & Armitage Ave',\n",
       "   'online date': Timestamp('2013-07-26 00:00:00')}),\n",
       " (186,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 194,\n",
       "   'latitude': 41.891795,\n",
       "   'longitude': -87.658751,\n",
       "   'name': 'Ogden Ave & Race Ave',\n",
       "   'online date': Timestamp('2013-07-28 00:00:00')}),\n",
       " (188,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 295,\n",
       "   'latitude': 41.925329999999995,\n",
       "   'longitude': -87.6658,\n",
       "   'name': 'Greenview Ave & Fullerton Ave',\n",
       "   'online date': Timestamp('2013-07-29 00:00:00')}),\n",
       " (190,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 298,\n",
       "   'latitude': 41.92888,\n",
       "   'longitude': -87.66317,\n",
       "   'name': 'Southport Ave & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-08-06 00:00:00')}),\n",
       " (191,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 56,\n",
       "   'latitude': 41.8807,\n",
       "   'longitude': -87.63946999999999,\n",
       "   'name': 'Canal St & Monroe St',\n",
       "   'online date': Timestamp('2013-08-07 00:00:00')}),\n",
       " (192,\n",
       "  {'dpcapacity': 27,\n",
       "   'landmark': 11,\n",
       "   'latitude': 41.87923,\n",
       "   'longitude': -87.640015,\n",
       "   'name': 'Canal St & Adams St',\n",
       "   'online date': Timestamp('2013-08-07 00:00:00')}),\n",
       " (193,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 213,\n",
       "   'latitude': 41.841707,\n",
       "   'longitude': -87.626938,\n",
       "   'name': 'State St & 29th St',\n",
       "   'online date': Timestamp('2013-08-23 00:00:00')}),\n",
       " (194,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 339,\n",
       "   'latitude': 41.887155,\n",
       "   'longitude': -87.62775,\n",
       "   'name': 'State St & Wacker Dr',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (195,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 263,\n",
       "   'latitude': 41.8853,\n",
       "   'longitude': -87.62077,\n",
       "   'name': 'Columbus Dr & Randolph St',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (196,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 427,\n",
       "   'latitude': 41.889875,\n",
       "   'longitude': -87.621994,\n",
       "   'name': 'Cityfront Plaza & N Water St',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (197,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 36,\n",
       "   'latitude': 41.882134,\n",
       "   'longitude': -87.625125,\n",
       "   'name': 'Michigan Ave & Madison St',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (198,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 159,\n",
       "   'latitude': 41.88175,\n",
       "   'longitude': -87.6478,\n",
       "   'name': 'Halsted St & Madison St',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (199,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 4,\n",
       "   'latitude': 41.891738000000004,\n",
       "   'longitude': -87.626937,\n",
       "   'name': 'Wabash Ave & Grand Ave',\n",
       "   'online date': Timestamp('2013-08-10 00:00:00')}),\n",
       " (200,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 90,\n",
       "   'latitude': 41.809851,\n",
       "   'longitude': -87.616279,\n",
       "   'name': 'King Dr & 47th St',\n",
       "   'online date': Timestamp('2013-08-14 00:00:00')}),\n",
       " (201,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 83,\n",
       "   'latitude': 41.82168,\n",
       "   'longitude': -87.6216,\n",
       "   'name': 'Indiana Ave & 40th St',\n",
       "   'online date': Timestamp('2013-08-14 00:00:00')}),\n",
       " (202,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 99,\n",
       "   'latitude': 41.857499,\n",
       "   'longitude': -87.646277,\n",
       "   'name': 'Halsted St & 18th St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (203,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 91,\n",
       "   'latitude': 41.85394,\n",
       "   'longitude': -87.685243,\n",
       "   'name': 'Western Ave & 21st St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (204,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 101,\n",
       "   'latitude': 41.7951,\n",
       "   'longitude': -87.61936,\n",
       "   'name': 'Prairie Ave & Garfield Blvd',\n",
       "   'online date': Timestamp('2013-08-14 00:00:00')}),\n",
       " (205,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 88,\n",
       "   'latitude': 41.857901,\n",
       "   'longitude': -87.668745,\n",
       "   'name': 'Paulina St & 18th St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (206,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 98,\n",
       "   'latitude': 41.847203,\n",
       "   'longitude': -87.646795,\n",
       "   'name': 'Halsted St & Archer Ave',\n",
       "   'online date': Timestamp('2013-08-14 00:00:00')}),\n",
       " (207,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 399,\n",
       "   'latitude': 41.843579999999996,\n",
       "   'longitude': -87.645368,\n",
       "   'name': 'Emerald Ave & 28th St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (208,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 307,\n",
       "   'latitude': 41.853809999999996,\n",
       "   'longitude': -87.665897,\n",
       "   'name': 'Ashland Ave & 21st St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (209,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 308,\n",
       "   'latitude': 41.849527,\n",
       "   'longitude': -87.640591,\n",
       "   'name': 'Normal Ave & Archer Ave',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (210,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 61,\n",
       "   'latitude': 41.903456,\n",
       "   'longitude': -87.66776999999999,\n",
       "   'name': 'Ashland Ave & Division St',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (211,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 16,\n",
       "   'latitude': 41.894448,\n",
       "   'longitude': -87.622663,\n",
       "   'name': 'St Clair St & Erie St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (212,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 264,\n",
       "   'latitude': 41.892238,\n",
       "   'longitude': -87.633985,\n",
       "   'name': 'Wells St & Ohio St',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (213,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 244,\n",
       "   'latitude': 41.910652,\n",
       "   'longitude': -87.6824,\n",
       "   'name': 'Leavitt St & North Ave',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (214,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 141,\n",
       "   'latitude': 41.891220000000004,\n",
       "   'longitude': -87.67685999999999,\n",
       "   'name': 'Damen Ave & Grand Ave',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (215,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 134,\n",
       "   'latitude': 41.881370000000004,\n",
       "   'longitude': -87.67493,\n",
       "   'name': 'Damen Ave & Madison St',\n",
       "   'online date': Timestamp('2013-08-15 00:00:00')}),\n",
       " (216,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 256,\n",
       "   'latitude': 41.903029,\n",
       "   'longitude': -87.697474,\n",
       "   'name': 'California Ave & Division St',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (217,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 197,\n",
       "   'latitude': 41.886773,\n",
       "   'longitude': -87.656001,\n",
       "   'name': 'May St & Fulton St',\n",
       "   'online date': Timestamp('2013-08-16 00:00:00')}),\n",
       " (218,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 180,\n",
       "   'latitude': 41.856802,\n",
       "   'longitude': -87.63387900000001,\n",
       "   'name': 'Wells St & 19th St',\n",
       "   'online date': Timestamp('2013-08-23 00:00:00')}),\n",
       " (219,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 133,\n",
       "   'latitude': 41.916027,\n",
       "   'longitude': -87.67741099999999,\n",
       "   'name': 'Damen Ave & Cortland Ave',\n",
       "   'online date': Timestamp('2013-08-20 00:00:00')}),\n",
       " (220,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 123,\n",
       "   'latitude': 41.93262,\n",
       "   'longitude': -87.642385,\n",
       "   'name': 'Hampden Ct & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-08-19 00:00:00')}),\n",
       " (222,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 242,\n",
       "   'latitude': 41.920195,\n",
       "   'longitude': -87.693033,\n",
       "   'name': 'Milwaukee Ave & Rockwell St',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (223,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 185,\n",
       "   'latitude': 41.918215999999994,\n",
       "   'longitude': -87.656936,\n",
       "   'name': 'Clifton Ave & Armitage Ave',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (224,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 181,\n",
       "   'latitude': 41.913778,\n",
       "   'longitude': -87.64884,\n",
       "   'name': 'Halsted St & Willow St',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (225,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 192,\n",
       "   'latitude': 41.919936,\n",
       "   'longitude': -87.64883,\n",
       "   'name': 'Halsted St & Dickens Ave',\n",
       "   'online date': Timestamp('2013-08-19 00:00:00')}),\n",
       " (226,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 230,\n",
       "   'latitude': 41.939743,\n",
       "   'longitude': -87.658865,\n",
       "   'name': 'Racine Ave & Belmont Ave',\n",
       "   'online date': Timestamp('2013-08-19 00:00:00')}),\n",
       " (227,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 235,\n",
       "   'latitude': 41.94815,\n",
       "   'longitude': -87.66394,\n",
       "   'name': 'Southport Ave & Waveland Ave',\n",
       "   'online date': Timestamp('2013-08-20 00:00:00')}),\n",
       " (228,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 143,\n",
       "   'latitude': 41.9406,\n",
       "   'longitude': -87.6785,\n",
       "   'name': 'Damen Ave & Melrose Ave',\n",
       "   'online date': Timestamp('2013-08-20 00:00:00')}),\n",
       " (229,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 71,\n",
       "   'latitude': 41.943739,\n",
       "   'longitude': -87.66402,\n",
       "   'name': 'Southport Ave & Roscoe St',\n",
       "   'online date': Timestamp('2013-08-29 00:00:00')}),\n",
       " (230,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 78,\n",
       "   'latitude': 41.94334,\n",
       "   'longitude': -87.67097,\n",
       "   'name': 'Lincoln Ave & Roscoe St',\n",
       "   'online date': Timestamp('2013-08-20 00:00:00')}),\n",
       " (231,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 130,\n",
       "   'latitude': 41.96167,\n",
       "   'longitude': -87.65464,\n",
       "   'name': 'Sheridan Rd & Montrose Ave',\n",
       "   'online date': Timestamp('2013-08-20 00:00:00')}),\n",
       " (232,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 273,\n",
       "   'latitude': 41.947835999999995,\n",
       "   'longitude': -87.645416,\n",
       "   'name': 'Pine Grove Ave & Addison St',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (233,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 409,\n",
       "   'latitude': 41.883004,\n",
       "   'longitude': -87.65114799999999,\n",
       "   'name': 'Sangamon St & Washington Blvd',\n",
       "   'online date': Timestamp('2013-08-29 00:00:00')}),\n",
       " (234,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 316,\n",
       "   'latitude': 41.961588,\n",
       "   'longitude': -87.666036,\n",
       "   'name': 'Clark St & Montrose Ave',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (236,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 410,\n",
       "   'latitude': 41.907576,\n",
       "   'longitude': -87.63851700000001,\n",
       "   'name': 'Sedgwick St & Schiller St',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (237,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 214,\n",
       "   'latitude': 41.842052,\n",
       "   'longitude': -87.617,\n",
       "   'name': 'Martin Luther King Dr & 29th St',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (238,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 92,\n",
       "   'latitude': 41.961626,\n",
       "   'longitude': -87.67410100000001,\n",
       "   'name': 'Ravenswood Ave & Montrose Ave',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (239,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 112,\n",
       "   'latitude': 41.966555,\n",
       "   'longitude': -87.688487,\n",
       "   'name': 'Western Ave & Leland Ave',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (240,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 63,\n",
       "   'latitude': 41.95434,\n",
       "   'longitude': -87.654601,\n",
       "   'name': 'Sheridan Rd & Irving Park Rd',\n",
       "   'online date': Timestamp('2013-08-21 00:00:00')}),\n",
       " (241,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 168,\n",
       "   'latitude': 41.871736999999996,\n",
       "   'longitude': -87.65103,\n",
       "   'name': 'Morgan St & Polk St',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (242,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 93,\n",
       "   'latitude': 41.967094,\n",
       "   'longitude': -87.679028,\n",
       "   'name': 'Damen Ave & Leland Ave',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (243,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 126,\n",
       "   'latitude': 41.962391,\n",
       "   'longitude': -87.684146,\n",
       "   'name': 'Lincoln Ave & Leavitt St',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (244,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 87,\n",
       "   'latitude': 41.95469,\n",
       "   'longitude': -87.67393,\n",
       "   'name': 'Ravenswood Ave & Irving Park Rd',\n",
       "   'online date': Timestamp('2013-08-22 00:00:00')}),\n",
       " (245,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 389,\n",
       "   'latitude': 41.961003999999996,\n",
       "   'longitude': -87.649603,\n",
       "   'name': 'Clarendon Ave & Junior Ter',\n",
       "   'online date': Timestamp('2013-08-26 00:00:00')}),\n",
       " (246,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 249,\n",
       "   'latitude': 41.956061,\n",
       "   'longitude': -87.668869,\n",
       "   'name': 'Ashland Ave & Belle Plaine Ave',\n",
       "   'online date': Timestamp('2013-08-26 00:00:00')}),\n",
       " (247,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 361,\n",
       "   'latitude': 41.795212,\n",
       "   'longitude': -87.580715,\n",
       "   'name': 'Shore Drive & 55th St',\n",
       "   'online date': Timestamp('2013-08-23 00:00:00')}),\n",
       " (248,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 362,\n",
       "   'latitude': 41.795264,\n",
       "   'longitude': -87.596471,\n",
       "   'name': 'Woodlawn Ave & 55th St',\n",
       "   'online date': Timestamp('2013-08-23 00:00:00')}),\n",
       " (249,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 388,\n",
       "   'latitude': 41.963982,\n",
       "   'longitude': -87.638181,\n",
       "   'name': 'Montrose Harbor',\n",
       "   'online date': Timestamp('2013-08-26 00:00:00')}),\n",
       " (250,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 269,\n",
       "   'latitude': 41.936083,\n",
       "   'longitude': -87.66980699999999,\n",
       "   'name': 'Ashland Ave & Wellington Ave',\n",
       "   'online date': Timestamp('2013-08-26 00:00:00')}),\n",
       " (251,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 385,\n",
       "   'latitude': 41.967968,\n",
       "   'longitude': -87.650001,\n",
       "   'name': 'Clarendon Ave & Leland Ave',\n",
       "   'online date': Timestamp('2013-08-26 00:00:00')}),\n",
       " (252,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 396,\n",
       "   'latitude': 41.809835,\n",
       "   'longitude': -87.59938299999999,\n",
       "   'name': 'Greenwood Ave & 47th St',\n",
       "   'online date': Timestamp('2013-08-27 00:00:00')}),\n",
       " (253,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 104,\n",
       "   'latitude': 41.968872999999995,\n",
       "   'longitude': -87.658857,\n",
       "   'name': 'Clifton Ave & Lawrence Ave',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (254,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 324,\n",
       "   'latitude': 41.954383,\n",
       "   'longitude': -87.648043,\n",
       "   'name': 'Pine Grove Ave & Irving Park Rd',\n",
       "   'online date': Timestamp('2013-09-09 00:00:00')}),\n",
       " (255,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 309,\n",
       "   'latitude': 41.867888,\n",
       "   'longitude': -87.623041,\n",
       "   'name': 'Indiana Ave & Roosevelt Rd',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (256,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 323,\n",
       "   'latitude': 41.952833,\n",
       "   'longitude': -87.64999300000001,\n",
       "   'name': 'Broadway & Sheridan Rd',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (257,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 253,\n",
       "   'latitude': 41.94911,\n",
       "   'longitude': -87.675112,\n",
       "   'name': 'Lincoln Ave & Waveland Ave',\n",
       "   'online date': Timestamp('2013-09-09 00:00:00')}),\n",
       " (258,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 145,\n",
       "   'latitude': 41.930584,\n",
       "   'longitude': -87.685126,\n",
       "   'name': 'Logan Blvd & Elston Ave',\n",
       "   'online date': Timestamp('2013-09-09 00:00:00')}),\n",
       " (259,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 259,\n",
       "   'latitude': 41.91855,\n",
       "   'longitude': -87.69723,\n",
       "   'name': 'California Ave & Francis Pl',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (260,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 85,\n",
       "   'latitude': 41.929567,\n",
       "   'longitude': -87.70785699999999,\n",
       "   'name': 'Kedzie Ave & Milwaukee Ave',\n",
       "   'online date': Timestamp('2013-09-17 00:00:00')}),\n",
       " (261,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 80,\n",
       "   'latitude': 41.871514000000005,\n",
       "   'longitude': -87.669886,\n",
       "   'name': 'Hermitage Ave & Polk St',\n",
       "   'online date': Timestamp('2013-09-05 00:00:00')}),\n",
       " (262,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 414,\n",
       "   'latitude': 41.827071000000004,\n",
       "   'longitude': -87.645801,\n",
       "   'name': 'Halsted St & 37th St',\n",
       "   'online date': Timestamp('2013-10-01 00:00:00')}),\n",
       " (263,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 215,\n",
       "   'latitude': 41.836208,\n",
       "   'longitude': -87.61353299999999,\n",
       "   'name': 'Rhodes Ave & 32nd St',\n",
       "   'online date': Timestamp('2013-09-17 00:00:00')}),\n",
       " (264,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 48,\n",
       "   'latitude': 41.886860999999996,\n",
       "   'longitude': -87.622694,\n",
       "   'name': 'Stetson Ave & South Water St',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (265,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 346,\n",
       "   'latitude': 41.822984999999996,\n",
       "   'longitude': -87.6071,\n",
       "   'name': 'Cottage Grove Ave & Oakwood Blvd',\n",
       "   'online date': Timestamp('2013-09-17 00:00:00')}),\n",
       " (267,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 117,\n",
       "   'latitude': 41.809443,\n",
       "   'longitude': -87.591875,\n",
       "   'name': 'Lake Park Ave & 47th St',\n",
       "   'online date': Timestamp('2013-09-17 00:00:00')}),\n",
       " (268,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 328,\n",
       "   'latitude': 41.911722,\n",
       "   'longitude': -87.626804,\n",
       "   'name': 'Lake Shore Dr & North Blvd',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (271,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 86,\n",
       "   'latitude': 41.816499,\n",
       "   'longitude': -87.60658199999999,\n",
       "   'name': 'Cottage Grove Ave & 43rd St',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (272,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 219,\n",
       "   'latitude': 41.838842,\n",
       "   'longitude': -87.62185699999999,\n",
       "   'name': 'Indiana Ave & 31st St',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (273,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 150,\n",
       "   'latitude': 41.857937,\n",
       "   'longitude': -87.623633,\n",
       "   'name': 'Michigan Ave & 18th St',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (274,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 304,\n",
       "   'latitude': 41.861267,\n",
       "   'longitude': -87.656625,\n",
       "   'name': 'Racine Ave & 15th St',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (275,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 354,\n",
       "   'latitude': 41.865234,\n",
       "   'longitude': -87.666507,\n",
       "   'name': 'Ashland Ave & 13th St',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (276,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 258,\n",
       "   'latitude': 41.91044,\n",
       "   'longitude': -87.6972,\n",
       "   'name': 'California Ave & North Ave',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (277,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 434,\n",
       "   'latitude': 41.891071999999994,\n",
       "   'longitude': -87.666611,\n",
       "   'name': 'Ashland Ave & Grand Ave',\n",
       "   'online date': Timestamp('2013-09-12 00:00:00')}),\n",
       " (278,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 417,\n",
       "   'latitude': 41.830628999999995,\n",
       "   'longitude': -87.64129,\n",
       "   'name': 'Wallace Ave & 35th St',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (279,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 413,\n",
       "   'latitude': 41.830661,\n",
       "   'longitude': -87.647172,\n",
       "   'name': 'Halsted St & 35th St',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (280,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 97,\n",
       "   'latitude': 41.8378,\n",
       "   'longitude': -87.65114,\n",
       "   'name': 'Morgan St & 31st St',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (281,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 393,\n",
       "   'latitude': 41.84847,\n",
       "   'longitude': -87.685109,\n",
       "   'name': 'Western Ave & 24th St',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (282,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 161,\n",
       "   'latitude': 41.86458,\n",
       "   'longitude': -87.64693,\n",
       "   'name': 'Halsted St & Maxwell St',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (283,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 32,\n",
       "   'latitude': 41.878170000000004,\n",
       "   'longitude': -87.631985,\n",
       "   'name': 'LaSalle St & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (284,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 340,\n",
       "   'latitude': 41.87785,\n",
       "   'longitude': -87.62408,\n",
       "   'name': 'Michigan Ave & Jackson Blvd',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (285,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 432,\n",
       "   'latitude': 41.89113,\n",
       "   'longitude': -87.67203,\n",
       "   'name': 'Wood St & Grand Ave',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (286,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 7,\n",
       "   'latitude': 41.878724,\n",
       "   'longitude': -87.634793,\n",
       "   'name': 'Franklin St & Quincy St',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (287,\n",
       "  {'dpcapacity': 23,\n",
       "   'landmark': 57,\n",
       "   'latitude': 41.881130999999996,\n",
       "   'longitude': -87.63518499999999,\n",
       "   'name': 'Franklin St & Arcade Pl',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (288,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 184,\n",
       "   'latitude': 41.917970000000004,\n",
       "   'longitude': -87.64368,\n",
       "   'name': 'Larrabee St & Armitage Ave',\n",
       "   'online date': Timestamp('2013-09-13 00:00:00')}),\n",
       " (289,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 182,\n",
       "   'latitude': 41.912202,\n",
       "   'longitude': -87.634664,\n",
       "   'name': 'Wells St & Concord Ln',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (290,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 292,\n",
       "   'latitude': 41.921525,\n",
       "   'longitude': -87.70732199999999,\n",
       "   'name': 'Kedzie Ave & Palmer Ct',\n",
       "   'online date': Timestamp('2013-10-09 00:00:00')}),\n",
       " (291,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 302,\n",
       "   'latitude': 41.906724,\n",
       "   'longitude': -87.63483000000001,\n",
       "   'name': 'Wells St & Evergreen Ave',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (292,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 317,\n",
       "   'latitude': 41.957081,\n",
       "   'longitude': -87.664199,\n",
       "   'name': 'Southport Ave & Clark St',\n",
       "   'online date': Timestamp('2013-09-14 00:00:00')}),\n",
       " (293,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 74,\n",
       "   'latitude': 41.965287,\n",
       "   'longitude': -87.658774,\n",
       "   'name': 'Broadway & Wilson Ave',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (294,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 109,\n",
       "   'latitude': 41.978353000000006,\n",
       "   'longitude': -87.65975300000001,\n",
       "   'name': 'Broadway & Berwyn Ave',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (295,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 108,\n",
       "   'latitude': 41.972972,\n",
       "   'longitude': -87.659637,\n",
       "   'name': 'Broadway & Argyle St',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (296,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 277,\n",
       "   'latitude': 41.940106,\n",
       "   'longitude': -87.645451,\n",
       "   'name': 'Broadway & Belmont Ave',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (297,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 250,\n",
       "   'latitude': 41.961507,\n",
       "   'longitude': -87.671387,\n",
       "   'name': 'Paulina St & Montrose Ave',\n",
       "   'online date': Timestamp('2013-09-18 00:00:00')}),\n",
       " (298,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 252,\n",
       "   'latitude': 41.955927,\n",
       "   'longitude': -87.679259,\n",
       "   'name': 'Lincoln Ave & Belle Plaine Ave',\n",
       "   'online date': Timestamp('2013-10-01 00:00:00')}),\n",
       " (299,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 127,\n",
       "   'latitude': 41.943661999999996,\n",
       "   'longitude': -87.648917,\n",
       "   'name': 'Halsted St & Roscoe St',\n",
       "   'online date': Timestamp('2013-09-19 00:00:00')}),\n",
       " (300,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 137,\n",
       "   'latitude': 41.937739,\n",
       "   'longitude': -87.644094,\n",
       "   'name': 'Broadway & Barry Ave',\n",
       "   'online date': Timestamp('2013-09-19 00:00:00')}),\n",
       " (301,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 200,\n",
       "   'latitude': 41.907993,\n",
       "   'longitude': -87.631501,\n",
       "   'name': 'Clark St & Schiller St',\n",
       "   'online date': Timestamp('2013-09-19 00:00:00')}),\n",
       " (302,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 211,\n",
       "   'latitude': 41.928712,\n",
       "   'longitude': -87.65383299999999,\n",
       "   'name': 'Sheffield Ave & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (303,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 278,\n",
       "   'latitude': 41.945512,\n",
       "   'longitude': -87.64598000000001,\n",
       "   'name': 'Broadway & Cornelia Ave',\n",
       "   'online date': Timestamp('2013-09-19 00:00:00')}),\n",
       " (304,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 325,\n",
       "   'latitude': 41.949333,\n",
       "   'longitude': -87.64963399999999,\n",
       "   'name': 'Halsted St & Waveland Ave',\n",
       "   'online date': Timestamp('2013-09-19 00:00:00')}),\n",
       " (305,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 241,\n",
       "   'latitude': 41.902893,\n",
       "   'longitude': -87.687275,\n",
       "   'name': 'Western Ave & Division St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (306,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 374,\n",
       "   'latitude': 41.9584,\n",
       "   'longitude': -87.65423,\n",
       "   'name': 'Sheridan Rd & Buena Ave',\n",
       "   'online date': Timestamp('2013-09-23 00:00:00')}),\n",
       " (307,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 186,\n",
       "   'latitude': 41.921003999999996,\n",
       "   'longitude': -87.663257,\n",
       "   'name': 'Southport Ave & Clybourn Ave',\n",
       "   'online date': Timestamp('2013-09-25 00:00:00')}),\n",
       " (308,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 144,\n",
       "   'latitude': 41.943403,\n",
       "   'longitude': -87.679618,\n",
       "   'name': 'Seeley Ave & Roscoe St',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (309,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 286,\n",
       "   'latitude': 41.917805,\n",
       "   'longitude': -87.682437,\n",
       "   'name': 'Leavitt St & Armitage Ave',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (310,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 288,\n",
       "   'latitude': 41.920082,\n",
       "   'longitude': -87.67785500000001,\n",
       "   'name': 'Damen Ave & Charleston St',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (311,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 237,\n",
       "   'latitude': 41.96583,\n",
       "   'longitude': -87.68651,\n",
       "   'name': 'Lincoln Ave & Eastwood Ave',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (312,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 379,\n",
       "   'latitude': 41.957879,\n",
       "   'longitude': -87.649519,\n",
       "   'name': 'Clarendon Ave & Gordon Ter',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (313,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 147,\n",
       "   'latitude': 41.925858000000005,\n",
       "   'longitude': -87.638973,\n",
       "   'name': 'Lakeview Ave & Fullerton Pkwy',\n",
       "   'online date': Timestamp('2013-09-20 00:00:00')}),\n",
       " (314,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 251,\n",
       "   'latitude': 41.957921,\n",
       "   'longitude': -87.673567,\n",
       "   'name': 'Ravenswood Ave & Berteau Ave',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (315,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 255,\n",
       "   'latitude': 41.906717,\n",
       "   'longitude': -87.68277900000001,\n",
       "   'name': 'Leavitt St & Hirsch St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (316,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 315,\n",
       "   'latitude': 41.96325,\n",
       "   'longitude': -87.67925799999999,\n",
       "   'name': 'Damen Ave & Sunnyside Ave',\n",
       "   'online date': Timestamp('2013-09-25 00:00:00')}),\n",
       " (317,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 285,\n",
       "   'latitude': 41.869153999999995,\n",
       "   'longitude': -87.67104499999999,\n",
       "   'name': 'Wood St & Taylor St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (318,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 321,\n",
       "   'latitude': 41.954177,\n",
       "   'longitude': -87.664358,\n",
       "   'name': 'Southport Ave & Irving Park Rd',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (319,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 294,\n",
       "   'latitude': 41.932595,\n",
       "   'longitude': -87.665939,\n",
       "   'name': 'Greenview Ave & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-09-26 00:00:00')}),\n",
       " (320,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 332,\n",
       "   'latitude': 41.872187,\n",
       "   'longitude': -87.661501,\n",
       "   'name': 'Loomis St & Lexington St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (321,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 54,\n",
       "   'latitude': 41.871961999999996,\n",
       "   'longitude': -87.62610600000001,\n",
       "   'name': 'Wabash Ave & 8th St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (322,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 397,\n",
       "   'latitude': 41.799568,\n",
       "   'longitude': -87.594747,\n",
       "   'name': 'Kimbark Ave & 53rd St',\n",
       "   'online date': Timestamp('2013-09-21 00:00:00')}),\n",
       " (323,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 384,\n",
       "   'latitude': 41.969516999999996,\n",
       "   'longitude': -87.654691,\n",
       "   'name': 'Sheridan Rd & Lawrence Ave',\n",
       "   'online date': Timestamp('2013-09-23 00:00:00')}),\n",
       " (324,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 276,\n",
       "   'latitude': 41.93132,\n",
       "   'longitude': -87.63874200000001,\n",
       "   'name': 'Stockton Dr & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-10-03 00:00:00')}),\n",
       " (325,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 392,\n",
       "   'latitude': 41.973385,\n",
       "   'longitude': -87.66836500000001,\n",
       "   'name': 'Clark St & Winnemac Ave',\n",
       "   'online date': Timestamp('2013-09-23 00:00:00')}),\n",
       " (326,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 239,\n",
       "   'latitude': 41.967096000000005,\n",
       "   'longitude': -87.667429,\n",
       "   'name': 'Clark St & Leland Ave',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (327,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 188,\n",
       "   'latitude': 41.921687,\n",
       "   'longitude': -87.65371400000001,\n",
       "   'name': 'Sheffield Ave & Webster Ave',\n",
       "   'online date': Timestamp('2013-09-25 00:00:00')}),\n",
       " (328,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 365,\n",
       "   'latitude': 41.788746,\n",
       "   'longitude': -87.601334,\n",
       "   'name': 'Ellis Ave & 58th St',\n",
       "   'online date': Timestamp('2013-09-25 00:00:00')}),\n",
       " (329,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 347,\n",
       "   'latitude': 41.932684,\n",
       "   'longitude': -87.63625,\n",
       "   'name': 'Lake Shore Dr & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-09-25 00:00:00')}),\n",
       " (330,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 77,\n",
       "   'latitude': 41.946176,\n",
       "   'longitude': -87.67330799999999,\n",
       "   'name': 'Lincoln Ave & Addison St',\n",
       "   'online date': Timestamp('2013-09-26 00:00:00')}),\n",
       " (331,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 176,\n",
       "   'latitude': 41.90854,\n",
       "   'longitude': -87.64856800000001,\n",
       "   'name': 'Halsted St & Blackhawk St',\n",
       "   'online date': Timestamp('2013-09-28 00:00:00')}),\n",
       " (332,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 208,\n",
       "   'latitude': 41.933341,\n",
       "   'longitude': -87.648747,\n",
       "   'name': 'Halsted St & Diversey Pkwy',\n",
       "   'online date': Timestamp('2013-09-28 00:00:00')}),\n",
       " (333,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 224,\n",
       "   'latitude': 41.907066,\n",
       "   'longitude': -87.667252,\n",
       "   'name': 'Ashland Ave & Blackhawk St',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (334,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 233,\n",
       "   'latitude': 41.940775,\n",
       "   'longitude': -87.63919200000001,\n",
       "   'name': 'Lake Shore Dr & Belmont Ave',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (335,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 345,\n",
       "   'latitude': 41.831379,\n",
       "   'longitude': -87.618034,\n",
       "   'name': 'Calumet Ave & 35th St',\n",
       "   'online date': Timestamp('2013-10-17 00:00:00')}),\n",
       " (336,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 422,\n",
       "   'latitude': 41.809855,\n",
       "   'longitude': -87.606755,\n",
       "   'name': 'Cottage Grove Ave & 47th St',\n",
       "   'online date': Timestamp('2013-10-17 00:00:00')}),\n",
       " (337,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 303,\n",
       "   'latitude': 41.896544,\n",
       "   'longitude': -87.630931,\n",
       "   'name': 'Clark St & Chicago Ave',\n",
       "   'online date': Timestamp('2013-09-27 00:00:00')}),\n",
       " (338,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 102,\n",
       "   'latitude': 41.857611,\n",
       "   'longitude': -87.619407,\n",
       "   'name': 'Calumet Ave & 18th St',\n",
       "   'online date': Timestamp('2013-09-28 00:00:00')}),\n",
       " (339,\n",
       "  {'dpcapacity': 11,\n",
       "   'landmark': 404,\n",
       "   'latitude': 41.838198,\n",
       "   'longitude': -87.645143,\n",
       "   'name': 'Emerald Ave & 31st St',\n",
       "   'online date': Timestamp('2013-09-28 00:00:00')}),\n",
       " (340,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 209,\n",
       "   'latitude': 41.929546,\n",
       "   'longitude': -87.643118,\n",
       "   'name': 'Clark St & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-10-24 00:00:00')}),\n",
       " (341,\n",
       "  {'dpcapacity': 19,\n",
       "   'landmark': 431,\n",
       "   'latitude': 41.866095,\n",
       "   'longitude': -87.60726700000001,\n",
       "   'name': 'Adler Planetarium',\n",
       "   'online date': Timestamp('2013-10-09 00:00:00')}),\n",
       " (342,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 284,\n",
       "   'latitude': 41.871262,\n",
       "   'longitude': -87.673688,\n",
       "   'name': 'Wolcott Ave & Polk St',\n",
       "   'online date': Timestamp('2013-10-12 00:00:00')}),\n",
       " (343,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 297,\n",
       "   'latitude': 41.928886999999996,\n",
       "   'longitude': -87.658971,\n",
       "   'name': 'Racine Ave & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-10-24 00:00:00')}),\n",
       " (344,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 26,\n",
       "   'latitude': 41.968641,\n",
       "   'longitude': -87.676335,\n",
       "   'name': 'Wolcott Ave & Lawrence Ave',\n",
       "   'online date': Timestamp('2013-10-09 00:00:00')}),\n",
       " (345,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 119,\n",
       "   'latitude': 41.793242,\n",
       "   'longitude': -87.58778199999999,\n",
       "   'name': 'Lake Park Ave & 56th St',\n",
       "   'online date': Timestamp('2013-10-09 00:00:00')}),\n",
       " (346,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 353,\n",
       "   'latitude': 41.88283,\n",
       "   'longitude': -87.661206,\n",
       "   'name': 'Ada St & Washington Blvd',\n",
       "   'online date': Timestamp('2013-10-10 00:00:00')}),\n",
       " (347,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 319,\n",
       "   'latitude': 41.950687,\n",
       "   'longitude': -87.6687,\n",
       "   'name': 'Ashland Ave & Grace St',\n",
       "   'online date': Timestamp('2013-10-12 00:00:00')}),\n",
       " (348,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 96,\n",
       "   'latitude': 41.854015999999994,\n",
       "   'longitude': -87.69544499999999,\n",
       "   'name': 'California Ave & 21st St',\n",
       "   'online date': Timestamp('2013-10-14 00:00:00')}),\n",
       " (349,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 210,\n",
       "   'latitude': 41.929142999999996,\n",
       "   'longitude': -87.649077,\n",
       "   'name': 'Halsted St & Wrightwood Ave',\n",
       "   'online date': Timestamp('2013-10-28 00:00:00')}),\n",
       " (350,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 247,\n",
       "   'latitude': 41.895965999999994,\n",
       "   'longitude': -87.66774699999999,\n",
       "   'name': 'Ashland Ave & Chicago Ave',\n",
       "   'online date': Timestamp('2013-10-22 00:00:00')}),\n",
       " (351,\n",
       "  {'dpcapacity': 15,\n",
       "   'landmark': 440,\n",
       "   'latitude': 41.803038,\n",
       "   'longitude': -87.606615,\n",
       "   'name': 'Cottage Grove Ave & 51st St',\n",
       "   'online date': Timestamp('2013-10-17 00:00:00')})]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G = nx.read_gpickle('datasets/divvy_2013/divvy_graph.pkl')\n",
    "G.nodes(data=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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