Tintoria e Cachemire

cachemire.csv

tintoria.csv

tintoria.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e5d8220e-e1a7-4905-851a-d1cfa86fc149",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import datetime\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import defaultdict\n",
    "\n",
    "matplotlib.style.use(\"fivethirtyeight\")\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
    "\n",
    "from IPython.display import Markdown, display\n",
    "\n",
    "\n",
    "TFORMATTER = matplotlib.ticker.StrMethodFormatter(\"{x:,.0f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ed9539d-4e2f-4c8b-890f-1af12b50c474",
   "metadata": {},
   "outputs": [],
   "source": [
    "tintoria = pd.read_csv('tintoria.csv',sep=',')\n",
    "tintoria[\"published\"] = pd.to_datetime(tintoria.PublishedAt)\n",
    "tintoria[\"Like_View\"] = tintoria.LikeCount/tintoria.ViewCount\n",
    "tintoria[\"Comment_View\"] = tintoria.CommentCount/tintoria.ViewCount\n",
    "tintoria=tintoria.sort_values(by='Like_View')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c83d762b-0e6a-4a71-ad26-b20db56bd886",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>PublishedAt</th>\n",
       "      <th>Duration</th>\n",
       "      <th>ViewCount</th>\n",
       "      <th>LikeCount</th>\n",
       "      <th>CommentCount</th>\n",
       "      <th>published</th>\n",
       "      <th>Like_View</th>\n",
       "      <th>Comment_View</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>zCiVweUV_ZE</td>\n",
       "      <td>Tintoria #85 LIVE Daniele Tinti</td>\n",
       "      <td>2021-04-13T10:30:06Z</td>\n",
       "      <td>PT1H8S</td>\n",
       "      <td>5855</td>\n",
       "      <td>233</td>\n",
       "      <td>42</td>\n",
       "      <td>2021-04-13 10:30:06+00:00</td>\n",
       "      <td>0.039795</td>\n",
       "      <td>0.007173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>He-OUyVYRNo</td>\n",
       "      <td>TINTORIA LIVE 04-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-04T14:30:00Z</td>\n",
       "      <td>PT32M31S</td>\n",
       "      <td>837</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-04-04 14:30:00+00:00</td>\n",
       "      <td>0.039427</td>\n",
       "      <td>0.001195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>jfjHup2W2y0</td>\n",
       "      <td>TINTORIA LIVE 26-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-26T14:38:20Z</td>\n",
       "      <td>PT28M14S</td>\n",
       "      <td>594</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-04-26 14:38:20+00:00</td>\n",
       "      <td>0.038721</td>\n",
       "      <td>0.010101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>WTeTJVf2Bic</td>\n",
       "      <td>TINTORIA LIVE 14 03 20 In tempo di quarantena...</td>\n",
       "      <td>2020-03-14T15:06:59Z</td>\n",
       "      <td>PT48M5S</td>\n",
       "      <td>3240</td>\n",
       "      <td>125</td>\n",
       "      <td>30</td>\n",
       "      <td>2020-03-14 15:06:59+00:00</td>\n",
       "      <td>0.038580</td>\n",
       "      <td>0.009259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>hrIpou6py2E</td>\n",
       "      <td>TINTORIA LIVE 17-03-20 In tempo di quarantena....</td>\n",
       "      <td>2020-03-17T15:30:44Z</td>\n",
       "      <td>PT51M17S</td>\n",
       "      <td>967</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-03-17 15:30:44+00:00</td>\n",
       "      <td>0.038263</td>\n",
       "      <td>0.008273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>oZo1Dp4nWs0</td>\n",
       "      <td>Tintoria #16: Giovanni Vipra</td>\n",
       "      <td>2019-02-07T21:22:03Z</td>\n",
       "      <td>PT1H19M21S</td>\n",
       "      <td>8433</td>\n",
       "      <td>321</td>\n",
       "      <td>22</td>\n",
       "      <td>2019-02-07 21:22:03+00:00</td>\n",
       "      <td>0.038065</td>\n",
       "      <td>0.002609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>lIK1xGBlIwM</td>\n",
       "      <td>TINTORIA LIVE 24-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-24T14:41:25Z</td>\n",
       "      <td>PT31M7S</td>\n",
       "      <td>606</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>2020-04-24 14:41:25+00:00</td>\n",
       "      <td>0.037954</td>\n",
       "      <td>0.016502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>21pDHiRt3OA</td>\n",
       "      <td>TINTORIA LIVE 10-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-10T11:23:58Z</td>\n",
       "      <td>PT28M27S</td>\n",
       "      <td>769</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-04-10 11:23:58+00:00</td>\n",
       "      <td>0.037711</td>\n",
       "      <td>0.003901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>MXpoR6fqtVw</td>\n",
       "      <td>TINTORIA LIVE 22-03-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-03-22T12:25:04Z</td>\n",
       "      <td>PT30M43S</td>\n",
       "      <td>857</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-03-22 12:25:04+00:00</td>\n",
       "      <td>0.037340</td>\n",
       "      <td>0.007001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>SIxMHNUzx4k</td>\n",
       "      <td>TINTORIA LIVE 31-03-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-03-31T11:38:03Z</td>\n",
       "      <td>PT32M46S</td>\n",
       "      <td>704</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>2020-03-31 11:38:03+00:00</td>\n",
       "      <td>0.036932</td>\n",
       "      <td>0.014205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>A-NmfndAUkM</td>\n",
       "      <td>TINTORIA LIVE 01-05-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-05-01T11:40:11Z</td>\n",
       "      <td>PT30M21S</td>\n",
       "      <td>683</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-05-01 11:40:11+00:00</td>\n",
       "      <td>0.036603</td>\n",
       "      <td>0.004392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>5sXysRt_ocA</td>\n",
       "      <td>Tintoria #22: Garage Gang + Cecilia Vecchio</td>\n",
       "      <td>2019-11-18T12:04:40Z</td>\n",
       "      <td>PT56M43S</td>\n",
       "      <td>4734</td>\n",
       "      <td>172</td>\n",
       "      <td>27</td>\n",
       "      <td>2019-11-18 12:04:40+00:00</td>\n",
       "      <td>0.036333</td>\n",
       "      <td>0.005703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>XPm4MkmQask</td>\n",
       "      <td>TINTORIA LIVE 13-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-13T14:41:38Z</td>\n",
       "      <td>PT30M22S</td>\n",
       "      <td>722</td>\n",
       "      <td>26</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-04-13 14:41:38+00:00</td>\n",
       "      <td>0.036011</td>\n",
       "      <td>0.011080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>yjGO_qz8eIk</td>\n",
       "      <td>TINTORIA LIVE 11-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-11T14:42:52Z</td>\n",
       "      <td>PT29M30S</td>\n",
       "      <td>792</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-04-11 14:42:52+00:00</td>\n",
       "      <td>0.035354</td>\n",
       "      <td>0.008838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>um_1QFwEpGI</td>\n",
       "      <td>Tintoria #06: Carla Pol</td>\n",
       "      <td>2018-05-02T11:40:44Z</td>\n",
       "      <td>PT38M36S</td>\n",
       "      <td>1896</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-02 11:40:44+00:00</td>\n",
       "      <td>0.035338</td>\n",
       "      <td>0.000527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>fCFlbo-hw_8</td>\n",
       "      <td>Tintoria #29 Pietro Sparacino (2)</td>\n",
       "      <td>2020-05-22T17:12:32Z</td>\n",
       "      <td>PT1H2M12S</td>\n",
       "      <td>5662</td>\n",
       "      <td>200</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-22 17:12:32+00:00</td>\n",
       "      <td>0.035323</td>\n",
       "      <td>0.003356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>pi_-4DCUeVE</td>\n",
       "      <td>Tintoria #53 LIVE Oiza Q. Obasuyi (con Stefano...</td>\n",
       "      <td>2020-12-16T18:53:08Z</td>\n",
       "      <td>PT46M56S</td>\n",
       "      <td>5778</td>\n",
       "      <td>204</td>\n",
       "      <td>28</td>\n",
       "      <td>2020-12-16 18:53:08+00:00</td>\n",
       "      <td>0.035306</td>\n",
       "      <td>0.004846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>jA5k6AjMkR8</td>\n",
       "      <td>Tintoria #94 LIVE Selton</td>\n",
       "      <td>2021-05-25T10:45:01Z</td>\n",
       "      <td>PT54M8S</td>\n",
       "      <td>3797</td>\n",
       "      <td>134</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-05-25 10:45:01+00:00</td>\n",
       "      <td>0.035291</td>\n",
       "      <td>0.003160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>dYbdGVDFTaE</td>\n",
       "      <td>TINTORIA LIVE 15-03-20 In tempo di quarantena....</td>\n",
       "      <td>2020-03-15T13:18:24Z</td>\n",
       "      <td>PT48M40S</td>\n",
       "      <td>1252</td>\n",
       "      <td>44</td>\n",
       "      <td>15</td>\n",
       "      <td>2020-03-15 13:18:24+00:00</td>\n",
       "      <td>0.035144</td>\n",
       "      <td>0.011981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>czBlFdhtMvA</td>\n",
       "      <td>TINTORIA LIVE 30-04-2020 In tempo di quaranten...</td>\n",
       "      <td>2020-04-30T15:01:57Z</td>\n",
       "      <td>PT29M37S</td>\n",
       "      <td>599</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-04-30 15:01:57+00:00</td>\n",
       "      <td>0.035058</td>\n",
       "      <td>0.005008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Title  \\\n",
       "248  zCiVweUV_ZE                    Tintoria #85 LIVE Daniele Tinti   \n",
       "257  He-OUyVYRNo  TINTORIA LIVE 04-04-2020 In tempo di quaranten...   \n",
       "224  jfjHup2W2y0  TINTORIA LIVE 26-04-2020 In tempo di quaranten...   \n",
       "102  WTeTJVf2Bic   TINTORIA LIVE 14 03 20 In tempo di quarantena...   \n",
       "28   hrIpou6py2E  TINTORIA LIVE 17-03-20 In tempo di quarantena....   \n",
       "75   oZo1Dp4nWs0                       Tintoria #16: Giovanni Vipra   \n",
       "256  lIK1xGBlIwM  TINTORIA LIVE 24-04-2020 In tempo di quaranten...   \n",
       "207  21pDHiRt3OA  TINTORIA LIVE 10-04-2020 In tempo di quaranten...   \n",
       "237  MXpoR6fqtVw  TINTORIA LIVE 22-03-2020 In tempo di quaranten...   \n",
       "64   SIxMHNUzx4k  TINTORIA LIVE 31-03-2020 In tempo di quaranten...   \n",
       "129  A-NmfndAUkM  TINTORIA LIVE 01-05-2020 In tempo di quaranten...   \n",
       "213  5sXysRt_ocA        Tintoria #22: Garage Gang + Cecilia Vecchio   \n",
       "52   XPm4MkmQask  TINTORIA LIVE 13-04-2020 In tempo di quaranten...   \n",
       "109  yjGO_qz8eIk  TINTORIA LIVE 11-04-2020 In tempo di quaranten...   \n",
       "79   um_1QFwEpGI                            Tintoria #06: Carla Pol   \n",
       "168  fCFlbo-hw_8                  Tintoria #29 Pietro Sparacino (2)   \n",
       "39   pi_-4DCUeVE  Tintoria #53 LIVE Oiza Q. Obasuyi (con Stefano...   \n",
       "112  jA5k6AjMkR8                           Tintoria #94 LIVE Selton   \n",
       "261  dYbdGVDFTaE  TINTORIA LIVE 15-03-20 In tempo di quarantena....   \n",
       "214  czBlFdhtMvA  TINTORIA LIVE 30-04-2020 In tempo di quaranten...   \n",
       "\n",
       "              PublishedAt    Duration  ViewCount  LikeCount  CommentCount  \\\n",
       "248  2021-04-13T10:30:06Z      PT1H8S       5855        233            42   \n",
       "257  2020-04-04T14:30:00Z    PT32M31S        837         33             1   \n",
       "224  2020-04-26T14:38:20Z    PT28M14S        594         23             6   \n",
       "102  2020-03-14T15:06:59Z     PT48M5S       3240        125            30   \n",
       "28   2020-03-17T15:30:44Z    PT51M17S        967         37             8   \n",
       "75   2019-02-07T21:22:03Z  PT1H19M21S       8433        321            22   \n",
       "256  2020-04-24T14:41:25Z     PT31M7S        606         23            10   \n",
       "207  2020-04-10T11:23:58Z    PT28M27S        769         29             3   \n",
       "237  2020-03-22T12:25:04Z    PT30M43S        857         32             6   \n",
       "64   2020-03-31T11:38:03Z    PT32M46S        704         26            10   \n",
       "129  2020-05-01T11:40:11Z    PT30M21S        683         25             3   \n",
       "213  2019-11-18T12:04:40Z    PT56M43S       4734        172            27   \n",
       "52   2020-04-13T14:41:38Z    PT30M22S        722         26             8   \n",
       "109  2020-04-11T14:42:52Z    PT29M30S        792         28             7   \n",
       "79   2018-05-02T11:40:44Z    PT38M36S       1896         67             1   \n",
       "168  2020-05-22T17:12:32Z   PT1H2M12S       5662        200            19   \n",
       "39   2020-12-16T18:53:08Z    PT46M56S       5778        204            28   \n",
       "112  2021-05-25T10:45:01Z     PT54M8S       3797        134            12   \n",
       "261  2020-03-15T13:18:24Z    PT48M40S       1252         44            15   \n",
       "214  2020-04-30T15:01:57Z    PT29M37S        599         21             3   \n",
       "\n",
       "                    published  Like_View  Comment_View  \n",
       "248 2021-04-13 10:30:06+00:00   0.039795      0.007173  \n",
       "257 2020-04-04 14:30:00+00:00   0.039427      0.001195  \n",
       "224 2020-04-26 14:38:20+00:00   0.038721      0.010101  \n",
       "102 2020-03-14 15:06:59+00:00   0.038580      0.009259  \n",
       "28  2020-03-17 15:30:44+00:00   0.038263      0.008273  \n",
       "75  2019-02-07 21:22:03+00:00   0.038065      0.002609  \n",
       "256 2020-04-24 14:41:25+00:00   0.037954      0.016502  \n",
       "207 2020-04-10 11:23:58+00:00   0.037711      0.003901  \n",
       "237 2020-03-22 12:25:04+00:00   0.037340      0.007001  \n",
       "64  2020-03-31 11:38:03+00:00   0.036932      0.014205  \n",
       "129 2020-05-01 11:40:11+00:00   0.036603      0.004392  \n",
       "213 2019-11-18 12:04:40+00:00   0.036333      0.005703  \n",
       "52  2020-04-13 14:41:38+00:00   0.036011      0.011080  \n",
       "109 2020-04-11 14:42:52+00:00   0.035354      0.008838  \n",
       "79  2018-05-02 11:40:44+00:00   0.035338      0.000527  \n",
       "168 2020-05-22 17:12:32+00:00   0.035323      0.003356  \n",
       "39  2020-12-16 18:53:08+00:00   0.035306      0.004846  \n",
       "112 2021-05-25 10:45:01+00:00   0.035291      0.003160  \n",
       "261 2020-03-15 13:18:24+00:00   0.035144      0.011981  \n",
       "214 2020-04-30 15:01:57+00:00   0.035058      0.005008  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tintoria.loc[tintoria['Like_View'] < 0.04].sort_values(by='Like_View', ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cfed5740-6dc1-4092-b34f-ea1d6aa6cdc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "ax1.axhline(y=0, color=\"black\", linewidth=1, alpha=0.7)\n",
    "pos = ax1.scatter(\n",
    "    y=tintoria.ViewCount,\n",
    "    x=tintoria.published,\n",
    "    s=60,\n",
    "    c=tintoria.Like_View * 100,\n",
    "    norm=matplotlib.colors.Normalize(vmin=0, vmax=4.5),\n",
    ")\n",
    "pos.set_clim(0)\n",
    "cbar = fig.colorbar(pos)\n",
    "cbar.set_label(\"Like per 100 Visualizzazioni\")\n",
    "ax1.get_yaxis().set_major_formatter(TFORMATTER)\n",
    "# ax1.axvline(x=0, color=\"black\", linewidth=1.3, alpha=0.7)\n",
    "dlabel = defaultdict(lambda: list([20, 0, None, None]))\n",
    "AP = {\"headwidth\": 10, \"alpha\": 0.5}\n",
    "dlabel[\"L1Uuv0Gr2k8\"][2] = \"Pietro Sermonti\"\n",
    "dlabel[\"4Slailmgku4\"][2] = \"Rocco Tanica\"\n",
    "dlabel[\"LjL1LuT7nRg\"][2] = \"Frank Matano\"\n",
    "dlabel[\"jMk1o9wYTNo\"] = (-550, -2, \"Maurizio Battista\", AP)\n",
    "dlabel[\"3z2cS1h_pYU\"][1:3] = [-5, \"Alberto Grandi\"]\n",
    "dlabel[\"PKYcoBmoYq4\"] = (-155, 8, \"Cachemire\", AP)\n",
    "dlabel[\"wwZiaf03jd4\"] = (-200, 5, \"Stereotipi\", AP)\n",
    "dlabel[\"BJkFC-Efzcw\"][1:4] = [4, \"Luca Ravenna\", AP]\n",
    "dlabel[\"AP260FbhNDk\"] = (-240, 5, \"Appello a\\nPapa Francesco\", AP)\n",
    "dlabel[\"TYH6NrXXlEM\"] = (-450, 5, \"Valerio Lundini\", AP)\n",
    "dlabel[\"MLNoSsqIBhY\"] = (-115, 10, \"Puntate\\nUGOS\", AP)\n",
    "dlabel[\"EnjU68VIdv4\"] = (25, -9, \"Quarantena\", AP)\n",
    "dlabel[\"vpLKZ4RRtYc\"] = (25, -9, \"Covid-19\", AP)\n",
    "dlabel[\"1pBszVt2PRw\"] = (-650, -1.9, \"Massimo Ceccherini\", AP)\n",
    "dlabel[\"3-Fmp4xvBxc\"][2] = \"Magalli\"\n",
    "dlabel[\"UvVMjXGhpaQ\"][2] = \"Lillo\"\n",
    "for i, txt in enumerate(tintoria.Title):\n",
    "    doit = False\n",
    "    if dlabel[tintoria.ID[i]][2]:\n",
    "        doit = True\n",
    "    if doit:\n",
    "        vid = tintoria.ID[i]\n",
    "        ax1.annotate(\n",
    "            dlabel[vid][2] or vid,\n",
    "            (tintoria.published[i], tintoria.ViewCount[i]),\n",
    "            (\n",
    "                tintoria.published[i] + datetime.timedelta(days=dlabel[vid][0]),\n",
    "                tintoria.ViewCount[i] + dlabel[vid][1] * 10000,\n",
    "            ),\n",
    "            fontsize=\"small\",\n",
    "            arrowprops=dlabel[vid][3],\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "39b1cc47-7d2c-494b-83a4-2b7e138724ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "cachemire = pd.read_csv('cachemire.csv',sep=',')\n",
    "cachemire[\"published\"] = pd.to_datetime(cachemire.PublishedAt)\n",
    "cachemire[\"Like_View\"] = cachemire.LikeCount/cachemire.ViewCount\n",
    "cachemire=cachemire.sort_values(by='Like_View')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8afead01-6768-4d28-b5c9-27b5aceff29a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>PublishedAt</th>\n",
       "      <th>Duration</th>\n",
       "      <th>ViewCount</th>\n",
       "      <th>LikeCount</th>\n",
       "      <th>published</th>\n",
       "      <th>Like_View</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>x8uyDNJGzFg</td>\n",
       "      <td>Cachemire Podcast S3 - Episodio 15: Noi Belli ...</td>\n",
       "      <td>2023-03-24T13:29:34Z</td>\n",
       "      <td>PT1H23M48S</td>\n",
       "      <td>781763</td>\n",
       "      <td>24009</td>\n",
       "      <td>2023-03-24 13:29:34+00:00</td>\n",
       "      <td>0.030711</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>J6wbsKlOUoo</td>\n",
       "      <td>Cachemire Podcast - Episodio 24: Lo Zio d’Amer...</td>\n",
       "      <td>2021-05-21T11:30:02Z</td>\n",
       "      <td>PT1H51M51S</td>\n",
       "      <td>596155</td>\n",
       "      <td>13331</td>\n",
       "      <td>2021-05-21 11:30:02+00:00</td>\n",
       "      <td>0.022362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>prouISP730Y</td>\n",
       "      <td>Cachemire Podcast - Episodio 20: Ricordati di ...</td>\n",
       "      <td>2021-04-23T12:15:01Z</td>\n",
       "      <td>PT1H22M57S</td>\n",
       "      <td>549798</td>\n",
       "      <td>13927</td>\n",
       "      <td>2021-04-23 12:15:01+00:00</td>\n",
       "      <td>0.025331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7HckjtgN03g</td>\n",
       "      <td>Cachemire Podcast - Episodio 12: Tutto il Belp...</td>\n",
       "      <td>2021-02-26T11:30:00Z</td>\n",
       "      <td>PT1H45M37S</td>\n",
       "      <td>450832</td>\n",
       "      <td>10307</td>\n",
       "      <td>2021-02-26 11:30:00+00:00</td>\n",
       "      <td>0.022862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>3HITTjqC69M</td>\n",
       "      <td>Cachemire Podcast S2 - Episodio 18: Si Può Sch...</td>\n",
       "      <td>2022-03-25T13:30:34Z</td>\n",
       "      <td>PT1H18M49S</td>\n",
       "      <td>384813</td>\n",
       "      <td>8343</td>\n",
       "      <td>2022-03-25 13:30:34+00:00</td>\n",
       "      <td>0.021681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>iOYdND7HlGE</td>\n",
       "      <td>Cachemire Podcast - Episodio 16: Si Ride Ma Si...</td>\n",
       "      <td>2021-03-26T11:45:01Z</td>\n",
       "      <td>PT1H19M20S</td>\n",
       "      <td>378951</td>\n",
       "      <td>11424</td>\n",
       "      <td>2021-03-26 11:45:01+00:00</td>\n",
       "      <td>0.030146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>_z8yI0JfjK0</td>\n",
       "      <td>Cachemire Podcast S2 - Episodio 11: Haters fea...</td>\n",
       "      <td>2021-12-30T16:30:11Z</td>\n",
       "      <td>PT1H39M1S</td>\n",
       "      <td>376044</td>\n",
       "      <td>10511</td>\n",
       "      <td>2021-12-30 16:30:11+00:00</td>\n",
       "      <td>0.027952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>vPAQH8me14Q</td>\n",
       "      <td>Cachemire Podcast - Episodio 22:  Politicament...</td>\n",
       "      <td>2021-05-07T11:30:07Z</td>\n",
       "      <td>PT1H39M6S</td>\n",
       "      <td>372221</td>\n",
       "      <td>9058</td>\n",
       "      <td>2021-05-07 11:30:07+00:00</td>\n",
       "      <td>0.024335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>twBOBISCgXw</td>\n",
       "      <td>Cachemire Podcast S3 - Episodio 2: Zero Ansie ...</td>\n",
       "      <td>2022-11-25T13:30:23Z</td>\n",
       "      <td>PT1H25M53S</td>\n",
       "      <td>337035</td>\n",
       "      <td>9541</td>\n",
       "      <td>2022-11-25 13:30:23+00:00</td>\n",
       "      <td>0.028309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>SxyTlVHxBrc</td>\n",
       "      <td>Cachemire Podcast - Episodio 25: Father &amp; son ...</td>\n",
       "      <td>2021-05-28T15:00:13Z</td>\n",
       "      <td>PT1H23M10S</td>\n",
       "      <td>290666</td>\n",
       "      <td>10156</td>\n",
       "      <td>2021-05-28 15:00:13+00:00</td>\n",
       "      <td>0.034940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>cEqkKEzy7l8</td>\n",
       "      <td>Cachemire Podcast - Episodio 1:  Punk, Gigi Da...</td>\n",
       "      <td>2020-12-04T11:00:12Z</td>\n",
       "      <td>PT1H7M26S</td>\n",
       "      <td>286188</td>\n",
       "      <td>8988</td>\n",
       "      <td>2020-12-04 11:00:12+00:00</td>\n",
       "      <td>0.031406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lfo6sK4MVUY</td>\n",
       "      <td>Cachemire Podcast S3 - Episodio 13: Luoghi Com...</td>\n",
       "      <td>2023-03-10T13:33:43Z</td>\n",
       "      <td>PT1H4M57S</td>\n",
       "      <td>279052</td>\n",
       "      <td>8099</td>\n",
       "      <td>2023-03-10 13:33:43+00:00</td>\n",
       "      <td>0.029023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>ITsdTZgl_fI</td>\n",
       "      <td>Cachemire Podcast  - Episodio 5: Scuola, Ricre...</td>\n",
       "      <td>2021-01-08T11:00:13Z</td>\n",
       "      <td>PT1H16M33S</td>\n",
       "      <td>275738</td>\n",
       "      <td>7775</td>\n",
       "      <td>2021-01-08 11:00:13+00:00</td>\n",
       "      <td>0.028197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>_Vz-LkGWeMw</td>\n",
       "      <td>Cachemire Podcast S3 - Episodio 3: A Teatro co...</td>\n",
       "      <td>2022-12-02T13:30:17Z</td>\n",
       "      <td>PT1H32M59S</td>\n",
       "      <td>269303</td>\n",
       "      <td>8747</td>\n",
       "      <td>2022-12-02 13:30:17+00:00</td>\n",
       "      <td>0.032480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>ZOP991ANGd4</td>\n",
       "      <td>Cachemire Podcast S2 - Episodio 13: Vita da St...</td>\n",
       "      <td>2022-01-28T14:15:03Z</td>\n",
       "      <td>PT1H20M47S</td>\n",
       "      <td>267253</td>\n",
       "      <td>10727</td>\n",
       "      <td>2022-01-28 14:15:03+00:00</td>\n",
       "      <td>0.040138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>WDNCRsm6hoo</td>\n",
       "      <td>Cachemire Podcast  - Episodio 7: Tg Cachemire:...</td>\n",
       "      <td>2021-01-22T12:00:08Z</td>\n",
       "      <td>PT1H12M16S</td>\n",
       "      <td>263886</td>\n",
       "      <td>7432</td>\n",
       "      <td>2021-01-22 12:00:08+00:00</td>\n",
       "      <td>0.028164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uudLdmsNbhQ</td>\n",
       "      <td>Cachemire Podcast - Episodio 2: Pizza, Sushi e...</td>\n",
       "      <td>2020-12-11T12:30:41Z</td>\n",
       "      <td>PT1H8M30S</td>\n",
       "      <td>255459</td>\n",
       "      <td>7474</td>\n",
       "      <td>2020-12-11 12:30:41+00:00</td>\n",
       "      <td>0.029257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>DZfUfQUmb7A</td>\n",
       "      <td>Cachemire Podcast S2 - Episodio 4: Tutta l’Eur...</td>\n",
       "      <td>2021-11-05T13:30:03Z</td>\n",
       "      <td>PT1H40M10S</td>\n",
       "      <td>247466</td>\n",
       "      <td>6208</td>\n",
       "      <td>2021-11-05 13:30:03+00:00</td>\n",
       "      <td>0.025086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>HMP7PZXe21k</td>\n",
       "      <td>Cachemire Podcast S2 - Episodio 10: La Posta D...</td>\n",
       "      <td>2021-12-17T16:30:02Z</td>\n",
       "      <td>PT1H35M59S</td>\n",
       "      <td>245052</td>\n",
       "      <td>6482</td>\n",
       "      <td>2021-12-17 16:30:02+00:00</td>\n",
       "      <td>0.026452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>aL_MQsG5bQ8</td>\n",
       "      <td>Cachemire Podcast - Episodio 17: Lato Nostro, ...</td>\n",
       "      <td>2021-04-02T10:30:01Z</td>\n",
       "      <td>PT1H16M48S</td>\n",
       "      <td>231959</td>\n",
       "      <td>5862</td>\n",
       "      <td>2021-04-02 10:30:01+00:00</td>\n",
       "      <td>0.025272</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ID                                              Title  \\\n",
       "62  x8uyDNJGzFg  Cachemire Podcast S3 - Episodio 15: Noi Belli ...   \n",
       "17  J6wbsKlOUoo  Cachemire Podcast - Episodio 24: Lo Zio d’Amer...   \n",
       "7   prouISP730Y  Cachemire Podcast - Episodio 20: Ricordati di ...   \n",
       "29  7HckjtgN03g  Cachemire Podcast - Episodio 12: Tutto il Belp...   \n",
       "33  3HITTjqC69M  Cachemire Podcast S2 - Episodio 18: Si Può Sch...   \n",
       "60  iOYdND7HlGE  Cachemire Podcast - Episodio 16: Si Ride Ma Si...   \n",
       "11  _z8yI0JfjK0  Cachemire Podcast S2 - Episodio 11: Haters fea...   \n",
       "24  vPAQH8me14Q  Cachemire Podcast - Episodio 22:  Politicament...   \n",
       "71  twBOBISCgXw  Cachemire Podcast S3 - Episodio 2: Zero Ansie ...   \n",
       "49  SxyTlVHxBrc  Cachemire Podcast - Episodio 25: Father & son ...   \n",
       "40  cEqkKEzy7l8  Cachemire Podcast - Episodio 1:  Punk, Gigi Da...   \n",
       "2   Lfo6sK4MVUY  Cachemire Podcast S3 - Episodio 13: Luoghi Com...   \n",
       "70  ITsdTZgl_fI  Cachemire Podcast  - Episodio 5: Scuola, Ricre...   \n",
       "57  _Vz-LkGWeMw  Cachemire Podcast S3 - Episodio 3: A Teatro co...   \n",
       "64  ZOP991ANGd4  Cachemire Podcast S2 - Episodio 13: Vita da St...   \n",
       "30  WDNCRsm6hoo  Cachemire Podcast  - Episodio 7: Tg Cachemire:...   \n",
       "1   uudLdmsNbhQ  Cachemire Podcast - Episodio 2: Pizza, Sushi e...   \n",
       "23  DZfUfQUmb7A  Cachemire Podcast S2 - Episodio 4: Tutta l’Eur...   \n",
       "12  HMP7PZXe21k  Cachemire Podcast S2 - Episodio 10: La Posta D...   \n",
       "38  aL_MQsG5bQ8  Cachemire Podcast - Episodio 17: Lato Nostro, ...   \n",
       "\n",
       "             PublishedAt    Duration  ViewCount  LikeCount  \\\n",
       "62  2023-03-24T13:29:34Z  PT1H23M48S     781763      24009   \n",
       "17  2021-05-21T11:30:02Z  PT1H51M51S     596155      13331   \n",
       "7   2021-04-23T12:15:01Z  PT1H22M57S     549798      13927   \n",
       "29  2021-02-26T11:30:00Z  PT1H45M37S     450832      10307   \n",
       "33  2022-03-25T13:30:34Z  PT1H18M49S     384813       8343   \n",
       "60  2021-03-26T11:45:01Z  PT1H19M20S     378951      11424   \n",
       "11  2021-12-30T16:30:11Z   PT1H39M1S     376044      10511   \n",
       "24  2021-05-07T11:30:07Z   PT1H39M6S     372221       9058   \n",
       "71  2022-11-25T13:30:23Z  PT1H25M53S     337035       9541   \n",
       "49  2021-05-28T15:00:13Z  PT1H23M10S     290666      10156   \n",
       "40  2020-12-04T11:00:12Z   PT1H7M26S     286188       8988   \n",
       "2   2023-03-10T13:33:43Z   PT1H4M57S     279052       8099   \n",
       "70  2021-01-08T11:00:13Z  PT1H16M33S     275738       7775   \n",
       "57  2022-12-02T13:30:17Z  PT1H32M59S     269303       8747   \n",
       "64  2022-01-28T14:15:03Z  PT1H20M47S     267253      10727   \n",
       "30  2021-01-22T12:00:08Z  PT1H12M16S     263886       7432   \n",
       "1   2020-12-11T12:30:41Z   PT1H8M30S     255459       7474   \n",
       "23  2021-11-05T13:30:03Z  PT1H40M10S     247466       6208   \n",
       "12  2021-12-17T16:30:02Z  PT1H35M59S     245052       6482   \n",
       "38  2021-04-02T10:30:01Z  PT1H16M48S     231959       5862   \n",
       "\n",
       "                   published  Like_View  \n",
       "62 2023-03-24 13:29:34+00:00   0.030711  \n",
       "17 2021-05-21 11:30:02+00:00   0.022362  \n",
       "7  2021-04-23 12:15:01+00:00   0.025331  \n",
       "29 2021-02-26 11:30:00+00:00   0.022862  \n",
       "33 2022-03-25 13:30:34+00:00   0.021681  \n",
       "60 2021-03-26 11:45:01+00:00   0.030146  \n",
       "11 2021-12-30 16:30:11+00:00   0.027952  \n",
       "24 2021-05-07 11:30:07+00:00   0.024335  \n",
       "71 2022-11-25 13:30:23+00:00   0.028309  \n",
       "49 2021-05-28 15:00:13+00:00   0.034940  \n",
       "40 2020-12-04 11:00:12+00:00   0.031406  \n",
       "2  2023-03-10 13:33:43+00:00   0.029023  \n",
       "70 2021-01-08 11:00:13+00:00   0.028197  \n",
       "57 2022-12-02 13:30:17+00:00   0.032480  \n",
       "64 2022-01-28 14:15:03+00:00   0.040138  \n",
       "30 2021-01-22 12:00:08+00:00   0.028164  \n",
       "1  2020-12-11 12:30:41+00:00   0.029257  \n",
       "23 2021-11-05 13:30:03+00:00   0.025086  \n",
       "12 2021-12-17 16:30:02+00:00   0.026452  \n",
       "38 2021-04-02 10:30:01+00:00   0.025272  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cachemire.sort_values(by='ViewCount', ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ce36410f-bf4c-4444-9cf5-fd6c99ff2320",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2Xbw+VGo9H7ajv6JeaxJICiGEEEIA69atw83NjZSUFKKjowkNDWXSpEn4+fkRGBiIq6vrK29TcHAwZcuWfeX15oe3tzeDBw/mzp07mJmZ8eeff+Lv78+6detYunQp//nPf15a3Vu2bMHa2jpf77EvboS5kYJn6bqRg5OFER2ci2Fvnvd9lEIYMgkkhRBCCCGA6tWr4+Hhof3Y29ubAQMG4OXlxQcffMDhw4dRvOJz/evXr/9K6ysIBwcH6tatS1RUFM7Ozrz33nuMHDmS999/nzFjxuDp6UmtWrVeSt0FKbeUmRJnSyOuPP7fCazVbU1oWdYUa1MJIg2RCgUqPc4jKg1kTlIO2xFCCCGEyEazZs0YPHgwv//+O2FhYdr0wMBAunXrRqVKlShfvjx9+/Zl3bp1pKen67zf09OTQYMGsXv3bho2bIijoyMtW7bk/PnzpKamMnv2bKpUqYKrqytDhw4lLi5O5/02NjbMnz9f+3FERAQjRoygVq1aODo6UqNGDYYPH05MTIzO++bPn4+NjQ3//vsvAwYMwMnJiWrVqjF58uRMe/ru3bvHJ598QqVKlbC3t6d+/fr4+fmhLsRavxIlSrBs2TLS09NZs2ZNvtq/Z88ebGxsOHv2bKZyx40bR/ny5UlJSdGO78iRI3XynDhxgtatW+Pg4ECNGjVYunSpTl8UCgWVS2TMpSiBJg6mtHMykyBSiHySGUkhhBBCiBx07NiRtWvXcuLECd59910Arl+/TteuXfn0008BOHLkCPPnzycuLo7p06frvP/cuXNERkYyZcoUlEol06dPZ8CAAbRq1QoAPz8/wsPDmT59OhYWFixfvjzbtty5cwdHR0fmzZuHra0t0dHRrFy5ko4dO3L69GnMzMx08g8cOJA+ffrw8ccfc+rUKRYuXIi1tTVTpkwBIDExkc6dO3P37l2mTZtGhQoV+Omnn5gyZQp37txhzpw5BR63d955B0dHR06cOJGv9nfq1AkbGxt27NhBvXr1tO9NTk5m9+7deHt7Y2pqmmWdf/zxB15eXlSpUoW1a9eiUCj45ptvMgXa9sWNsDRR0MzRDM+SJhgrDWMGSWQtXc8zkvo8uOd1JoGkEEIIIUQOnJycAIiNjdWmTZgwQfv3Z8+eUa5cOSwsLFizZg3Tpk3TWQL7+PFjfvvtN+zs7ABITU3lww8/5M6dOwQFBQHQpk0bzp07R1BQUI6BZNOmTWnatKn247S0NBo1aoSnpyfBwcF07dpVJ/9HH33ERx99BECLFi04f/48gYGB2kBy+/btXL16lYCAANq2batty9OnT1m9ejWffPIJjo6O+R+0/+fk5MQff/yRr/abmZnh5eVFYGAgX331lTZo/Pnnn4mLi6Nfv37Z1rdkyRJMTEzYu3ev9iCgVq1aUbNmTZ18dmZKurma42Jp9MqXKwvxtpClrUIIIYQQOdAsi3w+4Lhx4wbDhw+nevXqODk50bhxYxYuXMjjx4+5d++ezvtr166tDSIBKleuDKAN3J5Pf/LkSablrc9LS0tj+fLlNGrUiLJly2JnZ4enpycA165dy5S/Y8eOOh97eHhw69Yt7cdhYWGULFkyU1v69u1LWloap0+fzrYteaFWq3XGLa/t79u3L48ePeLnn3/Wpm3bto0qVapQp06dbOs7fvw4rVu31jlN1srKKtM4GCkVuFoZSxApAFCpFXp/DIHMSAohhBBC5EATeDk4OACQkJBAjx49MDY2ZsqUKTg5OREXF8eFCxfw9fXl2bNnOu+3tbXV+Vgzw/Z8sPN8enJycrZtmT17Nn5+fowfP57GjRtjbW2NSqWibdu2merNru7ny3/06FGWM46atIcPH2bblry4deuWdtzy0/4GDRpQsWJFduzYQbdu3bh//z4hISFMmzYtx/oePnyIvb19pvTn2yCE0A8JJIUQQgghcqCZFWvSpAkAZ8+e5caNGxw8eJAmTZqQlJREVFQUv//++0tvS0BAAH379tW5V/L69esFLs/W1lZn6amGZk9hyZIlC1z277//TmxsLP3799em5af9ffv2ZeHChTx48IBdu3ahUqno3TvnuxxLlizJ3bt3M6U/vyxZiBfJHsmCkaWtQgghhBDZCAsLY9OmTdSuXZtmzZoB8PTpUwBMTEy0+VJTUwkMDHzp7Xn69KlOvZBxl2JBNWvWjAcPHhAaGqqT/sMPP2BsbEzDhg0LVO7jx48ZP348RkZGjBgxQpuen/b36dOHtLQ0AgIC2L59Oy1btsz1Ts2mTZsSGhqqszz4yZMnOktkhRD6ITOSQgghhBDAn3/+SWJiIqmpqdy5c4eQkBB27dqFq6sr33//vTZfgwYNsLa2Zvz48XzxxRc8ffqU5cuXo1S+/N/Pt2vXju3bt1O1alWqVKlCSEgIBw8eLHB5/fv359tvv2Xo0KFMnTpVe2rrli1bGD16dJ4O2omNjeXcuXPcuXOHf//9lz///BN/f3/u37/PN998o3PQTX7a7+zsTLNmzVi+fDm3b99m3bp1ubZlwoQJ/Pzzz3Tv3p1x48ZpT221sLDg0aNHeR8YYVBUKEnX6/yaYczVSSAphBBCCAHa003NzMwoWbIkHh4eLFiwgH79+lG8eHFtPjs7O7Zt28a0adMYMmQIpUqVonPnzlSrVo1x48a91DYuWrQIhULBggULSEtLo1mzZuzevZtatWoVqLzixYtz8OBBZs2axYIFC3j8+DFubm7MmzcPHx+fPJWxa9cudu3ahZGREZaWlpQvX57333+fIUOG4O7uXqj29+vXDx8fH6ytrTOdSJuVGjVqEBgYyLRp0/joo48oXbo0Q4cOJSkpiUWLFuWpP0KIvFHExcUV/LZZIUC7N8TZ2ZlixYoVdXNeKUPuO0j/QcYAZAyk/4bdf5AxAMMeA0PuO2T0Pzo6mgoVKhR1Uwrs6uNWpKv1N2NtpLClUonDeivvdWUY865CCCGEEEIIIfRGlrYKIYQQQgghDFY6CtL1etKqnNoqhBBCCCGEEEJkIjOSQgghhBBCCIOVrlaQrtbn/JrMSAohhBBCCCGEEJnIjKQQQgghhBDCYKlQotLj/JrCQObqJJAUQgghhBBCGCyVng/bUcjSViGEEEIIIYQQIjOZkRRCCCGEEEIYrHS1Uq+H7RjK0lbD6KUQQgghhBBCCL2RGUkhhBBCCCGEwVKhQKXHfY36LOt1JjOSQgghhBBCCCHyRWYkhRBCCCGEEAYrHSXpcv1HvhlGL4UQQgghhBBC6I3MSAohhBBCCCEMlkrPp7YqDWSuzjB6KYQQQgghhBBCb2RGUgghhBBCCGGwMk5t1d/8mpzaKoQQQgghhBDilfD19cXGxgYbGxvOnDlT1M3JlcxICiGEEEIIIQxWulpBulp/s4jKAsxI/vXXX8yfPx8LCwsSExP11paXSWYkhRBCCCGEEKKIpKamMnLkSDw9PenSpUtRNyfPJJAUQgghhBBCGCzNPZL6fPJjyZIl/PPPP6xcuRIjI6OX1Ev9k0BSCCGEEEIIIYrA77//ztKlS/n888+pWrVqUTcnX/IdSG7dulW7CTS7p1u3bjrviY+PZ8qUKdSoUQN7e3s8PT2ZPn06CQkJWdahUqn49ttvadKkCY6Ojri7uzN06FBu3LiR7w6eP38eb29vXFxcKFu2LG3btiUoKCjb/DExMYwaNYoqVarg4OBAvXr1WLJkCampqVnmT05OZuHChdSpUwcHBweqVq3KmDFjuHfvXr7bKoQQQgghhHi1VGql3p+8SE5O1i5pHTNmzEvupf7l+7AdT09PPv/88yxf27dvH3///Tdt2rTRpiUmJtKlSxcuX75M69at6dWrF5cuXWLFihUcP36cgwcPUqxYMZ1yxo4di7+/P9WqVWP48OHcuXOHPXv2EBoayqFDh3B3d89TW48ePUrPnj0pVqwYXl5eWFpasm/fPoYMGcKtW7cYPXq0Tv7Y2Fjatm3L7du36dq1K+7u7hw/fpy5c+dy7tw5tm3bhkLxv82zKpWK/v37ExISQv369enWrRvh4eH4+/vz22+/cejQIezs7PI6tEIIIYQQQggD8dVXXxEeHs6RI0feqCWtGvkOJGvWrEnNmjUzpaekpLBu3TqMjY3p16+fNv2bb77h8uXLjB07llmzZmnTZ82aha+vL35+fowbN06bfvToUfz9/WnSpAl79uzB1NQUAG9vb7y9vZk4cSK7d+/OtZ1paWmMGTMGpVLJgQMHtG2eNGkSbdq0Yc6cOXTv3h0XFxfte2bOnMmtW7dYtmwZH374IQBqtZphw4YRGBhIYGAgvXr10ubftm0bISEh9OrVi3Xr1mmDzA0bNjBu3Djmzp2Lr69vHkZVCCGEEEIIURRUBdjXmBOjPJT13//+lxUrVjB58mQ8PDz0VverpLcRO3DgAA8fPqRDhw7Y29sDGUHY5s2bsbS0ZOLEiTr5J06ciKWlJf7+/jrpmo+nTp2qDSIB2rVrR7NmzQgNDSUqKirX9hw9epTr16/Tq1cvncC3RIkSjBs3jpSUFLZv365Nf/LkCUFBQbi5uTFkyBBtukKhYObMmQBs2rQpy7bOmDFDZ6ZyyJAhuLm5sWvXLp49e5ZrW4UQQgghhBBFQ3P9hz6fnKSlpTFy5EiqV6/OZ5999op6qX96u0dSE1QNGjRImxYeHs6dO3do06YNFhYWOvktLCxo2LAhISEh3Lp1CycnJwDCwsKwsLCgUaNGmepo06YNYWFhHD9+nL59++bYnrCwMABat26dZTkAx48f16adOXOG5ORkWrVqpRMUAri4uFCpUiVOnz5Neno6RkZGJCUlcfbsWSpVqqQzqwkZwWerVq3YuHEjFy5coEmTJjm2NSkpKcfXX3cpKSk6fxoSQ+47SP9BxgBkDKT/ht1/kDEAwx4DQ+47GG6/CyMhIYHw8HAASpcunWWedu3aAbBlyxa6du36ytqWH3oJJG/evMlvv/1GuXLlaNu2rTZdM0AVKlTI8n0VKlQgJCSE8PBwnJycSExMJCYmBg8PjyzXCWvK0ZSbE02erPZTOjg4YGlpSURERL7aevXqVaKionBzc+P69euoVKoc82vKzS2QjI6OJj09Pdc+ve5iY2OLuglFxpD7DtJ/kDEAGQPpv2H3H2QMwLDHwJD7/ibu73ueCiUqPS5tza0sMzMzBg4cmOVrJ06cIDw8nE6dOmFnZ5dpwup1opdAcuvWrahUKvr166fzDyk+Ph7IWE6aFWtra518mj816bnlz0luZVlZWemUk9e2Pn78OF/589LWsmXL5prndZaSkkJsbCwODg46y5ENgSH3HaT/IGMAMgbSf8PuP8gYgGGPgSH3HTL6f//+/aJuxhvF3NycFStWZPnayJEjCQ8PZ9y4cdSvX/8Vtyx/Ch1IqlQqtm7dikKh4D//+Y8+2mRwXjy19k1lamr61vQlvwy57yD9BxkDkDGQ/ht2/0HGAAx7DAy572+6jH2N+puRTCfnPZJvi0KP2JEjR7h16xbNmzfHzc1N57UXZ/Fe9OKsYW6zeLnNMmZVd3ZlPXnyRKecvLZVMwOZ374JIYQQQgghxNui0IFkVofsaGj2Jz6/F/F5mnRNPgsLCxwdHYmMjMxyz+CL+XOiyZPVfsrY2FgSEhJ09jfmpa2mpqbaQ4Hc3NxQKpV57psQQgghhBDi9aNCofenoFavXk1cXNxrv6wVChlIPnz4kIMHD2Jra5vlaULu7u6UKVOG06dPk5iYqPNaYmIip0+fxtXVVRucATRt2pTExEROnTqVqbyQkBCAXA+v0ZQDEBoamm05mjwA9erVw9TUlMOHD6NWq3Xy37x5k6tXr9KwYUOMjTNWA5ubm1O3bl2uXr3KzZs3dfKr1WoOHz6MhYUFtWvXzrWtQgghhBBCCPEmKVQguWPHDlJSUujduzdmZmaZXlcoFAwcOJCEhAQWL16s89rixYtJSEjggw8+0EnXfDxv3jyd44SDg4MJCwujdevWmU4v8vT0xMbGhsjISG1aixYtcHNzIyAggEuXLmnTHz9+zLJlyzA1NdW5QsTa2hovLy9u3LjBxo0btelqtZrZs2frtO3Fts6ePVsn+Ny4cSM3btzA29sbc3PzrIZOCCGEEEII8RpQqZWk6/FR6XG/5eusUIftbNmyBch6WavGmDFjOHjwIL6+vly6dIlatWpx8eJFQkNDqVOnDiNHjtTJ37x5cwYNGoS/vz8tWrSgffv2xMTEEBQUhK2tLYsWLcpUhyaI08wWav6+fPlyevbsSZcuXfDy8sLS0pJ9+/YRFRXFnDlzcHV11Sln1qxZhIWFMX78eI4cOUKFChU4fvw4Z86coWPHjvTs2VMnf//+/QkKCiIgIIDIyEiaNm1KREQE+/fvx9XVlWnTpuVvQIUQQgghhBDiDVDgcPncuXP89ddf1K1bl+rVq2ebz8LCggMHDjBy5EiuXLnCypUruXLlCqNGjWLv3r1Zztj5+vqyYMECANasWUNwcDBdu3YlNDSUihUr6uSNi4sjOjqaRo0aUa5cOZ3Xmjdvzs8//0zDhg0JCgpiw4YN2Nvbs2HDBkaPHp2pXkdHRw4dOsSAAQM4deoUfn5+PHz4kKlTp+Lv749CobveWalUsm3bNiZPnsz9+/fx8/Pj9OnTDBw4kODgYOzs7PI8nkIIIYQQQohXLx2l3h9DUOAZybp16xIXF5envCVKlGD+/PnMnz8/T/mVSiUjRoxgxIgRueY9deoUKpWKcePGZdvOgICAPNULGcHkypUr85zfzMyMyZMnM3ny5Dy/RwghhBBCCCHeZIW+R7KonTx5Ek9PT9q3b1/UTRFCCCGEEEK8YVQoUKn1d/ejSiH3SL4RvvzyS44dO1bUzRBCCCGEEEIIg/HGz0gKIYQQQgghREHpe1+joeyRNIxeCiGEEEIIIYTQG5mRFEIIIYQQQhgstZ7vflQbyD2ShtFLIYQQQgghhBB6IzOSQgghhBBCCIOVDqSjv5NW0/VW0utNAkkhhBBCCCGEwVLpeWmrPst6nUkgKYQQQgghhBBviJIlSwJQuXJlTp06pZOWVwqFggcPHhSqHRJICiGEEEIIIQxWOgo9L23VX1lZUavVOn+++Pf8lFEYEkgKIYQQQgghxBvi4sWLAJiYmGRKe5UkkBRCCCGEEEIYrDdtj6SLi0ue0l42w9gJKoQQQgghhBBCb2RGUgghhBBCCGGwVGol6W/QjOTrQgJJIYQQQgghhHgL3Lhxg19//ZWIiAgSEhKyPVRHoVCwcuXKQtUlgaQQQgghhBDCYKlQoNLjSav6LCs/ZsyYwapVq7I81fVFEkgKIYQQQgghhIFbt24dK1asAMDDw4MGDRpQunRplMqXt8xWAkkhhBBCCCGEwUrX8x5JfZaVV99//z0KhYIZM2YwduzYV1KnYewEFUIIIYQQQoi3VEREBHZ2dq8siASZkRRCCCGEEEIYMJVagUqtxz2Seiwrr8zNzXF2dn6ldcqMpBBCCCGEEEK8werVq8eNGzdyPGBH3ySQFEIIIYQQQhisdBSko9Tj8+pnJD/77DPi4uJYu3btK6tTAkkhhBBCCCGEeIM1btyYFStWMGvWLMaOHcvly5d59uzZS61T9kgKIYQQQgghDJZaz3sk1UWwR7JkyZLav/v7++Pv759jfoVCwYMHDwpVpwSSQgghhBBCCPEGy+/eSH3spZRAUgghhBBCCGGwVChR6XHHnz7LyquLFy++8jolkBRCCCGEEEIYrHS1gnQ9LkfVZ1l55eLi8srrlMN2hBBCCCGEEELki8xICiGEEEIIIQyWSs+H7eizrIJITU3l7NmzXL16lSdPnmBlZUXlypWpW7cuJiYmeqtHAkkhhBBCCCGEeAusXLmSb775JssTWUuVKsVnn32Gj4+PXuqSQFIIIYQQQghhsFRqJSq1Hg/b0WNZ+eHj48OOHTtQq9UYGRlRpkwZHB0diYmJ4c6dO9y/f59p06bxxx9/4OfnV+j6ZI+kEEIIIYQQQrzB9u3bx/bt2zExMWHChAlcu3aNy5cvExwczOXLl7l27RoTJ07E1NSUHTt2sH///kLXKYGkEEIIIYQQwmCpUJCux0fFq98juWnTJhQKBX5+fkydOhUbGxud121sbJgyZQp+fn6o1Wo2bdpU6DolkBRCCCGEEEKIN9jvv/9OmTJl6NmzZ475vLy8KFu2LBcuXCh0nRJICiGEEEIIIQyW5tRWfT6vWkJCAo6OjnnK6+joSEJCQqHrlEBSCCGEEEIIId5gpUqV4vr166Snp+eYLy0tjYiICEqVKlXoOiWQFEIIIYQQQhgsFUrtya16eYogxGrYsCFxcXEsWbIkx3xLliwhLi6ORo0aFbpOCSSFEEIIIYQQ4g32ySefALBw4UL69u3L0aNHuX//PgD379/n6NGj9OnTh0WLFqFUKrX5C0PukRRCCCGEEEIYLBXo9aRVld5Kyrt69eoxZ84cpk+fzq+//sqvv/4KgFKpRKXKaJFarUahUDB79mzq1q1b6DplRlIIIYQQQggh3nCffPIJe/bsoVmzZiiVStRqNenp6ajVaoyMjGjRogV79+7Vy2wkyIykEEIIIYQQwoClqxWk6/GkVX2WlV/NmzenefPmPH36lIiICBISErC0tKRChQoUL15cr3UVakZy//799OjRg/Lly+Pg4EDNmjUZOnQot27d0skXHx/PlClTqFGjBvb29nh6ejJ9+vRsj51VqVR8++23NGnSBEdHR9zd3Rk6dCg3btzIdxvPnz+Pt7c3Li4ulC1blrZt2xIUFJRt/piYGEaNGkWVKlVwcHCgXr16LFmyhNTU1CzzJycns3DhQurUqYODgwNVq1ZlzJgx3Lt3L99tFUIIIYQQQojCKl68ODVq1KBRo0bUqFFD70EkFDCQVKvVjB07loEDBxIZGUnPnj0ZOXIkjRs35vTp00RFRWnzJiYm0qVLF/z8/KhcuTI+Pj5UqlSJFStW0K1bN5KSkjKVP3bsWD7//HPUajXDhw+nTZs27N+/n1atWhEeHp7ndh49epQOHTpw6tQp3n//fYYMGUJsbCxDhgxhxYoVmfLHxsbStm1btm7dSoMGDRg5ciS2trbMnTuXQYMGoVardfKrVCr69+/P/PnzKVWqFCNHjqR+/fr4+/vTrl077QZXIV4nW7duxcbGJstn69atr7QtkZGR2NjYsHbt2ny/9/l+XL58OdPrERER2tcLUv7evXvx8/PL9/uEEEII8WZR6/PEVrUStdowdg8WaGnrmjVr+P777xk2bBgLFy7EyMhI5/W0tDTt37/55hsuX77M2LFjmTVrljZ91qxZ+Pr64ufnx7hx47TpR48exd/fnyZNmrBnzx5MTU0B8Pb2xtvbm4kTJ7J79+5c25iWlsaYMWNQKpUcOHCAmjVrAjBp0iTatGnDnDlz6N69Oy4uLtr3zJw5k1u3brFs2TI+/PBDICNoHjZsGIGBgQQGBtKrVy9t/m3bthESEkKvXr1Yt24dCkXGNPaGDRsYN24cc+fOxdfXN4+jKkTB3Xz8mA0XL3L14UOUCgVNnJzoV706NsWKZfuedevW4ebmppNWvnz5l9xS/bOysmLHjh14enrqpG/btg0rKyuePHlSoHL37t3LmTNn8PHx0UczhRBCCCH04vjx40DGrGPt2rV10vKjadOmhWpHvgPJZ8+esXDhQtzc3FiwYEGmIBLA2DijWLVazebNm7G0tGTixIk6eSZOnMj69evx9/fXCST9/f0BmDp1qjaIBGjXrh3NmjUjNDSUqKgonJ2dc2zn0aNHuX79OgMGDNAGkQAlSpRg3Lhx+Pj4sH37dj7//HMAnjx5QlBQEG5ubgwZMkSbX6FQMHPmTAIDA9m0aZNOIKlp64wZM7RBJMCQIUNYvnw5u3btYv78+Zibm+fYViEKKjU9nc8PH+ZSbCwPn5vd//vBA4L+/Zc+Hh4MfeedLN9bvXp1PDw88lRPcnIyZmZm+miy3nXr1o1du3Yxe/Zs7fcjtVrNzp076d69O1u2bCniFgohhBDidaZSK1DpcV+jPsvKSteuXVEoFFSqVInTp0/rpOWVQqHgwYMHhWpHvuddQ0NDiYuLo0uXLqSnp7Nv3z6+/vprNmzYQEREhE7e8PBw7ty5Q8OGDbGwsNB5zcLCgoYNG3Ljxg2dPZVhYWFYWFhkeUlmmzZtgLxF3GFhYQC0bt06T+WcOXOG5ORkWrVqlemT4OLiov1EpaenA5CUlMTZs2epVKmSzqwmZHxiWrVqRWJiIhcuXMi1rUIU1LhDhzgeFaUTRAKo1GruP3uG/+XL+F+6lK8yjx07ho2NDYGBgYwfP55KlSrh4OBAamoqERERjBgxglq1auHo6EjdunWZOXMmsbGxOmXMnz8fGxsb/v33XwYMGICTkxPVqlVj8uTJWS5nf158fDzdunWjWrVq/PHHH7m2t3fv3jx8+JCQkBCdPty6dYs+ffpkyv9iH2rUqMHw4cOJiYnR5hk5ciS7d+8mKipKuzxWM+OZlJTElClTaNKkCU5OTlSvXh0fH59MX+uacdy7dy9TpkyhYsWKuLq60rdvX27fvq2TNy0tjQULFvDOO+9QunRpqlWrxsSJE4mPj8+1/0IIIYQoHBUKvT8vk5OTE05OTjg6OmZKy+tTrly5Qrcj3zOSv//+OwBGRkY0bdqUa9euaV9TKpX4+Pgwd+5cAO1+xgoVKmRZVoUKFQgJCSE8PBwnJycSExOJiYnBw8Mjy5lOTTl52SepyePu7p7pNQcHBywtLXUC37y09erVq0RFReHm5sb169dRqVQ55teU26RJkxzbmtsP1q+7lJQUnT8NSVH2/a8HD7h89y6pquxvK3qSksK2P/+kW4UKFPv/lQKag6OePXumc+CVQqHAyMhI25epU6fSrFkzfH19SUpKIiUlhcjISOzs7Jg1axY2NjZERUXh5+fHe++9x7Fjx7Szlprl7f/5z3/o1asXgwcP5r///S9Lly6lePHiTJo0CciY6dS0KSkpidjYWPr3709KSgr79+/Hyckp268PTT+sra1p2bIlW7ZsoXnz5gBs2bKFxo0b4+DgoFM+kKkPd+7cYc2aNXTo0IGjR49iZmbGmDFjuH37Nv/88w8bN24EwNTUlKSkJOLj43n06BGjR4/G3t6euLg4tm/fTvfu3fn111+pWrUqgM44Nm/enOXLlxMbG8vs2bMZNmyYzqFfo0aNYvfu3fj4+NCsWTP++usvFi9ezPnz59m7d692lcfrypC/B4D039D7DzIGYNhjYMh9B8Ptd1HK6myIrNJetnz/dKI5QGbVqlXUqlWL0NBQKleuzKVLlxg7diwrV66kfPnyDB06VPvb9BIlSmRZlrW1NYA2n+ZPTXpu+XOSW1lWVlY65eS1rY8fP85X/ry0NTo6WjvT+SZ7cVbKkBRF31ddvkx8Hr55P3r2jM1nz9Lx/3/z9PDhQ+B/M/MaTk5OBAUFaU8cLl++vHbpN2T8O3VycuKDDz7Qpjk6OrJ48WLee+89fvjhB1q2bAn87999jx498PLyAsDNzY2TJ08SEBBAv379ALhz5w4AcXFxHDt2jE8//RQHBweWL1+OWq3WObjrRZp+xMTE0KZNG2bNmsVff/2FsbExP/74IxMmTNApX1NWVn2YN2+eTh+MjIwwMzPDyMgIe3t7bV5NGc8vxy9Xrhxz5syhT58+rFmzhvHjxwNox7FKlSp89tlnAFSqVImBAweyfPlyzp8/T+nSpQkPDycgIIBBgwZp2+Xu7o5CoeDLL79ky5YtmT5XrytD/h4A0n9D7z/IGIBhj4Eh9z2rCaA3yZu2tPV1ke9AUvX/sx+mpqZs3bqVMmXKANCkSRO+//57mjVrxsqVKxk6dKh+W/oWK1u2bFE3oVBSUlKIjY3FwcFBZ1+rISjKvj/8/9UBuUlVq7mekqLdV1yyZEkg49Cs5w/bMTMzw9nZmZs3bwLg5eWVaS9yWloa3377LTt37iQqKopnz55pX4uLi9Pm1/wipU+fPjg5OWnz1K5dmzNnzmjzaU5CjoiIYP369TRp0oRVq1ZRLIdDgjQ0/XB0dKRJkyYsWLCAc+fOYWZmhlqt5oMPPtCu/bexsdHWmdc+FC9eHCMjoyz3Yx88eJDVq1dz9epV4uLitOnu7u7a/Jpx7N69u04ZjRs31gbKzs7OHDp0CMjYW/18vmHDhjF37lz+/fdfBg8enOt4FCVD/h4A0n9D7z/IGIBhj4Eh9x0y+i83FRimfAeSmh8Q33nnHW0QqeHh4YGbmxsRERHExcVlmsV70YuzhrnN4uU2y5hVO7Mr68mTJ9jY2GTKn1tbNTOQ+e1bTvLyQ/ObwNTU9K3pS34VRd/zs6FaqVRq22diYgJAzZo1szxsR/M/QScnp0x9mjFjBn5+fowfP57GjRtjZmZGTEwMQ4YMIS0tTZtfsxTT0dFRp4zixYuTnJysTdMshT18+DBxcXEMHTpU5+syJ5p+mJmZUaJECby8vAgICMDU1JT33nuPUqVKaZfumpiYaOt8sQ/W1taoVCratm2r0wcjIyMUCkWmMfjll18YOnQovXr1Yty4cZQoUYJ79+6xaNEiUlJStPk142hvb69ThqWlJZDxS7lixYpp2+jq6qqTr1ixYpQqVYr4+Pg35uvKkL8HgPTf0PsPMgZg2GNgyH1/02mu7dBnea9arVq1ABgxYgQjR47MMe/gwYP5/ffftVsWCyrfgWSlSpWA7Jd0atKTkpK0+xNfPIRHQ5OuyWdhYYGjoyORkZGkp6dnmiZ/MX9ONHnCw8N554VTK2NjY0lISKBOnTqZ8ufUVlNTU+3sipubG0qlMs99E0LfyllZcSObX2Q8z9TIiPoFmPXOKlANCAigb9++fPHFF0DG1/nJkyfzXfaLJkyYwPnz5+nfvz9bt24t0FLOfv360b59exQKhc7+wxe92AeA69ev57mewMBA3NzcWLduHZAxBlFRUTx69CjPQfDzbG1tgYwluppZVsjY1/ngwQOdNCGEEEKIrGhWQk2dOpWIiAgWLVqU7aRDbGysNn9h5DtcfvfddwG4cuVKptc0pzpaWFhgZ2eHu7s7ZcqU4fTp0yQmJurkTUxM5PTp07i6uuosfWvatCmJiYmcOnUqU/maUxlzO7xGUw5knDKbXTnP351Sr149TE1NOXz4sHa5ncbNmze5evUqDRs21M60mJubU7duXa5evZrpE6FWqzl8+DAWFhbau12E0LcRdepQIg9XctgWK0a3ypX1UufTp0+1M4Ea+/btK3S5xsbGrF27Fi8vL/r378/PP/+c7zIaNGhA//796dWrl/bQnaxk1YesrgjRHK6T1ftfPPzm9OnTREdH57vNAM2aNQMyAtznBQYGkp6ern1dCCGEEC+HZo+kPp+ioDlQ9LvvvqNv376Z4i99y3cgWb58eVq3bk1ERIT2HkWNr7/+msePH9OlSxeMjY1RKBQMHDiQhIQEFi9erJN38eLFJCQk6Bx6AWg/njdvns4pUMHBwYSFhdG6detM1214enpiY2NDZGSkNq1Fixa4ubkREBDApeeuP3j8+DHLli3D1NSUvn37atOtra3x8vLixo0b2lMaISMonD17tk7bXmzr7NmzdYLPjRs3cuPGDby9veUOSfHSVC9dmuqlS2OizP7L2NLUlL4eHpjr6dTPdu3asX37dr799luOHDnCl19+qXPtRmEolUpWrVpF3759GTRoED/++GO+y/Dz82PdunUocxiTF/swffp09uzZkylf1apVuXfvHt9//z3nz5/nzz//1L7/6tWrTJo0id9++43169czY8aMTEv986pq1ar06dMHX19fvvzySw4fPszKlSsZN24c9evXp0uXLgUqVwghhBCGpXz58vz000+ULVuW4OBgOnXqpD148GUo0E+XS5cupX379nz66accOHCASpUqcenSJY4ePYqzszNz5szR5h0zZgwHDx7E19eXS5cuUatWLS5evEhoaCh16tTJtIa3efPmDBo0CH9/f1q0aEH79u2JiYkhKCgIW1tbFi1alKk9miDu+VkCY2Njli9fTs+ePenSpQteXl5YWlqyb98+oqKimDNnDq6urjrlzJo1i7CwMMaPH8+RI0eoUKECx48f58yZM3Ts2JGePXvq5O/fvz9BQUEEBAQQGRlJ06ZNiYiIYP/+/bi6ujJt2rSCDK8QefZ127Z8fvgwl2Jjde6SVAIlzc3xrlaND2rW1Ft9mmUSCxYsIC0tjSZNmrBixQq6d++ul/IVCgW+vr6YmpoyePBg1q9fT48ePfRStsaLfWjWrBm7d+/W7i3Q+PDDD7lw4QIzZswgPj4eZ2dnLl++zKBBg4iOjmbLli34+/tTtWpV5s6dy+bNmwvcplWrVlG+fHl27NjBypUrKVWqFAMGDGD69Omv/dUfQgghxJtOree7H9Uv+R7JnFSvXp2QkBD69u3L77//Ttu2bdmxY4f2Pmx9UsTFxalzz5bZrVu3+OqrrwgJCeHhw4c4ODjQqVMnJk2aROnSpXXyPn78mAULFrB//37tqVY9evTg888/x8rKKlPZKpWKtWvXsmnTJu1S2ZYtWzJ9+nTKly+vkzcuLo4KFSrQoEGDLJfDnTt3jvnz5/Pf//6X1NRUPDw8+OSTT7RXErwoJiaGuXPn8uuvv2pPcOzbty9jxozJ8iSu5ORkvv76a3bu3Mnt27extbWlQ4cOTJs2TefagLeZZo+Ys7OzwW0yf136Hvn4MRt+/52rjx6hVCho4uRE/+rVsXnJbXpd+l+UZAxkDKT/ht1/kDEAwx4DQ+47ZPQ/Ojo627vV3wRj/pnLk3T9LQO1MrLgm6qvdkLJ1taWRo0a8dNPPwEZ94V/9NFHHDhwAEtLS9avX0+HDh0A6NSpE6dPn9ZepVZQBf5Vt5OTE35+fnnKW6JECebPn8/8+fPzlF+pVDJixAhGjBiRa95Tp06hUql07nV7Xt26dTPtPcqJo6MjK1euzHN+MzMzJk+ezOTJk/P8HiH0zbVECb5s0aKomyGEEEII8cZ5G++RNDc3Z8uWLcyYMYMVK1YwYMAA5s2bx/Dhw/VWxxu/ZurkyZN4enrSvn37om6KEEIIIYQQQrw2Zs+eTcWKFRk/fjxffPEF165dIz09XS9lv/pLTvTsyy+/5NixY0XdDCGEEEIIIcQbSKXW98mtRd0jXYMGDSIgIABra2u+++47zp49q5dy3/hAUgghhBBCCCFE9lq0aMEvv/yCi4tLpqsOC+qNX9oqhBBCCCGEEAX1NuyRvHjxYq6HPVWpUoWQkBB++eUXvdQpgaQQQgghhBBCvMFcXFzylK9UqVL0799fL3VKICmEEEIIIYQwWG/DjGRRkEBSCCGEEEIIYbBUKFChx0BSj2UVxPnz57l06RIPHz4kNTU123yff/55oeqRQFIIIYQQQggh3nAXLlzAx8eHf//9N8d8arUahUIhgaQQQgghhBBCFNTbsLQ1MjKSHj16EB8fT6NGjQgPD+f+/fv07t2bR48eceHCBe7du4e5uTnvvfceRkZGha5Trv8QQgghhBBCiDfYihUriI+PZ9KkSfz000+4u7sDsGbNGnbu3Mnff//N8uXLUSgUPHz4kJUrVxa6TgkkhRBCCCGEEAZLjUI7K6mPR10EeyQPHz5M8eLF+fTTT7N83cjIiIEDB+Ln50dISAirV68udJ0SSAohhBBCCCHEGyw6OhpnZ2csLCwAUCgygtkXD9vp3r07ZcqUYefOnYWuUwJJIV5j/fv3x8XFhWfPnmX5ulqtplatWrRq1SrPZY4cORJPT099NRGAHTt2YGNjQ2RkpF7K69KlCy1bttRLWYU1f/58bGxsdNJsbGyYP39+vsuKjIzExsaGrVu36ql1QgghhCgsfc5G6nu/ZV6ZmJhQvHhx7cdWVlYA3L17N1Nee3t7rl+/Xug65bAdIYqAWq3m3P07HI6+QYpKRXVbOzo5V8TMSPdLcsCAARw8eJAff/wRb2/vTOWcOHGCyMhIRo0a9aqanqW2bdsSHByMo6NjkbbjVQkODqZs2bL5fp+joyPBwcGUL1/+JbRKCCGEEIaqTJkyOkGjq6srAGfOnKFcuXLa9OTkZCIiIlCpVIWuUwJJIV6xs/ei+fL8UR4lPyM+NQUAM6URfn+dpYdbVUZWq6tdjtChQwdKly7Ntm3bsgwkt2/fjpmZGb169XqlfdBIS0sjPT0dOzs7nJyciqQNRaF+/foFep+ZmVmB3yuEEEKIl+NtOLW1Ro0a7N+/n6dPn1K8eHFatmzJunXrmD17Nh4eHlSuXJmkpCQmTpxIfHw8DRs2LHSdsrRViFfozN1oJpw+RGTCY20QCZCsSifmWSKbr15iwe/HtenGxsZ4e3vz22+/ER0drVPW06dP2bt3L506dcLW1pYLFy4wePBgatSogaOjI7Vr12bixIk8fvw413YlJSUxd+5cateujb29PR4eHkyfPp3k5GRtHs2yTD8/P+bOnUv16tVxcXHh9u3bWS5tTUtLY8GCBbzzzjuULl2aatWqab95FdaxY8ewsbHh2LFjuaZrlsmeOHGCNm3a4OjoSN26dfn+++8zlXvixAlat26Ng4MDNWrUYOnSpajV6kz5XlzaunbtWhwdHfn3338ZMGAATk5OVKtWjcmTJ5OUlKTNJ0tbhRBCCPEytG/fntTUVEJCQgDo2LEjnp6eXL9+nUaNGuHu7o6Liwtbt25FoVBkeyhPfkggKcQrolKrmXX+Nx4mZ73fESAxLZWfb4UTHv9ImzZgwABUKlWmTdE//vgjT548oX///gDcvHkTDw8PFi1aREBAAJ999hmHDh2id+/eObYrPT2d3r17s3btWgYPHsyuXbsYNWoU33//PR9++GGm/CtWrODSpUssWrSITZs2UaJEiSzL9fHxYdGiRfTo0YOdO3fi4+PDli1b6NmzJ2lpaTm2Sd9u377NmDFjGDx4MNu3b+edd95h7NixHD16VJvnjz/+wMvLi/T0dNauXctXX33FwYMH8xX0DRw4kDp16rB161YGDx7M2rVrWbZs2cvokhBCCCH0RK1W6P151bp27cqOHTuoVq0aAEqlkl27dtG6dWvUajUPHz4kNTWVkiVLsnz5cjp37lzoOmVpqxCvyKm7t3iUkpRrvkcpSaz5+yyLG7YDoHr16rzzzjts376dzz77TJtv+/btODo60qZNGyDjFK7nNWrUiIoVK9K5c2cuXbpEzZo1s6xv9+7dHD16lICAANq2bQtAixYtKFmyJCNGjODcuXPUrVtXm9/GxoYdO3agVCpJSkoiKioqU5l///03P/zwA2PHjmXWrFkAtG7dmlKlSuHj48OBAwcytfdlevDgAXv27KF69eoANGnShNDQUAIDA2nevDkAS5YswcTEhL1792oP12nVqlW245aVjz76iI8++gjIGMPz588TGBjIlClT9NshIYQQQojnWFhY0KFDB500BwcHAgMDuXv3LpGRkZibm1OtWjWMjIz0UqfMSArxivxyK4KE55az5uSfuAc6H/fv358rV65w9uxZIOOI599++40+ffpovxkkJCQwd+5c6tSpg4ODA3Z2dtrfNl27di3buoKDg7G3t6dly5akpaVpH02Aevz4cZ38nTp1QqnM+VuH5j0vzoZ6e3tjZGREWFhYbkOgV87OztogEjL2KlasWJFbt25p044fP07r1q11Tmi1srKiY8eOea7nxbweHh46dQghhBDi9aNCoffndWJvb0/9+vWpUaOG3oJIkEBSiFcmJT3vyzlf3Jfn7e2NmZkZ27dvB2Dnzp2oVCrtslaAUaNGsWbNGoYMGcKuXbs4fPgwmzdvBsj2+hDIOBb67t272NnZ6TyVKlUCMmbznufg4JBr+x89ylia++IpriYmJpQqVYqHDx/mWoY+2draZkozNTXV2b/48OFD7O3tM+XLS3+zq8fU1FRnn6kQQgghxMuwfft2tm/fnqefsUJCQrQ/UxaGLG0V4hWpYlOKX25FkKbO/bhlSxNTnY9tbW3p1KkTgYGBfPXVV2zfvp26detSpUoVIOOwnB9//JFJkyYxevRo7fvycrBNyZIlKVOmDNu2bcvy9ReDK82JsjnRBFQxMTGULFlSm56amsqDBw900gqiWLFiAKSk6M7wFiZALVmyZJZ3LcXGxha4TCGEEEK8/t6GU1t9fHxQKBSUL1+eXbt2UaFChWzzLlmyhNOnT9OvX79C1SkzkkK8Il5u1ShlZp5rPnMjYwZVqpUpvX///sTFxTFnzhyuXLnCgAEDtK8lJyeTlpaGiYmJznu2bNmSa33t2rUjNjYWY2Njateunel5/u6hvGrWrBkAAQEBOumBgYGkp6drXy8oZ2dnAP766y+d9J9//rnAZTZt2pTQ0FDi4uK0aU+ePClUmUIIIYQQr4parSYiIoJ27dpx4sSJl16fzEgK8YpYm5rRoowr+25eISmHZa5lilvSzinzhfWaqytWrVpFsWLF8PLy0r5WokQJGjZsyIoVKyhdujRlypQhKChIu6cyJ97e3uzYsQMvLy8++eQTatWqhUqlIioqiuDgYKZPn07VqlXz1deqVavSp08ffH19UavVNG/enD///JOvvvqK+vXr06VLl1zLiIuLY+/evZnSK1SogKenJ++++y5ff/01tra2lC1bloMHDxbqm+aECRP4+eef6d69O+PGjUOhUPDNN99gYWGhXaorhBBCiLePvk9aLYpTWwHq1q1L5cqV2b59O++//z7Lly+nT58+L60+mZEU4hWaUrsZzR1dsDYxy/SamdKI8pY2rHu3KybKzBuhjYyM6Nu3L2q1ms6dO+scCgOwbt066tevz5QpUxg6dCipqals3Lgx1zYZGxuza9cuRowYwY4dO+jbty9Dhgxh/fr1uLu7Z9rnmFerVq1i0qRJBAUF0bt3b1auXMmAAQMIDAzE2Dj332HduHGDDz74INOjuY5j7dq1NG7cmKlTpzJ06FDUajWLFi0qUFsh4yLfwMBAlEolH330EV988QVdunTR2YcqhBBCCPG6MjExwc/Pj6lTp5KamsrIkSN17r3WN0VcXFzm27aFyAfNFRDOzs7avWuGoiB9V6vVXHwYi99fZ7md+ASVWo2FiQkD3D3p4lIJUz2epvWyGfLnXkPGQMZA+m/Y/QcZAzDsMTDkvkNG/6Ojo3Pck/e663POl8dp2R9MmF8ljM3ZWXes3srLC1tbWxo1asRPP/0EQFBQED4+PiQnJ9OrVy9WrVql3QLVqVMnTp8+XejDD2VpqxCvmEKh4J1Sjqx9t2tRN0UIIYQQwuC9LUtbn/f+++/j5ORE//79CQgI4NatW2zbti3TirbCkKWtQgghhBBCCPGWqV+/PocOHaJKlSqcPHmStm3bEh4errfyJZAUQgghhBBCGCzN9R/6fF4Xrq6u/PLLL7Rs2ZLw8HDatWtHZGSkXsqWQFIIIYQQQggh3lLW1tYEBAQwePBgHj16xJ07d/RSruyRFEIIIYQQQhgstTrj0Wd5uUlKSmL27NlcuHCB69ev8+jRI0qUKEH58uUZOHAgffr0yXQ/eE769u1LpUqVsn3dyMiIr7/+mgoVKrBu3bo8l5sTCSSFEEIIIYQQ4hVKTExkw4YN1KlTh/bt22NnZ0dcXBzBwcGMGjWK3bt3ExAQgFKZtwWkq1evzlO+0aNHM3r06MI0XUsCSSGEEEIIIYTBUqFAhf72NealLFtbW27evImpqalOelpaGj169CA0NJTg4GA6dOiQpzqjoqIAcHZ2zjXvvXv3SEpKylPenMgeSSGEEEIIIYR4hZRKZaYgEsDY2JiuXTOuiIuIiMhzeTVr1qRWrVoMGjSIpKSkHPMOGjSId955J1/tzYoEkkIIIYQQQgiDpblHUp9PQalUKkJCQgDw8PDIZz/U/Pjjj3Tt2pV79+7lmrewZGmrEEIIIYQQQhSBlJQUli5dilqt5tGjR/z2229cuXKFAQMG0KJFi3yVValSJUxMTDh37hxt27Zl586dVK1a9SW1XAJJIYQQQgghhAHT992P+SkrJSWFhQsXaj9WKBSMHj2amTNn5rveUqVKsWvXLoYMGcKhQ4fo2LEj33//PS1btsx3WXkhS1uFEEIIIYQQoghYWloSFxfHw4cP+fPPP1myZAn+/v507dqV+Pj4ApW3c+dOhg4dyuPHj+nduzf+/v4voeUSSAohhBBCCCEMmJr/3SWpl6cAbVAqlZQrV46hQ4fyzTffcOrUKZYuXVqg/iiVSpYsWcK8efNIT09n7NixBZrhzLUevZcohBBCCCGEEKJAWrVqBUBYWFihyvHx8WHr1q1YWFiwYsUKPvjgg1xPdM0P2SMphBBCCCGEMFyFPGk1q/IKIyYmBgATE5NCN6Vjx44cOHCAvn37sn//fm7fvk1CQkKhywWZkRRCCCGEEEKIV+qff/7h6dOnmdKfPn3K1KlTAWjXrp1e6qpZsyYhISF4enpy7tw5rly5opdyZUZSCCGEEEIIYbAKe/djVuXlJigoCD8/Pxo1aoSLiwtWVlZER0dz6NAhHj58SOPGjfHx8clznU5OTjg6Omb7epkyZfjpp58YNmwYP/30EwpF4ftboBlJT09PbGxssny6dOmSKX9ycjILFy6kTp06ODg4ULVqVcaMGZPjRZk//PADrVu3pmzZsri6utKnTx9+//33fLf12rVrDB48mAoVKuDo6EjTpk357rvvsr2EMz4+nilTplCjRg3s7e3x9PRk+vTp2U4Bq1Qqvv32W5o0aYKjoyPu7u4MHTqUGzdu5LutQgghhBBCiLdfx44d8fLy4tatWwQEBLBy5UoOHTpE9erV8fX1Zf/+/Zibm+e5vMuXL7Nx48Yc8xQvXpytW7dy8eLFAsVVLyrwjKS1tTUjR47MlO7i4qLzsUqlon///oSEhFC/fn26detGeHg4/v7+/Pbbbxw6dAg7Ozud9yxZsoS5c+fi7OzMkCFDSEhIYPfu3XTo0IG9e/fSqFGjPLXxn3/+oX379iQlJdGjRw/KlCnDr7/+yvjx4/nnn39YvHixTv7ExES6dOnC5cuXad26Nb169eLSpUusWLGC48ePc/DgQYoVK6bznrFjx+Lv70+1atUYPnw4d+7cYc+ePYSGhnLo0CHc3d3z1FYhhBBCCCHEq1cU90jWrl2b2rVr663OvFIoFJnitYIqcCBZokQJvvjii1zzbdu2jZCQEHr16sW6deu006gbNmxg3LhxzJ07F19fX23+8PBwFixYQMWKFQkJCaFEiRIADB06lHbt2jFmzBhOnjyJUpn7ZOq4ceOIj49n165d2jXGU6dOpXv37qxbtw5vb28aNGigzf/NN99w+fJlxo4dy6xZs7Tps2bNwtfXFz8/P8aNG6dNP3r0KP7+/jRp0oQ9e/ZgamoKgLe3N97e3kycOJHdu3fn2k4hhBBCCCFE0dBc26HP8gzBS98jqbkAc8aMGTprcYcMGcLy5cvZtWsX8+fP107dbt26lbS0NMaPH68NIiFjk2jPnj3Ztm0bJ0+epGnTpjnWe+3aNU6cOMG7776rs1HV1NSUqVOn0rVrVzZt2qQNJNVqNZs3b8bS0pKJEyfqlDVx4kTWr1+Pv7+/TiCp6dvUqVO1QSRkbIxt1qwZoaGhREVF4ezsnK8xE0IIIYQQQoisfPLJJwA4Ojoyffp0nbS8UigUrFy5slDtKHAgmZKSwtatW4mJicHKyoo6depQr149nTxJSUmcPXuWSpUqZZpCVSgUtGrVio0bN3LhwgWaNGkC/O++lNatW2eqs02bNmzbto3jx4/nGkjmVE7jxo2xsLDg+PHj2rTw8HDu3LlDmzZtsLCw0MlvYWFBw4YNCQkJ4datWzg5OWnrsLCwyHKpbZs2bQgLC+P48eP07ds3x7bq8z6XopCSkqLzpyEx5L6D9B9kDEDGQPpv2P0HGQMw7DEw5L7D29HvojhspzC2bdsGQOXKlbWB5LZt21AoFNmeA/OiIg0kY2NjM0W+derU4bvvvqN8+fIAXL9+HZVKRYUKFbIsQ5MeHh6uDSTDw8OxtLTEwcEhU37NfsPw8PBc26fJk1XdRkZGuLq68s8//5CWloaxsXGO+TXpISEhhIeH4+TkRGJiIjExMXh4eGBkZJRj33ITHR1Nenp6rvled7GxsUXdhCJjyH0H6T/IGICMgfTfsPsPMgZg2GNgyH3P6mdh8fJ8/vnnAJQqVSpT2qtUoEBywIABNG7cGA8PDywsLLh27RqrVq1i586ddOvWjRMnTmBlZUV8fDyAzhLV51lbWwNo82n+Xrp06SzzW1lZZcqfndzqtrKyQqVSkZCQgI2NTb7bqvlTk55b/pyULVs21zyvs5SUFGJjY3FwcNBZ4msIDLnvIP0HGQOQMZD+G3b/QcYADHsMDLnvkNH/+/fvF3UzCuVNm5GcPHlyntJetgIFki82tGbNmnz77bcA7Ny5k02bNjFq1KjCt85AvHgS7JvK1NT0relLfhly30H6DzIGIGMg/Tfs/oOMARj2GBhy34VhKtA9ktkZMmQIAKdPnwb+Nyv3+PHjLPNnNatnbW2d7SzekydPMuXPTm51P3nyBIVCgaWlZYHamtuMY24zlkIIIYQQQoiip34JjyHQayCpWaf79OlTANzc3FAqlURERGSZX5P+/F2L7u7uJCQkZLnOXLPfMC93M2ryZFV3eno6kZGRuLq6YmxsnGv+rNpqYWGBo6MjkZGRWe5vzKpvQgghhBBCCPE20GsgefbsWQDtCa3m5ubUrVuXq1evcvPmTZ28arWaw4cPY2FhoXMZp+Y01tDQ0Ezlh4SE6OTJSU7lnDx5ksTERJ1y3N3dKVOmDKdPnyYxMVEnf2JiIqdPn8bV1VV7YqumjsTERE6dOpVtWzWHCAkhhBBCCCFeP5o9kvp8XqaSJUsW+nn+oJ6CyncgeeXKFe2M44vps2bNAqBXr17a9A8++ACA2bNn6xxHu3HjRm7cuIG3t7f2DknIOMjH2NiYpUuX6iwzvXTpEoGBgVSpUoXGjRvr1N2lSxdsbGw4duyYNq1SpUo0adKEY8eOERwcrE1PSUlh3rx5AAwaNEibrlAoGDhwIAkJCSxevFin/MWLF5OQkKDty4t9mzdvns7Rx8HBwYSFhdG6detM154IIYQQQgghREGp1epCPyqVqtDtyPdhO4GBgfj5+dGkSROcnZ0pXrw4165dIzg4mNTUVMaNG6cz09e/f3+CgoIICAggMjKSpk2bEhERwf79+3F1dWXatGk65VesWJHJkyczd+5cmjVrRrdu3UhISGD37t0AfPPNNyiVuvGvZiA0y1Q1li5dSocOHRgwYADvv/8+jo6O/Prrr/z999989NFHNGzYUCf/mDFjOHjwIL6+vly6dIlatWpx8eJFQkNDqVOnDiNHjtTJ37x5cwYNGoS/vz8tWrSgffv2xMTEEBQUhK2tLYsWLcrv8AohhBBCCCFeJX1vbHzJmyQvXrz4civIo3wHku+++y5Xrlzh0qVLnDx5kqdPn1KqVCnatWvHsGHDaN26tU5+pVLJtm3b+Prrr9m5cyd+fn7Y2toycOBApk2bhp2dXaY6JkyYgIuLC6tXr2bDhg2YmJjQuHFjpkyZwjvvvKOTV61W888//+Di4kL9+vV1XqtWrRohISHMnTuXX3/9ladPn+Lu7s6SJUsYOnRopnotLCw4cOAACxYsYP/+/Rw7dgwHBwdGjRrF559/rjNzquHr64uHhwebNm1izZo1WFhY0LVrV6ZPn669T1MIIYQQQggh9OF1WfGoiIuLe6MPFvrrr79o0qQJS5YsYdiwYUXdHIOUlJREVFQUzs7OBnfstSH3HaT/IGMAMgbSf8PuP8gYgGGPgSH3HTL6Hx0dTYUKFYq6KQXW9vA64lKT9FaejUkxDrX6SG/lva70ethOUTh58iT29vb85z//KeqmCCGEEEIIIYRByPfS1tfN0KFDs1ymKoQQQgghhBC5UaszHn2WV5TOnz/PpUuXePjwIampqdnm+/zzzwtVzxsfSAohhBBCCCGEobtw4QI+Pj78+++/OeZTq9UoFAoJJIUQQgghhBCioPR99+PLvkcyK5GRkfTo0YP4+HgaNWpEeHg49+/fp3fv3jx69IgLFy5w7949zM3Nee+99zAyMip0nW/8HkkhhBBCCCGEMGQrVqwgPj6eSZMm8dNPP+Hu7g7AmjVr2LlzJ3///TfLly9HoVDw8OFDVq5cWeg6JZAUQgghhBBCGDAFqPX48OpnJA8fPkzx4sX59NNPs3zdyMiIgQMH4ufnR0hICKtXry50nRJICiGEEEIIIQyX+n8H7ujjoQgO24mOjsbZ2RkLCwsAFIqMYPbFw3a6d+9OmTJl2LlzZ6HrlEBSCCGEEEIIId5gJiYmFC9eXPuxlZUVAHfv3s2U197enuvXrxe6TgkkhRBCCCGEEIZL/RKeV6xMmTI6QaOrqysAZ86c0cmXnJxMREQEKpWq0HVKICmEEEIIIYQQb7AaNWpw9+5dnj59CkDLli1Rq9XMnj2bK1euAJCUlMSECROIj4/H09Oz0HVKICmEEEIIIYQwWJrrP/T5vGrt27cnNTWVkJAQADp27IinpyfXr1+nUaNGuLu74+LiwtatW1EoFNkeypMfEkgKAWzduhUbGxvtY2trS5UqVejTpw8XLlwocHmRkZEvobVCCCGEEEL8T9euXdmxYwfVqlUDQKlUsmvXLlq3bo1arebhw4ekpqZSsmRJli9fTufOnQtdp3GhSxDiNRWd8ISdf//NrSfxWJma8n7lKtQsba89xSor69atw83NDZVKxa1bt/j666/p3r07x44d0641F0IIIYQQbxF972ssgj2SFhYWdOjQQSfNwcGBwMBA7t69S2RkJObm5lSrVg0jIyO91CmBpHjrPE1NZeLhEP599JAHz55p049E3cTO3JzFLdtQ3sYmy/dWr14dDw8PABo2bEiNGjVo2LAhhw4dYujQoa+i+UIIIYQQQuiNvb099vb2ei9XlraKt0pKejrDfjrA6ejbOkEkwOPkZMLj4hjx609ExcfnqTzN0cnP38Fz69YtRo4cSeXKlXFxccHb25utW7fmWpanpyeDBg1i+/bt1KtXD3t7exo1asS+fft08kVERDBixAhq1aqFo6MjNWrUYPjw4cTExGQq859//mHgwIGUL18eBwcHmjdvzoEDB3Ty3L17l08++QQPDw/s7e2pXLky77//PteuXdPmUalUrFy5kkaNGmFvb0/FihX59NNPiYuLy9M4CSGEEEK8qd6GPZJFQWYkxVvlh3/+4lrcI9JzyHP36VNmHT/Gd526ZHotPT2dtLQ07dLWWbNmYWFhoV1HfufOHdq2bYuFhQUzZ87Ezs6OPXv2MGHCBFJSUhg5cmSO7Tt79iyXL1/miy++wMrKivXr1/PBBx+wa9cu2rZtq63D0dGRefPmYWtrS3R0NCtXrqRjx46cPn0aMzMzAP744w86duxI5cqVWbJkCTY2Nvzwww/85z//YfPmzXTt2hWAESNGcOPGDWbOnImTkxMPHjzgxIkTxD8XTPv4+BAUFMTo0aNp2rQpUVFRzJs3jz/++INff/0VY2P5ViGEEEII8bo6fvx4vt/TtGnTQtUpPx2Kt4ZarSbg339IzcO9OFHx8dxNTMTewkIn/d1339X52MbGhs2bN+Pi4gLAggULePbsGb/99hsODg4kJSVRoUIFABYuXMiHH36oDfSyEhMTw3//+18qVqwIZJywVa9ePebPn68NJJs2barzhZ2WlkajRo3w9PQkODhYGyBOnz4dOzs7fvzxR+0FtG3atOHOnTvMmTNHm+/06dNMmzaNPn36aMvs1q2b9u+nT59mx44dLFu2jA8//FCbXrFiRTp37sz+/ft5//33cx1TIYQQQog30luwR7Jr1645ngPyIoVCwYMHDwpVpyxtFW+NxNRUnqam5Snvw6RnXL5/L1P6hg0bOHz4MKGhoWzbto3atWszcOBA7W95goODad26NaVKlSItLU37tGrViri4OP78888c661Vq5Y2iAQwMjKiR48eXLhwQXvvT1paGsuXL6dRo0aULVsWOzs77V0/muWoSUlJHDt2jG7dumFqaqrTlnbt2vHvv/9y//59AGrXrs2KFSvw8/Pj8uXLmS6gDQ4OxsjIiJ49e+qU06BBA6ysrAr0Gy4hhBBCCPHqODk5ZfuULFkStVqNWq3GxMQEJycnypUrV+g6ZUZSvDXS1Xn/dZJKrSY9i5nLqlWrag/bAWjVqhXVq1dnxowZhISEcPfuXYKCgggKCsqy3Nx+s5PVRufSpUujUqmIi4ujePHizJ49Gz8/P8aPH0/jxo2xtrZGpVLRtm1bnv3/vs+HDx9qA87ly5dn2xY7Ozu+//57Fi5ciJ+fH1OmTMHOzo4BAwbwxRdfUKxYMe7evUt6enq2p9IW9rdVQgghhBCvN8X/P/os79W6fPlyjq/HxcWxfv16vv76awYNGsSECRMKXacEkuKtYWVqirEyb8cZ25gVw62ETa75zM3NcXNz0840lixZkjp16vD5558DkJycTGxsLA4ODpiZmWmXuWbn7t27mdLu3buHUqnE5v9Pkg0ICKBv37588cUX2jzXr1/Xbb+NDUqlkkGDBvHBBx9kWZcmMLSzs2Px4sUsXryYiIgIgoKCmDdvHiYmJkybNo2SJUtibGzMzz//nOVx0La2tjn2SQghhBBCvN5sbGyYMGECFSpUYNiwYXh4eBT6LkkJJMVbQ6lQ8K6TMz/8+3eueUuaF6NyyZK55nv69CnXr1/Hzs4OgHbt2nHs2DEqVaqEpaUlSUlJREVF4ezsTLFixXIt7+LFi1y7dk27vDU9PZ09e/ZQu3Zt7T7Hp0+fYmJiovO+LVu26HxcvHhxmjZtyh9//EHNmjXzfB9QhQoVGD9+PD/88IM2OG7Xrh2+vr7cu3ePTp065akcIYQQQoi3xluwRzKvvLy8mDJlCqtWrZJAUojnfVTrHY7euklMYmK2eWzMzPi0Tr0sX/vzzz9JTExErVYTExPD+vXrefToEePHjwdg6tSptG3blg4dOjB8+HDKlSvHjRs3iIuL4/Tp0/zwww85ts/R0RFvb2+mTJmClZUV69at48aNGyxZskSbp127dmzfvp2qVatSpUoVQkJCOHjwYKay5s+fT+fOnenatSuDBw+mXLlyPHr0iL///puIiAjWrFnD48eP6d69O7169aJKlSqYmZlx5MgRrly5wscffwxkHO7Tr18/Pv74Y4YPH07Dhg0xNTXl1q1bHDlyhAEDBtCyZcvchl4IIYQQQrwBypYtm+tS2LyQQFK8VeyKF2dFm/aMCQ3m/rNnpKT/7yIQJVDS3JxPateluUvW+wE/+ugj7d9LlixJ5cqV2bhxo/bU0rJly3L48GEWLlzIokWLiI2NxdLSkipVqvDee+/l2r569erRuXNnFi5cyM2bNylfvjzff/89bdq00eZZtGgRCoWCBQsWkJaWRrNmzdi9eze1atXSKatGjRratsyYMYOHDx9SqlQpqlWrRu/evQEoVqwYtWvXZuvWrURFRQHg5ubGkiVLGDp0qLYsPz8/6tWrh7+/PytXrsTY2Jhy5crRvHlz3N3dc+2XEEIIIcQby4BmJFUqFREREaSn53RZXt4o4uLiXuOuijdBfpd3vgpJaWn8GH6NgH/+Jik9DaVCQTMnZwZV98Tu/5eQ6qWefPTd09OT2rVr4+/vr7f6i9rr+Ll/1WQMZAyk/4bdf5AxAMMeA0PuO2T0Pzo6OtdzIl5nLQ98z6OUJL2VZ2tajCNdBuutPH1JTU1l+vTpfPvtt9SrV4/g4OBClSczkuKtVMzYmF5VqtKrStWibooQQgghhHidqRUZjz7Le8U++eSTbF9Tq9Xcu3ePS5cuce/ePRQKRY7580oCSSGEEEIIIYTBUqszHn2W96pt27YNhUKBOpfKLSwsmDFjBj169Ch0nRJICvGK6GNTsxBCCCGEEC/SXE2XFYVCQfHixXF3d6d58+ZYWlrqpU4JJIUQQhTa/v37mT17tvZjY2NjHB0d6dy5M1OmTNHek5pXkZGR1KpVi0WLFmlPGH5ZHjx4wNq1a+nSpQs1a9bUW7lqtZodO3bw3XffER4eTlJSEnZ2dtSsWZMhQ4bQtm1bvdX1vC5dugBw4MCBl1K+EEK8dd6Cw3YmT578yuuUQFIIIYTerFu3Djc3NxISEjhw4ABr164lKiqK7du3F3XTsvXgwQMWLlyIi4uLXgPJ6dOns2rVKj766CMmTpxIsWLFuH79Or/88gtHjx59aYHk0qVLX0q5QgghxPMkkBRCCKE31atXx8PDA4BWrVpx7do1fvrpJ+7evYu9vX0Rty6z5OTkl1Lus2fPWLt2LYMHD2bRokXa9BYtWjB48GBUKtVLqRegalU5ZEwIIfLlLThsJydqtZpLly5x584datasSdmyZfVSrlIvpQghhBBZ0Nx/qrnHFCAhIYEvvvgCDw8PSpcuTc2aNZk7dy4pKSmZ3p+WlsasWbOoUqUKjo6OdO3alT///DNTvl9++YVOnTpRrlw5ypUrR69evfjrr7908nTp0oWWLVsSGhpKq1atcHBwYNSoUTRo0ADIOPHOxsYGGxsbtm7dqn3f2rVradiwIfb29lSsWJERI0YQExOTY7+fPn1KSkoKDg4OWb6uVP7vf7/379/ns88+o169epQtW5Zq1arRv39/rl27ps1z/vx5bGxs2L17d6ayfH19sbOzIzY2VttPzfJWyDiaf8qUKTRp0gQnJycqVqxI9+7dOX/+vE45x44dw8bGhr179zJlyhQqVqyIq6srffv25fbt2zp509LSWLBgAe+88w7Ozs7aJczx8fE5josQQoiX49ixYwwfPpy9e/fqpD98+JDOnTvTqlUr+vfvT61atfDz89NLnRJIClEAW7duxcbGBkdHR+rXr4+jo6P2B1AbGxsSEhKKuomvzKxZs6hXr57eyvP09NQZS83j6emptzoK4sUfzjU/dB8/fjzbPAJu3ryJkZERLi4uQMZFyH369GHDhg0MGzaMnTt30rt3b77++ms++uijTO9ftWoVFy9exNfXlxUrVnD79m3ee+89nUBu8+bN9OnTBycnJ7777jvWrFnDo0eP6NSpEzdv3tQpLyoqijFjxjB48GACAgIYPnw4GzZsAGDChAkEBwcTHBxMhw4dAJg7dy6TJk2iYcOGbNu2jalTp/Lrr7/SqVOnHIOmUqVKUb58edasWcPatWu5ceNGtnkfPXqEiYkJ06dPZ9euXSxYsICEhATatm3LvXv3AKhTpw5VqlRhx44dmd6/Y8cO2rRpk23QmpycTHx8POPGjWP79u2sWLECW1tbOnbsyN9//50p/7Rp03jy5Alr1qxh3rx5nD59OtM+VR8fHxYtWkSPHj3YvHkz/fr1Y/v27fTs2ZO0tLRs+yqEEK8jBaBQ6/Epgj7s3LmTXbt2ZVr9M3PmTE6dOgWAtbU1aWlpTJs2TZtWGLK0VYhC8PPzo1ixYjg4OGBqaqpNL168eBG26s337rvvMmPGDJ2058f3dSV70yA9PZ20tDQSEhL48ccf2bdvHz4+PpQuXRqAQ4cOcfz4cZYtW8aHH34IQOvWrTE2NmbBggVcuHCB2rVra8szNjZm165dGBtn/O+qXr161KtXj9WrV/Pll1+SmJjItGnT8PLyYt26ddr3vfvuu9SuXZtvvvlG5/Py4MEDdu7cqfPLD2trawDKly9P/fr1temPHj1ixYoVeHl5sXz5cm16pUqV6Nq1K5s2bWL06NHZjsX69esZOnQokyZNYtKkSZQuXZpWrVoxYMAAWrRooVPe88tf09PTadeuHZUqVWLXrl34+PgA0K9fP+bOnauzTPjChQv8888/OR6yUKJECVauXJmp/IYNG7Jp0yYWLFigk79OnTqsWLFCZxymT5/OnTt3KFOmDH///Tc//PADY8eOZdasWSQlJeHu7o67uztjxozhwIEDdO/ePdv2CCGE0L+zZ89iYWFB48aNtWmJiYkEBgZiYWFBcHAw1apVY/ny5cycOZPvvvuORo0aFapOmZEUohCqVauGp6cndevWpX79+trn+WVrIv9sbW11xrN+/fraJZKvs6pVqxr8/rR3330XOzs73NzcGDVqFJ06ddI5zTUsLAyA3r1767yvb9++Oq9rdOvWTRtEQkawV6dOHe1M8JkzZ3j8+DF9+vQhLS1N+1haWtKgQQOdGWMAR0fHPM+gnzlzhuTk5ExtbdasGU5OTpna+qK6dety5swZ9uzZw9ixY6lSpQp79uyhe/fufP311zp5/f39ad68Oc7OzpQqVYqyZcuSmJios7y1d+/eqFQqfvjhB23atm3bsLGxoVOnTjm2Zf/+/XTo0AE3NzdKlSqFnZ0d4eHhOuVrdOzYUedjzZ7XW7duAWjH9MVx8fLywsjIKNdxEUKI1476JTyv2L179yhTpoxO2qlTp3j27Bldu3alWrVqQMaKkhIlSuhlRlJ+2hXiJdIsfwwKCmLixIlUqFABZ2dnRowYwbNnzwgPD6dnz544OTlRs2ZN1q9fr/P+vOydgv8ttT1x4gQ+Pj64urpSsWJFhg8fTlxcnDZfZGRkpv1fOaWfPn0aLy8vXFxccHR0pFOnTpw8eTLXfn/11Ve0bNkSFxcXXF1d6dChAyEhIfkcvYKXrenPmjVrWLJkCdWrV8fZ2ZmuXbvyzz//ZCozL/vr8kKWtsKGDRs4fPgwu3fvplOnTvz44486M4KPHj3C0tIy0x1Wjo6OQMZejudldUBP6dKltfnu3r0LQJ8+fbCzs9N5fvnlFx48eKDz3uyWf2bl0aNHOm17sb0vtjUrJiYmtGzZklmzZvHjjz9y4cIFPDw8mDdvnvZrc/369Xz66ac0btyYjRs3EhISwuHDh7Gzs+PZs2fassqWLUuLFi20y1tTU1PZvXs3Xl5emJmZZduGX375hUGDBuHi4sLq1as5dOgQhw8fpkaNGjrla9ja2up8rFkNkJSUlOO4mJiYUKpUqTyNixBCCP2Kj4/HyspKJ+2///0vCoWCli1batOMjY1xdXXVbp0oDFnaKkQhqFQqnVkQyLj01cjISCff9OnT6dixI+vXr+fixYvMmTMHpVLJuXPnGDJkCKNGjWLLli1MmDABT09PGjZsCOjunbKzs+P+/ft89913tG3bljNnzmiXC2r4+PjQrVs3vv/+e/79919mzZqFQqFgzZo1+e5baGgoffr0oXnz5qxcuRIzMzPWr19P9+7d+fnnn6lTp062742Ojmb48OGUK1eO5ORkfvrpJ3r16kVgYCCtW7fOtW61Wp1pn5WRkREKhSJfZa9atYqaNWuydOlSnj17xsyZM+nXrx9nzpzRznJt3ryZ0aNH4+3tzZgxY0hNTcXX15dOnTpx7Ngx7d4+kTdVq1bVzmC1aNGCDh06sGTJEvr27YuTkxO2trYkJCSQkJCgE0xq9jyWLFlSpzxNoPi8e/fuafNp/vT19c1y1vr52UzI+PrMK01AldXBOjExMVSvXj3PZWmUK1eOgQMH8sUXXxAeHk7dunUJCAigefPmLFy4UJsvJSVFG7A9r1+/fnz88cf88ccfREZG8uDBA/r165djnYGBgbi5ueks/YWM7y8lSpTIdx+eH5fnP1+pqak8ePAg0+dQCCFee2/Bqa2WlpaZ/n914sQJgExLWBUKBSYmJoWuUwJJIQqhTZs2mdJq1KiRaWlXgwYNWLJkCZCxH+z48eNs27aNdevW4e3trc1z8OBBAgICtIFkXvdOabz33nvaZYStWrUiPDwcf39/Vq9ena8foAEmTpxI7dq12bVrl3apbps2bWjcuDHz589n165d2b73+f1YKpWKVq1aERERwfr16/MUSO7fvx87OzudtG+//ZY+ffrkq+zSpUuzZcsWbd+VSiUffPAB586do2HDhvneXyfyx8jIiIULF9KmTRu+/vprli5dSrNmzVi+fDkBAQEMHjxYm1ezXLNZs2Y6Zezbt4+ZM2dqA8Lr169z/vx5Ro0aBUDDhg2xtrbm6tWrOuXlx4szbhr169fHzMyMgIAAneWeJ06c4NatWwwfPjzbMlNTU3ny5EmWQdWVK1eA/82OPn36FAsLC50827dvJz09PdN7u3btipWVFdu3bycyMpKKFSvq7OvMytOnTzMF1IcPH+b27du4ubnl+N6saD5HAQEBOnuZ9+zZQ3p6eqbPoRBCiJevWrVqnDp1ihMnTtCkSRNu3LjByZMnKVu2bKbv9VFRUZl+zioICSSFKIQ1a9Zgbm6Og4ODdmmZubl5pnzt2rXT+bhy5cocOnRIJ93CwoKyZctmOmbf39+f9evXc/36dZ48eaJNz+vepuTkZO7evZuvJX0RERGEh4czcuRIVCqVzp13LVu2zLQE9kVhYWEsWbKEP/74g/v372vTK1eunKf6mzdvzpdffqmTpvkmmJ+yO3TooBNAP7/Xq2HDhpn212lkt79O5F/dunXp2rUrmzdvZty4cbRt25amTZsyefJk4uLiqFWrFidOnODrr7+me/fuOgftQMY1E97e3nz88cckJCTw1VdfUaJECUaOHAmAlZUVX331FZ9++qn2iHNbW1vu3r3Lf//7X8qWLcunn36aYxvLlSuHtbU1AQEBVK1aleLFi+Pq6krJkiX59NNPWbx4MZaWlrz33ntERUUxZ84c3Nzc+OCDD7ItMz4+npo1a9KtWzdatWpFuXLliI+P55dffuH777/XLmmHjO8Py5YtY9GiRdp/l999912Ws4XFixenW7du7Ny5k/j4eD7//PNcPwft2rXjxx9/ZNKkSXTp0oV//vmHpUuXFvgesapVq9KnTx98fX1Rq9U0atSIkydP8u2331K/fn2DX94thHgD6XtfYxHskezbty8nT56kX79+NG/enLNnz6JSqTKtWrl69SoPHz7M9ZeQeSGBpBCFUKVKFSwtLXF2dqZYsWLZ5stuz5GNjU2m9OcvSF+/fj0TJkxg+PDhzJgxA1tbW5RKJd7e3gXa25RXmuWEEyZMYMKECVnmefbsWZaznJcuXcLLy4t3332XZcuWUaZMGYyNjZk3bx7//vtvnuq3sbHJFFAUpOzcxuP5/XVZeXHpsCiYadOmcfDgQXx9fVm8eDE7d+5k3rx5rF27Vns4wNixY5k0aVKm937yySfcvXuXMWPG8PjxY+rXr8+WLVt09uf95z//wcnJiW+++YZPPvmE5ORkHBwcqFevHj169Mi1fSYmJixfvpx58+bRvXt30tLSWLVqFQMGDGDq1KmULl2a7777jq1bt2JtbU3btm358ssvtae9ZsXKyorJkydz+PBhvvzyS+7du4eJiQkVK1Zkzpw5jBgxQpt34sSJxMfHs379enx9falTpw4//PAD/fv3z7Lsfv36sXXrVpRKZbb/dp83aNAgoqOj2bJlC/7+/nh4eLBu3Tqd1Q75tWrVKsqXL8+OHTtYuXIlJUqUoF+/fsyaNSvT7KcQQoiXb+DAgYSFhbFr1y5+/PFHAJo2bcpnn32mk0+zouzdd98tdJ3y3V6I11h+9k7lhSbYffHi9xfL0yzHmzx5svY+vReZmZlleYH8vn37MDIyYvv27TpXdiQmJhaozS+z7PzurxPZe++99/Dx8cnyFypVq1bVOYDF0tKS+fPnM3/+/GzLc3V11TkoatasWTnW37JlS53DBLJy4MCBbF/r0aNHtkHnxx9/nOkexdyYmpoyevToHK8H0ShWrBiLFy9m8eLFOumXL1/OMn+zZs10xuZFL/ZToVDwxRdf8MUXX+ikP38FCWT8UJFVuVmlGxsbM3nyZCZPnkxSUhJRUVG5/kJNCCFeW2/BjKRCoWDt2rWMHj2aq1ev4uzsnOWsY8WKFfnqq6/0ck2T/JQkxGssP3un8sLe3p5ixYplOpH0p59+0vm4UqVKuLm58ddff+V4P112bTYyMtK5AuXKlSvaZYaFoe+y9bG/TgghhBDideHp6Ymnp2e2r794dVNh6OX6D19fX2xsbLCxseHMmTOZXo+Pj2fKlCnUqFEDe3t7PD09mT59OgkJCVmWp1Kp+Pbbb2nSpAmOjo64u7szdOhQbty4ke+2nT9/Hm9vb1xcXChbtixt27YlKCgo2/wxMTGMGjWKKlWqaJdGLVmyhNTU1CzzJycns3DhQurUqYODgwNVq1ZlzJgxejlSV7z+/v77b/766y/OnTvHmTNntI8+Zt8gY29TaGgoixYt4rfffmPJkiUsWLCgQCctQsZvq3r27MmWLVtYvXo1R44cYe7cuQQEBGTK9/XXX/PTTz/Rr18/9uzZQ1hYGHv37mX27NlMnz49xzYnJCQwfPhwjhw5wubNm/Hy8sLZ2blAbX6ZZWv2161evZqRI0eyf/9+wsLC2L17N5MnT9a5hF4IIYQQb6m34B7JolDoGcm//vqL+fPnY2FhkeUPz4mJiXTp0oXLly/TunVrevXqxaVLl1ixYgXHjx/n4MGDmZbCjB07Fn9/f6pVq8bw4cO5c+cOe/bsITQ0lEOHDuHu7p6nth09epSePXtSrFgxvLy8sLS0ZN++fQwZMoRbt25lWnIUGxtL27ZtuX37Nl27dsXd3Z3jx48zd+5czp07x7Zt23T2hKlUKvr3709ISAj169enW7du2lMyf/vtNw4dOqSXE5HEqxedmMbJ2BTSVVl/JzhzN2Mf44unpmocPnw4yz1++ZXfvVN58dVXX6FWq1m6dCkpKSm0a9eOdevWZTrxtFWrVvz6668sWbKEcePGkZCQQOnSpalZs2aOh4y0atWKpUuXsmLFCn788Ufc3d2ZM2cOv/76a6EvKn8ZZRd2f50QQgghhCFSxMXFFThmTk1NpW3btpiYmFChQgV++OEHgoODddbjfvXVVyxatIixY8fq7HGZNWsWvr6+zJgxg3HjxmnTjx49Srdu3WjSpAl79uzR7oMKDg7G29ub1q1bs3v37lzblpaWRv369YmOjiY4OJiaNWsC8PjxY9q0acPNmzc5e/aszh1xI0aMYMeOHSxbtowPP/wQyLjPbtiwYQQGBrJ+/Xp69eqlzb9lyxZGjRpFr169WLdunTbI3LBhA+PGjWPw4MH4+vrmf2DfMG/j/phUlZpd4U+JTMh5CWlaWhrxj+OxLmFN83LFaVH27eh/Xr2Nn/v8MpQxiE9J59lzXw7pKkhKz/jfR1pqKo/j47EtYY1VMVN47gwmW1Mlpkav/j6tV8lQ/g1kx9D7DzIGYNhjYMh9h4z+R0dHU6FChaJuSoG13LWFR8n5O5gwJ7ZmxTji/R+9lfcizRkPlStX5tSpUzppeaVQKHjw4EGh2lGopa1Llizhn3/+YeXKlZkuYIeMIGzz5s1YWloyceJEndcmTpyIpaUl/v7+Oumaj6dOnapzmEa7du1o1qwZoaGhREVF5dq2o0ePcv36dXr16qUNIgFKlCjBuHHjSElJYfv27dr0J0+eEBQUhJubG0OGDNGmKxQKZs6cCcCmTZuybOuMGTN0ZiqHDBmCm5sbu3btyvJkTfH6M1EqqFUq7xe1GivB3Vq2HIu3V0Kqmh3XnrL5SiKbrySy5WoiO8OfZjwRz/gh/Bnbw5+x+WqiNs+xO8ko3+4YUgghxFtAodb/8zKp1Wrtk1VaXp7nr3YrqAL/5Pv777+zdOlSpkyZQtWqVbPMEx4ezp07d2jTpk2mA0MsLCxo2LAhISEh3Lp1S3ufVlhYGBYWFjRq1ChTeW3atCEsLIzjx4/Tt2/fHNunWeaW1eXnmkvkn78j7syZMyQnJ9OqVatMVxq4uLhQqVIlTp8+TXp6OkZGRiQlJXH27FkqVaqkM6sJGcFnq1at2LhxIxcuXKBJkyY5tlW8npwtjbA2URCfmvt3gwpWxpQpnvmXKUK8LRyLG+FsacS/cWk55kt97v9L1W2NMZZIUgghhNCrixcvAhnXV72Y9ioVKJBMTk5m5MiReHp6MmbMmGzzhYeHA2Q71V2hQgVCQkIIDw/HycmJxMREYmJi8PDwyHKGU1OOptycaPJktZ/SwcEBS0tLIiIi8tXWq1evEhUVhZubG9evX0elUuWYX1NuboFkfu/4e91oroDI6iqIN5kpUMNGydE7ydnmSU9PRwF42ChJTUkm6yOZ3l5v6+c+PwxpDKpZK/jzfuZAUnOK8POnCZc0U+Jgqnrjv7/lhSH9G8iKofcfZAzAsMfAkPsOb0m/37DrP16cxMou7WUrUCD51VdfER4ezpEjR7IM+DTi4+MBsj1hUnOZsyaf5s/sLnl+MX9OcivLyspKp5y8tvXx48f5yp+XtkZHRxf4OofXSWxsbFE3Qe9sTCxJTkghOT377wilixtR7Okjoh6//T8wZ+dt/NznlyGMgYlJMYqnKYhJzHpWMjHhfweu1XM25+Gd+zxQv+T/m75GDOHfQE4Mvf8gYwCGPQaG3Pec4gHxcnh5eTFw4EC6dOmisx3wVcp3IPnf//6XFStWMHnyZDw8PF5GmwxOYe/WK2opKSnExsbi4OBQZP+QXxY1UDs1lb/isp5rTE9P552SKhxKmmNqWvrVNu418DZ/7vPK0MagmZmKX2/p/tIkPT2dxIRELCwtMDIywsxIgaejOXZmBbum5k3z/L+BvP5GOCYmBkdHR8aPH5/pDIHcXL9+nYCAAPr06aP330AfP36cnj17EhgYSNOmTfP0HkP7GsiKjIFhj4Eh9x0y+n///v2ibobBOXz4MEeOHMHGxoZevXoxYMAAatWq9UrbkK9AMi0tjZEjR1K9enU+++yzXPO/OIv3ohdnDXObxcttljGrurMr68mTJ9jY2OS7rZoZyPz2LSdvywlfpqamb01fnlfT3oirCeosVykUM1JQ1jTpre17Xhl6/8FwxsDdJh2re+k8y2KW3sjICGNjY6qVNKGctVmm/eZvuqepqfx7/wGp6SqcSlhR1spK53VTU1OCg4N10saPH09SUhKrVq3SSS9WrBjBwcGULVs23/9ubt++zdKlS2nZsiWVK1cuWGeyUb9+fYKDg6lSpUq+22UoXwM5kTEw7DEw5L6LV+/999/n4MGDPHr0iPXr17N+/XqqV6/OwIED6d27t06c87LkK5BMSEjQ7iUsXTrr2Zd27doBGVdjaA7heX4v4vM06Zp9jBYWFjg6OhIZGak91Can/DnR5AkPD+edd97ReS02NpaEhATq1KmTKX9ObTU1NdUeCuTm5oZSqcxz38Sby8nCiNLFlNxNyny6VVUbE4qrHgG2r75hQhSBUsWUeNiacO5+1ntiFICHrfFbFUQ+epbEouMn+T0mlqcpqaSr1RQ3NcG+eHHGNGqAZ6n/ff0/f/0VZGyjUCqVmdKzyluU1Go1aWlpWFtbv1btEkKIV0HfJ62+7FNbIeO6wbi4OAICAti2bRsXLlzgjz/+YPLkycyYMYPOnTvTv39/2rRp89L+n5yv6z/MzMwYOHBglo8mYOrUqRMDBw7ExcUFd3d3ypQpw+nTp0lMTNQpKzExkdOnT+Pq6qoNzgCaNm1KYmKi9k6U54WEhADk6RRUzZKc0NDQbMt5ftlOvXr1MDU15fDhwzpH6QLcvHmTq1ev0rBhQ4yNM2Jvc3Nz6taty9WrV7l586ZOfrVazeHDh7GwsNDLpfSiaJkbK3nHLvNSFSVQ1cb4rdjfKkReKRQKqtgYZ3uth2NxI8oVf3uuwrn/9CmD9+zn1/Dr3E18SkJqKs/S0njw9Bl/33/A5EOh/BR+vUBl29jYMH/+fO3H8+fPx8bGhn///ZcBAwbg5OREtWrVmDx5svbQomPHjmnvM37vvfewsbHBxsaGY8eOARkrhxYsWMA777xD6dKlqVatGhMnTsy0OsfGxoZp06axatUqateujZ2dHWFhYRw7dkynPMj4/2ifPn2oWrUqjo6ONGjQgHnz5hnEQUpCCPE6s7GxYdiwYYSGhnLixAl8fHyws7MjOTmZoKAgevfujaenJ3PnzuX69YL9vyon+Qokzc3NWbFiRZZPgwYNABg3bhwrVqygZs2aKBQKBg4cSEJCAosXL9Ypa/HixSQkJPDBBx/opGs+njdvns4pUMHBwYSFhdG6detMe0I8PT2xsbEhMjJSm9aiRQvc3NwICAjg0qVL2vTHjx+zbNkyTE1Nda4Qsba2xsvLixs3brBx40ZtulqtZvbs2Tpte7Gts2fP1gk+N27cyI0bN/D29sbc3Dy3YRVvADcrI8yNdX9yLmthhKN8eoUBKlvcCGeLrA9WeKeUCcWM357ZyEm/hnIr/km2r8clJbP63AUeJGV/unN+DRw4kDp16rB161YGDx7M2rVrWbZsGQC1atXiq6++AjLucg4ODiY4OFi7L8bHx4dFixbRo0cPdu7ciY+PD1u2bKFnz56kpekekhQYGEhQUBAzZ84kICAg2xU0N27coFmzZnzzzTfs2rWLYcOG8f333zN69Gi99VkIIYqUWqH/5xWrVq0a8+bN4++//2br1q106tQJIyMjbt++zbJly6hbty5du3Zlx44dervn/qX/2njMmDEcPHgQX19fLl26RK1atbh48SKhoaHUqVOHkSNH6uRv3rw5gwYNwt/fnxYtWtC+fXtiYmIICgrC1taWRYsWZapDE8RpZgs1f1++fDk9e/akS5cueHl5YWlpyb59+4iKimLOnDm4urrqlDNr1izCwsIYP348R44coUKFChw/fpwzZ87QsWNHevbsqZO/f//+BAUFERAQQGRkJE2bNiUiIoL9+/fj6urKtGnT9DWMooglpD/kCffYGx2LWq1GqVAyupoz8amGcZiIEM8zMVJQs5QJkQm6s/EWxgpcLN+ek/tuPn5MVB5O3n74LIl9N6N4p1JFvdT70Ucf8dFHHwEZvxQ9f/48gYGBTJkyBWtra+2+yCpVqugsQ/3777/54YcfGDt2LLNmzQIy7lIuVaoUPj4+HDhwgO7du2vzp6SksGfPHiwtLbVpz/9CVuPDDz/U/l2tVtO4cWOsra3x8fFh4cKFFC9eXC/9FkIIUXhGRkZ07tyZzp07c//+fXbs2MG2bdv4+++/OX78OCdOnGDSpEl4eXnh6+tbqLryNSNZEBYWFhw4cICRI0dy5coVVq5cyZUrVxg1ahR79+7NcsbO19eXBQsWALBmzRqCg4Pp2rUroaGhVKyo+z/quLg4oqOjadSoEeXKldN5rXnz5vz88880bNiQoKAgNmzYgL29PRs2bMjyN6mOjo4cOnSIAQMGcOrUKfz8/Hj48CFTp07F398/0/pipVLJtm3bmDx5Mvfv38fPz4/Tp08zcOBAgoODsbOzK+zwidfAlqiTjP1jJ6mKWJJVKSSmp1DcWM2FhEt8+s8P/Jl8t6ibKMQr52JphIWxmltPHxP5NI6H6UnUKGlCyWJvTyC575+rPHyW+/JNNXDxwSO91duxY0edjz08PLh161au7zt+/DgAvXv31kn39vbGyMiIsLAwnfRWrVrpBJHZuXfvHhMnTqRmzZrY29tjZ2fHiBEjUKlU2Z4TIIQQbxT1S3heA3Z2dowaNYoTJ05w+PBhhg0bRrFixXjy5An+/v6FLl9vM5KrV69m9erVWb5WokQJ5s+fr7MXJCdKpZIRI0YwYsSIXPOeOnUKlUrFuHHjsny9bt26BAQE5KleyAgmV65cmef8ZmZmTJ48mcmTJ+f5PeLNEXLvL36IPsuTtCSiUiKpWqIilx8l8I6dGdeeRpGQnsz3T87hmeSOezHHom6uEK9EYloKK66G8TjZluCYR6SrVRQ3MqZC/GMSoyx437lGUTdRLx7kY+mPSo8/NNja6h7eZWpqSnJy7ktnHz3KCGYdHXW/F5mYmFCqVCkePnyok+7g4JBrmWq1mn79+hEVFcWkSZOoWrUqxYsX59y5c0yYMEFvy6OEEEK8PHFxcZw5c4azZ8/qdX/7S5+RfNlOnjyJp6cn7du3L+qmiLeMWq1m082TPEnL+IK7+ew+1WwVmBsZYWX2lIT0jB/sHquS+f72iZfWjtT0dKKexBP1JJ6UPBzsc/78eYYOHYqHhwelS5fGxcWFTp068e233+b7m0dERATz58/PcrlbYUVGRmJjY8PWrVv1XnZexMXFMX/+fN59912cnJywt7enRo0aDB48mAMHDmQ6dOtN5u/vn+U4b926NdP+8twkpKXw4X93sff2X6Qr4jBRKlABlW3MOP/4GsuvnuDrf4/lWs6bwDEPs3UaxtmdPvQKaQLQmJgYnfTU1FQePHhAyZIlddLzcorf9evXOXv2LF9++SVDhw6ladOm1K5d2yDvyhNCvOXestlItVpNcHAwgwcPpmrVqnz++ef8/vvvqNVqGjVqxIoVKwpdxxt/tN6XX37Jl19+WdTNEG+h8MS7xKc91X6sQs1jdQxty7pxPemCTt5/EmNJVaVjotTfsr4HSc9Ydeksx+9EkapSoVaDqZGSxo7lGF2zPqXMM+9LWrt2LZMnT6ZmzZpMnjyZChUq8PTpU44fP85XX32FSqXKtC85JxERESxcuJBmzZpl2lNcWI6OjgQHB1O+fHm9lpsXV69e5f333+fJkycMHTqUxo0bY25uTmRkJPv27WPAgAH8/PPPNGrU6JW37WXw9/fHzMyMAQMG6KR36NCB4ODgTDNYOfnyj0NcT3iICriaeJNapapy8u4TKpVQEHL/IWpg/+2/aVm6ArVLlsutuNdaj6qV2f33P9x/mvOsm1KhoGHpV7eVQRPEvfiLoWbNmgEQEBDAjBkztOmBgYGkp6drX8+Pp08zvgeamJho09RqNdu2bct3WUIIIV6+K1eusG3bNnbu3ElsbKz2F+NlypShb9++/Oc//6FChQp6qeuNDySFeFnuJD8mIV33rrzwp7doXao05+7q7odSqVXEpz2jlGneZzBycishno9CDxCdmJDptaCIK5yKjWZdqy44W1lr00+ePMnkyZPp1KkTmzZt0jl8qn379owePZpr167ppX3/x959R0dVvA0c/25P75UkJHQI0nuVDgqC9B5EfUVUhJ8IKKKCghRBURALChqqFEGa9CagdKT3FggJIb1tv+8fMStL2oaEFDKfc3I0d+fembkJm33uzDxTUDqdDo1GUyz71RmNRoYMGUJaWhp79+61CmRbtmzJ4MGD2bdvX5Fs5FvcvLy88rWWO9mg41xiFJk7qkZqk+jobSYqzZ4YQ7TlIWySUcf31w7znUevQm9zUfJ1cqSKhwdxaXfJuovsfzzs7XguqOiC5qpVqyKXy1myZAnOzs5oNBoqV65M9erV6d+/P3PnzkWSJFq3bs25c+f47LPPaNSoEV27dn2susqXL88nn3yCXC7H3t6eX375hejo6CfQM0EQhGJSyPtIFvWoZFJSEmvXrmXZsmWcOHEiowmShEqlokuXLgwZMoQOHToglxfuZNRSP7VVEJ4UtVyJ4pF/IqkmPZvvH8n2/UElK5zRSLMkMWrftmyDyEz3UlN4a99WzA9Nv/zyyy+Ry+XMmTPHKojM5OXlZTXC9tlnn9GmTRvKly9PcHAwnTt3tuyxCnnvVwfw66+/MnToUEJCQggODmb48OFZkoLUqlWLsLAwVq1aRbNmzfD29mblypXZTm0dOXIkFStW5MKFC3Tv3p1y5cpRu3ZtZs2ahdn830d5rVbLxIkTad68OYGBgVSuXJkePXpY3jxzs3HjRi5dusTYsWNzHA199tlnqV69uuX7rl27ZvshvGvXrvTs2dPq+8z79OjXrVu3LH3O7uvh6//www907tyZihUrEhQUxLPPPsuqVauy1J+5F+DixYupX78+5cqVo127dlb78Hbt2pVjx45x8ODBLHXld2rroQe3iNWnWR2L1EbSIcCJyyn3rI7fTkt4KqYHz+zYjsqeHihz+OPraW/Phy2b4aJWZfv6k+Dn58eMGTM4efIkXbt2pW3btpw6dQqAb775hvHjx1v2D5s/fz6DBw9m7dq12b4v5EWtVrNixQoCAgJ48803GTVqFEFBQcycObOQeyUIgiDkhyRJ7N69m1dffZVq1aoxduxYjh8/jiRJhIaG8tlnn3HhwgXCw8Pp1KlToQeRIEYkBSFHNZ3L4aKy44HeOqAzZxNGOio1uKgKZ1PJv6PuEpOelme5B9o0DkZG0CqgPCaTiT///JP69evbPE0xMjKSESNGEBAQgE6n448//qBPnz6sXbuWdu3aWfarmzhxIrNnz7bsU1etWjUgIxCdPXs2vXv35qOPPiItLY0ZM2bw/PPP8+eff+Lq+t/WKEeOHOHChQu8++67+Pv74+3tnWO70tPTCQsL49VXX+Wdd95hy5YtfPbZZ5QrV44hQ4YAGSOaSUlJvPPOO/j6+pKSksKvv/5Kly5d2LdvHzVq1Mjx+nv37gWyZsYsDHPmzCE5+b89B41GI2+++SYpKSm4u7uj0WjYsWOH1TkXLlxgzJgxlvsKcPv2bQYNGkRwcDCSJHHgwAFGjhxJenp6lv1sf//9dwIDA5kyZQpKpZLPPvuMfv36cfr0adzc3JgzZw7Dhw9HpVIxZ84cAJydnR+rf4mGdEyPBIdXUqNRyGWkmwxWxyXAIJlRF9IDluLiqFaxqEc3Fp/8hz+uXkNnNCFJEkqFnOpenrzdpBH+9nZERERke/7mzZtzvHZCQoLV9++//z7vv/9+lnLZHX/ttdd47bXXspRVKpU2JYB7tO5MrVq1yvJazZo12bJlS47XKMzEDYIgCMWisNc2FsFz1GeeeYZ79zIe4kqShKurK3369GHIkCHUrVv3yTcAEUgKQo6clHZUd/LnQNyVXMupkNPdu3ah1bvk4mmSDfo8y6UYDCy5dIZWAeWJjY0lPT2doKAgm+t5ODux2Wymbdu2XL9+nR9//JF27drlul9dREQEc+bM4Y033mDYsGEEBQVhZ2dHw4YNadSoET///DOjR4+2lI+Li2PHjh1W7ctpFCw9PZ2pU6fSuXNnANq0acOBAwdYu3atJZB0dXW1ar/JZKJjx440adKEX375xbJ9UHbu3r0LQGBgoNVxs9lsNeopl8vz/fTu4VFMyNhHNzIykk2bNuHikjEN+eH7GBUVxfDhw2nYsKFlk3mAqVOnWrWrVatW3L9/n4ULF2YJJCVJYt26ddjZ2QEZo1Vt27Zlx44d9O3bl+rVq+Po6FgoU4n97FzQyJXozP9tbK83mzideDdLWblMhkr2dEx6sVcpeaNxA15vVJ+olBQMJjPejg44/LtuUARSgiAIQlGLjIxEJpPRunVrhgwZwgsvvIBGoynSNjwdf+UF4Ql5t3InAuzccnxdKZMTonLnOe/C2+4gXmf7h9KEfJR91IEDB3jxxRepXLkyHh4eeHl5sXfvXpvWUe7ZsweTyUSfPn0wGo2Wr8DAQKpUqWLZzy5T3bp1bQ5yVSoVHTp0sDpWo0aNLFNmN27cSOfOnQkJCcHT0xMvLy+uXbv22OtAx44da1kz6OXlZZWs5HHMnTuX8PBwvvvuOxo2bJjl9bS0NAYMGIBCoWD58uWWQBDg9OnTDB48mGrVqln6tmTJkmz79uyzz1qdGxoaCmDTvoP51dSrPO5qu7wLAnXc/G3KClqayGUyyjk7E+zmagkiBUEQhKdAKdxH8r333uOff/5h/fr19OnTp8iDSBAjkoKQK1eVA/NqDWLKpY1EpMcRZ0gFQCGT465yoI5TIL0VVVEU4siLk8r2tPqO/5b18PDA3t4+x+l1jzp9+jS9evWiVatWfPHFF/j7+6NUKpk2bRqXLl3K8/z79+8DGaOF2bG3t57ma8t+dZmcnZ1RKKynQ6rVaqtRn23bthEWFkafPn0YM2YM3t7eKBQKRo0alee+dgEBGUlR7ty5Q6VKlSzH33nnHcLCwoCMjdoL4vfff2fKlClMmjSJF198McvrZrOZV199levXr7Njxw6rhDeRkZF0796dSpUq8dlnnxEYGIhareann35i6dKlWa716J6DmX9InsQomVquoL1PZdbeOYv2oVHJR3mo7XmtUpNCr18QBEEQngRZISfbKdTEPTmYMGHCk68kDyKQFIQ8uKsdmVtrAPd1Sex5cJFEgxZ/O1faeVVHYZRsDt5s1b9KKOdiH5D2yJqzR9krlfSrnLEWUKlU0qpVK/bs2UN0dHSegduGDRtQKBSsWLHCaj+41NRUm9qYuR9deHg4kiTh6+tr9STMwcF6a5LCHplau3YtISEhLFy40Op4fHy81drM7LRp04ZffvmFrVu38uabb1qOBwUF5ThqamdnR1JSUpbj2dV39OhRRowYwcCBAxk7dmy215s4cSLbt29nzZo1VmsjAXbu3ElCQgK//PKL1fRbvT7v6c5F4e1qLbiZFs+JuLukZxNMeqjtGVutFSGO7tmcLQiCIAjC00JMbRUEG/loXOgf0JjXQlrzgl8dHJVPZgpB28AQ3O3ynj7orrGjQ/n/9gEaM2YMJpOJsWPHYjKZspSPjY21ZPNMS0tDoVBYrQG8fPkyR44csTonp/3q2rVrh0Kh4Pbt24SGhlK3bl3q1atn+Xo0OCpsaWlpWTJQ7tmzx7L+MTcvvPACVapUYc6cOdy4ccOm+oKCgrh27Ro6nc5y7Nq1a1y5Yr1+9ubNmwwaNIgGDRowd+7cbK+1cOFCvvvuO2bPnp3tiG52+/bFxcWxdetWm9qanUdHdAtCIZPzZb0XGFejNZWcPPHSOOCptsdDoaGZexDfNHiRzv5P9ucvCIIgCIVKkhX+VxkgRiQFoYRRyuXMadmeUfu355i91dvegVkt2qN6KBBs3rw506dP5/3336dDhw4MHz6cSpUqkZaWxt9//82iRYsYP348TZs2pWPHjixYsIARI0YwdOhQIiIimDlzJkFBQVZBaE771YWEhPDuu+/yySefcObMGcu2F/fu3ePgwYM0b96cAQMGPLF71LFjRzZt2sT48ePp2rUrFy9eZM6cOZQrVy7Pc5VKJUuXLqVXr160adOGV199lWbNmuHg4MCDBw/Ys2cPAE5O/+0J2rdvX37++WdGjhzJ0KFDiYqKYu7cuXh6elpdu1+/fuh0OkaPHs0///xj9Vrt2rU5deoU7733Hu3bt6dmzZocPXrU8rqzszPVq1enTZs2KJVKXnvtNd5++23i4+OZPXs2np6e2Y6K2qJ69eosX76c9evXExwcjJOTE1WqVHmsa0HGWsHuATXpHlCTJIOWhLQUkqMeUCk4xGq9piAIgiAITy8RSApCCVTDw5sf23Vl+rFDXEuKJ81gACQcVGoqOLsxsVELKri4ZTlvxIgRNGzYkG+++Ybp06fz4MED7O3tqVmzJpMmTbJkPW3bti1z5sxh3rx5bNq0iUqVKvHpp5+yfft2Dhw4YLle5n518+bNo2vXrphMJjZu3EirVq14//33qVixIgsWLGDjxo1IkoS/vz/NmjWjdu3Cy2KbnbCwMCIjI1m6dCnh4eGEhoaycOFCZs2aZdP51apV48CBAyxYsIAtW7bw3XffYTAY8PHxoUGDBixbtsxqX8cWLVowb948vvrqKwYOHEjVqlWZOXMmn3/+uVWm18uXLwMZAeWj/vnnH65evYrJZGLXrl1We3Zm1rF582aqV6/OTz/9xPTp0xk0aBABAQG8/vrrxMbGPvbefWPHjuXmzZu89dZbpKSkWOoqDC4qO9Qa0MnjC+V6giAIglDkSuH2HyWBLCEhoYx0VXhStFotERERli0gypKi6HucNp2riRkf0iu5uuNpVzj7VRaGsvyzzyTugbgHov9lu/8g7gGU7XtQlvsOGf2PjIykYsWKeRcuodr/vJyEQkxS52Znx66XBhXa9UoqMSIpCCWch509jUtQ8CgIgiAIgvA0KY1ZW0sCkWxHEARBEARBEARByBcxIikIgiAIgiAIQtn1FK2RvH37NgkJCaSnp2Nvb4+bmxvly5d/InWJQFIQBEEQBEEQBKEUMhgMLFu2jLVr13L8+PFst/uys7Ojfv369O7dmyFDhlhtMVYQIpAUBEEQBEEQBKHMKq1rJM+dO8eQIUO4desWkpRzpenp6Rw8eJBDhw7x1VdfsXTpUp555pkC1y8CSUEQBEEQBEEQhFLk3r17dOvWjYSEBIKDgxk0aBAtWrSgQoUKuLu7Y2dnh1arJT4+nhs3bnDw4EGWL1/OrVu36N69OwcPHsTf379AbRDJdgShDFm2bBlubm7Zfi1btsyma4SHh2dbNvPa58+fL+xm5+jMmTN0796doKAgKlasyIsvvsjRo0eLrH5BEISnRU5/Gx7++vPPP4u7mY/lzz//LNXtF4qA9AS+nrA5c+aQkJBAv379OHLkCOPHj6dFixaUK1cOe3t7ZDIZ9vb2lCtXjhYtWjB+/HiOHDlC3759iY+P54svvihwG8SIpCCUQQsXLiQkJMTqWIUKFWw6Nzw8HI1Gw+DBg59Ay2wXHx9Pr169CAwM5IcffsBkMrFz507OnDlDo0aNirVtgiAIJUGcPo3rKbEAVHLyxF3tkGPZHTt2ZH+NuDhefvllPDw8qFWr1hNppyAI+bdjxw5cXFz46quvUKvVNp2jVqv56quv2Lp1K9u2bePzzz8vUBtEICkIZVDNmjUJDQ0t7mbkmyRJGI1GVCoVBw4cICYmhtWrV1O3bl0AunXrVrwNFARBKAFupsYz6+IebqbFk2rUAzIcFSoqOHkwoXpbyju4ZTknuwdwZrOZvn37YjQaCQ8Px80t63n5odPp0Gg0BbpGaVGW+vpUKIVZW6OjowkNDcXOzi5f59nb21OpUiUuXLhQ4DaIqa2CIABw8uRJXnrpJZ555hn8/PyoV68e48aNIzEx0VKma9euHDt2jIMHD+Lm5oafnx8jRoywuk5CQgJvvPEGwcHBVK5cmREjRpCQkGBVxmw2M3/+fJo2bYqPjw+VK1fm7bffzlLOzc2NSZMm8c0331CvXj28vLw4cOAAAAqFAoArV67Y1L/r168TFhZG1apV8fHxoUaNGgwYMIC4uDhLmZiYGN58802qVKmCj48PjRo1YsGCBVYL2DOnSP3+++9MnDiRmjVr0q5dO8LCwrh7965NbREEQXhSziVGM/L4bxyNv0OMLpU0k4E0k54YfSpH4iJ4/dhaLiXdt+la06dPZ9euXUyfPp169epZjt+5c4eRI0da3k8bN26cZclD5nKHffv28eqrrxISEmK5RkpKCu+//z6hoaF4e3tTu3Ztpk6dil6vt7pGWloan376KfXr18fHx4cqVarQv39/bt++DYBWq2XixIk0b96cwMBAKleuTI8ePThx4oRN/duyZQvPPfccgYGBBAYG0rp1a9auXWt5fe3atXTv3p0qVapQrlw5mjdvzrfffovJZLK6TsOGDZkwYQJr166lWbNmeHt7s3LlSgAuXrzI0KFDqVChAr6+vrRu3ZrNmzfb1D7h6RYZGcmCBQvo2bMnzzzzDN7e3lStWpWhQ4dy7NixPM93cXEhIiIiy+9jXoxGIxEREbi4uDxu0y3EiKQglEEmkwmj0Wj5XiaTcfv2bUJDQ+nXrx8uLi5cv36dL7/8ktOnT7Nt2zYgYz7+8OHDUalUzJkzB71eT0pKitW133jjDbp3787PP//MpUuXmDx5MjKZjO+++86qzLp16xg1ahQtWrQgIiKCadOmcfbsWbZv345S+d9b09q1awkICODjjz/G1dWVSpUqAdC2bVsCAwN57733qFu3LlWqVMm1z/369cPZ2ZlZs2bh7e3N/fv32bNnD+np6QCkpqby/PPPc//+fSZNmkTFihX5448/mDhxIvfu3ePTTz+1ut6kSZNo06YN8+bN48KFC8yfP5/XXntNfEAQBKHYGM0m3j+zhQf61BzLxOhTmXBmC2uahaGU5zyesG3bNmbPnk2/fv14+eWXLcfv3btHhw4dcHR05OOPP6ZcuXJs376dd999l//973+MHz/e6jqZfxMWL15Meno6ZrOZ/v37c+zYMSZMmEDdunU5dOgQX375JVeuXOGXX34BMrY06N27NydOnODtt9+mWbNmpKSk8OeffxIbG0v58uXR6XQkJSXxzjvv4OvrS0pKCr/++itdunRh37591KhRI8f+/fTTT4wdO5aOHTsyf/58XF1dOXv2rCVIBbhx4wbdunXj7bffRqVScfLkSaZOncqDBw/48MMPra53+vRpbt++zbhx4/D398fb25uzZ8/SpUsXqlatyuzZs3Fzc2PVqlUMGTKEJUuWiFk0JYiMQs7aakOZH374gblz51KhQgXatm2Ll5cX165dY/PmzWzevJkff/yRXr165Xh+kyZN2Lx5M5999lmW38fcTJs2jdjY2EL5/ROBpCCUQa1atbL6vkKFCpw8edLqWNOmTalcuTLPP/88p0+fpnbt2lSvXh1HR0c0Gg2NGjVCq9USERFhdd4LL7zAJ598AmQEe9euXSM8PJxvv/0WmUzG4cOHWblyJV988YXVh5PMujZu3EjPnj0tx/V6PevXr8fJycmqnhMnTmA0GnF0dOTFF19k8+bNWdZ9ZoqNjeXq1assW7aMrl27Wo4/XM+KFSu4cuUKa9asoUOHDgC0b9+etLQ0vv32W9588038/Pws5evXr8+8efPQarVUqVIFmUzGJ598wr179wqcBU0QBOFx7Iy+Srw+Pc9ycfp09sVco71v9g/gbt68yYgRI6hevTpffvml1WszZswgPT2dffv24evrC2S81yckJPDjjz8yevRoq6l2nTt3Zvr06Zbvt2/fzsGDB63+BrRr1w6lUsmMGTM4efIk9erVY9WqVfz111/8+OOP9OnTx3J+9+7dLf/v6urK/PnzLd+bTCY6duxIkyZN+OWXX5gxY0a2/UtOTmby5Mm0a9eO1atXW463bdvWqty7775r+X9JkmjRogUGg4H58+czadIkZLL/woXExES2bt1K5cqVLcd69uyJl5cXmzZtwsEhY31q+/btLQ8nRSBZttWvX59NmzbRsmVLq+OHDh2iR48evPPOO3Tt2jXHKdKjRo1iy5YtfPnll/z1118MHz6c5s2bExAQkKXsnTt3OHToEIsXL+bw4cMoFArefvvtAvdBTG0VhDJo0aJF7Nmzx/K1bNkyUlJSmDp1KvXr18fX1xcvLy+ef/55AK5evWrztbt06WL1fWhoKDqdjvv3M6ZS7dixA4VCQe/evTEajZavxo0b4+zszMGDB63Ob9u2bZYg8urVq/Tv35/333+fbdu2YWdnR/fu3blz546lTFhYGB07dgTAw8ODkJAQpkyZws8//8zly5eztPvAgQN4eHhYgshMAwYMwGg0cvjw4Vz7mfnk++E2CIIgFKW1d8+gNRvzLJduMrDmzplsX9NqtYSFhWEymQgPD8fR0dHq9R07dtCuXTs8PT2t3sPbtm1LUlJSlszdjwZLmcsT+vXrZ3V8wIABVq/v3r0bFxcXqyAyOxs3bqRz586EhITg6elpGdXJ7e/WkSNHSE5OZvjw4bleOzOgrlmzJl5eXnh5eTFt2jQSExOJiYmxKlu9enUCAwMt32u1Wv7880+6d++OWq22ulcdO3bk0qVLPHjwINf6hadb9+7dswSRAM2bN6dVq1YkJCTkmgm/cePGfPnll8jlcv766y9GjBhBrVq18PPzo3r16tSqVYvq1avj5+dH7dq1ef311/n777+Ry+XMnj27UBITihFJQSiDqlevniXZzksvvcTOnTuZMGECderUwdnZmTt37jB06FDL9E9buLu7W32fmUlMq9UCcP/+fUwmE8HBwdmeHxsba/V95hPvh3377bfY29szdOhQ5HI5GzZsoGvXrnTv3p3Nmzfj5eXFkSNHLB8SZDIZ69evZ9asWZZpSQEBAbz66quMGTMGmUxGfHy81YhjpsxjD6+ltKWfgiAIRS3NqM+70L9SjLpsj7/77rucPn2axYsXZ7tk4P79+6xbt45169Zle/6j75WPvofHx8fj5OSU5QHho++1sbGxlCtXLtc+bNu2jbCwMPr06cOYMWPw9vZGoVAwatSoXP9uZf6dyW7kJlNKSgovvvgiSqWSiRMnUrFiRezs7Ni8eTOzZ8/Ocn0vLy+r7+Pi4jAajXz99dd8/fXXObbj0fOEYlLCku2oVCrgv3wQOQkLC6Nhw4bMmDGDHTt2oNVq0el0REdHZylrZ2dHx44dGT9+PM8880zBGvgvEUgKgoBWq2XTpk2MHz+eUaNGWY4nJSUVel0eHh4olUq2bt2a7RvkowHaw1OHMt28eRMnJyfk/67vCQgIYOPGjXTt2pUePXrQtWtX0tLSePXVVy3nhISEWBLnXLhwgaVLlzJlyhQ8PT0JCwvD3d2ds2fPZqkrKirK0m5BEISSzFVle/ZGd7V9lmPh4eEsXbqU119/3Wrq/8M8PDyoX78+EyZMsDqe+eH10VGOR9/D3d3dSUlJISUlxSqYfPS91tPTM8+kOWvXriUkJISFCxdaHY+Pj8fV1TXH8zw9PYGMZCf169fPtsyxY8e4efMmW7ZsoXnz5pbjOa2Df7Sfbm5uyOVywsLCGDZsWLbn5PRAVSjbIiIi2Lt3L35+ftSsWTPP8qGhoYSHh5OWlsbp06e5evUq8fHxaLVa7OzscHNzo0qVKtSuXdsyxbqwiEBSEAR0Op1lW42HLV26NEtZtVpdoFG3jh07MnfuXGJiYnjuuece6xrVq1dn9+7dHD161PKhJSgoiI0bN9KpUye+/PJLpk+fbvmw8DCZTEZoaCifffYZixcv5ty5cwC0bNmS9evXs3v3btq1a2cpv2rVKpRKJU2aNHmstgqCIBSVgeXrcT4pmlSTIddyTko1g8tbB1CnTp1i3LhxNG7cOEtysYd17NiRP//8kypVqlgFgplr5vPKBNmyZUu+/vpr1qxZw0svvWQ5vmrVKsvrkLGWcO3atfz22285JhxJS0uzSs4GsGfPHu7evZvjmnnAspTi559/znGdYlpaGoDV30W9Xm+1pjI3Dg4OtGjRgrNnz1K7du08R5aE4iWTCjnZzmNey2AwMGLECHQ6HZMnT87X742DgwNNmzaladOmj1f5YxCBpCAIuLq60qRJE+bNm4e3tzf+/v6sW7cu2/TT1atXZ/ny5axfvx4/Pz+Sk5MJCgqyua4WLVowcOBAXnvtNUaMGEGTJk1Qq9XcuXOHvXv3MnjwYNq0aZPrNd5++23Wr19Pnz59GD16NA0aNCA2NpYtW7YQGxuLv78/CxYsoFu3bgQFBXH27FkmTJhAz549LVlf169fT3p6Ou3btwdg0KBBfP/997zyyit88MEHlqytS5cuZdSoUdlOexUEQShJWniF4KlxJDUtIddyXmpHGnv8976dkJBAWFgYZrOZN998k1OnTmV7XoUKFfjggw/o0KEDnTt3ZsSIEVSoUIGUlBTOnz/P7t27rbbPyE6HDh1o0aIF7733HgkJCdSpU8eStbVHjx6WLUL69u3LkiVLeOONN7h06RJNmzYlLS2Nffv2MXDgQOrVq0fHjh0ts2m6du3KxYsXmTNnTp5TYp2dnZk8eTJjx46lf//+DBo0CFdXV86fP49er2fMmDE0btwYFxcXxo4dy/vvv4/BYGDBggWWmTC2mD59Os8//zzdunXjpZdeIiAggPj4eC5cuMD169etspkLgtls5o033uDQoUMMGzbMsm64JBOBpCAIACxcuJBx48YxceJE5HI5nTt3ZvHixVmCurFjx3Lz5k3eeustUlJSqF+/fpYssHlZsGABDRs2JDw8nPnz56NUKgkICKB169aWQC83vr6+7N69mxkzZvDTTz/x2Wef4e7uTqtWrdi5cydeXl506tSJHj16sGXLFnx9fSlfvjzfffcdkZGRKJVKqlWrxs8//0ynTp2AjCd5W7ZsYfLkycyYMYPExERCQkKYNm0ab7zxRr76JwiCUBzkMhlz63bnzRPruKdNzrZMOTsX5tbrbjUV88yZM5ZtL3KahgnwzTffMHjwYPbs2cPMmTOZNWsW0dHRuLq6UrlyZZo1a5Z3G+Vyfv31V6ZNm8YPP/xATEwM/v7+jBkzxmrrEJVKxdq1a5k1axYrVqzgiy++wN3dnYYNG1rWFYaFhREZGcnSpUsJDw8nNDSUhQsXMmvWrDzb8corr+Dj48O8efN4/fXXUSgUVK5cmdGjRwMZax6XL1/OpEmTGD58OF5eXgwePJiAgACbs10+88wzlnv10UcfERcXh6enJzVq1MiSbEgoZsW8RjLzIc7q1avp169flmzJttBqtZw5c4YrV66QkJBAeno69vb2lqmttWrVssqoXBhkCQkJhXnbhDIoczpLUFBQof+ClnRlue8g+g/iHoC4B6L/Zbv/UPLuwQNdKt9e+4vDsbcxSGYAVDI5zTyDGVm5GR7qwl0nBSXvHhSlstx3yOh/ZGQkFStWLO6mPLbO3y0nIb3wkuW52dux7fVBNpXNHIlcuXIlffr04fvvv8/XlNbLly8za9Ystm7dapmSnR17e3u6dOnCuHHjqF69us3Xz40YkRQEQRAEQXiKeGkc+TC0A3qzkWhtCgC+dk6o5eJjnyBkq5hGJB8OInv16pXvIHLZsmX873//w2g0IkkSarWagIAA3N3d0Wg06HQ64uPjuXv3Lmlpafz2229s3LiRL7/8ksGDBz9m5/4j3lEEQRAEQRCeQmq5kiAHt+JuhiAI2ciczrpy5UpefPFFfvjhh3wFkceOHWP06NGYTCb69OnD8OHDadSoUZbEiZCRxOfo0aMsWrSItWvXMnr0aKpXr06DBg0K1AcRSAqCIAiCIAiCUGYVR9bWmTNnsmLFCpycnKhcuTKff/55ljJdu3aldu3a2Z7/9ddfYzabmTVrFv/3f/+Xa10qlYrmzZvTvHlzGjVqxHvvvcdXX31FeHi4Tf3JiQgkBeEpIElSllkUKQYzpkcOqmQyHFTWe13Js9mnURAEQRAEQXhyMhNcpaSkMHv27GzLlC9fPsdA8u+//8bf3z/PIPJRI0aM4KuvvuLvv//OX4OzIQJJQXhKHIzSczHhv73DjGYJvdm6jEYhQ/FQ3NjYR00dT3URtVAQBEEQBKEEKoY1kt9++y3ffvvtY1eRlJREjRo1HutcHx8fLl68+Nh1ZxKBpCA8BWQyGeWdFByK1mHO5c0rzfjfi/YKGeUcxAbJgiAIgiAIpY2Pj49lqw83Nzebz0tISODKlSv4+PgUuA2276oqCEKJVs5BQZCj7YFhdXclXnbiLUAQBEEQhLItc41kYX49aR06dCA1NZVXXnmFhIQEm85JSEhg+PDhpKen07FjxwK3QYxICsJTQqWQUcdTxa0UU55l5TKo7qay2pBaEARBEARBKB3GjRvHb7/9xp49e6hduzY9e/akefPmVKxYEXd3d1QqFQaDgbi4OK5fv86hQ4dYv349KSkpuLi4MHbs2AK3QQSSgvAUCXJS4KKSkWTI/VFYgKOCADGtVRAEQRAEodj2kSwIf39/fv/9dwYPHszdu3dZsmQJS5Ysyb1ZkkRAQABLly6lXLlyBW6DmNcmCE8RF7XCpuQ5dT1VqBRiNFIQBEEQBKG0qlOnDsePH2fmzJk0bdoUtVqdkcn/kS+1Wk2TJk2YOXMmx44do27duoVSf74DSa1Wy8SJE3nuueeoXr06vr6+VK1alc6dO7N06VIMBkOWc5KSkpg4cSLPPPMMPj4+1KpViw8//JCUlJRs6zCbzXz//fc0b94cPz8/KlWqxCuvvMLNmzfz3cETJ07Qt29fypcvT7ly5ejQoQPr1q3LsXxUVBRvvfUW1apVw9fXl4YNGzJ79uxs+wWg0+mYOXMm9evXx9fXl+rVqzN69GhiYmLy3VZBKAwVXRSocvmX7azKSMwjCIIgCIIg8N+IZGF+FRGNRsNrr73Gli1biIyM5OTJk+zZs4ctW7awZ88eTp48SWRkJH/88QevvfYadnZ2hVZ3vgPJ1NRUFi1ahEwmo1OnTrz55pt069aNyMhI3nrrLfr374/ZbLYq37VrVxYsWEDVqlV54403qFKlCvPmzaN79+5otdosdYwZM4YJEyYgSRIjRoygffv2bNy4kbZt23Lt2jWb27p//346d+7M33//Tc+ePRk+fDjR0dEMHz6cefPmZSkfHR1Nhw4dWLZsGY0bN2bkyJG4u7szdepUwsLCkCTr3wqz2cygQYOYPn06np6ejBw5kkaNGhEeHk7Hjh158OBBPu6sIBQOPwcFFV1ynrVex1ONi7rwA8lly5bh5uaGm5sbZ86cyfL69evXLa//8MMPhV6/rbp27UqbNm3yLJfZn1u3bj35RuVDSW1XbqZPn56vjHKCIAiCUJRKY7Kd7MjlckJCQqhbty7NmjWjbt26hISEIJc/mUmo+V4j6e7uzu3bt1GrrafPGY1GXnzxRXbv3s2OHTvo3LkzAF999RVnzpxhzJgxTJ482VJ+8uTJzJ07lwULFvDOO+9Yju/fv5/w8HCaN2/O+vXrLfX07duXvn37WhaW5sVoNDJ69GjkcjmbN2+2bOY5fvx42rdvz6effkqPHj0oX7685ZyPP/6YO3fu8MUXX/Dyyy8DGXOJX331VdauXcvatWvp06ePpfzy5cvZtWsXffr0YeHChZbEJYsWLeKdd95h6tSpzJ07Nx93VxAKTi6TUctdxaUEY5bXVHKo5PJkRyOdnZ1ZuXIltWrVsjq+fPlynJ2dSU5OfqL1F5bOnTuzY8cO/Pz8irsppV5YWBgdOnQo7mYIgiAIglCI8h2eyuXyLEEkgFKppFu3bkDGyANkBGFLlizBycmJcePGWZUfN24cTk5OhIeHWx3P/P6DDz6wqqdjx460bNmS3bt3ExERkWc79+/fz40bN+jTp48liARwdXXlnXfeQa/Xs2LFCsvx5ORk1q1bR0hICMOHD7ccl8lkfPzxxwD88ssv2bb1o48+ssp+OXz4cEJCQli9ejXp6el5tlUQClugkwLvbLb2qOCsxO8JJ9np3r07q1evxmT6L3usJEn8+uuv9OjR44nWXZi8vLxo1KgRGo2muJtS6gUEBNCoUaPiboYgCIIgZK8UT219HJGRkTbFU3kptKytZrOZXbt2ARAaGgrAtWvXuHfvHu3bt8fR0dGqvKOjI02aNGHXrl3cuXOHwMBAAA4cOICjoyNNmzbNUkf79u05cOAABw8eZMCAAbm258CBAwC0a9cu2+sAHDx40HLs6NGj6HQ62rZtm2VLhPLly1OlShUOHz6MyWRCoVCg1Wo5duwYVapUsRrVhIzgs23btixevJiTJ0/SvHnzXNua3fTe0kSv11v9tywpqX2XAbXc5GyP0GHCBMhQICfUVYVepyu0eh7uf+Y64hdffJFff/2VP/74wzIKdeDAAe7cuUPPnj0ta6kzf+/ffvttDh06xLFjx6yund3xn376ifDwcG7fvo1KpSIwMJBXXnmFwYMHW8r8/ffffPXVVxw/fhyDwUBQUBBhYWG8+uqrQMZ7ldlsZu/evUyZMoULFy5Qrlw5Ro4cydChQy3XWblyJWPGjOHIkSOWf+NGo5G5c+eyevVqIiMj8fT0pEuXLgwbNizP34F9+/bxxRdfcPHiRfR6Pb6+vrRr147PPvvMUubu3bvMnDmTPXv2kJiYSHBwMK+//rpV/zLvs06nQ6vVMnjwYG7fvs2ff/5pVZ9Op6N27dr06tWL6dOno9VqmT59Ovv27SMiIgI7OztCQ0OZOHEi9erVszr3/PnzTJo0iRMnTuDi4kLfvn2pUKEC7777rtX9SE9PZ+rUqaxbt460tDQaNWrEjBkzaNGiBWPHjrU8QPz888+ZM2cOUVFRljpSU1OZOXMmGzdu5MGDB/j5+dGnTx/+97//ZfuwsiQrqe8DRaWs9x/EPYCyfQ/Kct+h7Pa7NGvVqhUJCQnExsYW6DqPHUjq9XrmzJmDJEnEx8ezb98+Ll++zODBg3n22WcBLOsZK1asmO01KlasyK5du7h27RqBgYGkpqYSFRVFaGgoCkXWUZPM69iyTjKzTKVKlbK85uvri5OTk2Xk1Na2XrlyhYiICEJCQrhx4wZmsznX8pnXzSuQjIyMtBq9Ka2io6OLuwnFpqT1XYuW++p4TqenkGjICBxDHJ25lSyDuHIoC3nnn+joaOLi4oCMYKtp06b8/PPPVKtWDYDFixdTv359lMqMehMSEixPwlJTUzGZTFmejD16fNu2bXz88ce8/PLL1KtXD4PBwM2bN7l165alzP79+xk/fjw1atRg3LhxeHh4cPPmTS5evGgpo9PpuHPnDqNHjyYsLIxXXnmFDRs2WGZJNGzYEMDSn3v37lkeLn300Uds27aNIUOG0KhRI65cucL333/P8ePH+eGHHyz9e9Tdu3cZOnQobdq0YcqUKWg0GiIjIzl79qylXTExMYSFheHg4MDIkSPx8fHh4MGDvPvuu9y9e5eBAwdm26727dszceJEtm7dSs2aNS117tixg8TERNq0aUNERAQpKSncu3ePIUOG4OXlRWpqKn/88Qfdu3dnyZIllvfKxMREevfujYuLCx988AFOTk789ttvrF27Nsv9mDx5Mlu3buWVV16hdu3anD9/3tLOpKQkS9+SkpIALN+bzWZGjhzJ2bNnefXVV6lRowYnT57k66+/5vTp08yYMSPP37mSqKS9DxS1st5/EPcAyvY9KMt9z+5ze6lTwkcRC9ujuV8eR4ECyZkzZ1q+l8lkjBo1yjINFP778ODq6prtNVxcXKzKZf4383he5XOT17WcnZ2trmNrWxMTE/NV3pa2FsY+LsVJr9cTHR2Nr69vqRtJKKiS2Pc4Yxy/3l+O0Wikhkcr/ozOyI5czdPEfuNu3FVuvOrzOvZy+wLX9XD/PTw8APDz8yMsLIy3334bFxcXlEole/fuZdq0afj7+wPg5uZGUFAQkDE7QaFQWL7P9Ojxa9euUaNGDT799NNs2yJJEnPnzqVSpUps3bo1x6BOo9GQkJDA2rVrqVGjBgAvvPACdevW5eDBg/Ts2RPA0h9/f3+CgoK4ePEif/zxB2+99RaTJk2yXC84OJixY8dy6tQpy7mPOnXqFHq9nvnz5+f4nvTVV19hMBjYtGkTPj4+AJY12YsWLWL06NFoNJos7Ro0aBAzZ85k//79dOnSxXK93bt3WzJqZ3o4yZHJZKJ///60bt2aXbt2WRIQLVu2jJSUFLZv305wcDAAAwYMoG3btkRFRVnqvXbtGn/88Qdjx45l1KhRREdH0717dzw9Pfn0009xcXGx/Owy+5z5/c6dOzlx4gQzZ85k2LBhQMY6eA8PD2bPnk1sbGyhpSYvCiXxfaAolfX+g7gHULbvQVnuO2T0XySYLJseO5B0cnIiISEBs9nMvXv32Lp1K5988glHjx5l1apVOX5YErIqzDS8ebmZdp9dD86QbErHX+NOJ+86uKucCuXaarW6SPtSkpSUvpskE+FRi4g3ZYxaVXFOR3lfjoNSiZ06Bp1BS5QhiuWxS3gz6O1Cq1etVqNSqYCMQK1Hjx6MGzeOP/74A41GgyRJ9OnTxzKFQqVSWe6XQqFAJpNluX+PHm/UqBE///wzkyZNomvXrjRs2BBnZ2dL+cwZA9OmTcPJKeffablcTlBQkNV0Tjs7OypXrsy9e/cs9T3cHzs7O8sU20GDBlm1tV+/fowfP54jR45YRuMe1aBBA1QqlWX6bNOmTbMk8dm9ezft2rXL8mCpc+fOrFixgmvXrlG/fv0s7bKzs6Nnz56sX7+emTNnolKpuH//Pnv37uXDDz+0auvGjRuZP38+ly5dIiEhwXK8YsWKlnInTpygbt26ltHkTC+++CIzZsyw1HvmzBnMZjN9+vSxfHBSq9X07duXTz/9FKVSablmZlCf+f2RI0cAGDx4sFX7hgwZwuzZszl69Gi2yxtKupLyPlBcynr/QdwDKNv3oCz3vbQr7EyrRZG19eElevmV07aG+VXg+W1yuZyAgABeeeUVPD09eemll5gzZw5TpkzJMor3qEdHDfMaxctrlPFheV0rOTnZKh29rW3NHIHMb9+KW7QugWlX1/JAn0SiMQ3IWEe3+f4xqjoGMK5SDzRyVfE2UiiwsymnSTT+9zuZKF2iikttPO3k3Dcdtxy/b4gmWh+Fr/rJZCTVaDT06tWLFStWoFar6datG05OTgWaiz9w4EAMBgNLly5l8eLFyOVynn32WaZOnUr16tUt1w4ICMjzWu7u7lmOqdXqXNcrx8fHA2QJAFUqFa6urpbXs1OxYkV+++035s2bxxtvvEFaWhrPPPMMH3zwAc899xwA9+/fZ926dTnuc5vbvRs4cCA///wz27Zto1u3bqxevRqz2Uy/fv0sZbZt20ZYWBh9+vRhzJgxeHt7o1AoGDVqlFVSsKioKCpUqJCljsxR0ofLAXh7e+daLjvx8fE4OTllCfgz723m9F1BEARBELLXrVu3LHldbCVJ0mOf+7BCXSjVtm1b4L9EN5lrbh5ei/iwzOOZ5RwdHfHz8+PWrVuWpDa5lc9NZplr165lmSIVHR1NSkoK9evXz1I+t7aq1WpLUqDMPVls7VtxeqBP4r2LS7ivtw6qJSDWkMKRhCu8f3EZs6oPRSl/Cua4l2H7Evail/5b9P7AeI+annWQy7RcNf73808xpbAvfi/9fHNPWlUQAwcOpFOnTshkshyDI8gYpcpuof6jwYRMJmPYsGEMGzaMxMRE9u/fz8cff0yfPn04c+YMnp6eQMaa4ychM/iMioqyTC+FjKd6iYmJ2QanD2vVqhWtWrVCr9dz7Ngx5syZw9ChQzl06BBVq1bFw8OD+vXrM2HChGzPz2k9NkCTJk2oVKkSK1eupFu3bqxcuZK2bdtaphIDrF27lpCQEBYuXGh1bnx8vNUUfT8/v2ynKN2/f9/q+8ygLyYmxjIFNrty2XF3dyclJYWUlBSrYDIzOH34/gqCIAjCE1fYmVaLcL3l40yn1hVS4sVC3Z0y80NA5tSrSpUq4e/vz+HDh0lNTbUqm5qayuHDhwkODrYEZwAtWrQgNTWVv//+O8v1M7PC5pW8JvM6kDFdLKfrZJYBaNiwIWq1mj179mRZfHr79m2uXLlCkyZNLFO07O3tadCgAVeuXOH27dtW5SVJYs+ePTg6OmbJhlgc5t7YlCWIfJgJM9fTovgj5mQRtkp4EnRm6xE1M2YMihskciFL2VhDwTJ15aVx48YMGjSIPn360Lp16xzLBQUFERMTQ0xMjOVYfHw8hw8fzvEcV1dXXnjhBYYNG8adO3dITEykcuXKBAcHs3TpUozGrHtoFlTLli0BWLNmjdXx9evXYzKZbHpfgow3/ObNmzNx4kSMRiOXLl0CMrY4On/+PFWqVKFevXpZvnJaj52pf//+bN++nf3793PmzJks02zT0tKyrBvds2cPd+/etTrWuHFjTp06xc2bNy3HJEliw4YNVuUaNmyIXC5n/fr1Vscf/T47Od3LVatWWb0uCIIgCEL2Mh8Wb926laioqHx9FdYD23wHkhcvXiQtLS3L8bS0ND744AMg4wMRZIwgDB06lJSUFD7//HOr8p9//jkpKSmWRAuZMr+fNm2a1SjFjh07OHDgAO3atcuy3UatWrVwc3Pj1q1blmPPPvssISEhrFmzhtOnT1uOJyYm8sUXX6BWq622EHFxcaFXr17cvHmTxYsXW45LksQnn3xi1bZH2/rJJ59YBZ+LFy/m5s2b9O3bF3v7gic0KYgEQyq30mPyLGeQTGy6fyzPckLJJsvmn3SE/gIxxqyjdHbyJ7+OY8GCBSxcuBC5POe3mp49eyKXy3nllVfYuXMn69ato2fPnlbrHyFjO5D333+f9evXc/DgQVasWMHChQtp0KABbm5uyGQyZs6cyaVLl3j++edZs2YN+/fvZ/HixXz00UcF7kv16tXp378/c+fOZcqUKezZs4f58+czfvx4atWqZZmimp1Fixbx8ssvs3LlSv788082b97MRx99hIuLi2V/xQ8++ACj0Ujnzp0JDw/nzz//5I8//uDrr7+2mqKak/79+2MwGBg5ciQuLi507drV6vWOHTty5coVxo8fz759+/j+++8ZMWJEljWZb775Ji4uLvTu3ZvVq1ezbds2Bg0aZJmun/mzrFy5Mv3792f27NnMnj2bw4cP89VXX/Hzzz9blctOhw4daNGiBe+99x5z585lz549TJs2jVmzZtGjR48S8QBOEISywSxJ/B17g6+v7mPulb3svX8Fo9lc3M0SiljmGsnC/HrSMmdc/vPPP0++shzke2rrunXrWLBgAU2bNqV8+fI4OzsTGRnJzp07iYuLo1mzZrzxxhuW8qNHj2bLli3MnTuX06dPU6dOHf755x92795N/fr1GTlypNX1W7duTVhYGOHh4Tz77LN06tSJqKgo1q1bh7u7O7NmzcrSpswg7uGn7Uqlkq+//prevXvTtWtXevXqhZOTExs2bCAiIoJPP/3UajoWZKSyP3DgAGPHjmXv3r1UrFiRgwcPcvToUbp06ULv3r2tyg8aNIh169axZs0abt26RYsWLbh+/TobN24kODjYKrNjcbmQcockY3reBYE0k440kw4HhdiAvbSq7VSX6LgozOT+R1Ajt6OJS8lIZlKhQgWWLl3KJ598wpAhQwgKCmLChAns2rXLMk0eoFmzZixbtozVq1eTlJSEj48PHTt25P3337eU6dKlCxs2bGDWrFmMGTMGs9lMSEgIL730UqG09ZtvvqFChQqsXLmS+fPn4+npycCBAxk6dGiOWWIh42HXzp07+fTTT4mJicHV1ZUGDRqwYcMGyxTRcuXKsWfPHmbOnMmsWbOIjo7G1dWVKlWq0K1btzzbFhwcTIsWLThw4ABhYWFZHmKFhYURGRnJ0qVLCQ8PJzQ0lIULF2Z5T3V3d2fDhg289957vPXWW7i4uNCvXz+aNm3Kxx9/bLXu+4svvsDJyYlFixaRmppKo0aN+P777+nYsWOuI6hyuZxff/2VadOm8cMPPxATE4O/vz9jxoxh/PjxefZVEAShMOyPucrX1/aTqE8nxZQxeLHh3lncVPYMK9+IHgG1i7mFgpCzevXqsXXrVk6ePJllsKuoyBISEvIVM588eZKff/6ZI0eOEBkZSWpqKi4uLtSsWZPevXszZMiQLB+oEhMTmTFjBhs3brSkR37xxReZMGFCllEHyNhj7IcffuCXX37h+vXrODo60qZNGz788MMsSSASEhKoWLEijRs3ZuvWrVmudfz4caZPn86RI0cwGAyEhoby5ptv0qtXr2z7FxUVxdSpU9m+fTsJCQkEBQUxYMAARo8ene0cZJ1Ox5dffsmvv/7K3bt3cXd3p3PnzkyaNMmmpBNP2p9xF5h57Tebpmp7qJyYX/P/cFU55KsOrVZLREQEQUFBSCoFv985x99xtzBLUNfNnz5BtXFRPZ1ZzB7ue0nI1JZmSuPzW9NJMuW+7Yyn0ov3Qj5ALivY7PaS1v/iUFbuQd++fbl27RonTpzI8trD92DLli28/PLLbN26tVRmXn0cZeV3ICdlvf8g7gGUvnuw6/5lZl/eTYIh+4ftLko7hgU3ZlD5Bnleq7T1vbBptVoiIyNzXctf0nWbvZyEtJwT7uWXm4Mdm94dVGjXy87OnTvp27cvtWvXZt++ffk6d+DAgSQnJ7Np06YCtSHfgWRJs3XrVgYMGMCqVavo1KlTcTenxLmWGsWky8ttGpX0VrvwU+03UeQzuMh8A/1LnsCvd88Qr0/HIJkAUCDDQ+NAJ9+qjK7aslAyRJUkJfGPx8nk46yL+Y1UU0q2r7soXBju/yrl7YOzfT0/SmL/i9rTeA+mTZtG+fLlCQkJITExkXXr1rF27Vq++uorq6ee27dv5/Tp09SoUYP4+HgiIyOZP38+oaGh2T7Ye1o9jb8D+VHW+w/iHkDpugc6k5F+hxdzX5f938lMnmoHljQairs69wfspanvT4IIJLMqikBSkiSSkpKQy+XZDswVhULN2loc/vrrL2rVqiWCyBxUcvTDVelgUyBZz6VCvoPITJsTb7Ah6TrJJuvsmyYkYnSprLt7Fr3ZxPgabR7r+oLt6jk3wEHuyIYH60k2JZNqSkGGDCeFE+5KD/r6DKCcXbm8LySUWQqFgi+//JJ79+4hSRJVq1ZlwYIFDBpk/UfRycmJbdu2MW/ePFJSUvD19aVfv358+OGHxdRyQRCEvG2NvkCCPu/PRfH6dH6NOMHrlUQCsKdeKczaKpPJ8kzE96SV+kByypQpTJkypbibUaINCXiW+Tf/INmU85ump8qZQeVyzqyZmzSjnj+SbmQJIq3KmAzsun+VISH1KWdfMvbWfJpVc6zOOMf3iNTd5Z7uHnJklLcPxlPlVdxNE0qB9957j/feey/Pcs2bN2fHjh1l/mm8IAily877l9D/O3MqN2YkDsXeEIGkIOSgULf/EEqmlh41GBjQEjelY5bXFMjxUrswqXIfvDWPF+D9fu8CibkEkZni9GksvnH0seoQHk85TQANXBpSz6VBoQeRWqNEvAF0KkfiDfBAa+KB1oTeVKpnywulxLJly3Bzc7N8+fn5ERoaSu/evVm0aBHp6bYlGcuPW7du4ebmxrJlywrletOnT8fNzQ1vb29iY7Nux7N3715L/4pzqrCbmxvTp08vtvqFwqEz69kS8xf/uzCP18/NYeS5OYy7uID9cf9gsiGoepoYzLb311yUGwIKxUb2BL7KglI/IinYpodvY5q4VWVV5EHOJN/CDKhkCtp51qKrT30clY8/inA4/g4mG99ozyZGPXY9QskSrzOx4mo6CYlGnOPSUSr1qOQy+lZ0wNdBUdzNE0oZs2QkWrePW9q1GM2pyGRyPFQNqGDfHzuFd47nLVy4kJCQEPR6PZGRkezevZvx48ezYMEC1q5dmyU7d0H4+fmxY8eOLEnfCsrOzo41a9YwYsQIq+PLly/H2dmZ5OTkQq0vv3bs2JFlmxihdEkwJDP56s/c18djfChojDUksTBiI9seHOHDSsOwU+R/Y/PSqIKjJ/8kZt0WKzvemuJZeyYIpYEIJMsQP40bb1fomnfBfDLlsdXEwyTxYO+pkm6SSDeaUZkklDIwiR+w8BjSTVEcTxyP1vwAM/8lO0g13SZat4cQ+4GEOPTJ9tyaNWsSGhpq+b5v374MHjyYXr16MWzYMPbs2VMoSb50Oh0ajcay72dh6t69OytWrLAKJDOz6fXq1YulS5cWep358ST6LBQds2Tm02vhROoeZPu6TjJwLS2SOTdX8kGlsCJuXfEYXL4h+2OuEWfIui/6w1yUdrwU3LiIWiUUq1K4RrIkEFNbhQILdfaxeQi/vKMbRrOZ7VGXGPr3Cnoc+JkXD/zM8COr2H//OmYRiAhCmWI0p3Is8V3SzHesgsgMEnopnuvpS4nU7rD5mi1btuSll17i1KlTVnuRrl27lu7du1OlShXKlStH8+bN+fbbbzGZrKe51apVi7CwMFatWkWzZs3w9vZm5cqVOU5tXb9+PUOGDCE4OJjg4GCGDBnClStXbG7vwIEDOXXqFBcvXrQc+/3335HL5bzwwgvZnvPbb7/RunVrfH19c61zy5YtPPfccwQGBhIYGEjr1q1Zu3atVZklS5bQpk0b/P39KV++PJ06dWLv3r2W1x+d2nr9+nVef/116tSpg5+fHw0aNODjjz8mOjra5j4LReefpKs80CfmWsaMmZvpUUTp4oqoVcUr0N6NGi6+KHNJMCj7t1xtVzEaXyZIICvELxFICoKN+gXUwk2hybOcu8qeQUF1GX7kV6ae283F5Bgi05O4m57E2cQoPjq7jRHH1qI1GYug1YIglAS3tevRmnMPQIxSEtfSwpHy8aCpS5cuABw6dMhy7MaNG3Tr1o1vv/2WFStW0K9fP6ZOncpnn32W5fwjR47w+eefM2bMGNauXUvjxtmPSoSHh/P666/j7+/PwoULmTlzJqdPn6ZTp05ERETY1Na6detSo0YNVqxYYTm2YsUKunfvjoND1m0HwsPDefnllylfvjy//PJLjnX+9NNPDBo0CCcnJ+bPn8+SJUvo27cvt2/ftpT5+OOPGTVqFFWrVuXHH3/kp59+okOHDlZlHnXv3j38/PyYNm0aa9eu5YMPPuD69et0794dnU5nU5+FovP7/QOkm/P+uSQaU9l4/2ARtKhkmFazG7Vc/XHMZjqvvVxFFSdv5tbp+dRtWyYIhUlMbRUKzFPtQF17b/5Ki0Jrzj4IVMrkVHPx5uurB7mcHJPtZNhUk4GziVGM/2czX9fv8WQbLQhCiRCp3YpE3okv9OYE4gz/4Kmua9N1AwMDAaxGyd59913L/0uSRIsWLTAYDMyfP59JkyZZfWCMi4tjx44dBAUFWY7dunXLqg6z2czUqVNp0KABs2bNonz58tjZ2dGkSRMaNWrE119/zeeff25TewcOHMi3337Lxx9/TEREBIcOHco2c25mnY0aNWLJkiWWNj9aZ3JyMpMnT6Zdu3asXr3acn7btm0t/3/jxg3mzZvHSy+9xNy5cy3HO3bsmGtbW7RoQYsWLSzf16lTh6CgIF544QV27NhBt27dbOqzUDSSTLlP33xYpC5r0qenlUahZH7dvvwVe4Ofbx0hTp8KgLPSjsHlG9DWuypKuRhvKTPE1NbHIgJJoVC84vkMKnt7jibcId5gnS3RVWVHdWcfXq7QiHH/bMp1RaVRMnMpOYZbqfEEO7o/2UYLglCsJMmMCdtGsEykkmy8bHMgmTl6+XBwePPmTaZPn86BAweIioqymtIaExODj4+P5fu6detaBZHZuXz5Mvfv32f06NFW9VSoUIHGjRtbTavNS9++fZkyZQp79+7l6NGjBAYG0rJlyyzXyKzz3XffzbXOI0eOkJyczPDhw3Osc+/evZjN5lzLZMdoNLJgwQKWL1/O7du3SUv7L1C5evVqvq4lPHnyfEw+08hVT7AlJY9cJqOFV0VaeFUs7qYIQqkkAkkBSZKI1iWTbjLgoXbAVWWf72vIZTI+rN6We8Y0frxxhGvJsUhIBDq48kqFxoS6+vK/kxtINOT9oTFOn0b4zeN8WLPD43RHEIRSI39TxmQy2z/k3rlzBwBfX18AUlJSePHFF1EqlUycOJGKFStiZ2fH5s2bmT17dpbtQjLPy018fHyOZf38/Lh27ZrN7fX396dNmzYsX76c48eP079//2yn1NlaZ+Z2IgEBATnWaUuZ7HzyyScsWLCAsWPH0qxZMzQaDVFRUQwfPvyJbLsiFEwDl6rc0d7PcxsLO7maZ93rFFGrBKGEeQpGJGvXro2TkxN79uxBo8l7yVlhEIFkGWaWJNbePcXau/+QYtIhSRIKmRw/Oxder9CC+u65P43PTgUnD6bV6pLta1Fa21PY30gtGwv+BaEsk8lkqGSu6Mg+m+TDVDI3PFX1bL525r6LzZs3B+DYsWPcvHmTLVu2WI4BbN68Oce25cXdPWPWRHZJZqKiovDw8LC5vZAxvfW1117DbDYzcODAAtXp6ekJQGRkJPXr18/2Wg+X8fKyfZ/ZNWvWMGDAAN5//30AtFotf/31l83nC0Wrq08z9sSdJMGYkms5Z4U9jd1qFFGrBEEobDExMXh6ehZZEAki2U6ZZZLMjD29jm+vH+B2ejxx+jTiDek80KdyNukeH5zbxK8RJwq1TkU+Fqyr5WIfQkEoC0Ls+yMn731s7eSeOClDbLrmgQMH+OWXX6hXrx4tW7YEsEy/VKn+G9XU6/VW6wfzq2rVqvj6+rJ+/Xqr4zdv3uTIkSOWum3VtWtXunbtymuvvUalSpVyrfPRzKuP1tm4cWOcnZ35+eefc6yvbdu2yOXyXMtkJy0tzeo+AmzYsCFf1xCKjovSkT6+z+KkyHm2kavSkdfL90AhE397hbKpMDO2WjK3FrHAwEC02keznz9ZYkSyjFpw/QCnEu6ik7JPjpNo1PLLrSPUcQugunPeU7xs0dKrIleSY/OcXqOWKejoW6VQ6hQEoWTz07TljnYDicYLOSbdUcs8qOk0PtvXzp07R2pqKgaDgXv37rFr1y5Wr15NcHCwVYDUuHFjXFxcGDt2LO+//z4Gg4EFCxYgL0AyDblczgcffMDbb7/NhAkTGD58OGlpaUyfPh1nZ2dGjx6dr+vZ29uzZMkSm+sMCwtj8ODBJCQkZKnT2dmZyZMnM3bsWPr378+gQYNwdXXl/Pnz6PV6xowZQ0hICKNGjeKrr74iLS2N7t27o9FoOHXqFN7e3oSFZb+nYMeOHVmxYgXVq1enWrVqbNu2jV27duWrr0LR6uTdGEeFHSujdpNiSifVlPFh01nhgKvSkf8L6kYNp5DibaQgCAXy/PPPM3/+fG7evElISEiR1CkCyTLIYDax+/7lHIPITAnGdL6/fpAv6/QqlHoHlK/D73fP8kCfewY5N7U9XcuF5lpGKAFyGGAWmdKF/JDLFDRwnc3ppE9JNF5AL/03rV0pc0Qlc6WW8we4qLJ/uPR///d/AGg0Gjw8PAgNDWXGjBkMHDjQausMLy8vli9fzqRJkxg+fDheXl4MHjyYgIAA3n777cduf1hYGGq1mi+//JJXX30VjUZDq1atmDx5siVzbGELCwvDycmJuXPnEhYWlmOdr7zyCj4+PsybN4/XX38dhUJB5cqVrQLcKVOmUKlSJX744QfWrVuHRqOhZs2a2WaMzTRr1ixkMhkzZszAaDTSvHlz5s2bR48eItt2SdbCozbN3WtxLuUGV9PuokBOTecKVHQQ+yQKwtOwRnLs2LFs2rSJYcOGsWzZsif2N+hhsoSEhDKSoFbI9HfcTT44u4l0syHPst5qJ9Y2fSXXFNharZaIiAiCgoKws8t9itrK26dYeO0wScbsk+64qewYW+1ZuvhXy7NtJUF++l7axWpNnIs3YP73HUNrlDganU5SYhIuri4olUrkQD0vFWpFRjSpkMEzHircNU/vdKkn+TsgSRKH799l5dXzJBp0+Ng5EFa1NjU9vAu1noIqrHugNcVwO/03Us23UcgcKKfpjKeqQYnfx60svQ9kp6z3H8Q9gLJ9D8py3yGj/5GRkVSsWHqz33aftpzEtMKbFurqYMeGDwYV2vVsMXPmTGJjY1m0aBFKpZJnn32W6tWrZ7sfcaYJEyYUqE4xIlkGxevTbAoiASQk0k16nOWF88Y4oHxdHOQqfrxxhESDljRTRjsclWrcVHa8XaUl7XwrF0pdQuFyVcuJTDVxIznnPf/MwPEH//1uVXVV4qoWS7Efx42kBEYf2kasNp1kg95y/K/oO/g7ODO/ZRe87XP+41BQyQYdFxIfYDCbCHZ0I9DR5YnVlclO4U1VpxFPvB5BEARBeJiMwl3XWByPP2fMmIFMJkOSJEwmE9u3b2fHjh3ZlpUkCZlMJgJJIf9clHZo5Ep05tyntmayVxTuvlLdA2vSNaAGf8bc4GT8XeQyOY08AmnqGYy8hI88lGVKuYw6nqpcA8lH1fJQiZ/pY7ibmsxr+zcTnZ6a5bUEvY4EvY7hezewvH1PXNSFm50tRpvKZ6f/5GzCfVIMeiQkHJVqfOwcGVuzOQ29xDQ4QRAEQShpBgwYUOQzeEQgWQY1cA/CVWXHfV3uqcABAu3dUD6BDKoKmZw2PpVo45N9ZkKhZApyVOKmlpGgz/uxnbednECnp3dK65M07cSBbIPIh0WkJPHt+eNMqNs813L5EZWewvCD64lMs96qJ91k5IEujXePbeO9Wq3oEiBmDQiCIAhPkadgjeS3335b5HWKOWdlkJ1CRRP3YJSy3H/8Lko7Xg1pVkStEkoDJ7Wcup5qm8rW9VLjoBRvMfmVoNNyOSE2z3ISsPvuTQxmc6HVPebIH1mCyIfF67V8fvYgsdrcE2YJgiAIgvD0E5/yyqh3qrSjqpNPjsGks1JDd/9nqO8eVMQtE0q6Cs5KNHm8c9grZASL0cjHcikxllSjPu+CgN5sIjo975kFtricGEuUDdeK06Wx5Po/hVKnIAiCIJQET8M+ksVBBJJllEahZEG9vvQNqIufxgUXpQYHuQp3lT0VHDx4p0pb3qjUqribKZRAvg5yKrvmvm62ursSLzvx9vI4JElCkmxc4yCBVEh/rNbeOk+8Pu+MdWZgb9TNwqlUEARBEIRCdf36dcaNG0fjxo0JCAjA09PT6vXw8HBmzpxJSkrBH0SLNZJlmFquZFTlZxlZsRWXU+6TZtLjpXYixNGjuJsmlGAymYya7krOx2ef+VcugxpuqhK/ZUNJVdHFHQeVypLRODcquRyfQsrcGq9Pt7msqbCiV0EQBEEoCZ6CNZIA69at480330Sr1SL9+7f60c9jCQkJzJw5k2rVqvHiiy8WqD4xZCCglMsJdfGjoXt5EUQKNglwVOJrn/3bR4CjgnIOYlrr4/KxdyTI0dmmso18yqFRFM7zQH972+oEUD+BBFyCIAiCIDy+s2fPMmLECHQ6Hf/3f//Hpk2bqFu3bpZy3bt3R5IktmzZUuA6xYikIDymm8kJfHv2KP88uIf8ylHslSr6VqxBj5Bq2CsLd8uUksZOKaOul5o7yVnX8tX1VKFSiNHIgnivXgve+PMPYnU5jxL62Tsy6plGhVZn35CabLxzKdc6AZQyGS8EVS20egVBEASh2D0FI5Jff/01RqORzz77jNdffx0AO7us+8CHhITg5eXF8ePHC1ynGJEUhMew4Nwxhu39nT/uXidSl86dtGSuJMUx+/Tf9NqxmpvJCcXdxCcu2EmBo9I6YHRRySgvkuwUWA13L2Y0aYevvSOqRxJi2SuUBDo6s6DVc/g5OBVanYGOLlRy9shzE2VPjQN9gmsWWr2CIAiCUNyehmQ7Bw4cwMnJyRJE5iYgIICoqKgC1ylGJIUyTWsysuHGJdbeuITObEQjV9CzQvV/RxWz/+ex6tp5ll89Q5Ih62ic3mzibmoyr/+5hVUdehf6ZvEliYdGTx2PWxi0x1FIgFFJXZ8GuKgqAyKYLKgmvgH83qUfv9+4xO83L6Mzm3BQqhhUuSadgiqhkhf+c8AvGnXmpQPruZESn+06SG87B2Y17IiTyrYtYARBEARBKBoPHjwgNDTUprIKhQKj0VjgOkUgKdjkdHwU3105wq3UBMyShFqh4PlyVRkYUpvS+pHydGw04/7eRaw2Hb3ZZDl+7Z+/WXTxFDObtqeel5/VOWZJYvGlU9kGkQ+LSkth6ZUzvFGz4RNpe3FTmI5jZ/iYZ1w6c/a+CZNkQiVTUc1xB47a90lXz8CsEKNWBeWgVDGwyjMMrPJMkdTnrNKwpFUvFl05wZa7V9CZjEiAUiantrsfo0ObEOToWiRtEQRBEIQi8xRMbXV2diYmJsamshEREVmyuT4OEUgKuZIkiWln97Iz6hqJBp3VawuvHmN9xAU+r9WB0jbudis5kf8d2kFMNhur680motJTGfvXTn56thsVXNwsrx2OvkOCTVskSGy+feWpDCTlpqvY6T9ATizlNQcJcu7CzaRYKrq6EKTZgJwo7PXjSNN8jyQX+5CWNg5KFW/VaMIb1RtzX5uK0WzGy84Bu0JK6iMIgiAIQuGrWbMmBw4c4NKlS1SrVi3Hcn///TcxMTF07dq1wHWKNZJCrhZePcbWe1eyBJGQsQVAlDaFcad3kGyybQP1kmLWqb+yDSIf9kCbxsxTh6yOXUqMI9WY97YMADqTCfNTuE2CxvgFcmIBUMluUMfTiAwZz7jrURABgJwYNIavirOZQgHJZTL87J0IdHQRQaQgCILwVJNJUqF/FbV+/fohSRLvvPMOycnJ2ZZ58OABY8aMQSaT0a9fvwLXKT4dCDkymE2sv3M+z8Dpvi6VTfG3CA2pVEQtK5hkg57LibE2lb2aFEeiXourOiPrlUZh+9o/mYw8E5eUNjIpAbn55n/fYybY/gwV3VsRbL/Tqr8K8wWQUkHmWOTtFARBEARBKEsGDRrEsmXLOHToEC1btqR3796Wqa7Lly/n3LlzrFy5kri4ONq2bUv37t0LXKcIJIUc7Y++SYLOlmmccCil4JmfCkKSJK6m3ue+Lhk7hZKazgHYKbLfguNOShI6k20LjLVGExEpSbh6ZASSzXwD8dTY57lFAoCnxj7LJrClncx8C7D+nXBTnKK1b2Oc5GcfKa1HLt3DLKtcZO0TBEEQBEHIt6dgjaRcLmfFihX83//9Hzt37mTu3LmW1956662MZkkS7dq1Y9GiRYVSpwgkhWxFa5PZEnUevUyLXC7DbJaT2/iawWwuusY94o/oM6y4c5gko5ZUkx6VTI6T0o66rkGMrtgBR6X1Ck65TIatY4UyS/kMIc5u+No75hlIOihVvFy9bj57UgrIsr5lyEgjSPUDMh6d/ixDzJ4XBEEQBEEoGm5ubqxevZp9+/bx22+/cfbsWRISEnB0dCQ0NJSePXvSuXPnQqtPBJKClfvaZD4+/wcR6QnE6lNRqUGSQJJMmIxyTCYF2QVhxTXytvDmfjZEnSLF9F8QY5RMpOsN7Iw5z5WUaObVHozTQ8FksLMrdjZOUbVXKglxdrM69lnjdry2fxP3c1hjqZbLqeXhQ4eAivnvUAlnllUA7AHrufcysrsXasyywKJoliAIgiAIwmMr7L0fi2MfyYc9++yzPPvss0+8HjFcIFhEa5MZcWIVpxLvEqtPtRyXyUAuB6XKjFJlyvZcb6VdUTXT4nxyJJui/7EKIh8mAbfSY5lxZYvVcTuFksY+5Wyqo763Hw5K6ymyFV3c+bZVVyo6u+H60H56cmT42DnQMaAiC1o+ZzWS+dSQOWCS186zmAQYFU1BVlo3h3l6SZJEsjGdOH0KRnP2/54FQRAEQRDyIkYkBYuPzm0hSpeU4+syGSgUZkwmE5L5vxE9J6Wa3h5FP/q26NYBkoy5r+GUgEspUSQZ0nFR2VuO/692U048iOJOavZZrQDKOTjzbp1m2b5WxdWDdZ36cSLqDqsu/oPc3o7Kbp70rlADN03RB9VFSacei0J3Drl0L8cykiwQveqtImyVkBeD2cTG6ONsuX+SdJMeCVDI5NRyDiIsqDV+GrfibqIgCIIgFI+nYI3kwx48eMDu3bu5fPkyycnJODs7U7VqVdq2bYu3t3eh1SMCSQGAe+mJ3NUm5FlOJgOl0oxBnxFI2iuUNPEIoLZDwTc1zQ9Jkridblvm1Th9Kn/HX6eTT03LMU87exa1eYFRB7YSlZ5Kov6/UU1XtQYfe0fmteiMl51DjteVyWTUdPfm1cBqBAUFYWf3dAeQmSSZF2nq77DXv4NMikHOfw8fzLghyXxJ13yBJHMrvkYKVnRmA+PPL+N62n0MkvUo5O7Yc/yTdIuJVXpS01lMRRYEQRCE0io9PZ2PPvqI8PBwDIasuy6oVCrCwsKYPHkyjo4Fz6ovAkkBgP0PrhGrz31fxUwymYRarsBdbU8n/8q8HlKfu3fuPOEWWjMjYbbxaY8ZiQRD1r75OTixqmNvzsbHsPzKWR5o0/HQ2DO4yjPU8vAusRlXU4w6fo88w8mEO8hkMhq5l+cF/2ewzyFL7ZMgycuRplmBUXsCc2o4zo56ZApv9MoBmOWhRdYOwTYzr27gamo0JrJPihVrSGHG1fV8W+tVnIphmrogCIIgFKenYY2kTqejZ8+eHDlyBEmS8PX1pUqVKvj4+HD//n2uXr1KVFQUP/30E6dPn2bDhg1oNJq8L5wLEUgKQEZwYitHpYr/VWtDR//K2CmUaLV5bxFS2BQyOQobAz21TIGfxjXb12QyGbU8fJjepF1hNu+JkCSJhTcOsTnqPPGGNIxSRlBwJO4WyyKO0T+gHoPKNyy6BslkGGU1iYh/iyCnIOzUIgApieINqVxKicwxiMwUp09lQ/RxBgW0KKKWCYIgCIJQWL7++msOHz6Mp6cnM2bMoFevXsjl/6XDMZvN/Pbbb0ycOJGjR4/y9ddfM27cuALVKZLtCAAEO3igkdv2XMFd7cALgdWxU9j+HCJSG8efsRf5M/Yikdr4x22mlVoutk3Dc1M50LQY1nAWtm+u/8nqu6eI0adYgkgAg2QiRpfCL7ePsOTW0WJsoVASbbv/D3GGlDzLmTCz58G5ImiRIAiCIJRAUiF+FYPVq1cjk8lYtmwZffr0sQoiIWOfyT59+rBkyRIkSWL16tUFrlOMSAoAtPKqhJvKnmhdzslnIOPJQ1tv2zeYv5gcyTc3t/HAkEziv9NLXVUOeKmdGRXShapO/jmea5LMHI6/xq93/ybJqEUGVHHyY0hgc4LsPXmpfAtOJt4iLptpq5k0MgUtPCqjtjFILqlidClsjbpAqkmfY5lko47Vd0/yYrlaOKvE6KCQ4Z4uwea/aY+unxQEQRAEoXS4ffs2FStWpEmTJrmWa9KkCZUqVeL27dsFrlOMSAoAaBRKOvpWw16e+zo7L40Tg8o3sOmapxJvMuXKGq6kRRFvSM1Y14hEvCGVK6lRfHx5Nf8k3cr23ERDGm+c/oWZVzZxPiWSO9o4IrRx7H5wnnfOLuebGzsIsHPjrQrtcVdlnxBHI1dRyzWINyuW/GmreVl2+xjxuQTMmRL06fwW+U8RtEgoLVyU9nkX+pc8mz1iBUEQBOFpl7lGsjC/ipqrqyvOzs42lXV2dsbVNftlX/mR70AyMjKSBQsW0LNnT5555hm8vb2pWrUqQ4cO5dixY9mek5SUxMSJE3nmmWfw8fGhVq1afPjhh6SkZD/dymw28/3339O8eXP8/PyoVKkSr7zyCjdv3sxvczlx4gR9+/alfPnylCtXjg4dOrBu3bocy0dFRfHWW29RrVo1fH19adiwIbNnz8428xFkLGydOXMm9evXx9fXl+rVqzN69GhiYmLy3dbiNrJiS5p7VcBJkXXvPxngo3Fias2ueKjzzvKkNxuZc30z8YbUHMvEG1KZc20Thkf2sjNJZsadX8n1tPukmbOOwCUY09gec5bwiAO09a7O5zX70sStAl5qJzxUjniqHAmx9+StCm2ZGdoHhaz0Py85mRBh06iSETN/x2UfnAtlU0fvWrgpc84+/LA6LsFPuDWCIAiCIDwJzZo14+LFiyQmJuZaLiEhgYsXL9K8efMC15nv+X4//PADc+fOpUKFCrRt2xYvLy+uXbvG5s2b2bx5Mz/++CO9evWylE9NTaVr166cOXOGdu3a0adPH06fPs28efM4ePAgW7ZsybJtwpgxYwgPD6dGjRqMGDGCe/fusX79enbv3s3OnTupVKmSTW3dv38/vXv3xs7Ojl69euHk5MSGDRsYPnw4d+7cYdSoUVblo6Oj6dChA3fv3qVbt25UqlSJgwcPMnXqVI4fP87y5cutMnmazWYGDRrErl27aNSoEd27d+fatWuEh4ezb98+du7ciZeXV35vcbGRy2R8Gvo8f8fdZPHNIxl7SkqglMtp7VWJoeUb4amxLVXwngfnLFNZc5NoSGNv7Hk6eteyHNsfe4l7eWxFkmbSsy3mDP0DmlLJ0YcZNfugMxlINKajkatwVdk+CvMkmCUJo9mMWpGxTYrRbOJWWjxGyYS/nSsu+Zx6mp8HWyYp96QqQtlS3t4LH40rCcbc/z26KR3oH5D9vqmCIAiC8FR7CvaRnDBhAjt27OD111/np59+wsEh60Pk9PR03njjDeRyORMmTChwnfkOJOvXr8+mTZto2bKl1fFDhw7Ro0cP3nnnHbp27WpJJ/vVV19x5swZxowZw+TJky3lJ0+ezNy5c1mwYAHvvPOO5fj+/fsJDw+nefPmrF+/HrU6Y3Ssb9++9O3bl3HjxvHbb7/l2U6j0cjo0aORy+Vs3ryZ2rVrAzB+/Hjat2/Pp59+So8ePShfvrzlnI8//pg7d+7wxRdf8PLLLwMZmTJfffVV1q5dy9q1a+nTp4+l/PLly9m1axd9+vRh4cKFliBz0aJFvPPOO0ydOpW5c+fm4+4WP5lMRjPPCjTzrIAkZUxFfZwRvW0x/6CXjHmW00lGtt4/ZRVIrok8gtac/QjwwxIMaex6cI6uvnUB0ChU+BThFhiPMksSO6Ou8fO1E8Tq0jI2fJeDh72SFHM6BsmEWcrYOiXYwYNRlVpT1dnHpmuHOHpwNfWBTWVrOPsWoBfCk2CWzNzXX0FrTkYjd8RXXRW5TFFk9X9YpRfvnl9KtD77p5QuSnsGB7bET+NWZG0SBEEQhJLiadj+Iy4ujvHjxzNt2jRq1arF0KFDqVGjhmX7j4sXLxIeHk5KSgoffPABsbGxHDx4MMt1WrSwPXu7LCEhodC62qtXL3bv3s2ePXuoV68ekiQRGhpKcnIyly5dstr4MjU1lWrVquHl5cWpU6csx1999VXWrFnD5s2bs3SkW7duHDhwgDNnzhAUFJRrW3bv3k2vXr0YPHgw33zzjdVry5cv54033uD999+3ROPJyclUrlwZf39/Tp48aTXyePv2bWrXrk2rVq3YuHGj5XinTp04cuQIp0+ftgpIJUmiXr16xMTEcPXqVezti3d07EnTarVEREQQFBRkGV1+48xPXE+7b9P5lRx8+abWy5bvh534nkhdgk3ndvGuzdjKz+W7zYUls+/+AQG8d24XJ+PukWbKDIIlNHYGZDLIbqcSD5UDE6t3pLln3hllr6c+4K1Ta0gwpOdazlPtwE/1B+FjZ9sc+YLK7mdf1uR2DyTJzInkdVxK24vOnIpR0qOUqVHLHahk34zGLgOKLKCM1Scz9/ofXE+LJsmoxSyZcVJqcFM5MiywNc09qj32tcv674Hof9nuP4h7AGX7HpTlvkNG/yMjI6lYsfRmyO83YRmJKYW3nZ2rkx2rZg4utOvZwt3d3RK/SJKU7X7oOR3PJJPJiI2NtbnOQk1lqVJljAYp/p3Od+3aNe7du0f79u2tgkgAR0dHmjRpwq5du7hz5w6BgRlbORw4cABHR0eaNm2a5frt27fnwIEDHDx4kAEDBuTalgMHDgDQrl3WRCvt27cHsIrCjx49ik6no23btllucPny5alSpQqHDx/GZDKhUCjQarUcO3aMKlWqWAWRkPFDaNu2LYsXL+bkyZOFMge5tPFQOXEd2wJJT7UTkDFqcyb5GkZZEnZKPQaTApOU+4dspbxkrH+cffkQx2LvontovadaY8wxiASIM6Qx49JOfmk4BHd1xvQDncnInfQETJJEOXsXnJQZI/sVHb0IdfbjSPwtq60/HqaRKWnoVr7Igkghd5IksT3uC+7ozmCU/tunVS8Z0ZvSOJuylRj9Nbp6fVAkwaSn2plPq/cjyZDGhZRIjJKJcnbuVHCwbVRcEARBEJ5akpTxVZjXK2KBgYG5BolPQqEFkhEREezduxc/Pz9q1qwJZASSQI5PKCpWrMiuXbu4du0agYGBpKamEhUVRWhoqCUYfbT8w9fNTWaZ7NZT+vr64uTkxPXr17OUz62tV65cISIigpCQEG7cuIHZbM61fOZ18woktdrCewJSHPR6vdV/AXp41udC8l1SzbqcTgPASa6hh2d9dkYd4fe4A6SY0jDJ9TiqwSwZMEsyUvVqjOasv6oOcjUNHIOL9f7p9XrSzUYOPYiwCiJlMunfr9zPj9OnsezmEfr41+G7m4c5lnDn3+tIqOVKqjh68laF5gTau/JR5Y58dOkPLqbeJ8lofV9dlXbUcwng3QrPFun9yO5nX9bkdA8upu/mjvYMRrL/N2DCQLT+CofjV1HPoecTb2cmNXLq2P+3B2th/L6U9d8D0f+y3X8Q9wDK9j0oy32HstvvkubMmTNFXmehBJIGg4ERI0ag0+mYPHmyJQhMSkoCyDG9rIuLi1W5zP9mHs+rfG7yupazs7PVdWxta2YmpPz2LTeRkZGYTKV//7bo6GjL/7tKEq4yO1Jz+BBtKSez43T0WfYbz5KO9RuRXAZymYSzWkeynizBpAMqvBPlRCRFFF4nHsPBpCji9NZTThVKE7YMlpqR2Bl9ia33rnA/SzIUHTH6VC4kRTPGsz6V7dx506kON9QJrE+6QowpIyOuv9KZni5VCFS5EHnnbiH1Kn8e/tmXVQ/fAwmJM3ZbMMpz//03YeBy6n48Y+sjewp2Yyrrvwei/2W7/yDuAZTte1CW+57dAFBp8jSskSwOBQ4kzWYzb7zxBocOHWLYsGF5TjkVsipXrlxxN6FA9Ho90dHR+Pr6WpIjAUw19OODq6uJ1idifiR9lRwZfmpXxoU8z5d3V2YJIq3KysFJrSdBq4B/97lzVdjzVnB7gl3L53heUdDr9UTGXML0SP9k+UjXFWfSos3lOUK8SceCxDMsrdgfjUJJEEG0plbOJxShnH72ZUl29yDFFIs50WBT1jZJYcDRHzyVua/7LsnK+u+B6H/Z7j+IewBl+x6U5b5DRv8fPLAtIaDwdClQIGk2m3nzzTdZvXo1/fr148svv7R6/dFRvEc9OmqY1yheXqOM2dWd07WSk5Nxc3PLd1szRyDz27fcPC0Ls9VqtVVfytnZMb/WcNbcO8ye2PMYzBlZXFVyJW09a9LHvzFroveQaMp5r8lMMiRUchNKHHBR2TOqQgeauFd+Yn3JDwd51n9GEjJszf2cEYTmPgc2Xp/Orvjr9Aqs/RgtfPIe/dmXRQ/fg1RDxvRkW5gxIVOZsNOU/vtX1n8PRP/Ldv9B3AMo2/egLPe91HsKtv8oDo8dSGaORK5cuZI+ffrw7bffIn9kLl/m+sSH1yI+LPN4ZjlHR0f8/Py4deuWJalNbuVzk1nm2rVr1K1b1+q16OhoUlJSqF+/fr7aqlarLUmBQkJCkMvlNvetrHJU2jEs6FnCAluTasqY5ueo0FgWA59JvmrTdeRyCHJwYGi552nmUeWxtiR5Upo7+7EzOZK4hzKqmowKFAqzTdNbjea8A0m9ZGJ95LkSG0gK1uzlLhkJdGz4Q6KUqbGXZz9FXhAEQRAEoaR6rE/jDweRvXr14vvvv892bnSlSpXw9/fn8OHDpKZajzqlpqZy+PBhgoODLcEZZOxdkpqayt9//53lert27QKwKQtq5tYhu3fvzvE6D28v0rBhQ9RqNXv27EF6JNPS7du3uXLlCk2aNEGpzIi97e3tadCgAVeuXOH27dtW5SVJYs+ePTg6OlKvXr0821oWyGQynJR2OCntrDJKSfl4ZFPB0YuWntVKVBAJUE7tiK+ddVZiSZL9+5X7uUqZHEmyLcOWzpz3vpxCyeCgcMNR4W5TWY3cCXdVwBNukSAIgiAIOZGZC/+rLMj3J/LM6awrV67kxRdf5Icffshxga1MJmPo0KGkpKTw+eefW732+eefk5KSwrBhw6yOZ34/bdo0qyxQO3bs4MCBA7Rr1y7Ldhu1atXCzc2NW7duWY49++yzhISEsGbNGk6fPm05npiYyBdffIFarbZaz+ni4kKvXr24efMmixcvthyXJIlPPvnEqm2PtvWTTz6xCj4XL17MzZs36du371O/h2RBOSpsvz/lNF5PsCUFM+2ZdvjbOVkd0+uUuWaTdlc5UMPJn7xGIzOpi3ADe6HgGjj3RSNzzLWMWuZAHacXiqhFgiAIgiAIhSffU1tnzpzJihUrcHJyonLlylkCRICuXbtSu3bGFLzRo0ezZcsW5s6dy+nTp6lTpw7//PMPu3fvpn79+owcOdLq3NatWxMWFkZ4eDjPPvssnTp1IioqinXr1uHu7s6sWbOy1JcZxGWOFmb+/9dff03v3r3p2rUrvXr1wsnJiQ0bNhAREcGnn35KcHCw1XUmT57MgQMHGDt2LHv37qVixYocPHiQo0eP0qVLF3r37m1VftCgQaxbt441a9Zw69YtWrRowfXr19m4cSPBwcFMmjQpv7e3zHnBpyULbv9Geh7bhLgpnXjeu+Tux+lv78xPzXox6dRObqclEKtLQ0KGwuiIWmVErQC5TIYZCY1cSYC9G6MqtcYkSfzv1O9ZtvN4lEqm4IVyoUXUG6EwBNvXo6ahC+dStqGTUrK8rpY5UNmhJdUd2xR94wRBEARB+I9YI/lY8h1IZk7jTElJYfbs2dmWKV++vCWQdHR0ZPPmzcyYMYONGzfy559/4uvry1tvvcWECROyHbGbO3cuoaGh/PLLL3z33Xc4OjrSrVs3PvzwQypUqGBVNiEhgcjISJo2bUpAgPX0sNatW7N161amT5/OunXrMBgMhIaGMmXKFHr16pWlXj8/P3bu3MnUqVPZvn07W7duJSgoiA8++IDRo0dn2eRTLpezfPlyvvzyS3799VcWLFiAu7s7Q4cOZdKkSXh5ldwRtJKigUs1PFUu3NHF5FhGgZzKDoF4qUv2OrKMYLIn0ekpHIm9Q7rJQIijOw09AzBKJm6kxmIwmyln74KHOmOkSpIkfOycSErJPZD0UNvTvVzNouiGUIgaufTFX12dY8mrSTbGwL+JlRwVHtR37kmIfcPibqIgCIIgCMJjkSUkJJTqmHnr1q0MGDCAVatW0alTp+JuTpmk1WqJiIggKCjosbKVxRmS+PTaYmL0CRgl630w7OQqgu39+aDiMNRyVWE1udAUtO8AkelJjDyxhnva5Gxf91Q78Nkzz1PPveStoyuM/pd2tt4DvTkdnTkVtdwBjdyhCFv45JX13wPR/7LdfxD3AArvHqQZDKTpDThp1NgpC2W78yeurP/8tVotkZGRVKxYsbib8tgGjFlKUoq20K7n4mTHyrlDCu16JVXp+Beai7/++otatWqJILIU81C5ML3KSPbEHWdn7DG0Zh0gw0XpSHfvljRxC0VewhLsFKZy9i781LA/X17Zz+mESNJNRvh3CmwFJw/+V6U1lZzE6HZpp5bbo5Zbz8B4oEsh2ajDVWVnGaUWBEF4GiXqtSTodDir1Xhoss5G+/PmbX48for7KWlISMhkMkLcXHmjcQNq+fkUQ4sFofQyGo2cOnWKu3fvkpaWxsCBA59IPaU+kJwyZQpTpkwp7mYIBWSnUPOcdzOe825W3E0pFl4aR6Y98xzpJgM3UuMwSxKBDq64qUSypqeNJEnsvH+RZXeOkKBPx4QZhUyOh8qRYcFNeNarapG3yWg2czctCbMk4WvvhIOy5I3+C4JQOh2MiuCb80eJTk/FLGUEiB4aO16pVo8ugRlbpE3ff4gdV2+Q/FCSRYCY1DT+98cOXq5fh0F1nimO5gtlRW7ZER/3esVAkiTmzJnDN998Y7XX/cOB5Ntvv82+fftYv359liWD+VXqA0lBeJrYK1SEuvgWdzOEJ0SSJGZe3s7eB5dJNVl/YIrVpzLj8nb+SbjL25XbFkl7Ugx6vr1wlF2RN9CZTSCBSi6nprs3/3umGeWdSva6ZEEQSrb5546y8to5kgzWeQAeaNP49MR+DkVHUFvjy/arN0h5JIjMlKDVsejEP9Tw9qJeOb+iaHapJEkSUfrr3NKewYwJP1UlQuxrP9UzugRrkiQRFhbG5s2bAQgKCiI+Pp6UFOuEf+3bt2fJkiVs2rSJUaNGFahOEUgKZY7WZOR04j3SjXq87Zyo4eyTJZGSIDwJm6LOZBtEZkox6vjj/jlquQbQ1rtgI5OSJHEy/i7boi+RbjJQ2cmTHgG1cFVlrN+J16Xz0v7fuZ2SwKPbXUXfS+VM/H3mNOlEHQ/xwU0QhPzbf+9WtkFkphSjgZ13b3Aw/Q4pekOu10rQ6lhw5DgLX+z6JJpa6t3RXmRn/GLSTUlopYx921UyO+zlTjRyeYHaTkXzcLI0kwGyQhxELI5PlStWrGDTpk1UrFiRRYsWUadOHZ577jkOHz5sVa5Dhw7I5XJ27NghAkmh7JEkiXNJ9/j1znFi9ak4q+zoXa4uDd2DkecSEKabDMy+tI/DsbdJNuowmM04KFW4KO0YHFyP3oG1irAXQlkjSRIr7xzLMYjMlGLUEX777wIFkucSo5h8bhvxhnSS/91aZke0jFV3TtPEI4j3q3dg9N9buZmSkOM1YrRpjD+yg3UdBoiproIg5Nu3F47nGERmSjUa0MqNyFEgy+Oj953EZFJ0epw06sJsZql3W3uOP2K/Jc2cZHXcIGkxmLQcSFiFzpxGIxcRhD/tli5dikwm46effqJOnTo5lnN0dCQ4OJjLly8XuE4RSAqlSowumXFn1nNfl0yS8b/sWv8k3MVd7cD0mt0JcfTMcl66ycCrR1dzNSUW80Ob+yQaTCQatMy/cpDrKbGMq96mKLohlEG30+NINtqWES7OkEaMLhlvjXO+67mQFM240xuJ1adZHTcjEaNLYXvUZe6mJXE7Jevelo+K1abz280LDKlcO9/tEASh7IrTpXM/PdWmsiaZhEwBMlMe5SQzCVqtCCQfYpbM7Ij7KUsQ+TCdlMqJ5K3UcGiGk9KjCFtXyjwF+0ieO3eOcuXKUbdu3TzLenp6cufOnQLXKSZOC6VGoiGdN0+t4mpqjFUQCZBi0hGRHs//zqzlnjYxy7nTzu/KEkRan6/nj6hLHImNeCJtF4QEQzp6cx6flP5lMptINKQ/Vj2fnN+RJYh8mF4ycSbxHommvD/kGSQzv9+6+FjtEEq/BEMKkdpYUoyP97solF0JOi0m86OT5nMhz/tTt0wmw0ElZkc87Fr6cdLNeT8UTDMncjR5SxG0qPSSSYX/VdR0Oh0eHrY9LNBqtWg0mgLXKUYkhVLjx5sHicwmSHxYjC6FL67s5vNaPS3HUo16TiZE5hhEZko26lh44zCNPYMKpb2C8DAnpQaVXAE2xJIKmRwnZf73IruUfJ84fd4BohEzCo2EOU2RZ1lbg1/h6SBJEnvi/mFD9CGSjemYkVDI5HirXRno347aLgXL8CeUDU4qNXK5bavEZDJsGr1xs7PDw0FkMn/YxbS/MEi2zXSJ0J57wq0RipuPjw83b97Ms5xWq+Xq1auEhIQUuE4xIimUCgaziUOxN2wqezUlhqSHRnOOxkUQn8sIzcPupidizM9TVEGwUUUHLxwVtk3JclbZ4Wfnku86Dj64QYLBtg8VMhtGAACUsryDTeHpIEkSc26s4ceIP7itjSHemEKiMZU4QzKXUu8w58Zq1kUdKO5mCqWAj72jJbFXXhwValTm3N9nHFRKBteuWRhNe6oYpdzX3D9MKo65lqVJ5vYfhflVxJo3b05KSgqrVq3KtdzixYvRarW0atWqwHWKQFIoFaJ1STaPjKSa9FxPjbV8n2jQYpBsDw615tyzxwnC45DJZLzgXxs7ee4TQewVKvqVa/BYdeRn9FBuQ045hUxGp3/3eROefr9FH+RE0lW05uw/nCab0lkffYjzybeKuGVCaTSsam0c80jUpZErGFAllBpeXijl2X8ktVcqaRIYwAvVqzyJZpZqHsoAm8vayR2fYEuEkmDkyJEATJgwgS1bsp/KHB4ezpQpU1CpVLz22msFrlMEkkKpYM7ngx3zQ4Gjj50T9nl8eM8kQ4aDjaNGgpBfAwMbUc8tKMdg0l6uopl7BV7wf7wMwtWcfbCX27aGKKcPbQ/z0NgzsKLYBLwsMEsSOx8czzGIzJRsSmf5vd1F1CqhNOsRXI3WfuVzzPqskSuo6+nHmzUb8cOLz/Nijar4OTlir1Qil8lwUqso5+zEsHq1mNm5ndimKxv1nTvhIM97v1+VzJ6GziJra26ehjWSderUYfLkySQkJDBkyBBq1KjBhQsXAOjWrRuVK1dmzJgx6HQ6Pv30UypXrlzgOsUaSaFU8NU4Zawvs4G9QkXwQ5lbG7kH4qq2J12bnOe5NZx9ct1CRBAKQi6TMaNmT5ZFHGFT1BlSjTr0ZhNqhRJnhYYXy9WlX0D9x/rAJEkSIY5uOKkVaLV6pFxGHFUyOUPKN+D3a9eJTMv+34Wnxp4P67bGRV3wxfhCyXc59Q4pJtumRUfp4kk36bEXD92EXMhkMmY0bs+SK2f49fo5kg06tEYTaoUcJ5WGruUr80ZoQxQyOQoFvNe6OXqTiRORUaTo9XjY21PHzweFDQ+9yipnpSf+6src0J7CnMsCfBeFBxXs6xZdw4Ri8/bbbxMYGMjHH39slZX14MGDAPj7+/PJJ5/Qp0+fQqlPBJJCqaBRqKjrGsD2+3lnkCxv746n+r8pHEq5gi5+1fg14hTpJmOO57mr7Hm9crNCaa8g5EQukzG0fBMGBzXmSsp9ko1a3FT2VHL0fqwA0iSZWXn3MFujT5Nu0iPJ9TjamTBLoDMoMWWz9sjXzpmwkAb0CazDjH8OcDoumjSjATMSDkoVAQ4ujKvdnGfcfQqjy9nSm43sj73EzbQH2MvVtPSsQrCD1xOrT8hdojEVnY3T+s2SRKopXQSSJUyqKYH7+ptISHipAnFRehd3k5DJZIRVrc3QKrW4kPCAeJ0WZ7Wamu7eKGRZA0S1QkHTINunawrwvNcbrIv5nGj9zSyJdxQocVF608tnAvJs7rfwkKdg+49MvXr1okePHhw7doyzZ8+SkJCAo6MjoaGhNGvWDFUhZj8WgaRQarxesRWnEu9yX5fzyKKn2pExldtmOT6yUjOup8RyNP4O6aasH5bcVfa8VaU5lZ0yRjJ1Zj1/J/zDXW00dgoNjV1rEWjnV3idEco8uUxGNWffAl3DaDYx/vyvXEyORC/99zRaJgOFDOzUBvQGCYMp461eI1fiq3Hi63o9cVCqcVCqmd2kE6kGPZcSYzFJZso7ueJr71SgduVGkiR+ur2fXTHnSDCkYfi33evuHcNb48wHVbsTaC/2Oitqjgo7VDIFRinvdbYymQx7hRipLiniDffYFb+IBEMUWnNG1maN3AFnpSfPuoXhryn+dc4ymYxQ96IPbJMNOtbeOs/ZxGgUMjltfCrQoVxFm2c4lQZKmYre3u9xPf0ER5I3kWbKyG6vltlRx6k9NR1bo5SLhz5lwdatW+nSpQsAfiYbtQAAS3xJREFUCoWCJk2a0KRJkxzLv/vuu8yePbtAdYpAUig1fDTOzKnViwln1xOvTyP9oafnapkCd7UDH1Z/jkpOWf9YyWUyZtfpxuZ7F1h66ySJhnQkQC6TU8nRgzcrN6e6iw9mycyKqC0cTzxHkinF8qFqT9wR3FUujAwagL+m+J/yCmVblDaJXfcvsTf2HLfSYzCTfTIpuQzs1Sa8cMVZ4UD/oLp08quK+pE1mo4qNfW9/J94uyVJYuaVTRyMu2L17xcgwZhGgjGNd8+tZHbNASKYLGLVHINwVNiTnscaSQAPpROOivxvTyMUvvu6W2x4MIdUc7zV8TRzImn6RDY9+JJOHiMItn+8ddellSRJzDl/kO33rhGnS8f4b96E/dE3+frSX4yp0YzO5Z6e5D1ymZzKDg2p7NCwuJtSahX2usbiWCP5yiuvsGHDBho0yDth34QJE1i0aJEIJIWypYKjJ8sbvcSemMusjTxFmlGPWq6km/8zPOcbikaR83C9TCajW7lQupULJdGgJd1kwE1lh92/50iSxIKIlZxOvoResv6Qm2xKJdmUyqwbPzGhwqv4acQUPKHoxelT+ej8JiLS4ok1pKJWGslrqzYJiepuLswI7Vc0jczF6aQIDsdfyxJEPuyBPplplzfybZ1h+bp2tC6ePbEniTUk4alyoZ1nPXw07gVtcpmhkito4lad7Q+OWUaJs+Mg19Dbr3URtkzIiSSZ2RL7dZYg8mFp5kR2xi8kTDMLlbzsBP+fnt7L1sirpD0yAyndZCQ9PYXpZ/5EkqBLwNMTTAql06+//spff/3FqVOnOH/+PHq9nm+++YbBgwfn+1rp6en079+fbdu2UalSzjMRPvzwQ3744Qfc3Qv+N1IEkkKpo5Qr6Ohbg46+NR77Gq4quyx7XJ1NucK5lKtZgsiHxRuT+O7Or0yu9OZj1y0IjyNen8bIkyu5q82YtiSX5ZZOx9rNtBhMkjnbNUlFKTziIMkmXZ7lHuiTuJ0WS3kHzzzLJhvT+PzGr0RqH5BgTLUc3xl7ggA7L96t0A9npUOB2l1WhAV05FpaJNfSIrMNJh3kGpq7h9LUvXoxtE541I30f0g3551ELt2UzLnUP6nr3LEIWlX8rifHsSf6RpYg8mEJBi1fXfyL9v5P1zRXoQDMUv63CMjrejaYOnUqEREReHp64uvrS0RExGNXOWPGDCZMmECvXr3YsWMHPj5Z8xx88sknzJ8/HxcXF3777bfHriuTWHkrCP/aELOHdHPeWQvj9IlE6R4UQYsE4T+zLu+wBJEZJGzNzSNJ2JxI5UmK0iXYVC7ekMbBuCt5lks1aZl0eRHnU25ZBZEACcYUzqXcZNLlRaTZmI20rFPJFXxSdRjPezfBW+2Ko8IOtUyFi8IBf40Hg8u1Z2T5F4q7mcK/zqbuRi+l51nOhJELqfuLoEUlww9XjhGvz/vffIJey47Ia0XQIkHI2bx58zh9+jTXrl3j5ZdfLtC1XnvtNcaMGcPt27fp06cPycnWD5o+++wzvvzyS5ydnVm7di1169YtUH0gRiQFwSJWn2BTuSRTCqeSL9JF0/LJNkgQ/pVs1HIxOfqRozIkCZuCSZkMNDbuL/kkmSXbn/ZqTXmv1Vt2dyeReTzUidQ9YFnkLv4vSOyhZgulTMGwwI4MCWjP1dS7pJl1uCmdCLH3Ffv4lTA6c5rNZU1SzhnLnzaXkmx70JtuMrI3+gbPB1Z9wi0SSoViytrapk2bQqwUPv74Y+7du8evv/7KkCFDWLNmDSqVis8//5zPP/8cJycnVq1aRcOGhbOeVgSSgvAvKR/vIFpz3tPzBKGwnE2MJNFo/YTdLMmQwKbpreXtPYt9WiuQJclPTjQyJSF5bAViMBs5kXQlz3+1EnA88TIvBXRGZWP9Aihkcqo5BRV3M4RcOClsX9+klts/wZaULPl4XmVJwiMIT5P58+cTExPDnj17GDlyJKGhoXz22Wc4ODiwfPlymjZtWmh1Ff8nC0EoIVQ2jthoZCqCNAXbtkEQ8kNvNmHKsmZNhtksy/NDk4vSnmFBrZ5Y2/KjvVcochtCX1eVAy08cx8luKt9YPN0Xb3ZwF0xHV14ytRzfh47ed5b9ahkdtRz7lIELSoZPDW2Bc0KmYyabk9ur1yhdMnM2lqYX8VFqVQSHh5O7dq1+e2335g6dSoajYalS5fSqlXhfh4QgaQg/KuZax3kNvyTcFI6Usfl8RP9CEJOkgxp7Iw5zdp7f7M/9rwlUCpn74pTNvv2Gc0KJCnnJ/DOSjt6+TegpkvJ2OC7Z7mGeKmdcy3jIFfT0btmnqOXRsmElMO2J4+SkGzaH1EQShM/TUVcFHlnEHdQuFLJPu/tAJ4Wr1ZpiJMy730TPTUO9C1fswhaJAhFz9HRkTVr1hASEoJarWbJkiW0bZt1n/WCEvN8BOFfHT2bcyDhBLGGhBzL2Ms1tHFvhFImsrwJhSfVqGXO9Y1cSb1HvCEVMxIqmQJXlQNN3KowonxHXFX2Waa3ggy9SYlCbkYhNyMDlDI5Lip7PFSOhAW1pIVnyUlv76y0Y1qNPky6sIYH+hRMjwSCzgo7mnlU5qXyeT8x9Va7oZKpgLyTaijlSnzUbo/ZakEoubp7v8ua+1NJMEaT3aIsZ4UXPbzeRZ7Pv1npJgN/3LvApeQYNHIl7XwqU8etXKlYJ9vUK5BgRzfOJ97Pceq7vUJJe7+KuKjLzpYoQh5yeyr7uNd7gurUqWNTueTkZORyOe+++26W12QyGadOnSpQO0QgKQj/clI68L/yw5h7+xfiDUlZPuQ6KRxo7FKLbt5tiqeBwlMpzaRj7PlwIrQPrD70GCQTD/TJbI/5h7vaOIYFN+Wrq3tIyiaYNJkVmMxy3FX2vFOlLaHO5fC1cy3KbtisgqM339cdzvp7x9kRcw6D2YRMBgF27oQFteQZl0CbruOqcsRP40G8Me/tD8ppPHFROha06YJQ4jgqXBngO4WjSRu5kvY3JsmIBChkCkLs6tLEtSeOCtvfCyRJ4usrf7Lz/hXi9WkY/l1D+EfUBdzVDnwY2pFarv5PqDeFQyaT8V3TF3j9743cSk0gxWiduMtdbUdLn2DG1RQJ84T/FPZ01Cc9tfX27dsFLl8YD4ZEICkIDwm09+XTym+zO+4IB+KPY5AMyJBRTuNDT98OhNiXjCmCwtPj25vbsgSRDzNIJi4k36WFezUGBjXg1zsnSDBYp/yXAZ5qJz6o1oVGHsFPvM0F5aS0Y0hQC4YEtSjQdYYFdGT69RUkPrL1x8NclY4MK9fpsa6fqNeiM5lwU9uhVohZCELJpJE70NKtP81d+5JuTkJCwkHuku9RSIBPzm9nz/1rpD+y/jjJqCPJqGP86U3Mqt2txAeTzioNS1r25vCDO/x45Rixuoz3zMounrxetRGVnT2KuYWCUDAbN24s7iYAIpAUhCzsFXZ09W5NV+/Wxd0U4SmnNRk4nXwrz8yjOsnAxuhjfFd7BC08K7H41l9cTI7GLEkoZQpaeVViYFBDPNVla9StsmMgrwV148eIzSQYU6zuowxwUzrxWlA3KjqWy/EaWpOB7TGn2f3gLHrJiKfaGR/82XX7LikGw7+jOzJqufswqmZjQpzdnnCv8maSzBx5cIfbaYk4KlQ08y6Pp8ahuJslFDO5TI6jwu2xzjWZzRyJjeDPBzeyBJEPi9On8en5HfzadGiJn+Yql8lo5h1EM2+RfViwUTEmyMmvli1Lxoi6CCQFQRCKycXUu6QYbdtKJsWkI9GQSkVHLz4NFZvCZ2riVoNqjkFsuH+IY4mXMElmFDI5jVyr84JPM9xUOWe1/CvuMt/c2k6iIQ3Dv8l4rqfdx2y+jtFOTnyqM2ZzRgKu6PQbnIqNZkqDZ2npV75I+vYoSZL45fpJVt8+S4JeS5rJgAzw0jhQ0cmDqXU74KUpWw8ThIKJSU/juzPHOXDvDsmaeEyqvDMhx+vTOZN4j9puOT+gEQShbBCBpCAIQjHRmQw2ZxOVkNCajZTMlY/Fy03lRFhAJ8ICbJ/CeiLhBnNv/EGiMeum7nK5hEplwsMriQcxriBljLw80KUx+cQ+lrXtha990Qds087uY9u9K1ZrviQgRpdGjC6N4X/9xuJmvUQwKdjkSnwsb+3fRlRaxtRwtZ3RplT+SUYte+5fFYGk8FSRSRKyQkyQY+u1wsPD+euvvwA4f/48AEuWLOHAgQMANGvWjLCwsEJrV2ETgaQgCEIx8da44KBQk/j/7d15fFT1vf/x15mZTPYdCFsgJCKKLCJaliBUQFFxZamohdba2kr1olalrVahYPHaVlB/ihZvqdDLVhFFsFS2ynKBKopQcMEEQgIBDNn3TOb8/kgTiUnIhMxCct7Px2MeLTMnk8/743DIJ+ec73GVNbutDRvRDp2+6C2vHtvU6BBZyzDAbncTFlZOack396XLKS/lL1/uY+bA1l3f2VJ7zxxn48mvGiwccras0kJ+9cn7LBp6ux8rk7ao3OXiv7a/XzdEtlSFW7fTEfGGXbt2sXz58nrP7d69m927d9f9ubFBsvZroqKiGD9+fL3nWuLOO+9s8decTYOkiEiA9ArtRKQj1KNBMimsIyH2ID9U1X4cLj7FulP7yK8qo1NwJLd1voJuobEcLjlJfmXzP0DbbBAWXlFvkDSBbdkZfh8kXz38Lwqrmj8NOqMkn9PlxXQKaf5G9WJd7x45TE7Zt/Y7Hh6McRp2+kR29H5RIoHk/s/Dm+/ngYULF7Jw4cIWv/306dMxDIPevXvXDZK1z7WEBkkRkTbKMAy+13U4f8rYRHF10/dDjHGEcU+i928k3F6dLC/gqc/X8HVlUb0hfUvOZySGxjMiPpnC6uaHdwCbYVLzE/Y3/zjX3hLBn7JKCz3aLqeilA9OHWVyz34+rkjasje/+ozKbx1VdJU5CLJXYTRzfmusM5Rxnfv4sLqWM02TtLIsducdoMKsJDEkgatjryDUHuzT7+tyu/ng1BEO5p6krKiY8THh9AvRKb/ie8OHD8cwDLp3797gOX/SICkiEkBjOwzgeHku7536hKJGhptYRzg/7XktyWEJAaiu7cmpLOLhg8s5VdFw8MqrKiW/qpQT5Tmt+h725n7S9hLTNDlUfJS3Tm0jLCqTHpFuSiuc5BWHUe1u/NYOJlDswZFLsbbyaleD59zlDswwF4at6UOTYfYgruvc54I6O+Jo6QleyfwbBa5iSv6zD7VjZ93X2xkcdSlTu47H5oO/s0vSPmFFxgHyK8spq65ZpGhDYRYdQ8KYM3AsfaJ11LYtCdQ1kudr/fr1Hj3naxokRUQC7Afdv8vQmItZmvUBx8pyMDGxGTb6RSZyV7er6Raie5556oX0jY0OkbVMILeyjDCHg0qz4Q/T3+Y2Dc4+GglwSXR8K6tsXrGrjGfSlnCyIpcSdzl2B9gBp6OMyNBy8ktCyStuePpqsM1Bj4gYn9cnbZut0aMWBpX5wThjKjBsZoMjk9GOEK7umMzPU/x3WrfL7WbLiXTeyvic4qpKuoRF8MPel3NZbCegZoj8w9El5LuK631dNdXkVhXyQe7H5FcV8189p2AC278+wp/TPyK3shQTk1B7EJMSB3Brt0tbNBy/8Nn/sfrYQYq+dc1yflU5+VXlPPDhOl64cjx9Yzq1ugciFzINkiIiF4A+EV2Ze0nNtQq1t7CQlil2VfBF8clmt3MDLg9OT3W7obSk/qlxsc4Q7u975fmW6JFqs5o5aW9wpCy7wWuGAQ67SWxEGW7TRkFJ/QWYYp0hXN0xyaf1Sds3qlsPjhbmN7yMy22jMjcEW7ALR5gLm82gY2gYfaI68uNeQ7g0yn9nRuw7c5JffbSZ/IqaW90AHMg7zb++PkG3sEj+3/AbeTVrdYMh8myVZhUHi9M4UPQVC7/8NwcLTtW9V60XvtjBqmOf8uqVt9PRg2uLjxTn8U7WZw2GyBo1R6FyKkv44Z436REWzaC4rtyTPJiuoVEe5S5wnaS0ugCnLYw4R/cL/n6d7UbtVQzefL8L2KhRoygoKGDfvn2teh8NkiIiFxgNkefncMlJSs6xqunZnAQTZKfR04kBTBOqq+2UloTUPRcVFMydKf242MdHJP+V/xnZFWfOuY3dZhIbXkpBSSi1R0xD7Q5u6HoxTnvjp72K1Jp6yYCaBXfKG/v8G7grgqisCCIlKpbV1070yTBzsryI9cc/5+uKmsWhbup6ad0iUZ/n5/CLPe+TU9FwZeX8ynLyK8v58f+toFOnoma/T6m7nBeOrOFQXnij1zdXmtVklObz873vsHz4nc3uf//05YfkVTZ2TbtJ7f1TDKPml1XpJXmkl+Sx9VQ6kxP789Pe32nyfb8o2c7Hxe9Q7i6m2qzCZjhwGiFcGnYNgyJv8cnpuWJdWVlZ5OXltfp9NEiKiEi7UG2amB7+Gthuc3BP4giWn9hBQVVZvdNc7aYdl8tGyZloHIZJRFAwMc4QfnrJFdzYo7evyq/zzumdlLubH4jtNjeRIeUUlYcS4XAyrEMiD/QZ6vP6pO2LDwnlocu/wx8/2UNeReMLfSWEhvP81WO9PkQWVpXzy0//TnpxLjmVNYOiAazK3M9FER14dsD1zNm3rdEh8mzFxteEVZ97m1ql7lKqzNBzbnOyvIhtp49wTULKObc7VHi6kWdrhsimWpVbWcayjH01v4xKGtjg9e35f+GL0u1UmmflMaGcQvYWreFE5WeMj5+pYdKXTLPm4c33swANkiIi0i50D4klzO6k3F3V7LYOw86YDpcxtmM/Nuf8m41fH6DSXUWn4Gju6DqMrsHxfHrmFBXV1XQNj+SS6Hi/nWJW4umKsjaIDYWewZ348UVXMrJTkk6DE4/d3Oti4oJDmb/vX5wpL6WgsgKbYRATHEKvyBieHnI13SM8Ox3TUyWuSu7915scLcmr9ysfk5oVh3MrjjFtzyrySj24T6Xh+erJbg/uxVBaXcWSox83O0iajQ0IHvy1K3JV8tej+5jcoz8O2zcD4ZGyjxoOkWdxUUl2xed8WPQmQ6K+1/w3EvEjDZIiItIudA6JplNwJLlVzd8jsm9kV4L/s7jGDZ0u54ZOlzfYZkTnHt4u0etuSbyUe7uPD3QZ0kaldk0ktWsiaQV5HCnMx24Y9I/vRIfQsOa/+Dy89OVOMr41RJ7NDWSV5uNy26hZXqpp5RVO3G4D2zlWma17X9OzX7AUuZpf8Ti0sUV5jKaPRp4tv6qcf55OZ2zni+qe+6hoTZNDZC0XlXxZuoOrIifpqKSPGGbNw5vvZwX6NIqISLtxf9JoYhzn/iE4PiiCn/Qc5aeKWi7eGe3RdmG2YK6I9P2pttL+pUTHMjaxF9d0T/LZEFnlrmZHTkazxwbdgOFw09xqJYUloZhN3AanHtMgv/Tcp7XW8mTcvCOpP8G287sOuay6ioMF35waW+4upqTas+vUKtwlnKr86ry+r4ivaJAUEZF2o39Udx5Kvpb4oHBs3/qxMMiw08kZyexLbqVrSExgCvTAxISRhNtCmt0u0hHGwKiLmt1O5EKQVpxbd7/F5hgN77rTgIlBRWkMobbgc24X6YigqsKzU3SvjOte789V7moqvnXPzfHd+tQtCnQ+HGcdUaxwl2B6cNotQLVZRYXZ9Aq10kq110h682EBOrVVRETalZEd+jAwOpHV2XvZfuZLqk03TpuD6zv1Y3zCQELtzkCXeE79IpK5KLwbB4szcDVxr8tIexjTuo7TaW7SZlS5qxu/vrARNsOoGSTPsbkNg5ExQ4iNzWF3/gGKvrXwjsNwEBcUxWO9pvGz3PUUlzV9f1mAOGcoP+g1mMrqat46doiVRw9QXFUFmDjtDm7sdjFTUwYSFRTMwiG38LM973CqrLhmJVgTjw5nRgeFMKJjz7o/h9giMDw8puMwnITYIj3aVsRfNEiKiEi7Ex0Uxo96XM2Pelwd6FJazDAMZibfzUtHV/NZSUa9++Q5jSAiHWH8oNs4roq5NIBVirRMl9DImlvTNP67kXoig4IJdTnIr2j6msWu4ZH86OIriHIG8924K3nr1BYyy0+BaRJsczImfggj4wbhtAXxm8vG8Ov9G8itbHwhq0hHMFN6DCTSEcy0HatJL86j0l1/wZ//ObyXvx//kteG3UK3sChWXn0Hb2YcZE3mIfIrSylwN399ZUxQCANiOtf9OdgWToQ9jlJ386e3BtvCSQg690JAcv4Md4vWb/Lo/Xztv//7v8/7a8vKPFvUrTktHiRXrlzJrl272LdvH4cOHaKyspKXX36Zu+++u9HtCwsLefbZZ1m7di2nT58mISGB2267jZkzZxIR0fDUALfbzaJFi3jjjTdIT08nPDyc7373u/zmN78hKSmpRbV+/PHHzJs3jz179uByuejbty8///nPuf322xvd/uTJk8ydO5eNGzeSn59PYmIiU6ZMYcaMGQQFNby4uqKiggULFrBy5UqOHz9ObGws48aN48knn6Rjx44tqlVERKSWw7DzcK/vcaaygPVf7yKj7BQOw86wmMsYEdsfh02/B5a2pUNwOF1Do5q9rQfARRHx3H3JYObu20ZuRVm9+z9GOJx0Cg3jleHjiXLWnNbaM7QLDyc1/nMo1Jyy+tzAG5l7aAt5FWUUuGpueRJmDyI6KIQf9BrMpMT+3LfrHb4szGn0ZFM3Jlmlhfx89zre/O4UwhxOpqUMYlrKIMrKyrj/X2/zeXkelY3cqxJqjng+cdk1DVZWvipyEpvy/h8VZtOLhDmMYC4JG4WhMxB8pw3e/uPZZ58975W6TdP0yirfLf6XaO7cuWRmZhIfH09CQgKZmZlNbltSUsL48eM5cOAAo0ePZtKkSezfv5+XXnqJnTt38t577xESUv86kIceeoglS5Zw6aWX8tOf/pTs7GzefvtttmzZwqZNm0hJ8ey3Mdu2bWPixImEhIQwYcIEIiIiWLt2Lffccw9ZWVk8+OCD9bY/deoUY8eO5fjx49x0002kpKSwc+dO5s6dy969e1m2bFm9hrvdbu666y42b97MVVddxS233EJaWhpLlizhgw8+YNOmTXTo0KEFnRUREakv3hnNtG7XB7oMEa+YcXEqj+57j7wmjgxCzcD10MWpXBqdwNsdp/B2xue8e+xLqtzVxDhD+EHvgaQm9Kg5/bUFLo/typup3+ffBSfZlXMMl7uavtEJjOiYhN2wkVGcz1eFuc1esXi6vIStJ9O5tus31ycbhsHMLlewuCiNTwtPklNRWndWbpg9iBhnCL+5bDRXxndr8H49Qy+nb+VoDpVsaXSYdBjBdA/ux+DI21qUV9q/4cOHB/yWTy0eJF966SWSk5Pp0aMH8+fPZ/bs2U1u+8ILL3DgwAEeeughZs2aVff8rFmzWLBgAa+88gqPPPJI3fPbtm1jyZIlDB8+nLfffhuns+Y6lsmTJzN58mQee+wx3nrrrWZrdLlczJgxA5vNxvr16xkwYAAAjz/+OGPGjGHOnDnceuut9OjxzdLuTz/9NFlZWTz//PP86Ec/Amqm9R//+MesXr2a1atXM2nSpLrtly1bxubNm5k0aRKLFi2q+w/55z//mUceeYS5c+eyYMGC5hsqIiIiYgEDY7ryaJ+rmf/FDnIq6x+ZNIB4ZxiPXzqKS6MTAAhzBHFXSn/uSunvtRr6RXemX3TnBs//Nf3TJk99PVtpdRV/Tf+03iAJNYvo/Pay0RQb1azM2M/hojOE2B1c3+Vihnbozr6iL3jr5FeE2UMYHH0pHZ0xdV87LPouOjkvYm/RW5RWF1BturAZdoJtYfQLv47+4eMCPjBYQhtbH2f9+vWBLqHlg+R3v/tdj7YzTZOlS5cSERHBY489Vu+1xx57jNdff50lS5bUGySXLFkCwBNPPFE3RAJce+21jBgxgi1btpCZmUliYuI5v/e2bds4cuQId999d90QCRAdHc0jjzzC9OnTWb58OTNnzgSgqKiINWvWkJSUxD333FO3vWEYPP3006xevZo33nij3iBZW+tTTz1V7y/3Pffcw4svvsjf/vY35s2bR2ioZ0tOi4iIiLR347r04fLYbiw5spf/O5NBtdvEbjMY0SGJaUlX0LEVK6K2RmZJgcfbFlVVNvlah+Bwfn7xMKDmZ+EV2Rt57Iu3KHSVUPWfxbPeOb2NBGccD/b8Xt3tflJCv0NK6Hcors6lrLoApy2MKHsnDZByQfPZRRZpaWlkZ2czZswYwsPD670WHh7OkCFD2Lx5M1lZWXTvXrPc8o4dOwgPD2fo0KEN3m/MmDHs2LGDnTt3MmXKlHN+7x07dgAwevToRt8HYOfOnXXPffjhh1RUVHDNNQ3PXe/Rowe9e/dmz549VFdXY7fbKS8v56OPPqJ37971jmpCzfB5zTXXsHjxYj755BOGDx9+zloBysvLm93mQlZZWVnvf63EytlB+UE9APVA+a2dH9QDaFkPonHwYK8hPNhrSIPXAvUzUUgL7g1pUL/OxrKbpsmfst9mX/FhKsz6tz0pcBVT4Cpm1uFF/KrHNOKCvrk9iYMwIgkDN1S4ml/A50LQHj73hgmGF69rNNrY0c3z5dNBEiA5ObnR15OTk9m8eTNpaWl0796dkpISTp48Sd++fbHbG/5lrn2f2vf15Hs3dj1lQkICERERpKent6jWw4cPk5mZSVJSEkeOHMHtdp9z+9r39WSQPHHiBNXV1c1ud6E7depUoEsIGCtnB+UH9QDUA+W3dn5QD6Dt9mCoM5Y9tizK3Of+ecwGDAqOaXSNkLOzH3YdZ1/lYSpo+t6ZZ1wFvHh0JfeGtP3roBv72V3aP58NkoWFNffriY6ObvT1qKioetvV/m/t881t78n3buq9IiMj672Pp7UWFBS0aHtPagXo2rWrR9tdqCorKzl16hQJCQn1Tkm2AitnB+UH9QDUA+W3dn5QD6Dt96Cb2Z2lZ9I4XlZ0zu3inKH8pN8wop3fLBbZWPalGVvOOUTWKjBKCe8cXe+oZFtTWVlJTk5OoMtonTa4auuFQOuHXwC+vXJtW+V0OttNlpaycnZQflAPQD1QfmvnB/UA2nYP/nvwdTz04d+bvEVJjDOE/+o7jISomEZfr81umia51Z4dTCioLuazigzGRF51vmWLBIzPbkjz7aN43/bto4bNHcVr7ihjY9+7qfcqKiqq9z6e1lp7BLKl2URERETkwtYvNoGXh9xE3+iOxDm/WSwxOiiEXhGxzB44mlsSL2n2fUxMzBYckSpzt+21MtoFtw8eFuCzI5K11yeefS3i2Wqfr90uPDyczp07k5GRUbeozbm29+R7p6Wlcfnll9d77dSpUxQXF3PFFVe0qFan01m3KFBSUhI2m83jbCIiIiJy4esT3YFlIyeTUZzP/ryTuEw3faI60Demk8fvYTNsOAzPrhkMtjnpEtzxfMsVCSifHZFMSUmhS5cu7Nmzh5KS+jdYLSkpYc+ePfTs2bNuOANITU2lpKSE3bt3N3i/zZs3A3i0eE1qaioAW7ZsafJ9arcBuPLKK3E6nWzdurXBb5COHTvG4cOHGTJkCA5HzdwdGhrK4MGDOXz4MMeOHau3vWmabN26lfDwcAYNGtRsrSIiIiJyYekZEcPNiZdwe4++LRoiaw2OvtSj7SLtYVwe1bvF7y9eZpoYXnxY5RpJnw2ShmEwdepUiouL+f3vf1/vtd///vcUFxfzgx/8oN7ztX9+5pln6i0lvHHjRnbs2MHo0aMb3G6jf//+xMTEkJGRUffcqFGjSEpK4s0332T//v11zxcUFPD888/jdDrr3UIkKiqKCRMmcPToURYvXlz3vGma/Pa3v61X27dr/e1vf1tv+Fy8eDFHjx5l8uTJuoekiIiIiAXd0unqZhfQCbUF8924wdg9PHopcqFp8amtS5YsYdeuXQAcOnQIgKVLl9bdu3HYsGFMmzYNgBkzZvDee++xYMEC9u/fz8CBA/n000/ZsmULV1xxBffff3+99x45ciTTpk1jyZIljBo1iuuuu46TJ0+yZs0aYmNjee655xrUUzvE1R4trP3/L774IhMnTmT8+PFMmDCBiIgI1q5dS2ZmJnPmzKFnz5713mfWrFns2LGDX/ziF/zzn/8kOTmZnTt38uGHH3L99dczceLEetvfddddrFmzhjfffJOMjAxSU1NJT0/n3XffpWfPnjz55JMtba2IiLQhbrOaExU7OFa6hZKwQkrK+9AnaCKhdp2mJmJ1MUGRzOg5hRcyVpBXVYRJ/SNU4fZQroruy+0JowJUodSjVVvPS4sHyV27drF8+fJ6z+3evbve6ai1g2R4eDjr16/n2Wef5d1332X79u0kJCTwwAMPMHPmzEaP2C1YsIC+ffvyxhtv8OqrrxIeHs5NN93Eb37zG3r16lVv2/z8fE6cOMHQoUPp1q1bvddGjhzJhg0bmDdvHmvWrKGqqoq+ffsye/ZsJkyY0OD7du7cmU2bNjF37lzef/99NmzYQGJiIk888QQzZszAMIx629tsNpYtW8b8+fNZuXIlr7zyCrGxsUydOpUnn3ySDh06tKyxIiLSZpys+BefFr1MpbuQasohCEoqPyc7bzvxQX25MupxbEZQoMsUkQDqHZ7IM73vZ93XO/iw4BAusxoDgwRnHBM7X8OlEb2afxORC5iRn5/fZkfmDRs2MGXKFFatWsV1110X6HIsq7y8nMzMTBITE9vskt/ny8rZQflBPQDr9eB0xcd8VPgclWbjK3fbcBAf1I/hMc9gGD67guSCYbX//o1RD6zdAytnh5r8J06cIDk5OdClnLd7b19IUUGZ194vMjqU/1lzf/MbtnFt+l+4Xbt20b9/fw2RIiLiF6Zp8mnxy00OkQBuXORVfcnpyr1+rExERMS/2vQgOXv2bLZv3x7oMkRExCJyKg9Q6W7+RuMuSvmidIUfKhIRkVbTfSTPS5seJEVERPzpdNVeqsxij7Ytrz7j42pEREQCp8WL7YiIiFiVaVYHugQREfGyuvs/evH9rECDpIiIiIdig/pgLwupWam1GQ4jrNHn3WY1x8v38u+St6j4z2mykfbODIicQoeg3g1WCReR9qfadHG0bD+F1acJsYXTM2QgYfZz33dSfEi3/zgvGiRFREQ81CV4OE7b65S5zz1I2gjmorDbGzxf6S5h45mnKKzOxmV+s0JgUXU2ObmHSXD2Y2Tso9h0g3KRdsk03ewsWMWXpbspdRdRbVZiYBBmi6GDM5Hr4+4nxB4R6DJFPKJrJEVERDxkM+z0DptEkHHuH/TC7Z3pFvLNjcYr3aWcrkhnQ86vyHWl1xsi67YxizlR8TG7Cl72et0iEnimabL+zEt8WryJouozVJuVNc9jUuLOI6N8PytPz6a82rPrsMWbzG+OSnrjgY5IioiIyLckh91MlVlCeulaKsx8zv6BwWGEEWZLIDX2d9gNJ4Wu0+wsWMrpynSqzWIcFHKuM1erqSS74lPKqvMJtcf4OoqI+NFXZR+SWf5vXGZFk9vku06yMXcRN3d82I+ViZwfDZIiIiIt1Cd8Cj1CxnK49G+crviEyqoqwp1xXBIxhU7OwRiGjZzKDNafeY4Sdy4AoUbFOYfIWmXuPD4veY9BUXf5OIWI+NOHhe9SaTZ/ffWpqiNUuEsItoX7oSoBdI3kedIgKSIich5C7R0YEHk/5UHlZGZmkpiYSEhwCKZZiqv6KLvy/0Cluxioud7R8yV0THJdaT6qWkQCwWVWUlqd79G2ZdWFZJZ/xkVhV/q2KJFW0iApIiLiDebXVJW/gOn+mGqzmFGhZbhCbXztCmVPeTfcLfgFtV3/PIu0Ky6zyuNt3VRTdY7TX8UH3P95ePP9LED/UomIiLSSw56N4Z6FyUmg5hik3QZQTYSzio6OUraWJFJqOpt9LzvB9AgZ5tN6RcS/nEYohuHZGpdOI4woe7yPKxJpPa3aKiIi0hqmm45xczD+M0Q2JsLmYlTYcUwPrpsJtkXSMzTVmxWKSIDZDBtdnL092jbEFk7X4It9XJGczTBNrz+sQIOkiIhIa5h7sNvym90sxHDRxVFyzlNcg40oBkf9ELsR5L36ROSCMCx6EmG26HNu4zRCuTziOo+PXooEkj6lIiIirWCYy7HbS5rdzmlz08eZR5Vpx/2tBQIdRijh9k4Mif4pSToaKdIuxQZ1ZkzcjwizxTT6erARziVhqVweOc6/hYl37yHp7RVgL2C6RlJERKRV8ho+ZXSmtLo3Ybbt9Z4OsrmpJIhK04GDakKNYC4KHUa34CvpHnIlNsPup5pFJBCSQ68gPqE7ewreJqviEG6zGsMwiHYkMDRqAt1DLg10iSIe0yApIiLSKjGNPBfCx3njGBgTSqT9/bpnq9y1JwIZhNgTuDn+CWKCuvijSGlCZtnXHCk9ic2wkRLehS7BcYEuSdq5aEcnrou/D6BmkMSG4clNZsV33CYtWlrbk/ezAA2SIiIirWAaU3C7PsFuLz37WbKKz5BdcinXdXUQ7XiPKreNLyu7E26Lo7OzN6kxU4nQyowBc6DoKK9nbiC/qphCV81/u2hHOB2c0UzvMZ7kcA344ns6C0HaMg2SIiIirWEMw23GYKf+IGkz4EhhLn939+aGxFuIsO9hQPRzjAxKxGkLDVi5AnvyvuCVY+9S4Cqt93y+q4R8VwlzvlrO4ymTuTQiMUAViohfmXj3ukZrHJDUYjsiIiKtYtg4feYJTBLOetKN/T9nqh0rzmVdZl+KWUqn4Is1RAZYWXUFf8p8r8EQebY8VzHzj6yh2rTIXcVFRM6DBkkREZFWclV3x7T9GcM+FowEIByb4QQiMGxJnKy4hnWZsZwuqw50qZb3/tcfk1/V/Cq7ha5S9uR/7oeKRCTgtGrredGprSIiIt5gdCEo5EVMsxjTfRy7Iwx7UAgYwQCcLKtm7dEybu4ZSkKYrosKlA/yDlBN80cay92VbMz5hOGxff1QlYhI26MjkiIiIl5kGBHY7H2w2+LrhshaX5e7eftoKdklrgBVJ9Vuz09XLauu8GElInLB0BHJ86JBUkRExAdsTazmn1th8vbRMrI0TAZEhMPza1Q7Bcf4rhARuXCY5je3APHGQ4OkiIiInC8bTd8XLr/S5J0jZRwr0jDpb7clDCPM5mx2uyh7GLclDPdDRSIibZMGSRERER+wN3N/8cKqmiOTGRom/WpwdG/inFHNbtclJI7ksM5+qEhEAs50e/9hARokRUREfKCpU1vPVuKqGSbTCzVM+ovNMHi69910dsY2etTYjo3EkI48cdGUAFQnItJ2aNVWERERH7AZHkySQKnLZO3RMsb3DKF3dJCPqxKAjs5o/nDpT3jn1P+xLfffVJkuwMBpc3Bth0GM7/gdQuzNn/4qIu2EtxfIscg1khokRUREfMCTI5IAUUEGgzo4iQqyYZomhocDqLROhCOEu7uN5q6u11DursTAINgWpP6LiHhIg6SIiIgPnGseMYCuYXau6BhEjwg7UU7dVzJQDMMg1B7c/IYi0n7VrrbqzfezAA2SIiIiPtDYEUmnDS6KCqJ/fBDdwuwEO3T0S0RE2iYNkiIiIj5w9mp2EUEGA+OC6B3tICHM7vH1kyIi4ge6RvK8aJAUERHxAbthkBBq44oOTpIi7cQE6/RVERFpP3T7DxERER+4ONrOXReFcXkHZ5ND5P/+7/8SExNT94iNjaVPnz7ccccdfPLJJw22y8jI8Ff5IiLWUXtE0psPC9ARSRERER/oFOb5P7GLFi0iKSkJt9tNVlYW8+fP59Zbb2X79u307NmTcePGsXHjRjp37uzDikVERDynQVJERCTALrvsMvr27QvAkCFD6NevH0OGDGHTpk3ce++9dOjQgQ4dOjT7PhUVFQQHN1yBtKnnRUQEXSN5nnRqq4iIyAUmMjISgKqqKqDxU1v79+/PtGnTWLVqFcOGDaNjx46sWLGibtsPPviAH//4xyQlJTFo0CAAPvnkE374wx/Sr18/OnfuzKBBg3jssccoKCjwf0gREWnTdERSREQkwKqrq3G5XHWnts6aNYvw8HBuvPHGc37dv/71Lz777DMeffRRunTpQseOHfn4448BmD59OrfccguLFy+mrKwMgGPHjtG3b1++973vERUVRXp6OvPnz2f//v384x//8HlOEZELktsEt9u772cBGiRFREQC7Oqrr67355iYGJYuXUqPHj3O+XW5ubls3LiRxMTEuudqB8lx48Yxb968etvfeuut9f48dOhQLrroIm688Ub279/PgAEDWhNDREQsRIOkiIhIgP35z3+mV69emKbJyZMnWbRoEVOnTmXVqlWkpqY2+XWXX355vSHybDfddFOD54qLi1mwYAFvvfUWx48fp6Kiou61r776SoOkiFiTrpE8LxokRUREAuySSy6pW2wH4JprruGyyy7jqaeeYvPmzU1+XUJCQotee+CBB9i0aRMzZ85k4MCBREZGkpWVxdSpU+tOfxUREfGEFtvxgo8//pjJkyfTo0cPunbtytixY1mzZk2gyxIRkTYqNDSUpKQkDh48eM7tDMPw+LXy8nLWrVvHf/3Xf/Hggw8ycuRIBg0aRFRUlFdqFhFps3QfyfOiI5KttG3bNiZOnEhISAgTJkwgIiKCtWvXcs8995CVlcWDDz4Y6BJFRKSNKS0t5ciRIx7d8sNTFRUVuFwugoKC6j3/17/+1WvfQ0SkTTJN7y6Qo0FSmuNyuZgxYwY2m43169fXXVvy+OOPM2bMGObMmcOtt97a7GIJIiJibQcPHqSkpKTuGsnXX3+dvLw8fvGLX3jte0RHRzNkyBBeeuklOnbsSJcuXVizZg0fffSR176HiIhYh05tbYVt27Zx5MgRJk2aVG+BgujoaB555BEqKytZvnx5ACsUEZG24Cc/+QnXXnst1113HQ899BCVlZUsXryYBx54wKvfZ9GiRVx11VX8+te/5t5776WqqorFixd79XuIiLQ1pun2+sMKdESyFXbs2AHA6NGjG7w2ZswYAHbu3OnXmkREpO24++67ufvuu89ruwMHDrT4PXv06MHKlSsbPJ+fn998sSIiImfRINkKaWlpAKSkpDR4LSEhgYiICNLT05t9n8OHD1NdXe31+vylsrKSM2fOUFZWhtPpDHQ5fmXl7KD8oB6AeqD81s4P6gFYuwdWzg41+QsLC0lOTg50KefP7eVrJL35XhcwDZKtUFhYCNDkineRkZF125zL008/7dF2IiIiIiIXmqioKEaMGBHoMsTPNEheAGbPnt0ujkjGx8db7jdxVs4Oyg/qAagHym/t/KAegLV7YOXs8M0RyTbN27fs0Kqt0pzaI5FN/eUpKioiJiam2ffp3bu3N8vyu/LycjIzM0lMTCQkJCTQ5fiVlbOD8oN6AOqB8ls7P6gHYO0eWDk71OQ/ceJEoMuQANCqra1Qe21k7bWSZzt16hTFxcVt+3xxEREREZH2zu32/sMCNEi2QmpqKgBbtmxp8NrmzZvrbSMiIiIiItJeaJBshVGjRpGUlMSbb77J/v37654vKCjg+eefx+l0MmXKlABWKCIiIiIi51R7jaQ3HxagayRbweFw8OKLLzJx4kTGjx/PhAkTiIiIYO3atWRmZjJnzhx69uwZ6DJFRERERES8SoNkK40cOZINGzYwb9481qxZQ1VVFX379mX27NlMmDAh0OWJiIiIiMg5mG4T04vXNZq6j6R4avDgwbz55puBLkNERERERMQvNEiKiIiIiIh16T6S50WL7YiIiIiIiEiL6IikiIiIiIhYl2mCN69r1BFJERERERERkYZ0RFJERERERKzLdNc8vPl+FqBBUkRERERErMtteveWHRa5/YdObRUREREREZEW0RFJERERERGxLp3ael50RFJERERERCQAPv74YyZPnkyPHj3o2rUrY8eOZc2aNYEuyyM6IikiIiIiIpZlevkaSU/fa9u2bUycOJGQkBAmTJhAREQEa9eu5Z577iErK4sHH3zQazX5ggZJ8Qq73R7oEgLGytlB+UE9APVA+a2dH9QDsHYPrJwdwGZr2yc5RsZH+P39XC4XM2bMwGazsX79egYMGADA448/zpgxY5gzZw633norPXr08Gpt3mTk5+dbY1khERERERGRC8CWLVuYMGECd999Ny+//HK915YtW8b06dP51a9+xcyZMwNUYfPa9q8PRERERERE2pgdO3YAMHr06AavjRkzBoCdO3f6taaW0iApIiIiIiLiR2lpaQCkpKQ0eC0hIYGIiAjS09P9XVaLaJAUERERERHxo8LCQgCioqIafT0yMrJumwuVBkkRERERERFpEQ2SIiIiIiIiflR7JLKpo45FRUVNHq28UGiQFBERERER8aPaayNrr5U826lTpyguLiY5OdnfZbWIBkkRERERERE/Sk1NBWpuA/JtmzdvrrfNhUr3kRQREREREfEjl8vFlVdeSXZ2Nhs3bmTAgAEAFBQUMGbMGI4dO8aHH35Iz549A1xp03REUs7b9OnTmTdvHqbZ/O8i1q1bx+zZs8nOzvZDZb5n5eyg/KAegHqg/NbOD+oBWLsHVs4Oyt9aDoeDF198Ebfbzfjx45kxYwZPPPEEI0aM4KuvvuI3v/nNBT1EAjgCXYC0XStWrMA0TY4dO8Yrr7yCYRhNbhsXF8eCBQvo2LEj06dP92OVvmHl7KD8oB6AeqD81s4P6gFYuwdWzg7K7w0jR45kw4YNzJs3jzVr1lBVVUXfvn2ZPXs2EyZMCHR5zdIRSWmVyMhIVqxYwf3333/O30gNHz6c5ORkNm3a5MfqfMvK2UH5QT0A9UD5rZ0f1AOwdg+snB2U3xsGDx7Mm2++ybFjx8jOzmbz5s1tYogEHZGUVrrvvvs4cuQIK1euBGDhwoVN/kZqxIgRdRcPtwdWzg7KD+oBqAfKb+38oB6AtXtg5eyg/FanQVJaxeFwsGjRImw2GytXrsQwjCZPb+jQoQOnT58OQJW+YeXsoPygHoB6oPzWzg/qAVi7B1bODspvdRokpdVsNht/+tOfMAyDFStW4HK5WLhwIQ5H/Y9XWloasbGxAarSN6ycHZQf1ANQD5Tf2vlBPQBr98DK2UH5rUyDpHiFYRi89tpr2O12Vq5cyfHjx3nttddITEwEYPfu3axfv54bbrghwJV6n5Wzg/KDegDqgfJbOz+oB2DtHlg5Oyi/VWmQFK8xDIOFCxcSGhrKX/7yF6666ipGjRqFy+Vi+/btuN1uZsyYEegyfcLK2UH5QT0A9UD5rZ0f1AOwdg+snB2U34q0aqt43fPPP89rr71GfHw8GzduZOvWrURERPA///M/DB48ONDl+ZSVs4Pyg3oA6oHyWzs/qAdg7R5YOTsov5UY+fn5zd9FVKQRy5cvp3///vTr16/R103T5ODBg7hcLi677DKCgoL8XKHvWDk7KD+oB6AeKL+184N6ANbugZWzg/KLBkkRERERERFpIV0jKV6TlpZGWloahYWFAERFRZGSkkJKSkqAK/M9K2cH5Qf1ANQD5bd2flAPwNo9sHJ2UH4r0iAprVJaWsoLL7zA0qVLyc7ObnSbLl268P3vf5+HHnqIsLAwP1foO1bODsoP6gGoB8pv7fygHoC1e2Dl7KD8VqdTW+W8FRUVceONN/Lvf/+byMhIhgwZQnJyMlFRUQAUFhaSnp7Onj17KCoqol+/frz33ntERkYGuPLWs3J2UH5QD0A9UH5r5wf1AKzdAytnB+UXHZGUVnj22Wc5ePAgDz/8MI899hihoaGNbldWVsYf/vAH5s+fz7x58/jd737n50q9z8rZQflBPQD1QPmtnR/UA7B2D6ycHZRfdERSWqF///5cfPHFrF692qPtJ0+ezOeff86BAwd8XJnvWTk7KD+oB6AeKL+184N6ANbugZWzg/KL7iMprXD69GkGDhzo8fb9+/fn9OnTPqzIf6ycHZQf1ANQD5Tf2vlBPQBr98DK2UH5RYOktEJCQgL79u3zePv9+/eTkJDgu4L8yMrZQflBPQD1QPmtnR/UA7B2D6ycHZRfNEhKK9x+++1s3bqVWbNmUVpa2uR2paWlzJ49m82bN3Pbbbf5r0AfsnJ2UH5QD0A9UH5r5wf1AKzdAytnB+UXXSMprVBSUsJtt93G3r17CQ8PP+dqXcXFxQwePJh33nmH8PDwAFfeelbODsoP6gGoB8pv7fygHoC1e2Dl7KD8okFSWqmiooJXX32Vv/zlL2RkZDS6TVJSEtOmTWP69Ok4nU4/V+g7Vs4Oyg/qAagHym/t/KAegLV7YOXsoPxWp0FSvObEiROkpaVRWFgIQFRUFCkpKXTt2jXAlfmelbOD8oN6AOqB8ls7P6gHYO0eWDk7KL8VaZAUERERERGRFtFiOyIiIiIiItIiGiTlvMXFxdG/f3+OHj3a7LYvvvgiffr0Yffu3b4vzA+snB2UH9QDUA+U39r5QT0Aa/fAytlB+UWDpLRSVlYWN910U7M7kSlTppCbm8u7777rn8L8wMrZQflBPQD1QPmtnR/UA7B2D6ycHZTf6jRISqt85zvf4fTp083uRDp16sTQoUPZuXOn/4rzMStnB+UH9QDUA+W3dn5QD8DaPbBydlB+q9MgKa1yzTXXsHjxYr7++utmdyIDBgzg2LFj/ivOx6ycHZQf1ANQD5Tf2vlBPQBr98DK2UH5rU6DpLTa+PHjPdqJGIZBaWmpf4vzMStnB+UH9QDUA+W3dn5QD8DaPbBydlB+K9MgKV5x44038sYbb5CTk8MNN9zA/v37G2yzY8cOevToEYDqfMvK2UH5QT0A9UD5rZ0f1AOwdg+snB2U36o0SIrXXH/99SxdupT8/HxuuOEGXnjhBXJzczl16hSPPvoon376KTfeeGOgy/QJK2cH5Qf1ANQD5bd2flAPwNo9sHJ2UH4rMvLz881AFyFtU1xcHI8//ji//OUv6z2/c+dO7r33Xk6dOlX3nGEYJCUlsXXrVqKjo/1dqtdZOTsoP6gHoB4ov7Xzg3oA1u6BlbOD8gs4Al2AtF2GYTT6fGpqKrt27eLFF19k8+bNuFwuUlNTmTlzZrvZeVg5Oyg/qAegHii/tfODegDW7oGVs4Pyi45IioiIiIiISAvpGkkRERERERFpEQ2SIiIiIiIi0iIaJEVE5LxMnz6defPmYZrNXyGxbt06Zs+eTXZ2th8q8w/lt3Z+UA8A9u3bx7PPPssXX3zh0fa5ublUVFT4uCr/sHJ2UH7RICmtMH36dJYsWeLRth988AEDBgxg1apVPq7KP6ycHZQf1AOAFStW8NxzzzF9+vRmf5COi4tjwYIFrFmzxk/V+Z7yWzs/qAcAb7zxBq+88opH9wd0uVz069eP2bNn+6Ey37NydlB+0SAprbBixQp2797t0bYpKSlkZWWxa9cuH1flH1bODsoP6kGtyMhIVqxYwf3333/OH6SHDx9OcnIymzZt8mN1vqf81s4P6sGePXsYOnQooaGhDV4rKSmhqqqq7s8Oh4MrrriCffv2+bFC37FydlB+0SApftK9e3fi4+MtuQOxcnZQfmjfPbjvvvuYMGECK1eubPYH6REjRvDll1/6sTrfU35r5wf1IDs7u8kjUt27d+cPf/hDvecuuugijhw54o/SfM7K2UH5RfeRlFY6dOgQCxYs8GjbsLAwDh065NuC/MjK2UH5QT2Amt8yL1q0CJvNxsqVKzEMg1deeaXR+4t16NCB06dPB6BK31F+a+cH9aCkpITIyMhGX2uqB3l5eb4uyy+snB2UXzRISit9+umn7N+/3+PtPVmQoK2wcnZQflAPatlsNv70pz9hGAYrVqzA5XKxcOFCHI76/8SkpaURGxsboCp9R/mtnR+s3YOoqChOnDjR4PnaRYVyc3PrPZ+fn99ubkpv5eyg/KJBUlpp6NChTJs2LdBlBISVs4Pyg3pwNsMweO2117Db7axcuZLjx4/z2muvkZiYCMDu3btZv349N9xwQ4Ar9Q3lt3Z+sG4PLrvsMjZt2kRZWVm9a+U2bNiAYRhs27YN0zQxDAO3283GjRvp1atXACv2HitnB+UXDZLSSr169eLOO+8MdBkBYeXsoPygHnybYRgsXLiQ0NBQ/vKXv3DVVVcxatQoXC4X27dvx+12M2PGjECX6TPKb+38YM0eTJw4ke3btzN16lSeeeYZunTpwtatW5k9ezYPPPAAL730Et/73vcYO3Ys69at49ixYzz++OOBLtsrrJwdlF80SIqIiJc9//zzDBs2jFmzZrFx40YAYmJieP755xk8eHCAq/M95bd2frBWD77//e+zatUqtmzZwtChQ+ueHzp0KE8//TR5eXn89a9/ZdOmTRiGwZgxY7jjjjsCWLH3WDk7KL+AkZ+f3z4v2hGf+/nPf86QIUMseWqflbOD8oN6ALB8+XL69+9Pv379Gn3dNE0OHjyIy+XisssuIygoyM8V+pbyWzs/qAe1KioqWLhwIf/4xz9wuVyMGDGCX/ziF0RERACwbds2PvvsM5KTk7n22msDXK13WTk7KL/VaZAUERERERGRFtF9JEVERERERKRFNEiKV02fPp3169cHuoyAsHJ2UH5QD0A9UH5r5wf1AKzdAytnB+W3Gg2S4lUrVqzgwIEDgS4jIKycHZQf1ANQD5Tf2vlBPQBr98DK2UH5rUaDpIiIiIiIiLSIBkkRERERERFpEQ2SIiIiIiIi0iKOQBcg7cvMmTNJTU0NdBkBYeXsoPygHoB6oPzWzg/qAVi7B1bODspvNbqPpIiIiIiIiLSIjkiK15SXl3P06FEKCwsBiIqKolevXgQHBwe4Mt+zcnZQfqlh9c+B8ls7v9Sw8ufAytlB+a1Ig6S0immaLFu2jDfeeIO9e/fidrvrvW6z2Rg8eDDTpk3j7rvvxjCMAFXqfVbODsp/7NgxIiIiiIuLa3bbjIwMdu7cyfDhw0lKSvJ9cX5k9c+B8ls7v/YDNaz8ObBydlB+q9OprXLeqqqquPPOO9m8eTOGYdC7d2+Sk5OJiooCoLCwkPT0dA4fPoxpmowePZrly5fjdDoDXHnrWTk7KD9AbGwsU6ZMYeHChc1uu3fvXsaOHcvjjz/Or371Kz9U5x9W/xwov7Xzg/YDYO3PgZWzg/KLjkhKK8yfP58tW7YwefJknnrqKbp3797odllZWfz2t7/lb3/7G/Pnz2fmzJl+rtT7rJwdlB/AMAyPf7Par18/HA4H+/fv93FV/mX1z4HyWzs/aD8A1v4cWDk7KL/oiKS0wuDBg4mPj+f999/3aPtx48aRk5PD3r17fVyZ71k5Oyg/QFxcHHfccYdHRyIAUlNTycvL49ChQz6uzH+s/jlQfmvnB+0HwNqfAytnB+UX3UdSWuH48eMtWuI5NTWV48eP+7Ai/7FydlD+WqtWraJz584ePT7//HOys7MDXbJXWf1zoPzWzl9L+wHrfg6snB2UX3Rqq7RCbGwsaWlpHm+flpZGbGysDyvyHytnB+WvFRYW5tEiG+2V1T8Hym/t/LW0H7Du58DK2UH5RUckpRWuv/561q1bx5///Odmt128eDHvvvsu48aN80Nlvmfl7KD8tW6++WY+/fTTFj3aE6t/DpTf2vlraT9g3c+BlbOD8ouukZRWyMnJ4brrruPIkSMkJSVxzTXXNLpa19atWzl69Ci9evXi/fffp0OHDgGuvPWsnB2UH2qujZoyZQqvvPJKoEsJGKt/DpTf2vlB+wGw9ufAytlB+UWDpLRSbm4uzzzzDKtWraKkpASouacQULeSXXh4OJMnT+bJJ59sV6f/WDk7KH98fDx33HGHpX+ABH0OlN/a+bUfqGHlz4GVs4PyW50GSfGKiooKPvnkE9LS0igsLAQgKiqKlJQUBg0aRHBwcIAr9B0rZwfr5s/MzCQiIkLXe/yHVT8HtZTfmvm1H6jPqp8DsHZ2UH6r0iApIiIiIiIiLaJVW0Va6cCBAxw7doxLLrmElJSUQJcjIgGg/YCItWkfIFakQVL8oqSkhDNnztCxY0dCQ0MDXY5Xvf766yxZsoTg4GB++ctfMmPGjLrrAqTGe++9x7p169rldUT5+fm8/fbb7Ny5s9FTelJTU7ntttuIiYkJbKEB1p73AaD9gCe0H9B+oD3vB7QPaF573gdYlW7/IedtwIABPPnkkx5t+9FHHzFw4EBef/11H1cVONOmTWPOnDmMGzeuRfdVsoIDBw6wfPnyQJfhdatWrWLgwIE8/PDDrF69mn379pGenk56ejr79u1j9erVPPzww1x++eWsXLky0OV6nfYBDWk/0DTtB7QfsMJ+QPuAprXXfYCVaZCU85aVlUVubq5H2w4cOBDDMNi/f7+Pqwqc5557jnXr1pGbm8vIkSN59dVXA12Sz7z44ot8/fXXgS4joLZs2cLPfvYznE4nv/71r9m4cSPp6enk5OSQk5NDeno6Gzdu5IknniAoKIif/exnbN68OdBle5X2AQ1pP2At2g9oP/Bt2geIlWiQFL+IiYkhMTGx3d2I+duGDRvGjh07uOeee3jyySe5+eabycjICHRZXjdr1iz69u3LXXfdxd///nfcbnegS/K7P/7xj8THx/PBBx/w2GOPMXjwYGJiYrDZbNhsNmJiYhg8eDCPPvoo27dvp2PHjvzxj38MdNkBY5V9AGg/YCXaD7SMVfYD2geIVegaSWmVf/7zn0yaNMmjbYuLi8nMzPRxRYEXEhLC3LlzufXWW3nggQe4+uqrmTNnDj/4wQ8CXZrXPPTQQyxbtowNGzbw97//nS5dujBlyhSmTp1Kr169Al2eX+zfv58777yTrl27Nrtt586duf3221m2bJkfKvMv7QMap/2A9gPfpv1ADavsB7QPsMY+wOo0SEqrnDx5kpMnT3q8fe1Naq3gqquuYtu2bfzud7/jkUceYd26dfztb38LdFle8dRTT/Hkk0+yYcMGli5dyqZNm1iwYAELFixg2LBhTJ06ldtuu42QkJBAl+oz57OIQntceEH7gHPTfkD7AW98zYVO+4GmaR/QvvcBVqf7SMp5i4uL4+abb2bu3Lkt+rrExEQfVeQ/AwYMqPv/eXl5FBcXnzNXTk4OZWVl5OXl+aM8vzt58iTLli1j6dKlZGRkYJomUVFRTJo0ialTp/KPf/yDZ599tl3lv+WWW/jss8/45z//Sbdu3c65bXZ2NqNGjaJPnz68++67fqrQ96y8DwDtB75N+wHtB1qiPewHtA+oz4r7AKvTICnnLS4ujilTplhyGeeuXbvW/UbV5XJRXV1NcHBws1+XnZ3t69ICbvv27SxdupR3332XiooKTNMkPDyckpKSdvWPx7Zt27j99tuJiYnhJz/5CWPHjiUlJYXIyEgAioqKSEtLY/PmzSxatIjc3FzWrFnDqFGjAly591h5HwDaD5yL9gPaD1iB9gFNs8o+wOo0SMp5s/I/HmebMWMGS5Ys0Y7xW/Lz81m1ahVLly7l4MGDmKbZ7nq0du1aHn30UXJycpo8VcswDOLj4/njH//ILbfc4ucKfUv7gG9oP9A47QdqaD/Q/mkf0Dgr7AOsTNdIynl7+eWXSU5ODnQZAWcYRru85qW1YmJiuO+++7jvvvv45JNP2t2S91BzWtuYMWNYv349O3bsaPJG5DfddBPh4eEBrtb7tA/4hvYDjdN+QPsBq9A+oHFW2AdYmY5IirRSRUUFFRUVREVFBboUEQkQ7QdErE37ALEiDZIiIiIiIiLSIrZAFyAiIiIiIiJtiwZJERERERERaRENkiIiIiIiItIiGiRFRERERESkRTRIioiIiIiISItokBQREREREZEW0SApIiIiIiIiLaJBUkRERERERFpEg6SIiIiIiIi0yP8HVMVj3Sem908AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "ax1.axhline(y=0, color=\"black\", linewidth=1, alpha=0.7)\n",
    "pos = ax1.scatter(\n",
    "    y=cachemire.ViewCount,\n",
    "    x=cachemire.published,\n",
    "    s=60,\n",
    "    c=cachemire.Like_View * 100\n",
    ")\n",
    "pos.set_clim(0)\n",
    "cbar = fig.colorbar(pos)\n",
    "cbar.set_label(\"Like per 100 Visualizzazioni\")\n",
    "ax1.get_yaxis().set_major_formatter(TFORMATTER)\n",
    "# ax1.axvline(x=0, color=\"black\", linewidth=1.3, alpha=0.7)\n",
    "AP = {\"headwidth\": 10, \"alpha\": 0.5}\n",
    "dlabel = defaultdict(lambda: list([10, -0.7, None, None]))\n",
    "dlabel[\"x8uyDNJGzFg\"] = (-200, -3, \"Damiano David\", AP)\n",
    "dlabel[\"zjixqVs0UUY\"] = (0, 6, \"Muschio selvaggio\", AP)\n",
    "dlabel[\"QmQp-3XtVJg\"] = (10, -5, \"Birra\", AP)\n",
    "dlabel[\"J6wbsKlOUoo\"][2] = \"Frank Matano\"\n",
    "dlabel[\"prouISP730Y\"][2] = \"Valerio Lundini\"\n",
    "dlabel[\"7HckjtgN03g\"][2] = \"Belpaese\"\n",
    "dlabel[\"3HITTjqC69M\"][2] = \"Tintoria\"\n",
    "dlabel[\"vPAQH8me14Q\"][2] = \"Caterina Guzzanti\"\n",
    "dlabel[\"iOYdND7HlGE\"] = (0, 3, \"Emanuela Fanelli\", AP)\n",
    "dlabel[\"_z8yI0JfjK0\"] = (0, 4, \"Roberto Saviano\", AP)\n",
    "dlabel[\"twBOBISCgXw\"][2] = \"Zerocalcare\"\n",
    "dlabel[\"SxyTlVHxBrc\"] = (0, 4, \"Father&son\", AP)\n",
    "dlabel[\"ZOP991ANGd4\"][2] = \"Dario Moccia\"\n",
    "for i, txt in enumerate(cachemire.Title):\n",
    "    doit = False\n",
    "    if dlabel[cachemire.ID[i]][2]:\n",
    "        doit = True\n",
    "    if doit:\n",
    "        vid = cachemire.ID[i]\n",
    "        ax1.annotate(\n",
    "            dlabel[vid][2] or vid,\n",
    "            (cachemire.published[i], cachemire.ViewCount[i]),\n",
    "            (\n",
    "                cachemire.published[i] + datetime.timedelta(days=dlabel[vid][0]),\n",
    "                cachemire.ViewCount[i] + dlabel[vid][1] * 10000,\n",
    "            ),\n",
    "            fontsize=\"small\",\n",
    "            arrowprops=dlabel[vid][3],\n",
    "        )\n",
    "for t in ax1.get_xticklabels():\n",
    "    t.set_rotation(-90)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}