{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "from collections import defaultdict\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import watchcbb.utils as utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (54760, 37)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Season</th>\n",
       "      <th>Date</th>\n",
       "      <th>Type</th>\n",
       "      <th>WTeamID</th>\n",
       "      <th>WScore</th>\n",
       "      <th>LTeamID</th>\n",
       "      <th>LScore</th>\n",
       "      <th>WLoc</th>\n",
       "      <th>NumOT</th>\n",
       "      <th>...</th>\n",
       "      <th>LFTM</th>\n",
       "      <th>LFTA</th>\n",
       "      <th>LOR</th>\n",
       "      <th>LDR</th>\n",
       "      <th>LAst</th>\n",
       "      <th>LTO</th>\n",
       "      <th>LStl</th>\n",
       "      <th>LBlk</th>\n",
       "      <th>LPF</th>\n",
       "      <th>poss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-08</td>\n",
       "      <td>RG</td>\n",
       "      <td>illinois</td>\n",
       "      <td>79</td>\n",
       "      <td>california-irvine</td>\n",
       "      <td>65</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>11</td>\n",
       "      <td>26</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>74.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-08</td>\n",
       "      <td>RG</td>\n",
       "      <td>pittsburgh</td>\n",
       "      <td>83</td>\n",
       "      <td>rhode-island</td>\n",
       "      <td>75</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>75.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-08</td>\n",
       "      <td>RG</td>\n",
       "      <td>maryland</td>\n",
       "      <td>105</td>\n",
       "      <td>seattle</td>\n",
       "      <td>76</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>98.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-08</td>\n",
       "      <td>RG</td>\n",
       "      <td>texas</td>\n",
       "      <td>83</td>\n",
       "      <td>navy</td>\n",
       "      <td>52</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>80.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>RG</td>\n",
       "      <td>maryland</td>\n",
       "      <td>75</td>\n",
       "      <td>college-of-charleston</td>\n",
       "      <td>74</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>77.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>RG</td>\n",
       "      <td>pittsburgh</td>\n",
       "      <td>97</td>\n",
       "      <td>illinois-chicago</td>\n",
       "      <td>54</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>67.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>RG</td>\n",
       "      <td>illinois</td>\n",
       "      <td>84</td>\n",
       "      <td>toledo</td>\n",
       "      <td>45</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>72.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>RG</td>\n",
       "      <td>texas</td>\n",
       "      <td>89</td>\n",
       "      <td>louisiana-tech</td>\n",
       "      <td>58</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>21</td>\n",
       "      <td>83.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>78</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-12</td>\n",
       "      <td>RG</td>\n",
       "      <td>tulane</td>\n",
       "      <td>91</td>\n",
       "      <td>maryland-eastern-shore</td>\n",
       "      <td>62</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>78.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>77</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010-11-12</td>\n",
       "      <td>RG</td>\n",
       "      <td>marquette</td>\n",
       "      <td>97</td>\n",
       "      <td>prairie-view</td>\n",
       "      <td>58</td>\n",
       "      <td>H</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>79.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index  Season       Date Type     WTeamID  WScore                 LTeamID  \\\n",
       "0      0    2011 2010-11-08   RG    illinois      79       california-irvine   \n",
       "1      3    2011 2010-11-08   RG  pittsburgh      83            rhode-island   \n",
       "2      1    2011 2010-11-08   RG    maryland     105                 seattle   \n",
       "3      2    2011 2010-11-08   RG       texas      83                    navy   \n",
       "4      4    2011 2010-11-10   RG    maryland      75   college-of-charleston   \n",
       "5      5    2011 2010-11-10   RG  pittsburgh      97        illinois-chicago   \n",
       "6      6    2011 2010-11-10   RG    illinois      84                  toledo   \n",
       "7      7    2011 2010-11-10   RG       texas      89          louisiana-tech   \n",
       "8     78    2011 2010-11-12   RG      tulane      91  maryland-eastern-shore   \n",
       "9     77    2011 2010-11-12   RG   marquette      97            prairie-view   \n",
       "\n",
       "   LScore WLoc  NumOT  ...  LFTM  LFTA  LOR  LDR  LAst  LTO  LStl  LBlk  LPF  \\\n",
       "0      65    H      0  ...    14    22   11   26    12   14     7     1   21   \n",
       "1      75    H      0  ...    13    16    9   20    16   16     7     6   25   \n",
       "2      76    H      0  ...    17    22   13   16    11   27    18     1   31   \n",
       "3      52    H      0  ...    10    18    5   21     8   16     5     5   24   \n",
       "4      74    H      0  ...    16    19   10   25    12   22     8     8   19   \n",
       "5      54    H      0  ...     7     9    5   15     9   11     0     3   18   \n",
       "6      45    H      0  ...    10    19    3   16     9   23     6     0   14   \n",
       "7      58    H      0  ...    13    20   13   25     4   22     6     5   21   \n",
       "8      62    A      0  ...    19    26    9   16    11   21     4     2   28   \n",
       "9      58    H      0  ...     7    11    3   13    12   20    11     3   27   \n",
       "\n",
       "    poss  \n",
       "0  74.90  \n",
       "1  75.62  \n",
       "2  98.36  \n",
       "3  80.44  \n",
       "4  77.64  \n",
       "5  67.88  \n",
       "6  72.00  \n",
       "7  83.74  \n",
       "8  78.04  \n",
       "9  79.12  \n",
       "\n",
       "[10 rows x 37 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs = []\n",
    "for fname in glob.glob(\"../data/game_data/*.csv\"):\n",
    "    dfs.append(pd.read_csv(fname))\n",
    "df = pd.concat(dfs)\n",
    "df.Date = pd.to_datetime(df.Date)\n",
    "df = df.sort_values(\"Date\").reset_index()\n",
    "# df = df.query(\"Season==2019\").reset_index()\n",
    "df[\"poss\"] = 0.5*(df[\"WFGA\"] + 0.44*df[\"WFTA\"] - df[\"WOR\"] + df[\"WTO\"] + df[\"LFGA\"] + 0.44*df[\"LFTA\"] - df[\"LOR\"] + df[\"LTO\"])\n",
    "print(\"Shape:\",df.shape)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "38328 16432\n"
     ]
    }
   ],
   "source": [
    "first, second = utils.partition_games(df, frac=0.7)\n",
    "print(df.iloc[first].shape[0], df.iloc[second].shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3497, 48)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>team_id</th>\n",
       "      <th>wins</th>\n",
       "      <th>losses</th>\n",
       "      <th>totOT</th>\n",
       "      <th>TScore</th>\n",
       "      <th>TFGM</th>\n",
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       "      <th>TFGM3</th>\n",
       "      <th>TFGA3</th>\n",
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       "      <th>Torbp</th>\n",
       "      <th>Tftr</th>\n",
       "      <th>Oposs</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011</td>\n",
       "      <td>air-force</td>\n",
       "      <td>12</td>\n",
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       "      <td>2</td>\n",
       "      <td>1328</td>\n",
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       "      <td>0.157057</td>\n",
       "      <td>0.169381</td>\n",
       "      <td>0.485780</td>\n",
       "      <td>0.342949</td>\n",
       "      <td>0.283486</td>\n",
       "      <td>61.890370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011</td>\n",
       "      <td>akron</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1498</td>\n",
       "      <td>527</td>\n",
       "      <td>1263</td>\n",
       "      <td>175</td>\n",
       "      <td>508</td>\n",
       "      <td>...</td>\n",
       "      <td>0.289833</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>1522.28</td>\n",
       "      <td>96.434296</td>\n",
       "      <td>0.137450</td>\n",
       "      <td>0.190418</td>\n",
       "      <td>0.480897</td>\n",
       "      <td>0.286472</td>\n",
       "      <td>0.383721</td>\n",
       "      <td>68.349663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011</td>\n",
       "      <td>alabama</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1493</td>\n",
       "      <td>566</td>\n",
       "      <td>1249</td>\n",
       "      <td>96</td>\n",
       "      <td>311</td>\n",
       "      <td>...</td>\n",
       "      <td>0.305990</td>\n",
       "      <td>0.293034</td>\n",
       "      <td>1502.48</td>\n",
       "      <td>83.595123</td>\n",
       "      <td>0.110456</td>\n",
       "      <td>0.199252</td>\n",
       "      <td>0.409393</td>\n",
       "      <td>0.350689</td>\n",
       "      <td>0.346633</td>\n",
       "      <td>67.763164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011</td>\n",
       "      <td>alabama-am</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>959</td>\n",
       "      <td>348</td>\n",
       "      <td>896</td>\n",
       "      <td>62</td>\n",
       "      <td>237</td>\n",
       "      <td>...</td>\n",
       "      <td>0.299213</td>\n",
       "      <td>0.377232</td>\n",
       "      <td>1143.32</td>\n",
       "      <td>90.875695</td>\n",
       "      <td>0.136156</td>\n",
       "      <td>0.209393</td>\n",
       "      <td>0.472254</td>\n",
       "      <td>0.305206</td>\n",
       "      <td>0.399773</td>\n",
       "      <td>71.501250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011</td>\n",
       "      <td>alabama-birmingham</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1537</td>\n",
       "      <td>547</td>\n",
       "      <td>1224</td>\n",
       "      <td>166</td>\n",
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       "      <td>0.291248</td>\n",
       "      <td>0.307190</td>\n",
       "      <td>1472.84</td>\n",
       "      <td>94.375492</td>\n",
       "      <td>0.130914</td>\n",
       "      <td>0.164221</td>\n",
       "      <td>0.457404</td>\n",
       "      <td>0.330330</td>\n",
       "      <td>0.287420</td>\n",
       "      <td>64.801768</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   year             team_id  wins  losses  totOT  TScore  TFGM  TFGA  TFGM3  \\\n",
       "0  2011           air-force    12       8      2    1328   463   941    133   \n",
       "1  2011               akron    12      10      2    1498   527  1263    175   \n",
       "2  2011             alabama    15       7      1    1493   566  1249     96   \n",
       "3  2011          alabama-am     6      10      0     959   348   896     62   \n",
       "4  2011  alabama-birmingham    16       6      5    1537   547  1224    166   \n",
       "\n",
       "   TFGA3  ...     Torbp      Tftr    Oposs        Oeff     Oastr     Otovr  \\\n",
       "0    333  ...  0.192678  0.414453  1261.96  101.825731  0.157057  0.169381   \n",
       "1    508  ...  0.289833  0.306413  1522.28   96.434296  0.137450  0.190418   \n",
       "2    311  ...  0.305990  0.293034  1502.48   83.595123  0.110456  0.199252   \n",
       "3    237  ...  0.299213  0.377232  1143.32   90.875695  0.136156  0.209393   \n",
       "4    480  ...  0.291248  0.307190  1472.84   94.375492  0.130914  0.164221   \n",
       "\n",
       "      Oefgp     Oorbp      Oftr    rawpace  \n",
       "0  0.485780  0.342949  0.283486  61.890370  \n",
       "1  0.480897  0.286472  0.383721  68.349663  \n",
       "2  0.409393  0.350689  0.346633  67.763164  \n",
       "3  0.472254  0.305206  0.399773  71.501250  \n",
       "4  0.457404  0.330330  0.287420  64.801768  \n",
       "\n",
       "[5 rows x 48 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "season_stats_dict = utils.compute_season_stats(df.iloc[first])\n",
    "season_stats_df = utils.stats_dict_to_df(season_stats_dict)\n",
    "utils.add_advanced_stats(season_stats_df)\n",
    "season_stats_dict = utils.stats_df_to_dict(season_stats_df)\n",
    "print(season_stats_df.shape)\n",
    "season_stats_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>team_id</th>\n",
       "      <th>wins</th>\n",
       "      <th>losses</th>\n",
       "      <th>totOT</th>\n",
       "      <th>TScore</th>\n",
       "      <th>TFGM</th>\n",
       "      <th>TFGA</th>\n",
       "      <th>TFGM3</th>\n",
       "      <th>TFGA3</th>\n",
       "      <th>...</th>\n",
       "      <th>Torbp</th>\n",
       "      <th>Tftr</th>\n",
       "      <th>Oposs</th>\n",
       "      <th>Oeff</th>\n",
       "      <th>Oastr</th>\n",
       "      <th>Otovr</th>\n",
       "      <th>Oefgp</th>\n",
       "      <th>Oorbp</th>\n",
       "      <th>Oftr</th>\n",
       "      <th>rawpace</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>2019</td>\n",
       "      <td>green-bay</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>1787</td>\n",
       "      <td>632</td>\n",
       "      <td>1412</td>\n",
       "      <td>184</td>\n",
       "      <td>533</td>\n",
       "      <td>...</td>\n",
       "      <td>0.257468</td>\n",
       "      <td>0.345609</td>\n",
       "      <td>1720.64</td>\n",
       "      <td>108.854845</td>\n",
       "      <td>0.144713</td>\n",
       "      <td>0.158850</td>\n",
       "      <td>0.539202</td>\n",
       "      <td>0.255114</td>\n",
       "      <td>0.360656</td>\n",
       "      <td>77.333933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3000</th>\n",
       "      <td>2019</td>\n",
       "      <td>north-carolina</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2031</td>\n",
       "      <td>726</td>\n",
       "      <td>1532</td>\n",
       "      <td>203</td>\n",
       "      <td>535</td>\n",
       "      <td>...</td>\n",
       "      <td>0.276273</td>\n",
       "      <td>0.327023</td>\n",
       "      <td>1776.72</td>\n",
       "      <td>96.019632</td>\n",
       "      <td>0.144185</td>\n",
       "      <td>0.170009</td>\n",
       "      <td>0.489184</td>\n",
       "      <td>0.261494</td>\n",
       "      <td>0.305652</td>\n",
       "      <td>77.711568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3063</th>\n",
       "      <td>2019</td>\n",
       "      <td>savannah-state</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1654</td>\n",
       "      <td>581</td>\n",
       "      <td>1508</td>\n",
       "      <td>253</td>\n",
       "      <td>884</td>\n",
       "      <td>...</td>\n",
       "      <td>0.300539</td>\n",
       "      <td>0.241379</td>\n",
       "      <td>1759.56</td>\n",
       "      <td>112.869126</td>\n",
       "      <td>0.183773</td>\n",
       "      <td>0.164379</td>\n",
       "      <td>0.560926</td>\n",
       "      <td>0.273128</td>\n",
       "      <td>0.322668</td>\n",
       "      <td>80.038870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>2019</td>\n",
       "      <td>eastern-kentucky</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>1766</td>\n",
       "      <td>622</td>\n",
       "      <td>1486</td>\n",
       "      <td>189</td>\n",
       "      <td>592</td>\n",
       "      <td>...</td>\n",
       "      <td>0.296044</td>\n",
       "      <td>0.327052</td>\n",
       "      <td>1788.84</td>\n",
       "      <td>105.096040</td>\n",
       "      <td>0.145986</td>\n",
       "      <td>0.188988</td>\n",
       "      <td>0.538293</td>\n",
       "      <td>0.240936</td>\n",
       "      <td>0.409190</td>\n",
       "      <td>80.484469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2887</th>\n",
       "      <td>2019</td>\n",
       "      <td>florida-international</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1604</td>\n",
       "      <td>563</td>\n",
       "      <td>1313</td>\n",
       "      <td>169</td>\n",
       "      <td>568</td>\n",
       "      <td>...</td>\n",
       "      <td>0.282468</td>\n",
       "      <td>0.369383</td>\n",
       "      <td>1592.84</td>\n",
       "      <td>106.037016</td>\n",
       "      <td>0.144561</td>\n",
       "      <td>0.192815</td>\n",
       "      <td>0.547049</td>\n",
       "      <td>0.264339</td>\n",
       "      <td>0.367624</td>\n",
       "      <td>80.731000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year                team_id  wins  losses  totOT  TScore  TFGM  TFGA  \\\n",
       "2903  2019              green-bay    10      12      2    1787   632  1412   \n",
       "3000  2019         north-carolina    19       4      1    2031   726  1532   \n",
       "3063  2019         savannah-state     7      15      1    1654   581  1508   \n",
       "2876  2019       eastern-kentucky     8      14      3    1766   622  1486   \n",
       "2887  2019  florida-international    10      10      0    1604   563  1313   \n",
       "\n",
       "      TFGM3  TFGA3  ...     Torbp      Tftr    Oposs        Oeff     Oastr  \\\n",
       "2903    184    533  ...  0.257468  0.345609  1720.64  108.854845  0.144713   \n",
       "3000    203    535  ...  0.276273  0.327023  1776.72   96.019632  0.144185   \n",
       "3063    253    884  ...  0.300539  0.241379  1759.56  112.869126  0.183773   \n",
       "2876    189    592  ...  0.296044  0.327052  1788.84  105.096040  0.145986   \n",
       "2887    169    568  ...  0.282468  0.369383  1592.84  106.037016  0.144561   \n",
       "\n",
       "         Otovr     Oefgp     Oorbp      Oftr    rawpace  \n",
       "2903  0.158850  0.539202  0.255114  0.360656  77.333933  \n",
       "3000  0.170009  0.489184  0.261494  0.305652  77.711568  \n",
       "3063  0.164379  0.560926  0.273128  0.322668  80.038870  \n",
       "2876  0.188988  0.538293  0.240936  0.409190  80.484469  \n",
       "2887  0.192815  0.547049  0.264339  0.367624  80.731000  \n",
       "\n",
       "[5 rows x 48 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "season_stats_df.query('year==2019').sort_values('rawpace').tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Pace')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = 2019\n",
    "tid1, tid2 = 'north-carolina', 'virginia'\n",
    "poss1 = df.query(f'Season=={year} & (WTeamID==\"{tid1}\" | LTeamID==\"tid1\")').poss.values\n",
    "poss2 = df.query(f'Season=={year} & (WTeamID==\"{tid2}\" | LTeamID==\"tid2\")').poss.values\n",
    "plt.figure(figsize=(9,7))\n",
    "plt.hist(poss1, bins=np.linspace(50,100,26), histtype='step', lw=2, label=str(year)+' '+tid1, color='c')\n",
    "plt.hist(poss2, bins=np.linspace(50,100,26), histtype='step', lw=2, label=str(year)+' '+tid2, color='r')\n",
    "plt.legend(fontsize='xx-large')\n",
    "plt.xlabel('Pace', fontsize='x-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_poss = {year:season_stats_df.query(f'year=={year}').rawpace.mean() for year in season_stats_df.year.unique()}\n",
    "for i,row in season_stats_df.iterrows():\n",
    "    season_stats_dict[row.year][row.team_id][\"rawpace\"] = row.rawpace\n",
    "\n",
    "def predict_poss(row):\n",
    "    p1 = season_stats_dict[row.Season][row.WTeamID][\"rawpace\"]\n",
    "    p2 = season_stats_dict[row.Season][row.WTeamID][\"rawpace\"]\n",
    "    return p1*p2/mean_poss[row.Season]\n",
    "\n",
    "pred_poss = df.iloc[second].apply(predict_poss, axis=1).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fcb7d425c90>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "plt.figure(figsize=(9,7))\n",
    "xs = pred_poss.reshape(-1,1)\n",
    "ys = df.iloc[second].poss.values.reshape(-1,1)\n",
    "plt.scatter(xs, ys, s=20, alpha=0.05)\n",
    "\n",
    "linreg = LinearRegression()\n",
    "linreg.fit(xs, ys)\n",
    "linreg.score(xs,ys)\n",
    "xl = np.array([50,100]).reshape(-1,1)\n",
    "yl = linreg.predict(xl)\n",
    "plt.plot(xl, yl, 'r-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Defensive efficiency')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y79lLLuidOpbq/RY9n0t35yh6PvGIwdknB5sKH21XdePakFu9fQJkC27dRWyt8NYvffZow3TpjR5js2nWjbY91B1nqDu+JxfldhbO222hY0GQbCNhTz24dlLzcu7qFBfuzhKzTJ4f6SFmW01ngZTfek2l8LXe1oW2+o17Nl9ac/6yBZc/eu8Bg+lY5bPJhSJfevog3XG75f01Oy/Nzod4D1pHspeETkayjYSG7KWiXjt1LEPdcV49NUTB9TncE8cyw/02E7aqZ3A1awi0g/IbfDOi4XZ4t5r1GGzEEJUy/q2zl0LHwv5BrkwB6NyWABthp46lK2aTjlm4fujNbGZh7yTBdDOC2u0Si7ZjXsqi4t0oPt9Oqg1S2DvCZmFvI54XQWgTG9F0bOatt90hkma9Klvt3XK8gMmFIkXPJ5MMBc+tegO2O3y4m8NVu6WbvCBUI8aLIDRJMwtUqwv7RsMwW7E4t7KItSs806gibtENeP9eFkMrhnviLXkDtrpmTi17QTO2l0LHwv5AjBdBaIJWFqhWFvZ6BsNLo5lKqKZRBeFWFudWvALbuYitVRG3O6YoDaW5PDZHoDQxy2zaG7CdGo7tNpS2EtELCbsJMV4EYR22eoGqNhhyBYe3bs6saSS1sjh3quh1rYq4Bh4X7ubwtcbTmtMHuzl1qKelqr/blTIvYldB2Bnk7hKEddjq6rcQGgxx26x4HtYSqTYrsHS8gHNXpwDIJCMdVT25UUVc1w+4NDZP1DJJ2BbJiMXVhwstb/+5kR5yRXfLK9CWz8VCwWXJ8VgouCJ2FYRtQDwvgrAOW/UmXxvOWestHlYWfWtGm3J3ZpELd2dJRi1MpTh1qLtidG2nGLjethpVxD0z0sUHD7KYrsJUiueP9uL4wYaEuijNi8f6OJpJbVkDz4hlcHIozdfP38XxAyKmwS+/dFS8LoKwxYjxIuwYuyVDYyuyMeqFc/qS0bpGUq7g8O0rq0NJa2lTHC/g7TthwbyEHd7ml+7OcepQ97aKgRttq9Gc9iWjnDnah2UquuM2rqcJlov2rUe9UNSlsXmOZlJbdoyOF3B1YoHPP96PYSiCQHN1YoEnh7s7+poWhN2O3F3CjjCRLfD65Xv80XsPeP3yPSayhZa3sZ11PMrGwpeePshXnjvc1ELXaHyNapgAq2qovDSaaRhKWqueTeitUTw/0kPJCyumFj2fFx7rXXNR3Wh9lXrHuta2HC8gHrF47fTBFXMasQzOnjwAwEzeaSnk02x4r521dcr7TMdskhGLdMxue0hREITViOdF2HbaIYDdifTUVoSsa41vrfBQrUel4Ib9kuK2iecHTQtCy2GZmG3x0miGbMHF0wHH6nghqllPgFrPW9boWBtt687MIpfH5htWFN5oxtN64b3y2F0/aJvIdi/1BhOE3YR4XoRtZ7MC2E6qSluP8vgihkE6ahExjBXjW09wW+1RebRQ5OLtOb5/fZrzt2Z4OF9oanGsroQ7s+SAgrNPDlYW57KnZLHorfCYrDW2et6ytc5FvW2B5p3bc+ueu41USV6r+m/12N+4MkG+6Laloux2VRwWBGEl4nkRtp3Nvq12enpqwfWZWSwxmSvha42pFINd0cr4mtXQjM3k+fU/u4lG82C+QF8yQr7k8Ws/9URTx9nIg1H2lMwslrg1nWd0IEUmFal4TBp1mj53bRJLGWQSEVxf8+b1ac4+OdjwXHTH7VXbevFYH2/dnCVA4wX1PUmb0ULVO2bHC1aNPV/yyJUcciW1aQ2TFHgThO1HjBdh29msALbTXfWmUtyazpOK2vTEbRaLHrem85hKVb7TjOD23LUpDENxNJNisMtjseTzxGCKrnik6bHUhrqqvUKTuRKpqM1krshwd6wSuqs3tuuTOS7cmfskc+lg13JGD2uei9ptTeYKvH9vHmP5O48fSFXSxKE94cDaY74zs7hq7MmYxaufHsJe3ne9+W/FGJECb4KwvcjdJrSFVsWzGxHAlul0V72vNaMDKTSa+YKDJvy7r/WK79WGRqrnsOD6GCpc4B0vIGZb6GUvzmaMtLLXyjQVvtakYha+1hiGWhG6qx6b4wW8c3uukrkUtUwujc0Dmq6Yve65KG8L4K2bMzxzuIe4bVJ0fd4dn+el0cyqrtbtCgeuOfa4XTc01Q4xuSAIW4t4XoRNs9G35c28rXayqz5um2RSEYa7Y5X0WccP1jQ66pXKj9kGjx9IcWNqkfmCQxBozp48sKljLXutfD80hBaLHqYKx9jIe1VwfVDw/NFertzP4mtN0fN58VgfEctgqDvOa6cPMldw6I1HSMXqP1bKhtNwT5yBdBTHD5grOHQnIiv+vZ3hwPXGXsteKvcvCHsZMV6ETWkMdvJh30mu+vIcmir0aLw0muH8rRk8V68bFqs3h2/dnKlsY3QgRaA1Z588wJG+5KbGWR2yG+yKVjQvjh80HGMlc8kyeel4mLlUdH16E1EcL2A2X2rKeK0N97l++H23nDq9iXBgo2u43tg9X9et/QKdr6cSBCFEjJd9zmY1BvKwbyyAffl4hq54ZF2jsNEcdiciW+JdqvZalY2ttbZfbfB4JU2+6AKKNz6cAA35kstwd2Jd47VW61S9nfK1txEt1FrXcO3YLUOt6b3qdD2VIAghYrzsY9rhNdnvD/u1BLBv3Zxpai7XmsPNepcaeSRa3W7Z4MkVXd64MkFXzCYeMZnJl7g6scDIskdoPeO10Xaqr71WDLZmruFWQoxbUU1ZEIT2I8bLPmajXpPaBXE/P+wrc2iHHoyeuM18wQkFsG5zfYS2ag5b8ao1EzqMWAa2aYCics2UhbjZgksmFV3TeK3eR+12alOsmz32Zq/hVoy17dZT7ZY2GYLQSYjxso/ZiNek0YLYqeLZrWYjAth6rCd6bXWBa8Wr1oqRs0q34mlOHEizUHIp+mFzxbLhVT3mWl3My8czbfHYbZXnb7v0VDtRKVoQ9gJivOxjWn3jX29B3E9GS5mNCGDrsdYitpEFrlmPRKNz+trpg3W1MPV0K6ahsE2TIAiFykPd8ZXdnevoYqoFyZvxNu1mz99699NOe2R2ev+CsBZivOxzWvGabKU4dzc/KFsVwJapzlBqtIgBG9IlNeuRqHdOx+fy/P7FcSKWUddYWku3cv7WDH3J6IoxN9LFbESQXO862a2ev7Xup0YZXNt1n4hHSOh0xHgRmvaabJWLfr0HZbMP7J00gOpVss0W3IZjqT5m1wtYcnwyg1Fg5SIGNFzggLrHW56Hep4NYMW4TKVwvICFoks6ZrNQcLk1nefzj/eTjtkNjaV6+pfy2OYKzooxJyPWckq1w4Gu2IYFyetlFW2FsHkraXQ/NTJmK+n3W2xQSK0bYTcgxovQNFvhol/vQdnsG2AnvSk2Y4xVH/NCweXK/SzD3bGKwVBtFNZb4LJLDt+us5DVK3ZXTteezZd4/fK9yr+dHEpzdWKBguPxwf0sowMpEhGT0YEU6ZiNFwQEaIpuUNe71mjxTdlWxSDyAs2lu3N4QcCFO7M8PpiupJFXV/Ndj61cUHfq2ml0P/larzJYZwslzl2boj8Z3XKDol0e1t3sTRU6HzFehJZot4t+rQclNBcy2cjCtlUP1mbGUnvM6bjN6ECS+YLLkuuvMgprF7iXj2d46+ZMXZ1KvWJ39cJPC0WXr5+/y+eP93NisIvhrjjZosvPPnOI71yd4GG2wI2pRQquTxBofvLJgUpmUZl6i+/JoTTfuTpBwfF4b3yeguvRm4jyU08OYhkG2aLLmaO9vHWzNQ/CVoUsd9rL0KiRZK1RqAPCdhHbUE+pHR7WTnqZEPYmYrwILdNOce5aD8pmF6xWF7atfLA2M5Z6x5xJRRuKZGsXuEb7qA3XVO/b9QIWil7FADEMheMHmGbYLDIdt1nyfAxT8dJohn927mPMcvPEgVRoBHXFV81nrd7nW+8/IGFbZAajdCds3roxw+ePZ4hFwkdNznH5/sePVnkQGh17mXpzBrpSnXcz7QN2ushi7f1Uzyg8e/IAb92c2ZZ6Spv1sG7GIBRvjdAsYrwIO8p6D8pm3gBbeVPc6jftZsbS6Jgb9QQq/6Y8Pmd5wS7rVMr76I1HGoaYfnBjmg8eZLk5tcjzR3uxDEXENPD9sFnkinEmIpw+0k1vPELENLBMg8mFYmVBr11gyv9lC+4KQyCTjBKxDPKOTyxiNfQgrCcQrjdn9arzbsQAbaeOq50Lbz2PzCumsW1ZVZvxsG7UIBRvjdAKStd0ut2tnDlzRl+4cGGnhyFskEYP/nZrXrIFlz967wGD6Vjls8mFIl96+uCqsEgr49zIWDay2DVqRbCW5qUcYiq6HpfG5il6PmeO9nH6UBdXJxbqZrS8fvneCgNvyfV47fRBHmSXeOf2HChW/SZXcHnjw4d0RSOV3z3MFkjGTEDVDXktFFx+ePPRCoHwkuvVDQ2WvTtFz1+V5VTvN83geAF3ZhbrHlMr56vdC2+jfe0Gz0Sj62e9MG6rvxH2B0qpi1rrM7Wfi+dlF7HZB1cnP/gahaKafQNs9nubedNudoFqdiytht+qvUaZwWhFp/La6YMVr02jEJNtKQJMPv94holciVdPDdGfivLkcPeqcTbSsvzhu/e4cGeOmGXy/NFeYpa5KgsmX/TJF5dIxmwsQ/HlZw/Sl4w29CC4XlARCEP9t/TaeX9upKdhdd5W5nNFLRqlefFYH0czqZZDje325k1kC5y7OlWZs7MnD7Qtq2orqX6+tBp26oTwnbC7EONll7DZN7vd7JJt9oHdzPc2Gs9vdYHaikWmntB3yfPxq7yn9QzUfNHjyr0sphlWAn6sP0nXsrHQjNFY1rJYyiAZtUjYFlfuZ3npeIZiwV+ZBRP1yRVdXn1qiJhlVsZW7dWqt+16xqTjBeSKLueuTq3wsoReEr2pUE+983lpbL7Sbbp6HmFt4Xg7F17HC/jmjx9w+1G+cr7yJY+/+fnH2nI9bdULTL3nSythp/3eI01oHTFedgGbfbPb6YyK7Wa9B/RG4vmd8Ga43gO+3gLSl4wCoQHhBxrHC/CDoKn91WpZMokIpgoFvr7WZAtuwyyY2XyJy2PzDT0V6/XGKhdpWyh6fPAgy8vH+4lHzMr2XzzWx6Wx+boGaDMLdCsF4p4b6al8t176eO15WSi6OF5QmatWyBVcrk7kGEjFKvqiqxM5cgWX/nS05e1Vs1UvMGs9X5oJxcLurpQs7AxivOwCNrtwdsLCu12s596vFZo2Sye8Ga71gG+0gJw9OUgyZvP0oW7eu58lahlcn1rkzswiJwa7mtpv+dhdX3PqYFdFN+P5um4WDGjeuT1X8ZYsFF3+5MoEX/3MERZL7rq9sYCK/qE7ZnNzapFLd+d45VMDuF74u6OZFEczqRW/yRZccgWnkoaNhhce6+VYnVBQKwXiyp6e6vRx1/d54VgPcbtrxXkZn1vi1vQiowNJvvX+g9YNhEb2Tut20AqaeYHZqM6mXc+X3VopWdgZxHjZBWx24eyEhXc7WOsB3ajcerN0ypthowd8owUkdLpo3rufq+hKdBHeuT1XWdSbWbRePp7hjQ8m8XTAkwdTvDzaX9GH1GbBvHisj7fvzBGPmMwtOVy5n2VuycH3NYEOKj2OFgou374ywS985gipmFXZd23W0vMjPbx1a4Z7cwXSMWvFvEessJDhuWuTLBR9rj/M8dxIL7GIyaW7c1y4O8uZY72cfXJwxfmOWAYvH89w7uoUqkCloWS9AnG5ksuzh3v49z+8g2mETTcDH/7ND25z5mhfRZPy2umDfOPiOJ8/3k863rg68Vp0xWxODqW5/WipEjY6OZSuhPk2ynoGRiOjvxlvTTufL52s6RE6i20xXpRSvwV8CZjSWp9a/uyrwD8GTgIvaq0vVH3/HwJ/C/CBr2mt39iOcXYqm104O2Xh3WoaPaBzRbctYbNW3wzrGQXt0BzUe8A3WkC64jYvHuvjwp05TDf0LDx/tBfHD9bsoVO9aOWLLrmCx9jcEn6geepgF+mYXRlDPc/JpbF5Foph5WCFojcRIR41uHAny0hfkrl8iSsPcswtOWjgZ04NVRbFcBuamcUS3XGbmG1x5lgvr356mK64vcrA+uaP73P70RK+1n0acmoAACAASURBVIzNLaFV2JIgHbMxXYWljFXneyJb4K2bM6jlDuDlhpL1CsRZhmKwO87pI92kIxaXxubpS0ZZcj0sU1W27WuNbRmk443Fx82c2y8/e4hz1yYpOAHxiMHZJwc3fa+uZWCs1ZyzmftmvzxfhM5iuzwvvw38C+DrVZ9dAX4e+I3qLyqlPg38IvAUcBD4U6XUCa21vz1D7Uw261LdDy7ZRg9odOP+QK3OQ7NvhvXeWIFPsltYO7ulVdZaQI5mUpw52odlKrrjNq6nCbRu2EOnetGyTcW7Y/Pcmcnz9OFuDGUwPhtmw3z1zJEVHpDq43jlxAB/cmWCuSWH3kSEUwe7Kov6TL7E9cnFilHTE7dXtYSYWXC4Mb2AaRicHErz5WcP1dV85IouVycWGEjFsEyYmDe58yi/3OrAwlThMc8sOSvq1FSytpKfNJQc6o43nMeumE3MMnF9XQnhVLaddyr3VTs8EEPdcb76mZG23qtrXR+1nq5mih7Wjmk/PF+EzmJbjBet9feVUsdqPrsKoFaL2n4W+F2tdQm4rZS6AbwInN/6kXY2m3Wp7nWXbMOFJ25va9is3pvsuatToDRd0chyvZUsF+7MrQg7bJZGC0jEMjh78kBYHybvrNlDp3bRWnK8cLFW4b0asQxMU1Fw/YZF68pj+epnjqCA7phdCaOcHOqi4PqfGDWHuknH7EoRvMlcgX927mMMQ9EVi3CkL04yai8Lj1fOccH1cdxPxMeGMjiSSXLlfpaC47FgGjx9qJtswQV05XyvF0JpNI+vnBjg3LVJ8iUP39c8f7S3osEpb/v5kR7evjNLrqTWFRKv5YXbinu10XE1MroaFT1sdN/s9eeL0Fl0oublEPDnVX+/t/yZIKzLWgvPdrm1cwV3RSn+eMRkcqEIQCahuHA390lIoyrs0K437GYzrBqFSKoXrYhphLoZDVovZyv5oSEQt82VtVJqBLKpmMVPnxrizevTTC4UK3VfUlEb0xinJx4KemfyJdChJ+Pc1SlMQzGQjuF4AQ/mi4wOWOQKLvZyZk91qAs0h3viPFp0MM0wBPTqU4N88VMDvPnRNG/fnQXg5FAXs/kSQ93xpqsg1/MufPUzI7xwrI93bs/h+AGB1rx8PLOi0B1arRIK13riyk0xd6IZZD1DqVHFZwkHCZ1KJxov9XT1dcsAK6V+FfhVgJGRka0ck7CLaLTwtMutvV6l1XPXJleU4o9Z4UKPCtOLy7VPasMOW70o1M5LM4uWV9I8fiDJgXSU+9kCEBoCZ08eAD6pf1L0fC7dneNHt2d4+nAPf/nTg4xkkg3n/WdODfHNHz/g6kRueZtpHmaXUAbElnUYEctgvuCQXXJ448OHQBgCzJdchrsT2KYiW3CJRwyeHO7C9YNKUbe+ZJTLY1k+N5qphMqqjcSNLsoRy+DEYBfHljOdsksO3/94elXxvstj8xyrqhnTqClmJrkxYW+7aXSeJBwkdCqdaLzcA45U/f0w8KDeF7XWvwn8JoTtAbZ+aMJuph1u7WYqrXZFI7w8muHS2Dxv3XxUCQ0B64YdtptmFy0I9SVoKqLZslbCthQX7mYxDMVUrsS74/O8Nz7P3/tLTzA6kK47733JKMmYyeceWzYufM3bd2axlMHjAyluTC+SLTi4XoBlUmk5MJMvcXVigXTU5trkAr4Oi7j97S8c4HBvsnIM2YILKuyvBGBFWDc01IqYuvzv3741U7d4n1fSlX3Vhqlqm2J2SumCRveHhIOETqQTr8hvAr+olIoqpR4DngDe3uExCXscxwvIFsLiYmt9p/wGPZiOkbAt3rw+XflN9SLVm4zyyokBnjrYzavLmTTlsMN/+8XjnDrUjeMHLLnejrviI5ZBd00WT+3nEcugPxWlPx1dpZXIFlxcXzM+kyfQmoWiy/35Av/kux8zNpOvu8+C6wOKTCqKZRrLC3sYbonYBqMHkpwc7uJv/8RjdCeilYW/O24TBJqLY3NELTMUFRsG52/NYi5rcspjK2cseX7QMDRUPr6JbIHXL9/jj957wOuX7zGx7GVai/L57o7bq4r3Ve+rOkwFEAS6cVPMLaKZ61sQdhPblSr9O8AXgX6l1D3gHwGzwD8HBoBvKaV+rLV+VWv9gVLq94APAQ/4u/s902gr6OQ+R9tNs5VH1xN61mopXF+TjlkranTUhh12uvHeZvZXDr+cuzpFtuCw6PjELIUCElELQ8G33n/IX//csVUdsxvpTo5lUivmBuDK/dwnc+ppjmUSXJ/KE7Fd3GXB7nvj81hK8dPLhuJsvkS+6HN1Yg6gkrFU7xg3WoF6veJ91YLp2jDVL790lKsTCxUt0FYasLu5NYggNEK6Su9D5GH2CeVuthHDqBQFc4Kg7sLVTOfbel2du+KRpoyDjZyXzRgf7boOHC/g48kcv/69m9ydy+N6mqilWCgFjPYn+AtPDFSMio3sf2XNGQ8/CLg6sYBpKBSarlgUjebZwz04QcBrpw/yrfcfhF4ZK/QMeb5ekdpdzWY6ja8QLK+T/t5KtlG7kG7Nwm5HukoLwP7rc7QeBddnZrHEZK6Ev1z7ZLArWld/0IzQs1pLkV36pFT9esbBRs7LZoyPeiLScgn/Wi9Jo99XL7xPHerhvzv7OP/g/32fdMxgoegykIqw5PgkI2bdY2lGDOp4AfGIxWunD1J0fd748CFd0Tj9qSg/uj3Lx1N5Th+yeeZwN+l4mHJdW58kk4xWUrHrGaSuH4BmQ6n0rQha6wmmt/qe20+tQYT9hRgv+wx5mK3EVIpb03lSUZueuM1i0ePWdL5hU71mFqtqMWezxkir56VuLZlrk3Wr0Najen/VJfwV1PWSVNPIaBruSXD20wPcfbTE3RlNMmrRnbCJ2CaLJa9hXZhmjbPnRnoAVWnQ+MVPDVBwfU4Op+lNRuumepc9L2hWGSMrPDoll3zJIxmzVvWMWs8wqXcM5Y7Y1QLnnWC/tAYR9h9ivOwz9sLDrB3u9vI2XD9gdCDFZK7IfMHBVIrRgVQlnbkezbwxF1yfoheO0fODdY2R9c5L7THXGjtF1+PCnTkKTlDp/1NtgNT+3lQKxwsqhku52m13zG5oZJUX5HNXp+iK2Sg0jxbDNOa/9sIx4rbJYDrOcDpOxDSxDAPDCAWq5WNp1ltUzzgrN0gsz5HWimcO94BihXaknOpdTsUOAs3xgSSTuQJH+pL1tx+1yZUcfvJTB7BNg664vWHP1kS2wDd/fJ+rEwtAmFr+5WcPbklodr17YTNp4YLQyYjxss/olIfZRg2Qdug0agurWQY8e6QHY7npnrNcL2QzZJcc3h/PYhqKmG3y+ECKiG2sWZ200Xmpd8x9ySiWoVgouGh0pc7I4d74qpomjQqkFRyPi3fmyDsuh3oSK0IvtUZWeRsLRY/37s3Tn7J5715Yo8UPNMf6kjw70sfLxzO8dXOGI31xbk2HZfodP1jRHqFai1LbZqBMI0/Ui8f6uDQ2X5mjLz97kL5kdNW1VE7FPjmYZmyuwP35Iv/0Tz/ma2efYCSTrLv98TmXb38wEW5juZ7MQCpG3A61UM2EVx0v4Ny1SW4/WmIgFWpobj/KNzzOzdDsvbCWt3Cx6DFXcOiNR5oKFwpCpyBX6z5kpwtPbdQAaYdep9428iWPJdcDVpd03wiOF3D+1gzPHOnhxtQiBdfn3Xvz/NpPPbHmdhvVHqnuM5QtuJy7NslXPzPCyaE0Xz9/l7zjMZEt8trpYSzDWFHTBFilbSkXSBtIRYnZee7OOmQSYT2Uep646jEEWnNzaoE/vbpEKmrSk4gQNQz+yZ9+zJeeOUgqavHSaIbuRARTKXytV9Re8QJN0fN56+YcBdfH9wNefKyXJwa7VsxFI0/U0UyKo3UytcpzlS24xG2zYpzczxZJRMKO1Q+zhUr2U+325/Ilrj1c4AsnBuhNRJhcKPDnt2cYTMcxTbWmFqqagutTcMIaLuXvNdNOYSPX2Hr3Qr39lK+JiGXw3vgcXz9/F8cPiJgGv/zSUZ4+0ruh8QjCdiPGyz5lpwpPbcYAaYdep942kjGLVz89VCk/v96b9XoLT3kfw91xBtJRSl7A/JJLVzyy7vhqz0t5W0XX48LdXKUo27NHerg6scDnH+8n0Jq3b89yczrP4b4Erhd6lFw/wPWCugXSNJorD3L0JaM8cQBQ8NatGc4c613Vxbg8BttSfHA7h2kYGIBtmiwsubgRi7SpiC3XXTl/a6ZyPsvzBcuaEw3fvfKQO7MFfB0QBPAHF8f5+3/55Cox61oewtq5rzWIXxrNoAMouj7pmM3sYomH8wVKns/vXxznZ04NVbY/Ppfn2sMFiq7PlftZDvfGuf0oz/WJRRaLPp8e7gJCbVTg64qB1Cj8F4+ENVwcL8APAoqOj20aLYXN1mO9e2FsJs+5a1MYShGzjVXtCM4c7eXr5++SitqkYhaLRY+vn7/LPx5IiwdG2BXIVSpsK5sxQNqh12m0jWZElc0sPPWyV1w0sTVCRuuNFzSXxrKkl+vF+L7m/I1ZbMuoVJA9c7SXt27NcG+uQLCctvut9x7i+gGO55OwzdBw8cK37ILrV3Q96ZjFC8f6mMgVefXTw6u6N5eNjolckaLnk4xYJKMWXTGL0rJuJtCaK/ezPH+0Fy8Iq8tW9yAqz9dTh9L86zdvhEajbZGOWvz57Tlm8iUyy+GfwNcsuh698QivnT64blijnkF8/tYMP3Ginyv3szzMFng4X+Bwb4J4xFzRxfq10wf5/YvjfOGJfq48yBEE8L1rUxzpTTDQFSNiKq5N5Hj8QJqBdJQ/fPc+tmU0PP8Ry+Dsk4Pkix4Xx+aYypU40BWj5HpMZAucbyDiBlryxqx1L4zP5ivNLeO2ybFMYlU7gu98OEnR9SvjT8UsZpdKzBUcMV6EXUFTV6lS6mmt9XtbPRihM9jK+hObMUDaodfZ6Daa8Rg1k73SKhHL4MVjfVy4M4fphuGL54/2suR6BMEn4lXLNHjqYDd/+eQgP7g5TRBQCVlN54pEbYOIZRIxDf7K6SEe5oor2hRoHRoxXXXqmszmS+RLLlce5Lg7k0eheOZwN7ceLTG35Fb+no7ZXLo7x6lD3ZhK1Z2vZw/30Ju06U/GiFkGvoZFx2d8Ns/3r09zZ3qRH92Zoz8ZwTINRvsTDPcmNlQ8MJOK8bWzT/Ct9x9S8sJ5qu1iXZ7j3mS0Umhu0fEItOZIb5xMMkre8TgxmOa9e/OcOJCudMhu5DEc6o7zX372GIZhEDENklETQ6nQE2J80rKgPM47M4tcHptvqTZQpUDgtUkmFwLikdBoAlY1t/xocpGi569oRxA1DQylWCx6Fc9LxDTobcI7KAidQLMm9jml1APg/wb+o9b64RaOSdhBtrqA3WYNkHbodTayjfU8Ro2yV1799NCmUmUdL6A3GeXZI73EbKPSZDDQmpdGM5y/NcP43BK3phcZHUjynz+aYqHo8mjRIWqZJKMmt6YX6Ykn+MKJfhSK6UWHn33m8KruyPXOQ/m4hrsTjPQlGZtb4tKdWSIRk+MDCQ72xPjssT6mFh2WXI+i5/PCY734Wtedr66EzeGeJPNLDgEaxw0Y6o5ydSJHwrJ4916WdMTC8QNyJZdHd0r88lAXmtAYeu30wUo9nvL/16rT0p1J8otnRvjdC2P0xiNErLAGTbXBXDam0zGbJ4dTTC0UQIWff/AgS28yguMHjA4kSVd1Cl/LY+gvd+Aen12qjLM/FSEds1kouJWCiKB55/YcXbGww/bD+QL/9E8/5vThHmK2sf79p9WK/+eKLkU/DFOVm1v6gcZArWhHkIxZ/I2Xj/I7b4/zaLGIoRR/4+WjFa+LVOAWOp1mjZdh4DXgvwL+sVLqLeDrwB9orZe2anDC9rJdBew2a4C0Q6/T6jbW8xjVN24U9ibGWm1IllyPkqtWGZV9ySjfuDjO54/3k46HC+PFu3PEbCNcKJcX6lg09M4kIhaTC0V8rRu2KaheuGqPa7Q/RdQy+cKJfkwU3702SSYR4fiBdCjI1UGlm3K9+coko/ydV0b59z+8Q9EL6I0bfPXMIW7PFEKDR2t64zbZgoNlGDg6YNHx6E/FGJ/L8/sXxyk4PremFxlIRZleLDE6kMQyFLmCG+qWlr0Q1ZlWuSWH7344SX8yQlfc5pdfOlo53jCtOkxt9oNQh+N6Aam4zUhfgoF0lC8/fZDvXZ9aYXis5TEM6wctrqgfdHdmiV/4zCG+cfF+RST7Xzx/kFszBeKRMKX+xvQihqHoSdgYywZbo7T1N69P0xWzGeyKUXB8vvnj+0Rti48eLqCXdVKmYaC15m9+/igfT+WZXChSXQm4JxHhOx9OEjUNbkznOdSbAJAK3ELH05TxorX2gD8E/lAp1Q18FfgfgV9XSr0O/IbW+odbN0xhO9jOAnY7JRjeKOt5jNpdP6dZT46vNbZlVDwC6bjNE4MpbkwuMr1QxLaMsOy9JtS6rDOuesLX2uOK2QaWUpy/NYPj+vzwxiNGB1JkUhHOfmpwhVFQb76ePtLL//qlJA8XCgyn4yRjFuNz9zAASykWlxsbFj0fNKQiFgsFl1vTeT47muHOozzxiMm79+Y5PpBmMlfiWF+CqxPzPDHQBSqcv/IcRgyDJTfgqeFuvCDg+ZFQ7PzkcDcRywjTqqM2nxvNYBsGf357hohpMNqf5NZ0nvvzBf74ykNG+uL88fsTK7JzGl3DvtaMDiSZzJUq9YNGMgmuTSxWRNYlN+D6VB7LDOdXoykuG41Ry8AyjIb3X+29apuKqxMLfG40w8vH+7l0d4686/H0cJpXnxrkSF+SU4d6uTOzyDu353j7zhxv35klX/Q53JP4pNDh1SlQutLFe79X4BY6l5aUWUqpFPBzwC8Ch4HfBcaA/6iU+pbW+u+2f4jCdrEXCthtJWt5jNqhx6n2eOSKLgtFj+5YdZhitSen3jkb7IrxpaeH+f71RygDSk4AaGaWnDXrx5TDULXC13LtlvJxlf+esC0yg1GGu+Jkiy6vnT64QuzZaL6q9/u+keWVEwOVuXvmcHdF85KIWIz2J8iWPFwvLCYYsYxK+rWnQyH0ouNxfWoRz9eMzS0RaM21Bzl+5S8cCxd4Owwx9SQizBecVRV/C64PKtSieEFY4ydf8vl4cpGoZdKbiJCMmPzx+xN8djRDxDIIAr3CAKolbptkUuHclD0180UXZYDnB7x7L4vrBxQ8n7925jBjc6EY2g80jx9IYRlrG5q15z1bcIGw67ZlGLzyqQHuzRX4uWcPrRBgXx6br4SoZhZLXJ2YYySTqFxjoWcGBtOtv8BIqEnYTpoV7L4G/HXgZ4AfAv8W+E9a6+Lyv/9LQiNGjJddTKcUsOtk1vIY9SWjnD05uKGS8LXNBz0/4OPpRW5OLfL8SA8xOxT+mkqtSNWtd87Kgs9f+MyRykIPK7NZFosef3Jlgp64XclAOXdtikBrYrYZLuJlnUo8UjFCTKWYKzgU3YDumGLJ8YhHTJY8v25V4tr5WlG3pqZQXXkfv1qVbVQ2Lkyl+Nb7DwiCUD9SdH0spSi6od6l5PnMLDoc6IoRty2mF4qcvzFLPBqmLZvL4lRTqUrF3/JcmkqtMAQeP5Di7duzFF1NJGVw6mAXUdsMPS6WQTISPjYb9UsqH3f5vHheuL+zTx7gBzem+eGNR8zmHQLCVO7zt2b5lZdHMUzFXzxxgPO3ZtbtNl173kFzcqgL19NYEXA9vUqAXeutKTedzBbcMNPLWe7kXVXFuNkXGGn2Kmw3zXpe/g9CjcvfryfW1VrPKqX+XltHJuwIO13AbrfSriaJtqW4ci8LwIuP9fHeeLZSf+X0wW6+9f6DVfsY6o5XUood11/VDLK8SFV7Pr59ZYLLY3P0JiKcOtRNbyLC4qzLxxOLxCImcTtcxCNVtW/Kqc9Fz+dHt2YwDYNEJEyjPn4g2bCVQTWVujWez4W72UrdmnKhuvL3e/kk66U2DDXYFePW9CLPHO5herHE0UyCjycXyaSixG0LxwuI2Sa2rSoVeQe7oisq/p4cSq+Yy3IdlFzJJWIZ/L2feoIffPyI7phd0RJFTGM5Db1+Mb9a6t1Lz5VcvnHhHsmoRRAEmIbizeuP6IpH+NLTw4xkkgx1x5u6/2q3Xz4/jV48ar01rq85OZTG83XFWDp78gBASy8w1eG5VqoRbyfiFdp7NKt5Od3Ed/7t5ocjdAK7TY+y0zQSOpczY9Z7YBZcn6IbELM1S8vVWQGSEavi/v/JTw3y/Y/ri6mrjYr3x7M8c6SH4e54w6qrb16fpjtm05uIoFBcuZ/l1KFu7j5a4rmRHu7MLFF0fd4dn+drZ59YlU3VHbPxfc2HD7IMdIXbONAVhibWM+LKNWMu3Z1bUbfm7TuzHM2kmlqsc0UXxw2I2AYxy8TXmkcLRX79z24yvVD8pB2DZVQq8tb+5lvvP1gxl1cnFladr2TU4s3r05WF/ZdfOsrViYUVXhFgzaJ1tffSga44R/oSdMVs7s0tYSqFUj6Jms7bzd5/1d9d78Wjnpfuy88eqtteoZUXmFY6s+8E4hXamzQbNvoD4P/SWv+g6rMvAL+mtf6FrRqcIGw17Xgjq98nJ8yMiaxR0KxMruDw/r15DEMRMQ0Wiy7xiEXENCruf9s06oqpcwX3E6+NofADzUcTCwyko3X1CuWxZpI2pw52ceVBjrklh8mFIgd7Ygx3xxnujuP4AXMFh+5EZNUx5goO2aLHod4Yxw+ksU3FvfkCjxZK/ODG2tlqEcvg2ZFu3rr5CFQoIn5+pAdnubDdeuegXuG7oe443XGbX/upJzh3dQplfLJQAxWRajn9+bmRnrpz6Wtd8VJBfWPgyeHuFZ6O1y/fa2lR7IqF8/7RxCKLJQ/bNDjUHaMvGWEm72x6wV/P8Glk4NQzdJodR6ud2beT7cqgFLafZs/eK8BbNZ+dB/5ie4cjCNvHRLbA65fv8UfvPeD1y/eYyBY2tJ1qdzxQyYzpidsMpmMk7PAN3vGCVb91vIC3bs7wzOEe4rYZVsT1NUf6YswshbVTXjkxQFfcXrGPctgCRaV9wKWxeR5mi1ybyDGZK9YNbVSPtTcZ5dnDPTw+EIZ8xufKzRfDwnMxy6z8tvy7hYLLkuvh+AGmUqSiJgoougET2ULYSbvKKChX262e8wt35gh0QMnxeXIwXdHzNArBlHsWLRa9ykJUO6+OF1R0Pj/37OFK1drfvzjGr//ZTa7czxIxw6Jx3/soPMaFZZHrWiGgiBXW1qle5MsGTqOxrEXEMvjys4c41h+n5Gkcz8dQiumF0raJ42uPabOEmVUpNJr5goNGr9uZfbuo92JRe00Ku5NmNS9FIAnkqj5LAW7bRyQI20A738iq3fGzhRJLJZ+jmWQlLFLtAYGVwtlKH6SesA9S2ePxl54cwkevKItfT0zdFbOpbh9wfCDFx1MLXLw7x2dH+1b1Kaon9IzZFgdSMV4+HlbIrdfjKGIZlUaQRdfH8XziyQgT2RK3phdxfZ/feus2QQAvjSqGe+KrjALHC/iDS+Pcml4iapncmy+w+NEkL45m+MknD6yoeFum2uXvegFLjk9mcGWF2rszi7x9Z5aC80ml2bgdhmEsFYZ/ErbF27dCLdCtR3n6UxGilsmpQ11kUtGWhemNygrkim6lj9Fawu6+ZIy/+vQQY3MFXC9YEaLbbYSZVRGGu2Nt7czerrFJBuXepFnj5Q3gN5RS/43WOqeU6gL+BfDtrRuaILRGKyGgdtW0Ke+zLxnlpdEM565NETUNbk7l6InbDHRFwzRWDdklh2/f+kRMe+ZoL4ah8PxghYiy5AR87/ok1V2uy8Lcei7/6vYBlqn4+ecPsVjyV/Qpqp6b6u24XsAbH04Qj5jYpuKFx3qZXnBW9ThyvKDSCNIwFLOLJX48Pke+5GKZiqeGe0nGbKZyBS6NzfGs0sQsc4VR8PFUju9+OEUyahIxTYa6otyeKTCTc/hX37tZqRVTzpaqbTGwUHC5cj/LcHeMdCzMkELDt9+f4O7sEhHLQGvIFz1+/jNHwvDYcnfrIAi4O7cEGrpjFscySRZKHhHLXJXi3Qz1FsV80eWNKxOV8NRa7QxQMDqQZqQvuSpEV3tt1csWayebDZ2uyKxydVMi3+0aq2RQ7l2avWP/e+D/AWaVUrNAH/AnhOnTgtAUW6n4b1WUt94bWTNjrd4nGvIll+HusOCXbRn88MY0CoVtG5wcTPPtKxMMd8eJR0w+epjlf/jGexzsjhFozWh/iuHeOGgATcK2Km+xtULO2vEczaQ4c7QPy1SV9gFKqUqabKO5KQtxLUPxcL7AjelFim5Ya2TJ8XA8e1Wl3Uwy3Gayz8LxNfNLDulYie6EjWEYpOI2R3oT/OSTgwymY5V95IouP/h4BqUUEdNEERZVS0YtZgoOqajNZK5I3DYq5fEDrSk4XsXTko7bjA4kmS+4LLnh+TrSG+MbF8crBtFwd5yrEwu4y8fl+ppTB7v40e1Zlko+iajJ8YEU8YhFyQ9DPNXhjWav0XoeLFAkImbd87bWtef6ekWIrvac5YsuoFb0yWqX4LRdYtbtyFLc6Fglg3Jv0my20RzwmlJqCDgCjGutJ7Z0ZMKeYisV/xsJAa31RtZs9+jqfc7kS1ydWGCkLwmEb94T2RKHeuJ0RW1Mw+DqRI6RTIKi6/PDm2EV1+HuOK6vuZ9d4pc+dxTbMvi9d8b58fh8VeZGbE2PUMQyOHvyAG9en2Ymv7IQ3VpzA5AruDw5lOa3f3gnLK2/nCL97SsTJGMmZe9PvUq7fuDzYK7Ag2yBqVyRI31JAq1JRa2K4VKey4Wix8U7M7h+wNhs2FFkyfF44kAKSyniEZOphSIfPlyolMcPAs179+bojttkklFcX9OdsPnJTw1imwYx2+R337mLaSiSkdCoGp9boidhY5tV3oBAc/pIF4d64kxki9iW4/rKUwAAIABJREFUieMF+H6YWVQ2Gpq9Rqu9bdUerN+70Nx5W88bsCJ13vwkdf6VTw3geu1LQ653bZy7Nsmrnx6uW6doPcNuK7MUNxvmlQzKvUervc8DYAZIKKVGAbTWt9o+KmFPsdWK/2b0B+XvVT94672RNTvWtQp+dSdsLtydwzIVI5kkfqAZW27Qly24aKDkBWE1VNMgaitml0p4WpO2zFU9cW5NL2Iqtebi0ejtstHc3J1Z5HvXprk6kcPxAlzP5y+MDHCgKwbAGx9M8LnHMmRSYfGyH9yY5rkjPVwenydXUoDGMkzOPNbHu+Nz3JlZ4sOHWc4+eYAXH+tddd6Ttkm24GEpGOwKOzUXXJ+nDnZx+1Ged8fncXyfQMPRvgR+oCm5PgUnFDRHrDArpyse4T9/NIVlKJ4f6cG2DI5lkkzlihimYsn1OTPQW1l8a+uglHsYAZwc6uInTvRTcP2mz3sjA6d8npo9b5W074ILimXt0upra8nxKqnzJS8gGbHa0rLD8QImF8KqvuUu10XX48KdOQpOQDpmrTDedjrdeDtblwi7g2ZTpX8a+HeEDRqr0YAon4Q12eoHz3r6g7Xc7rVvZM2OdZXr3wsrnHo64N5cAdcPOJYJF+GIZZAtBDzen8Tzw0VZA5lkBNMIK79GTIOUbTFXcBjpjzOz4K7oiXN9MsfVhwtr6inqvV3Wmxs0vHVzhtuP8gykYviB5r3xOS6Pz3P2yUHyjgdAcnnxzBc9LtwNF7W4bfLCY730JaK88eEEg+kYA+ko+ZLHx5OLKEPx1s1ZLo3Nr0hJXnI8+pI2H02WcHzNUsljuCvK1QcLLDgeXhBwuDfBnUd5bj/KE7ENbk/nOdgT44snBpjJu7w3Ps8XP5UmHQ/1Lm/fmcVSBs8c7uGjyQXyJY/ehObnnju0QmhcbTD8zc+PkiuGGqQlx6sU9HO8YEWIqt55d7yAc9cmsZRBJhHBrSrGVtvLCA0He2LcnV3kyv1c3UV/MleopHaX9UFD3fEV5yxihhWC/SD8r9xos7bSciuUDZGiG/D+vSyGVgyko1wamydmmRzujVc8PK+dPkjRC3seldsK7ES6sQhvhVqa9bz8S+B/B/6D1npj+aTCvmWrHzyN9AddMbtlt3uzY61f8OsgfcnocndjKLmasZkl5gsBQaD5yvOHGewKq6c+c6Sb33l7nLHZPBHT4K+cHuI7VycougFjjwo8dTDMgpnJl3h/PMuN6UVilsmpg10kbLvpInj1xvnCY718//ojTFMRsQzyRRcv0Hw8uUDRDXjiQJKhdJQf3pwBBTenFjnYHassapfH5nnt9MHKPNmmYipb5Ee3Z3j8QJpExORYJsH3rz/CtsJUZAOYzbscSEexDYPehE2g4fmjPVwcm+crzx4m0BpDae7OFFgsuMtGhc+FsXkcL+DO7BJzBScct2kA4bFcHpvniaEUOoCzJw9wZDl012g++lPRiiFSEQMXXT64n2W4K14xjmrP+43JBc7fmKUrHtbdOXWwq5J2aypFImJx6mBYnO2D+znuzOT5t9+/zfMjvZXsq/K1N5Et8M/OfYxpqEpRverrshLyKmkyyQi3Hi3yZx9NVa6VepWWm6Haw5RJmhgK3h2f5/GhFEXP5+Xj/ViGgRUJQ3DfuDiOF2g+eJDl5eP9xCPmjng9RHgr1NKs8dJL2Dl65xP3hV3Hdjx4GmXQNOt2r3bt1471pdFM3TTeRqEaLwgoOZqrEzn8QHN8IMlXnjtcWVQjlsFnjmX41FA3cwWHlG3xnasTqxaUkwe7uPogx5PDXXz4YJ7x2SXuPsrzxGCadMziGxfHsZsoglc7ToB37Dl8PxTE3pxeJB6xGElFMAzFrelFvEATNU2iEZNAa2xzuXt2VUG3V04M8M0f3+eDBzluPcpjKEhFLRw/4LsfTtKXinDiQJqSs0SgIB2zSEQsJnNFUlGLnoRNTyLsX1TyfWJ2KF61TUXUNLEMGJ8t0JeMEbHCjKE/ee8hTwym0cBj/QmOZVIcy6RWHFszHolaD1s6ZjM6kCJbdFny/FXX6Phsnn/z/91kYqHIfMFguCvOO3fmeGakm+ySw/lbMyw5Pu+Nz5N3PfoSUc4c7ePKgxw3phdXFA3MFVzOXZvCMBQD6RiOF3BjepHRA8nKdVkdVnrjw4ccH0hhmoqS6/PH70/w+cf7Kz2pWvGC1B73cHecQMMXTvSTjtjErPDzhaLLrelFPr9ssNycWuTS3bnKC8BOeD1EeCtU06zx8u+AXwF+awvHIuxhtuPBUw4RlDNoqt3uAFGrfqfeevH88lhzBWdVr6BqI6E2VFN+sx3ujjOSSZAtuHi+rmtYpGIWqZgVfqfOgvLCY72gwPcC3ruXxbJMFJpcweHDhzn+2gtH6F1uqNeMQLk6/PHiY73kCi5XHmTJFj2O9ycwDJO+ZNh52fUDklGL04e6KnNa8gJcPlm44rZJMmrz3EgvMdvkYbbIx5M5LMsgQJOOhplHD3MFTCOstxK1TIa7Y3TFbAxDoVCV/jozxRL354sc708y2B0nQPOjO7Ncm8xhoEApSkGAtyyIBbXi2CayBc5dm1xR72WoO15Xc1LPw5ZJRep6sxwv4NzVKSKmyWhfnB/fy3F/rkBX3OZLTw9VOnFnBqP0xG1+cOMRz430kljuEVV0fRw/wPV1pbCgocI5dLxgOazooANWXJcRy8C2Qg9Tuqryb9H1w2KAfutekHD7mpnFUpiZ5oeduQ/3JDh70qwY7Y4XMDqQrOz3+ZEe3ro1w725QkUPsxPGgwhvhTLNGi+fA76mlPqfgBVZRlrrn2j7qDoIaejVPtZ78LRrrmvd7o/1JwC1KhOnvM9GQs24bfLtK/8/e28eLNd5nnf+vrP16f327b477oqFAAlwBSmBlChLlIdWqGipsTKxUyM740kqmUysTP5IXJlUTSYzNZWqqSRTqVRS5YkdW1WTzXFky3ZkxYYUihIgESTABeAFsdwFd8Fdel9Pn+2bP0534+64WC5EWf1UoXjZy+mzfOf73vO+z/s8uXsiGm99sk1HQ3u6D8POC6mpK4RUhcuLReayAdlX9X18YLlkkYpoGPq9c4g6fAfXQ1cVfvnMBO8ulYjoKh+slDvnL7Am8AnrGoczUS7eKpKrNAkZCi9M9HaOFQGDCZPZbI1DPWGurVVwmh5hXeFIfxRdU7i+VuXjk2k+eSTDxVtFKq5P1XY42h/H9v2Ov85qxaJme2SrAW8kYqqkwjrjqSg9EY0rywHR9vRELwlT2ySnb7s+37i4yI21gC9DS+/l504OcX5me/C5rdTYChZ3GqMNx8NDIiUslQIbhbrtMdIb5tpaDV0THdKrEJKVUoPzM1kSpk5/zGA2F5S72ryWhKlj6gpH+mPcWKtSbNj4vuSVE/135SzlKk2WSxZvzxWJhloeTrqy7yxIvtakZnlMrxQAODEY5wtPj2zK9mx08W7/rqlrnJ5I7dqJtBXdebOLg8Z+g5d/1fr3U4UfN8P+pwkP+1zvVCrZaTLdi6AL3DPR+H74PTuV1V48nObczRwnBhMsFRroalC+eepQCtf1caSP7XhEDW3Tb+y1aLQDNdvxmVmvYTkeV1fK/OLHRpleCQivtuNzciSJJ32uLJWZz9WZz9U4NhCj2nRougpvzhW4eKvIi4fTHS2V44Nx3p4v0B8P0XR9IprKbK7O9O0KddvrdFZ96lgfi8UGr50aIhLSNu3nQDzw+ElHDUxDxbI9clUnKP85PoqAdCxESFO2lS5urFX4Lx+sEg0FnlCDCZMry2UUVWEgZu4YfLbHSFuh98JcgUu3itvGXqluM71UJlu1+HCl0hL0U3nlRD+6qiB92eH+vLdYZiwVIRrSsByP2Vydv/4zh8nEzU3H2r7eU30xfCl55fjOXJ2NYyPfaHLldplXHutjrRoEbu8uFvnaZ/enzNu+/n2xEJmjQZcVUtAbvSNGuDF42zomXzk+sEm4cDd0580uHgX2q/Py2we9Ix81dA29Hh0O6lxvfYq+H4LuwwhE9pNi3xpstYOqsXSUYwMJCvUmHyxXmF4pUmv6fPJomh/N5pnqi3bk7Tvu0o7fWRDH0ncWxEar3DCzXkNXBYamU6w7vLtY5ivPjTKZjvA7by3x1nweQ1X4+edGuLpyh/fw+rV1AD7VF8NxJedu5jgzleaPL68wvVLG9yVH+mI4nk++5uC0fH5UEfx2XFVwvMBoMh0LbTsn+VqTWtPptDIf7Y/x3FgPffFAdv5Yf4wry2WKdQdTVzZp2Zy7mUNVFaKGhgQWiw1iIRXP3Rx85lsmlKmw0dFjuXirSCJk7Dj2bNfnjetZDvdFWcjXiYV0FCE5NZLg5lqNp0Z7ePlYH+du5qhUXCzX4xPH+oi3uD+Fht0JXDbypu6ljNr+7GrFAikY6Qlz2A/KeMW6QyJs7PrdjbhX9+f7KfV2580uHhX22yotgP8R+AUgI6V8UgjxMjAopfwPB7mDPy50dQUeHX6c5/puwcbDCET2ewxbgy1NETiu5InhBN+4tEQyoqMKwePDETRV5emxJNWmy2unhjE0hW9cWsR2fWbWq62OlxJf++zRzhN9WFeRfjtICHgYvi8ZS4exHI+FgsXLx/o6CrHTK1UUJVC23Y34HDE0oqbKxyfTJMM6JcvhO1dX6Y2E8KTE1FX6YsYmVdydzuEdrlCEsd5owAOSPi8f7eN717Kdc/m1zx4lETa2adnoqsJkb4TVShOEpGw5PD6URtUEFcshburcLjV4f7FIueEwn6sx1RclYmg7+iW1x958rspb83kUIXB8nyMDEa6v1pjLBUJ7X3pmiNHeKF9OhClbAVHY1FS0VqBmaoEL9x9f3rl0dS9jYyBuYurKnfZ8Ar7KfktG9+P+fK8ck+682cWjwn5H0z8EfgX4dWCs9doi8HcPYqc+CtjqFNzVFTg4/LjPdW80xCsnBnj18UG+/MyhTSnudiDy+SeHt723FwztwZx720FV3XGp2R6DPSafOznIYwNxhpIRPCk7C4sng3Zdy/G5sVYlpKn0x01URXB2eq3jdGxoCp88mmGpaFF3Am2ZQ6kI89k6jufj+pK4qRM1NOKmjiIE0mez3ognNxGfA86sIB0LoakKUUNlrdwEoD9uoikK61WbLz01wuefHOa/OTGI40uqlrvpeDcuepqqkI6FAIHleCBaTY4i6Hrael7DuoqpKzw52kM6alBpuDQdn+trFVZLdX5wI8v0Sol3F4o8MZxgtWyhqwrLJYuoEYgCVqztDtO26/PmXB7fk6yVLUoNh7fnS/gyOAeGqvDuQqlDuk2YOs9PpihbDquV4ByfmQrKf/fqPn23MdHe/r0QZ/dyf247d9/Pfm3Ej/te7uKnB/vlvPwy8IyUMiuE+Jet12aBqQPZq48AuroCjw4/znO9kK/tKBS2df9+HNd9Y7ts2FCIaBrLRYuq5bbMBjfzPvxWEBM3dWzXx9RVhMKmp95kxODMVJr1ShNNEeiaQjqu03AD8bqtpOE292Y34rOpBZ9dK1n0xgxKDYfeqAGCjsjeVF8MRRXMZ6t8/fw8tudjqApfPTPOk6OBGu9uYnpvzuVJhAwG4ndKEFs7gtrj5+zVVTwp6U+EWKs0qdkeV5YqfOZ4P44vOTGcQFVEoJmjK1i2z7H++Da/pPbYa3eB6ZqCAHrCBrdb5aiIoTLSE+HaWpVyw8H1/Ts+V0LywkQv460W7v1mIvZDcu2Nhnj5WB+W7dEXN/dlKNnerirEju7Pu2WG7gfdebOLR4X9Bi8qUG393dZ6iW147c8kuroC94e7TcJ7yaU/ynN9K1frCIXpqsJYKszZq6t85bmxj8y1NjSFTDzEK8cHeP3aOgOJEDPrNcbTEYoNh1eO3+lQeeV4P1eWSqxXrI7wmaHdKSuslAJF1+VSA11ROD4Yx5OSK8tl3riWpem41JruNiXiL7eE9bYSn/O1Jv/mR3O8favIWtkibqqEjUDAzXElEwMReqMhfCnxPcnXz88TC+nETI2q5fL18/P8g744MVPbcdF7fjLFhbnCpoV/oVDjd95ewNCUjgZPMmLQGw3x6uNDVC2Pm9kqtaZHMmxQatjcXK9xZDCGlHB5uYyhKqgEAn2Xl0o8NdrDF58e2dYi3S6zqYrg5EiSbM0mW2syGDc53BdFVVTqjovj+3xvC8/j4q0i4+nYvgnc+yG5rpQa2+wNvvD08J6BxtbtnhiMM71S6bg/b8wMPSyOSnfe7OJRYL/By38G/okQ4n+BDgfm/wD+4KB27KOCrq7AveFuk/Be7z/Kcx0orAZCYRFd5eZ6lRtrFQYSJs9P9HJsIPFI9mO/2Lgg5KoW37uWRShwfibXIYAOJsP8D5+Y4NzNPLomOgFBm3j6+rV1EqbOi4czXJwv8NZCAQ3BM+MphpKBAmy5afPq44Ob2mF3Ij63FWpns3XGe6MMJU3eWyyRiWuMpyJ8/0aOD9fKjCYj/MUXDlFs2Nie38kUxEyNfL0ZiPS1Xtu66AWeSzkqDYd4WKfScJhZr/HSkUyHw/LPzl7n1GgSU1N58XAaQ1OQPhiqgmUHpTHH81ERvDDZy5WlEpmYwUrJYiBp4vg+z0+mdsxgGFpgeHl5qUS2ZmOoCkf7ouTrLlXLQ1F8TgzG0RVl1+xKMqx3skKrlTv6M3BHTA/Y1Xagfd6rlssfvnebm2uBpQPAbDbIGn7l9OiuDwlbybPTK5VNmautmSFdFVQqLmXLIRO7e2fRbujOm10cNPYbvPxt4OtACdAJMi7/BfjqAe1XFz+BuFunwX47ER6FRkTD8VBEsMDfzNYIGxq+7aIpChdmC0ykYx+5ybe9PxfmCqSjoU3n8MxUmvMzOSzHBwHPj/VyZCDe+U654VCxXJJhnbBh8KnH+ri+VkVvOVtDe9ENSknt67XbdShbDoVaYCpoaApSSnxfMrNeCwwJFQXX8Vks1/mnf3qdTx3L4HoB16WdeTFUhdSWTpn2otcWnMvXbN5bKHJkIEbE0JjqixE3dVw/4PeoiiAVNhAIzt3M8fLRDFeWSkRDKrmqHZSwCGwDBhJhTk+kEL5A08ByfGxPMpyM7HrOR3uj/OorRzl7dY1Sw2a1bNEb1qjaLieHE3zh6RESYX1TdqXSCDqtNhFhpej8d61sbQrgR1Mmb80ViIY0VCE22Q60z8UfvnebH85kKTdcnjBUoqaOqgoajrcrGXa3kpUnZcdIFO501FmOy8VbxUAATw9awffK6nS1XLr4cWK/rdJl4EtCiAECwu6ClHLlLl/r4qcMd6vv78f9ud3ue1AaERvr/6YelIpurFXxpY/vw+nJFL7kI9sd0SbmmrrE9f2g/bfR5OzVwGm53Wl0dbnc6TRqBwJXlkvcXKvy7HgKU1PpjRgg5I4ljb0yZO3y07XVMiulJqIvCDqy1SaqGpRzKg0L15M8M95D0/VZyFuM94ZZKTfJ15sYqsIvfmwUTwYBzcaSje36fPOdJWazdVQ1CKYcz+eLT43wX6ZXaNgePvLOwqkqaKpCuemQiZt87bNHOTu9hiclihCbNFRODSf5+vl5yg2HbM3m9HgP//HthY4n0tYF2Xb9Fk+ol3/x3ZskwzqmoTKWChMN6fRGQ5tKXguFGjPrNab6YvzR+8sdzlDC1BlImFQsh6+fn+elw4G8f6Xh8DtvLaFrChFdw/MlP5zJ8+RYopN9+uY7S9xcr1FuuOSqNldulzk1ksTzZEfpeCfsp2S1kS/01lyhlcHKoCmCb11e4SvPje6YlbpfLZduwNPFw8KuwYsQQrS9jIQQ7VG23vrXeU1K+WD09C7+zOBuk+Xd3J+RUGs6DCUjB6IRsVP9//2lMv3xEIaq8Nx4ipihU3fcPbsj7mUCftiTdblh8/5iEaV1Xo/0B4aE0pfcyNYIaSpxU2e9YnF2eo2ff240KBeFDF6cSnPxVpFzN7OcHu/llRP9AJydXmO1YnWetoFdM2Tt9xKmzieP9vOD6+tMr5Tpj4WIGCrJiEGhFnSyCCFxfYmhKhi6Qjpu8tWXJgPDRcfjrfkCP5wpMLNe3aRXo6kK0ysV+mJmJ4CYy9XxkJ0gwXL8jq6Mpt7pflKFIBE2+PnnRneU+Z9eqfCxqTQX5wtEDZV3bhXJVmwuL5X4xY+Ncn2tto0fYrkeb80WANmxG1gqWkz1q5u8iF47NczvvL3QKWs17MCN2feDlnHX91EUge35nbZzVRU4ns/xoTgf3i6zXLJoOD7j6Qj5WnPTuTg+GHB0lop10rEQz4z27KjK28Z+ybODyTCvPj5Ew/Y5lApTsVzeWShSqNsI4OdODm4KTHbLoN7NKLQrXtfFw8RemZcS0C78u9wh6rbRWm7o9sB1Adx9stz6/kb357Chkqs1mV6pMNbWJXmIGhG71f+/+PQIL0ymgpZY6LSfws4Gf/cyAT/sybotxvbUoR5urFexHI9L8wV+6cUJLswXduw0KjTsTrYrbKgdhdtXTw6SiYVYKTU2tSLD3hk0x/U3lZ9+7tQQ87k6p8dT/Pb5WfpiJtWmy4W5AsW6TdPxmMoEZNmwoXRk9L9xaRFDVVomjTqr5SZDiTCvX1vnk0f6dj4BcjMv5jPHA3G41YrVCTY2ui2fmUpDxOicu1uFGtWmSyYWou64fLhSwfF9QrpGwtT4rR/M8+nH+jsZka+fn+elIxnCukpIU1ku1umPu4QNjXzNpt70NpWG2u3rcVPvnLdKzuX6agWz5XM0kY5s8ttqy/0bWtC6PRA3iYd1Rnsjm85FzXa5XWwQNlRSEYP//uNjnJ5IPzTNoURYJ24Gas2Xl0oIBKmIQdLUtz1A7DQ+thKpt471rnhdFw8bewUvT2z4e/Kgd6SLPxu422S5m/sz0KnDlxoO6VjovjUidsp27FX/PzqQ6LS1tktX37i0uC3ouJcJ+F4n6/1kaNrHMNQTpi8eYq1i8datAhfmC9iuR9VyELCp0ygVNjZlu9oKt4lWkPP6tXUimkY8JPBaRNHXTg3vmEErN2y+d319W/mpJ6Lz2GCCk8M9zGZr6JrCyeE4hbpDTzhowz4xGOflo32d6+76El2BatOlJ6xRd4JshOtKDF3hxGCC2WwNVQ3268RggkRrfLR5Mcmw3umEanvxtM/3RjLvSr7BjWwNXVVYKVt84nCa20UL1w/E9hQhWS416I3pyNYzmqoGGRJFESgCNFWQiurUbY/b5QaLBYtDKZM/en+5Mz62ZhYrViCG98xoD3P5OpbjcWW53MnwzBdqvLtQ5FPHMqyUmjieZL3a5ONH0sRNnaViA8sLgr83rq9jaAqqEBzpizGbq3F6Ir2v+2E/5Nn2g8W3Lq9QqNukIgYnhxPEw/o2b65tx7mFSL3TWO+K13XxsLFr8CKlXNjwvyuAL6V02i8IIXT2L3LXxU8R7jZZtt/f6P4cNlQcN1ikXOl3nqbvVSNit2xHe8KtWE5H42JjYLRxn3YLOu5lAt74WdfzkUgsd2dy5X4zNJ1jaDhIJFeWykR1jUOpoFOo6XpEDA2tJVz34uE0sZYD8E7ZsFLD2VEu3nI9nh3r4c25POWm2NRSu1v5KWZqfOHpYc5OrwWKt/0xTo+n6I2G0DWFetPtuHODZKVoMZutcXm5hPQhFTM41hcj0gqsNm6rXc7aaRy0r9tGZ+6NZF7b8fnjD1YRAsbSEYaTIV6/niUV1clWBQJYKDSoN11WSw2imsYnj/WhKYEIXb7aZC5Xp2o53C41GUiE+OC2xWiPSaEeBNkbSyZt4vRGZ+bRdJShnnDHLuBwf4JMzOSP3r+NjyRfc3h8OIEEXE8SNbSOGjBCIqVPT1gnFTXQVYWnDiWxNxB6HxYGk2G+8twoAkiaOvGwvidPpj2mHNfvEKlh5/vifjy/uuhiL+y32+hPgL8D/HDDa88B/wj4mbt9WQjxm8DngTUp5cnWa73AvwcmgDngL0gpC0KICWAa+LD19R9KKf/aPvezi4eMh8XZ2Gk7O5WZvvD0ML3R0H395t2yHScG49tE0vYKOmDzRHwvE3D7s7eLjU6Jx/Mlnz7Wv6nT414yNBuPoWa7rJQsXjs1RMVyubxUolC3meiNoKkKyYjBuZs5PqXu7KNjuz71psv1tQpJM9SRi7+8VCIauo2mCpCB1spEOhZ0FzVsdEUQNgJrgtulJp/Z0JHSGw3x6slB1koWlxaKvLNYQlMEp8dTfO96lp6wHpRkLIfrqxWWiw1AUHdcvIrFD2dz/P3PP46hKcG2nhgEAQnzTtv2buNx47Vpk3kNTeHKUhlFCa6jgqBu+wwlTR4bjPPxyV7+8/u3KdWDgLY/EWI+X4ebWT422csvfmyUf/OjBVQlUBB+erSHt+cLHM7EGE4Fmbgba1UyMYP/+PYCeqtk8uLhNImwsc2ZuW0XoArB+Zkcg3GTlaiFQPDhaoWJ3jAfrlZZrzaZXi7z1KEehpJhEobOXLbOU4d66I0GrdT+XXhZ94uYqfFzJwd5/dr6ng8QezlQ7yfg2csmokvo7WI/2G/wcgr40ZbX3gSe2uf3fwv45wTt1m38GnBWSvmPhBC/1vr/tt3ATSnl0/vcdhcHhIfF2dhrO7uVme514rLdIFtjOT7p6M4O0dMrFV46nOmUIqZXKhwfSm5bBJGQqzVJhvVN7sV3m4A3djJ5UnJ6PMW//K83N5Fr37ie5dWQ1lmQ71WBdXqlwktHMvhS8uZsnmurVQxdQRMKsZDGYqGBpiocG4zjuJv1Qtrba1+PYt2h3HBRpMCVPkjwJJh6wE1p2B6XbhUJ6yq/d2mZP/lgBQlI6SMQaGpQxnj15ACmpgat2q7H+wuB8NtQIsxCvsb//e0PUQT0xU1OjgTnWwKapjIVN9FVhZJloygKmqJwbbXMhdkCCDaNl7tpBG0l846lwtxwa6hCwXUlpqaQb9hEQyZfeCrI7NieJBFWGe+NoWkK+VqT8d4orz4+BAKODMboj4aIGBpNz0dVBCGzvqAAAAAgAElEQVRd6VgCFOpNrq3afOax/k6m4tzNXOec7zRePBkQmdNRnZPDCc7PZLm2WiXXG+XUSJxnRnvQVNFpYY+HdY4MxGh6Prm6vWdG8mEs/vvlyWwcU/slBu+13S6ht4t7wX6DlxIwQFA+amMAqO3ny1LK77UyKhvxRe5kbX4b+K/8GfZK+knDwyLY7Wc7Dypo1Z70LNfj/cUSiqAjutYOPNpBQjp6J+uxtZYP252N2yqm7c/sNgG39yFXtTvdMxFDYzwTGA2GNIWK5XLuZrZFrA3KOb3R0L6zOVuP4fR4itevZak0XaKGhuN63K5YICW3clHG0lHc5ubyQvt62I7PQr5OqeFQqjv8uSeHMDWVC/P5TmZI1wTFksO/e3OBC3N5DE1hPhd042QiBo8PR3nj+jofrpbRVcGzY72kwkYgwb9WRQj4kw9WqTYDvn9IVbm8VOLkSBJdCST3dVXBlxIFgeO6fPPdJa6uVDA1lWfHU52W3S89NXLXcbSVzPu9a1kcz2eiN0y27rBaaSKBX35xnGgocJ9WFdAUlVrTpVIOfKRm12vM56pcXakyvVTmuqJweqIHU9cwdZVj/THm8nVKDZum43M4E0FRRad1fWPwuVvW6462SuDyrSiCnohOPGQwfbuybUykY6FH2s1zr/fk/QQ8G9El9HZxr9hv8PK7wL8RQvwqMAMcBv4J8CCO0gNSytsAUsrbQoj+De9NCiEuAWXg70sp33iA3+niPvCwCHYHTdTbOOmloyEUKXh3oYjfyiBsfAK8W5Cwm7Nxb3Sz0ujWCbj9va3dMyeHQ1xeKnGoJxBBuzgf6Ggc6glvUlHd6akVNnc7BWqzPnBHl8XUNZ6fTNFwPGbWamTiJitli/WqzdnpNcbTUY70xzYdY8PxsNxgwYwYGqeGk7x/u8zF+SLPT/VwYjCB40oqrs3F+QJFy2YhVydsqPRGQ5Qsh2LNoTdmkK87GJqCrigg4cZalecnUpi6Sr2VtSk3bLJVB10TvHFznccGYkxkovzlT0zwG9+fZaHQoNp0iYdUKhb4niQa0ojoGm/O5AgZKuWGg+V4SCl3dX/eem2SYZ2vnA53Osks18d2fF59YoBDqSjfuLRI0tQZT0WZzVaZXg1sA+KmzlRfmH/75gJPDCXQVZW5XJWZbJWffbyfr54ZZ3qlwlR/FOnD8cEY/+HCInP5BrGQxmODgTDg1pLJ1n381LE+/tPFBb51eY1Sw+FQKoKQcGO9ylR/lBcnA17RxjHR1ltpmyhubQN//do6hqIQ1u+Qrx/l4v8gDyG7akA1HPTW+Tyo4+iWqn4ysd/g5X8F/jFBqSgEWMC/Bv7eAezTbWBMSpkTQjwH/J4Q4omWUN4mCCH+KvBXAcbGxra+3cUD4GER7A6aqLd10hvqCeMLyWeO9zMQN/fk12xNbW/dVjoW2jE7s9s+mHpQLuoJ6xQbNiFd7Zj+5Wo2luvx4lQaTVUAvyPDvvWpdWu3U8ePxpfULI+aVSdqBqqurz4xSNly+HDlJg3bxfV8MrEQngTL9XC9zTJMbb8eq9VWDXB8MM5oT4SfPT5E1XY4fzPPOwtBoPX8WIrVUpNizSFhBp1LUko8SYt8G5xbXQ1KYJ6EI30x3pzL0/Q8VipNUmGdZCREvtakWHd57eQQ/UmTnojBP/2T66gKhAyVRtNlqWQB4EufhWKDyXSUVMQgEzX40WyeoUSYsKFSagSt9nuNI0NTtnWSQZBxu7lW5fJSiWozyMiENZXxdJTJTJT1ikPddrm2VqU3atCf6OV2ycLQNI4PJZnqiwe2BrrG77x9C19KVspNPN8nX2vya587cdeSTiBupzGViVBq6KhCsFK26I0aSB/G07HOfrfLkLbr7yriGNhGbCdf/6R08+ysAeXy7Q9uA+LAykgHXarqBkYHh/0q7FrA3xBC/M9ABsi2BeweAKtCiKFW1mUIWGv9VhNotv5+WwhxEzgGvLXDfv068OsAp0+fftD96WID9kuwe1Tb2Q07TXqmpm4KXNq4W2r7fgOt9vd8P1g02q7Pnic76X7L8QgbCqauUag1d5RhNzSFquXyrcsrd8itDYd/fW6W58fTpGMGiZBO2XJ49YnBDm+mNxri9EQKx5FIAVLCzFqFsKFyfb3KfK7K0ZZXk6Hd8etZawnTPTYQp2F7fPfaKhCIpg33mExlYoQ0halMhA9Xq5QaNrqqkI7qmJpgPt+gJ6Lj+T6jvWHmsnWKdQdTV/hbnz3KN99dZqlQRxUK1abTWlBNmn4QUGXiJs9P9tITCRbvC3N5LMfjieEE7y2WaNheYIo4nCAVDTHVF2OhUGM2VweCkl6+1rzrYtPOCLQXqnLd4Y8vrzCUMBlMRijUbPI1ByECx+ywoeBLcLxAt6Vhu5iaivQlV5aKfLBSBgJp/rdvFRjvjTHcE6ZmexQaNpHQ3RVpnx3rQVcVeiIGMVPndrFBseEQC2mbOqs2BisQBK9DyfC20ooqBDPrNWIhvUO+nlmvbbYo2AEflcV16zwRdKxLEiHjwMpItutzdnoNTRWko8Y2jtiDosvhOVjspbA7IaWca/09teXtuGjdFFLKmfv87W8Cv0TQsfRLwO+3fqsPyEspvdbvHiUoVXXxiPGw3GEP0mX2XoOjvVLb9xtobfzeQMLscF5s3++k+2OmxivHB7bJsJua2pkwV8uBh82VpRLpWIiTI0kqDYfrqzWUFiH35EgSRMAV2ZhVam+71gy6kI4OJIiGNCqWw5tzecY3eDVt9OtRhEARgd5ke6FYyNc4fzPPWtkmYqhMZKL4PhweiBHSVD5xJM33b+RwXI+looXj+cxl6/z1nzlMJm52rvEXnx7mjetZpC/xfEnM1Cg2HOwWgTqsq5i6goIItGn6Y7y7UMSRkqP9cUZ6TCbSsQ4RNmoqNGzB6YkU6WjonhabjeVFx/SJhlQKDQdNEzgexEIamgp126PYcPjbnz3C771zm/lclVw1OA9XV8pcmMuRjpk8O9aD0FTWyk0O9UQxNJWQRhAsyN1/u70QvzmXR1MEE5kI11aqpCIG0ZDWsXSwXZ+y5fDtK6stArVBqe5weTlPJh5C98U2QvpUX4zVskWxYaMKwVRfDG+HZ8x2wFKq25yfyX1kFtdNGlCez7evrBxYuRlgPlflrfn8HU+pkeQmT6kHQZfDc/DYK/PyPhBv/X2DthzqZuxLYVcI8W8JyLkZIcQi8L8RBC3/QQjxK8At4Cutj78M/EMhhAt4wF+TUub3dTRdPDC2Pok9KJm2jYe1nZ3wMIOj+93W1tbRnYiVW2XYNSV4r9x0uLFa4Td/MAsI8jWbsK5y7kaW+XydiuWwVrYIpSJcnC9wciS5LRsUaHSMcWIwwW+dn0Mo0GzpteykCTKWjvKXPja+baFwvUCKfzhpoioCy/GYy9b5G5850glMGo5H2CgykY4ymYl19EsycXNTG/hUX5y/8+ox/q9vfUjc1DE1hRePpHlrvsBob3RbsGhoCr/wwijvLZUxDQUhYLFYQ5QUpPSRUnBjvdoSUFNIRUN3XdDa47ktjGe5Hh8sVWi6PlJCb8Sg1uNRbriMpCLoisJwT5hTo70M9UT4f/70OoOJMCvlBuO9EVYqTcZ6VS4vl3l+IsVAwgyUhD11m5he+/dXKxaW63XUhdsGmJOZMP/p4jKW6yEQ/PKL4xzuj3ee2JcKdd64nmUyEyNuavTHQ8xmayDWSIUNjvTHNvFr0jGDoaTZ0TGqOy6O63c6o2ALub3dFdYitx/k4rrfDE97ntiqAfWwy8226/PmXB5TU4nowTK42711P+iK8h089gpextt/SCkf6GxLKX9hl7de2eGzv0tAEO7iAXGvKeGf5DTnwwyO7ndb+/leW4bdcSWaAQ3bAyTnZnOB1kjcJKQKbmarlC2HkKbywmQvqyWLmWyVgYTJ85OpHX/H0BROjvTwscleNBGQVhu2R812OuWDjWOiDVO7Uy6TSCwn6G55fiIwqdwpMNmq2mtqOxsEnhju4fNPDqEpgt6ITsw0NvGIdtILybQcs6+ulPjO1XXSUYPVSpNPH8uQigQO0peXyzx9qGdH0vVG7tDGkku+6jCXq9ET0XnqUJJ3FkrM5ALl3S89PcR4JobvS2zPJ6yrZOImpydThFSF9xYUeqI6K5Umji/xpKTW9Hh2LEVIV3BaJokbSz6dQMHxgy44KRjqCXeu+Wy2wUtHMp1g4+pKleFUhO9MrxHRVfI1h7Cuka1YqIrJ77y1TsxUWStZSF/y7oLLr75ydFu7sutIapYDCL79wUrnXu6Nhu5kA3S10xXWFw8d6OJ6P/PKQZebg2xVUL67vFzGk0Fgu9u9da/oivIdPPYKXuZoeRsJIf5USvnZR7JHXTwU3OuE0U1zbsdB8AF2mpRfmOjljWtZVCFo2C6pWIiBpkvM1OmPm8RCGn2xELdLFk+MJJhIx/bctxcmenlzLs9MttpxOP79d5aYzISZzTZA0Fncoqa2zYTQ8yVH+mOYutbhEN2P4BhAqW5zbaWCqog7tgX6nWzBxuPY+LRqOS7nbuQASaXpUKrb/OF7t/lvnxthreJQqNuULIefOzkY/E7DIVe1+M7VNTwfTEPQtGWHH3K71OC9hQIrlSZRQ+NQKsKvfGKSQsPh5SMZrq5WqDbdbcdiaiqGorRUgn1Ge8KdbJUr/V1FFTdzl0IogqALTgSBXnCNCh3SdKFu89Z8nkLd5uZ6lWdGUyDg2ECMD1bKLedzyamRJBFDp267HBmMkWx5N8Gd7F+5ZXba9gxr38uvnBjYpPpsts55reniekGAt9PiujXgvZd74kHmlYMsN7eDC1PXODOV7nQWTqRjD2X7Bx18dbF38FIXQpwkULt9QQQkl23sr66r9EcP9zNhdNOcm3GQWaitk/JqucEHt8s0HJeb6zaZuEFIU3huKEXM1LixVqVgB9fnE0cyzOWqdxVxc73g30tHMri+5MJcnv/49gJH++M8M97DbDYgvX7qsT4cNxDsa+uIfPpYP+dncvtWWN1tYbFdn/MzOZ4a7eHGWpWG4/HuYpGvffZoh0D77SurlC2HhKnz6cf6AEmu2sT2PeqOR6XuoGsqng+1psv7y2VeeWyAqu3x88+NUm06fOPSIqtliz+5stIRBExFDCSSLz1zCNf3+XClQjikciwSx1AVVEUQDWnomsKJ4SQnhpOdY7Fdn4VCnVTY4MxUmrNX10jHDG7l6kz1xUiG9Y7y8Ebe0cax88eXV7h0qxCUuEaS9MVDHB2I8/GJdFBWatnaNmwPXROdNvqJ3ghLhQaXl0oYugIIJnqj1G2PkKYQMYJ7utp0UNn+JN/u/EKw7V5Gbs6YHemLcX4my+vX1lEVsSMBeuOYqlmBXk+7020/98SDziv3kgW9l4eNjcGF2wzu8VceG3ioc91BBl9d7B28/O/caY2GwFl6I7qu0h9R3M+E8SBpzkfVsfAof+egs1Aba/vnbuaYyEQ4dyMgTy4WLP7e5x5jIhPj9WvrZOIG11eqDCYNfv31GWqOR2/E6Bgjtr11Nu5zrtrknVyRqb4Y7yzkMdSAQ2JoCu8tlBACFEXQdANzwrZJZTKsB+WP4wPbpPl3O4bd0DGSTAZGkk3Xp1h3SIQNbNfn//vhPD+avUNnm12vMJAwubZWxXElDdvB8SFhaAgRGCUu5S1KlsvnnxzC0BRefz/QNlnMN6g1g7Ebj2lULI9K0yZfs3E9n6urFTQBw0kTB0HNdik2HD7Xyty0x9XV26WOhYTr+UxlYvQlQyRMnf/p04dJx8w9x1977CRNvVPienMmh1AEpYbNpfkCCEnY0BhJmtTCBooiNrXRH+2PcmGuwFQ8ymq5yXg6ynyuxiePZFir2qxVLHxf7ur3tNO93GYRv3g48KgqNx0UFU6NJOmNhTpq0hvH+cb7QNcElxdLQFCecvapI3Ov88q93uMPQj5+FMHFQXL9ftqxlzHjvxRC/L/AIHCVzS7TXXyEcT+ByP2mOR8VT+ZR8nEeZRaq4XhYjs96xebYYBxfSqoNj6srVZ4dT/PaqWH+3YVbnB5PcW2tSkhXWS5ZDCfDXJjLc3qiF8sJCLMb97nNT8nWmpQth2w50GqZy9ZJx3R0NXhCD2nKpvHxMM/z1nHoIDFbJaNspcn3b2TpjYQwDZV60+Xs1TX+yicP8+oTg5QaDpm4zp9+sBYIlamBZ5DrS/7cySEGk+E7Zoy6wJcSXVPwAaEoSOmQMDWKdZurK2UUYCoTI2bqFOs2T4708KWnRlivWZydXgMBrufzo5kc/fEwEUPhnYUib87l+eqZcaQUXJgrbFrYd1r0NqognxxO8O5SiWtrVaYygeLyaslCUxUO9Rjkag59yRA/e3yIsKFgOT4/ml1lLlfD8XyODsQ6HVztxTkWNvCl5JXj/Yz2Rnc871vv5a38lzNTaZIRo+Pq3iYSawabxvnG+6Bmu6hqizfl+URaAe/d7ol7mVfudew9DPJxN7j4ycVerdI/lFJ+HFgUQvy+lHL+Ee5XFw+A+w1E7vVJ5FHxZB41H0cVAtv1qVgOcXNnZ92HhbCu4ktJvmZTa7rYnofvw6QVpeF4rJYbXFkuYaiBNP/R/ji26/HeYpFczeb6aoWhpMknj6a3kWiP9sVoND1m1qtEDY3nxlMsFRvcytf5zGP9qKpgsdDoEE2BO0/aqqDUcPj2B7d57eRIoF/juKTCRkfp9W7YaxxanocvQRESx/Nb3USgqKApgbfSZF+MLz2tc6tQJ6yrKEIwmYmSiYc618lxfWo4KEIQC6mULZdcrUm+anOkP4aqKEykY5yZSnN1pRp04Pg+TwzH+M9Xljtt68+Op3Bcn6WixUQ6iuNLNFXBcl1KDZeBhNlZrFdKjU6beVvFub3ItsdOoW5j6CrHBmIUajZnDvfy1nyxVQoCoQhUVeC4EDU1Xj7axz/5kw9ZKFiYuspkJsi6/HA2x1eeGyOZjnbE6PZzb27lv0QMtUMMPj8TeC/d7SFn4/shTcHzWqKEqrLts3tlTPZbYryXe3zT5x8h+biLjw72moWOCSHMlkDdn39UO9TFw8H9pkTv5UnkUWUoHmUmpP0017BdriyVmOqLkY4ZB0a2MzSFl49m+IN3lzFUhYihkk4YzOdq+J7kwmywuEYMFUNVuL5WwfNlJxiIGoHA23eurvPpx/r44WyO1UpgJaCpAl9AJha4RocMlan+GOmowSuP93NpoUjD9kEEi1L7PFuOy1vzZSqWw2y2xpWlEjfW6mSiOomwwVfPjPPkaGpfx7dTC7nt+vTHTHojGjPZwNfH83yihkpIbZFCW0Thv/D8KG9cz3bGcbtU0r5Oq2WLH83miepB0DCQMCk1HE4OJ3j5WB+aovCD1QqTmWiHmGm5HjO5OppQOlYEl5dKPDPagyKgUA8yPYuFOp6Ey0slfBkI1uWqFv/iu5vNNtuLbLu7aa3U4A/mCmSigXbLZDqCaNEFLdvDaAneeZ4kbLTJywbHB5I4HlQth/VqE8sOjmejRP7Gjq/9jC1dVSg1HK6tVjYo75qd8/nMWA8XZgs7PuRs5YVMZqKA3GYOuZ+MyX5LjPu9xzd+fiP5uOn6OMgDe9jo4qODvYKX3weuCSHmgLAQ4ns7fUhK+fJB7FgXD46DTok+qnbAR/U7m3ySBkIMJcKULIfXTg3vO9twP0hGDM5M9bJesVFVgaEqDCRCVB0XBDw7nuLyUolMPMSNtSqJsE5IVzjcF0dXFa6tVnh7Pk+96aCrCopQuLZW5tnRXvriIebjdTxf8uxYCkEgxHZpoUgiZDAQv/OU+9qpYUBy8VaJqKGSrdromuDCXJGRZBjXD67F18/P8w/64vd0TtbKDd6cy+N64EvJy0czHB9MUmg4AGiKzsmhREcXBQnPT6bojYZ49eQgyKDNfCMXw1AV6rbHicEEluvxqeNxVssWEUPnxGC8ZcNAx6Kh7gTj5szhNBfmCiTDeqeF3JOSpufz0uEMt4p15m/XSZg6wz1hfCl5d6HIX/+Zw3zvWhZVEfTFTWzX58ZalbF0hKVinXM3s0Q0jbrj88RQEtf3eXash/lcnTduZqk0HCqWSyYmyNVtTgzGeeX4HZKoaaislS3iIR1VFdhCcm2lwh9dXkJT1Psq4wXKu9UtyrtVclWLC3OFoI1cSF6Y6N0kZNjG1ocg2Nxt9LCyovd6j2/9/JG+GO8uFjsKz93Onj/72Ivz8peFEJ8AJoDngd94VDvVxU8GHlU74KP6na1Pf/GwTt31dlQpfVhYKTU4O73GcslCVxRODMSJmzq275MKB15CpqZy5nCQNTg5kqTh+NxcrWBqCjfXqwBEdI1b+Qa6qvD8ZC83syofrlaIhlSeHEny5nyefM0mbgZmjhfmCtuecj0ZLGJvzRWCDInnM5YKyhcRQ8P2PUxDpWQ5gbfPPoKX9vG9NZ9HyuCJWFEUzl1fRwjBYwMJHN/n2dEehKLw6hODFGpNzs1k+cN3l1nMN5jsjxIL6bx8NEMmbnYE50xdULFcinWblVKDi3N5DEPF1FR0FY70xSk1HJIRnS8+dagjHAhw6VYRx5OcHE5w8VaRuu1Sabj8dy+MoikKv3txkYl0BE1ROiJ8hq4iFDBbHUmGprBUqLFatmjaPtfXKzwz2hP4W0UMig0bRRFcW61gaAqpSIi4qTOWivCXzoyTjoY2ZTnOHO7l3M11SvWgq2eoJ0zddjFVjXQsdF+BgSclU33BNSw2bAAGEibfmQ7UoNuBwsVbRcZ3aRPe+hC0E8fnQbOi93qPb/28oSt87bNHSYSNbmfPTwn2nH2klN8Hvi+EMKSUv/2I9qmLnyA8qnbAR/E7j1pYqv3UmjB1Xjyc4eJ8gUuLRU5PpHjl+AAxU9vWznl6PMUPZ3LUHI/r61WspksirNN0PbJVm+EeEyRIX3J1vYzt+ahCcKw/xpeeHumov166VdzxOMfTMU6P9wadSaqCLyWaENRtN+Cq2B6GqpAKG3c5ujvHp6mCsK6xmK+BEBwfTHBjrYoARtMRVKFwZbnCyUMJTE3lu1fXuLlWYz5fx/V8ZtarpKIGv/fOEp89PkBvTKdmBfuxUmogpSRbdUiGNZCS0ZTJt96/zWSmErRCDyaoNp1NGYvOefUlo70mrge6pnDuZo4zU2n64iGkFGiq0hHhS4UNTC14yr+xXmWpUOP9pTInDyVYLjda3kdldE3p+FstF+pMr1QYiIcC92xTYyFf53OnBhnakkGZSMd4+VgfwheYhkLD9XirlSGCuwcGO/FOwrpKOhZkEStNl8tLJeZrdRYLdZKRPsKG+kBl2Id5z9zrPd5tRf7pxr6utpTyN4UQPyuE+A0hxB8ACCFOCyE+c7C718VPAgwtUHM96MnjoH+n/TRXd1xWKxZ1xz3Q9PPGp9ZUxOBTj/XxxHCSVx8fojcaotRw6I2G+PIzh/j8k8O8dmqY6ZUKQ8kIX356hC8/M4JhaEz1RxlJhVFEQMCVUlKzA2UDVRGt/yqdsstex2logXGjqgiGe8LYrs+LU+lWySXY56+eGd9X1qV9fMmwji8lPqAIQcVyMFSF0d4wtaZH3XGp2Q6PDyaoNB2mVyqYhtrimDS5sV7lvcUSi/k67y8WWnLukkLNRiJZzDdoei7lhkO16ZGt2ZQaLmPpMK8+EQQJr19bx3YDSSrb9QkbGq+dGubVJwZJhkNMZmKM9IQxVIWzV9c4PZ7adn7awaShK4xlIvgSTh1KMpWJt0jOCjXHJWoolBo2mViI6dtVYqZKzQmCv7rtIYTg/Ey+sz9tGFrgUaVqgobrgwzEA50WUXavwGCl1OAblxb5w/eW+calRVZKjc42g2vtcWmhgKoIXjqcJmJoXJwv4Pr+AwUcD/ueMVrcnobjbTs/u33+Ucw9XXz0sK+itRDibwJfA/4V8POtlxvAPwNePJhd66KLg8VOT6qP8mluWyuxK4mbGnXb5ezV1W0EyE5rcCtFrykK0veZzdZZKFikIzpV2+PbH6ywWm4ykY4ykY4w0hOhZN15st64eFuu1+GTtNHpVGk4OJ6Primo3Hu3Ufv4HFfyxHCC66sVJB5DSZPBRIiwrvHSkQy38jUKVZuLi0XkfJGG7dIbMXA9n2wtKL2ENAVFgetrVT7rS4K13aNsuaTiOn5VUm44CFewUlSQUpKrOtSaLiFNoVB3WCzW0YTYpAfy7FhPR9CtULe5vFSiULcRwCsn+reVIdrnps3LuZWrd0pIVivg6I2ZDPeGGU6E+XC1jCYEt8sWPWEDKeFIXwxdVXbMdGwdf20S8F6llLvxTgaTYV49OUjD8TjUE0ZTFZ5VBedmciwWGsTbQdl9jvWHec98lCxKPiqO213sjP0y7v4W8IqUck4I8Xdbr10FHjuY3eqii4NFm4uxsYulPUnuRXS+nwmtarkUGnZn4d+4ja11/ucnUnzn6hpJUycd1TctRBuDHV0TXF4qETN1nhhK4ENL3l7hufEU7yyUWCk3+O6HFiM9YcZ7I6hC3FUxtTcaomw5rJYavLNYBETnvdFU5J7Ocfup/JvvLDO9UiYdNZBSMtxjEtIC9diZbJX/+uE6Iz0mt7J1JnojKEKh0nSJmiqe7xMNaSAgagRk2GzZYiZbYyoTIaQqlCwnCOw8iaJApemgCfjgdolq02Wp0KDpely6VUBIyUtH++iLBZmtczNZNKFSsRwuL5UQCFIRg6Spc+5mbkd+iaEpDLRsG9olpHzNZqnY4M+fGmI0HaViOXzr/RWiusZkJsJq2SJba9IT1pnqj3b0bnY7bxuDpddODW8aP1uxH95Jwmx5ankSTQVT13h6tIeXj/XRFzMfmJD+MJoDbNfn7PQamipIR417cg1/2PgoBVFd7Iz9jtg4sND6u81e1AH7oe9RF10cMGzX55vvLDObraGqAs+T1Jouv/zS5J6T5P1MaO8tFDqKrYaq8OdODbJetTdto/3UWqrbnL26drodD3UAACAASURBVEdWfjixyTk5GdY7wU6lEuiV/OyJfhaLVmAs53gc7o/RnzRRlopoalC+mM3WqDUdfvfiAk3HZygZ3lEx9ZvvLOP5PtOrFRZydcbTEV46nMHUtfteRHqjIaKmyscn04FRpONRbDh85blRHNfnt87PMpYOk46EsF2f6+tVJjMREqaBJ6MsFhoYQoACS0ULTVG4vFzmUMpkudQkFtJIhHVc16diucRNnam+KDfWqxTrDobaIFdroikKxZrNatnCl5KeSAhNFTQcjy8/NcyVlQq5WpN0NMTJ4QTxsL7JQHIrNhJGp/qj1Jse4+kwo+lAOE5RBK6UnByM8afTa4z1RslWbY70Rbi5VuPPPzW8r3O5nzG3H97JduG6IHA9dzP3kVmc53NV3prPEw1pqEJwciSJu4Mj+kGj6/P2k4H9XonvAb+25bVfBb77cHeniy4OHuWGw/RKmbip0xM2iJs60ytlyq22XQgmsFLD2cSTaE9oA3GTSGtB36suX7Vcvn5+nlhIZ6w3SlhX+effvYkCm7YBwQJ0fiZHT1jf5JxcaTibFqL2k/grJ/p5erSHwWSEM1NpTg0neWEqxUA80DkxDY2pTIyQpvLUSJJM3ERKmF4po2uBLYCqBkJptucHwcxykRtrNVLhQJ8kX7V5d6mErgpcPyjLbDwn+0HbvTcdC6GpCmFDxfMl87kqv//uEleWSlyaL3J2epUf3MzxvWvrTK+UMUOCn328n//ziyeZyMTwfMF4b5S/9LExXj7ax618g3rT5XBfLPByknTco+dzdZDw+FCS/rhJWNcwjYDzI6XkwnyB2VyNxUKwjW+8u4SqCBQEE+kIqWhoXzyQ9rX4zPEB/uLpMfoTZkuKH3xfYqgKpqYxnonyxEiSp0aT9EZNfCSvX8t2eCkPOub2yztpl3defXyQqKkylIzseyxv3beHDdv1eXMuH2ga6RohTeXifAEkj1yvZadMVjuI6uKjg/1mXv4m8AdCiL8CxIUQHwJluuJ1XfwkYpu96ObXd3raDRvaPbeErlctarZHfzyE50uEArbn4bZarzduA7gjKz+S7HAv2s7J7d/YuG9Nx+N2qdFxhn718SEAzk6vUWu6KAgOpcLomorvemRiQYdQqeEQNbTOAm20hMx8X2CEFKItQTzb8zuLVs1y+fYHt9lYRrqbS3lbmK6dFbBcj4vzBWqOywdLJR4fSVBtuihCYNkuHi6+hERII2EYXLxV5MvPHOLvfi7C715aZDIdqA5fXirh+j43sg3GUhHG0mE0RTKbbdCfCCF9ieVJYiENIcDxPBQRiJlJAn9ZXQksBbJVm/FQhISp8cx4D1eWyihq0J5+Nx7I1nHSduZulwC/emac95dL1GyXJgJNFR1jxZ6wvulp/kHH3H55J4YWOGSD6GxXVwWVikvZcsjEQtu+8yhKKO0g99mxHi4vl4NMouvx/GTqvrMd98tZedRdh13cH/YVvEgpbwshnifQexknKCG92XWU7uInEQkzEDGbzdY7ZaMTg3ESpr5ryvi1U8P3NKGtlBp879o6K6UGa6UGIT3IOJTrLtWGQ1/M3LaN9vZTEYOnR3soNhx+/rnRDh9h276FdMpNm1cfH+x0EgF85fQoL0ymODeT5Z1bJSqWw7PjKWSreyVfbfLDtRx1O2jnncnWSIZ1Hh+OsZC3sF2fdNRgNl/DcoKgAySJkIGuBbYBZ6fX+Mrp0Q4BeOMisXWxO9IX5dJiifcWikQNjdNjKa4sl7m5ViMVNcjXHYTQkEBfLERI11BVgesGT7uZeIj+eAjH8zu8lJGeCB+fTPPuYolDySgN2+fxoR4uzBcQCkjHJx3VgUB5t9nZR0EmHuFwXwxdU7gwG5BWQ3pgwTCWjvCZ4wMMxM09F7ydxslGZ+72ueiJGGQrTa6uVFguWhzrF7wwlSZu3ilLAQ9lzO0F2/UpW4GztLlhcbYcl4u3iljudu7Xbsd5PyWUjcHsxvPTRjtgMHWto4TsSp+JXbRn7oYHCbgela5UFw+GfbO0pJSSwGX6zYPbnS66OHgYmsIXnh7h7NVVGrZP2FA6SqdbO3o2CrhtndBePJzuLD4bJ7b2hN8bCfHqE4P8+wsLeL7NcMrkc6cG+XC12hFT2zgpbt3+504ObiJS7kzMFOg7iIgdHUgwno5xZqrKhdkCtufjS8nPnRzijRvrdzgotkfJcvji0yNUmw6//YMZvn+zgBA+w8kIv/D8IY4OJvn2lRUs1+Ot+RKeDDhCL0ymiJt6xxxP+vDysQwX5gqdxe52qcG/fXOBqb4Yni95cjRJKmxwU69Rt91W6U7Db3kJKUKgq4GPTnuhbi8m37q8QqFub+ID6ZrKy0czRK+rXL1d4clDSVwv4P8M9ISRUvLLL05wfT34vaXC/8/emwfJdV1nnr/7tny5Z1XWjqoCUIWtCJAEwRWgJYqCJEqmLY3sVluyZ9w9Y0dH2NNhh2OW7omJmOmYCEd0dDgm2g6HJ6Z7xt2taUvy1rJl0TJlQQspEdwBEiAAYimg9jUr93wv33bnj5eZyFpRoAASNOv7B4WsrHw333Lvued85/ssntrfxUotFLcrWh77e5Jk4xEqtsdkrkZH1LjlQrUZSdZ2/UZmI7wPTo/nGOlKMtqV4IeXlxCKIGnezHqpQrBQtrE9v2WQuNU9915MDeeLFt86O8PF+TIAY30pnhjp5NxsseXtdGK0a5VDeTPAuBMidM2x5SoO40sVRrrjZBORVWNca0WgKYKTB3vfU8BwJwKuHQ2Zex93T/N8Bzu4B9HcAXbGI3zp4eENRb022+2mo/oqcu1L13IbLhbtE/5AJspjeztxvIDjo12kTI0bKzU+tr+bwUxs1aR4qwnzdtPZhqZwoDfFnmyi9ZntHBSAZFRpqQi7fsB8yQm7eDSVsYEkk3mb+wc7QcKbE3mSZthS7fuy1akTBJLxpTBL8+ZEnn29Ce7rT1OxPc5OFZBS0peKMLWi8/ZUkacOdrfk3DtiYQDlBRJFBPQmIwxkTJwgWLVQ96WjfOnhIQSQNnWSjcDL1BV2dcQ4Pprl7FQh5PGIUMyvaHuAYG93gqHOOI4fMJGrkjB1MokIZcslaWr4EgqWgypEGGRtQ1F5o2uxtrR2bDizauF/fG/nqvbksb4kz52bxXYDzk0XUaSgPxPd9J57L6aGAKcuLXB9uUZ3wgTg+nKVeETj6YO9WE7AYEcUTQk/dypf5c/fmMLQlJYD9U+T/Wm3clgo2SQiOgulOv2p6LqA4k4FDHdS9XcnaLl3sRO87OAjg+0ayG21223++3fjuU13du0Lm9HIJph62PbbzFIkIxonx9TbMrC73XR2ezmn3dCvfTEqWy6uFxD4klMXFzE0peXbc2O5xkh3AtvzGetP8ur1XMgLkvDAYIqqE2AHHrMFi4imhqWQksXl+QqW4/Ha9TyLZRtdVTjQk+CBwTQ/uZpjYrlGJq7zm0+HXkG/enwPiiKouwFuEPDsAwOkzPXCYwlT47NH+kJDxrK96vvvySZ4ZE8HmghFy1xf4vihb0+703ZPyuTZ+weYLdY4fS3HtaUquqJweFcqLBs2FImLlrtpiWOjaxH2YDZKaw1H7mZw1zy+piocHkjzs0f6SUV1njs3G/poxVUUAW9NFQiEXJeRu9UiutViDVC2w+BUU0ERCmqjy8rQlbB92pNoBpQtl/GlKk/u62q5qZ8ez3FiNMtL13LvqYTSHJuph+cyE9XDQLGtLLg2a/jTBgw7nJWPBnaCl/eIHQGjDxduJ5V8qx3grXZ2a1Pge7ti+AGtbor2FP3tcge2uzudWqly6uJi6MWjqZwYzbYE15pjm8pXGV+qMtKd4C/PTJOv1tFVpSW6VrAcCrU6z5+fD92mPQ/XC8jEDN6eLjHUaWKoGrbrh35MXgASao7Lt86uhORQVaErHuHvLswzkApNDt3A59E9PWQTJrqm0NEolxCFhUaws9n36oxHOHmoFwSrAhzHC7ivL8XbswW8WqPsMNaD64faIcIKg7bH9nQCoT1CZyzCiZEsb04WeGNihQcGOzg2nOa5c7PkKvXWuWm6iq8NNNs1WDRF8P1Liy1H7mZp7UsP72IqbzOVr7VKJi9eXeLYcAbbDdAUH6vqEtEEw9kYDw11MNKVuC3dla0W64WSxeW5EpP5GvMFlaFsnCAIA7KUGbben7q42BLdG+lOtLJrzfs6qmucHOtdZY55u2MLgtDRummb0F4WfK/YbA7e4ax8NLDtJ0QIkQV+FuiXUv4bIcQAoEgpp+/a6O5R7AgYffhwu6nkrXaA29nZrQ0ySpbLX52dWZWif69+MrcS0bu6WObfvzCOoSmYukp3wuD3v3eF+wczLcfdZ+8f4BuvTYZO00JydqrI5YUyg5kYtuuhKgqeF6CrCilTR2/4E80WbDIJAwLQFJVPjnVzab7EYtnG0BRcPyBh6vSmTdJRA8v1sR2PdxcqzOYtTD1sO72xXOM3PjF6WzvkyVyVU5cWG5kspfXcvT2V5z/85Aa2F6Crgi8/Osgje7pYqdZ56VoOIQS5ig0BvDSeQwY5ao5PtjdC1FB5YDDFj6/mcNyAr70yxeH+FAuleqPEYdOdjPCd8/N8qY08DavnASSULIfJFau1+DtuwIXZCp9/cIC/PT/Hk6NdrXLX9y4scnZ6hdm8Td5y8TwfIRTOTOZ5bE8nXzw22JpTttooNX93fCTL6fHV2RGAF64scag/BUim8hYXZot8+r5eTo713PwsEZbJdB0CuXUprHnOt7t5aw8kelNmK4BbWxa8XdxqDt7hrPzDx3btAZ4C/hJ4HXgS+DfAfuB/5CPWLr0jYPTB4l5of9zuzq49yEhF9VUp+ruRyp4vWpy6tMDpqyvMl23uH0ijCMFL13Ls6oiSiekoCH50eYkju1K8M1skqqncyFXZk42zOxsnkBLbkxwdSnJitJMzU0WihkrN8UiYOvt6dA4PJIlqGuW6R8o0+O9+Zi8vXcvh+5JL9RKPDXewXK6jINAUyFUdTE2QTZoowHTeIhXTeeHKMp8a69lWSWJqpcofnLqC0jhn+3oS/OjyEp8Z6+OPfniNXNUhqoft0P/55SnG+jKt5zQIXF6+toIfBIx2JznQm2B8qUJ/2iSqq7w9XSJl6vRlTK7nKpyfayjtxg2Wyg5vTuQpN8i4P/dAf8ifaZsHmh1YlbpHwaqDANfzAYW3Zwq4QYCUksGGQrGuCS7NlxCBwHZ86m5AzfGJGjCRsyjbS0jg1z822rIH2IyI2/679uyaoSlcXijx+o088YhGLKLzuSNpHCn5R8eG6EpEbhqDRgx6k+EzMefUKNnuulJY+1zXDJS2u3lrDyS2KsVtF9udg3c4K/+wsd3My78FfklKeUoIkW+89grw2N0Z1r2LO0UG28Ht415qf7zdnd3dTmW3HJyFQsrUKNkq15Yq7O+JU/cCNEUhoiloisJKzeH01bCEpWuhZ9C15dDleXc2TqXucXykk309Kc7NlLAcHwWw6j6u53NxrozjBVRsj1rdJRUziBoKDw1lSERVUhGDTx7q4bsXFijbHn4Aw9k4jieJRjTyVQeBQBGCVNTYFiH11MVFVEW0+DhXFyuMdCc4O5Xn/EyRZFSn7vpkYgYzBYvpfA0vkOia4K1rRQIpKds+kyuho/LhXUkKlkuu6mB7PidGu6i7PjN5i1LNpVx3SUUNKnWPQ30JipbHtcUKv/+9K/zWyf2kY0ajlBZ2YJVsl+tLVTriOrYbEoXTpoZEpSsR4ZXxHP2pKMmo3upoS5g63akICEHd8zE0lYiuoAo4O1VgvmBx+vrG3CpY3179wpUlnrmvn6iu4ngBr13Pt0TfAK4sVjkyGHJ7YOO5LG7qPHO4D10Ns2jPvzO/6vcrVp1Tlxbpikdua/N2JwOJnTl4B7D94GWPlPJU4+cmFd+5jb//B4MdMtgHg3up/XEzIuz7dfyN0JzQszEDXVMYykS5lquyWKrjBZLRnjiaomA5PoGU6Lrg2O4O3pou4PiShaLNY3uzpKMGihCcnS6wvzfV8CYK22yrtstc0WYPkI4b6IpgcsXiqa4Eri85N1PiY/u6OT2eIxrRePaBAfZ3x/jGG9PoQuGd2SKFWh2JYKw/2fL32Q4hVSihPkk7H8dtWBmoqoKuKCiKYLFkY+oq6Xjo11S0XKSEUs1FUULforxVZ6Ho8JtPHcBHtp7dt6aL9KYjTOdrBFIyU7CIaArvzJY4MdpFRzzCXNHiuxcW+PKjw60OrJihsVSuY6hhwIIUXF2qMNaX4qHdGTpiBiPdCYq2S61hhHlkIMX15RqKEppIylAcGM8NWHLrlOsu/98rN4hoCkd2ZYCNRQ2jRphtytfqvD6Zx3ICkqbGQw3DyWO7Ozg/U2yJvj22p/OWnXVNLpHjBet+L4PQGfyDDBx25uAdwPaDjwtCiGeklM+3vfYp4NxdGNM9jR0y2AeD97v9cbPy1E/Ld7obqWzHC3C9AJC4vuTIQIo3JwukIioSwWN7O7g0V8bxJNmEwclDPZwez2FqKj+zr4uehMGpS0toqqDmeIz1JVty6J3xCPGIzhMjWXRV4fS1ZTRF4b7+JGeniggBjh8QMzRKdZdYRFtHqE2YOl89PcGuDpOlissTeztJNsiim2Va2s99VA81cZomiEXLIQgkJ/ZmeW0iz5H+JFcWq0gkjhfwsf1Z+lLRFhm1UneJRlTihka57qIg2N+XQFEFHVGD+3el+H9evM6NlSqGqpAwNfpS0YZAX8BS2SaQ8M5sEdv1qXs+x0c7eXRvB69PrFC2XWYKFtm4wWypzuN7Orm6VKHu+VyaK+N1h+e9XT9lpVrnW2dnKNoOuhZyeASSmusBYDkef3duDk/CxHKNjx/swdRUkOD6AaYWLuBzBYt3F8q8O19CCMHxvWGm5bXreWh0Lh0fzbaMK3e3ib5tp7Nu7e9PNsp8H2TgsDMH7wBAyG1oGgghngC+DTwH/GPgq4Rcly9IKV+7qyPcJh555BH5+uuvv2/H2+k2en/heAHfPDO9KvNSc727wjVqckfaBeyaJMXtjuH9uj/ag6lSzcH1A9JxA5AUqx5DHTGSUZ2y5VK0byr2riWbFq06mlCYzFu4foAfyFZ55Ntvz9KbNPGCgNPXcqxU60QNjfHlKgrwxWO7SBg6UytVDENFV5RVhFq46ayd0DUUVWx6XjYLDpvXpGL7qAo8c7iP3lSUb56ZxvECLsyF3lSaAr/9qQNkE2ZrQb26WOLfvziOpqioiuBgb4JYRGuVX755ZhoFeHOygOtJ3pxcYbgrBhIyMZ3Xr6/QmYxgqgpCEfiBZKgjxj//5D5+fG2J01dXuLpYRlXCLpq4qbO7M0YqFnZgBYHktz+1n6HO+Lp7JFetU7ZcSpbLi1eW+e6FeRxXoiiSqKFRrDl0JiIMdUYZ60uhKqLlAr6vO87XX53CCyTzRZvRnkSozTKaJVd1eGxPB29OFm4ZaN/qXr2VgvIH1bCwMwd/NCCEeENK+cja17drD/CyEOJB4FeAPya0B3jso9hp1MQOGezu4INufwwdp2dWWQdUbY9/+uTItrM/79fk3i4AZrsu15dr2J7PAxGdEyNZzkwXSDbKWsmo3hKjg/UlrIWSxe9/bzUh9sWrSzx9oBe4qZWyJxvj3EyRka44ezpjuF7Aq9dXGOmKc3GuRMLUVxFqn71/ANv1QXBbkvu6KshV6/z12Rl+/oFdeEEAUqA2xtdsp27eE/u7E9T9gIeG0rx2I7/q3N83kOF3PnVwXacS0FK33ZWOcWw4w1vTRSKGwnK5jqGqVOoeu7viqIAdSCKqwmh/kqrj8cKVZY4NdfBXb87SETNCV+uoylK5zheODjCQiVL3Agq1kD/T/j1Ltsti0ebMVAFE2Mb9ybEeLs6XKNRcao6PqiiYhsbebILhrhi6ptKbNFuB87mZEvf1p0jHdM5MFYjpGjXXo9gw89ydTbC7TaAQQl+rjZ6t2+Gr3CudPBuNeyeg+ehgu91GR6WUZwm7jHawg7uCe6H9sWS7XJwv050wW3X/i/NlSrZLqrHj3Spl/n52o1muz2LZZmqlxsRyjYgekkOTEa2xKMotx7q6G8rg/sEMmZiOKsLA4bXxkEMRBJKqXSNu6iAEnzjUxZ7OBAphyWiubCMDSJr6KkJtV8Lgj388zvVcFYCxviSfP7pr00CuGRzarsePLue4tlhhqeLw8niOqK5xfDTLnmwcy/E5dXGRZ470kYjo3L8rxUvXVlAVwZ+8MsWx4QxDnfFV5344G+dXHt/dundWqnW+eWaaSt3jrckCwbBkqDPOw8MdZOM6VxerBEgShsaBviRvTRVJI+lJRYDwPCpCkIzpDGVjpCM6qgKOJwkoNfyDFFzCe9ltmFzOFy2+eWaad+cqTBVq7MnG+PiBsCR0fqbEA7vS/PDdJWzXw/UEiYiGokAiEnY1hQ7HAQESX0oURWCooXN406PI8yUnx3pa57T5fTd6tt7rYv9Bb942Gve9khHawfuD7XJe/l4IsQR8DfgTKeX1uzimHXwEcc+0P25WRZXby/5sNzvzXheN9r9bLtv84NISihCUbYesEmG2UEOIDjwZcGJvKMC2nUxVVFcxdYWS5fLufJlL8yUUITgxqhI3dEq2yzOH+zA1lefOzVKsuVxdqmC7Ppbjs7c7vopQm6/VeXfeIWaobbL0NU5dWuBLDw9veC5UEcr3vnajwHypjuUGJCIaVt2naHm8O1+mOxlpdPissFCymFqxsFwPU1eRAcwULHKVOp8/OkAmZoRuyZZLVzLSunea95rjBkzmakgkf/P2HJ841EVvMsrjI1kuzpVYqbmsCAeAdFTl3GyJmaKNqSmc2JfF1BV6EibDmSiv3si31Icf2pVCyjCr0yzlPXdulprt8dZUkdmSTcUKvYsuzZcxVIVPH+4DAc8c6UNR4CdXl5nIhYTemuPx0FCaq0tV5ooWVxcrWK5PEEh++fEhrixW8QLJof4k9+9Kc6A3RaXu8s0z062yYLXu0p+OrXq2HhxM84N3l0JeUkT70Cz2GwUpnfHIXds03MpUcgcfDLYbvPQBnwW+ArwlhHiHMJD5Uynl4t0a3A4+OvhpCLl3MlWciuqM9aW4vlxtc5xOkWqUX+6E/9B73SGu4qkgyZUdBtJmqC9Sk8wVbVKmyunxFVQhePpAzzp9jWZwsRaGpnB8JMsfnLqCH0g0RWG0O8HFuTLHR7MgQG+QWU+MZleVmMb6k5yfKXG4P8WNlRpFy6HuBuzOxijabut4qiqwnGDVNV17LoYyUX707hKVetglNNgZww18vLpP1fGo1UP/JF1RWKm6mLrKTMHCUD0gbBO3PZ/T13JENBXb96l7AY/sznB4IEPC1ELhPM9nfKmKrobt18hQOv8zY31869w0BcsjbepoqsJUvkbdC/jZI/3cyNXwGyJ7Xzi6C0NTSEUN9mTjreBloCPOF47uYiJX4f998Tq6prBYdlip1pktWViOTyyiUajVQapMrNRYqThoaljq+dXjIxi6hqGE51sAV5eqPLK7g//rh9dapbN93Qkuzpf55MFe8rU6Z6YKXJwvc3G+RNX26U9HiRoquWqdi/Nlhhucm6ihcm4mz38+PdG4hgrHR7P83fn5VS7mTWz3+Xo/SjabbXJOHuq9K+3T2zGV3MEHg+1yXnxCsu5zQogo8AXgN4DfAyJ3b3g7+KjgvbY/3ulUsaEpfP7oAKcuLmK5PrqqcHy0c917NpsQb5WdWTv5li1300WjHWv/Llepc3WpQiZu0JuK0pcyeenaMkLRiRsaB/uSvHhlmWeO9GE53qYmku1IxwzuH0qTNDTenCwQM1ZzKJrXor3E1NSOqTkBvoTelEkQSD59uIeXx1eYL9pEVL9FZo0aSutz1n6nuaLFN8/OoAkBCFINt2nXk/QmIyBhqVLH9nweGsxwealCR1wnWJS4gSCqC7riBtOFGtdzVQYzUequz5+9NsnXX5ngyECK33x6H4f608gAVqp1chWHxXKdQErqns+JkSxVOyAT06nYHoHjUffC9uNM3OCJVBTb96nZHqmGgnDc1PjkWA91LyCiKaF2jOvz6o08mhZ6RZVtl+WKgyJEqPGiKkR0hUAGOH5AzfP5ubF+DE1pBQBNknTdC7DtAENXub/hym2oCmXb5aXxHBXb58pCmQcHM/RnTHKVOhfn8wxnQ1G8Zjt/0XLJJiLkq3VevLqMXfeJmzpLJZu/fGOaI7sySOBzR/o2FcLb7N55v0o2m21ymryhO9kFdTumkjt4/3FbZ14IYQI/B/wS8Ajw4t0Y1A4+emgu+jXXY6FsU3O9WxJy2xe/3qRJTNfCcoAX/FRj6UtH+dIjQzx1oAtNhddu5PnmmWnmi9a2//6LDw3ycw8M8MWHBldN4u2Tb75a5+x0gTcn8/z5G1PrPt/xAoqW29rRtk/a6aiOqgiGO6LhAucHdMQNPv/gAD+zvwtTV3l9YoW/eGOa3//eFRw3uOU5arYk66rKg4NpyrZLte7h+XLVtWiWmEIFXaW1UNQ8hwuzJS4vlvibs3MsFC0KlsMbEytMrFTY2xXj5KHe1ue0fycvCHkyhqryxEiW3R0xCrU6VxbLFGoOji/5pUcH+cVjgzyyp4OkGXJzavWA4c5YyMupu5iGylMHehjMRIkbOpMrFumoQSKisViu88cvXm+0U3cxtVJjJm+hq4L+lEnB8vj22zM8f2Get6cKvDVd4MZyhYWixXyxzouXF/nG6xP84NIC52YLlCznZtBd9xGEQn6aIkA09FAapbSYoSFlGIRlTI2C5SADwaHeFJ861MOXHxmmMx5pGUJqimCuaHH6Wo6fXF3m3HQBx/UxNRWBAMLuKFNT6U5EUJRQW8bzg1XBCoDrhdlDTwYslG0WKnWkhFhEQ1UETgAVx0dTBRFV4dTFRRwv2PD5OnVpgbmCxXK53rqH7tZzuBHaNzlwjeGqsAAAIABJREFUU6m66dN0u/NH8/naCM37U1HCrGXC1PClDE0lG1ICO/jgsF3C7s8Cvwx8HrgAfAP4DSnl/F0c2w4+YrhdQu7dVtoMtVKM91RDX5udaa+ba4qgbLmcny2FMvQxg0xUX/X5a3eyx0eyq3aWri8Z60sSj+iMdGu4QcD+7kSLX/LmRL6xsBmML4ULW3cysuU5as8aeYHkyGCKx/Z0sjub2LLzCwl+EDCXd+hLRag5Pj94dwFT19jXmyAV1RnujPHLj+/B0JRWx0v7QhQgW9e9J2Xy6ft6cQLJnmyUuWIdVQj+9LVpfv3je1tCeL2pCONLVfb1JNnfk2i1iWuKYH9PgkvzJQC8IKBSD1Vtry5XuLxQItHIpORrLn4gkYSBxWs3iuzuNJnNWygCKk5AJqqhCMlswaZYc1ko1Tncl+I75+b4p0+OMNaX5KunJ7BdH0UI/smJ3aRMHVNX2NsV4935Cl4Q0J2MMNafxu71GV+osLs7SlciyjOHe6nUXX507ub13t8T52uvTK0qEb0+kW85PJfLXksZOBYJz6Xt+jh+gECEWj2+bLlvf/7oAJ3xCJbrU6w5nLqwQExXKVgutucjA4nnB1yYL1Gtezy2t4OeVHTV82W7Hi9cDlvDdU0w1pfi80cHiBpaqGbc0AkyVAWvvt4x+k5gq8zm7cwf28kU3U1TyR389Ngu5+X3gK8DD0kpr93F8ezgI47bIeTeTaXNOxEYNQOWkuWsKtuM9SV5c7JAvubQETM4sitN0tRZKNut3dzauv7p8Vxr4WpO2p8/uqu1ILV3lLQWtpEs8Yi2amFzbzHxbrQANHeo7QtC+/tcP+CvzsxQ93wmclXmSzbzJZuueISDvUm6EyaTKzUmc1XOzRZXLRgnRrOcuriILyVBINnXnUBTFVaqDrbr8cZEAUNTkIGk4nj80Q+ucWJflo/v7yZqaLhN88joTcn7Ys3hubdnmS06LFfqqKpCV9wg7BLSODtVQFUEPUkTz5MoIjQkDCQIIcnEI2RiOjEjSrHm0JuM4DQCtD1d8VDJOBnh4nyZ+ZLFm5MF9vckeHehAhL+5OVJfu1jakuHxfZ8BIIvPjTAYsXBclTu25VESoGuKrxwZWkVR6Vsu7xyPc/B3iS9aRNDVdBUhYWy3bJTKNluK1OmKQr7ehK8NVUgbzmYmrru3mgXnovqKk+OdvHqjRUihoKpKcTjBv2ZKKpQ8H3JS9dyfOa+Pppt8roqeO1GnnzV5YHBGIpQuL4cOpd/4eguqrbL+eliiye2tyt21xb3rYKUreaP9g3EdpsD7oap5O1ip/17Y2yX83Lf3R7IDnZwu7ib2i8/bWDU3NnZbsC56UKDjxDFcnwuzpf5woO7kEAmqpM09VWfv1nglIqGKq15y6EjarQ4Ms0AI2poLV2VqKFg6tq6hU1TBI/t6dxi5DcXAMcLuLxQaqi1sm6H2v4+XYOpXI1y3SOiKagNv57pgsWBHpUgkLx0PUdvwmwt0H/22hTpmI4QAgVanTOXF8pcnisxV7Rx3IDdXTHmynUCCQlDQxMK3zk3Rzyit0iyR4fT9CajmLrK6fEcgx1xfvnRIf723CznZkN/po6YzsmxHgIJgS95dE8nrwY5pgoWluNxdCiNBGRAOH439BuSQiAaGi+C8DxojS6gvzk7y5uTK9xYrtERv8lF+YNTV9FUeGiwg560Sd31ef6dRZ4c7SIbU/n+pTJ+IHm6O0617rc4KksVm7enihRrDpqqYBoq/enoqvvD0BS6EhE+tr8r1K6phdo1TVHBtcHKRtf3vz6+m+5UhLLtUbFdrixWGkGKZKQ7ztmpAq4vW23yiqJQdTwGO2KYDa8kVRUh+dn1oVHKuom1/7+zuNUmZythPdcLWq7isPXG5E6bSt4udtq/N8emwYsQ4n+VUv5u4+f/Y7P3SSn/t7sxsB3sYDu4W9ovhqa0sgLCAlNTtx0YtXMATF22+AjtZRtFFZw81MOpS4uUbK8lnNb8/I0Cp2LN2dDNd6MJ7uSh3lZQZ2jhwmZ7Pq9dz/PqjTxvTha2nAibirav3wg7e47sShPT1E13qCdGuvjRpSWWq2HXTEcjKKnUPXLVOrsyJooMF4p8zeGt6QLnpovs607wxGgWU1O5sljlM2N9/PVbMzy2N4sUcHGuzMRyDU1VSEVVFEUQN1Revl7miZEsihD8+PISf/HGFEOdUfZ1J9FUQbY3PNe/9OgwyhtTRHSVjpjBRK7GcGeUVEzH1FRO3tfLStWh5vh8+dFhxpfKfPX0BD2pCDeWa+zuNImZGrvSMabzFgXLZVdHlELNIQhC7lHZ9hEizPqUbA/X8VhSbXwJ+eoiP//AADFTw/EDVFWwWLaZXKkSAD++muPwQCLUxlko89K1HIEERcDjezp4a6pAIFl1fzhewESuwqs3VlAUkIHkxGh2nYLvVuhLR/nKY7u5katw+lqOuaJN3Q0Y609yYbaMqakMZqK4vmSl5vDEaCdCwNWFSosj4vsNXygBcVPjqYPdq0jL7cFAezAB3NVMwkZu2y9dy60iyZ+fKdKfNkmaOmU75L2Erfrr8UFp2ryfmlEfRmyVeRls+3nobg9kBzt4r7jTk4vjBdzIVXjteh4hwpr38ZHstnc8a4moG5VtmoFI++LTntFYm1F6ZHcHpy4tkonqZON6ayJ79v6BTSe49qAOQhn8lKlvOhGuTatrotHOXLKZXKmxrzfBQNrccIe6O5vgqYO9pKN54qaK58HVpTLJiEogJVFD58JcCSEI2419SVRXyMQMzs8UOT6axatLlqo2lbrHYNokEzN4aCjDlaUwS6EIhQd2pak2yJoRVeWla8vkqg7xiEpHLMJ03sIN/JaDs+tL4hGNpKmja2FJRFVEizfj1cPr8czhXnwpOdSf5l99/gh5yyGiKEwXapybKYKATMxAAG4QcG2xigDemS3REdMpWS7Vuo8iJR4CTRUkdI2a43NmqsCjezowVIVq3eWtqSKeH2AaGsiAv3lrnpSp8fyFRaQM6Ema9KdMViyPA31JHt3bwXBHvGXrcOriIq9PhK7gx4YzmLrGS9dyfDEVve1W5jOTBTpjEX5mXxdvThZ4eXwFVRV8bLQLTVUo1x3OTuVx/YAgCMjGDWYaxPKxvhQnx3pa4o2uJ4kb2rosZXswUbU9QLYsDu50JmGjBf/UxUWEEGTj4XiSUZ2R7jgFKzQabZaDnjs3e09lNnbcs7fGpsGLlPI32n7+b9+f4exgBx8s2jMOpqZybHcHphaWIvrSWy8OTawtOa3lI7TvBLPxCGXb5XsXF/lSW7t0M6NUslwWyhY/uLTE2zOFFkemI2ZQqrvkLWfTCS4d1VvjLVrupu8DWsEaorHIOR7DHTEWinaoJmuEC//4UnXDHaqhKTxzuJe663OxQZR9an83EhjqjJE0dTJRnVdvrCCRZKIGgx1RVEVQ9yVFy2Uub/GH4zkmcjUimsLjezpwvIChjhi7syGHIhAQyIDBTJQXry5xfalCyXbpSZrEDRVfSvrjZsvB2fUCjuzKMNIVx/EDDFUhV3NIx4xWcFesOetayYc6YjhewA8uL9IZC7M4nVGfxYqN5fj8zP4sl+YrBEF4bkd74kzkahRqDjUnwAsMSpZDyfZwfJ/BDpOfvb+Pr786ycW5MoqAlOlTtV0UReGBwQzjSxVmizbDnTESps5ErkK+6hDRFc5NF1v3jaYK4hGNmK5xfrbE8ZHsLQmyG2XnmkTbqKESNcLM4o2VGpoiMHUNLwhaxO9mFiZuOvzKE7tbPKPm8TYr37a3G+sKvLVUQBXh711f3vFMwkYLvrAgCFarTWcTkVaW78nRLpJR/Z7LbOy4Z2+N7XYb3QfkpJQLQogE8D8BPvB7Usra3RzgDnbwfqE50WpCubk4tGUFtrvjWZs5aZZtmnyEVe3SNYfzM0XyNQcBfHaNxsZ3Lyzw9nTYEmuoYZvs+ZkiR4cyaEroitw+wZUtF3eDFPhmE2HJcvj220urgrWYrvLOTJF0VKcvbbJcccKShyIY6ky0/JHWojMe4RceHsRxAwxdAQnPX5gnaYZk2v5MlKPDGRwvoK+hYfLajTxVJ9SSGV+u0JOMkonpXJwr8+LVHD//UD8f39fdckNuZoa+9soNtLJAUxWkDFtX616A70t6kiZfOLorbGsVgufOzeL6ktiarEDzWn77ynJYaoobuN7NBXVVBs0PyFfrvHE9jxTQk4wwmDF5d6FMvuZQtBxAsK8nQaHmUai5aIrCw8MdSCBu6kzlbTKxCEOdPmZDz6VoOSRNlZmixWK5TtrUqHsB1ZLNTMHm5x/oZ1c6tiqD0JsKNW/qXpjNa9fh2Si7sln54dn7B9Z1sHXEdB7Z3cELV5ZxvKBF/NZUBU2FUl0Qi2itduwmNivfWq5PruKwUArJ6JMrNQbS5ion8juZSdjoPjc1leMjWU6P51YFV4oq0DWl5f91r2U27ian7x8Ctttt9DVCbZcFws6jg4AN/N/Af3N3hraDHby/aC5W2ZjRWvx9KdeJtG0Ht+LiaIqgbIe192a7dNq82S69ULL4g1NX8ALJYqnOaE+CuuvhyYCS5VKwXD53pI+EqbUmuKl8lfGlKiPdiXUp8I0mwuMjjZ38BsHaSHdo6CeBvrTJkYEUSVPH8YN156G9zNZO7O2MR9YFVqoISzSv3ciTq9RxA599jTZn1w8QSKZXrDDIc3zu78+wvzfVOlaz1Tpu6jx9sIfDA3XemFjh2lKV6UKNw/1pPra/i4SptRbyjRau5vWYyFV45XoOU1cxVIUHhzItDY/mQjhXsHh3IbRMkBL606EQ38SKRc3xiUd0BjNRplZqZOMRTox28/cXFpBINFXh2HCGou1Rsl0iusKhvhQTuSpuICnWPPZ2JemMRZABXF2q8NjeLJ6UDGXNFo+lPYOwVKpju+E5Dx2uTX7h2NCm/kVNReGoHgZhzUXal3LdPTHWl+T1iTyKEpKWD/QkWgTd97LzV4VgfKlCIqLTlTCYXqkxnbdQNvi8O9FVs9mC35eOts5FexfdvZ7ZuFdMMO9FbDd42SOlfFcIIYAvAocBC9iWx5EQ4o8Jxe0WpZRHGq91An8K7AFuAP9YSplv/O5/AX6NMLvzW1LK57f7hXawg42wnYmxuVi5vuTIQGqd0d3tThybcXGaE+x3zs/fbJceSJGMhu3SJdvl1MVFVCWUrl+pOkzlqgx2xhnrT+J6cpUib186yrP3D/Dnb0zx5L6uVvfSqUsLPHNffyu9v3Yi3CpYyybCzqbZYo3Xruepuz7zJZvP3Ne76jttVmZrBmEbBVav3ci3dvcf399D0tTJ1xyWKw5l2yMdNRAExAyVi/Mljg53rDpm+3WKGioRTaU7aaAKEAJevLrE3nytYQgpWqTNVNRYtXCVLJfnzy8wX7TRVAESSpbD4yNdrfc1rRB8KQkk6IpgtmCzXKkT0QS5isfYQJLOuEHBcpnIWzw+2sXe7jhBIHlyNIsbhJmquKHi+5KYrjDSHWciV6Vad1mu1Fmp1hnsiPKJQ1189oF+OqIGz52bXZdBaFoECCEY6U4w3BHF0DQiqsp3L85vyH0q1hzOTRVRFYHZ0Iwx9LBlOh3VV3XTPHdutlXOtByfuaJFqe5Qqostd/6bdcX4MuxeWijVKdkeA5kY5brDfLlOshF4b6RrdDvck7XP9mYL/trncaNA58RotlVKvVcChQ+KMHyvY7vBS10IkQTuA6aklMtCCA0wt/n3/xH4Q+Crba/9S+CUlPJfCyH+ZeP//6JRovoyYYA0AHxPCHGgYVGwgx3cNrY7MW5XpO1OoC8d5UsPDyGAtKm3au6aEi6iQgFTV/EDyUhXnPOzxbA0IQWfPdK7zkrAlxJDU1olGtv1eP1G6ArdXCSanJ3276IpYbvrSHecC7MlHD9oBWsJU+OAmaJsufynlyYIpOTaYoVfPb6bB4Y6tlVm2yyweuHKMopCa7wdMYNjwxlevZEnwEETgk/f14umKuvS+M3r1CSuGqpCNm4Q1XWuLlRQl+EvXp/mQE+SR/Z03CS0rhEALFRdTl1aoDsRYXKlhhsETOVr/OKxm5yHphVCVFeZK04R13V8KelNRZgrWkghmcpbLJXrdMYNyrkq+YrDvu4EIJnMWy1CqKaIMPtQsBoEZMHBnhRdyUjopu34ZOMRepPmphmEqKGxuyvGbN7GckPbh1ij9VxTBWN9aeBmCaRku5wez/HgUKZl6PjWdIHf/tT+dYv6RryouKnxzH196A19mI2eg626YqK6SjYRoT8VbWnA1FyfZ470kTL1VbyY99JVs9mz3V62an7HzZ7DrbhP9wp5dwfrcTtlo+8DScIgBOAY28y8SClfEELsWfPyF4BPNH7+T8APgX/ReP0bUso6cF0IcRV4DDi9zbHuYAct3O7E+H6kadt3ip890sePLi+1lFCfOtBNKhq28e7rTrScm4c7Yvzax/ayvze14Zjaa/26KlrS8YMdoUbId87PryIEQzihN9VhHT9AkfDsg/0cH+1uva9ie3z91Sk64xESpkbF9vjq6Qn+VXcS2/Mp2x59yciWZbZmYBU1VKpOqAOjCIHrBuSqddJRHdeTjHQnGeiIoYpwkZdSUHO9DdP4felo6NvkhvotP766zMRKhRvLVbpTJlJKTENdR2iFmwKAekpBUcKyxkBHFAUo1T2uLFU5vi9oCbqZuoJE0pcyWSzV8aREUcJjICWLRRuEoFBzOTnWwy8+PEgqqlO1Pb7x+iSP7+2ko5HJiJsOX3lsN7bv8+KVpVbA50uJEwQ8tqdzQyHA5r1YsT0mlmtEdZWS5eEHkuvLVWK6ykTewtRUhjpjoTVA6N+JF0j601G6kxHqXkChFmoGbXUPtZdR2om5G2Grrph0VL+5IfDCoODkWA9dici2/v5W3VObPdubldA2QvMYfzee+1C3JX/UxOy2K1L3O0KIzwCulPIHjZcD4Hd+imP3SinnGp8/J4Toaby+C3i57X3Tjdd2sIPbguOFXi62G7TaJLczMd7NNO1GO8WNgqXmhD/SE0cGcHKsZ0Mdj/YJq/k37dLxZdvblBDseAEX58s8OdpFue7yzkyJvz0/z2LZ4eRYD33pKHkrJOs2g5mEqbFSq3NlocSFuTLvzBa5pqmMdMUYX65tWGaL6ipV21ulwNqVMIgZKi+PFwFaUvMQBhdF27slQTFl6iTN0LxxcrlKoeZhuwFly8X2AhTAXRNMtS+UeiDIxnSuL1XxG9oqow0F3ZLtkjL1Fmfm22/PMpGrIUTofD2QjnB2MmxXriuhmFvd9/n4/m70Rnbn1KVFLs6VWmXBjniEUl0QNzW69AimFirkHh/NhlkPX7aIyU2svRebZZipFYuS7VKxPWIRjbzt4QcB/+XMNEOZKGZEY19XnJLtrCblIjF1ZcOA8HYJomstLzbjjtwJJ/aNsFnQU7Ld9e3Sa0qo2/2se4W8eyt8FMXstpt5QUr53TX/f/3ODwfYWJpxw/YGIcQ/A/4ZwPDw8F0azg4+jGgp3Ho+56aLKIJ1SqXvN7baKW63e6MdG01YTZ6K74dZgXb/pHZCsNHodvECSdpUOTtdIB0zqLkemipa7+uIhnyYXKVOR1ynVg8QEl6ZyNEbj3JitIs3J/JcmC9zdDjNo7s76UlGW3L9N3HzEQ6k5NpShU+P9bG3K0GuWsdyfRIRnYSpbfi9N9pVNjkpf312lqrjExAQNzUUIUiaGgU7NCb0ZMDJgze5Oq0MlRa2BMcMBSklbhAGcwiQQdhdFTd1QCIQfO7+fiZzNRw/4M3JPIWaSzIaqtvGdJVy3eXlGyucnSlwbqrIob4k8YaFwZuTBY4NZ1Z1OrUyEvWbGYlbLZTNMkx3IoLjBUyu1CjbLqoCXckIhZobdjfpGjMFmz/6wTW+8tgQV5eq2wpIOuMRTh7qBREGh8A6a4iN7r2xviQX58ubHmOrDcHtBE3t98FmQU8z29TuybRRCXXteb3Xybub4aMqZrfdVum9wO8CR4FVWwMp5XuNGhaEEP2NrEs/sNh4fZrVoniDwOxGHyCl/HfAvwN45JFHNu7f3MFHDu0PczYeQZFiQ6XS9xu3u7vbasLfaML61tkZvEByZbFCzfHx/QAhYCATW0UIbh6vOWEXrbDzxA8kvi+JGypF28NyfSzHY1fG5CcN5dfOmM6+3gQXZsrMxeocGUjx1MFupvMWjw5nOTdTxAuK67pd4g3XX6fRVfSjy0uoathxdXmhQr7moCpTfK6RGdpqoWxXFn7pWo6K7VKue/SmIqiKAkgcT3KoN8XTY93saeMstS+U5bIHAg7vSlOsuaxUHTxfYmgq13O1lh7JSsXh/GyRzx3pZ7gzRs3xef6dOTrjYenDl5KVqouuCTQEyYhG3fX5/qVFkqbG1cUKuiao1j1+/WN7V5WF2u0emryTjYLVjTJse7piXF2qoKuhw3c2YVBzfIqWx0Am5D8tlm3eninxpYeHbiltv1lAsva8b3TvXZwv8+z9A+9ZPn87wfpkrhraIQjReo43CnpSUX3DEmpfyqTqeJy6uMiXHhm6JXn3w9KW/GHPGr1X3A7n5RrwPwB3StflW8A/Af5149+/bnv9a0KI/5OQsLsfePUOHXMHHwGsfZj7M1ECIfnkoZ4WGfKDwGa7O1WITRetzbD2OwokZ6aKmIbScpZeqTrYjtcqWazdTbaIr5cWWCrb5Ksugx0xfnI1x96uWEtp92BfmkN9KeZLdd6eLXCgN4XjhS3e52dLHB3MEDUUXptYQVcUTD3ktDRT9WZbd1DM0MjXHJBQrbtcmq9s6qwNW2uUNMXPKnWfvpRJyXLpTpo4vs9TB7r4lSd2ryM2w2oBQIDLC2V2ZWKcnymiqwJDDY+tqoLFks3lxQrTeYsfvLvIEyNZAikxNZWD/UkWSzYgWKmG3ktXlyuwBDNFG10VWG5Af8ak7kmOj3ZybqbEQEeMlKmzUq1z6uIiluvjuD6aqhAxlHVlwq1KjZ8Z6+MPf3iViKYS0UMDyqVynZgRtopHdRWl4cmTjuobmmxudJ7LtstXT0+EXkzx1QJumy2WzWO8V2wVrE+tVPmDU1dQGvfvvp7EhkrSa8uuzRLq4f4Ur91YwZey5Zrd3oLffl982HgjH+as0U+D7QYvh4EnpZTBezmIEOLrhOTcLiHENPC/EwYtfyaE+DVgEvgSgJTyHSHEnwEXAA/473c6jXZwO9hMqKo9cPkgyG0b7e7G+pI8d272lrXqteNt/4626/Hy+ApTK1VMXSWqqaSjBqah0JuOsVx1qHn+hv5MfekoX3hwkMVinclCDVNTQyIqIuSvtC1SPSlgJvweR3alW1yaou1ysDfOfzw9SbHmApLOuI4vRStV39zFT+VrjC9V2JWJcvraCrbr0Z+JrXPWbu8W2WihbCoLm7oAAffvSnNhvkRvysAN4BMHty7BGJpCVzLCZ+7r5dJcifmiRa5SJx0zmC1adCUiCKlxebGCpijs74mjKoKXri1zdKiDwwMpdFXholCwXI+y7TGUiZKM6NQ9H88PUIWK5XokIzo9SR3XhzNTK+F1NBTmCzbLFQcEXJkvkzRV+jMx/EByfqbIb53cT186umWpMR3V+Z8/ezAUsFOgljY5N1MkV623Fvnm/bIVL2LteQ6kpOp4yEa5r303/34slmu9kNqlAxwv4OpipaVFlN6Ax9IKUG0XXVW4NFdqdbb5vuTVGysbdhF+GNuSP8xZo58G2w1eXgAeAt54LweRUn5lk1+d3OT9v0tYptrBDlrYbsBxq4f5gyS3rXWpbepqbFWr3my8zaxJ0zxxsDPKlfkKr15foT9tEjUUarbO4cEIQcAqf6b2czlXrDGZr7WUZMf6kihKqJCrKSIUl1MF1XrYweJ4AR0xg6NDGXJVh0+O9fC9Cwvkqw7JiI4QcHG+Qiaq0xWPoCqCi/Nlfma0iz97Y4qH93TQnTAZqdZ54cpyy+5go0yUKgSOF1C23VXu201l4SAIVXT9APZ0xhnqMLm+XOPcTImL86VbtroPZ+P85tOj/Nu/v8LB/iSFqks2EcEPJH3pCNdzNTpiBo+PdJGMaEwXLJ59oJ/ZfI3/8NJ1KraPHwQ8sruDQ31JzjfazYUQPD7SwWLJIaIpSAFvTYfS+H3JCCXL48dXlzm2uwPL8cnXHK7nXCwvYKwvHZY3LoWmjrcqCQx1xvnlx3e3rmeTLKwI0XoWgHWZle+cn+e/enAXiipWkW5t1+P1iTzzRZtXxlda7eYb8XXuxmK59n4/NpxpSQc4XtgFVrCc0DNri4DJ0EL37eOjnZydyqO64fc8NpzBCbavmP1hwIc1a/TTYLvByw3geSHEfwHm23+x4yq9g/cDtxtwbPYw3wvktq10NdYuTFuNty8d5Zn7+rGcgL5UhB++u0Q2EWGxHAqCFWoBv3Csi6HOOJbjt/yZ2ttIm8JspqYiApgv2owvVxnKRPnkoe5WK3XJcliuuhzuS/LKeI6R7kRIjkTy3XcWODOZJxs3qDfKEqWa23B/zvHw7g5uLFX54aVFZooWCUPjk4d62NOVYKw/SaXu4fih2un+njh/8cYUQoG64wMCLwh4Z6bISHeCbMLgqQPdq5SFY7rKKzdW6IxpXF2qcPJgN4YqeGMizyvjKzy+N9vqnmqe0/b7IpsweXhPJ5mYHgZCUlKouXx6rJfnL8yTieqtwClpapiaysvjOTxXkq/WcQLJfHGZ/rTJ8ZEsk/ka+UqdybyF4/ooQqE3HeGdpQp7uuK8fGOFvpSBJyWOFzBbsFCEQBGhe/m1pQrDnTEUIVqKxbfKcrRnDPrSUX7+wQGQtLprlsv1hgCg3rKkmCtYnJnIc6g/STYRYawvybnZYktw8Nn7+7m2VOWl8RyP7Ong5KHeVce4G4vlRvf7S+PLuC7syca4katRtByCQHLy0Prs2kYbnD3ZBI/s6UATStiW70uCTVq9ecEZAAAgAElEQVTwP8z4MGaNfhpsN3iJA38D6Ow4TO/gfcZ7DTg2epjvFXKb44XEVSRbcmBuNd5UNGwXrtZ9TEPl/l1pCpbL/t4Eb08XyTb0NHRVUC575Kp1Xmg7l7lqncuLFR4eyvC35+dRFIEmYKw/yQtXlkAKHh/J8sZEnt50FEUIHh/KULQ8dB06o1F0VXBlvsz1XJVDfUkuL3ikYqERo6krvPjuEpP5Kvf1p1v+Q9+/tMgXjxlkExGevX8A2/WZKdT44xevozSUYKu2i66pPH2om/5UlKLt8uz9AxsqC3/lsWG8IOCNGwXGl6q8eDX0K/KCkFuzlf5HZzwS8nQIj2s5PqYelpU+16bDA5LH9nSGbeWzJYp1j6iuUKmE7bl//dYcTx3oYjJX4/GRLP3pKEXLpeK6uB6MdHsoAsYXy7w97eN5Pstlm5rrk46F5SbHCwiAgUxDq0a7SdBdqYXZho0W7SY2CvIBTl1a4J3ZIpfnyy0NnErdozcVZaFUpz8V5eJ8macP9FKxfboTEWIRlcHOGNN5i2fu66creVOb5W6VXdfe77brcXayyFBnjNm8xXBXlFQkvqF0wFaCdScP9fKjy0vkas5HpqzyDx3b1XnZcZXewQeGOxlw3AvktvZJtlp3qdY94qa2IQfmxGh2y/G2k26rdY9io2Rxeb7MfNEmV6lTj/gtqwMAx/PJ9oYLUZNg6QWwuyuOoSr4gWQ4G2c6bwGhtoumCtJRg4LlENFVsD0sN0BGQ37MI3s6KNgO8yUbyw0Y60sAIdegaHkEMiCiKQx3xphcqZG3PZYrdb740C4q9VDp9vsXFrm6XA2N+1yfxXKd3ozJj68qPDycQdeUdaaQTQG8jpiB5weYhsL5mTKmphI3Qp2WybzFfl2jZK3X/2i3MTh1cZGFcuii3WxbbmYYmt5Nr97IYzk+Zdul6ngsFC0CBH4gSUYUzs0UiagK7y5UMHWV7qRJOedRc1yklLx8fYW6G5Y+RnsS2K5HR1QnHTX4xMEsl+dqVF2XKwsV9vcmWx5VJ0aznLq4iKLA6fFca2zt2CjIP3VpAaQgZRqcGMnyyvUVrixWONibpDdtko7pFCwHVRXYjs9UvsqluRLXGjyZfT0Jkqa2qvX9TpRdNwt+NhNbvK8/xd5snILlrrLG2Oq7t29w1pZr/UbWayeA+fBi2zovQogx4B8Risv9cyHEQSAipXz7ro1uBzvgzgYcHzS5bV1Xh66Sqzo8faCHVFRfx4F56VpuS2NBaFoNDDOUifJvv3cFhMDUFB7bneHcdBEPSVzXODHahaYIfnJ1mf5UlGRD2XasL4VQJbbrg4RjuztwPUnUUEDe5JVUbC+c+H2J4/lcXahwfbHa8sv5+IFuPjbazXcvLpA2Nd6aDp2pm7ou7y6UOTqUYVcmRiKi8eVHhombGt88Mw0SynWPqKZQqDlIGg7SCHRF8PpEngeG0uuu+dp7Y7gjyrnpAoGUWI7HaHeCqusTSAlitf6HrjWyUZU6lbqL1+wLEOtVF85MFkiZeosvoikKi0Wbui+JagqqpnB5oUJ3MkLN+f/Ze/MYOc87v/PzvFe9b93Vxb67eTQPkRQpURRlW/L4GNO27Niw4409m8wgs54gmyDYYJxgF8FuAuxmF8hiM4tgJkGQBJlkZ9cTZBfjJA409kiyzYyPGdG2JEokm2pKFJvs+6yu+3rP/eOtKtbVF9k8RNUXECR1V73H8z79PN/3d3y/Ln35KtNrBT7/5CCqIphLlVBlCUNVCGlQsRzKpkPZcnhhIoYkPG6ulfHwkITE0+MxxhKhhps0wiMZCmwZeexG8lfyfo/FYFTH0GQ+/UQ/Zcvh1GiUm2vFxjNdyZa5PJfl9ek0sgDX9a/x8lyG3z5/x0pgL9KuW5Gf9lb2utiiIklEdImS5XQQ2IYYpe3bK9TvvdsLzkqu3GEg+riLuT2u2KnOyzeAfwH8R+DXgb+NbxXwfwCfvW9X10MP7D3h2Em+fq/D4vXjWY7b2GDqtQfpWij7hSPJrhGmWFDbUX3B9HqJif4wiaCG60HZdjkyEMYBjg6EUST/exP9YbIVi5Ltk8CvnBmhLxTg+Qk/umA6bi09MQj4hZ6DUb3h0VOy/O89cyDR4Zcz3hfiy08N88rkckOl9sRglEP7grx6bYVbqRIhTeavf+IQIV1pbDoRzReXG4zqLNS8f1RJUKhaXF/OYToenz3R33HP7XMjFFD5wpNDyEIwmy5TspxGfURUv6P/UbEdLs2k2ShVubKQwbTchr+SripdxfzqzyWiqxwfiVJxbGbX/XoVF9A1GceFfWGVhXQZRZZ46fIi/8PnjlGsONxOlTBtB0kSNS8iCdf1COsK02tFzh1KYKgyv5je4NZ6iaGYUSMgFQAGI1tHHruR/DoBrf/M8wRPj8WRZdF4pn1BlT+ZXPa9mSo2RwcjuJ7HqeEYFcchFrxjJVAfC1UWlEwbTZZarBe2m6M7IT/NnUKG6qsQQ3dX64YYpeX6YpSeYDjeKUa5nYFoLwLzwcNOIy//G/A5z/PeFkL817WfXQaevj+X1UMPrbjbAsHNSMhWxW173Y3UfLy6vklelZlcyLao3/pvhF7XCNN2xXhly0FIEAooCCEwVInVvIVWUyItmw6S5OK6XsMxul1Q7NhglJFYsCGaVg/N14XUwqqCJAssx+XVa8sMRvSufjlDMYOvPztOtmyymKnw3moex/H4zBMDfPnMCP1hnULV4rtvzTc2nSdHoowlDBYzZeJBhZLpYDmCqKFh2i6O4/KfLi2ymKvw4slh+kKBxnNtnxv1upajAblDM+VTx/p59doKv7yVwlBkIgEVVZZYzRUZSxgdXkiaIrV0PBma7LtuhwKcPzFIsWxzY7XArfUSmbJFKCBhOR5RXSMZVhmKGby3WiRmaBztF1xfyjOfLmI6Hp7n0h/VmdsoY7kukYCKJkt+3Y3lULVdLGodNZvMi2a0E7l6jY6uyrx2807krk5Wy5aD63j8/s98l2rL9Z/jOwtZVEWiUkux5E6ajfSiUatFmpzPIgDTcZnoD5Irm7wy2Wlq2P73t9MUcL1T6PyJgU1fWlrFKGUkgS9GKbwWWYCdGIj2yMsHDzslLwP4ZAXu6Hx70F22v4ce9hLNC+BuRLA2IyFbRVX2uhup2/GKVZtU0SRdMhu+NxFDpWQ7fORgH5dmM7uOMNXfUI/0h3l3Jc9a3kYAnz85SKZkNswXZQl+7dmxrmSo/nZaNl1UBV6Y2NfY+GzX/3P/yME+hmPBHfnluB61c/rnCagyo/EgAD+52rnp7N9n4Hguo/EgU4s5FFlClQXLWRM8j7VilatzOdayVYbjwY7Q/3adMHUCUqmlkSTJ72RKBFVupcByvA5jybqqa75i8fotX2XY0GRODEX42ESSqeU8gYCC48InkwY/v5UmU6oQUGQOJEMEVBlVljizP8Yf/NlthuMBsmUTz/PTQ8cGfINLgZ+OUzSJI/1hLs9nyJQsdFXi/Anf9m27yKNpuyiyxCeO9JMpm7w1m+GXt9MokuD5iSSxoNZhr7Cer7KQKRMOKDUtJI9ry3nGE0FCAYUnBiK+I3e0WfVYUDZtlvNVbNcjX7UQCMYSoZa/mXq6s2K5jULjoZixqxTwVi8tHWKUMQPXo0OMsv65ZFDb0kC0hw8Wdkpe3gT+KvDtpp/9ZXrKtz3cZ9xtFGQzEvLC4eSWtvd73Y3U7XghXeFXjw2gSIKYrhIx7uiXDMeCnD8eaHjLbHXOdhL2qWP9vPT2gq926nicGvEVRBvmixWLycUcf/TmAtPr5Zb24ULF5o9en2UhXcFyXebTZf7svTXCAY2z+xPoqsSlWb+N9tyBPk6PRjf1slnOlvmj12f58btr6IrEUEzn+cNJHI9GeqHrpnNigIShkS6b/HBymen1IqbjspwtI5BrkRKFP7+Z4uvnDAYjxqbksp2cLWfLXJha5Y2ZDTRZIqTJBBSZ+bUSIU1hvJZqsFy34YW0kis3VF01WUKRBJ4nODMeJ6jKLZL4nzs+yMXpFC/IEj+aWmU4GkCRpYZI3GDE4PRYnEhAIRnWsCyPmY0ShaqNLAm++cIB3l8rspKvIMnw137lYMMjqn4fm23ipu0ykyrww3eWubFaxHU9LMfjuYMJ+sIBXNfj4nSqOwEXIEmCsbjBcq5C1XEJSILPnRjgyEAERZZahAPLlkNAlQnrKk8ENUIBmaVshcnFHIf2hRtzfKNc5cL1VRTJd+0uWw7XFrJ867NHd50C3izq2FWMUpU6VLTrn7NqfxP14vV2A9EePljYKXn5beAHNTXckBDiVeAY8Pn7dmU9fOhxL1GQbqRho2RyYWp1y8LHve5G2ux4+yIBvtDUhrsbtV3oTurCARVJSHz0UB8xXaVYdfjBOyuoiiAWVnl7PkO8i/niRrHK964sceH6GpGAjOtBJKCQLlkENZV3V/KAX+shWwJFFpt62Zi2y4XrK8ynK0QDCkJAqmhyaSbD0+PxxjhuteloikRIV3hiKMLV+SwVy0NX4VAyhIsf0akfZyfkspE2kEUjbbBRNPHwCAX8NNDx4SgxQ+W5QwlGYkEqlsP3riw1VF3zFYvptQJF02UhW0ZXJJ4eizck8WOGnyK6nSogC4nryzlyFYuyafO5k6NEa23jqizxzHgfl2bSDMV1nhyN8eKTg4z3hTg9luB2qsDFmxu8dnOj0fXUXMzaNVo2tcovb6VYyJQ51BcioCtcXciwPlllLOFHycaTRtcxiuoqJ4YivL9aRFclUgWXREhjLl1mMKq3iNPV57PreZiOy0DQV7sNBRRc1/LTaWHfhsJzwXM93l8vElBkIrrKWr7ChalVfv2jB/ZEI2antXDNn7Ndj1Nj0W3FC3t49LEpeRFCJDzPSwN4nnddCHEc+DLwPWAO+J7neYUHc5k9fBhxL1GQbqTBTxWw5fH2ujh4q+PdjdoudCd1/+nSHJ4nmFrO1QocPXTNbw8+0h9Cl+VGl4YsBDFDJVU0yVXq7cN+bYwkSazlyuzvCyNJgoAiU6zaqIpEsO273bxsfDNHF9t1cTyX9YKFZftt0s8dSjTupd7evZJ3MTSpRQCtecyOD0VIl3yVWleAaTmMxg2E54f/d0IuG2mD0J20ga5JnByKcngg3FCZrdfLfP/qIvmKzZWFDJrk17uokmAxVyVuqAxFAhSrDr+4vcHfcFoz52/NZjiYDHF0MOyLEDoe4YDfsn3uQIKf3lhHEoJTozGeO5RoMY0E+PH1NW6tF5FlP41UrNp88+OHus6/ZlLmuL6w3pVyloFogLVcFUkINgq+59LUksJfODXc8bw0ReJjE0kml3LMbpQbhodrBbOrOJ2vmTLAtYUsa/kKuirzxEDEH2PPbRDx8ycG+FHNtymi+55KuiojJBqS/XtRDL/TWrgPowLt446tIi8zQBRACPEjz/M+C/zRA7mqHnrg3qIg3UjD+eMDXJxObXu8vV7otjpe/W16J2q7dbSTukLV5IfvrLK/L8h6oYple4QCCkcHAoQ0D1WWqDg2xaqN43iNVmhFEuDR2NjHEkGWcyWqtsdG0WQsoXN4IMSV+UzNq0e0fLd53OopLFkIVAXm02UiAYUDfSrZkklYUxiJBVsHpkZAGv/eZMw+9+QgP31vvTF+9ZRVfaNsLszcTjvkYDLIlYUMjgee8PjiqSESYa1xD3VSGDNUbq4WKJs2JdMmXTTRah06Jdsvjo4ZCpmK2fh++3NJhgK8t5LjO2/OUTYdptcKHEgGiegqnzzW3yGylitbTC3n6AtpfgeT4jG1nCNXtloE4trnQUxXWC9UUSSBkMBy3BrhlAkbik/YBPzpu2uM94VaomS5isXVhRwfO5hEV2SiukK2YvPxI0mWc9Wu4nSxoMbf+vRhfnZjHSH5c/hzTw62FFF3IzlH+sOUTZtXJ5f3tFV5p8qyzTUwzf//QcPD8GV7FLEVeSkJIU4BU8BHhBAC6Fhl7tassYcetsO9RkG6kQZNkXZ0vPYF8V4XjO0W2N0QtXYhrzduZ5AlwWjCQJMl3pxNIwSUTJuzBxKYjsuLJ4d4fmJfSyv0p471EzXURj3ARw8leGPGr8IvVhw2ChVevVbm3IEE4YCfPmj+bnONS3MK61h/mNdCas2kUbA/GWaiP9iI/BQqNi9P+rL7g1F927qVmKHyjXNGi8DYRH+kJWXVfg3tBaonhiL8q5/cZCHjtx1/5GCCTxzZut7p7IEEr91cZyxpMN5n4Hge/TXfo+n1AlXb5afvrTU6ntqfYb5sMb1W5NmDCd5bzmOoCusFk7F4sEsRLCCgZDqk8nkkWWDbLpoqY7ndl9j6+YpVh5F4EM8rsVaoUlU9AppMfyTAcMxA4GvoOE1+PvXxyldsri1m+eihvpoDtYTj2RSrzrbidJ88tg9VkVs605rvZ38yxLc+e7RhGilJgCUaejkP2prjYXqa7RUeh3vYK2xFXv5X/ILcOu22237vG5tAr1S7h/uGe42CtJOGuzneg1gwmonadjLwzZ/N521s1+VgMoztQH80QCKoMRIz+PiRJJ4ncD0PXZUZjBp89Uywo06luR7g5EiU0bjfAn15PocqC6q2y4nhICXT4cUnh1oKiQsVm1cml4npKsmQX3g8vV72hcVqqRjhCUzXbZgGvjK5zFuzab/TqmbKuFEyWclXOootm0lj2bQ7nkPMUDvSaHMbRf7PV9/lzP444YDC8xNJri5mCQdUzozrKJJEoWrzsxvrfKOpS6mdfOiKzLkDfbx4yr/n5yey/MFrt5heKxFQJP7C6WH6goGWDbiZbFu2S384wOW5LNPrBcKaQiyoIssC2+5s0fXTfS4V2wXbI1Xwu41+cG2FF58c7Jhz9fNduL6Ch8eBZIgXTw1RrNi8cm2JfNmiajn0hQKMxHTCAQWjZm7YiDDpfoTp8lyWp8ZiXJnP+sWstaLlbm3JhiazlCnzL/70JqfH4o1UU7e/iWbTSMt2efWd5YdizfEoeJrdKx6He9hLbEpePM/7l0KI3weGgOvAk9whLD308MCw07Dw/Tjeg1wwhmLGjmTg659tFvJyXY/31wpkyw6DUZ3jw2GyFXvTQuDm2odmQlfXcAkFWi0BJMlPPajynbFbzpZ5uZmIjERJhALkqhYvHE5yaTZD2XJbPHZ+8t4aMV0lEdQQCCYXshxMBrm2mIMmfY6hmNFCGm3HJVsyGU+EGiSp/hyaIybrhQo/fGeFiu0SDiicHIly4fqqLwWvSkR0/76rjq9uu1290/kTA+yr+UM9NZ7g772o8x8vzXMwGURX/eWzeQNuHkvX8fhHf/IOhiYT1hQcx2MlW6FqdY+qLWZLgMD1XNZyJgNRnfE+A12VNp1zdXXl5w728fqtNLbrdzF98fQwN1bz3ForUbYdnhiKNjpr2lOUZ/fHeW06RdF0Nq3FyZWthrGj7bi8v1ZAkgTxoIqE2PJvov73ZtruQ7PmeFQ8ze4Fj8M97CW27DbyPM8G5oUQz3ieN/OArqmHHh4ZPMgFw7RdXruZ2lYGvg5NaRXymhgINUTZBqN30iw7KQRu32Acp9USwHVb61zqpC5uNBGRxRxnxuIokuBAMsyBZLglwrVe8J2Nx+IGp0aiTC7mSBWrbBTNmn7MndbnL50eaZDGimXz1kyWG6sFTo+aPD0Wa5Ck+vGVmmrt5bksLh5RXUGWBO+u5JlIhpAlarYGfiGxn3KTGpGIzQTv2sc9GQ7QHwngbVEw3FzHNNEfZiVXIR7UWMyUMTSJVMnk/PGBjmf/+q00fcEA/WEdRSqgSIJgQGkUSG825zRF4thglIPJsK/GKzyCqsJytsqxQZli1eFTT+xrkOCOCJOqcO5gghdPDre0ZtdR1/+5tpjl5mqBE8NRKrXxCdQ+m8/bm9bmNF/n3aaBm58RbK/k245HwdPsXvE43MNeYqet0rNCiH8E/BUg6XleTAjxeeCY53n//P5dXg89PFw8yAXjbonSZhvubguB69+pbzCD0QDTa0Um+sOYjtuy0dzp4FE5NRpr2BxkKxZfODXUcg1wp6W3vgGe3R/nzFic5XwFTZEYjhst15cumw0Z+jdmcsSDfp2E43otJKlZ4+blyWXyVYuK5WJaDrN4lEyXgXCAr50d5WV3iTdnM6zmKgxEA1Qtm+tLWaaW81Qs3+X7+Yk+jg5GG+mourt3t+jMRrmK58Inj+3rWgRqqDLJsMZwzG+1liW/EHpqMYvrQjKcaUSZypYDwq+zuTyXwfVcCqbHxL5Q1wJp6KzD0hS/3VwREq/f9lutIwEFz4PXZzY4MhBtfK6zmH2wK/Gok9RowDd2vDSb4c2ZjUbHVL5ic2kmTcV2Gl1jW6VU7zVtW6zYgEeoZvWw0xTuXncRPgw8Dvewl9gpefldYBT4DeDl2s+u1X7eIy89PLZ4kAvGvXZXdbumuzlmIyVVtrBcF1WSOt7Im4+bCGqcGY+TKVt8tdZ23OzY29gAdZUXDu/j0ky60Yb75aeGee1mZwdYwtBQJEG2bOF4HgEhMx43kGXRlST56ZNx0sUqs+slCpZDruIQ0vzrHIwa/PpHDyJJswQVmb6wRtl0+PbFGZ4ciXJtMcvtVInvX1nk8ycH+fiRfUwt57vWOQ3FDJ6fSHLh+irZksnv/vAGRwfDDEb1DpPB5yeS/OCdFa7M+0q3qiIR1lRWchWGY3ojClYfT12ReXIkykaxykKmwttzGU6NRPnKmdGW8d+sDktTJA7tM/jOG3PYrkvRdHhiMMzbs1menyhwbDDa8oy3Uppu9+IyND+lN58p88LhJG/NZnjt5jq6IvPCRLLDE2q3c7UbmtO2qiKYnM8Cfp2W5Xi7SuE+Du3S7fcAdBDsDwt2Sl6+BhzxPK8ohHABPM9bEEKM3r9L66GHRwN3s+jdTXfS/SBKd3vMuj9Qt827ULFJl03OHUjwxky6cdxn98f5wdRyy3f6QoEWx19Dk/nUE/3Mp8uNNtxPyd07wJ7ZH+fizVSjxfsjE0kUSZApW3z92XHCutLSol2xHYQATZOJhzRsx2UorhMylEZkRFUEYcNf9mRZULIcrsxnWctX6QsFKJk2Uys5ri3m+dSxfQxGOruhTNvl4nQKgcfPpzewPY+1fIUXa6KD9c8tZ8v87MY6harNer5KvmyRMx0MpcShfSHfnsDyC3djhtoovn3jdpqYofHJY/0IIbAdj75Qa7vyZnVYAG/PZpEkv2NMlSXSRd936vVb6ZZals1IRDcvrnLAj3xZjkdEVzgyEGEgqlO2HMbiBorsH2evU6rN0ciiaSPLfrrOdFyCmrLr8+11/dzDQP0ePuydRzslL2b7Z4UQ/UBqz6+ohx4eQexm0buXRWUv3w7rG3tfKLCrY3bbHC9cX+HFk8PMbhT497+Yo2I7SAh+42PjHB+O4zoe//nyAnHjTtfRS28vElAlKpbL9aUc0n7f8deyvUYbrmm7GJrSota7Uazy3bfm/fGTBb/27CjT6+Vam7bgi6eGCOtKY5xThSrTa0VG4ga3U0X2JwwiukooIJMqmHgujU6nq3NZZEmgqzJ9QYW5jbKvGGs5jMQNXNdjYaNCxfJbhZ8aixIKqFRspyGuZjkuFcvlrdkM64UquiZRMV3enslw9mBfgyi99PYit2oWB1PLeSK6SkRXcRyXd1cKfOpYaxRsKGbw4slhyqbLWMKg7gLeLM8PW6cXLcflxlqBw/siXJnPIIDlXIXPnhwAwbZKxLmKxYWp1ZZ25mLVJlc1yVVFC7mM6ioRXcFyPBR5Z4KB7XNzu/nYHOELKBJOTRRQk6Utz/e4a6H0Oo92Tl6+A/w/Qoi/CyCEGAZ+D/j/7teF9dDDBxF7sajsxdvhvRCo9s2xYtm8cTtNtmTzo6kVRmIBSqZLybL5x6+8x9978RjXlwst7c8RXeHSbJqQpmAEZDzP99f56OG+RkdRt+iOocod4zebrvDVM6MtLd71cdYkiZVclXBAZaNoYqgKVcvBcT3WCyau6zWMDS9Op3h6PM77qwVKps2lmQ0GIho310sUKjaW47c2q4pAlf3j/PHlJUbiQUqmRbFsEwtp4EGqUGE+XSagSAgkAgrMZcucdvyW8LrgXFBTWEyVAUgXTWK6gu15KBKsF6t8/dnWeRE1aoTA9kD2a26oO0vXsFUq0LLdxnH6QirrBRMh4J3FPCeGo5sSi3bdl48c7MPFI6D4Vg0vnhxCVVpVce82qrebudl8DrvqcWhfCPBIlcxNz9dsMLqTOpwPInqdRzsnL38f+B3gKhAEbgC/j68F00MPPdTwKCwq90qg2kXwLs1m0BWZkKZguy43Vgvs7wuRDOksZUv836/NcP74AImghuvCpZk0Rwf9Lpuz+/swNNnvfsmV+OSRfkYTvtLud9+a77jG8ycGu45fuxVBY5xVX7QubqhkyiYnR6K8PZdhvC+Ipvgqr+N9IT9tU7EZSxj0RwKs5Cq8s5hjOB5iKBZiciHDSr5CyXI4sS/GkYEQP31vjartIkn+m/5cusxEfxjL8VjNV7Bd17++sk2oVkz8wuGkP8YCHNdjLlUkqCroqowluciSL9JWdVwCskSuYtEXCnQQgpfeXmBq2feUOjHk18A019JsRhqihsqJoSjvrxWo2C625xE1VGRpc5WLdt2XyYUM331rgSODYTwXDu0Lde1Cgt1HCu9mbnar89iqVueltxe4tV5ClgWW5ZLKV/lrv3K4IaT3OKDXebRD8uJ5ngn8HeDv1NJF657n9fReeuihDQ9rUWkRc7tHAtW8OebzNhXb4cnhKNdXcmRLFvmqzWDUqLVPS0gCAqrMWFznT99do2DabJSqRHS5tmn6kCWJSG0T3KwLCq/TtLHb+NXHub2lO6qrHW2/7a2+h/tDXFvOkS2bXFvI1FySFWw3wAuHkxwbjGB7XqMA9uz+BFcWMv4412ot+kIBPn2snxurvr2b47oMhgN4nt+OHdVVDveH+B+dc3kAACAASURBVFmmTFjyu4BShQqrhSpDUYNPP9HP9HqRd36ca/gH1clJOKAiSRLPHeyjL6Rh2Z2Fqd1IQ30OnD8xgOm4LGVLCGAopqOrMrbbPW3UPF9s1625Z3s4jocktpf22k2k8G7nZvM5THtzUfdcxWJqOU9/WMeyHWazZa6v5AkGVL781PBjE4HpdR7tkLwIIU4CnwD6gA3gZ8A79/G6eujhA4mHsah0k8a/VwLVLIKnyhLXl3JEdJWnR2K8divF7fUiI3GdXznSx+yGL7w2n6lwuD+M7Xo8PRbnpzdWyZRMNNWvVTgxFCFaE4mThd+RlK9YRHS1cY3RWuHqbpyC21u6m9t+21t937id5vtXlxiJG0QNlbl0GSHgYF+IowNhFFlw8WYK03FZzFY4/0Q/UUPpqLXQVYmvPjPKP7/wPmOJYE290+Pf/Nktzh3o4/yJAb72zBgz6yU8YCxhMBQd4MpClhdPDnFlIXvHpVvcEaHbKFZ5ZXKZK/OZbRWImzf09vqfiC5za61IMqz5reO2y/RaoWFM2Yxmwu3i4SE4tC/MswfiRHWNVGlzjZndoiWqp/jdZDS5hG+HbVNONZ7luC4zGyVUWcZQPYK1dOTjVBPyOHRP3Qu2JC81P6N/C/w3wDywiN8yPSKE+EPgr/UiMD300IoHuah0C8NfnE7xwuEkr91M3RWBao7i7AsHeP5wH2/PpZEtQSIS4LeeP8iVxRxPj8dJhjU+/cQgl2YzpEsmiaDG2fF4beONoym+JVqzc3R9AyqbNtcWskz0h0mGta5u2+3jt5mgXN3zyHU8CpZNoWIT1pWWN31Dk/noRB+ZiklQU3hyJI7lpLEcD0/AuUN9vDmT5rkDfYQNhVS+yrWlHGFD61prYWgKT+9PEA7IvDWXIagqlCwbRb6jOPt3P3+s4e0DHqdGYlQdt9Phu3TH4buuQOx6Hm/OpDkyEOL6Uh7bdZGEbzC6PxlqGZPm+h9DlZlcyJMIapRNj0rAYT5d4mNH+hrnbUYzEVzJVbi1XmQ0rnNtMc+R/jCaKu1Z5PBOWmyRqeUcACeGIi1psc2wk5RTPW323kqeQtVGVyTGEkH6QntLwh4VPA7dU3eL7SIvfwP4NPAxz/Ner/9QCPEc8P8CfxP4V/ft6nro4QOKu11U6h0feGxaZ9CMzcLwUUPr2NibtVc2Q7dix4PJMOcOJlCEb5JoOR7xiNaSmpnoj+ABcUNtRFKSYa2li6i50DaoKiQHAwxHDbIViy+dHmmpSeg2fltpmwBcmUvz7YszmI6LJkv85vMHOD4ca4lCCQQB2R+rvpBKMuQ7Qh/YF/Jbg4G+sIYiSwSTCpIi+MzxAQYjemO8m+9FVyVs5w4haJCRmiJu3dvndqrA67fSKLLD67c2KFs2iWCAs/vjWI7fkpyv+AJ7yXiAsYTBn15fJVe1mFrK8bFDCWZTJcqWw7WFLN/67NGGK3V7/Y/rwVqhgiJJeHiMxPwUnyrJXSMv4BPuL50e4TtvzvGVp4e5te6f6/J8hm999uiebpB9oQAhXeZjh5KN+bSTqMh2Kac6sf3CqSECtfRpOKBw7kDC74j6kNWEPO7Yjrz8VeC3m4kLgOd5rwsh/g7wP9EjLz30sCdYzpY7CjW/cmZkyzfSrWpsNEXaUq+lHe3Fjo7jK5p+8+MTfOJIPxeur1KpbdjtiqxhXeGLNZ2TlXylca72Isn2DShiqJRsp2tEoP3attI2SRWq/MFrt4jpAcK6QqFi8+2LM/zDr5zqSEN98+MH+Dc/u82t9QKO4+IhyJYsBL4PVHPrr67IHamaOupRhAvXVxpaNGcPJLoq4r41myGq+y7aw1GDuXSJWEjBdD3S2TLg8dMba1ydz+J5LvPpMof7IxRNG8/1uLqQ48RwjIGIylq+woWpVX79owfQah1A9fofgOm1PKossS+skSr4XU+aLHFoIMT3ry5uOgccz0NT/PqcoZhB1XbJlHwivJfwW8kFyZpnlCLvTB9mq7neTmw/c7yfFw738cvbG5iuh2vZH7qakMcd25GXk8BPNvndT4A/3NvL6aGHDx72QlPCtF0uXF/h1nqJ/rD/ln9rvciFqVW+cW580+NuVWOz286O5mLH+venlvNMLWa5NJfB9TwE8MLh5JZmkVuNxd0WNG/21j2TKnBpNsNavsr0Womz4/5GG9YVNkpV0mWT8USwoRiM8N2bT49GeX9VbtTjjCV0/tLZMQpVa1f1Su3GiCXToVC1WxzBuxG2pB3gxZNDALz6zhLRgIahyUie4PXbG7h4JEMBnjuY4PJ8lortYrkOwvIdwoVUJwH+v+tpwr6gStV2OdwfIle2eWIgzO10mRdPDnJkMLrlHGh/NhYe+h6mjDY7z07nwGZzHeiY56/dTPG1Z8Y6/LV6eHywHXmRPc/Ld/uF53l5IURvNvTwocZeqVyWLYey6SLLorHIyrLocD7uhs1Iw047O+rky7Q6uziKFZt//bObhAIqhipzZCDsbwxRo+s1bZcuu9uC5m4bHh788vYG0YDGwaRvEvjuSp4z43FKpp86StSiBhvFKhemVv0N3wMPwedODjZSTKmSiVPrMNqJbH673smxQV9DpZsj+GabddRQyVUsyqZLMiiwHZdYUOXUeAzH8RiK6EQMlZFYhdfeX+fKfBZdkfwUniTIlkxemU61FGoHtUGSEQ1dVghpsq/zIm9wsD+M7bq4eFQst+ucutdi852S+O0I91bH6NY2vZKv+Om2UOc8j+0g9drDveFhCQJuR15UIcSvAt0TpTvXiemhh8cOe6lyaagyhiY1nI/Bd0E2VPmuvY128obbTL5sx2VfWGt0CJmW33tiqCoDER3Tdnl/tcBEf/ieCh/vpqC524b33KEEr99ON8jZ504O8idXl7iVKmEoEl8/d0fOv652K8sC03IpVG2GY3qjPgc8LNtt1AV1u6atiOp2juDdNus6obq2mOXqXAZVkZAlgeN6/JWPjPP+WpGFTJnZjTJ/6ewI02sl5jJl/vz9FJ85PsArk8sMx4yWQu2vPTPGiyeH+cl7a2SrNkL2ONIfYSlb5natjsV1PX7lSBLLcTtqq+622Hy3JL7beXZ6jPrzqX++Yjtcnc8iCRrO5A+zvuVxV/dtxsO0KNiOfKwC/9c2v++hhw8ldhvZ2Gox8wXVBilW7Jaal/MnBu56AdzuTbqZfFVsh8n5LBulKgFVZjjuv/WXTJ1U3mps6pmyiVsrwL2XRfpuCpq7vXW/NZtpkLOhqMFffGaUE8MRppYK3EqVmEuXOT0SY2o5dycdprpkKyapoknJcihWLEDw6jvLmy7A2xHVFq0Uxyd9FftO1KzbtX/3rXmiuspHDvXx3UsLuMDRgTCHB8JcX8nz1afHSJdNEB6DYZ21gsXpkIbl+pYKb82mGYn7KcbmuVc/V71IWAibP768xGhMpy8coD+i8U9+8C6qLCFJoqO2arfP5m5JfLt2y26O0VL4HQogeaLmxg26Kj20+pYPk9/Qw7Yo2JK8eJ538L5fQQ89fECx28jGdovZUMzgmx+f2FW30XbY6k26vuEK4XFpJk1QU5DlO0WrX316lB9MLZPQA7y/ViBbrsntHx/YVSHwXqJ9Y20nZ585PlCr/dAaOiJ/9v46rttaEBzUFL701DCqLPHq5HKLl0+3BXg7olqfC0uZMu+u5ClWbQTwq8cGGsrAzde+XvAVf2O6SkCW2N8XpGj6Rb+zGyWKVZvnDvZxMBlGV2RfD0VAQJEpFi2m1wrMp8v8+N01PnqoD11VNi0SDusKh/tLKJLEM+Mx3pjNsJqv8uRIjIAi8+5Knv/w5jy/8ZEDJMK7L87dC1Xp3R6j/fPDcQNXeI3OsIdBXB72Zv6g8bDVxB+/Ee2hhweEemSjZNk1aXl708jGYEQnqCr85L21FoVQ0/b9a+o/0xSJfeEA+yKBlgWg/XO7vc5uuX9DlSlWLH787ho31wvcWM1TMW2SoQCqIiHJtUiNKjExEOLEcJRvffYoQzFj2/t6UKiTsy8/NcLXnhkjamjYrh/1uHgzxdWFLJOLWQbCGvmKRaZskq9YnBiKEAmo/gLsuS0LsO16jWLY5rGqE1XoNCHUFIkXDie5OL3O9eUcS9kKLh6vTC51jMtytsyrk8tcW8zy8tUl/uzGOtPrBa4v5ZEEvp2AIvP6rTTgEzTbcylWbTIlE5DQZJljA2EkIXhtOkWuarbMvbLlULEdPDxk4ZM11/Mo2/5xFEkQ1BQyxQqXZtO8fHWJ/+WlSa7MpXf9DJrHpmLazG+UsF2nhUhtN3+3G9+dfL69M+xBo9tm3m0uPS7Y7TPba/RqVnro4R6wk8jGZm8mO43K3N9QtEAS/j+24wKiZRGKGWrH/W0m7f8oCIAZqgye768Uqan5Oo5HX1hnTJewbDA0iRNDEb7z5hye6/HOUg7J8x2vN1uAd1LMamgKiizx5EiMUEDGdmBqOU+uYrEvHOhwbT57IM5331wASTAaM3Bcj9sbJY4MSJw9kMB03EYa6BvP7ueZ8QT/5foq15dz6KrEqbEYyVCA5VyFF08Ot7SuZ0tmi4N2f0Tj9nqJUq2+ZzCiUzFt3p7PoQhBfzRAzFD99vL+yK58gOpj8+8u3ubPb6ZwPRiNGzwzluCp8UTX+dsXCrTMqd0WC+/08w+y/uTD5jd0rwXe94oeeemhh3vEZjUCWy1mhYrNK5PLxHSVZEjdNMR8P0PRZcshpCt85sQAq7kK760WyJUtshWLL5waaummadmkH+Ii3b4ZddsYnzuU4I2ZDWRLIAvB2f1xTNdrOCOv5yv8yx/fRKpd86FkkMvzGVzhoSsyLxxONt6Wm+9722JWD2RJEFBkJCEBbuPny9kyF6ZWSZdM3lvJc3o0xvRaEanm/fTUWIxYSKNYtTk7nkCVpUZtEfjdUlcXsmiKRKHia7+8u+JhWlkO9/vGic1j1OygXbYcbq+X+FufPsy+iM7nTw7y8tUl3pzJUDJt9veFONQXIqSrZDeKpMvmtuSl/TmEAyoLmQrHh6IkQiqlqsu3L87wDxKhjvn70tsLhAIqCFrI+GbjuxkB2e55POj6k51s5o9bMe/DtCjokZcePtS4n4vJVl0mL08u89Zs2pfRH4mSCAW6Ri82i97UPYfu5rrr9ywLgSIJLNtjJB4koqtkyhZff3Z8y83rYb1xzaaKXLi+iiQEuirx/ESSi9Oplo3xwvUVPvPEIKdGY8hCsC+s4XkC17IbG/zPbqwjS4L+WgfVasHk5HCUTx7tp1S1+emNNUB03fC2KmatS9PXu5p8P6couirz738xz631IghYzJSZTZV4Zn+coKZgOy4z6TKH94W4tpgjX7Vbik7rBNa0XWY3SqSKJjdXTZLhAKosKJk2y9lywzKgPmeGY76Ddl1sbl9EJ2aoxAyVb358gi+cLvM7L79LIqgS0lUKFbulvXwzdCMFluvheF5DeC6sS2yUqizlyy3zV5UFU8t5PjaRJBkKkC9bvDK53Jhz7eO7HQHZ7Hk8rPqTrTbzx7WY926K7/cCPfLSw4cWD2Ix2azLJG74/jUCweRijjNj8S3dk5ujHMWKxfevLGI5XkPCf6fX3X7PJ4YifmqjRkK+eGpoRymDB/3GNbdR5J9duNGIlhwZCPtERoJkyN8wK5bNG7fTrOSqvL+Sx/E8gprS6Kapp7yEBHqtW6reQVWo2vz0vTXensugKzJn98fRa7U8O93wNEXiK2dGGnoyhipz/sQAFctp6Xay+lx+fitFvmIzWEv15MoWQgi+9dmjRA2tQ6+nYt0xVkwENUpVG02CZw4kSJcsLlxf5TfaFHe3E5uLGRq/9fED/Lufz7JeNNEVid/6+MGW599O7jcjBZ8/MYQmSw1PqToRGo4YXJWyjWvJlq3auVXSxSqTiznSJRMP+OKpoZZ5fC8E5GEWk3bbzD9sxbwPAj3y0sOHEg9yMWlezOr1IsmQyqnRGJMLWdIlk2zF4vyJgY50RXuUAzxyZZtUFwn/7a672z1PLec7/Ifu5r52g91Gu0zb5cLUaku05P3VAgf6gpQdh/mNEuGAxM+n00hCsFEwGYgY2K7LyaEonuTRVyM4hiqjKzJH+sONDirL8dNeuioTCigEVYXJxRzPTySxq96uNryhmME3zo23eEqVTLvlM7Ggxr5wgMP9ISJBFQWJsu3w9WfHG23XzTBU2S+2tRz2hTRsx0UIga4rVCwXQ5WRhOiquNstMtZMYIsVm8P9IZxai3EidCfq0o3cG5rSlRRIsuA3nz/Aty/OsFGqNrylEjXDzeb5e2IoSrnqMLmYQ+CTsbihdvz93QsBedTqTx52Z87jiB556eFDiYe1mDQvqomgxpnxOJmyxSeO7uO1m6muUaDmKEepavM7r17vkPCvF4XezT07ntdo573fuJtoV9lyukZLlnJl5lJlZjaK5CoWhiLx5GicoucxGg+SKZuEDYV81W4812YyODEQwnPhI4cSvDWXJWaoDeNCx/PIlq0tN7zNSJimtHpK4cFoTCdVtBqE82h/iB+8s4LjeSiSxN/+1cO+NcHV7saT548PcG0hS6poMhQLUKzalEwXx/V4YijiR5WaFHfx4Jn9cQYiekvLfd2GQhESMV1hcj5LqWoTMVQsx+Wf/ugGf+vTh4kFtUZhcTO5/9LpkU1JwVPjCf5BIsRSvsxwxGi0Xbe7fy9lS/zkvbWGC/mp0RgRXWUlX2n5+9sNAWl/Fg+7mLQdjxqZehzQIy89fCjxsBaTbovqZ0/42iTttRvNrs31f6zN2pG39jUEHv4CerfRrm7RkortkE2ZDER0Ko5DLKiykqtiqAqzG0XCmuqr1XZxE+6Wyru6kMOyPU6Nxrg0k6Zi+y3U558YBPyIWTNJ2aqDRhai4z6LhkZ/LIBlgxDw5u0NTo3E0VWJiuXyx1cWmUuX6Qt2V+jdnwzxrc8e5cLUKkKCIwNhbMeP4tTbtOtzqGI7XJpJ88bMBucOJlrSirdTBd64nSYUULAdj7Lpt/nHQxrxoM7t9QK/96MbPDka493lHC8c3oehyS1EdzNS0DwmV6VsCzFtJ3SqLHGkP8x4X7Chctz+nHZKQDYjxA+zmLQdjxqZehzQIy89fCjxMBeT9kW1PSJSr90omy4RXWnZBNqLQk3LZbzPwHLuSNs/ivcM20e7topktEdLTg5H+He/mEWvHSsZ0qmYLqbjEg4oZMsmRwfDjXRc+z22p7zqx7ddn8A8dyjBwWSYjWKV774130FSOjtoFgnpMiCwbJd8xeZA0lfbNTSZkK40up02ilUuz2WIBf1oV0CVWS/6onWj8WDXsQEYjBp8+akREBCttYE3z6GK5aJKLpfnM0R0FdkSKEJqcd9+/VYaXZEJqgqu4vLecg6EIFS7j42iyWgiSH9YY0aRuTST5lNP9Lc4ZXdrn9+ue64bca1aDiXToWQ5m87FnXhNbUWIt0ttPsjun0eJTD0OeOjkRQjxLeC/xfdP+n3P835PCPEPaz9bq33s73ue9ycP6RJ7eEyxl4vJbhfB9kW1HhFRZcGlWb9odCxhYNlex2JcLwpdzVe4vpwju2zyO69e75B5v9/3vFtsFfnZLp3Uft2m7aLJ81RMBwlBoWwR1GSeO5SgYrk8P9HHn91MUbVcfvreOudPSLsel8025PPHB1s7aBTB1HKOjx1KkgwHmEsV+dN3V5nYFyYU8CNGmio1omiyEB3FrboqiOjKplGxzcan/vxWcmWuzmdwPI+lbIXDyRCK4osTrhQqrOQr/rEEnD2QYHIhi+N57AsH8PBYL5rIQpAMawQ1v/bn7P44r02nmE+XGyS6W/v8cra8bfdcN+Ia0lVefHJo2665rQjIvaR/H0b3T3M9T/P/97B7PNSRE0KcwicpHwGeBr4shDha+/Xvep53pvZPj7j0cF+gKd3VZ3eD5WyZ7741z/euLPLdt+ZZzpZ3fQ11pd75TJmK7XD2QAJFkrqqdA7FDL56ZpSIrhDTNQ70hekP69xaL3JhanVbpdu7ued7Ufjtdp/NisTAjhR7m687rCv85vMHKFsOigR50+bpsTiSEJw/PsBP31vn5kqBuUyJyYUsL729uKtxWc6W+c6bc1yaTfP2fIZ0sdp4FnV9krqyaHMHje243N4oMRrXUWqu4G/Npjk9Gm2cp37tharF7EaRQtXit144xItPDlGybBayJVLFKi8cTnZELbqNT90U8umxeC0d5HJjrcDxwQhr+SpX57L8l6lVXp1cplix0BWZ5w8nOT0a41NPDPA/fvEEJ4ajHBkME1D8Ti5FktBVhXMHE/zFM6N87Zmxrht7/drau+fybfVCm6mxRnV1y7m418q87df9oFWi73Wt6OEOHnbk5QTwc8/zSgBCiJ8AX3u4l9TDg8QHXbRpr7qW6m/+uYrVqPGAzRdjx/MAgabeeSuVa5vlXhcd79Ubqmn7hoLt3U3ZskXF9udAPc2yk7fnp8YT/MP+iC+qpipIsj9OubLV0ppcNh0uz2dIFaoMx7e/7s025Ho7e1RXWztoPBp+UB4eFcuhLxTguYN9pIpV3pxJ89rNDa4u5Bpj13ztCUNrtCc/P5FsaNm8djPFp2Rp0w6f9qjGcNwgEVIZTxhcnc+QNS3eXy7w9Hi84bZcrNrkqiZUfR2b8ycGGIoZjPeFKFsO2RMmF6dTLGTKuJ7vY9Ws3NuO+rmbu+dSxSrL+QpfOj28adfcTlKWO5l3uzlu81rzMAr2e+3Se4uHTV4mgX8khEgCZeAvAG8AKeBvCyF+s/b//73nebs33ejhkcbjINq0lyJymuL7Gp0/MbDtYmyoMoYm4The423RcXxCsJcFuHu14HZ71vUOp3Yp+3qaZSf3EdaVTl0acec/CxWL6fUi2bLF9yeX+PLp4S3nmGm7rOQrVCyXZCjQ0c5eVx5uTzPVi1ErtoPjerXoheD6Up6QpnRNAbZfe10Zd1/IL9qtC7h99enRLQutG6aQ2TLvrxYoVG08T3B6OIqhKAzX7re99qZ5btZTMzFDRQi4MOVr6FycTjXutxvau+cO7QuSLppoqtTx3W6puc1eXnYz73aSCm2ffy8cTj7w4vVeu/Te4qGOmOd5U8A/Bn4IvAJcBmzgXwKHgTPAEvBPun1fCPE3hBBvCCHeWFtb6/aRHh5RPKyw7V6jW9i6WLF4dXL5rkPD7WaD3TYOv312kEP7gqwVKqwVKhzaF+panHov2InZnGm7rBeqrOerXZ/fVs+6Wcper70RX57PNFImd4OornJiKEKmZHJ9OYftuBwbCJOstf+uF7pfZz2k/1+ur3B1PsNSttxo5T0xHOWrT482nkX7plt/Zn/xzBi/ff4omiLtKAW42Viv5Sv84vYGb8xs8J8vL3BiKLKpAaim+GrDl2bSLOfKLKRLSBL8hzcXKFbNzlSNsXmqpp6CSoYCjMaC2/5dNqcCFzJlJhdyPHewjwOJUNfvtqfmNkuh7NbkcKtUaLf599rNFM9PJDcd0/uBh21k+LjhYUde8Dzv3wL/FkAI8b8D857nrdR/L4T4feB7m3z3XwP/GuDcuXM7aBbt4VHB4/IW0h629nuWRYc+xm4jFd2KFLttmL/+0YOsFirostzhRH23aD7Pdu3Vy9ky3700z+RiDkUSPDkS6yga3upZA12l7KPbSNRvBb+oeZTvXVkkX7VJhjWeHotjux5vzGxQtpxGAWq39uZkKIDkCS7PZciUTGZSJSb6Q/xgarmlRqdb8Wx9Ex2KGS0pQNv1azfwQBaio/Ua7mxuc+kiP7y2gouHhEDgdRUTbLZ5SBWqmJZDquAr5e4L6xRNG9uBXNUkVxU7StU0PyvbdXHxqFhux99l8xypE7eVfAWE1xLp2SiZrOQrHW7P20VW9rKtf7P5FwtqD7R4/WF3+z1ueOjkRQgx4HneqhBiP/BfAc8LIYY9z1uqfeRr+OmlHh4jPGzNkb1Ec9jasl2+f3UJFw/b3Xn9xnbolnaB7pvovaDbeTZbcE3b5T9dmuPH766jKRKSEFxbyBIKKHzj3Hjjfrd71juRst8thmIGf/m5A8iSRNzwieRP3l3zu7jiBpbjtRgEmrZL2bRJDvr1HcNxA9NzMS2Xjx/eR8RQG/o7eHfIab5i8fLkMt9o84NqTgG+9PYiU8s5wBer+/e/mCGkKx3PrB5B+Z2Xr1M0bRJBjdF4kFvrJSb6wy1igvXnlCpUubFSoFi1WMtXcRGEAxI3VvIc3BciFtR48eRwR5poM7SnoMqWg+t6fOZ4f8e563Pk+YkksaBGwtDQFbnxLJeyfgcUNcPL5nvd7uVlLzf6rebfdq3Ue41eu/Te4aGTF+A/1mpeLOC/8zwvLYT4QyHEGfzX2NvA33yYF9jD3uNxewupL4JzG0WuzmdaPHjqb5J3i25vqe2b6F4U/231Ntxtwc1VLN5ZLKApgpihUbUdFjIlsuVoC1nb7lnfr3kQ1hW+eGrI3+TTvrDdCxNJFFkC3FaDwIrFtYUsw1GjQVRkBEFNIVLbtA1NZiXvp0AGozrpktmohxHAF9q8eQD6QgFCuszHDiUJaTJ/fjNFqmg1tFPan1nFdkASqLJfz6TKgpLlNBymTdslVajy/cklYgGFlVwVXZW5vVHEdl1upUq+josmc2Z/DL2pRXsnqBOof3bhBnJ9DveHee1miq9F/XtrniNL2TL/7MINTo/H0BW54ZW1UTK5Op/h6bE7xcK7jazs1Ub/qK01D5owPa546OTF87xPdPnZX30Y19LDg8Xj9hbS3LL6/lqBiuVweS7TqIG4W3R7S23eROs/u9cIz1Zvw13rCTyQJA88QbpYIV22KFYd3lnMkS2ZLZYDQzGDL50e6eiuqf9ur+dBPa3RFwr4XVxlC0Pz23+htb0ZIKKrTPT7onYl22l04rx2M9WywRqaBJ4gX7GYXMg2vHlieqc3T31MQZAMByiZNrLsVxNXbZeQprSkVcAXkYsEtZdT4wAAIABJREFUFGKDUeY2ilxbzDKeCHL++AAbxSovvb3I5fkM8+kyB/uCyLJEfyRAumiiyhKD4QAIge16zG6U+bVz+3fdEi8kwYmRKP3hAJosochSQ7ofaEkrvb9aQJYECcPvyqqnt9JlsyOFdDeRlb3a6B+3taaHR4C89PDhxuP0FtLcstofCWA6LumySSx49/Ub0D3sbWgStuORKlSJGSpWTQZ/s3qKuz3PVqm8qKFyoC/E7fU1FjJlBDAS1zl3MM7F6VSLiFq3bo9m9+TdzAPTdslV/PqRblGFzdIanzza3zArbBgEmg6S5OK6Hsmw1lFX8ilZatlgzx/37QJenly+480zEiVidHrztI+pVoumAAQUqSOtcnZ/vEVEbiwZJFuy+OufPMRQzOA7b8xxa71If1gnXfS9nSQhUGU/Aleo2iiKzFA0QFTXeHIktqu5Vx+3iu1wbT7L8ZEo+xPBTdN8Lt4dMlAjOXULgcGI3pJCup+RlZ3icVpreuiRlx562DO0b/6W429K91q/0e0t9fRIjJ9Pb/D2XAbwdUY+NpHk+1cX77oG5m7C6xFd4XB/GCFAk2VGEgGGYgapotki+9+SasiU+ac/usHpMd/bp7lwdrtNbDlb5qW3F5haztfuO8oXTg0RC2qNca6fS1UEs6kiv/ujdzmzP+GLs9WIjKHKXF/K8u2LM5iOiyzBrz071rHBbbbBfuPZcQQQ09VGmqkb0WseU7vqcWhfEBCs5KodaZVf3t4ATzRE5LJlC9vxODIQbej3VGyHxWzZTx+VTAYjAYpVh6FogHRJ4kAySCyoUao6hAPKjude8zOSANfzePnqEuN9QU6NRPnKmdGONF/F8knfkf4wiix11JI8yMjKo44Pup7Vo4geeemhhz3C/cyttzvzfv/qIsMxg/3JoC/yZrlcXcwSDWh7Ipa3k4W2bDmEdJWzB2IsZMookmAlZzKTKhJvIhMtHSyOy/trBSRJEA+qSIgWX6CtSFfdEfnWeon+sJ9meWcxy9RSjjMH4o3ohe16VGyHX9zK8P5aAdtxeWYsQVBVuDidavj8TC3n+eihPjaKJu+tFPijNxeYXi83hNvq6LbBhnWFL9TqaVbylZYi6vbIVzcjyG6dObmq4LlDCd6azWBXvUbqqn4cVRbcWitSsRyEJBAehAIy//OXT5KtmLxydZl3VwqY+SqnRmLbts13E21TZcEbMzkGogZBXeHYYARVkugL3RGqa76fzxz3o1nNY7DZfX9YN+3HQc/qUUSPvPTQwx7ifi7Y9U00W7ZaalOSoQC3U0UsBwYj9956vtO3YX8j9nhnscCR/jDzmTIl0+b6Up6/+7ljXbuN6gq0hioTqP2+7gsUM1SyZYsL11f4xrOdtRply6FsusiyQFMkXNdlOV9lOKY3ai5+eXsD24HJ+TSaIqFIoMkK760W+JUjOnb1jlZIqlBlMVPh/dUCmiKRDGsostgx6esmVNdu4tjcSdR8vM3SKgeTYQ4mwx3zR1MknjuY4I9en8P2PITjEQ9pyEIgSYKIrtIX0TitxpAlePHJ1uLh9jf/bqk1RfJTjr56M6iSxFBUb4mitc+RmKHytaix6Xzf6Vx6XCMTPVXd+4ceeemhhz3G/Q6Fd62BUWUQ3gNtPdcUiY8c7OON22lCAYX9fUGODUbwhNdSa9EckWpVoJVYyfspENOxuTidw/E8ilWb5w72cWww2nK+dlXhqu1HC0IBpanmQnB6NMLbc2mEANeF/UkDBA2dFctxkRFMrxVRZQldk5ARrGQrhDSZbMXeMemrP+vdblLbRem6fWcganB4IIwq+2kn1/NYK5jMp4u8u1IgGtAYjPjnrncHbUZULk6nWq714nSKFw4n+emNNYpVG8fxOHsg0eImvd0Y3C22i0zsJbF50CTpcdGzehTRIy899PABQ7eN7/yJAYCOzRA60xh7iQPJMOcO9CEAXZMRgOm4jc2uveunbDn86rEBLk6neG8lx42VApbt8MeXlznSHyasqziOx+u30hxMhjve9s8fH6RYsZlazuO4LgPhAE8MRFBkiXzZwrJdxuJBnhyJEVRlTo/FuDKXpVi12SiayBK8em0Zy3bpjwTIV20qlosm+6J/xerOSd+9euXsNkoX1VWOD0b48XtrtaiSxP5EgDdmMqiKIFlL7bSLAHa22fvS/+2fjxoa33h2P88d7OP1W2lMx8X1vPvaVrwd6duLlEv9OWVLvm/Tg0zfPE56Vo8aeuSlhx4+gNhs49tpGmMz7PbNVFMkTo9GG4Wvmizxm88f2HLjiRkqfaEA33lzjk8e6ydfsXjpyhLT6wWODEQ4eyCB6XSqutbv+5sfn2h0G5Utm9du+kRoeq1IfyTA77x6nf6wxvWCyUR/mFOjMZ4Zj/PWfLpRE5Qv+63OH51IcnQgzLWFHJbrYnsu558Y3Pbeu0UzoLP7a7tNqjlysx3J1BSJTx8fYHIhR1CT0TWZp8dilCwX7/9v796j5Lzr+46/v3PZndXetFqtbrYlS7aMZAzYjoyxSYBGUHM1dVoSkhLDIYEmpy0mTXIS2tM0aZOe0JLmnKTJaQkQIE1Jm4ATAoHgmBSS2MR2LBvLCGPZkiVZ98vuandnd26//vE8M54dzX2emWee2c/rHB1JM7PP/J7fzD6/7/P93QrVs27VgqrYktV8/VAixg2bJ6p2XXVDo9WXO+1yKZ9B9dTxuVWbVPai+6bTcXCD2p0WBAUvIhFVLV3fbjcGtDewMJPzFnt77XUbiceNfN5byn7XzPiq969ciTbvHEOJGOP+Int7No+zmMlx6471JGPx0qJstc5741hxAOkwb1vnBUK375rm4ItzjA0nWcoWuH3nBhYzed5581XknePAidlSIzk+kmTXzCgLKzmGEjFedc16bts5dUW2p5qF5RxfPXiayVSS6VFvptFXD54mX3B87+xl8gXHdTOjV9R1rYao2Xo/PZfmwDEvy+KAl28bJ5VMUCDHnddNl6aBVzaQlXf+qWSs7uuLddyoHho1rM00vPUyE512uaz6HUjGiceMw2cXmBkf7mn3Tbvj4DTQtz4FLyIDopNujHYHFhbfZ3r0pQXpzlxe5lI6U3r/aivRbhgdXtVovWzLOE8en+XySo5UormuiuL5ZnOFUmObd471I0lm0xmGk3EyBVdat6WykZweG75iXZdGTs+l+crB0xw4dmnVGi/FQce37/TGAD13fpG/OXyO/QmvO6pWQ9RsvRdfN5FK8v27Z3j8hUs8cvQS+66dYv+ezV4DWWXgbK07/1qvb1a189kwOnxFRqxRw9soM9FJl0vlLLfixp8ruQJZmsuMBaXVcUEa6NuYgheRAVBtEbhWLvzt3uUWZxxVdpdMjQyRiNVfiba80RpKxPjQ/t2lNVga3clfXFwpnS84FpfzrEvGiZuxsJwjbl4WqNG6I+Ur/dZ6r2JZig3K+pEkU+u82U0HT85zw5YxwJu2/OjRS2wYHWYpmyNh3gJ3b3vFtqoNUXEl2uVcvup4lfI6KP98RobivP5lM5y4lOauG7eycdz72VoNZK07/3YG2mZyBeb9GWHl0/K/+MSL5PKOZ88tkC84cvkCd+zayNb1jbto6pWvky6XyoD1+pkxnjwxy+xStrS+UKsBRa+6cDTQtzEFLyJ9ot2LY7W7tIeeu1CaVdLMhb/dgYUXF1dYXM5z6PQlwFss7+6br2LM37W53kq09dLp5XUBcPTCAo8euQQGOFhcybJ1cl2prIvLSyxl8myeSPH8uQV2zYySKRTaWnekVpakPMt001WTpWxSeqXA3i3jLGbypWnGcTMmR5JcWMqsykKB1xAdv7TIH//DcWJmPHVijpizUkNfrd6vWAAx5xhPJZgo24KhnnqBSrPfu2K9XF7O8fTJOe7cNc3IUJxk3Hj65DzJeIyZsRQruTxPn5rnmTOXm+6iaTXwavacVwXIyRj3vXH3qpWdm9XrLhwN9G1MwYtIH+jk4ljrLm1y3VDTF/5m7nIrG7li0FS+WF4u70oLmm2ZHGm4Em21Rqu8LhaXc+QLBb53dsFbhG7HFAXnjavZvmG0dL6jqSR3vXwLyXjMy7qUdQVVlrtePdRL15c3KFPrhrj5mvXMprO86/uuYWEly4OHzr40zXj7+iuyUMWG6HI6y/PnFnnt9RsZTyWJGTx5fJZC2e7L1cYydWMBxGa/d+X1MjmS5LmzCzx+bJbX3zBTWndodNir20Tc6+5ZXMmRyReaHrxcSydTsYNYdymMLpxufd6DRMGLSMg6vTjWu0tr5cJf70JfrZEbGUpcsVhe5f4+tVairdUtVN4lkUwYB0/MkckVGEnEGUslOfjiHLdduwHwpoBPjw2Xznci1Xifo0ZBYaPNKSsblLfctIWxVIKxVIJ37buGV++c4pGjF8kUHIVsrtQ1Vf5z2VyBXTNjjKe8rMnWyREKDn5wzyY2j6cCm1rdSK3dyu+6cesVe0ZV1sutO6Z46LnznJhNMzIU46Ztkxy7uEQm520YumV8GMxxKZ25IiDr9QyaToIfCK8LRysU16fgRSRknV4cg7xLq3ahrxVcve0V25pKbTdzEa7WJVEg7q2mazH83hhvEbtMjr1bJsi5Qt2AqJ2gsFG6vt65DCVi7N48wY4q04yLPze/7AUvX//u2StmANULXOp9Pu2q/N4tZ3M8dvQS6UyBcT/gKgZ6lfWSSsTZt2MDd920hYlU0t/x+qU9p27cNrlqz6limaM4gybMLpwgP+9Bo+BFJGRBXBy7eZdWK7jK+wuYNbMwXqMxF9W6JG7fOUV6JU88Zt46LcdnWczkWM7mufvmbQ03c2wnKGwmEKw8l2rdUtWOXz7IeHEly+JKjtFUom7w1c2VZcu/d8m48fixWVKJOFdPjZDNuVWBXrV62b93U2nKeuX6O9V2++5290u3MjrqwulPCl5EmtDNVHdQF8du3aXVC64mR5IdL4xXrUvirw6d5q8OnSNXKBAzOHZxkWwhX9pWoJnzbTcobCUQbGfMyMhQnPRwkvmVDHfduGVVQ1/8ns2nM01NNW5GtQX1Jtd5+yLdsn09jx65VNqx+s7rNpKIxUgMcUWg16hehhLl6+9cqZvdL93O6KgLp/8oeBFpoBep7n6+ODYKropBRLt31pVBRsKMdckEt+3cwIbRIS4v5/jm987xut0bmRodbvq4nQSFzQSCrZxv9YbbSJa9T2k12GyBp07M8qqr1zMzPlx3s8piOWp9byrLeGouzW89+Cw7pkd54cIiu2ZGmVyX5M7rNjCS9LqDgJqBXicBchAZxnpT2Ls9oFZdOP1FwYsMvE6yJp1cGNtZar9fL46VwRVc2TXUzp11sY7Kp3VncwV2bx5n03gK8OrFDIaTrd+xh9GdVq1cjRru8u9ZKumIxYwnT8ySSsbBuGKzymYzNKsWaisUOHx2ATBOzqYZG05yZn6FrRMjPPXiPD+we2PTU+urafR97zTD2GgKu9ZEWVsUvMhA6zRr0u6FMYoDExspBle1zq3VO+tqC+tNjHjdGV9+6mTpOIWCYyju7SYNtbMCjcodtFbOt1HDnc7mWc4WSCUdcTOGEjG+e2qel2+bZDgRX7VZZXHsTHmGptZicOVlLOBIZ/Mk4gbmzQSbTWeIx41czrU0tb5Ss9/3doPJYnA3FIsxkvQWIKw2hT1Ka6Jo36LOqMZkYJXfzW4eT7EumeAb3ztXms7ZjPILIzTXcAbxvv2q3rkVG+ilbI4zl5dZ8qcK1+rqqDzOQ89dYCQZL00tLh4nky9w7x07yBS82UXzy1lu2b4+hLOntIFi8Xzv2DXN+cUVXpxN1z1feKnhfvsrt3HPLVevatzn0xmeOjHL3x0+z6NHLzI1kiBfcGTyBVZyeW7dMQUG88vZUr2tX5ckFjMOn1sgly/42RVX2tQQWPWZzC5lKRQcL9s8xlA8VnMl4skqg20b1Ukr3/d23iOdzXNhYYUnTszyyNGLPHFilgsLK6WbiGa/d/3i9Fya+w+c4EvfPsn9B05wei4ddpEiR5kXGVhBpJPbSXUPchq70bk1e2fdznH2bJ3khQsLPHL0Io8evcQBf5G0bme0infIc0sZHn7+pS6avVvGOXT6MrEYuILjzuumG5al1lT0h567wKuuXs/hcwssZ/PMp7P8oz0zbJ7wduHO5hwF58CxqhtoJBlnOZuvuxhceV3+4J4ZHnruQt2ViFutl2y+0PXve9yM588tMjacZP1IkoXlHM+fWyRudsU59nsmQ/sWBUPBiwysoNLJrV4Yo5rGbkYz59ZMN027x3n82OyqPXXqXfSDSMuXBtHm8jx1fI5XXbOerZMjXF7O8tmHX+C1121kenK4tCXDPRMjLb9XMZDbun6EmfFhMvkCl9IZ7tw1zePHZrmwmCkFzRMjydX79Wwa48njs1UXgytXrMvJkWRpQ8bKlYjbqZdcwZW2a0gPJ7v2fc87x66ZMc7ML3tdXWbsmhkrbcdQfo79bpBvbnpJwYsMrCDXZ2jlwjjI60IEOa27mxmtVsYc1QpyVt0hJ+PEY8bhswvMjA8TixmZfIF43BqWpZEr9i3Ke9sE7Jgeu2LBu0yuwK3b1/PI0YvMr3hjYxptaFmp00a+WuZgcSXH/EqG+RXryvd9JBlnemyIrZMpYjGj4HepRfGGYJBvbnpJwYsMtLDSyVFKY7cqqHPrVkarlbR8vSBn1UydfIFUMk46m2clV+h4EHG5ZqaiV5YVZ9y2c4prp8d6/t2qFkSOphLcdeMWkolY19dCymVdpG8IBvnmppcUvMjACyudHJU0djuCOrduZLRqZWjm09lVjWujIKcyWLp+ZownT8wyu5QllYxx7x07OHT6csM9m5rRKJCrVtYDx2a5dnqsrffrRK0gstqqukEapBuCQTqXsCh4EZG+VK07p5mLfrXGdXE5x19+5xTwUrdG5caSlV0/lcHSUDLGfW/czcTIS100e7ZOBtYA1Qvk+mmcRJiZg0G6IRikcwmDghcR6Tun59I8+N0zpDMFRoZi7N+zudSd0+iiX9m44gDcFQN93/aKbYDjwsKKN6OnymydZpbE70UD1G/jJJQ5kLApeBGRQAS16FYmV+CLT7zIkfNLxOPeOiSLyzne99pdTR+3tItzOsvFxRX++plzJBOrB9eemlticTnPodOXANi7ZZy7b74qtAClnlrZDrhypeNelinsepG1S8GLiHQsyBWF55ezHDp9mZmxVGlsyqHTl5lfztbd+K/SxcUVvvjESQ6enOX4xTTbp9bx/TfMePv3OHjk6EW2To6wfXodc+ksubxjw2jzx++1ymxHO5tgDiqtVrv26FMWkY4EvqKwa/7x8hVvKx9/8NBZjpxfZMvEOm7cMsGp+WX+9tlzzC9nuW3nFGDeRpCxGNOjw2CsWp22HxXXagG6topzrTrtV1FZrTZq9drvlHkR6XP9flcZ9GDSiZEke7dMcOT8YqnbaO+WCSb8Rruo0TTndDZPPO6thTI0Nsz1wLapEe66aQsTqSQHjs32zRiSeqp9/t0awBu1PbmCXK22m79nUavXKFDwItLHonDRC3ow6VAixt03b+PBQ2dLjcn+vZtqLyBXY5rzSNLb0LB4p+uAqdEkE6lkT2bMBLnCb6ebYDZb3qgtWx9UENfN37Mo1msUKHgR6VNRueh1IxDYMjnCu/ZdU2r8YfXA1EaN1lAixv69m1hcyXHo9DzgDch93e6ZUtdQN2fMBNEYNvr8g67zbmVzupnRCCKI6/bvWaN67ffMar9S8CLSp3q5tkenF9BuBALFIKRaILBhdBgcXFhcKW1cWG2a8/teu5P5dBYMllZyPPTchSsCim7UZRCN4Xw6y+XlXGmMS7ubYDYrqGxO+Xfp4uJKVzOHQQRx3f49q1evUcis9isFLyJ9qldrewR1Ae3G1NlagcCd102zuOLNSgLYu2WCu2/eVnWa88bxYX8A75meZLGCaAyL69w8fXKO584ucOuOKVKJeFubYDYriEBg1RYGOBaX82ydHOlqnXcaxHX796zeNPcoZFb7lYIXkT7Vq3EZ/XwBrRYIXFzK8OChs2ydXMf2DaPeNGdXqDvNuZdZrE4bw+JnMjE8VNpZ+qHnzrNvx4Yrxv40e7xmG/Z6gUCj41R+ly4srHDo9CW2T68DulvnnQRxvfg9q1avc+ls36yaHEUKXkT6WLdXMu2nZeerqRYIFJwjFqNU5umxYc5cXq5b5mYCiiDGHhSPced10zz03IW2GsPyz2RkKM7rb5jhxGyau27a0tI6N9BeVq1aINDMcSq/S8Xurrl0lunR4b6e0dWLFYMr67XfVk2OGgUvIn2umyuZdmvWSpD7/VTeFe/fs4mHn7/QUpkb3V0H0XVWeYw7dk0zuW6o5Xqo/Eyyecd4KsFEKtn4h8sElVVr9jjVyr13yzi5vAtk88pu6/WKwWHuETUIFLyIrGFBX0C7MQCx2l3xUCLWcpkrjwNeViBuVrNxBpoKxKo18A8/f6Gt7rehRIw7r5vmwUNnsTSkEvG2PpOgsmrNHqfad+num69iw+iwZtPUoD2i2qfgRWSNC+oC2s3xM5V3xe2WudoMpkyuQDqTY3qz1yVTbJyPXljgwLHZpgKxILvfTs+leei5C5gZhYLjjl3TbQWAQWXVWjlOrc9FjXJt2iOqPaHXmJndZ2YHzexpM/uw/9gGM3vAzJ71/54Ku5wig6y47HzQ64TkCq5rS+63W+bK7QzWjyR5/twil9NZANKZPOB49MilppffL2/gi8dod5pxsWxXrR9h4+gwDz9/oa0l5YuZkKVsjjOXl1nK5trK4LR6nCC+S4NCWwJ0T6iZFzO7CfgA8GogA3zVzL7sP/agc+7XzewXgV8EfiG8kopII1EZgFgZZI2nkuyaGWNuOctSzivzq6/dwCNHLzWdSQmq+y3oAdRBZdXUvdE6reHSXWF3G+0FvuWcWwIws28A9wDvBN7gv+YzwP9DwYtIX6vXgC8s57iUzjA1MsRYKtzLTrUga3psiLe9Yht550rB1uMt7n0URAPfjQAwqG4JdW80r9+XIOhEv6wIHHbwchD4NTObBtLAW4HHgM3OuVMAzrlTZrYpxDKKSJOqNeDfPn6Jzz78Apl8gaF4jHvv2MErrwmvJ7hWkFUZVLWTSWm2ga/VAGgGymDo9yUI2tVP2aRQgxfn3CEz+yjwALAAPAnkmv15M/sg8EGA7du3d6WMItKa8gZ8YTnHZx9+gbHhJGOpROn/vzwzHmoGppksSbe6Smptd1B8n6h30QR9Z94vd/qtiEoXaiv6LZsUduYF59wngU8CmNl/Bk4AZ8xsq5912QqcrfGzHwc+DrBv3z7XoyKLSBXVGplL6QyZfKEUqIylElxcWuFSOhN691EzWZJqr+mkMa3WAHzxiZOMpuKAdXXPpV4I+s487Dv9dj/rQcyg9Vs2KfTgxcw2OefOmtl24IeAO4CdwHuBX/f//rMQiygiDdRqZKZGhhiKe2NeipmXoXiMqZGhsIvclk4b08oGIJkwDp2e5zU7p5keGw79brYTQd+Zh32n3+lnHfUMWqV+yyb1Q21+3sy+A/w58C+dc5fwgpY3mdmzwJv8/4tIH6qcelw+rXgsleDeO3awsJLl2MVFFlay3HvHjtCzLu2od57NqpxSPedPzy7fObqb08u7Keip8r2eel8uiM8aBmvaeFBT74MS+hXEOfcDVR67AOwPoTgi0qJG6eRXXjPFL8+Md222Ua/GRASRNq/sTsDB3i3jZPOORLz99WFqCbJu6h0rkyuQzRfAeeeQjJsfmLm2zyXMO/1+6yLpF/2UTQo9eBGRaGumkRlLJbqSbWk2td+o4W3mYhxUY1rZAFxcXOnK2Ihi3SxnCxScY/+eTWyfHu3oWNXqufy5xZUsp2bTvDiXBmDvlgkuLq60NU4lzHEj/dZF0k/6Zcq8OTcY41z37dvnHnvssbCLIbImtTM+oNOsQCZX4P4DJ1aNiVjK5q4YE9Fsw9tMubs1gLQbM3TuP3CCTK7A4bMLpLN5CgXHfW/czTUbWgtg6tUzsOq5y+ks3zx8ltt2TLNhbIhszlX9TFp9/zDu9MMeLCweM/sH59y+yseVeRGRjrWaTg6iYWgmtV9v0CfQ8oDQbqXNg76bTWfzLGcLPH9ugeFEnPFUknOXl3nw0Fl+7PYdgW3MCKx6Lh438gUYTSVIxGIkhui4uyWsO/1+6iKRK+nTEJFANDs4MajBkM3sJ1Rv0Ge7A0KjMAhzJBmn4FwpaMjkCqSScSxGywNe69Vz5XP5vGMoHqNQcFe8Noqi8FmvVfpERKSngppF0szsh1Ya3qg3tOWGEjH279lEoeA4d3mZlVye62fGSCXiLZ9fvXqufC5TKHDvHTvI5AuhzUjRZohrg8a8iEhPNTtWpZXj1UvtBznmJWqOX1zkwUNnsRikEvGOzq+VQc8apyJBqTXmRcGLiPRcrxuZIGYbRdWgn19R0EGx9AcN2BWRvtHrwZD1Bn32y9TPbhn08yvS2ixri4IXEQnFWmlU+9WgZWS0NsvaouBFRGSNGcSxIYO4GaLUpuBFRKQDUctghL3hYTdpbZa1Q8GLiEibopjBGPSxIeqOXBv0CYuItCGoxfZ6oXztk3rr23RjjRStuyLdoMyLiEgbopLBqJYdqjY2pLhBZBBZpGJX2txShoefvxCpzJREg4IXERkovRqDEoXZLfXGt5SPDQGuWCOl3XEwpd2sc3meOj7Hq65Zz9bJkYEaWyPhU/AiIgOjl2NQejW7pZNgrF52qHzPnrl0NpAs0qpgKRknHjMOn11gZny4bzNTEk0KXkRkIIQxi6bbs1s6DcaazQ4FkUXK5Lz9jJZzeaZHh8nlvc0g09k8K7kCWVzfZaYkuhT+ishACGrDx1Z1a+fhIAYEN7N5ZSuvq+X0XJr7D5zg64fO8tTxOU7NpknEY1w/M0ah4JhdyoaySaMMLmVeRCTV9f1MAAAPfklEQVRyqnWlRGEMSiuCGhDcbHao3SxSeZA1PRonZvDk8VkK5kgl49z3xt1MjAx1nJmK2no60l0KXkQkUmp1pQzaCqtBBmPNrn3SzhoplUHW1skRCg5+cM8mNo+nAqn/KK6nI90Vzd9qEVmTGnWlFLMHb3/lNu655epIN3CdduV0qtn1WaqtG5NKxgILXKK0no70jjIvIhK4bqX4m+lKGaQVVsNa7r6VTEe3M15RWU9HekvBi4gEqpsp/kEb19KMXgdj7cza6maQtRY/c2lMYauIBKbbKf5udqVEZRn7bpez3Vlb3Zp1FXb3mfQnZV5EJDC9SPF34y4/KgNCe1HOfsx0aLdoqaRvgIgEpt6mf0EK8i4/KgNCe1XOfs10dCuzI9GkzIuIBCaK05WjMiC0l+VUpkP6nYIXEQlU1Bq+at0kOMjmC2Ryhb4pf6+7cwZp1pYMHn0zRSRwUUrxV3aTnJpLs7iS5S+fPs39B05wei4ddhGB/u3OkZdEZdD3IDDnXNhlCMS+ffvcY489FnYxRCSiMrkC8+ksf/mdU0wMD5WyG0vZXFc3d2yVlsnvT1EZ9B01ZvYPzrl9lY/rmy8igpfZSCZigPVsc8fyO/Vm79prZbV0199Yt+ooKoO+B4nGvIiI+Ho5rqT8Tn1xOQc4RlPJtu7addffWDfrKCqDvgeJalVExNercSWrd2Ie4sj5RY6cX2J63VDLd+2662+s23XUqyUC5CXKvIiIlOnFbKnyO/XFTI543ADI5AusG0q0dNeuu/7Gul1HUVwiIOoUvIiIVOj2NOHyO/XhRIx83ps4MRSPtXzX3o8r4vabXtRR1JYIiDrVrohIj5V3T11YzLBz4yg7N67jwlKm5a4qTaFurFd1FKUlAqJOU6VFREJSPu0Z6OiuXVOoG1MdRU+tqdLqNhIRCUll91QnDapWxG1MdTQ49CmKiIigtXKiRJkXERFZ87RWTrSEnnkxs58xs6fN7KCZfc7MUmb2y2b2opk94f95a9jlFBGRwaS1cqIn1ODFzK4CPgTsc87dBMSBd/tP/6Zz7mb/z1+EVkgRERlo1daB6ea2ENK50DMveF1XI2aWANYBJ0Muj4gMKI1pkGq0Qm70hBq8OOdeBD4GHANOAXPOua/5T/8rM/u2mX3KzKZCK6SIDITTc2nuP3CCL337JPcfOMHpuXTYRZI+obVyoifUdV78oOTzwI8As8AfA38CPACcBxzwn4Ctzrn3V/n5DwIfBNi+ffv3vfDCCz0quYhESSZX4P4DJ1iXTJRWWF3K5rjnlqvVQEmJ1oHpP7XWeQn703kjcMQ5d845lwW+ANzpnDvjnMs75wrA7wGvrvbDzrmPO+f2Oef2zczM9LDYIhIlGtMgzdAKudER9id0DHiNma0zMwP2A4fMbGvZa+4BDoZSOhEZCBrTIDJYQl3nxTn392b2J8DjQA44AHwc+ISZ3YzXbXQU+BehFVJEAhNWWl67/ooMFu1tJCI90Q+LgGlMg0i09OuYFxFZA/plETCNaRAZDPoNFpGu04BZEQmSghcR6ToNmI0+LfAn/UQbM4pI12nAbLT1w3glkXIKXkSkJ7ZMjnDPLVdrwGzElI9XKi7w943vndMCfxIqffNEpGc0YDZ6NF5J+pGuICIiUpPGK0k/UvAiIiI1adNC6Uca8yIiInVpvJL0GwUvIiIdWgsr9w4lYgN7bhI9Cl5EArAWGi+pTtOIRXpPwYtIh9R4rV2aRiwSDv12iXSgX/bskXBoGrFIOBS8iHRAjdfapmnEIuFQ8CLSATVea5umEYuEQ2NeRDqgPXtE04hFek/Bi0iH1HiJphG/RDPvpBcUvIgEQI2XiGbeSe/oaisiIh3TzDvpJQUvIiLSMc28k15S8CIiIh3TzDvpJQUvIiLSMU0bl17SgF0REQmEZt5Jryh4ERGRwGjmnfSCvmEiIiISKQpeREREJFIUvIiIiEikKHgRERGRSFHwIiIiIpGi4EVEREQiRcGLiIiIRIqCFxEREYkUBS8iIiISKQpeREREJFIUvIiIiEikKHgRERGRSFHwIiIiIpGi4EVEREQiRcGLiIiIRIo558IuQyDM7BzwQtjlCNBG4HzYhVijVPfhUv2HR3UfHtV9dTucczOVDw5M8DJozOwx59y+sMuxFqnuw6X6D4/qPjyq+9ao20hEREQiRcGLiIiIRIqCl/718bALsIap7sOl+g+P6j48qvsWaMyLiIiIRIoyLyIiIhIpCl76gJn9jJk9bWYHzexzZpYysw1m9oCZPev/PRV2OQeVmd3n1/3TZvZh/zHVfxeY2afM7KyZHSx7rGZdm9lHzOywmT1jZneFU+rBUKPu3+V/7wtmtq/i9ar7ANWo//9qZt81s2+b2f1mtr7sOdV/HQpeQmZmVwEfAvY5524C4sC7gV8EHnTO7QYe9P8vATOzm4APAK8GXgW83cx2o/rvlk8Db654rGpdm9mNeL8LL/d/5nfNLN67og6cT3Nl3R8Efgj4ZvmDqvuu+DRX1v8DwE3OuVcC3wM+Aqr/Zih46Q8JYMTMEsA64CTwTuAz/vOfAf5JSGUbdHuBbznnlpxzOeAbwD2o/rvCOfdN4GLFw7Xq+p3AHznnVpxzR4DDeEGmtKFa3TvnDjnnnqnyctV9wGrU/9f86w7At4Cr/X+r/htQ8BIy59yLwMeAY8ApYM459zVgs3PulP+aU8Cm8Eo50A4CrzOzaTNbB7wVuAbVfy/VquurgONlrzvhPybdp7rvvfcDX/H/rfpvQMFLyPz+/XcCO4FtwKiZvSfcUq0dzrlDwEfx0rdfBZ4EcnV/SHrFqjym6ZG9obrvITP7d3jXnT8sPlTlZar/MgpewvdG4Ihz7pxzLgt8AbgTOGNmWwH8v8+GWMaB5pz7pHPuVufc6/DSus+i+u+lWnV9Ai8LVnQ1XpeqdJ/qvkfM7L3A24F/7l5au0T134CCl/AdA15jZuvMzID9wCHgi8B7/de8F/izkMo38Mxsk//3drzBi59D9d9Lter6i8C7zWzYzHYCu4FHQijfWqS67wEzezPwC8DdzrmlsqdU/w1okbo+YGa/AvwIXtrwAPCTwBjwf4HteAHOu5xzlQMdJQBm9jfANJAF/o1z7kEzm0b1Hzgz+xzwBrwddM8A/wH4U2rUtZ9Ofz/e78aHnXNfqXJYaUKNur8I/DYwA8wCTzjn7vJfr7oPUI36/wgwDFzwX/Yt59xP+a9X/deh4EVEREQiRd1GIiIiEikKXkRERCRSFLyIiIhIpCh4ERERkUhR8CIiIiKRouBFZA0xz++b2SUze8R/7KfN7IyZLfhTxLvxvv/DzP59N45d5z0bnqv/964Gx9nuv04b44n0CU2VFhkgZvY+4GeB64B54H7gI865Wf/5H8BbhO9lzrlFM0v6r3uNc+7JcErdHWvpXEXWGmVeRAaEmf0s3j5NPw9MAq8BdgAPmNmQ/7IdwFHn3KL//81ACni6x8XthbV0riJrioIXkQFgZhPArwD/2jn3Vedc1jl3FPhhvEb8PWb2E8AngDv8bpDPAc/4h5g1s6/7x9pjZg+Y2UUze8bMfrjsfT5tZr9jZl82s8tm9vdmdp3/nJnZb5rZWTObM7Nvm9lNZT/3q/6/D5nZ28uOmTCz82Z2q///15jZQ2Y2a2ZPmtkb6pz3NjP7vJmdM7MjZvYh//Fmz9WZ2fX+v0fM7DfM7AW//H/rP3at/7qE/7pJM/ukmZ0ysxfN7FeLXUpm9j7/5z7md1cdMbO3lJV3g9+VddJ//k/9xw+a2TvKXpf06+TmJr8CImtKIuwCiEgg7sTLKnyh/EHn3IKZfQV4k3PuR80sD/ykc+77AczsWuAIsN45lzOzUbwdtn8JeAvwSuBrZva0c66YsfhR4M3A48BngF8D3g38Y+B1wA3AHLAHb8n5Sp/zj/El//93Aeedc4+b2VXAl4Efx9vlez/weTPb45w7V34QM4sBf463F9KP4m1e91dm9oxz7pONzrVKuT4GvNyvy9PA7UChyus+g7e8+/XAqH8ex4H/6T9/u/+ajcAHgU+a2VX+pnt/ACz477PgvxfAZ4H3+OcD8FbglHPuiSrvL7LmKfMiMhg24gUA1RrlU/7zzXg7XlfL7zvncs65x4HPA/+s7DVfcM494r/XHwLF7EAWGMcLWsw5d8g5d6rKe/xv4G4zW+f//8f8x8BrwP/COfcXzrmCc+4B4DG8xrzSbcCMc+4/Oucyzrnngd/DC6Ra4gdC7wfuc8696JzLO+cecs6tVLxuM15Q92Hn3KJz7izwmxXv+YJz7vecc3m8IGYrsNm8HbPfAvyUc+6Snx37hv8z/wt4q59BAy94+4NWz0NkrVDmRWQwnAc2mlmiSgCz1X++GTuA282sPGOSYHVDerrs30t4m4jinPu6mf134HeA7WZ2P/Bzzrn58jdwzh02s0PAO8zsz4G7gVvK3v9d5V0oQBL46xpl3VZR1jjwN82d6iob8TJXzzV43Q6/PKfMrPhYDC/zUlSqH+fckv+6MWADcNE5d6nyoM65k2b2d8A/9evtLcB9bZyHyJqg4EVkMDwMrAA/hLdDMwB+N9BbgH/b5HGOA99wzr2pnUI4534L+C0z2+SX4+eBalOki11HMeA7zrnDZe//B865DzRZ1iPOud3tlLXCeWAZb5ZWvZlIx/HqeWONLFc9x4ENZra+OPurwmfwdpRPAA87515s8fgia4a6jUQGgHNuDm/A7m+b2Zv9AZ/XAn8MnKD5LogvATeY2Y/7x0ia2W1mtrfRD/qvu92fkryIFwzka7z8j/DGyPw0L3UZgdd98g4zu8vM4maWMrM3mNnVVY7xCDBvZr/gD6yNm9lNZnZbk+da4pwrAJ8C/ps/CDhuZneY2XDF604BXwN+w8wmzCxmZteZ2eubeI9TwFeA3zWzKb9uX1f2kj8FbsXLuHy21XMQWUsUvIgMCOfcf8HLsHwMbz2Tv8e7299fOXajzjEu4wUV7wZO4nWBfBQYrvdzvgm8MSeXgBeAC35Zqr3PKbxs0Z3A/yl7/DjwTv88zvnl/3mqXKv8MSXvwBtzcwQve/IJvGni7fg54CngUeAi3nlXu0beCwwB38E71z/B65prxo/jjQ36LnAW+HDxCedcGm980U4qBl6LyGpapE5EpE+Y2S8BNzjn3hN2WUT6mca8iIj0ATPbAPwEXnZGROpQt5GISMjM7AN4XWRfcc59M+zyiPQ7dRuJiIhIpCjzIiIiIpGi4EVEREQiRcGLiIiIRIqCFxEREYkUBS8iIiISKQpeREREJFL+Pzh37EL6vy7cAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,8))\n",
    "xs = season_stats_df.query('year>=2016').Teff\n",
    "ys = season_stats_df.query('year>=2016').Oeff\n",
    "plt.scatter(xs, ys, s=20, alpha=0.3)\n",
    "plt.xlabel(\"Offensive efficiency\", fontsize='large')\n",
    "plt.ylabel(\"Defensive efficiency\", fontsize='large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3497 entries, 0 to 3496\n",
      "Data columns (total 48 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   year     3497 non-null   int64  \n",
      " 1   team_id  3497 non-null   object \n",
      " 2   wins     3497 non-null   int64  \n",
      " 3   losses   3497 non-null   int64  \n",
      " 4   totOT    3497 non-null   int64  \n",
      " 5   TScore   3497 non-null   int64  \n",
      " 6   TFGM     3497 non-null   int64  \n",
      " 7   TFGA     3497 non-null   int64  \n",
      " 8   TFGM3    3497 non-null   int64  \n",
      " 9   TFGA3    3497 non-null   int64  \n",
      " 10  TFTM     3497 non-null   int64  \n",
      " 11  TFTA     3497 non-null   int64  \n",
      " 12  TOR      3497 non-null   int64  \n",
      " 13  TDR      3497 non-null   int64  \n",
      " 14  TAst     3497 non-null   int64  \n",
      " 15  TTO      3497 non-null   int64  \n",
      " 16  TStl     3497 non-null   int64  \n",
      " 17  TBlk     3497 non-null   int64  \n",
      " 18  TPF      3497 non-null   int64  \n",
      " 19  OScore   3497 non-null   int64  \n",
      " 20  OFGM     3497 non-null   int64  \n",
      " 21  OFGA     3497 non-null   int64  \n",
      " 22  OFGM3    3497 non-null   int64  \n",
      " 23  OFGA3    3497 non-null   int64  \n",
      " 24  OFTM     3497 non-null   int64  \n",
      " 25  OFTA     3497 non-null   int64  \n",
      " 26  OOR      3497 non-null   int64  \n",
      " 27  ODR      3497 non-null   int64  \n",
      " 28  OAst     3497 non-null   int64  \n",
      " 29  OTO      3497 non-null   int64  \n",
      " 30  OStl     3497 non-null   int64  \n",
      " 31  OBlk     3497 non-null   int64  \n",
      " 32  OPF      3497 non-null   int64  \n",
      " 33  Tposs    3497 non-null   float64\n",
      " 34  Teff     3497 non-null   float64\n",
      " 35  Tastr    3497 non-null   float64\n",
      " 36  Ttovr    3497 non-null   float64\n",
      " 37  Tefgp    3497 non-null   float64\n",
      " 38  Torbp    3497 non-null   float64\n",
      " 39  Tftr     3497 non-null   float64\n",
      " 40  Oposs    3497 non-null   float64\n",
      " 41  Oeff     3497 non-null   float64\n",
      " 42  Oastr    3497 non-null   float64\n",
      " 43  Otovr    3497 non-null   float64\n",
      " 44  Oefgp    3497 non-null   float64\n",
      " 45  Oorbp    3497 non-null   float64\n",
      " 46  Oftr     3497 non-null   float64\n",
      " 47  rawpace  3497 non-null   float64\n",
      "dtypes: float64(15), int64(32), object(1)\n",
      "memory usage: 1.3+ MB\n"
     ]
    }
   ],
   "source": [
    "season_stats_df.info()"
   ]
  }
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