{
 "cells": [
  {
   "cell_type": "markdown",
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     "status": "completed"
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    "tags": []
   },
   "source": [
    "# Recommendation List Unsmoothed Regression\n",
    "\n",
    "This notebook analyzes the results of straight regression for the recommendation lists."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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     "end_time": "2020-05-11T20:21:16.838518",
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     "start_time": "2020-05-11T20:21:16.819551",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 0.028002,
     "end_time": "2020-05-11T20:21:16.886520",
     "exception": false,
     "start_time": "2020-05-11T20:21:16.858518",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "from pathlib import Path\n",
    "from textwrap import dedent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "papermill": {
     "duration": 1.60002,
     "end_time": "2020-05-11T20:21:18.506539",
     "exception": false,
     "start_time": "2020-05-11T20:21:16.906519",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import zarr\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from plotnine import *\n",
    "from scipy import stats\n",
    "from scipy.special import expit, logit, logsumexp\n",
    "from IPython.display import display, Markdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.925991,
     "end_time": "2020-05-11T20:21:19.452529",
     "exception": false,
     "start_time": "2020-05-11T20:21:18.526538",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\fastparquet\\dataframe.py:5: FutureWarning: pandas.core.index is deprecated and will be removed in a future version.  The public classes are available in the top-level namespace.\n",
      "  from pandas.core.index import CategoricalIndex, RangeIndex, Index, MultiIndex\n"
     ]
    }
   ],
   "source": [
    "import bookgender.datatools as dt\n",
    "from bookgender.config import rng_seed\n",
    "from lenskit.util import init_rng\n",
    "from bookgender.nbutils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.025974,
     "end_time": "2020-05-11T20:21:19.497502",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.471528",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using figure dir figures\\UnsmoothedRegression\n"
     ]
    }
   ],
   "source": [
    "fig_dir = init_figs('UnsmoothedRegression')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.033998,
     "end_time": "2020-05-11T20:21:19.557498",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.523500",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SeedSequence(\n",
       "    entropy=261868553827208103807548308384201786360,\n",
       "    spawn_key=(2157177875,),\n",
       ")"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed = init_rng(rng_seed(), 'UnsmoothedRegression')\n",
    "rng = np.random.default_rng(seed)\n",
    "seed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020001,
     "end_time": "2020-05-11T20:21:19.600529",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.580528",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "papermill": {
     "duration": 0.025973,
     "end_time": "2020-05-11T20:21:19.646497",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.620524",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['GR-I']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datasets = list(dt.datasets.keys())\n",
    "datasets = ['GR-I']\n",
    "datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.019,
     "end_time": "2020-05-11T20:21:19.684496",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.665496",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Load the profile and list data for context:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "papermill": {
     "duration": 0.097,
     "end_time": "2020-05-11T20:21:19.801497",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.704497",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ambiguous</th>\n",
       "      <th>female</th>\n",
       "      <th>male</th>\n",
       "      <th>unknown</th>\n",
       "      <th>Total</th>\n",
       "      <th>Known</th>\n",
       "      <th>PropKnown</th>\n",
       "      <th>PropFemale</th>\n",
       "      <th>dcknown</th>\n",
       "      <th>dcyes</th>\n",
       "      <th>PropDC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>user</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">als</th>\n",
       "      <th>529</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
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       "      <td>0.296296</td>\n",
       "      <td>44</td>\n",
       "      <td>23</td>\n",
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       "    <tr>\n",
       "      <th>1723</th>\n",
       "      <td>0</td>\n",
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       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>50</td>\n",
       "      <td>21</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>39</td>\n",
       "      <td>17</td>\n",
       "      <td>0.435897</td>\n",
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       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>33</td>\n",
       "      <td>50</td>\n",
       "      <td>15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>31</td>\n",
       "      <td>16</td>\n",
       "      <td>0.516129</td>\n",
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       "    <tr>\n",
       "      <th>2781</th>\n",
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       "      <td>8</td>\n",
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       "      <td>24</td>\n",
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       "      <td>0.320000</td>\n",
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       "      <td>17</td>\n",
       "      <td>0.485714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2863</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>19</td>\n",
       "      <td>50</td>\n",
       "      <td>29</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0.540541</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ambiguous  female  male  unknown  Total  Known  PropKnown  \\\n",
       "Set Algorithm user                                                              \n",
       "AZ  als       529           2       8    19       21     50     27       0.54   \n",
       "              1723          0      12     9       29     50     21       0.42   \n",
       "              1810          2       6     9       33     50     15       0.30   \n",
       "              2781          1       8    17       24     50     25       0.50   \n",
       "              2863          2       4    25       19     50     29       0.58   \n",
       "\n",
       "                    PropFemale  dcknown  dcyes    PropDC  \n",
       "Set Algorithm user                                        \n",
       "AZ  als       529     0.296296       44     23  0.522727  \n",
       "              1723    0.571429       39     17  0.435897  \n",
       "              1810    0.400000       31     16  0.516129  \n",
       "              2781    0.320000       35     17  0.485714  \n",
       "              2863    0.137931       37     20  0.540541  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profiles = pd.read_pickle('data/profile-data.pkl')\n",
    "rec_lists = pd.read_pickle('data/rec-data.pkl')\n",
    "rec_lists.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "papermill": {
     "duration": 0.040973,
     "end_time": "2020-05-11T20:21:19.866007",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.825034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set\n",
       "AZ      34489\n",
       "BX-E     9806\n",
       "BX-I    19981\n",
       "GR-E     9876\n",
       "GR-I    19994\n",
       "Name: Total, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec_lists.groupby('Set')['Total'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.02799,
     "end_time": "2020-05-11T20:21:19.919005",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.891015",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Compute the algorithm names:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.052,
     "end_time": "2020-05-11T20:21:19.994004",
     "exception": false,
     "start_time": "2020-05-11T20:21:19.942004",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set\n",
       "AZ      [als, bpr-imp, item-item, item-item-imp, user-...\n",
       "BX-E                               [item-item, user-user]\n",
       "BX-I                    [bpr, item-item, user-user, wrls]\n",
       "GR-E                               [item-item, user-user]\n",
       "GR-I                    [bpr, item-item, user-user, wrls]\n",
       "Name: Algorithm, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "algo_names = rec_lists.reset_index().groupby('Set')['Algorithm'].apply(lambda x: sorted(x.unique()))\n",
    "algo_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And compute rec list length / distinctness stats:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9643759 entries, 0 to 9643758\n",
      "Data columns (total 6 columns):\n",
      " #   Column     Dtype  \n",
      "---  ------     -----  \n",
      " 0   Set        object \n",
      " 1   Algorithm  object \n",
      " 2   item       int64  \n",
      " 3   score      float64\n",
      " 4   user       int64  \n",
      " 5   rank       int64  \n",
      "dtypes: float64(1), int64(3), object(2)\n",
      "memory usage: 441.5+ MB\n"
     ]
    }
   ],
   "source": [
    "recs = pd.read_parquet('data/study-recs.parquet')\n",
    "recs.rename(columns={'dataset': 'Set', 'algorithm': 'Algorithm'}, inplace=True)\n",
    "recs.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>nunique</th>\n",
       "      <th>distfrac</th>\n",
       "      <th>distpct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th>als</th>\n",
       "      <td>500000</td>\n",
       "      <td>72395</td>\n",
       "      <td>0.144790</td>\n",
       "      <td>14.479000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bpr-imp</th>\n",
       "      <td>500000</td>\n",
       "      <td>19763</td>\n",
       "      <td>0.039526</td>\n",
       "      <td>3.952600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <td>455485</td>\n",
       "      <td>180243</td>\n",
       "      <td>0.395717</td>\n",
       "      <td>39.571665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item-imp</th>\n",
       "      <td>499750</td>\n",
       "      <td>198097</td>\n",
       "      <td>0.396392</td>\n",
       "      <td>39.639220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <td>337125</td>\n",
       "      <td>169069</td>\n",
       "      <td>0.501502</td>\n",
       "      <td>50.150241</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    count  nunique  distfrac    distpct\n",
       "Set Algorithm                                          \n",
       "AZ  als            500000    72395  0.144790  14.479000\n",
       "    bpr-imp        500000    19763  0.039526   3.952600\n",
       "    item-item      455485   180243  0.395717  39.571665\n",
       "    item-item-imp  499750   198097  0.396392  39.639220\n",
       "    user-user      337125   169069  0.501502  50.150241"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_stats = recs.groupby(['Set', 'Algorithm'])['item'].agg(['count', 'nunique'])\n",
    "list_stats['distfrac'] = list_stats['nunique'] / list_stats['count']\n",
    "list_stats['distpct'] = list_stats['distfrac'] * 100\n",
    "list_stats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020031,
     "end_time": "2020-05-11T20:21:20.035036",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.015005",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's load the samples!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "papermill": {
     "duration": 0.318967,
     "end_time": "2020-05-11T20:21:20.374001",
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     "start_time": "2020-05-11T20:21:20.055034",
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    "tags": []
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Mean</th>\n",
       "      <th>MCSE</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>5%</th>\n",
       "      <th>50%</th>\n",
       "      <th>95%</th>\n",
       "      <th>N_Eff</th>\n",
       "      <th>N_Eff/s</th>\n",
       "      <th>R_hat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">GR-I</th>\n",
       "      <th>lp__</th>\n",
       "      <td>-382571.000000</td>\n",
       "      <td>2.100160</td>\n",
       "      <td>111.484000</td>\n",
       "      <td>-382755.000000</td>\n",
       "      <td>-382570.000000</td>\n",
       "      <td>-382389.000000</td>\n",
       "      <td>2817.89</td>\n",
       "      <td>1.323810</td>\n",
       "      <td>1.00077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recB[1]</th>\n",
       "      <td>-0.035497</td>\n",
       "      <td>0.000250</td>\n",
       "      <td>0.012958</td>\n",
       "      <td>-0.056753</td>\n",
       "      <td>-0.035572</td>\n",
       "      <td>-0.014487</td>\n",
       "      <td>2694.06</td>\n",
       "      <td>1.265640</td>\n",
       "      <td>1.00118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recB[2]</th>\n",
       "      <td>0.128757</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.012553</td>\n",
       "      <td>0.108128</td>\n",
       "      <td>0.128765</td>\n",
       "      <td>0.149325</td>\n",
       "      <td>2390.41</td>\n",
       "      <td>1.122980</td>\n",
       "      <td>1.00143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recB[3]</th>\n",
       "      <td>-0.164321</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.012433</td>\n",
       "      <td>-0.185094</td>\n",
       "      <td>-0.164234</td>\n",
       "      <td>-0.143905</td>\n",
       "      <td>2003.64</td>\n",
       "      <td>0.941285</td>\n",
       "      <td>1.00144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recB[4]</th>\n",
       "      <td>-0.075397</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>0.010170</td>\n",
       "      <td>-0.092127</td>\n",
       "      <td>-0.075361</td>\n",
       "      <td>-0.058547</td>\n",
       "      <td>3171.68</td>\n",
       "      <td>1.490010</td>\n",
       "      <td>1.00084</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Mean      MCSE      StdDev             5%  \\\n",
       "Set  name                                                          \n",
       "GR-I lp__    -382571.000000  2.100160  111.484000 -382755.000000   \n",
       "     recB[1]      -0.035497  0.000250    0.012958      -0.056753   \n",
       "     recB[2]       0.128757  0.000257    0.012553       0.108128   \n",
       "     recB[3]      -0.164321  0.000278    0.012433      -0.185094   \n",
       "     recB[4]      -0.075397  0.000181    0.010170      -0.092127   \n",
       "\n",
       "                        50%            95%    N_Eff   N_Eff/s    R_hat  \n",
       "Set  name                                                               \n",
       "GR-I lp__    -382570.000000 -382389.000000  2817.89  1.323810  1.00077  \n",
       "     recB[1]      -0.035572      -0.014487  2694.06  1.265640  1.00118  \n",
       "     recB[2]       0.128765       0.149325  2390.41  1.122980  1.00143  \n",
       "     recB[3]      -0.164234      -0.143905  2003.64  0.941285  1.00144  \n",
       "     recB[4]      -0.075361      -0.058547  3171.68  1.490010  1.00084  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples = {}\n",
    "summary = {}\n",
    "for ds in datasets:\n",
    "    _zf = zarr.ZipStore(f'data/{ds}/inference/unsmoothed/samples.zarr', mode='r')\n",
    "    _c = zarr.LRUStoreCache(_zf, 2**30)\n",
    "    samples[ds] = zarr.group(_c)\n",
    "    summary[ds] = pd.read_csv(f'data/{ds}/inference/unsmoothed-summary.csv', index_col='name')\n",
    "summary = pd.concat(summary, names=['Set'])\n",
    "summary.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "papermill": {
     "duration": 0.026,
     "end_time": "2020-05-11T20:21:20.420000",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.394000",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_size = len(samples['GR-I']['lp__'])\n",
    "sample_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020999,
     "end_time": "2020-05-11T20:21:20.463999",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.443000",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Quality of Fit and Sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.02,
     "end_time": "2020-05-11T20:21:20.504999",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.484999",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Do we have any parameters with troubling $\\hat{R}$ values?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.055033,
     "end_time": "2020-05-11T20:21:20.580032",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.524999",
     "status": "completed"
    },
    "tags": []
   },
   "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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>MCSE</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>5%</th>\n",
       "      <th>50%</th>\n",
       "      <th>95%</th>\n",
       "      <th>N_Eff</th>\n",
       "      <th>N_Eff/s</th>\n",
       "      <th>R_hat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">GR-I</th>\n",
       "      <th>log_lik[1406]</th>\n",
       "      <td>-11.5115</td>\n",
       "      <td>0.023160</td>\n",
       "      <td>1.45058</td>\n",
       "      <td>-14.3531</td>\n",
       "      <td>-11.1668</td>\n",
       "      <td>-9.8289</td>\n",
       "      <td>3922.75</td>\n",
       "      <td>1.84286</td>\n",
       "      <td>1.00337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>log_lik[1108]</th>\n",
       "      <td>-16.6260</td>\n",
       "      <td>0.024758</td>\n",
       "      <td>1.44785</td>\n",
       "      <td>-19.4383</td>\n",
       "      <td>-16.2871</td>\n",
       "      <td>-14.9404</td>\n",
       "      <td>3419.99</td>\n",
       "      <td>1.60667</td>\n",
       "      <td>1.00323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>log_lik[4676]</th>\n",
       "      <td>-13.9019</td>\n",
       "      <td>0.024798</td>\n",
       "      <td>1.41183</td>\n",
       "      <td>-16.6443</td>\n",
       "      <td>-13.5854</td>\n",
       "      <td>-12.2619</td>\n",
       "      <td>3241.52</td>\n",
       "      <td>1.52283</td>\n",
       "      <td>1.00319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>log_lik[2550]</th>\n",
       "      <td>-12.8088</td>\n",
       "      <td>0.025114</td>\n",
       "      <td>1.46222</td>\n",
       "      <td>-15.6725</td>\n",
       "      <td>-12.4524</td>\n",
       "      <td>-11.1188</td>\n",
       "      <td>3389.82</td>\n",
       "      <td>1.59249</td>\n",
       "      <td>1.00316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>log_lik[1307]</th>\n",
       "      <td>-12.4206</td>\n",
       "      <td>0.023090</td>\n",
       "      <td>1.42418</td>\n",
       "      <td>-15.1930</td>\n",
       "      <td>-12.1153</td>\n",
       "      <td>-10.7387</td>\n",
       "      <td>3804.41</td>\n",
       "      <td>1.78726</td>\n",
       "      <td>1.00301</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Mean      MCSE   StdDev       5%      50%      95%  \\\n",
       "Set  name                                                                   \n",
       "GR-I log_lik[1406] -11.5115  0.023160  1.45058 -14.3531 -11.1668  -9.8289   \n",
       "     log_lik[1108] -16.6260  0.024758  1.44785 -19.4383 -16.2871 -14.9404   \n",
       "     log_lik[4676] -13.9019  0.024798  1.41183 -16.6443 -13.5854 -12.2619   \n",
       "     log_lik[2550] -12.8088  0.025114  1.46222 -15.6725 -12.4524 -11.1188   \n",
       "     log_lik[1307] -12.4206  0.023090  1.42418 -15.1930 -12.1153 -10.7387   \n",
       "\n",
       "                      N_Eff  N_Eff/s    R_hat  \n",
       "Set  name                                      \n",
       "GR-I log_lik[1406]  3922.75  1.84286  1.00337  \n",
       "     log_lik[1108]  3419.99  1.60667  1.00323  \n",
       "     log_lik[4676]  3241.52  1.52283  1.00319  \n",
       "     log_lik[2550]  3389.82  1.59249  1.00316  \n",
       "     log_lik[1307]  3804.41  1.78726  1.00301  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary.sort_values('R_hat', ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.019999,
     "end_time": "2020-05-11T20:21:20.621029",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.601030",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "And let's compute LPPD and WAIC to assess model fit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "papermill": {
     "duration": 0.037999,
     "end_time": "2020-05-11T20:21:20.679998",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.641999",
     "status": "completed"
    },
    "tags": []
   },
   "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>lppd</th>\n",
       "      <th>pWAIC</th>\n",
       "      <th>WAIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GR-I</th>\n",
       "      <td>-63316.615404</td>\n",
       "      <td>10147.767048</td>\n",
       "      <td>146928.764902</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              lppd         pWAIC           WAIC\n",
       "Set                                            \n",
       "GR-I -63316.615404  10147.767048  146928.764902"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def ll_stats(ds):\n",
    "    ll_exp = samples[ds]['ll_exp']\n",
    "    ll_var = samples[ds]['ll_var']\n",
    "    lppd = np.sum(ll_exp)\n",
    "    pwaic = np.sum(ll_var)\n",
    "    return pd.Series({'lppd': lppd, 'pWAIC': pwaic, 'WAIC': -2 * (lppd - pwaic)})\n",
    "pd.Series(datasets).apply(ll_stats).assign(Set=datasets).set_index('Set')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021,
     "end_time": "2020-05-11T20:21:20.721997",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.700997",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021,
     "end_time": "2020-05-11T20:21:20.762997",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.741997",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We want some functions for extracting data.  Some of our things are per-list samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "papermill": {
     "duration": 0.027031,
     "end_time": "2020-05-11T20:21:20.811027",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.783996",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def list_samples(field, mean=False):\n",
    "    def _extract():\n",
    "        for ds, zg in samples.items():\n",
    "            data = zg[field][...].T\n",
    "            data = pd.DataFrame(data, index=rec_lists.loc[ds, :].index)\n",
    "            data.columns.name = 'Sample'\n",
    "            if mean:\n",
    "                data = data.mean(axis=1)\n",
    "            yield ds, data\n",
    "    \n",
    "    return pd.concat(dict(_extract()), names=['Set'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.02397,
     "end_time": "2020-05-11T20:21:20.855997",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.832027",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Others are per-algorithm samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 0.030001,
     "end_time": "2020-05-11T20:21:20.909998",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.879997",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def algo_samples(field):\n",
    "    def _extract():\n",
    "        for ds, zg in samples.items():\n",
    "            data = zg[field][...].T\n",
    "            names = algo_names[ds]\n",
    "            data = pd.DataFrame(data, index=names)\n",
    "            data.columns.name = 'Sample'\n",
    "            data.index.name = 'Algorithm'\n",
    "            yield ds, data\n",
    "    \n",
    "    return pd.concat(dict(_extract()), names=['Set'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.025,
     "end_time": "2020-05-11T20:21:20.957996",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.932996",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Repeat these helper functions for extracting implicit/explicit results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.029968,
     "end_time": "2020-05-11T20:21:21.010995",
     "exception": false,
     "start_time": "2020-05-11T20:21:20.981027",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def select_implicit(data, reset=True):\n",
    "    if reset:\n",
    "        data = data.reset_index()\n",
    "    implicit = data['Set'].str.endswith('-I')\n",
    "    if 'Algorithm' in data.columns:\n",
    "        implicit |= data['Algorithm'].str.endswith('-imp')\n",
    "    else:\n",
    "        implicit |= data['Set'] == 'AZ'\n",
    "    data = data.loc[implicit].assign(Set=data['Set'].str.replace('-I', ''))\n",
    "    if 'Algorithm' in data.columns:\n",
    "        data['Algorithm'] = data['Algorithm'].str.replace('-imp', '').str.replace('wrls', 'als')\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "papermill": {
     "duration": 0.026001,
     "end_time": "2020-05-11T20:21:21.056995",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.030994",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def select_explicit(data, reset=True):\n",
    "    if reset:\n",
    "        data = data.reset_index()\n",
    "    implicit = data['Set'].str.endswith('-I') \n",
    "    if 'Algorithm' in data.columns:\n",
    "        implicit |= data['Algorithm'].str.endswith('-imp')\n",
    "    data = data[~implicit].assign(Set=data['Set'].str.replace('-E', ''))\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022001,
     "end_time": "2020-05-11T20:21:21.099995",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.077994",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Plotting Distributions\n",
    "\n",
    "Let's plot the distributions of rec list biases.  First we need to extract mean biases from the underlying samples, grouped by algorithm family.  These are in log-odds space, `expit` translates them back:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "papermill": {
     "duration": 0.041969,
     "end_time": "2020-05-11T20:21:21.162994",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.121025",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'biasP'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-22-bf8866bfe7e5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mbias_smooth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malgo_samples\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'biasP'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mbias_smooth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexpit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbias_smooth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mbias_smooth\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-19-c2b0ac4676f2>\u001b[0m in \u001b[0;36malgo_samples\u001b[1;34m(field)\u001b[0m\n\u001b[0;32m      9\u001b[0m             \u001b[1;32myield\u001b[0m \u001b[0mds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_extract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Set'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-19-c2b0ac4676f2>\u001b[0m in \u001b[0;36m_extract\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_extract\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mzg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msamples\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m             \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mzg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mfield\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m...\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m             \u001b[0mnames\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malgo_names\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mds\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m             \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\zarr\\hierarchy.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m    330\u001b[0m                          synchronizer=self._synchronizer)\n\u001b[0;32m    331\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 332\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    333\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    334\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'biasP'"
     ]
    }
   ],
   "source": [
    "bias_smooth = algo_samples('biasP').stack()\n",
    "bias_smooth = expit(bias_smooth)\n",
    "bias_smooth.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021045,
     "end_time": "2020-05-11T20:21:21.205038",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.183993",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now we need expected new recommendation list proportions.  This starts with the bias, plus the recommender's variance; the MCMC sampler outputs this as `thetaRP`.  We then feed it in to a binomial distribution, with known-item counts sampled from the data, as with user profiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "papermill": {
     "duration": 0.041969,
     "end_time": "2020-05-11T20:21:21.266993",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.225024",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set  Algorithm  Sample\n",
       "AZ   als        0         0.516493\n",
       "                1         0.404317\n",
       "                2         0.507226\n",
       "                3         0.244397\n",
       "                4         0.464367\n",
       "dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias_pred = algo_samples('thetaRP').stack()\n",
    "bias_pred.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.123,
     "end_time": "2020-05-11T20:21:21.413992",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.290992",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in true_divide\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Set   Algorithm  Sample\n",
       "AZ    als        0         0.461538\n",
       "                 1         0.200000\n",
       "                 2         0.586207\n",
       "                 3         0.142857\n",
       "                 4         0.560000\n",
       "                             ...   \n",
       "GR-I  wrls       9995      0.489362\n",
       "                 9996      0.351351\n",
       "                 9997      0.794872\n",
       "                 9998      0.871795\n",
       "                 9999      0.076923\n",
       "Length: 190000, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def _samp_obs(s):\n",
    "    known = rec_lists.loc[s.name, 'Known']\n",
    "    ns = rng.choice(known, len(s), replace=True)\n",
    "    ys = rng.binomial(ns, s)\n",
    "    return pd.Series(ys / ns, index=s.index)\n",
    "bias_pred = bias_pred.groupby('Set').apply(_samp_obs)\n",
    "bias_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "papermill": {
     "duration": 0.028,
     "end_time": "2020-05-11T20:21:21.461992",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.433992",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def resample(x, n=sample_size):\n",
    "    s = pd.Series(rng.choice(x, n, replace=True))\n",
    "    s.index.name = 'Sample'\n",
    "    return s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022028,
     "end_time": "2020-05-11T20:21:21.505019",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.482991",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Now we need the observed biases.  For comparability, these should be the damped biases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "papermill": {
     "duration": 0.039962,
     "end_time": "2020-05-11T20:21:21.565992",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.526030",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "rec_lists['Bias'] = (rec_lists['female'] + 1) / (rec_lists['Known'] + 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.05,
     "end_time": "2020-05-11T20:21:21.639022",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.589022",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Set  Algorithm  Sample\n",
       "AZ   als        0         0.533333\n",
       "                1         0.300000\n",
       "                2         0.538462\n",
       "                3         0.545455\n",
       "                4         0.533333\n",
       "Name: PropFemale, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias_obs = rec_lists.groupby(['Set', 'Algorithm'])['PropFemale'].apply(resample)\n",
    "bias_obs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "papermill": {
     "duration": 0.111,
     "end_time": "2020-05-11T20:21:21.771021",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.660021",
     "status": "completed"
    },
    "tags": []
   },
   "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>Mode</th>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>Sample</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Smoothed</td>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0</td>\n",
       "      <td>0.463698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Smoothed</td>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>1</td>\n",
       "      <td>0.433909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Smoothed</td>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>2</td>\n",
       "      <td>0.432965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Smoothed</td>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>3</td>\n",
       "      <td>0.371445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Smoothed</td>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>4</td>\n",
       "      <td>0.455159</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Mode Set Algorithm  Sample     Value\n",
       "0  Smoothed  AZ       als       0  0.463698\n",
       "1  Smoothed  AZ       als       1  0.433909\n",
       "2  Smoothed  AZ       als       2  0.432965\n",
       "3  Smoothed  AZ       als       3  0.371445\n",
       "4  Smoothed  AZ       als       4  0.455159"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias_data = pd.concat(dict(\n",
    "    Smoothed=bias_smooth,\n",
    "    Predicted=bias_pred,\n",
    "    Observed=bias_obs\n",
    "), names=['Mode']).reset_index(name='Value')\n",
    "bias_data['Mode'] = bias_data['Mode'].astype('category')\n",
    "bias_data['Mode'].cat.reorder_categories(['Smoothed', 'Predicted', 'Observed'], inplace=True)\n",
    "bias_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022991,
     "end_time": "2020-05-11T20:21:21.816013",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.793022",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's plot the **implicit** runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 3.495967,
     "end_time": "2020-05-11T20:21:25.335956",
     "exception": false,
     "start_time": "2020-05-11T20:21:21.839989",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x230b717f108>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 605.025x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(col='Set', row='Algorithm', hue='Mode',\n",
    "                     data=select_implicit(bias_data),\n",
    "                     sharey=False, aspect=1.2, height=2, margin_titles=True)\n",
    "grid.map(sns.kdeplot, 'Value', clip=(0,1)).add_legend()\n",
    "#plt.savefig(fig_dir / 'rec-implicit-dense.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 26.158791,
     "end_time": "2020-05-11T20:21:51.520747",
     "exception": false,
     "start_time": "2020-05-11T20:21:25.361956",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:729: PlotnineWarning: Saving 8 x 8 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:730: PlotnineWarning: Filename: figures\\RecModel\\rec-implicit-dense.pdf\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\layer.py:360: PlotnineWarning: stat_density : Removed 442 rows containing non-finite values.\n",
      "  data = self.stat.compute_layer(data, params, layout)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\layer.py:360: PlotnineWarning: stat_density : Removed 442 rows containing non-finite values.\n",
      "  data = self.stat.compute_layer(data, params, layout)\n"
     ]
    },
    {
     "data": {
      "image/png": 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7AP0y9lBgpGsYCnyIfgbsZfQDS9yRChDCnSwWy8nAYGCTxWKZDEwHbnSNvhuItFgsh70ZRIjWYrPZitDbuc6zWCyXWiyWQIvFolx3JnY+wjxVwDPAg64bk4SHUZom7ZVF27FYLN8AmTab7eZDPj8JWOl6W4XeR9KhBttstqw2DlEc5w7ppwtgH/rlxNeBTcD/bDZbap3pJwEfAUNsNtted8Yqjj8Wi+Uy4A5gGHp/XLuB99AvJV4C3GCz2U6uM72/a5prbDZboxrhC/eRpEsIIYQQwg3k8qIQQgghhBtI0iWEEEII4QaSdAkhhBBCuIEkXUIIIYQQbiA90rdQZmZmBHqfU0K0lwN9+/Y97F2eUj9FO5O6KTzZEetnW5G7F1vAddDYiv74hX8xmUzU1ByuJ4TGMxgMBAQEUFJSgtPpbFFZnhiTp8XjiTE1Ip5yYNChB4+G6qevry8VFRUtis1sNtO9e3f27t2L3W5veIZ6tEY8nhiTp8Xj5piaVTcbUW6jeNq2b814PDEmT4unETEdtn62JTnT1TKd0A8as9APIH8xGAz+ZrN5udPpnOB0Osuau4DAwMCBgYGBC5RSVxQWFma0JFhPi8nT4vHEmBoRzyD0h4h3Qn9Ic1311k9gucFgaNF6+vv7DwQW+Pv7t3g9WyMeT4zJ0+JxY0zNqpuNKLfRPG3bt1Y8nhiTp8XTiJjqq59tRpKu1rG1b9++a+t+kJOTEwjg7e29PiwsrLi5Bddm+oGBgRmhoaFrG5i8Xp4Wk6fF44kxNRRPZmZmY4rx+PrZWvF4YkyeFo+7Ympu3Wyo3KbwtG1/PB+r3B1PQzE1sn62Okm6hBDHhPi49K7AlNBOfhMHDupMRYX9hMuuGNWig7YQQrSmYzLpio6O9kZ/jMdZ/H3q8LG0tLQF7RqYEKJFwlMSegHnA92B3P4HuhWN2Nert5fTdA76o3xyy8vsO/LzKzAalQ9AfFz6UGBzUnKUNGAVQrSrYzLpQl+vHPSkaxcwDvgqOjp6R1pa2or2DEwI0XThKQkm4DE05gRW+WYX+1RYw4pD+p6Y069PoXcZOwJy8/d1KPx2b0Dhtxf3O6EoevQp4wK9fFfEx6UHAsuAK4Bv2ncthBDHu2My6UpLSytDfzp7rZ+jo6N/QU++JOkS4igSnpJg9q4xfVFlqhl9Una/x/oUdL1Voc4DjCVeFX0XDVjnB4xxDVd9nLl2yMeZa/EyGNOqhzs+6H+g+7k/3nX7qvi4dGNScpSjfddGCHE8OyaTrkNFR0f7ox+Qn2vvWIQQjRd35xcdz/IdujKo0r/vj302De1b0G0n8GJSclQNUANseZlLAH6vnWfbwX0nl9VUrbj3t7R31x+0TdzWae/t4W8mvHwZ4/rFx6WnJSVHzW+n1RFCHOeO+aQrOjpaASnAKuDbtliGwWDwr71Loo6A2r85OTnNLjs4ONjfaDTicDj88/LyDl1GU3laTJ4WjyfGVG88BoPBv6F+wI6S+vmveD75wNpHwffeDnPHA92Kbll8wdU2wAuoPMz6/MUSHGw2Go18POnqr7Ly9j0269f3J+VWlj65xrIjYIyt79mPPfzdzphrhjTmjLfHbyNPjqkFdbPecpvC07b98Xysaod46o2pMfWzLRzTnaO6Eq75wFDgbNdlx1aTmZk5ymQyrTGbza1ZrBBN4ur4b/Sht95nZmaO8vX1XdM+UbVMaUk1C97JYKcpj4FnBBHTf0yLyiuvqeZ56y9k/VZGZEl3rrpyMCHBvq0UrTiSY7FuimPHkepnWzpmz3S5Eq55wAnApNZOuGrV1NTgdDoneHt7rz9kVACQDYQDJc0tPzg4eITRaFzucDgmFBYWHrqMpvK0mDwtHk+Mqd54qqqqRgDLjzRzRUUFBoPhaKiff8WTub2wMn3hjsUF3mU9l/femj2z8/QzgUa3xTpcTH4mLxIGn8EF+1KnBGX4v/v822tqDgw5OOmFs6ZtakxMeNg2akk87oqpBXWz3nKbwtO2/fF8rGqHeOqNqaH62VaO2aQLeBH9FvKz0tLSWtSRYEOcTmfZoR2v1TmVWdLCjuLKAAwGw7+W0VSeFpOnxeOJMTUUT2ZmZoM/Jo6G+lk3ni8/33GLQzn7/dB7k3+NwTlpyuDRBa0V06pZ93x0TuKL6/sf7L7WnOm7fKz9+VtRvJIdm/iv6wyevI1aoXPUNo+puXWzoXKbwtO2/fF8rHJ3PA3F1Jj62RYM7bHQthYdHd0TuAkYDOyJjo4udQ33tHNoQoh6HMirMDjRLltl2e6sMtufyI5NbOkv3X9ZnHDLnz415rGW4o72YbkRzwLfufr/EkKINnVMnulKS0vbDaj2jkMI0TSdOvs6PxmyYlWNwWkG5rbVcp5Kjt4cH5d+saW4Y9+N3bIuADaGpyTcBbySHZt47DZ0FUK0q2My6RJCHH3y9pfzwuern6np6YxFMSE7NrGydpw1xhgFRLje5gBbIlMd1pYsLyk56iuA2+7yem9dt1137uy4/ylganhKwqXZsYmlLSlbCCEOR5IuIYRHOFhYQZGh4lIUL2THJv5ijTGGAYWRqY5y4CHAjH4G2wIsAmZZY4zTgduA3UAlUNPlpo8+8T8hmr1PTppaaf05FPg9MtVxxHZhPjVe15+SHTlqZ8f9w4GvgGXhKQnnrjrntsojzSOEEM1xTLbpEkIcfb6s2cjKCOt+4F5rjPEyYAtwjWv0mMhUx/DIVMewyFRHRyDW9fk24AegGvAGgnA6FED1no1TgS+BA9YY44/WGOOFR1h0InBRdmzijg5VPqehd7r69fxtKwKOML0QQjSLnOlqIYPBQGBg4EC73f6Pz0NCQvxLSkoICAgYUXs3RjMNrP176DKaytNi8rR4PDGmhuIJDg4eWFhYeMT5zWYz/v7+Hl8/n31/9f0rTNlcMWp08vWLHnzGDld79RjxfPe7vv3VbreP6v1aJXXLr33f+7VKgPTDxdTz+dxnaopytxemPTy4YuuSSebOfQfY7fZRB965ZViHU67Y4dPvlDKAR5POAeDVl1acPWPPydPH/qf7PXf8/vErC22bP7tx4HiCA4M8Yhu14j5zS0zNrZsNldtEnrbtj9tjlbvjaSimhupnWzmmO0dta5mZmaOCgoLWBAUFtXco4jiWlZUFR+iAMiIiwuM7oMwvKSPp0WWYx2rEdz3Awffn0OX69/Abdk6bLG/vk5Oo3vsnIVPvI+C02SiT3rlxcVEl855bwZix4Qw6tTNTF73EfwacxJwRZ7VJHMeDo71uimPbkepnW5IzXS1UUlKCUuqKwMDAjLqf19TU+JeUlCwPCAiYYDKZWpr1LwCuADIamLZenhaTp8XjiTE1FE9xcXHtcg5r7969+Pv7e3T9jHt94RuhxsBhN48/0Wg2Vp8VcPq1Xf2GnfNnW8XUKfZ18/6XL5tx8IM51+Z/nJAXMPHa+0NnJGUEBvkQ0TP4tKVLdjxdUWGffaZlQOd5G5c9ta+saE7SuIuWtVU8jdWK+8wtMTW3bjZUbhN52rY/bo9V7o6noZgaqp9tRZKuFnI6nRQWFmaEhob+I1OufWZUQUHB+hZ2FFf7MsNsNrcoG/e0mDwtHk+MqaF4Gjo9brfbPbp+9n793snnHjhhZG/7qlWG5avHlky89fewmU+3tOPPemMyd+9Pr4fX/GaNMT6qOSseL/7u+T+6XZG8xRpjNMekOtbGx6UP/23FnnsunDrsVL9ehqcW7Fg75+Md697Mjk0saot4Gqu19pm7Ympu3Wyo3KbwtG1/PB+r3B1PQzG1x6VFkIb0Qoh2Ep6SEBRWHLLA325yTCp8ebShU1+3Lj8y1ZEfmeq4PjLVscUaYxwGZFpjjFOBO4GQHxbvvvm6fiejUOXA024NTghxTJKkSwjRXp45IbdT4KCq7/HxNtxvGnpee8ZiBd4CPr+mYNpTPs6i+6urnfHVZU56+ofcAMSEpySc254BCiGOfkfN5cXo6OhbgBhgGPB5WlraZfVMqwHlQO1dAj+lpaXJAVMIDxGekjChY5l/jF91J0Pf6mXv+d/9yzzgsfaKJzLVUQXcb40xpgPvXFF05aA3O36xfru18JQPT521Zuzi558GXg1PSRiSHZvYps9yFUIcu46apAu9F+q5wCSgUyOmH52WltaiRnhCiNYXnpJgRtNe6lgZsNikVR7oXrNltvIN9mvvuAAiUx2/WWOMJyjod+bkiL1DwopyHfsOGoAHgWlAEnBDuwYphDhqHTVJV1pa2mcA0dHRI2lc0nVUiI9LNwAnJiVH/eZ6fzn6HRvrk5KjnO0anBBtwMthv/2RzQsju1YWPzzp5byPwEFOTk57h/WXyFRHGbDed+0PwQVvz2FF5eQNb1avGDd73GlXA8vDUxI+yo5NXNLecQohjj7HcpuuJdHR0bnR0dFfRUdHD2nvYOoxWEP7eVLSCycOnzc3FP1s3lrgQHxc+lvvvfPHOIdDci9xbAhPSQi5fseyuV4VQxxrTPcFtnc89TF2G+T0nzWfChUc2NGxc+WSZU9WAC8Ar4enJPi3d3xCiKPPUXOmq4kmAivQHwvyX+Db6OjoQWlpaW3SFsNgMPjn5OQc+gVS+wiRgMP9in99/sYp3sGG7QtP+G26vdpZZjc6VgHahyN+Wd27unPi6bsH1VRVOi/YvCn36cS5S/HzM8d7exsSL7k8ckcLQq03psYKDg72NxqNOBwO/9pbco+ReDwxpnrjMRgM/k5n/Ul5c+pnYzV1Pa/d/euCqXv/8P4m+Io3KvwGUCeuVomnOTHVI8Cna08umjl0VMWbhQ9rTvXdk8o+Nl4zT/M2mJ7MyclJcHc8tX89aRsdKaYW1M16y20KT9v2x/Oxqh3iqTemxtTPtnDU9UgfHR39IDCwvob0h5lnN3B9WlraN60ZS2Zm5iiTybTGbDY3ab4cWymffLCNvP4HWR2wk5sjxzOmYzj5VeUs2pvBwj2bGNe5F3cPPhN/vNluLWDD+gNE9Axg/GkWSkuq8fM3YzCo1lwdcZSqqKiAI/T67evr6zG9fh8oyaP86dMoPGU2w8+Jb+9wmiRjaz5b1mZx4cwRrMndzi3rv+GVsdMZERLW3qF5tKOlborj05HqZ1s6Vs90HcoJtEmGUlNTg9PpnODt7b3+kFEBQDYQDpQA2Nd+7F345VO3f+L34qycgJLK0buejrimZO+7Xfb8mux7ZYqtu28gQ4K7saUod+BP+3fOX77/9S43DD71wf+bOPm18af1m7Blc/YmwPHmq5s/NxrVmpvvGDm3ieH+K6bmCA4OHmE0Gpc7HI4JhYWFh6730RyPJ8ZUbzxVVVUjgOVHmrmiogKDwdCo+tkcTVnPi1Z+/ETgyJjTz940aUfGwT8fmDFzwPbWjqepMTXgr5i2bjoYkpXj/PWV59c+Pmv/RVfeZBldeB10mjNwwqmX9hxR4e548MBtdGhMLaib9ZbbFJ627Y/nY1U7xFNvTA3Vz7Zy1CRd0dHRJvR4TYAhOjraB3CkpaXZD5luCPplxQ2AFxAP+KJfbmwTTqez7NDebuucyiwJCwsrtsYYQ4FvNvjGRDqx25dHbO1x4Yb850PLDk50ZHy/ofSeHi8B/4tMdRQuvihuVXhKwjhg3vwtP8/rG9yF6X1OKBtzYmSBvry1M5xOzRgWFlYcH5f+GrAeeDUpOaq6vjgPjam561v74FCDwfCv9W4KT4vHE2NqKJ7MzMwGH7fRmPrZ3Pgau56/XRswt//g6NlBRZPfcDq5NMdWti0sLOyvg2BrxdOUmBpSN6abbz/dFh+XfnNltXp9i/ns+y7M/uaxQpN38dNoiU9nLJudHZt4xEsGnvb/4q6Ymls3Gyq3KTxt2x/Pxyp3x9NQTI2pn23haGpIfx9QAdwLXOJ6/RpAdHR0aXR09Gmu6boA7wFFQBZwMnBOWlpa+/T5D1hjjF7Al6Wqk2mj9wWGleF7KmuMjhcvfH5PHDAK/Vb0KcCFtfNkxyZWAteMCA1/JmHFQiYsfObO8JQEM0BSctTBpOSo/fFx6Qr4E/129i3xcemXuu6GFMJjWGOME4Ls5ff41ThzexSFngc8m5Qc1aIzNe3kXeDTX/1vnF1s6H5l7K6fA2fuXjkLuLq9AxNCHB2OmjNdaUzw3CUAACAASURBVGlpD6InF4cb16HO6x/RH5jpSSYDfT4LfG5hpakmeEdIbgjwEEBkqkMDFlljjD8AdmuM0R+YDzyanerIsNvtH6/avyvhiu9SpgCLw1MSZmTHJh4ASEqO0oCnXGe74oEU4K74uPT/S0qOWur+1RTin6wxRrMTXv6m27Aqr9IpqxVqHPBse8fVHEnJUVp8XPqNwKqPg+ZfElswffqQYlsM8GJ4SsKG7NjEVe0cohDCwx01SdfRLDLV8dXn10ePqTL4b17ffXsZiuezYxPzD5mmCsAaY+wAdAQ2WGOMT1geXr9obPcBPDx26qx7fvviYeD38JSEC7NjE9fVzpuUHFUE3Bsflz4PPZn7IT4u/Uvg9qTkqN1uW1Eh/u12u8HU860eZ5dN2t5xMnDHUXqWC9D/1+Lj0qcBv6WEfLr+vWE/T/dxVL96ysHMxeEpCSdkxybuau8YhS4+Lj1gxAndTxwwsBMjTggjPi59EPozNKcBNcCH6O18Cl1DDmBzDdlJyVEF7RS6OIbJpag2Vjp3eIw1xth3hd91lQW+ZYt3Bu8PBZ470vSRqY5cIAq4HJid88hJHziryri8/5hcYALwI/BbeErCPeEpCf9ImpOSo3KSkqOuBU5AT6gVQHxcuvQpJNpFpcG0KmnAlJKROSOzFCoT/fmGR7Wk5KgM9P/P3jM3nMpHK+a/e8/Wr4Iuz1q5IjwlIbi94zuexcelG+Lj0qfGx6WnAwfWr9v74vp1+2pHFwDr0B8PZ0RPsoxAH+As9O6FPkVvD7zKVV5EfFz6S6tW7pNjqGgVcqarDTnzd0N5QTKwMSk56sfwlAQv4JPs2MS8+uZzXXL81Bpj/NYn8rQbDd7+TxQve63bkmVP5kamOmLDUxIWAS8D08JTEm7Kjk38x63XSclRG9ATN+Lj0k8Evo6PSx9wx12j7P9amBBtxBpj9D/v9Lu6di8OCZm4L6AzMD4pOcrR3nG1hqTkqEXAovi4dPVB4EebLiybOXv2zp9TNNSv4SkJI7NjE+u9qUW0vvi49FOA+RragEKf8hWZHfe9p/WscXbt6zV7+jevXrR2+J4VwJuAMzs20QnccZgyFBAE1CbPfoDP8JGdyioqanjtpQ0Lnc61rwKfJyVHVblp1cQxRJKuFjIYDAQGBg602/+Zz4SEhPjv/zYR5ROwzXreL51T7120ytBHjbqo38jr7Xb7qMaU3fu1StBvd6V0xYKbUIYzdt0/6pVtt6d9sKgg9/JHfv/6/w5Ulq4e8+FjX9w3+tx55/ccmn9oGQn3T1SL0jLuv/SKET1/W7G7nzI4GDEyfETtHSLNVNtm7l/r3RQhISH+JSUlBAQEeEQ8nhhTQ/EEBwcPLCw88j0iZrMZf3//w9bPtlzPwsXPhKOMCwZUFduqOod+Odivyy+zYkbZj1T3WzGeI8bUVI2JKbxH4Iz9uWXRJzyeN2vtM+c+c7V1+ZyqwG4/lldV3mo2GN0eTxO0eUzNrZsNlXs4r8z77ULQ7s0JKTjwe5cM775V2aNGVOT36mqt9C7Nz2BbB8vsbpXFc/qU5vrm+gRXDXrr3h2+3n47Qn38t/fs0DHz1O59M2f0G73v0aRz/irTbrd3dL1/saamZsS+ffkEh/gWF+RXvK6UeuG5p5e/eenM4Z+HdvJvSoJ93B6r3B1PQzE1VD/bylHXOaonyczMHBUUFLQmKCjoX+Oc9kr2xPel40VzqR40gze+/42vfTewJPp2lGp6l2Ga00npL2+R/9l9GAO6EDrreXwjT2PV/l08vHoRO0sOcuWAk7h20Hg6+hz+TPj6dTl8+tEmInoGc27UQCzhHv0UFtFIWVlZcIQOKCMiItqlA8r9r11JYd5urgqZyvtXxNIrMLQ9wmhzVZU1FBZW0LWb3vH11hUfcNnODK4ZNpFbh01s3+A8gDvqpqZpvLByCZ+sXc/IYRZuX/QAhvwsjCHhmIK64TtkEiHT/kfp2oXkpV4PFUU4TN7khvbmjREXs7LGSYXDToDZm8jgrkQGdWFASFcGBHUlMrjLv46nVVU1rF6ZzfKlOzGaFJPP6c/IUWHSWfVR6Ej1sy6LxTIIKLPZbFmtsUxJulogMzNzlMFgWBMYGHhFYGBgRt1x+V8+Przkt/dTutzw/tm+4UMODvngkXe7+wX+/H307fObuJiBwALgCiCjfNO3gQfeuflmU4jlz7CEpZ85q8pVmTKoG5d/MPn3vN3X2R2OLr0CQz+4b/SUd8+wDCiqW1BNTY3/nj0Hln+0IGNJcXHVGQGB3umTp/SfN3qMpd7LnQ3F1MR5/xFPSUnJ8oCAgAkmk6mlv4xaHI8nxtRQPMXFxQMLCwsXcIQvNrPZvMbf3/9f9bMt1zP/k7sjixYnv/fEsBv/CMqZPOy8swdecvqZfeo9YLViPIeNqTmaEtPXX/0ZmZ1VNODaG8d+eePSd0/t/HNKcnDnXm/Ouf6Nl9sjnkZo85iaWzcbKreWw+HkmaSf7jpo/LH/FNtrow6GDflk+n+/TSz85qkePpETDvr0GVt+uPUs3/B1UMkvbw+x52wZ3vXWT9+sUkYt56GxC7I6Ruz6JmLswWVBPYNLa6r7VjrsPQGTUalib6Mpf2hQ917ZFUXfmg3GXD+zV36Q5ltmsXYa7p3rNdngZdh95kW9bzvjhP4NHUuP22OVu+NpKKb66mcti8XyCHAXevvoa20229sWi+UioI/NZnuqOTFJ0tUCmZmZo4A1HGan5eTkBGqaVvROytYz9xWW3vXp4JXnaoqh2bGJm5uyDNflmDXAaLPZ/I9lWGOMvsBK4FXg5TNPv0sBlwEPABbgFSA5OzYxuzYm9P7Lgp59cu0w4BlgGJAEPJmUHNWof5T6YmqKuvG0sDO9VonHE2NqKJ766mBD9bO+chvrcOtpjTF+WmEwdzj/tDvODKr0u2DzjQ981VA5rRXPkWJqjqbEFB+XPgt4AxidlBy16aPbe/3QpyzvzLd7nnLl0wlfb3Z3PA1xxzZqbt1sqNxa799whdrj23XLKcVfDaz2Ovh5j4qC6yJTHQeaup7WGKMfcB16/4/jgB3ATWeeftePwACgb6DZp/clPYY/886uNW9VOx0h6P1Bdga6+Nq9AnoXdGFL52zMTmO5d415T6l35UpgNbA4OzbxrycvHM/HKnfH01BMDdVBAIvFchC9TnQCXrTZbCdYLJZuwE82m61/c2KSNl1tSClFcVH1RVVG+wBNsbmpCVcjVAEvAU8B05cse3J2ZKpjQXhKwgfAxUACcGt4SsI7QNKqc27bWztjUnLUL66Gp5cBiUAEMLuV4xPHITveN7/Y/ZmvO5Ud3HXAv2RRe8fjJguAC4C34+PST76maM/kjIBuWy/OXpP67tfPXzvr3NvaO75jSnxcev8Jxp9vn1y8f+CnltHPzn34z7jmlhWZ6ihH7zvuWWuMMRyYDuzKjk2stsYY7wRyDV0HLvKdeDXX9z/5tkO/vMNTEny2dMnuDHQ+bfeg64Mq/c77fNAqhSIOvQ+3DOB94M2dsx5p9jqLduEAttlstj8tFksvAJvNts9isXRtboHHbJcR0dHRt0RHR/8eHR1dFR0d/UF7xeFwOKfsDNnvg94nTKuKTHU4I1MdrwBD0Z8vucEaY+ySHZvoyI5N/BC9t/up6LdEbx3/7YvvbCnK/Wv+pOQoZ1Jy1Hvov+YSAOLj0u+Jj0sf29qxiuODNcY4+rXQ9yYFVoSN9Ld7v1Pf43GOJa6Oim8EwoB7I1MdTi9nzQmVRnMBy197Ma+itJ0jPHbEx6X7aGhfpXa7c/r/hkxbnNr71DmtVXZkqiM7MtXxXGSq40/XR78D4525GUvLHh5M6YMD7wawxhj7W2OM46wxxqDs2MTK7NjEPdmxiWu7lQbf4FvjNTZ7duJVMzec+mRUxuinfO1e76H/uN19wkePPfd9dgYl1ZXH7HfvMeZtYFbdDywWyyXAnuYWeCyf6coB5gKT0E8Nul1BfiWaRr9dwXkAn7fVciJTHbutMcbJwPjIVMd+1681Y3aqYzewGL0n+5M1uC9m5YcYleELh+Z8HPguOzZRS0qOqgAqXI8QCgd8AOLj0gcAVtcXihD1ssYYJ1aooB9MGpWbuuwp3x184Mn2jsmdkpKj8uLj0m8G3o+PS38/aV5uRuqdkSPmDzzv20+WLhj8xCkX+AztHN7eYR71uts3vLvP3N+ypntujd3YK6YtE/vIVMeLwIs7kqf3NY24YHvV14/84Bp1EfA4oKwxxmxgEzA9KdVRbo0xhlljKCbki7LAat+ZF24d66+hzf8l4s9fqrpXXXPLTx+iaVpatdPxAvBGdmzi/raKX7TYaOA2i8VyB+BvsVjWAZHAf5pb4DGbdKWlpX0GEB0dPZJ2Srp2ZBZRbbTvL/WurABa+9LiP7j69vrZ9fZm4FZrjPFuYF5kqsOZHZu4MicnZ+aO0oNFV674IMeh8RWQGZ6S8BLwVnZsYlFScpQTuAn+6lB1FZARH5f+MLBIki9xJFqNHeCR7/0Tsoq9qrpu6Zz9XHZsYkV7x9UOPkP/oTM/Pi79jKRkq63TjvW3fvPV0z+sXvHagve9Avs8+tBP8n/UTG/feO34XO/zpjv9FlfajcEPZccm7mt4rpbzufSFPADTwLNWAUSmOp6wxhifR2/0PRToD1RYY4yh6GfHuKZg2s4azOuW+cdZd3qNP//U3QPm+B/0+nnytP48vCf9w01FObOBh8JTEj5B73fx5+PlzPBR5H3XAHqnugeA32w2W86RZ6mfnOJsQzszi7AF5pcD6W7+Z7oXiEM/0/eTNcY4qHZEnw6h/Dz55hvR23C9h94Lsy08JWF+eErCieEpCQrA1ah+GHpDw8+A1fFx6RfIA7XF4eS9EXvyHtMJp+wzD4r4NeJPL6dBm9feMbUH1w+TW4ATcV2WOKfH4MLrx81gdG5Grz5leWntGuBRzBpjVMWG7h8HaHsqP+gTWIDenrXdRKY6KiJTHesiUx3vRKY6HohMdWiRqY6DQCBwEjDXhP3Ps8qS0oHhE8ufWdqlcNlJ6e9vYOIv/tO+Wf7MzM6lgZcHVfp1BJYCG8JTEh4MT0k4JTwlwVjPooX7VNUZqtH37WSLxXJV3aEpBR6zZ7rcyWAw+LvukvjLhj/ywm3ZpWT2zg3r5hOw5NDxjRUcHOxvNBpxOBz+eXl5jSqjw2N7AD6sePea5Y4/lyTj5T8lJyfHptkrApTZFyBg1Tm3lQDPrjqY9eKDG787r6C64hqH5vxNoTIj377/wyFBXT+ad9dFu4CEtM8zn8/aVXJ7TY3zfaXIfCd1zceXzxqJpjkbHdMRBNT+zclp9g+HZm2joyimeuMxGAz+Tqez3gIOVz8bKrexatezNPP3C37y/1/pnuADBWV+VWtWnX1bcRPrfKvEUzemtt72R3LHXaMK3nx108x+/YPX5uTkBAYHB/tHDp3Mm8MveH/iH59e/m7C8KQzb/tmrrviORx3bKMW1M3DlpsZGHXDHsPo7ustvxV18PJ97oezrvfKycnxqq/89qgLruNvhmv4BOAOCCifX3b3EL9VM5zBefH7/ljp5QWvRtlO+NhRVRFxYeW173zRaYpln/PM2/N8ax6oMtXYpzzxYrZBGTJNBsNWH4Mpo3uHwFX/jTp1W3Niqk97/7+0YTz1xtSY+glc34hlKJrweLNjvsuI6OjoB4GBaWlpl7V22ZmZmaNMJtMas9n8r3E5tlIWpm3nw36/8u2Z1+FtbJ/89q/9W1NFxeszMI+6BNPoS1Gmfx+rcitKWLzPytc5GWSWHmRQYBcmdOnD6V360LdDKOVlNaxZncuG9Qe46OJ+hIV3QNO0ZnX2KlpPRUUFHOG2fF9fX7d0jvrHmlx+/SWH9/r+ysvjL2JYcHd3LNajaZrGvr3ldA/7u3PNb754gGFrP8R05zK6BnZrx+jcozXr5qJPNrL/4H7e7Z9J+umx+Bj/fdw9mmgOOxhMlO/ahGH50xzI3stW56mUe3Ujv9NwSu0mHJV2tBoTBs2ANXQv1l42RhX2pEthEJ0nmujqCMS+00BYaAdCO/oRFOxFYKAXRqNckGiMI9XPtiRnulqopqYGp9M5wdvbe33dz8MsHQKKTsvPZh/fehtNlzS3/ODg4BFGo3G5w+GYUFhYuL7hOf6pNiGq2b7crBXvu63q2yceqEq7bx/e/i+Zx/4nxXvK3X/d/tzVN4Are4/WhxXvD9ldVhD92vbfzntl+8rhCnZ6G0yLOnr7fff0zIsZOjBiYcbW/dPef2fD4xG9AmdceHG/5tzNEYD+mKNwoKQZ8wMt30YeHlO98VRVVY0Alh9p5oqKCgwGw7/qZ0PlNlaQv8/Iit8/WhYZNiY6sfufV9WYnb2GBXc/sxlFtUo84L5t35APF/w5YN/e8qXTZwy+cuQoyycOh2NCx1Ov2XyD8ll0YOXHzBsw/vxRPZv0PNSjahu1oG7+q9ydaW933LZr6A/Leu0rrXLUrPAxmuMbE5yn1IX64vHvPQx6pxJeUUind6/t49z/2RhzrysXmcfFlpY9Mny7hhZapfy35ld23PGrs/eWLzuf67s7IH9wdmZ+xy6VgaP62brjn+FNQLUvRs2AhkalyV5VbaqoONghO3dnp+xcZbf4dqx0+hX57ykrM/pqJSYvMCijBsrP6BUQERASuae0YGtFjT3LoFSeURn2m5Rhv9lgzPMzmfd19PLLHRbUbX9s3xOLAs0+bt9GLdDs+glgsVjOBIptNtvvrvdnAGabzfZtcwM6ZpOu6OhoE/r6mQBDdHS0D+BIS0tr9Yc+O53OskP7bsnYvYNfDuzEy2BKb2FHcWUABoPhX8tokrAYcgad/bRWVfpA2RMnPUtl8U325S+l9Z79QrY1xngysDYy1fHXM8S+n37nCmAFcHd4SkIvDaIrnTXRORXF185c96Y2fl9fiooqp4T5dPpyQ1lWxu4ni/2AKcCnrgb5DapzurfEI7aRB8bUUDyZmZkNdmh7uPrZWuu556nzxuZs24Fx+h3GHYH7J6NxY3PKa614wH3bviFz4sNWx8el9xw1pkdEbTwXDDs5/5bfF14QVp6/oWPKTGtpddlpkamOLe6Ipy53bKPm1s1Dyy29p0d1Z/h5dGCvhxZ0uORVnMQ2NmZPqQuNiycM/vfLH8AftZ9Y0XoqGOWjlZ0cVlF28sU79uy754Efn7XGGO9AGW41dBtMde6fm2rQ/GecdNP/+VeH9Htq/SePlhu6eBcbunp3PrA9OOdgfsHCkP8eHF6Q32Nm/qtDdplPZrnfLQQ7d1WvDwn5vryfWnftwT8irbk7stYrU/62Dl19svxCB1cYjBOBrvnVdMsuLzJuKNzLgt3rKoF9wF7X379ed/XpUPjEyPNJ3bG6w9L9O/ZnxyY267vWXcfzxtRP9A7ErwOwWCy3oLfXLLFYLFNsNluzuio5ZpMu4D7gf3XeX4J+3TXGHQu/afXnw/ZXlTGxS59mZ8RtQXl3oMMDm18uvafH04DDGmMMBL4HnNYY4/fA18CXkamOv+4Kyo5N3AU8DzwfnpLgf27EkJju/kEvvrd/9aSN/W39gdnFPuVbT8mKPMVh0B6Nu3NhvNlp+kLudjy2WWOMxhpz0M1fBb3Bru3Fl+FLOa42LEKXlBx1IG3hpkmBgd6MP60XANmxifv6vT5nxsag8CXjDmb+Yo0xjo1MdWyrv6TjV7Gh6w17zGOC5w7q2xvFRmBde8fkLpGpjgrgF9dQ16/4BlebRl08z/lD8jumyqLCtBXPfxmZ6rBbYx5aB5tLgVKgJCKfg1c+c02J61jfCbSInvbVk0sMXU7sXmzpyzp13h9Gb3qUV467vnKJX7DzGyPwVGSq4y5rjHGmBucUm3z27/HrWLzLv5P2XL9Je5zK0O3E/J1Di80+PSuMXqMqjF6dimuqO8es/BCD5swARXhKQgGQ5xoOALnANvQ7+TfWPinFw/UBai89XoWeP2xGXw9JuupKS0t7EHiwvZbfzafDwQvCh3BxxPC9DU/tfpGpjhrXy2JrjLE7en9m56I/QkgDXrfGGGeh15FlwK7IVIeWHZtYZrfbVwDcN/rcy3q/e38OMGl38IFT8/yKOw/KCx/UL7/b5wU+ZSUTn3p2yY6Q3G+cBm0jsDk7NtH9j3QXbWmmqaaky623jWb80teH4+DN7NjE6oZnO74UF1UG/7J8FwfyyoddfOmItQDbr3lmad/X1d0PbEmbe2LBrmXWGOMpkXq/eqIOx+7fjWWGTvHrfS4qKvT683LQXpBuFSAy1bEqJycnA5jnNf7q+XXP4kSmOr47wjzFQHGk/pijpbWff/dNxoVK9f/sxyVdc9Z7Tx/Q1b551tTSe36Mj0sPvQaKFNQE1VSOCirO6TW0OKdT1N4NIYAZqPzHArz8njHdv2nO3idOmt+5NO8GJwTYDUZzicm3w3Wjr1xb6OUfOjl38w2bA8PCcnyCfcNTEnYAPwJfoD8uyROPHVWAt8ViCQJ6oncXoVksFt/mFnjMJl3t7alRU1t2e5EbRaY6StA7b/3cGmNU/F0vhgBXoveynW2NMb4Xmer4b01RrskY0BllMODqJ+dd10B4SkJQnn/x1MiD3eeMsfWNHpYbcf6ewIPGNZYdqsebCbaQig67i3zK1zoMzk0T9w8KuXTEMFYty72+qnKtH9ARvWPWHGAr+qVKh3u3RsPCUxJ8gdBDhtqGDhpgj+41LOT6IadRWl3VYXx4sx7R5fEOGPuMLQk96btyb21auaN6EPrTD8QhLp05YpWXl4k1v9vmrlq5Z2FSclQRQJXRnPTI4KnjHtv42Zm9yg+cBkjSdYjKBddd2L0mr8OvvX+c6TR0X4j+uCXRiiae1Xc3wOln9pl5b/zi0lzzkKzXQ75wAPteD/kiJik56ur4uPSg2noLYI0xVgNBgDfgBXiZhk/TfIzmOd3CRzzvyPj+XQN4ezsdwd7VpRGfrXjpOfT2VTsAXweqYLdfaMFbvcb3+6lz5IdAZXhKwofA8x72qKTvgI/Q1/MLV8LVnxb8r0rSJf7B1cmq3fX6bmuM8R70U6yno98aS97rV51dvXsdKPWSs7zwe+A34LvIVEdldmxiEa4kLD4uvZNvjdfF/fK7nvJ7eOaznUsDx03eMfzFRf3XlRX6lp3tX+Ab+c2SHdiNjsccvs4SDfLMTuMBP7v3CSanYYZCfRwflx6I3vvvm66e8xslPCWhC3o/Y4PQH07bCehQZxInUOMa7LWvfY1mw+U9R/L+7nUPVzhq/IEQ19DRVUYoUPdXTg2QD5TXbh/A/OWujZ3Tdm0E11lC4CdgIfBVdmxiVWPXw5MtDEz28zYYe9u3rSXQ7LN6y6wHM9s7Jk91fvQA1q/LqXbA6/Fx6TOSkqO07NhELTwl4ao5Iy79HaXOSb/aZ5Gfw+4bmeqwtXe8nuLbTklZmrb96S1B1Rej/+/kNjiTaLak5Chr7ev4uPRTgT2uvhm3xMel70dv57uakC9+B7YmJUf9dYattusP3ytTbGFhYVsPU3yxNcbYGYgwoo3vU35g0kNbvvj0zNPvWvbU+g9Ts31Dzvum27AbRn0096d3Js1mSMewNl3XRroeuBswoj+BAKAM/WREs0jSJerlSsIyXQMAQZNu+VVz1JD/6X1bneWF44E7gL5ApTXGuBTX9ftrYD/wc2SqY/51MRf2cWDavs80eOqVq7blelFR9sfMNw527zl63+NLX70tC3qWmnyG1RiMo4Bu6BV7uaWoY/ZYW7+x3/Xd8GvGo7atAw9YApKSo/JqYwlPSehwZeRJQ4aGhvHixmVxWaX53dCTra7ondn9id7Y8wB6G4faSxNG1+DD3zdcmOxOh8/molzsTucAIM/HUb2vf8n+nL5l+529yg4Ya5Rx74v9z/ouaf1HA0YW7bneqDkDlZ7MBQBnRKY6NltjjBtQqiNmP7Ojprp0h29IzvVjrvIaUZj17sys39QXt767oX9p7mKT5twFLKptPxcfl34uejuBs9GTxbl9+wfdPfWCvq26T1vKGmP0zTUOSCXgiekRg4LveGbX4heGh4YtbO+4PJmXl4nTTu8dv+T7zLfR9/HTANmxiYXhKQkXAysy/btYhhXbelhjjGdEpjqOhvYubUqrLCG7tONsu9eYYPh1Ai149IpouqTkqK0A8XHpCjgHiALGoDfbiQAq4+PSNwJLk5Kj4jO3F5ojegZiNh+5uwrX98lu1/Ae6LcWWmOe/HZUYVa3qXvX9yg2+419f9syvh84+aHcipJr2jPRttlsJcA9h3yWg341plkk6RJN5jciqhDAf9QFL5jN5rXWGKMRvSG+Ab33+n7oZ5cGoSc6PwBTjdQ8ZqnZ4FdbzpjNX/bzGXo2z654KRG9p18AZ6nR+53oU2/76IbMH2dPyt0yrcLoZT5vo2ntXsNJ2mbz1VzwyGv55xa+6t3Bme/ziMFkcm5eyJ+d+1PcY0zPs3K37JiRvZpAe8U3odVl+0yaswx4NTLVkWuNMV6CnmRVoLdHsEWmOtZZY4y90du0dcTs29MYORGqy+7qe++Pm6wxxkz0M31O9IagnyQ8tnq1NebJavRTzwdd61gC1J6huMF/zMUjOoz7z0vFP87/X/8Ni9ZkxyYu++qW7icVmv0ey/YNGe9UanBkSW6+WXP8Gh+XfuCagmkPnW8auu6rDnM/RymDq7wumduKlhQWVBEc4t0Wu7K5bt7oMy1a4fzp284bgg0Firljo5e0d1Ce7qyz++1c8n3mVcAH8XHpWUnJUR8DZMcm/hGeknBz/PBLXv5o5cvrA2qqlroSr2Y/VPdYUJyehFYTNSOjS+48YCzwVXvHdDxy3RC1yTUAEB+X3gUYCZyA3r6LZUuyx5WX2bloRn/js0+mm4CLgR/q/kg+kshUx6vAq9YYY9cuESNuuXTkefd9Xljad+L+DOuHt/f6+oSiPXcdK/8PknS1tLdCEgAAIABJREFUkMFgIDAwcKDd/s+7Y0NCQvxLSkoICAgYUXsLbDMNrP176DKaqq1i6v3aP9pT/szfz4AEwG63j+r9WuVPwGlajZ2a/N1e9n3bfM39T7OUVtoJvviJm7SSfQ5nZam3Zq8wB3fqnb9z6r05hYuefLtia4e1Wk21+aDDEVzpzA+vCMoz9MntPH6H816/LoaN2UOM31r7+tudoSdfdPZ942bNz0u5zrdir2G6pnx6YDL3w+nwCp72wDq73Z5j8Au+01ld3gPN6Y1T8zZ06LjSbrf/1++EaadWbFoch9FcpLz8i43BYXTof8oAu93uFRx1939NoT1L/UZOPWjsEOqosz4A6Ydslz6u7VEJFAH4DT17H1Bit9tHnZ2cZQfu+j47Izhh5cJ7CqrKT54SPGRa1xWG/2QEXVo9sOij+OuqrloXPPW+PUGTb7UVFVbOmff8iuS9OeVhvft0O+w+Cw4OHlhYeOT7E8xmM/7+/q1WPyu3r/A/aOp7/y6vcT4nntTjre+LN8VP6z2cXoGhfex2e7MbwrZi3YRW+p9pi/+XR5POyZj33Ipn8/aXJpaUlO/08TE7AXbOeuSPUz578utZ424+6bPfU2zG6vIVRb9/fmXtD5xWjucfMbXVNmpu3QTwK9rRZfXWgxh9qdgRnntqD5+Qb5dfOGdoM2L12Lrgqcfzxng06RzQrx58B/oxMebq0RUFBcX0699t6Dnn0vG7xdtedjq14Pv++3VGQKD3b5bwwJWTzu73R2gn/yMeJ1zH1a1hwOqa6sdefuGyWSH28ksdqBnb7ohIDz7rxjeCp/xfo5OvltTPtnLM90jfljIzM0cFBQWtCQoKau9QjitOp8bWzfv58YdM8vaXMXqshQkTexMc3OwbStxO0zSeXb2E7elFhAeEcNtN4/Eq28PB9+6gcsdvhMUvwSt8KE6nhsFQf4//WVlZcIRevyMiIlq1R/qCtLl8+rMZc+SZTJjRhzPTnuWr829i8P+zd97xTVXvH3/nJulKJ5TVhrJLAWUpqIBsdwygKAiOVMEtGJXYrxsVqXHEhaKgqQoOFIUYBUTZW/YmUGZaNt0z6/fHTf3V0j1TuO/X677a3ibnfO7p05vnnvOc54mQMtBXhbxcB4FByn+/AuQ7Hdyx5AvUygDeUToIHfxIo6/2UF3bzPj7U75arEDdry+GnPlYb33MV2J8JCqJ2+3hZGomhw6e55DtPMeOpiGTyWjbLoJr+8fQpWvzSrWz+fRRZvw6jfuObyC2qRr1s4tqTWNZ9lmXSDNdNSQrKwuZTDY+NDR0f/HzTqdTlZWVtSokJGSgQqGo6VPIXGA8Yi2vauNrmqqrRxBkdLuyBXFdm/H9nB3X795xatKBfWfbP/v8wPFZmQWHBLmMkBB/Z8Ut1Z6mUih3jHZsOxmZsdD9WaBcGfR1s1VN03dmPPr2dSO3N3/sR9mZmfcMUTRrvxzwuN0uVUZG2XoyMzOL+imVkydPolKpas0+d2+3P3KEkROvaxZ830PLvx3WxF81qGtEq/ZlXWdlqcVxhwa2z8roCQxSsmHd8ZbWhft+HH5jx/sHD+twLEChZGS7Huq3t/05967QyDmL8zO/tL/Z76nQoY//FDbsidTGNkbVtU2P08GBBV9ZzwVOa7Uub/P8QLmye2x4i+qWcfN5W7hUNJXUIwgyotVhRKvDGDSkPSdTMwNW/H24V2pK5rX/bLBv79K1+fIP313zsEIp5Dwxud/cE8fTg8IjAgtDQvw7FtdzdYu2DB0yoeXjW9UzQt3OzC/OnXii2cwxIwLjBm1pMnq6rSqaiv+uIvusKySnq4a43W7S09P3N23a9D+eclGhzrS0tB01zGBc9O1+pVJZI2/c1zTVVI9SCfET+m7Nzy9YnZlZsEUQZPuNb628EpiCGEwvAJ7KZsivDU1FlDdGBr1VDfwApPo7/G4rUDjfmJe8Zfq85C197PGJx1s/98cWb3ycSdas00KVflmZeiqaHnc4HLVmnzadXLY4YuEGIOyprO/mAe/2jmz9JfBiaddZFWpr3MF37LMiPdcP6sBvC/bdtnTJodVLlxzCaNJ4nugxZOv0rUvGHsw4u7DXD6+vXnAmOfLCD89+euGHZ4cEv3XiUG3oKU9TVSlvjKprm7aJAbKVEV9sjI7yH/m9+9jVHvgwyD+gWhobiy1cCpoq0hPTpin3P9h0HTCj6NyZMzm/AW6lUrl15icb3wKe9g9Q7OvTV439REano0fSDiHuktz6yj/W687C8jsWzUxccnz7scJjW5/MWGJ6MDbJ9X11NDXE0iKIH0oSEo0auVwgIuLfpcUFwCPe4M9RwDGD3vqeQW/t692F06AY9NZOiDFvJ4CbvVuun0MMUv1JbU4oquLrAZSes4e+d2eeKr2xesSmk0cBOyakjfgLuAe4FQh7vteNPlVxobFhNGmKar/9ZNBbJwPY4xN/B57LVAZ9OeaaR6YDO4GVuZ+P6thQOuuT2RELyZC16Krq5IcHopFyc12yGE2a340mTdF64bvA6NAQ/y2nT2dz4nj6I4jpiDINeuvxcTsHtAWGtMxq2uGuPi+GuJE9D3xr08kfbyD51aJRzXRptdpw4AvEzOmZwDSLxfJpKa9rCxxBTDtQxByLxfJofeiUaDi8CfyKSmasAN4CxgB64KhBb/0R+BHY0UBlil4CdgBjjCZNPoA9PtGhNieMQ3S8XgCmxia5PDadfDKC0Mv5zw/N/YY93QBS/8ML6wInNj/gf0O40aQ58Z15zUPAvL4t2mY3tLDGjtGk8Xjtcq5Bbw0HXqc7HwKdzwaEzo+/Or6/ebM50W3f+XIDS60XjCaNZ8O6/dd9lbHhvEImLDmqe+tMQ2uSqHuMJs0F4A+Hw3EKmAhoXjQssSEuf3YDku3xiWf1zy48tSXq8PDhg57b8f7Gw292LvjrSZtO/k1skqtR3Isa20zXJ4iOYhRizpA3tFrtkHJeH2mxWIK9h+RwXWYYTZpzRpPmM6NJMxixyvyHiEletwH7DHpr5/rSYtBb+3q/fRS4s8jhKsKbi+Zh4GW1OaEPQGySy6Ec9MRo5dDJ9SWzVGw6eRsXioftyqv2umT+brU5IRq4DZjdoMIuIbzpI7TA84Bp3M4BMmASsP2YKvLXJ3uOm+g3TP84QP5PT0c2oNR64U/nvoBlZw8R4RcozXJdxhhNmmyjSbPZaNJ8XZR6wvTeiF5Hw8/cgYcX1gbfc/fcsK9jZkcsnLj+oQ7NGlpvZWg0TpdWq1UhFq1+yWKxZFkslm1AEvBggwqTaBQYTZpUo0nzodGk6Qe0RXQYjhn0Vj+D3rrKoLd2q6u+DXprFLDcoLd2MZo0eUaTptQgf3t84q+I2fy/LFpm9L9hSpYP7GB7WY5z892Zjw4zmjR7EAu/HuTiIrwSNcBo0ixGTIyrA74ct3OAB7gbEPaGRc/d3/POfNfh9Ti3zd9m08mvb0itdc284ztHBAgKnu86RFq+lriI4w9NX4yM6b903dgsyz//VZnH9er6wIknl024enhDa6uIRuN0AbGAzGKx7C12bjtwRTnvOaTValO1Wu0PWq22dd3Kk2gsGE2aY0aT5l3vbJMfsAQ4btBb5R+9t+3nLZtO89P3tvY1iQE7cvhC8Iplh7Eu3NfFaNKkAh2KMjxXwHOIM7mTqtt3bbMm6PGt34WZM2ZHLJSpzQkC8BDwpVR4uPYxmjRrgMGIM4k/jds5oABvJvAn/vl1utDuWlAGzgGW2HTyGxpQap2S5cwff3OrOAY2b1+zZFYSlzKveWTs/y1uy20Fcs+VOUJk+pqgxxbNfnzylQ0trDwaU0xXMGIcV3HSEcuvlOQc0AfRKQsDjMBvWq32KovFUusFlAVBUBXVnSpGka6Q1NTq174ODw9XyeVyXC6XqmgnRg3wNU0NrufpKb0BPgZkW/453WzLP6d379557oa0tIJtwMn/Pff7GoVS2BQYoNjTpl3I3iHDY9JKayc/38ni34+qz5zOvaYg33Wr2+25PSwsgLbtw1umpqaGPj2ld24pNnIRm26aVHjjsi9eSXfkG8daZ/7xfm9tkc2XOkaCIKjc7vI3Z9bEPnMsU8MPBNx+nyDIDj/9TK/glat2XZ+SlxFzc6vOv6Smpob6mi1A47fPp6f0PvzT97YbU+zZC1TByjs23TTJeteab8cdy0mz/nxiJ6Nf2vFWzrRe2RTmWA8+HXOPyrDhr7rWVA5ljlF1bTM1L1MWrgzcqFV37V9au1WhsdtCI9NUr3o23TSJyVsWPrr+3LH1f/badtcnea2u2rIzZ3eKsueGL2cs7XnLqG6ny9NUGfusCxpNclStVtsL2GixWPyKnbsXeNZisfSq4L3+iGVVulsslhrlRilOcnJyb4VCsUWpVFb8YolGRUZGAfYT2diPZ3H6VC5pF/Lp0CkczYj2HD6UzoH9adyiaUdaWj6//XqY7GwHhQUuAgLlxLQJJa5LBG3ahSGXV32yzO3x8Mimn2niF8TbvW6r8PV5eXlQRgLKwMDAaidHdZ3ax/4vpvK3ysADE7oRFubPSzsWU+h2YayELoma4Sh0ofSTU1jowlHoZnXmYabu/pP3e93Odc3aUrjuKxSdhyI0bdvQUsukrmxTQqKIX0/s5oMDq/mu3zgiszP45etNNO8cxzBteYtgImXZZ13SmGa6bIBHq9V2sVgsRcs0PSlWD6ocPN6j1oNjnE4nbrd7oL+//44SvwpBrOWpRnT4qkV4eHgPuVy+yuVyDUxPTy/ZR1XxNU2+pudfTWFh/uqwMP+sblc0BeDA/jS/o4czQoFzG9ad7JaZUdgHSNqw9mSz3ByH1k8ppEZGBti0d3RIDghQ1EiTIJNR6HZ1XX4meU38hh/vN187Zi5ljFFBQUEPYNVFjXjJy8tDEIRq2Wf2DO3364M/HigIwtdhYf4vTNv9d5M/T9kOtAwIuQf4C3zPFnxRU3X1KP3kAMz6dNfrLpen26Rne+mO56bZn95qyekYEnnz3H4P7gTIeW/gdZ6s0zcFTf5rqhDRulJP0fUxRjWwzXLbrQqXii00Ek0NomdYy44Y961YMHrNt4r5199/e3S32PAW7aNzgMLyNFVkn3VFo3G6LBZLjlar/Rlxx2I8YhFiHWKg6X/QarXXIC5FHkAspGwEDiE6brWO2+3OKZl4rdhUZlYNE9flAAiCcFEfVcXXNPmanvI0RUVFwVDOATyXELUeWA/w0MNRmYCptjUtvfOZDWpzwid7M85MdbhdKAV5qWOUnJxcYSbq6tinTScfdMhv+C05ssgcj9P9WlRUVObCJXseBlJP5WctiIqKctfGdVZWT1XwNU011eNwbDUATYGckSFX8o1sy4KDWed+6rvko+vs8YlHbeeP5AG63Hf6xQD3xSa58upaUxHljVF1bbOidqvCpWYLvqypofREAS6POx7YNXJV0r32CYkzbDp532WB989JDhsxa+KkvqVqqox91gWNKZAe4AnEGauTwCLgFYvFskyr1cZotdpsrVYb431de8SK9FmIZQ2aAJq6iOeSkKhDXgNP+A/Httd7x4UEvroxUJfrkQnTjSbNOW8A/cPALHt8Yv0HQlzGGE2aQqNJc3LF3yfC5/94iLt2XdcsqNBvL7BYbU5oGpvkWgX0A64CVtp08uiGVSwhUb/Y4xOPIW5CelttTmgHHAp32ZtemTl3YANLu4hGM9MFYLFY0hHTRpQ8fxwx0L7o5++BMksDSEg0Buzxiem9v3/ziZ4RUT/Wd98/hn2xulCm6gp84D01BGgHfFXfWiREBg9rnd6jVzO++Wpv5Ij9fVqvjTmQcTz8nEVtTrjBnuTab9PJ+wLfIf6dUhpYroREfTML0T/4cuigKcOXrXxnDC7l0x73+8gEeUNr+5fGNtMlIXFZYR304OIrw1vVW382nTzYppPf6pAFzUUmPGA0aXK9v5oM/GKPT2z4mkSXMRFNAhg1uuMNMmSz+h/v3L7viY7dFC7hd7U5QRWb5DoL3Bib5Fpj08k72HTy+IbWKyFRX3hT2ExEzFzwcGyS66/gNw6P8yWHCySnS0JC4r+8kSm0+OzB9DuPG02aJQBqc0IX4HbE2mgSDUxM21Cn0aR5UYZsSPu0Fjk3H+zVLzInZIXanBAcm+QqCqTvCcy06eQzbDq5tL1a4rLAHp94FJgCvKM2J7RtWDWlIzldEhISANh08qszhKhJ80JnRs2OWNiy2K+eA1bY4xP/aShtEhdjNGlWCci6BTqVi+LORccCy9XmhFYAsUmu+YhJVu8A/rLp5C3LaUpC4lLiC2ATMDvTkV/Ra+udRhXT5YsIgkBoaGicw/HfxMkRERGqrKwsQkJCehTtxqgmcUVfS/ZRVXxNk6/p8UVNFekJDw+PS09PL/P9SqUSlUpVoX06zh1VyvyCvmkS6F48/KbYL4cM79DE4XA0mb13rVoG998S0+1ph8PRu6Gus4r4mqY60zPNeBMul/v1Pw7t+XT79iNvdz4RZXv5O+vrr9x109/tZuUXZK39Rnf+h2ff8W/XJ97hcCypD01FVNc2K2q3ilyStuCLmnxFz5F738C8f73pzc2L5r28Z+nLM64eVS37rCsaTXJUXyQ5Obl3WFjYlrCwsIaWInEZc/z4cSgjAWVMTEylElA6L9hZ97mJKx94loioqH/PT1o9jzN5WXx/w4P4QA1IiXLILSjktc+XsCp4P88NGsaAoE40a65CkHmQCXJcuelkr/uW0KGP11tgcW3YpoREdZhj28QPBzdjufVRBFnpi3pl2WddIs101ZCsrCxkMtn40NDQ/2S6dzqdqqysrFUhISEDFQpFTb3+ucB4xPQX1cbXNPmaHl/UVJGezMzMon5K5eTJk6hUqnLt03l8q+evXSFt1qfd+PWxP09NuU8XtRLgxY2WK387tst8f+w1D8hksj0NeZ1VxNc01YueIH8/pj15K3ctSbn75dXWZ0bu6yOXy4ScAH/F7qAgv4Ot3PsLOpz44p4mv727N/qJOV8Hxl4/oy41Vdc2K3OtVeCStAVf1ORresZ0vIprm7VpkpGesbQ69llXSE5XDXG73aSnp+9v2rTpfzzloppRaWlpO2qYKK7o2/1KpbJG3rivafI1Pb6oqSI9FU2POxyOcu0zZdqAgpyUw39sDPuqEJnymwcnXmMCUJsT/IE5wFdv9R/1bXnte/EJW/BFTfWpR4mS37VPbVWbE+b90mXTz9GZTfy7nlXbws4HNT9PzBW7g98NxuPu2+7Tpb3H3H0MeY+7D06bunyb0aSp1pJHeZqqa5uVvdbKcKnagi9q8jU9SpSEOYVQJ85q2WddIQXSS0hcprjTUylM2ffTouDXXW4UqYjJh4uYDoQjBtFLNDLs8YlbCxXOnkeanFn0e+et937Xfc2O77qv6QSEy3EMbBd6Zr7zwgnMs7eMweNeDGDQW+UGvVVaQ5aQqEMu2ZkurVYbjriL4RbEkkDTLBbLpw2rSkLCN8ibPaad40Iqi4NfC74gb5uNTDbKaNLkAajNCfcBTwHD7fGJDfM4KFFj7PGJmcAEtTlhPjAbuP277msesscnrnY4tDnAmGs2HPsrd/+zN9h0oz4NDp11KFvefKJBb/0N2ItYsy4LyAbSgbNGk6awoa5HQuJS4FKe6foE0amMAjSINRuHNKwkCQnf4Eh2qzZ/BLzAaUWXfGSyoUaT5gSA2pxwD2LW+afs8YkrG1alRG1gj09cBFwBbAbWq80J3/54aEtzgKuvbXOmtXPrFKD/bdkvvNUl/49MpSf3WuBVxFJqG4DdiA7YWACD3jrVoLc+BpCf76z/C5KQaMRckjNdWq1WhVgOoJfFYskCtmm12iTgQWB5Q2qTkPAFtoY/khYYqKBjoHzwxEcHJHtjuF5HXE58yh6fOLOBJUrUIvb4xDRApzYnzAQ++N+GBQu3n7PTLDC4/fNJrp9tOvlfIe6zmv55nz/bP+/zD2KTXL/adPLrTyq6Hfw95K1CIAy44G3Ohlj/li9n7n7h0ae6I5dfys/vEhK1xyXpdAGxgMxisewtdm478EwD6ZGQ8Cnu1XXZ4fF4mLp7qWuq2foUorPlB9xsj09c2sDyJOoIe3ziBrU5od8wddykI5nnTD8c2vzTx7tW7GLQlAXAWmDkspXvpNt0chnwaSvnnq4T0kZsBv4CLODaaDRp/t3xFd06+Bu5XHi+gS5HQqLRcak6XcGIcVzFSQdC6qIzQRBUqampoSVOF/UVkpqaWu22w8PDVXK5HJfLpSraHVIDfE2Tr+nxRU3l6hEEQeV2u8ttoDT7fGP3X913pZ/kaE5asgzsQXK/pPFte302oeM12aXYcpn4mi34oiZf07PppkmEh4dvkcvlmPetG2/atbxzvstxk8vjMQD+wwZNOSvIZMeUbveh6y4kH+137mDTLhkp448FN+8z4ttXlz69Z2G/3ueTr8lV+Ke18w85K/pqF2uqrm3W5rX62thfzveqBtBTrqbK2GddcEkmR9Vqtb2AjRaLxa/YuXuBZy0WS6/a6ic5Obm3QqHYolRKpc0kGo68vDwoIwFlYGBgqQko810OLPa9XBHekrjQ5ghS4tPLHofbRXL2eey5GaTmZXI6P4tsRwHZzkIyHQUUup24PG5aZaTQ4fwRwvIzCfK4GTHxuzLbrI5tSkjUF2XZZ11yqc502QCPVqvtYrFY9nnP9UQMCK1VnE4nbrd7oL+//44SvwpBDD5VI+4Aqhbh4eE95HL5KpfLNTA9Pb1kH1XF1zT5mh5f1FSunoKCgh7AqrLenJeXhyAIF9lngFwZcnebHo3mOhuzJl/TU5YmpSAnLrQ5caHNa0VTdW2zonargq+N/eV8r2oAPeVqqsg+64pL0umyWCw5Wq32Z8Qdi/FAe0AH3F0X/bnd7pySideKTWVm1TBRXA6AIAgX9VFVfE2Tr+nxRU0V6UlOTq4w83NjsM/a0uOLmnxNT31pqq5tVtRuVfC1sb+c71X1raciTZWxz7rgknS6vDwBzELcZZMJvGKxWJbVUV9dkpOT/3NCEASVv78/BQUFPWryxw0PD48LDQ0lMzOzxsU5fU2Tr+nxRU2V0NOlEs34vH3Wlh5f1ORreupRU7VssxLtVhpfG/vL/F5Vr3oqoaky9lnrXJIxXfVFcnJyDLAPCGpoLRKXNblAlw4dOhwvflKyTwkfQLJNCV+mVPusSySnq4Z4bx6RDa1D4rLmXFk3Dck+JRoYyTYlfJky7bOukJwuCQkJCQkJCYl6QEojLCEhISEhISFRD0hOl4SEhISEhIREPSA5XRISEhISEhIS9cClnDKiXpCCQSV8AClYWcJXkWxTwpeRAukbExVtew4MDCwqM1BtlEolrVq14uTJkzgcjhq15YuafE2PL2qqhJ5qbctvhNfZKDX5mp561lTtlBGX4thL96r61VMJTfWeMkKa6aoZkYg3jXsRbyD/IgiCClglCMJAt9td7URxKpUqDpirUqnGp6en76+JWF/T5Gt6fFFTJfR0AeYg2mLJG0ejsc/a0uOLmnxNTz1qqpZtVqLdSuNrY3+Z36vqVU8lNJVnn3WG5HTVDvtKFsxMTU0NBfD3999Rw5IIAISGhu5v2rRpjYpy+pomX9Pji5oq0lNaNu9S8Hn7rC09vqjJ1/TUl6bq2mZF7VYFXxv7y/leVd96KtJUSfusdaRA+kaKQW+VGfTWCO/3Vxr0Vk1Da5KQkJCQkJAoG2mmqxFi0FsHA+8DhxCLeHcGJgJWg956BfAM8Auw1GjSFDSUTgkJCQkJCYn/R3K6GhkGvfVZwAh8DrwNYDRpfgZ+9r5EBoQB8wCnQW+1Ijpgi56e0rv+BUtISEhISEgAktPVqDDorU8C04G7jCbNL6W9xmjS7ALuNOitKuAm4E7gS8Dvo/e2/TX+gTiaRgbWm2YJCQkJCQkJEcnpaiQsmL/nSuAD4P6yHK7iGE2aHMQZrl8Meqs/MFQmY6xcLobxGfTWj4CvjSbNljqULSEhISEhIeFFcrpqiFKpRKVSxZXMJxIREaHKysoiJCSkh8PhqMn27jiHw8XO7SeNYeEBCwwvDNrvcDiqtE44zXgTwGmn0zk7Kyvrfj+/wF7hEQHNe18V3dbhcHg2b7I3v7qv+kxVNP2/turnUanNMaoNPb6oqSI94eHhcenp6WW+vz7ss+irj9iCL2ryNT31oqm6tllRu1XE18b+sr1X1beeijRVZJ91hZQctQYkJyf3jomJqfOZolMns5g/bzcTHumDf0Dt+smnT2Uz48N13HxbZ/oNaFOrbUvUD8ePHwe4quTW+/qyTwmJspBsU8KXKcs+6xJppquGnDx5EpVKNT40NPQ/SdycTqcqKytrVUhIyECFQlEjr79lq5C5jz117XhBkNUoUVxpmlq0DKZtu4ibf7fsf3Xj+hPfTnqm36dFS5DlaQLmAuOBamuqzTGqDT2+qKkiPZmZmUX9lEp92Ce+ZQu+qMnX9NSLpuraZkXtVhFfG/vL9l5V33oq0lSRfdYVktNVQxwOB+np6RclcTt79mwoQFpaWo0SxX343qqxg4a0p9uVLfYrlcoaeeNlaXrkiX5bDXrrP+fO5ix85X9LU4wmzavltVNsyrdGmmprjGpLjy9qqkhPRdPjdW2fvmYLvqjJ1/TUl6bq2mZF7VYFXxv7y/leVd96KtLUEEuLICVH9Xncbo/CQ90vARtNmqXASOAFg94aX+cdSkhISEhIXGZITpeP8+TT/eZccWXLeunLaNL8CTwOfGHQWwfUS6cSEhISEhKXCZLT5aN4y/x8t+j3A7H12a/RpJmFmHj1kfrsV0JCQkJC4lKn0cR0abXaJwEdcCXwq8ViGVvOaz1ALvy7LrfaYrHcUucia5cBwN0tWwYnNUDfzwCuBuhXQkJCQkLikqXROF1AKvAmMByIrMTrr7JYLDXa+dDATAB+73VV9Ln67tho0hQCGPTWV4Aso0nM6iWlAAAgAElEQVRjqm8NEhISEhISlxqNxumyWCy/AGi12p5UzulqtBj01iBgNOKW2YZkN1CjXVISEhISEhISIo3G6aoGy7RarRzYDBgsFsuehhZUBW5FXN5bDHStiw7U5oRgIAQoANLt8Ynukq8pKjdk0FujgLNGk6Zm6YElJCogP9+JQW9VGE0ap0FvFYwmzUV2KSEhIdFYuVSdrsHAesAfeB74U6vVdrFYLHUyayMIgio1NTW0xOmQoq+pqalVak8ul90DLHrqmV5+DodDJZfLcblcqqKcI9XhkU0/tz+ekz6+fXBTNl84cQIo3lZBjPl/hxWCsCtQrlzXOihs3QdXjTgQqgzg3Nk8QSZjpUIp/JSampoIEB4eXiuaqMEYFacW9fiipnL1CIKgcrvL90tq2z6LU93rTE3Jli//60TX7GxHN6fDHRfTNmTR7SM7MPuzXb8p/YR1qamp05VK4VWD3nqfIMg2+QfILddc13Jhz97N8+pKUyk0KlvwNU01sM1y260Kvjb2l/O9qgH0lKupMvZZFzS6MkBarfY1IK68QPpS3nMMeMRisSyuTS3Jycm9AwMDa7WUhcPh5vMZO7nltrZ06BReo7ayHAUsPWXj99R97Eo/ReeQZlwTGcMVYS1pFRiCSuFHgdvFufwcjuemsSfjNNvTUknNy6RFQDADmrWjf7O2ND0fytLfjzFmfBwtWgbV0pVK1BZ5eXlQRqmV2rbP6uLxeDh1MpcjyRmk2LM5fToXp8NNSIiSJpGB9L22JdHqYM6fy8PPX05IiB8Z6QWcTM0hxZ6N7UAagiDjmutacmWPZsjlsoa+JIlKUJe26XJ5kMtlnDmdy7o1qbRqpaJLtyaEhvnXpFmJy4iy7LMuuVRnukriBurkLp2Xl4cgCAP9/f13lPhVCGAH1EBWZdv76XtbV5fT/WVBgWswUBAeHt5DLpevcrlcA9PT00v2cRH/2/5Hi80X7LfkOAtvc3rcg2SQ7i9X/Ng1tPl3SdeNtZemqUNwU64hhru8Pz+9xaLek3HqhoX2PTfPP7FrEMBgVbfz33y3W2gxwO+6STcOblMVTeVQrTEqSVXHqJFpKldPQUFBD2BVWW+ubfssSUXXee5snhDZLND9+Sc7dfn5rg9kMjYpFMLywAD55pi4iC033NzmQnE9TSMD/9UTFu5PWLg/cV2b0CpK5b9ymT1+xd/251cusx9v3iLokXvuiyt1o0x9jX1l8TU99aWpBrZZbrsA33y19+oLF/JnXT8our/9RFaE/UT2o8eOZA5bv/ZknEIhzOrZu9m0AYOiM31t7C/ne1UD6ClXU0X2WVc0GqdLq9UqEPUqAEGr1QYALovF4ijxum6Iy4o7AT/AAAQiLjfWCW63O6dkiYFiU5lZVSmJ8FxC1AagW9HPRZXRBUG4qA8AtTlBhhj3NcJ79EU0MgvwngeWHbr/TadXU9FUbbma5kU9uhfYC3yoNicEAkM2qG3jbj7Yc9y6PScO/Zj3/l/v9LuDvs3b5Nak3EN1x6gkFY1RY9ZUkZ7k5OQKa5zVpn2WpLzrNOitNwFvA32AL4Ef3n5fc6a0dirSExUVxfAbrzQa9Fazx8Pnp0/lvhgVFTWiqpqqQmOzBV/TVF3brKhdgAvnt64FXlm9IuW00aQ5BUw26K0y4Gan0/3B5k2nb9686fSYacabfGrsL+d7VX3rqUhTZeyzLmg0ThfwElC8JuBdwNeATqvVZgO3WCyW1UBz4DOgNZCHGEh/k8ViaZhCS1XAoLfKgXHAr0aTJru816rNCT28r70T6ADsQHS0Hge22uMTa2Xd2B6fmAf8Afwx6blf53Y+F2XNiyho9vCKuQALCt2uj4Gv7PGJ9Z7aQsI3MeitVwNbgE3AW4DTuwmjxjc5o0lz1qC33on4YIVBb70NWGw0aaS8cpcBBr21NXAP8M6EtBF/AiNtOnbGJrmSjSaNB1hk0FtXAh8Ca2d9tmnaxMf6NqRkCYn/0GicLovF8hrwWhm/Cy72/XLEKuWNkTZAIqKTU6rTpTYnXIv4QTYEWAd8DCy0xycerWtxH707apFBb/3s6sMdRn2ZMI4HV8/5ZX/6qUeBN9TmhB+A9+zxiTvrWoeEb+J9aHgb0APXGk2af4B5td2P98M136C3NgNmAxpEJ0/i0sek9OR2dMiC3gU6eOBLGUSseSTcNj/6qqSfWvdJspsSTwITDXrrxqzMgusbWrCERHEajdN1OWA0aQ4b9Fa190PlP2QV5gvd57w8HXG59Ecgzh6feKDeRcLzQSq/tkH4Ry3SPPF1uzkv64GbgaeBHWpzwlLgXWBpbc22Sfg+x46mqYDfEJe3h3sdrjrFO+vVwWjS5Br01jaAYDRpjtR1vxINg0FvvQ6P5w5N1v9cTV1H2w4dNOUMHo+tbe75vg8cXdvqwaOr31raouubanPCfCDBbkqc7XA4trpc7vs/n7HxnhR75u6ixM8SEg2FVHvRhzDorTcCqpLnC1xOhlg+mA5MBG6zxyeOayCHC6NJk5Pw0uBXwsICSLFnBNrjE932+MQ/7PGJNwI9gZOAFdEBe0BtTvBrCJ0S9Ud+noOkL7fMANoCfY0mzfL66tto0uR6v30G2GTQW/vXV98S9YvKfe7Ddo61NHUdHTV00BQFsBGZ7MJRVWSbie/uC5V5aJfupxoSk3M+OshZsFdtTng2z1koy8ws4MyZnNuBqIa+BgkJaabLRzDora2AJUBvYFvR+Txnoez59QvILMzvDgywxyf6RGmjg7ZzfGveOt/l8rQv+uCzxyfuAB5QmxNeAJ4EPgCmqc0JrwJf2+MTnQ0oWaKWUZsT/CeoB3RXbPGnwONosqbNgQdOhJ0/b0TTEHKe9X5dNvvzf96Y8EifhtAgUUcYnzJdm6Po1KdD4aovhg6ashxxOXktMLrovnKFufCoHY4e0MlPZSgDUx+8Ov61fr+8u/0v7WRenjp0XECA/1GD3toXOO4NvpeQqHckp8t3uBlxlmh70QmbTh6UOODx5046HBj9ZO/3WP0FtpXvBMcmucoNsq8P2rVvwpU9Wr4y7r6rckv+zh6fmAL8T21OmAY8BbwHPKs2Jzxrj09cVN9aJWqOTSeXA7cDoUMHTfln7PGNs+em7rpuTWATWbYQyYWmf7Q8p4r5C/xQmxPOArZixwEgBcjwHplAXm0uPxtNGifiDrZ9R5IvfPznIhuDh3WQKZXK2upCogHJFpo9EuE8eqatY+NkGPgaEADcV9qDnAweDnfk/f7jhpmex659tIXmj08ZEhXb/Z3rR28FXgS6G/TWm40mTYOsFkhc3khOl48g87huCXWn7r0r88mPbTqCY5NcuvnRve9PWPNpURLYRO9xJ/CLTSefC1yB+IG2GdgQm+Sqt5wjCoXAXWO7bzborS2BAUaT5ueSr7HHJ2YD09XmhC8Qb3a/qc0J84DJ9vjEs/WlVaJm2HTyrsA3Hui6oUmH1cDs1ZGx69tln/8o0pM/cFSr5b0Ue39L75veoe9bcbeFvbnn12d+b9k9fW1kp1CPTDYC6AxElGjWozYnZCNuGMmWy2TntdHdWH760H3pjvxf7fGJ1UppbTRpZs75ejMbN5z4bOP6E5/l5zvHSHFejRuD3hqAED4iXwifPHTQlBjEWc077fGJpeaCik1ynbfp5MOVHvevszfNvnLO+C/46tDmWd8f2txklKLv2ECn3xxgrUFv1RhNmg31ejESlz2S01VDlEolKpUqzuH4b1nCiIgIVVZWFiEhIT2K8o6URcq0gaP9PU+O7pn/i0MIbqpQNuuwbvdZez9zx2Ev7bhCs/Lr254c5M7Pji88vvW4onmnPIfD0Tv4uvErCk/ut7syz7R351zQyeR+Ix0Ox5Ppi99tnX9gdadI3RerFGEt/vMUWBVNFVC0OzSuU2zk8IO2c9Pmfb89ZNTobqUmsjty7xsAc6ZtWfzPdwc3vVLgctnuXvTFu18OHLcqLye3VvWU/DtUlboYo5poqkhPeHh4XHp62dlQamqf5+ZOvgKZMENQNflnSp/4hZvdspH9W7Z77Z7c644NGf++LUjltwmY63HPmvSgIA+/Z/+K4NObvuh9zd6FXVH42xUR6mUhA3RvZw2ccHL3hdTgY1kXgs/lZ6syCvICc5yFgTmOgqB8lyMo11EYne0qvDbH5XgN+CTu21d3XtE06qfp14z4q21o0yoFP48Z1yMz7UIesz7bFOhwuldlZeWOCghQVrneR2OzBV/TVF3bLNnuKP+ZDy8vHJ17v16b/PfaHe/kOh3bd4550e5wOHqX1Xa7Wfk4zh19KWOJ6Z6Xrx87OVfx68x5ydveXNlrj+bja+9+fe2cE86M9Pzl5lkb/3evrneFD6u+Zgu+qMnX9FSkqSL7rCsaXRkgXyI5Obl3TExMtbeqO9NPoghvxbE1f/KFxcOU564mvHlTAD7cuYwfD23hL+1kghQVx6J7PB5kMhk5Wxdy9qsHEQJCCBk4gdBhjyNXNamuxEphWbCXvbvP8MTk6wgJKb8Eh8PtYvbetXywcznXt+rAtGu0tAiqaXmty5vjx49DGaVWamKfINpo9tpv+K3DIKZtW4J5yH30iWyLybiaWzSduaJ7y9Lfd/44Odt/I3frAsJumULQFTeStfYbFE3UBMQORCYv/XnP4/GwN+0kvx7Zwc/J21AIAo92vZ7xsX0IrMT/Qcm20tLyaNIkiD27T+ModNGztxRLXZ/U1DbdhXmcmNKeJndNJ6PnSIYsNGEeej8DWnWotAaPy8mZz8aQ3XMEj6dlUOByMuP6MZzbmc9fSw5x+8gu9L22dZWvTaLxU5Z91iWS01UDkpOTeyuVyi0qlWp8aGjofwLcnU6nKisra1VISMhAhULxHw/b43SQMvWqxxxnDt8Z/cpGzez5mSNOn8oeM/WtG+4AmGvb1PLlTdb5/Vq2f33OcN0xYC4wHqhUEH3+ofWqC/MMtxae2Dneg0fR5v0TWiEwzF2epioSV1xT2oU85cemdTM9Ho/y0SevebhFy5D8ihr4cOfytl/uW/c6Hk+3Xs1aT5895N6flYK8VvRUtxEo/+/WEJoq0pOZmRmXnp4+lzI+2KpjnwCFKXsCMha/d0Wzh77aPG3L4s5f7lv7Td/mbd/44caHrAB7d58O79ylWbpcLlT6Oo8/2+YtV+aZYQhCjjy0xcrArsMtzeK/2FaWngPppwMM638dsffCyQcBukS0THq//+hfOoY1K6hg2C7SNHPGhjucDnfQk0/3m7P4D1unyMigjKv7qkvNjl/ZMaoC9WILvqapurZZvN3zXz81fVcyz1w94bnb7j+64t4zeVnXbL/7hXurcK+I83g8c8/MGD0nd8fv97hies0Y32Vkh7P52Tf0aKp+/5ZjPfOOHU5/uUXL4JmTnulvrs51VpHL9l5V33oq0lSefdYlktNVA5KTk3sj7qK56I/mLbmTAYSVLD9g08kTEQPMR8Umuf406K2/AKeNJs1jAGpzwmzEUkD9jtz7Rq+iPpRKZZUMw6aTK4AusUmuXTad/Db8goapnlunlwU3vUhTVfBO6/9HkzdR5QbEnZd3G02aCpdzVh3YGb7p/Im0Dw6szkPMqD8NWGSPT6xSdvHS9FSX8v5uDaGpIj3l2WB17RPAppNPB8b8GtUr7uNOw9cAyfb4xHsMeutkYJ/RpPmzOtdp08nDgNuAO4BNsUkuo00nv0UW0rx50DOrkmT+qov0eEtRPYaYo84DGIHP7fGJF23iqIwmg95qBu5FzHf3vtGkKVV3Y7MFX9NUXdss3u7hV2/cuCJwUrutzYS2m9SHDgNT7fGJMyurr/h1HpkY0BFI8sDCUf2eXJmpDHwH2NHH3uHDThdabfHmSWxtNGlOVOU6q8LlfK+qbz0VaarIBusKKU9XPWPTyXWIgaCa2CTXn97TnwFfAKjNCW2AB4BXa7q7KzbJ5YxNcu3y/ujCkX9bzrv9yH6t81SbTt6sJm2XxGjSnEX8MB2GmDG/QjqGRLrHte3FNU1j+iLu2pwPpKrNCUlqc8JTanPCYLU5oZW3vqREPeENnH8OmPxxp+E6xED4Zwx665WIiW+Dqtt2bJIrIzbJ9V1skmt0bJLL6D3d05N15sOcxKvJfjV2mk0njyn+Hnt8Yp49PvF9oD2iw2UADqvNCa96/1+qyoPATYjB/VsMeuufBr21e3WvSaJu8Hg8NJcdX3F35mO3blIfugEIA76vbnuxSa55wDUyOLVg3SefI9asPfePOnnud93XPHH31K96AckGvTW2dq5AQuJipED6+icLmBCb5Po3gaTRpFla7PfPA1uBpSXfWBNik1yLT2z9+xr3aVtawbxJNwPdgWE2nVwZm+SqWbSiF6NJs99bF+8ng976sdGkSanM+z6+euTxqKiox9TmhJcQi3YPBR4FYhFtNFNtTjiAONW8FvjZHp94vjY0S5TKG8DSoYOmLAWSgWnjdg44A/wKWIwmzYLa7Cw2yTX92OKZs3C7zhb89PT1QDu4ONmXd2bLpDYnzAQmAI8Ar6rNCesRc9ytBHZ6N26UibfiwzJgmUFv7Yo4w7rNoLd+BjxvNGkapBCuxH9xuTx82/THswX5rv2w5hXgJ3t8YkZN2vQ+hOoBlunkzwNbb+//1Nc5ioBp62JsE4+En/3iZGjaBfREA4OA70urECJxeRAdHX0YqPChPyUlpV1l25ScrnrCppMLQGhskmt+8fMGvfVhoIPRpHlebU5oDjwE3FUXJXTkLbu45S27II/pfW3uO/0Cvadft+nktwC/IJZx2R6b5Kp230aTZplBb21rNGmyDHqrvCqFiL2O1FfeA7U5QYk4u9EZcZ0/DngF+FhtTkgCptvjE6V0ALWITSdXAV0QZ1sfBPyAGYAOcWbgjrroV9ldWwig6DxkYM4bVxZpeQ/xhvdWbJLr34Lq3iLsH6vNCZ8AVwNaRCftFUAe+91rpwa07MCRrPOTjmadXwbsBvZ53/cfjCbNXmCUQW8dgljH0Y6YmkWigTn686cU5F83fUvUke+AW4Bba7mLFcCnv639OCVfUDx46/X6uJOhaS8BD22OSl59VWr7gcAjBr31yaen9D5Wy31LNA4+B+4HPgWOA60RQ4O+RpwcqTKXrNOl1WqfRPyguBL41WKxjC3/HXXOWGCqTSePi01yFXdEDiCuOYPocJ1ALKNTZwgRrT2xSa6ijMyzgDzED66piDFZvW06eQDgH5vkqvKTpdfhigL+Nuito4wmTbWCIe3xiQ7E8TkAWADU5gQ54tLQy8B+tTnh7aW3T1rUMaxWV0svW2KTXDk2nfyKoYOmCMDPwPvjdg6QAW8C04wmTbXyZ1UWWWA4sUmuotiLFYgFtB+y6eTvAB8UTwzsfTD5x3u8rDYnBABxvSNbazuGNZu67dyJjoizpq0Bt9qcsB34G/gLWF3cCTOaNMsNemtPoNBbuHvo01N6b6zLa5Uom7w5E1odO9KKgIDcnQciU4cirhCsrM0+YpNcP9t08hWAKcDtXLds5Tt3DB00pTNwqy3y5OSU0Av+fewde7fKDt/+9scbf5w88SoCAi7Zj0yJ0hkP3JaSknK06ER0dPTvwG8pKSnVeji7lC0oFfGDYjgQ2ZBCbDq5Engd+KGEw4XRpFkJ/zoTjwIf2eMTq5xTqLrEJrkOe7W9btPJoxFnlUDMkP+zTSdfByz2Httjk1yV1XYSeB84XJt6vUH2f6jNCYsQE8V+cNvvMx78fNA4BkdLoRg1waaTRwH3AB8hxuc1A2YixlAVAB/Wp57YJNdvNp38D8QnzamIs15lrh3a4xPzge0Oh0MApr5w1c2TlErlVrU5IQwxkfD1wA3AZMClNiesABYhbt44ZDRpsgAMems/4NsVf5/oO3iYlEqgIXAd2Xhbiv803H4hCxH/zxd6H8JqFe8M6n02nXwmsG3ZyndAjPW7ZeigKVEr2u8Z2zqj6SM9Tra958OZWzjU9JRlZ7NjJo+MZWUlZ5W4pGgNlAxlOec9Xy0uWafLYrH8AqDVanvSwE4X4lJNE8Qg5H8x6K29gCeAh+nObUBzoMxty3VNbJIrBbFcC8DvwBBE5+tOxLiXTsCh05/efX3kA58jV5VMMv7/eOMgZhn0VplBb30MmFP0oVYbeGc5flabE5a0DAr7dMKKufeG+we+fT4/R+ctQyRRdR4BRiM6y48B34/bOUCFGFT/oNGkqTAVSG3jfUgx23Ty7wG5TSeXAT8gVmEwF192LAtvHNBa75GoNicEIcbr3AJMAj5SmxOS8TpgdGftuJ0DOg0e1lp24UI+2ZmFiqgoKb9XfZJVGHTHhQA1yibutcD/gLvqsr/YJNdaAJtO3gUwAS8uW/mOATDGJrnevvvHz3v3yG29RbEreoDcKfTbGnUEtTlhLWIs4WJgR12EhEg0OH8Dc6Kjo18GjgFtED8L/6pug5es0+UrePLSAZ4GPolNcpVMf3sL0MNo0ri/M695FPjeHp94ob41loY3uH6193jRppM3j01ynbHp5KEIiteOP6NG8A/+wp2X8T3wU2yS63gZTQUjfrBpDHrrCG+NvFrDHp+Y5XA4THvTTt5795LZLRCXHF8CZkgFtiuPdzb2YeCNoYOmdARuRIyXOof4YPBjA8ojNsmVD2DTyf0Ql8AfB9606eQrgXdik1xLbTp5EOBoN6t839AbkL/Ie6A2J3REfLi4BXFJNfC77mtO/bhkbfIdh/uS7SrYPm7PnB8KFc40xGWuTO/XkkeGPT6xRqkcJMT416MBI8OC/D0sjN4RjQMnNfiQqwqxSa59Np28I2LZsnnABptOrvngrROHABZkH+qeZy90bY060qp5dti4M8EZY4HpwGm1OWEJ4sPqb6XFD0o0SiYAHwCbACVQiPjQN7m6DUpOVy0gCILKmw+kOCEAssDwEKFt3/uEJm3TS75GELhBLhfWTlhs7gDcFBMUfkvJ14SHh6vkcjkul0t19uzZmqZuDyn6mppatdCc4LdO5KempoYGv3WCUD9GuU7tX35+7iSbOz9rokzVJD01NfWnnOlXjUARkO436PGNyr7j8wGentKbX+YdvPv4say/FQrho9TU1ITa0FOc8PBwVVxYCzaMfPbJAQtNPTIc+VMFZBN7f/fmG9/1H7coVBlQleZqTVMt/d3K1SMIgsrtLn/Ftzz7LGpXFhZ1oycjNVw5ZNLCIJlyUr7LueP9oDtPxeoiAiKbBc4vq//6us4igt86AfCp69S+mfnfTrjek332JllwZFBqamoocr9ZuArvPvJwUL7MX4XH5bAGTz0Yl2ceH+M6uGor4ARcIMuVqZq8onpx+/c5iX1uXebIj5IFhu2Xt+/3xN/XxOd8d2xb5wsFuZ2ArrI+Bf0DV/s1GX74yokr2u85lK9wBHjwBHtEvcHAf0owqM0J5+Uy2X6FTL5XpVBu6hrWYu1XQ++v1zGqDPXxd6uubQa/dYJtH24/2KFD+BV5nsJblTLh77U3PumfmppafrmLUqjOdQa/dcIFvJ731bivXSe236kyrJMVrvuytaLLjYy8s2PGSDpm9VjQguTDGfc3bxE0eFf3w+e3pqUMzXYWDnO4XbMA2n/94q9RgaHfzr7mrn+K33985X5enPr+H65HPeVqKss+o6OjS6aheRUxBCcSOAu4EZegq/WAdcknR9Vqta8BcXURSJ+cnNw7MDCw3FIW7szTCKEtLjrvdLr57OMd3D6yPetlh/nh+A5+vf4BBFnjS0lVVIIof94knLusIBOQx1yFosdIlH3uASDFns38H23ceEtb4rrWbVmitMJczMmbmX9iJ7GhzXi043X0bdoaWSMc28qQl5cHZSSgrMg+iyhcMwv3yb34j36fO1Z/zeiY7rQ6GElhgYubNZXeDd2guNPseLLP4snLAI8bFAEoOvTD48jDdXwruF3gduEpyEbesgtC844UrpyBc9svuM8dBrcToUVngib/hScvA+feJQgt48hTtWPBAjsej4eRozsSEvL/5Ygcbhe5Tgc5rkKyHQWcyE3ncPYFDmadY0d6KmmFeUQFhtI/si0Dm7end5NoalB5odFRHdv0eDx88ekuBg6O5rmzC3i447WMUHerD7llUrj6cwqXvoOy34P4DXoCWWAYGRkFhIX5k5fnRCaDgAAF+S4nq88c5vfUfWw4d5yuYc0Z17Y3g5t3QCFIaTF9jdLsMzo62oUYP+rhv+ki/vNzSkpKtf6g0kxXDcnLy0MQhIH+/v4liz2HuDNO2nPf7usWorv3D3ri973FfznHvK+/y+mxnDmdF/NhxprfA+SKpYJMNq1k++Hh4T3kcvkql8s1MD09vdSC0lUgBHFLvBpxOaRalNRU5MwE3P0Rha26BTk2JF3rsm+/3pW6+6yyzz2f5kzrOSYsL2NsbNCjniXWodcfWfHnqFseH7umrvRE+AXxTJeB2PPSo/85f2LKU1sW3C+XCWvbqMJf+6H/vRU5IXWiqbrtVKSnoKCgB1Bmwd7y7LN4u34DJuLJS2fs2rlXpeRl/r0z/WRcc1fTwoyMwqbAwbLar6/rrAxChBoi1BfbpzIQRYf+pb7Hb9AT+A16Aue+P5WFyz7q6MlNaw6szPty7BXuk/vm4XFFA+5bhJBjP4d9mv3lzPzIQc7Zszs5V2XJFP5n8As64xcWlRo24ccjBEJsaDOGedvOdOTz7NbfOgb4+Y8748x7dtKWBQ4P5Ctl8qUhSr9FN7SM/fPZLoOqUnG3VmwT6ufvVl3bLChw0aJlUH9auP44a89h9ZnDXUaou1Vr6qS2rlN57f0hQkSMPf+Hx444Vs0MIyj89bCXdpoBZs/c9aHb5ekXrQ4eM3ps7OEbWsVyQ6tYnvjnl7Y70089/sKORffK4FyI0v/jn2+YsKNDePOlvnw/bwg9n9jWhv516uBV2c6CDs0DQ6/u27zNPWtOJS88l5e9W6Xw2ztKfcWKCR2vya64pcprKsc+AyJPd9QAACAASURBVIt9fy9i6MFU/j9lxFTEOL5qccnOdGm1WgWiU/kSYpLN+wGXxWKptR0wFZVZKVz1WUbhksRkPO5OJXNfGfTWqcDw77qvmQDsBeLs8YkHSvZxKZSNsOnkVwFjPdBnueq5/mflHRVqxzb18Il35jh3WtKc/3z/iCfn/DbgQLF0AbWmR21O6IQ4PTwGMcHn8/b4xEOlteVrpSzqowxQ9gutuwHu2CTXRrU54UPginE7BzyFWO6n3BuEr5UQqW1NnryMjNzPtDd5zh1ukya0Xj4/7JNXBE/h2OE5bx+PcWxWIW5+2Rqb5Opj08mvRYwDOl3s+LDdrHyF49TBLfuPbb9Ne3BnAGICYA0QinjTXwhY7PGJRyvSgw+OUVmaaloG6NsjWzJm2NbtOR4//Yrq6qvt63Tu+zMy/9uHxgGB3hJW0X8ET81NVfb8BugHjDaaNMuLv1dtTohAjEGcrJAJikndh0T0imw9eEhMXI1SYDS2e1Vx1OaEloi7iYuO7oADSG6mUF4YFeA/oPDQup2/NO2UlakM7P74oWVBrXMvHOyQc/aPyMLspcDK2CRXhXFzNS0DFB0dfRzompKSkl3sXBCwPyUlJaa091TEpTzT9RLiWmwRdyEmNNPVR+eevHScW38Gv6DvYz/PKO2DawhiVuzxwObSHK5Lhdgk1xZE42bhU6aQXKHpP/sCbh05ePMPv7nPHsKTe+ElvFtwbTr5c7FJrvdsOvkEoC/iU0oKYI9Nci3x7l6jKglc7fGJB4F71OYEI2IZmV1qc8JrwHtSsD0gPrnZ1OaEzcCYyJwQI2JZpmGIGykuW2SBYaieWbkhKirqT4D5eusDbpnf7j+DX55nNGmOepMeB3tffgRxp11LoIX3kAGc/eohgo9s+n2ZmEpll1MmTL9x4LP/BDoLRzkFYZJDUHyoNifsBdbz/zVMk+3xiVWZCbukWH/uGP5yeb0E0FcWRZcbHbFJro+LnZp9a/arcS6UiV+Hf29zy5RLDXrrs8BHRQ8s9vjENGCa2pzw/hVNo17+KXnr/z7YsewPN57PANOlvtvaW8atI6JzNcB7dALSgTUKt+sHpyB//Od1M4QmjtxpyGTX4vGA3K/5/QeWjB86aIqtS9bJpHRl0A2nAkInRxTmPCXHMx8xvU1d44/4YFV8lq0FYtLoanHJOl0Wi+U14LWG6j9v1t093GdsyDsNvGjXl0Fv9QN6IjqFM/BmYL8cMHyszzLorX2BLH/N1KIgxyuyX2jtRvxHPOs9l4NY428oEI1o/DFAK+CQTScvSm9xIrjfvSubxc8m/9B61ZG3hwhl5RKzxyduU5sTbkR0dD8ARqvNCWPs8Ym1mkusJhj0VgExnUGA0aRZVNf9FVhfDUd8AJgG9AciBx/ppkYsubSmrvtvbHg/SI0ABr11MBELnwZGG4HYJNdpYG7J9zgcjt6tpiwl7bc3xmYselcBdFd43Ap7fOJKm07eygOPFwqKA0eDmubuDlNfNSfm2hsz/IJahxXmEvOV4YJbJqQA55UyIeO26C4sOWl7Jc/lSEHcWXrWe5wBUuozx19dMvvQxuDtaam0CAj2KaerFO4BnpLjeOvB9NGe9YETkvYE3D4d6G3QWx81mjT/zsbY4xPzHA7Hz06363+6Zd++ufZU8lhgktqc8C3i58C2itJOGPTWQMQP/dBmzQNDbtW2IyIiAIPeGgyovaXYBMSHWJf3cBc7PECO0aQpqM1BUJsT5JqoLk3Ht+vNc1ut16fkZbRCTEze3Xs0QXyAXh3iyPv46YNLcwadPdBOEO/vo2KTXG/bVr7TEVituuqOnyLv+/QTISjsNqVSudsOEJ84Tm1OEIDJfi6HsU3u+WPLAZtO/jLwZ2ySq64SGc8G/oyOjv4QcXmxDeLOxS+r2+Al63Q1NIqr77EJke1QxA6+KJWC0aQpNOitLX7psrEdYsmVhfWvsOEwmjSZBr1V+Pj9bV9qRrSnXYcwvJnGtxW9JjbJ9T2lF7dNA0YhrtFHA208hfl+AGc+G/siMNCmk+9CzFK+1tvOv3hvanPU5oQ/EWc+t6nNCQ/a4xP/U56pITDorS2BnxBn+D4CFuXnO+s0C7Zzx8KbEJ841wKJSpd8tZ9boQOekWrOVYgdWGY0aZzeD72cssZMpvSnyR1vHmwx5u2t/NcxWySDm/zdzh6ds09375x9+so7U7b0HzpoSvq8DZ8dUnjczRwyeWChoIjZ3qTt0XUtO9H/5K6h2pQtHRyC3M8hUyidgiD/uOMwTgeE5b39wtVZzQqyMgNdjmMhzvx/YnLPL+r+VUGZcVW+ygL7nuuVgpzHO/Xb0NBaysObBugNm07+PnDXdXmzU/cE3D7Dz53zd4Anfeh+nXKigHtz8XxyCkHOnOG6Je3mvJyIWF3jecSVgMNqc8KviEvO6+zxiecMems48CzQB+iNmLAYgLNn8li66Bh3j+sMcB3i50gQEA4cLUf2LqC7QW/tBLxkeGHQjLDwi3d4q80JIYgOXvNSjmYlfo60pu4TrKn7ABYgOig7/V2ONddeODx/3LENnk45ZzbEJrm22HT/x955xzdVvX/8fTO60gmU0YaNlb1BEQREBEeM8nV9FUfjBJxxxKhfB84Y1DhxmzoA94jBiShDVJAps1CBkrRAgZbuNuP+/ripv1I707RN4b5fr7za3tx7zueePjk59znnPI/yfaQMLb8j5Rj+KdCWu4AHA9Od/yLwQGHT2s07d8Z1/VRrN+culbzKyzLTlZemZfgc9dxzULjd7gdSU1N3Alcgfd+4gUfdbve7wZYpD7paiIjTDHXON5uMTi1woFzt0QFbAtNfJxRWm87/0H3frkpIjLi4KdcF5vG/r36s6kOadPGTzx1657oXgBFIndR/gUWZ6crhSAE/VwA/A7+7MnwHtXbzeUjR1j/S2s3zgbtXT7+tubcWFCajMwkpFlEhUi5Ol8nojFUo+Mpww2Di4oP2ZteLWFE8Efh6yqR7fMAFo3L6bESKPl/bgFemGlabbhfS4BhgIaAyGZ13WW26bY0tI5Bm6+fA6x9cQOayeeOA1AjRlxDh8yWc7isvOHvodGfpL8/e7i/MmQooAWWFQhk54dDODz/Tjk7qUXrEpBJ9PX2C4hSl6DtzWfLJt59rN7/94FZH9uS8HWMFKceqs6FYZm3NUU/51FM6duesbmmVba2lMaRl+EqADJDcoL9f1+d/hYquNyjwf3FY2Ttqg6HT8uH2Q5MKl77azZvvpmzb0suX7l3XD2m6+cIpk+6JR8pren6URz17yIEeMT3evi+HweyatmtY3zJ15d6iyLIvy1SV2ypUnu1+Qcy6pvuY0ulj++wLSPgF6UEUpDVMPQjYB6BAmuZWBF5+gLyYwoRob0TELX9+OGWkpgduZ+kKd+yRQzs65vjyY0o68f/hFgCOIHlTq7+29y0+WHra4V2RaUUHVL08pYkpA6fdLk6+paPCMtoDZCGtXxSQvLIPIg0u7wVmBdqsybgMFqfWbr4GWDBl0j3nL102bx/wcWa68py0DN/PDV3fVNxudwaB/20okAddbcMnSPkVz0Na2H1CMuvWYW8Dzy3I2DY0L2/deqtNF9SHsIq4cTMPdZiYvo5A0MtqHEV6qpoK3A94M9OVp7kyfOsz05VfXXjazb8XqmMWAmPuXOe49rmR+ubIaDKB6YCPkOJInW216aoWfJYplYp1CoUwuaXqjjH+fEvpvNNEYIAg0q9XfnIE8HKopx9OAO5GSpO02WR0vgs8YrXp6goY3CgCKbr+mfquimcVc9sPG1NSUo5Za/cCVTmaLP88kGjt5s5IC/b/+1H3sXOUov/IuMNZ56hEv7Dv3rTF2ic2I6haZjDfHLR2syDAWad2qhkuqf1w6tt/zwfmZ6YrVd/EPvZDrP9gznBg996i7kkF2/Dnbj8fuEpE6Lwj4qwbr9g0wd/d8+ddZxU/WeYhYt13cf876dwjy1bPHTpxw6+9f8vpUlHYKzu648RKpeoypA0YzC3+xv/yyhjyK8uW+4eKLiB3oX3lYYZSgOS9LkX6jlcFrumG5BnqudC+8iT60RlAdUAx1ZPoQ5Gszup8KCGxT36X3hVKz47CyLKPtiW73j0z35F7zd7fLkVKEdcL6A38kZbheyYzXTkXaf10LgplrrI4D9X2JVE9M3yFmenK25HS8WUjrckVAdIyfM3O3+oyWD7S2s1DgIwpk+4ZsnTZvI5IwZInNGW9b0OkpqZeU9d7wXq75EFX23DOum67U5ByQ97a1mLaElEUOXSo7HVgo8nonNkSU1ppGb7dSIMtMtOVsUhrl7ZlpiuVwG9frnpFWa5Q/f6JdnSvJaWHf/2jx3BO6RTUxpRguR04FSk7wT87bKw2nS8nJ2cucGdLVOo/movnjw/i0jJ8LuzmC3oWJO9RoOiClG9RpglYbbpM4ByT0TkZKUL5LpPR+T7wzBPW6W2iyWWwHERaL/qO1m7u/cigC+9Q+X3XTz241W04vLNjd1UEZdt/id397Nnd0jJ8uW0isnYUiRHRT03s3Kfd22Fahs9bYXROq1BIwd2+2j3qhsqKYQhxN3X1+8VyRNGPILwJ7MtXdN9yVNHt2yS/K+GCogf+Ag65DKvmZqYrz0WKdC8CLh/CxiVdBloXjbzCc0901Hc/bl+/cq2msz8nOjFRFITBSNOLiUhTjZ7AqxjJq7Yf6aH0RaRQMLt2zpx7ErC2PHPlLbnzpqqyVaOm7YqcfL7LM+KB5JIBd3gY8G6hYta0eP/+PUibRb7k/9d7Pg08lpbh81bbKVgeuPdPWrh55yJlzngjI/HDx7Weda/NeeWpUH9/3FTtdwWSN7ELUhoyedDVHjAZnRqgcHuy+zKkWYRmhYFo7wiCQHLnmOsOHij9CWnw8XxL1hdYO/aPNyAzXdkLmBTl9555ZfbvKV0rS7bcsa7ThCuz/3j7yr+XL1EirgQyA2mRQo7J6BwEWIDrrTbd7paooy4qlzyDd8OXL3HtSzMA/YA8rQdYaLXpaiZ4lWkkVpvul0DC7OlIU9dbXnv596dm3XJqm+pyGSy7gdu1drP1u65Dnvqu65CZ16/9jisWP3QxcG1muvJO4M1QegmCxWWw+HJychZxnAz+A6nPvAA3zRl7a0WF79dlP/89d/vWPBeCcBDYZbXpAjsYr6utiG+RvFR9gD5KxD7TD2zZdNHpVxeUvnExg/b8cXPgvGKklGy6zHRlGlJy9yykqb0yICstw1eema4ciuTxGgNcmpO9TEy5fzlHvnhwKmDu4V27tYd37ZoKIeadT+PnHy1TJKV/nPD6ZVabbqPJ6Dwd+MNq01UCpGX4SlugyRrEZHRGX8GEC37tvsO4NynvlzJlxNg9wvh7MtOVk1ZF33DK1ijdw1abbn9z63G73afVPJaamnonUvsFhTzoaiZqtRqNRtPf4zn2OzkpKUlTVFREXFzcMI/H88+0WYcO0caKSl+3xIjo6Fh15K8rZtw1oua1Nehf9bOB8xqkLk1BEBJNVXpuvn2c+n37hsd27Tz8zLvvrPFecdXwVa2lJ7C2ZR/SnH2Goaw4tvPe7cvWZP9x/tEIzfkdKosjQfDsmtNxfc8X9s8u3ehMzHdapinjOuUpE7rmqzr2LNCM0O+PSB1Uc5FMozTddudpUV99se2p624cvaW2BaQN/c8SExP7FxTUHVWgLvtMiBTiS7b9SNTAKZs/27n2LOCU5NMjZ+uTBu+payFrHYTUFkJgm22uKeDZOgjc/fWXWwf1H9g5EeDVl39/vEuX2M/+c8ng9fUWEGI91dl95WMAzz+38SfXx7vW3vd5/wt0b6lj7Im7/3hBoekws2jLzw9GpU1odBDK+jQFa5sNldtEwso+u3SN6wVwVfrIA0gDIoAuHo/n32lLAlRbf1eOFNNxK9DJ6/X2VM35kujyQ1PL/vw4oXLfJq2givB4PJ6RmtEXjSvd9I1R9JSnIopRAPFn3TbT4/FsF9TRn4qe8lRBHZkjRETnKOOT/wboPGtRlugpP13dqdc/DfU/6cc6QPl3Vt4EQWDxqDHa2z0ez8ZdOw/H9Tup4z8BR1v6f1ZaUql0fLltzN7d+dMFgTMBcU6nyXe/Er3kI+fgPyd+e/4tu5SvnKo/fKjv9SqF+J/vFm+bNWlKr4PB2mc9vIDkNTQFc/FxGxy1NcjKyhrZo0ePRqVZqeLl51dx8uBO3HxwIfYzrmJ8t74tJa/dsfTHXaxYtofrZ40hVZvQplqyi44wZ/mH+IoOMq/XQHopFcSOuZhK91by3roGb0Eu/pLDIIok3/AesWMvJS/jJir2/IkythPKuGRUnfvQYcajddaxZ3c+PXslNjs9UXZ2NtQRgLIu+yzbsZz9tnPp8ew+Ps7J4vU/V7L0sttQyKlKWgS/X+TH73cyZGhXUlLj+XONi65d40jVxrdZeqoj5SXcsuIj/i48hH3IeOIW3oZm9EUk6e4PWR3B2KZM6BBFEdFbgVhZhiIyFkGlRvRWglIdlN1VVHiJiFBSVurB+uQy+vTryJixWvqe1IGIiOb5cKrSyRUeLaeszEOXrnEcPlTChnW5uF2FZO/Np7LSR1r/ZIaN6Eb/Acmo1UoKK8uZ4nie2YMmcu3Jp+J66kx+8l/JQWU/Zt1yKvHxdafsrMs+6yM1NTUSaWPW7W63u8lxHmVPVzPJzc1Fo9HMjI+P3179uNfr1RQVFS2Pi4ubqFKpSgB2bMtLyM0p+mlzx33z/Qr/VWmJnc8i4Hauh/5IW8xnIsVOCpraNAVJSDTV1DNpSh/WrHY9+NrLf5x+ju7k9NMm9GzsgsuQt1FKXPzE5ydc4r36p4x79Lv+0g3v1H3eR37fZxGpA0l9eA0A/rKjirLty+JVnXqWA+X4PKMVETG9fYUHk/zlRb1VnftMA2YeXnSnonj1R9dH9R33ZfIN761QRMaIf23c3+GjhRu/OG1Cz5vOPb9/nZob+p8VFhZW3Xut1GWfh96/5V5Vn9MuFSPjJs5b/+MTZ/41dNQ7R/+0XD9r7OImNlmL2EKw5YSppv4KhbBg+jlpM4HtpSWVym+/3vFKebl3jFIp5CQkRv2Uqk34fdIZvTd0S4mvc1thqNuoQ5RmwauTLr962tcvXXb+mu9Pv33SrbfNHnnONn9Fqa9k3Rcd48bNPNRQIfVpCtY2Gyq3iYSdLYRCT2M1CYKAoI6Cakm3a9k80WhNkZHSkCEySsXwkSlDtm/Lu2TBe+vPFEWUMTHqTUOHJ486WuB5uO9JndaOG98j92hBuaq4uEKdqk0oy9xxKH7tGteg4qLK5NJST3JFhbeLp9LX2eP1d/Z5/Z0TE6MW32WeaPv8ky0mj8d32Q2zx878dcVe1cb1ubdGR6t3arsnbJw4ufdvffp1PMYTGx8RRUpMwuWWdd9fO65L7/OTU/oOHL/qjtc/6rxo10u2Xwtm3zp8bHx8fJPtsy7cbncFcHODJ9aB7OlqBo1Ns1KVfsBkdP4HsH84+Nfv/AqxwmWwXN1QHcdDGqCm6DEZnWrAAZRZbbr/tKaeujRp7WYDMB/4FJjlMlga7HSra9p9Q1QZ0jbpS5EWoj4KfPxW0lcJVpuuXv92S6UByrJMHxAxzbR1UVlZtxczV+5OKUy6fvKeQV9Zbbom5Tc73tMAhUJTXXpMRmcqUpiAC5E2dyiB1cCHVpvupZrltFQb9f7gwQ1I0+tnAxOXLps3AclGJ6Vl+OoNZ9OSaYDqKrcptBdbaM+aTEZnFDBBrVbounSLud2VXXwYWGC16W43GZ1mQGe16SaYjM6pSH17DlK8Kzf/n3HEDWyy2nSZR44Uj42NjfhDEIRG69HazVFI07XPuwyWeZnpStPv0YbfdiZcNG7WrUOfFgQhqDRALYHs6WpdzvIjLvcrxHNopXRE7Q2rTecxGZ2XEEg6ajI6lVabzteWmlwGi11rN68DPgN+09rNFzUltlpahm8bkJ6ZrjSJCHetjJnzils13GW16X5tMdENEH213Q2w6Je3z4iriPLlxOd/KoeJaF0Ci6dfAl4KfHGNQ8oOEAVgMjovBWZYbbrLTUancMc9TVlq13hcBotfazdfixS25Otbh19x2ksbFp4PfJuZrjwlLcMnb6yQqROrTVcOLMnJyVkN3F5e7u3z2kubquJUvoOUjxSktHeahnaox8VFNnnKzmWwlGvt5ieAR7V283xXhs+aBuxb99NfgiA83dTyWhJ50NVKmIxOATh7f1y+Eyle1PcNXHLCEvC2FJuMzmmAxWR0nhb4YLcZLoNlo9ZuHo20TfhPrd2c7jJYmhRjLS3Dd9BkdO5BFDUIQkEgv2QnwFpX6qIWp1BxiW7HcI2AcDKwqU00yFR9cdUMkrodKZ4fwIUvPLPu0XETUjh4oLTrjbOb5+mqictg8Wrt5quBX7ckpC5Yk9TrojH5e34GPstMV05Ly/BVBvqwu4EVVpsurCPFy7QdUVEqrDadB8Bq01UFUsVq07V0H/c2UgDWa4GXMtOV96CMGBf7WFYDl7Uu8qrZ1uMkoNemLtkdgB8bM0Ulwx+Ata0HXFUEkg/PQIrD9InWbn5aazc3+sElEErgBQRhltWm2wIcBszA95npys4tIroefKKf1CMdp1covXuRUoPIhBFWm26T1aarWnOyVq1WfLlty2F2ZRZsNRmdn5qMzjMDA6GQEOiTLgBG3Tv0ktsCv+d8HWeZaDI6ewQ8FH35f0/c6PJyOV+8THjgMlgqkOKPGQP98gpEX6roDS8HfrvydOn1+kTgDeAcpHQpTzgcjvm1nNcLae1M9YHNBw6HY1Zr6KyDaBHx7SMxxecBD7ShjnaD1aY7CnwYSPL6JvBoIAhlmxHI/2XR2s1rkFLlnKK1m//rMljqjQljMjq7Ia0Je8Nq070LkJbh+yIzXbkeyf3+eyCNxY4WvoV/+Ct/P73yk2P8gv9lOc9ieGO16bJzcnLmiaL4v4y3tuqPFlRcA3wHZJmMzpeBt6snVw4Wl8GyV2s33wh8eMnoR3+dnjXsMPB9lP/o/cDTVptuFoDJ6OwE/PzO65ufm3P78OZWKyMTKl5D+n79T1qG72N31tazBFXk0bYWVZ325ul6GWmgmIKU3uIxvV5/Rj3nd3I4HLGBV1sOuLDadBsXDf31baTkoF+3pZZ2iAhogJUmo3N0W4sBcBksPyEloI0EVmvt5qF1nWsyOuOBb4Bd1Igun5bh2wNMRkr62qp55lZs2kukT+2P8Ua+2Zr1ygSPIAgYbhi00mrTXQZ0R8r5OBtQmIxOlcno7NfcOq7YNOHz/nkpKybuHfCjiHj24PIv77/y6NV3ZqYr/wkIabXpDgEzKyv9Dxw80CbxMWVk/oXLYMkH3gLu1trNghCd2NaS/kW7GXTp9XoNcAnwP4fDUeRwONYj7bi5tk2FNQKT0RllMjqf0lRGXg6sdBkseW2tqT0RmF68BPgKWB5YYNzmuAwWF9KAaTnwq9ZuPrfmOUcLylVISYYjgAurIjlXJy3DV5qW4bshLcO3OzNdOTEzXTmqhaUDcHinh4KYkg0Bj6JMO8Nq0+232nSPAoMDeUsnARtMRqfGZHQKgZyeTcJkdJ4CLBmR23v87qSDZZ8O+v2TU8vszwJ7+f/k3lX1O7p0jRnfuUtMKG5HRiZU2JAeiCe2tZDaaE/Ti2mA4HA4tlY7toH689Lt0uv1CqQvxXscDse+es4NGoVCoalKRluNqgztcT17xSVlZxeNq1R6esSpIl+r5dw6SUxM1CiVSnw+nyYvL6/R19XBP5pycoLPORpCTY3Wc8c9Iykv995lf2NLVkWFb+EDpm/GXGkY8HhCQqTYlm20evptFHrK5+iX2feW+jyOge8/bF5y5k1vVGnK3nskRRCI6dUn/uIL/tPP2+D/Xh11BZ7yS3c9NPasmFlf7mxIj0Kh0Pj99a9Prc0+n/5uxdSEAg3lvcteb4o91qQtbKG9aWppPXfcM5KcnBzuuGfkmq8+3zXmgv/0U77zxubzC49WvnD/PYt/jIxSLUtMjNwyfmLK3pTUWF91Tbv/Ptzll6VZ/fUz+ubMf2HDHcAjCoXwdYo2duySLnmDPRU+++36Zz9/6c+M2/05fy3feZv2Mo159T8J5S+/qr+rNk0QvG3Wd69N5Ti2hXDUFBZ6Vk+/LX/8j698IYqiCbixLk2Nsc+WoN3E6dLr9acDXzgcjk7Vjp0P2BwOR78a58YiBXzbACQAVmAUMMrhcIQs/EBWVtbI6OjoRkVV3lV0iCtWLeSriel0i27uZ+3EZu+eQr75ejedO8cw7ZyexMX/K9hfm/Bdzg4e2/wj6X3GcHX3URw5XEG3FM0/kZYbg+j3U75oFv7924iZ7UCISWrwmrKyMqgjFlJd9vmmcx0H9pZx/+xxchT645DSUg+Z2/PJ3lOEa18RlZV+BAEiIpSoIxSMOaUrw0Yks/THbMrKvJyn70P+kXIQIClJCqQpiiJ3rf+aUq+HV8f8h8ofrfj2rCHmxk8brSMY25SRaS5bCvZz7R8f8+mEq+muqXuKsS77bEnak6erGKg5WkkAimqe6HA4ipGygAMc1uv1cwLnnUQzowDXpKysDIVCMTEyMnJjjbfiAJfH49e++epfhm/6rOukUAuTukXHT2pK+YmJicOUSuVyn883saCgoGYdTSUOKRidllrarQ00BaWnZ694unbTdN+3t/C1jxdlPnfXvRMOhUMbnZ1yMvN3rpr6ZtYfCzL/PLpxlLfXKYYbRk4uKytudK49QaFA2WNUjG/r99+XPDkyT/Pw1msEdXSdeioqKoYheXJrpS77XKHYde8Zp/a7X6FQtGtbaA+a2kJPTIya4SM7M3xkZ8rLvfz43d5uhw+V9/Z6/fF+nxirVkVWduzY8f1RoznP7T68BqhI6hB1TBmCIOATxe7r8t1rzv3l7Zsdnfo4hdjOCqTkyQ1qCtY2m3qv9XEc20I4agobPYMSqP3NlAAAIABJREFUu6IQhB+v/ePjv36ccuN1tWlqyD5bivY06MoERL1eP8DhcGwLHBsObG7EtWLg1SJJzvx+f0nNaLdVrswPP9h+UmWF79FisXKrH3FRUyMHVyXpVCgU/6qjqVRzrxY1M4JxSDQ1R8/Nt6VsMRmdEx+cO038c032WevX5jD2FK162Ahtm7WRyegUpjAs5qv+ay5Ykbjjy179EomMiShKSmpiG102tzDz28d1iP6egjq6qqOoVU9WVlaDoUdqs8/3zr30aeD+usptLOFgC+GuKRz03DSnRyHwz87YqqTm/dKS9w8YlFLnGtNPUmZv0drNzxyuLH1kfF7ph0uXzSuvdD50E7AqLcO3qT5NwdomHF9t3xJ6wlFTuOnxieKzRz3lr1f4vEQqVUHZZ0sQ1LyCIAi9Qy2kIRwORwnSlvvH9Hp9nF6vH4YU1d1e81y9Xn+KXq8foNfrFYEwEy8j7Rxr9XADhUcrdV7Bt740omIQ0KRgmjL1UxXmQPSLQreUOPqldTpqMjrjTUbnhNbUYTI6FSaj83ykFC6vXbB9TMmlJ428+eM9aznH+fLsYMpMy/DtS8vwrSx7+7+9fK7mPhDLyDQLK9ID+p1pGT4ROAsp+GTbZOqWkWkcn4/r1HNCpDK8fEvBqtklCMJypAiwn4qi2FrBK29GiteUixSn6yGHw7FUr9f3ALYCAx0ORzbQB3gC6ILkUlwJ6EK5nquxeL3+810Jh3ciPWVua+h8maYzfGRKVWJeESmNyucmo3MD0oB8kdWmC3kaE5PRqQLGIgWQvAIpFMibSGlbXB6Pp+zcnoO55qd3r9HazdtcBstzwdTj27f+Kn9eFkrtsNCJl5FpAi6DpVhrN98HzNfazfalcBdSX3YZUigUGZmww2WweHNyclpk81xzCHbQNQwpVMOzwMuCIHwEvC2K4uqQKasFh8NRgBQ6oObxbCC22t+LkAJXtil5B0sRRdI2d97nAz50GSztY9dCO8Zq031lMjrTkOzzXuA5k9H5LVLeRKfVpjsSbNkmo7OL1aY7YDI6+yAlSo0HfkeKUP9xIHbRP5zerR+TU9Lu+zkn06q1mwtcBss7Ta0z9pEdjyGlXpGRaUs+AG4FnkjL8Bky05UW4NnKX15eFjH5ljaWJiPTfghqelEUxc2iKN4JpAIGoCuwUhCELYIg3CkIQnIoRbZXtm05gk/p21gYVTYAWNDgBTIhwWrTZVltugeAXsC5QB7SA8JBk9E5EMBkdPZsKIVKYKrylMDv4wBXINDpHuA6oJPVphtvtenm1xxwVfHOlKt+Bm4A3tDazfqQ3KCMTCsTyMRgBK7R2s2jkKYcv/XnbImt/0oZGZnqNGuyUxRFL/CFIAjfAHOQnvifAZ4KeL/uFUUxt/ky2x+H8soUO7bl83eHgweB1S6DZWdbazrRsNp0PmAJsMRkdN4EnAZsNxmdGiALaSpyhcnovAcpeKlPrVZ06tsvgR3b839HCjtyOJDCZy0wBCgKrCX7vLE6XAaLXWs3dwY+0trN01wGy4pQ3qeMTGvgMlhWau3mT4AXpky653SXwXJ9Tk5OvOjzIoTZuhkZmXClWZ8UQRBGI03j/Bcpz+EzSOu8UoBHkSKIj22mxnbJYsffo8vKvWzquXcAMK+t9ZzoBAZgVYOdksAUYVW+xAFAP0Dp84mlKrWCiAhlRkWFbxmwwWrTVWX1bU64ESuSR9ihtZsnugwWOcG0THvkHqTPwUzgg9LXZ/SLnvkWxHZsY1kyMu2DoAZdgiDciTSteDLSQsqrgW9EUawK77pbEISbCHFMrPbENdcNWr0sezcfbPN2Bj5saz0yx2K16bKr/f5PKqlAdOyjU6f3fK25W7qr4zJYRK3dfBfSgvvvtHbzaS6DZW+oypeRaQ1cBku21m5+EpintZsdq2/6Yldba5KRaU8E6+maDbwD2EVR3F/HOdlI616Oa9RqNRqNpr/H4znmeFJSksa5YTHdYuKXrfrPPVqPx6MNsor+VT9r1tFUkpKSNEVFRcTFxQ2rioXSlprCTU9La9p95WPklhx94ZzFr/Qu93mWfbv7r2unavsXNEdPYmJi/4KCuouozz7Dqe1DqCccNYWbnmZp+ll/x5Lpzpdu6haT8FJSUtJbdWkK1jbhuG77dtFXHQ96GtLUkH22FEGlARIEoReQXc2zVXVcALqLophd23XHG1lZWSN79OhRayoLV3EBk756jo/Ouo7RnXu2tjSZMKbEU8HMJRmIiCycakCjjmxWednZ2VBHqpW67FNGpjkscW1n9rJFfKu7mX4Jnes8T7ZNmXCmLvtsSYL1dGUB3YCDNY53AHYDyuaIak/k5uai0WhmxsfHHzOVuu1Ijva2k0//anBi14lI692CpT/SzseZNHO61uv1aoqKipbHxcVNVKlUba4p3PS0liaNOpJbhkxKvGXFR2+P/+LZ3G/Pu/mObpoEb22FNKSnsLCwqp5aqcs+w63tQ6gnHDWFm55ma5qUchJxEVG2i757s8NPZ80anBif8C9NwdomHNdt3676qvaspyFNDdlnSxHsoKuurfaxQGsFSg0LPB4PBQUF2zt27HjMSHl4dPKu4T2TKTpauDGueSkRqn7drlarmzUar8rYnp+fv7GZaRpCoinc9LSmpnN6D6HilwWTK3zeVad98cztwFWBbflN0tOQe7wu+wy3tg+VnnDUFG56QqFJjZr8itIrBFi79ch+Bvj8/9IUrG3C8dv27bGvaq96GtLUFlOL0MQ4XYIgPCcIwnNIkb8frfo78HoB+AjY0BJCZWSONwIL6acjxRJ7Vms3y2lVZNoNLoPFbR44ZeiAeqYXZWRkjqWpwVFHBF4CUsyiEdVe/YGNSPkQZWRkGoHLYNkMnA/MAp7W2s1BBSyWkWkLZnQffELNbMjINJcmdfCiKJ4hiuIZwLvAOVV/B17TRVG8SRRFOQiojEwTcBksK4FzgJuADK3drG5jSTIyMjIyLUCwaYAMoiiGLIZRS6DX6xP1ev3Her2+SK/Xu/V6/Zy21iQjUxcug+UXYCJwFvCD1m7u1raKZGRkZGRCTaMHXYIgfC4IQny13+t8tZzcJvEy0kaBFEAHPKbX689oW0kyMnXjMlg2ImVwiAA2yLkaZWRkZI4vmuLpOoq0gL7q9/pebYper9cAlwD/czgcRQ6HYz2QgZSySEYmbHEZLPuAycBbwGen/fDyR9klbbPLRkZGRkYmtDQ6ZIQoiobafg9T0gDB4XBsrXZsA3BnG+mRkWk0LoPFAzygtZs/AF4o9la0tSQZGRkZmRAQbO7FaKRo9qWBv3sCM4Ctoij+EEJ9wRIL1FxzVgDEtURlCoVCE8jZV52quuJycnKCLjsxMVGjVCrx+XyaqpgjzSDcNIWbnrDStHr6bW6kHKeuuvQoFAqN3/+v8F7/Oqcd2GdI9ISjpnDT01qammGb9ZbbFMKt7Y/XvipM9dSrqTH22RIEGxz1K+Bz4DVBEBKB1UAl0EkQhDtFUXw1VAKDpBio+c9KAIpCXVF0dDTA8npOcTWn/GoB3Oqro6mEm6Zw0wPhp6lWPZGRkZSVldV5UTu0z2bpgfDTFG56oHU0hcA2ay23KYRb25/IfVVjaa02asg+W4pgB10jAWPg94uB/Uixui4CHgXaetCVCYh6vX6Aw+HYFjg2HNgc6orKysoQBOEGQRB2VD8uCEJMRETEd5WVlWdXeQSDIS4uLi0uLu6toqKi64uKijKbozXcNIWbnnDU1JAeURRPBt6s6/r2Yp+h0hOOmsJNT2tpCtY2Gyq3KYRb25/IfVVr62lIU0P22VIEm/C6FOgvimK2IAgfA1tEUZwrCEJ3YIcoijGhFtpU9Hr9AiASaXqmD/ATcKnD4VgaqjqysrJ6ANuANr9fmROaUmBA3759j0k0L9unTBgg26ZMOFOrfbYkwQ66NiHtrvoCyXt0tiiKvwmCMApYLIpi19DKbDp6vT4RaRR7DtL6rscdDsf8UNcT6Dw6hbpcGZkmcKiuTkO2T5k2RrZNmXCmTvtsKYIddF0MLASUwE+iKE4LHL8PmCiK4jkhVSkjIyMjIyMj084JatAFIAhCV6AbsFEURX/g2FigUBTF7aGTKCMjIyMjIyPT/gl60CUjIyMjIyMjI9N4go3TpQHMwJlAZ2pEthdFsU/zpcnIyMjIyMjIHD8EGzLiLWAS8D6Qy/+nBzrhkBeDyoQB8mJlmXBFtk2ZcKbdLKQvAM4TRfHX0EtqPzS07Tk6OrrZwdfUajXdunUjNzcXj8fTrLLCUVO46QlHTY3QE9S2/HZ4n+1SU7jpaWVNQYeMOB7bXu6rWldPIzS1esiIYD1d+cCRUAppp3RC6jSuROpA/kGhUGiA5QqFYqLf7y8JtgKNRtMfWKDRaGYWFBQ0a4NCuGkKNz3hqKkRegYAHyDZYs2Oo93YZ6j0hKOmcNPTipqCss1GlNtowq3tT/C+qlX1NEJTffbZYgQ76HoQeFQQhGuaGxm5vaNWq9FoNGJ8/LFZh7xeL0VFRSQlJaFSBdvM/098fDw162gq4aYp3PSEo6aG9BQWForV0mb8i/Zin6HWE46awk1PS2sK1jYbKjcYwq3tT8S+qrX1NKSpIftsKYKdXlwP9AUEYA9wjA9QFMWRoRAX7mRlZY3s0aPH2rbWIXNik52dDTCqb9++66ofl+3zWHx+P5V+L+U+L/kVpeRXlFLp86KNTUKrSUQQhLaWeNwh26ZMOFOXfbYkwQ5HvwypinZMbm4uGo1mZnx8/DFuUK/XqykqKloeFxc3UaVSNWcqoD+wAJgJNMvVGm6awk1POGpqSE9hYWFVPbXSXuwzhHoA+q/P27fgnt8+X7WvOL+XV/Qn+EUxCimY87+qBlQRCqW7Z1yHr00jpn0yVdu/IMSawrKNWlpTsLbZULlNJNza/oTtq1pbT0OaGrLPliKoQZcoinNDLaS94vF4KCgo2N6xY8djRsp5eXnxAPn5+RtTUlIKm1N+gO1qtbpZo/Fw0xRuesJRU0N6GnKPtxf7DJUerd2s6BXX8da9RUfoEBVTVun3/Q/YD5QBFYFXGXAYaV2qH+hd6fedv/No3pwbfllwDfAy8PTq6bd5QqEp3NqotTQFa5sNldsUwq3tT+S+qrX1NKSpLaYWIXhPF4IgJAIXI00zzhNF8YggCCOBA6IoukMlUEZGRqYJWLKLj1z8/pnXML5bX1MjO+0s4Hmt3fwS8B9gLjBr8pJXX3FOvpZYVWSLCpaRkTlxCDY46lBgCXAU6IWUWPoIMAPoCVwdIn1BodfrI4FXkIK3Vu1MeNLhcLS6K1FGRqZ10NrNM4E7Luw17Obx3fq+0dTrXQaLD/hEazd/Dsws83nmXrj8Xfyi//Zib+WzLoPlhN40JCMj03wUDZ9SK88BGaIongSUVzv+LTCx2aqajwrIQRp0JQA3AfP1ev24NlUlIyPTImjt5m5I04IPPDv+omYt0HYZLD6XwfLevBG60bNPGkeJt3I28LfWbr5VazerQyJYRkbmhCTY6cUxSAOZmriBrsHLCQ0Oh6MEeKjaoZV6vf5X4DTgt7ZRJSMj04LYgB1ID4TDqr9hMjqTrDZdflMLnNi5jwdAgTD8qa1LZwIPA+dq7eZLXQZLUQg0y8jInGAE6+kqB2oLoHEykBe8nJZBr9drgNHA5rbWIiMjE1q0dvNI4FLgNpfB4qus9Amrf99Hbk5hlMnojAJyTEbnNyajs0cw5c/oPrjcZbDYkPqQXsBird0cFbIbkJGROWEI1tP1FfCQIAiXBv4WBUHoAViAz0KiLETo9XoBsAOrgR9aog6FQqHJycmpOQiNq/qZk5MTdNmJiYkapVKJz+fTVO3EaAbhpinc9ISjpnr1KBQKjd/vr7eAdmKfQetRCQoLsHjVtFu25+TkxOcfEbuuXeMmL694iOHGQVu+/uLv6UcOlz3u97Pm2aeX6i+/qv+/IqA3RtPq6bcduW/DN/qlB3b9pBKUH2zf+/e18eqGx17h0EZtoakZtllvuU0h3Nr+RO6r2kBPvZoaY58tQbDBUeOBb4BBSDeVgzSt+BtwriiKzY0hExICA67XgMHAtMC0Y8jIysoaGR0dLQf4k2lTAnnFag1Aebzb5/p8N7NWf8bC8TPpG9uR4qJKYuMiEEXxmGCnPp/I99/sIcddzH9nnkxsXETQdWYVHyb9t4+4o//pXNR9SChu47jlRLZNmfCnLvtsSYKN01UITBAE4QxgFNI05TpRFJeEUlxzCAy4XgFGAFNDPeCqoqysDIVCMTEyMnJjjbfiABegBYJe/5GYmDhMqVQu9/l8EwsKCmrW0VTCTVO46QlHTfXqqaioGAYsr+vidmSfTdZT6ClnzprPv1MrlHv7xna8KePNLeMLCiq+nHHxgJkjR2s/qa5JqRToe1JixM4d+Y533tjsu+LqAed3So5u6DG3Vk19YzsSpVRd/fTWn+d94952+tunXppZXyHh9nlpLU3NsM16y20K4db2J3Jf1QZ66tXUkH22FE0edAmCoADSkeLZ9AJEYDewXxAEQQzGddYyvAycCpzpcDiaFUiwIfx+f0nNwGvVXJlFzQwUVwKgUCj+VUdTCTdN4aYnHDU1pCcrK6vBh4n2YJ/B6BlrN58DjPaJvpnPz1snAvOBN0aP7fF3bZpSUlL49uvdl4kiGz/I2DbbatM9Faymo57yV4Cz/jq6/7mx37842WWw1DmAC7fPS2tpCtY2Gyq3KYRb25/IfVVr62lIU2PssyVo0kJ6QfLXO4C3gFTgL2ALUmyuDOCLEOsLCr1e3xOYAwwE9un1+uLA6/42liYjIxMCtHazAngCeNNlsOxG2rXoAe6t7zqrTbcPaef1WSajM9iNRLgMFhG4FRiJ9BAqIyMj0yBN9XSlI8XhOlMUxZ+rvyEIwhTgS0EQrhZF8b0Q6QsKh8OxFykZt4yMzPHJxUg52s4zGZ3nAQZggtWmK62WRqRWrDbdJyaj8zOrTdesVbQugyVbazc/DMzT2s0Ol8FyqDnlyRy/mIzOCCA9OlqVHp8QRWFhxQtlpZ53gfetNl1FW+uTqZ3U1NS/qWMs4Xa7ewfO2ex2uwc3tsymPuldDjxZc8AFIIriUqTdizObWKaMjIxMowkEKH0CePGKTRMqkTzvVqtN93tjy7DadH6T0Xm3yeh8oplyXkCKT/hkM8uROb4ZDDwWFa3ePfbU7kRFqvYhfV9uNBmdo9tYm0zdzELyjNd8zap2zm1NKbCpg66hwHf1vP8tNQITysjIyISY64COSF9arwAHkfIlNpX1wMrmCHEZLF7gFuA6rd08pjllyRx/mIzONJPRqbXadOuAnnebJz576mk9uPu+ic8A/YDfgeUmo7N72yqVqYM/gd5I68PHVXs5UlNTH05NTX3Y7XYvbUqBTR10dQAO1PP+ASCpiWXK1IHJ6Ow1/8XfLv/qi61kvLV2alvrkZFpa7R2cyzwCPDkFZsmlCDtSLoqmCkaq033k9Wm+9ZkdHYzGZ2aYDW5DJblwCLglcBaMxmZKszA/wCsNl31lHlYbboCpGnx6YG1hjLhx5fANUhLGU6u9qLG742mqWu6lIC3nvd9QZTZrlGr1Wg0mv4115EkJSVpioqKiIuLG1a1G6OxZO44FP/FJ5uNwHmH8krzOnaMoWu32I4ej2ekbd7KObGxEa4bZo91NFVrczTVoH/Vz4bWz7QnPeGoqSE9iYmJ/QsKCuq8viXsswatagsnJXS+fk/RYXHRmOvWDr88dYhSqXgVUHk8npHBaPL5/EREKN+P0aj/8ng81mA0AdjGX/zeXas++3xEp+5zPR5PzQ1F4fZ5aRVNwdpmQ+U2kTZte9P9k14rL/dUt89j9DxhnQ5QcvBA4SnzX/rt6eEjUt48T9+44L3HSxu1lJ6GNDVknwEGAx3dbvcxURlSU1OL3G73FcFoalJwVEEQ/EhTiHU9VUYCZ4uiqAxGTHsjKytrZI8ePUIa4C97bwGLPthAdLSa8/T96dO3wzFBHtf8sY/kzrH06i07FGUksrOzoY4AlKG2z7ZkX3E+075+iSdP0XP0Zx89eyVyxpl9m13u7qwjvP3GGq64egQDB3UOupy3tv7K/C3LWaq/ncTImGbrOh44UWyzJn9t2s+B/cVMndavUeeLosgvS/9m+IgUkjpEt7A6mSrqss8qUlNTd7rd7pNqOf632+3uE0ydTfVKvduIc9p052Jrk5ubi0ajmRkfH7+9+nGv16spKipaHhcXN1GlUjVq1L/o/Q3jtmw+8Ex8QtTimVcPf6ZjJ00l0qh/AdIGhe1jTpGm/n9ektXrj9/2XXfD7DGPBc5rkGA01cExmoItJNz0hKOmhvQUFhZW1VMrobTPOmiV+/T4fei/ffX5CIUyStdryKzl3Xf3jouLLEFaz9UsTb37dqBL17hrFry7/qYRI1Nuvfi/Q9Y2RlNNLug9VPXsxp8WnvfN/PW/zri7egywcPu8tIqmYG2zoXKbSKu3fd7B4siPF25ydErWfDx1Wr+3G6NHEIR/HiCcX20bMGVq38wYTYQvVJoaINzss1X684bsE6BqwJWamioAndxud17geFADLmjioEsURUOwFR2veDweCgoKtnfs2PGYkXJVzqj8/PyNjQ3wtvmvAx2AJ48WlD/etVuiWFV+gO1qtfqfOpb8sOsQ8Nxz1pX3Ahc1Zvt7MJpqoy5NTSXc9ISjpob0NOQeD6V91lV+gBa9z972B2cAp57x96BbHzEvEa02XZ05XoPRtD+3aD1Qtn5dzsvr1+XcCLx3xz0j4+rTVJMUdQfKfZ7rc0qO/tT7gwctLoNlbbB6aiNU/7PW0hSsbTZUblNoi7Z//plfbwd8Bw8U361Wq8uaosdkdEYD3/z2a/ZbVpvuf6HSVB/hZp+t1Z83YmqR1NTUCOAppB2LMampqSXAG4DZ7XYHNfcpL/oMA0xG5yCT0dndatMtsdp0j1ltugbnfK02XTYwHZgCPNTiImVk2ojA4vkXtUc7vNetOOk5IOSbSqw2nWi16cyAEalT/eaLT3c1eUeZy2D5BfgYeVH9CYnJ6IxCCtBrtdp0ZQ2dX5PANQbgPpPReU6o9ck0mfuQdi8OBAqA0cAA4NFgC2w3i971ev0tSMFZhwBfOByO/9ZzrgiUIqUoAljhcDjC2YDvAw4BdzTlIqtNt8NkdF4OfG0yOv+02nTOFlEnI9O2PBLtiRBP3zvgbOBT4JmmXJyZrlQAQlqGz5eZrhyHtFU/FSkfW15ahm9uZrpyOvDN9eArUKSW/R5z3alD9v42UBTf5vUX/jSVe5TzrTZdTn31VONupGmRdOCdpmiVafdcj/S9+nqwBQR21D4FvG8yOkfIOxvblKuACW63e39qaiput3tHamrqVUihJO4LpsD29CSWAzwOvNnI80c5HI7YwCucB1wgdc71pi+pC6tN9w1Su9hNRme3UIqSkWlrtHbzCKVfcce5mSNKBYS9wI21eYIz05VCZroyGeDwojsH5lgms2d2wpeZ6crDSOmBpgROnQs8BpwPJCM9nAGsBs4Ezk70u68+u/jRuVqtZl15qYfYst13XXx0znuZ6crTTUbnvSajc2B9ml0GixvpSfhprd0s73g5QTAZnZFIISLmWW265q65exjYBHwciGYv0zYku93u/TWOFQNBh5hpN54uh8PxOYBerx8OdGpjOSHBZHSagAirTfc4NUJxaO3mGCDxZ/0dEb3iOzZU1GPANCDDZHSe09z0JjIy4YDWblYi8sbk3YNyIn3qSGBGzXhcmenKGOBK4HYgAjhJnTLgiDKhK4JC9U75zpXrgXykLzDSMnzTaqsrLcOXD/xS/VhOTk68KIrMiJyvF4vc6R6ilnXw7s4/ouptMRmdi4GHrTZdXTvwXgCuRfpsyt6uE4NrkXbwv9rcgqw2nc9kdF6BFMDXAtzZ3DJlguJAampqZ7fbfRAQUlNTuyM9uP0QbIHtydPVVJbq9foDer1+sV6vH9TWYqqTma6M+OX6YYsF0WcZWbZgRGa6cghIXzJau/lard28HigB3Gc4nv9tquMFxn0+70Gt3XyF1m7uUrM8q03nRdrp0Qn41/syMu2Um4ce6Dm4c0l8IqCz2nTH7FTMTFdeCmQjpQT6DDgLIH7SDfsTzzXRzbTEkZbh+yotw7c8LcPX8KrZWhAEAc2dv/yRluGbqaZ8yH+K7vhzSPnn1wDlwGqT0fmWyej8V5wJl8FSiRSpfvYTa79rcgBFmXbJZuBWq01XHGwBWrtZqFoLaLXp9iOl3rvNZHSeGyKNMk3jI6Ro9CA91O0K/Lw52ALbjaeriUwGfkN66rgX+EGv1w9wOBzN2vFTFwqFQpOTkxNf43Bc1c+cHGkpSNm712gVSd1LCm/eVrjsg1WjOvt3ZY2s/Kw7sGn9zZ3nqsZcf5pX9J8ao1TP7xIVd2eHyJgjw5K7j+sem/Tqa1tXxAMvAh172O/bEqFQ/pIQEf3zRd0Hr0rvM6bkjntGHiov954RFaVi27bdCQkJkbUtxv+XpmBITEzUKJVKfD6fpmp3SJCEm55w1FSvHoVCofH763dsNtY+g6Gl7vORv37opPQrHk873K0wPj5yznU3Dd637zdHUvmHc84SK0r6xj605RVFt0Fu/9GcRyKn3fuxeuzMcpC8Uy2lKfbJffuAS84Exr0+Y3PWgejEn2OMp/hF5fZHHvju7quvG/hpVNT/d6mrp9+2ZvwPr3z54c4/H7lr6BSUCGHxeYHWsc9m2Ga95TaF1vocHsorU9xxz8iNwMY67qdWPc9uW5b4Xe6OC0q9nsle0TcK6AaotXZzgVIQdqhHKNec6j7p8TPSetdWbrtqozbQU6+mxtin2+1+sNqf/YADbre7WTNJTQqOGg7o9fpHgP71LaSv5Zq9wE0Oh6O+vJFNJisra2R0dHSjAvyJxYcpnX8eqqF6NiVdy9o1B7jaMJAYjZqD8RlPAAAgAElEQVQK9188svMP/lZF8kJSF7oMmIqg+LcT0i+K7Co6xOrD+1h9OJv1+Tl4RT+DE7oypqOWIYnd6FAYy7pf87jk8jRUquPZkSlTRVlZGdQRgLKx9hluPL3lZzYdzcU+9jJU+Xvw/LkI7/rPEcsLUQ2fQeQM6zFBg1sbf14W5QtuxOepZOuwl9iwU8FV6QOI0aiPOS+/spTLf13IhdpBzDppXBupbTuOR9usic/nZ+F725k0RUuPno0bI2QVHSZj958s3b+TeHUU45N7MSSxG92i44hQqCioLGNX0SE2FOSw9oibOGUEZ3j7c+rQFMZ17kmUUt1wJTINUpd9VpGamtqzrmvdbvfeYOo8Xj1dNfEDLdJDl5WVoVAoJkZGRm6s8VYc4AK0YllBUYll9OeIYtLyI+PSt/yV83t0jMoYo1F/CHDW1hVPVvi9/7n90M5LY7+5f3GJQrVWNfDsm6KuePVAYmLiMKVSudzn800sKCjYmBafTFp8Mlf2HsmPuZkRr+76bczOorzJm4/mTvSJ4gi1TxnRR9F5/ytLf/ohPiJqyRU9Ryy5svfI0pqakHLWBUVNTcGWE4Z6wlFTvXoqKiqGAcvrurgx9llbuY2lJe7zulUfd0v8K271KLHitYjTlObiV8+/ncpSPVHx76tPu+7zyLPvq9dj3Rptr0jui2rUpTH+H+c9N+iX8y/qHdPrfzGaFa9nvLVlnMfj73jD7CFOgKSIGCZ06zvr3d1rn1aoVbNu7DVmUUvoaSqt0UbNsM16y20KrXGf+UcqFGVl3guz9xQt6dEzvl7bfNe14ZKdR/Pe+sG1TVQJip+SIzXzHxt29i9DE7v9KxDq5C5SsNRnty1LXLF3zwXidvWTz5SsVOZpvhFUgmJlvDpq832Dzrjjh9zMKQPiu2yr1s83iRO1P2/IPgP8jTR2qO6dqhpLBOXVaDeDLr1er0LSqwIUer0+CvA5HA5PjfMGIU0rbkKaezUB0UjTjS2C3+8vqRl4rZors6jksSHnAuOBQVvcCQ8Bm8tKvW+lpKT4tXbzOGA2MP3u295fmZm+cBh+70LvZueq4vud6clvlucCKBSKf9VxTUoK14ya/C1Saia0dnOER+kbvqNT7rgIj2qSv0R47cWKlYoXM1cuBt74cmL66pToeICiZgavK6lLU1Oo3kbhoCccNTWkJysrq8FdUg3ZZzjdp2fdJ5WnrV/03smHu/m1ni2jU1IeKMwsL3oiLcP3WFtpoq42umxuYea3j88Evosp3VOekpJSWHp4+cBKRWz3lJSUhVWnvZB86ZKY37/i/Z1rHnhrx28fuAyWoHa2hep/Bq3TRsHaZkPlNoWWvk+T0alG2gyVUd/1Wrv5VKTE1+dN1fbn6rRTrnly/Iz3G1P3symXFwIvmYzOV/M0haqEshjd0ajScUc9Zac8sukHSnyepT/u38mLmSvzgL1Igwx3LS+Xy2D513qzE7U/b4x9Io0dqtMZKS7mymA1tZtBF5LBPlzt70uQ0hKl6/X6YuAch8OxAqlRXgW6A2VI8TSmOxyOoBbShoiTgLlvJX0FgbgfVpvOr7WbBaRdTu+6DJYlAGkZvj2Z6cqJSPdq8RUfvlYZ2+DuReCfxburkRb4qkTECT/1+evOg7GFOmDxjOXvZt928ngOlZckPJ1yWYusb5ORCRZf7lYOf/HIuikKQXsoyvVop/L9TwGkZfjCdjduWoZPJJD6LDNdGXG1FFx11bZ09VR74scXIChef8I6nf+NOpvP/14vIMUYm92WmmVCykzgAZPR2d9q0/3LW6W1mychfXedCXx248AJl983cvoiYEtTK7LadF6MiMAjwFezbh16bmSk8qhl68+9vnBtTgZ6AT2RYtClAiMCP1MAdUBPGXAYOBL4ebh7bFLl7UPPYH9JYc9nNi5Z7zJY2teaoxbE7XbXTLHnSk1NvQXYQZApD9vNoMvhcDyCZGy1vRdb7fef+f8s5WFB1VO6FTAZnQOsNl1m4K3zgWHARTXO9wIPZqYrn1DGdhxYvOZTPAd29uo846GmpER4UUC4ZOrfQ68AdAuHrkyOUannfLh3w0MHyou3LbCvfxd4yWWwNCu3lYxMyPBW8H38zQlZ0f3z3nryyocbviC8SMvwVWamK68A7hIRvu3l+cO/Vz32hvcz1t03c+ZALuoz4sFFu/58S2s3O1wGy7dtrVemeZiMThXwALCw+oAr8DA9FXgQaYZjETDYZbBs9Xg8I5tTZyCUxJ3A52/O/6v37NuGcd+gKfkvnXXlXiQHw78I7IbshDQA6wx0BDoEfnYs9lQMe2bDEvaXFn4O7NLazV8C77gMlm3N0Xoc0wep/YKi3Qy62iOi30/JIyc/n+ktfzLg5fJUDbgCH8xHgNddBkutEYfTMnzllWWllG5wULLm0wUFX829BXgn8HRdL1abzmMyOmcC64AHXQbL3JycnGe9fv9D+uX22YcqSm4Etmnt5u+RvG3fuwyWsPUoyBy/ZKYrr1D0GLVjx7TXOMwpcYej9wcV6TkcSMvwrQRWZqYrO00peXrqZ/Evj92+VTnvB+sT3Jjz8v96JPVZ8XqfSXat3TzYZbAcamu9Ms3iKqRBzPNwzGDrMWAUkifkOpfBsjOUlVptuh9MRufpPp+4+POPdxIdo+p205y6p+EC/fpBak8OT2AguNa+/bfzH/3zm77ApcDdWrt5OdJ3w5cn6ndDamrqUo5dDx4DDAXmBVumvL2tBfHt+QO85VchRbC9AbBVe/s0JC9XvSlNBJWa5OvfJbL3mOeAl4GPM9OV/4oLVBtWmy4LKc7LgyajcwaASqHgm8nXfeUyWE5H6hj2A18iDcBu0drNcXWXKCMTWjLTlecC73kPu0cu/TGb3PgjeV88eMMrba2ruaRl+A71z/B++MCLs+48Ka3T/auKJ7Ai4e6D0w5s6fHh7693vv7v5UsCX9Iy7ZBAlPiHgGetNl2+1m4eAyxBWl+7CTjJZbCEfMBVhdWmW9/3pIQzALJ2Hv01FHG8DP3H5bgMlhdcBst4pIHFFmAB8JfWbp6ptZtPRCfNh0ieyqqXE1hFM9I8yYOuFsS79iNQqr9Py/DtR0oPcU21t+cAX7sMluyGyhEEgZT7ln0GjEFyCSsAMtMb3jccSBP0APD+gne3Da7+nstgWecyWNKBHkgfrgcAl9Zufk5rN/dpzD3KyARLZrpyGFLwwUdf7/Byiq8Y9qfkt1svV12kXz9qyRVXj2S7d/TodxI/f2NrfMrdmxK0A4ErM9OVx0V2jROQa4H4P1J3LtDazQuAP5Dy5w50GSw3ugyWPS0t4PwL++Ze/N801GrFO0j5d+8OVdkug+Uvl8EyB2mdmBN4DdiqtZv/eyIlcne73W/UeD0GzAIatQmiNk7EkWtIUavVaDSa/h7PMZso0RTtTS7evJiYkReufM++5ub/zhy2Y8iwrkc8Hg/fZm9JEuDS83oOvr0Rc/xV69P6936zfDtSMt0U96tXXoAy4pG9c0/NSL7e/pW6c7+aC/7+4dGnzvpx3lPLJxw5UvEFKEhKShhWtUMEYPeVjwE4c0uOfnfXqs+mbTzsvrzUW3nH4IVzV45K7vHFU6dc8GtydFz1NEX/aKp5300hKSlJU1RURFxc3DF6giAkesJRU0N6EhMT+xcU1L1HpC77bOv79BzaoxZUkZ8qNEnLi65atVKxaOO37l55fHnl9ZnNXfcSrKaahLKN+g9IZvzpPV/8dcXexzVTFs8sFZe8GHMoe75fqfb+fVef77rdt9ymSujira+QEOqBVmijYG2zoXKbSMjvM3vvYZ9CKTxakFy0fk+ng+tilBHuS/qOvPqRMedtBWIbsN+Q9VXxysqEoqMHufWU1Vt/y4x7JjqKyMKNqkne7hPK4uIi67WlxmoKfDd8tCxn57dz1yy+ak/REXuUSvXIDT+9//ILEy5ZpVYo/zk33P5nDWlqyD7rYS/SLFFQtLvgqOFEVlbWyB49etQa4K/SvZXDH91N0k2fYbX8yoUXDWLocCkf9TvbVmHf/hvLLjSiEIJ7aPCXF1H482sc/eEFBKWahGl3ED9lDoKqdueXz+cnN6cIbfcERFGsN7CkKIqsP7SPhTv/ZPHezcSpI7m47wgu7TeKXnGN20kp03pkZ2dDHQEo67LPcKD0r++ISjudj7/cycqtu5l2TR/0fYa1tawW5VBeCZ2SNfhFP1cuyaBn3k5mr12IumsanWctQhl3fDm+2qtt1odjyRZWLt/Dtyev546RU7jm5FNQVRt8hJqKveuo2LMWz8EsvHm7QaGky6yFVGRvIOexU485V3XZu3y4piszEj8l0vUzESkDieg5nMheY4gZfFaztRwsLeKlzb/w4c4/GZHcHdPwsxjduc74oWFPXfZZRWpq6jU1DsUAMwCF2+2eGkydsqermeTm5qLRaGbGx8cfswtQ0SVNE2VYsPz99zY95/H4r+7ZK+k8Akmtn9v4U0bn6Lg1CkHRmLUr/ZGm/mYC/9ShiIoj8Zx7iB48LepQxk0XFSx+anz8lDlzyjNXxpbv+q1D4rn3HDNtqVQq6NpNo3G7Dy5/542/Nk2a3OehiWf0rnUBvyAIjEzuwcjkHlzad2SsZf0P09/d8ceMV7esGBCnjvrznB4DV88do5sTpVIfo6mpeL1eTVFR0fK4uLiJKpWquU9G/2qj40FTQ3oKCwur6qmVuuyzLe/z4FuGMZpRM3ZqRugLcnMKo9Ztcn+zsecez8MJEzt5vd7m6glKU220RBt1StZs37snX7PwvQ3/m3T6ye9ZxT3/x955xzdR/3/8dbmkSZuOlJbVhLLDkC2CbFGmhojIUkASRZGlBiVGBQcIxgIGERERSUSWyFchhI3sPWW2BMooSWhpadOZpsklvz8u9VdKR9qmbVru+Xj00fZy97nXffru5Z3PvceKh10nrP/02E997n3cIlA0/8oYdrioyFUKH+p5RBMqaY7Ka5uljVtGfHadD61ph9869eevsan334hqEf6vsuvALye06p5YeF/7nfOB6XuXtHflZgW5nfYAUA5OYPshFwWDZ5rS9F+PIAUNPsuNO/SrM+XuA4ITYG84a9+2nIsGQeqfn4xz2bMj3Y7cCLcjtx63+bPahjN37E5aNupzV/bDjgSXn8DihZjI0Pq3AfyF4LphoZ9d2B+I3MHcyOg0Kj2R4yCDXRG3HjwfGsQyZfOFbZwJV5vZ4g6ICRbpaPx94rupf81umXn0t3fYYQ2ucITtroU+9841Xosejbydo3pBIZjXbRgaB9cR/RJ7dPKoPauGCriBRyeIuy9976l+Sf70NwMqZp8eJhf6PQt0clq5A+kZp6uCOBwOWK3WuIiIiEc85fyeUXfvWAe43VgRWTfkNAB4YqXa3858OI7D4Vz2ZnwPcRwO5zFvnNOsK4Lnnjue//udhQPGA/g97e85O0H3atyTX+coOTk5lCTdcFGuLbt3Gve8MEhsK+38vUQtsU3U8jCAz0RaVedMR+5bm29dmLjr3jWEcnhSU7b1qkmuLlfV4Pw5SktLu1jBYnr5PxY5RzVZU2l6SlseL80+q/o6jTKyOYBF2ac2fCzWUct77l/IJ1oTztAA7tdwuZZUVE95NBVHZc3RyuWnOQBuZu3MO+zq4J6xlyJ+TGwj7fT9vxsaBNZretooI4miMpR9pacoTeUdpyRN5bXN0sYtC766zn5/LR7MAgHOPe4oThh7oomdtvHNdr3dRhlJAOgBYAQAoVhHvXZ7fs+2oLP+MkE3Rs/LvX5YWVfy8fmsk+sVBDsAzod3n3Pn2XIAJHM4nK+Slo2sB7pq+n0A1wBYcmP37+FwONebL0kYXpSmZCogFPxIZAMnw8IbZCC8AQBg8rQWJ4GeUCoMGgAiBEIao5HcA4D0nYtyAFzPy0zumWe6PCX71AZ2SP93J0a+vgSJ378cZbuy2wq6iXyCWEcVO+9TOj53fkrH5/Qiraq91W775ofLBzf+cu3oTzueewtOp9Mv/mZAxewTAMxmc8+KnL8oGKerEklJtsHtRgcAIwtsHgP6n+pKZZxTrKPWGmVkHIAZALYCSDDKyKfEOioPoFe8pr7faXFUVJTNE3gpAvBpjEZSagsJk1x9AcD02BTLussPzce/OLO9BYB/RVrVWQCrAGwwydVM0VWGIvEkfqwHXc15hVJhUHeq26T+vw3vOD5o1Wc9PKn3tZ0YjcQBYBoAUDNd+/5of/zc5TDRt2IdNcIoI8MBbDPKyA/EOqrIuksMVYdIqxKALrH41oiI9uBZQh8+Y25xKkYjcRtl5GgA34AONj8E4B+PExYHILCoor6NFlzTABgPYHRBh0Ksox4AGOxj+QsBrAXwr1JhmBijkRjEOioOdBIXjDKSB6BjaP8pLLfbjdybx94AXYOK73l9jVhHTTTKyH6gH6ndAf2+dUGsox4CdMA9AIlIq3rRTjl/GH10LQhg2IXX55S2glTjEAqFn5jN5m8qOk6tzUKQSqXTpVLpWalUapdKpRurQ0PctVQQBM7GaCQF04bHAthYmVV/xTrqrFhHTQRdDO9DT9HGbllzmv3hjN0D6u7Z/ACEM6A/ocUqFYYRSoXBqxT2FmF17a8064RLYz57B4AYwD8AvgJwX6RVaUVaVS8mHZ6hCOaBrpgtE+soF0W4TPeD014EsOQlYRt7NWurcpQKg5h0s+KfMTVfDkAq0qqGAsgAXe16t1FGtq1ehU82Iq3qJdBlE3pHBwqGKsVtIM+Rr5qU9nL+h+gHoMv4iMQ66nmxjpov1lFusY5y+UMXhRiNxAJgIOgnHluUCoNGqTDw818X66hcsY46FdCwlZ0gCDT5IUUGuldhHQCdAKg9u3JAd3iZCGA7gBSjjBQBgFFGfmiUkcP3H1oY+2Wr3s8OFz2FZHv2byKtapVIq/qvaHkt4VNfDFJrnS4AFgBfA/ilOk6enm4n4mJTEcAl/3P4RFpVC9D1TzZVhQaxjkoR6yi959cMEKy03A1TYft5RJxRRi6dlPbyeQBtQH8a2gDgvFJhGK1UGLyOCjXJ1TdMcrUK9D/lOAB1QTcRvS7SqmaLtKomPr0ohppMGoAJq8K3spUKA/+P9sdzkkLSA0C37Xri8BRK3tAyteEcNkUuA/DD8/1mcQC8A7rm016jjGxSnRqfRERaVbhIq9IRbvdWALo/j/6+TnqM//edReNA2q2T4Gl+LNZRB8U6SiPWUferV3HxxGgkVIxG8hVo5+sVAHFKhWFscfd4j9OYJtZRF8U6KtazbZ9YR70q1lGdAQSDdsjMRhnJBTAcdDu+W31WvnxTlnQVTfl1BrbJsAzukXIzdvrXg/p4Vv9qAz5ZKKm1jxf1ev1fACCVSjuBboFQpWzZfLNbTrYDbZ6K+F+BzS8BuGGSq69XtR6xjoqzWCzvum3pr2Uv7jsXOal9AeRMSns5CAD7esCAl48ETR8EgtACUCsVho9jNJI/vR3fJFc7QBdZ3SLSqoSgHbCJAOaJtKpDoKszbyqq4SpD7cZTzDddrKO+VSoMPADH3HCfAl29+weTXJ1hsVhCq1dltfEBgKsjrnVzbWp/gg9gplhHLTDKyAmgwwNGAPiuWhU+IRhlZPTRiBbvf0ay322XbmancEMWnSB/+vwffrPzDlZQVkPZwiBew2adhM3b1rgQihiN5IBSYWgL4GMAvwL4F7QD1nB+jPdPNcU6ygEgP4bXDiDfqWpChDZ4lmzaff0fUe3OJc9uto7jpmax3a7DToKVZZSRewCMFuuox/pT1iCO+GKQWut0VTdjxrU6lWtzQhDOSy2weRjoQnPVBhEYhuDZF3+Pior6EQCMMrIhgF6t8vYpW+XtM2awGvy4LUSdZ2OF2wBAqTAMBRAbo5Hc8fYcJrnaDCBGpFUtBN109Q0A3wL4XqRVbQC9+nj29OD3fHtxDH6HJ45rC4BzSoXhPdCVnOvuavHvedBO+dLq1FfdxGgkVqXCMIntJreJUxp+bYy8/5lIq1pj0lEmo4yUinWUwygj2QBYwQuKTDZmqACeDwTJhyNbCnoDd1pn3icSeWHXwhy2nyLsuYYT4VieQUaJRNHBzwc2E/9b3Xorgidu9wulwrAoRiPJVCoMjQAkHD5we3jf/k3x26/nnjdeT8kGYIzRSLxe1fEkfdy2WCwP87d1XJ2r+uWjNnO2Cjt/H+awTR6ceIV647sblFFGtgYwC8BisY665utrrEzMZvNLvhiHcbp8AIvF4hf+pM7jsUN4PDYAhFgsFqy4cSIEQD9hYJimLJ/qBQIBnyRJUBTFz8/EqAD5LX5CLBYLACB4wb1EAC/afpsoou6efSXUnvzqG/VWvxEoX5dgnBo5PYC3YjSLy99ssVh0O7bdrvf8wEYPGjSI9EqTx6m6CeDzww9uzVNf2/+SNS93otPtOs0CcXn4Yd2GtT1eQzCH+5+e8lDZc1TNmkrUw2Kx+C5XyeEjRdlnaeN6S6nXyQmaC4etObvDsDcCklhf5OW5Xq1Tlzc4PShnBY9krz48YGqeR5tP9HilyXuqZI4+mNXl2A/fXVjf9X7zsXciHlx1k/jOYrFMCl5wDxaLJRBs7jIAcDtsnxCcwArr8UZTGSh2jipgmyWOWxaKu87cP2bUdV7bPRPAm6eb9HhzbpM+HzbISXvIChe9+Ve/Nw/l5jqx6qcr8+F0vRYRyRs2cow4v0+mv9wXgHLO0QezusBisYS+O6ND+pbNN7t16xHFs9sdiI9PnQU6+D5N9eH2sySbOMvjsc80bxF27rkXGnlTRfQRPS/N/AcvAaqB+1deO1S31RL12i8V+qh2p1yJcc3gcl42TgraSDbrsSBQ9vsjnyaqao68sU+hUPhFca+ZzeavPPuUKcC+1hdHlUqlXwJordfrx/p67Pj4+C6BgYFeFfjbl3gD86/+g739367UQnq+wp2biZyfXoYr+QZYjbqC02k41l7qjMCgAHR+uh5atgoHWc5H9eacdOjN17DNfA2ZDjsGNGiJwQ3FeCqsAUI4XB9fSc0l/3+zpEK2AGCz2YBiClB6a5+VgTNuH3LXTgJPtha3qaewY9ttSIY3gzk0FZ/8uwNb+spQl1fbYm3Lh91O4ffV11C3BRffuHZj+TMj0KWOEABAmS/BtvJVBAz4EAF93q1mpWXD32zT7XLBeWY97Lu/AUsQhXvdJmJ6djZah9XHl+0HIYIbBAA4ccyCc6eT8MqolhCKnhwbzczMQ6IlG/ct2Ui8n42kpBxQTjdatBRAMrwZ7Hb66SCXW7b3sF2W6/jqyl5MF/fEuCZdQN0+Cfvub+HOuI+gD4+AKL2jXaVQnH3mIxQK1xd3rNlsft2zz2qz2fymt+dkVroqiM1mA4vF6svlcgvXqgoBYAJdkiHzy8t7Vrjd4LJZpLws4wsEgo4kSR6mKKqv1WotVz2s4jSVtCPBC0HQu3/B9utr7VyJ10bnbTs3qkdo/8X/5Cia7dlx661jh3m80DDez/Ub8Ob37S9KL4sIYVAYprTsAamwrSA+6+Hd2Zd27dtuie0LIIAALASIJIIg0gmAAuACQBGAjSCIHBaI9ACSjA9h866/2qj9ufFNu+RU1xyVREU07dh2u95No/U7l8v9IkHA9OqYlo1FjUKK1GO32zuCTlwoEm/tsyz6ClLSdeZumKoGh2fdcKTO7ocpt3cGcMn57vrOH5XHtx/jsMgjdXnBSl/rKU1TGakyW+BySRAEBt27kj2Q/RSLO/XMX0+v7D6ybwdBQ4oUdgDBC5Pm7ZyvY9VtQbJbD6gRc1QB2yxx3LJQ+DqpW8fY9m2zt4Mb/NerbV/Je5ieuohHspe/36r3FxHcIBcArFh2cWKujVoUGhowRigK3l+Zeso7TmVpAqwXQ1oFoGWrcABA/E0r5/gRS7uUFBsXwEntyiuT7Hbq3fc/6tL13/MPAvPyXKxuzzbILzparJ4hUa3wg/Go5PvrR3/T3jqr3Pf8O78GTtQid8PUxgTJuZu9qHcfgl/nQdAU/fWqmqPS7BP4f8eqlH28driAWux0SaVSNujrYwNgSaVSHgBKr9dXrJlTEbhcruzChdcKLGVmdtu9NBt09oiirEXj8vtFsVisx85RVgpq8m6sKGDBxeMAjhtl5IeNMvYTMuyn7Ozw4TfzXhD+m/HyG5Z7/AnnzyQuB8HSeFKUyyCIdsAOD5j6arfdS+0A2rmB1m6468PtDgNAACBB/w0D4QYfgDDX5Xwuw2FvudR4lFhqPHq6laD+hR/7jEHzsLrVMEdFU96/m1JhqAtgB4CHAIax2azn+XzOR8XpiY+PL7Xyc2n26evrNMpIEoBLrKOmzn1vNTcrJfc6gPV5dmrB68fXjwfQ2O5y9i94Xl/pKU5TeahqW5gzN2ozgM3rVh2r52a5jZNO/TnWJFfTmZ0/WNYaJ4e1cl7cOpvdekCNmKPy2mZp45aF/OtMWTWxXfaZP9uKddTPn/2zrOdvTXp9BcqpAvDOzTe+1hY8Jtd2/k8AxtlfDdpdWXqq535edk1RUVHo07ftofzfc3PP/wBgS1RUVMaShedHA1h8/IjlOwBLPpjVJd+pKVLPhdfnrBdpVchw5K7ptntpskmuXovZBy8DgDH17lB36t03sz5tNC3yp8yLBItV6XPkjX0CgFAoDASdlV/wkcNhAP0AuM1m892yaKq1TheA2QAKPo8dBTq1VVYNWrqDrn2yqxrO7RMKZp1kJ1wZ1ch85XjbdTPP3Mxr3et0oOwNG1HHaJSRZ69yX2pZh7q9v9+qyynFjaVUGFgA6o2XtcmNrBuIlGQbyyRX2wGc83yVikirCgQ9r88nZKaOHbBtKXgkZ1Mu5VgPOuvrgkmurvZaOeWgGYALAN6M0UiyLRbLMdBNzmsS3wLgAZj++dI37UqFYRSAi+s7HA0AMBfAYpNc/aBaFfoxY672VJtCHx4/3CT2a5FWtckkVz8EAL7yxEJwQ2YDgFFGcg3unTgAACAASURBVMU66omrbVZWXPYcIn3XImSf+XMZgPkirYpAk16LAEwBIDHJ1Xvy91UqDDMAJMRoJFsBPNbeh+G/wr63PL+uAf004nMAU39ZfmnWpCntSwyHMMnV60VaVSgArUiryjTJ1Vs9L80AXTR8xb1PWu1utCAWhB+Emnhiumaj6PJa8aAdsTKV3qq1Tpder/8SwJfVLCMfCYATJrm6WEekJhHQsJU9oGErNOv6qoJ4m3e3Sd5Jzm/hm5IBLL/GffGddrl6GGVk0iXu8Ieng+SbuK7M0LqU8YVMVr0gGxEuABEUDoLFPrj/XqdXR7XAWl3sJSB2ZoxGslmpMBDeZM6Y5GobgIMADjocji23MlLOTTu8cUecNWkwgDmgC7VuB13M72hNmHvPtZ8C3bWgRmKUkVIAH+QSwUOUCsMyAAtjNJIzALBee3QG6OX+xdWpsQbwe52c4CTQ9fzmwlO9nggUAACy5rZ7F8BLRhk5ML/TBMPjGGVkMCs4ciFcTgR1flkhev+vpdCqYkDXQRtikqsLP1riAgioeqU1kxiNJA+AVqkwrAOgzM52/rJj221ERAYGjxhZ/AqVSa5e4an0v1GkVT1nkqtPeTIglxtl5AlXduqWPMs1cBt3rqpLKYmpoGtrxhfY5gaQCroUVZmD4mut0+VnSEC3P6l15LeDiAEAUJPrTVXMCXXdbwUgyszpNBJAX4rgkBQ4kQ2dV10CyuQIo8yZToK7IKz7qnu5m97HkKy7ZKTz5sRrstzmAWG/jfG8WWvLkrbcLDQSOyXTdRwO5z2RVtUAwIug5/13AMEireo6gOOerxMAYv1pJUypMHABHFEqDB/GaCQ+qQdT1RhlZGMAOgBfrRWsOwG6JAQJAJ7q1HMAzGdaRZVMjEZyAACuf2v5Pq6ueYVIq1pZsL8p2bzXFurqjvcB/GiUke8U1aeRAQAQAsoRHPXpUXAatDwq0qpmAngfwOCCDpdSYRgBYGeMRrKo2pTWYDzO19eLv92/NyXZdvKm0Xrw5DHDKzEaydUSDvsWdHeKbSKtqrtJrr4NAGIddSE3LXEkGRxx2rprUaO0/81OF+uo+BLGqWw4ZrM5tvBGoVDoNpvN5VppZpyuSmbmeb0QQHvQKy61nreXax6Abo8BMfBHSftaLJZQijsFoptjv4EjszUFzutP2Q2CC4FjlnFc2a+ffrPRCYHLsh3AWbGOcnqrwSRXJwJYDWC1SKtig57/ngB6gV4qbgwgXaRVnQJwErQTdtIkV3uTFl1ZUKD7V16qRg0VZZYbOKcTbDoYo5FkA5hQ4LUPAdjwhFafLytKhYHXGU3nBToDrp2Puv2DSKvql1/XLnDcz4lZnzYaDjqu5DKe8FpnhTHKyB4AwsQ6apfD4XgXwDnZ/jUvgO6TONYkVx8E6JVl0DWj5gMYBOBANUmuFbw2oXVsXh6Fn5ddukRR7lagWygViUmudou0qhmg+1buEGlVPU1ydRoAkMERFABkHlz5OoBeRhn5glhHVXlBcQ/FPXUYWcz2UqnNbYD8gsvWxIGgsycqpcF1TYds2BbBsy+tEeuo6W10uR2fzl3fAkBnEESjnSHzlGmsRscBpBll5A6jjIwGgLK0lTDJ1U6TXH3BJFf/aJKrXzfJ1U0ARAGQg66s/DyAvwE8FGlVh5//Z8X0hOyq9b2UCoMAADtGI1kZo5GUKRPUz/jg97C1RyiCu0epMETnbxRpVfVBv7nNNsnVudUnr+YQo5HkAlC0SokSh+YGdgPds/U/xDrqDOj41Dc8BWgZABhl5HjQYQf987fdTH+AI5abXwH4xCRXbwb+iytdBLpn7Mj81UWGihEQQGLGzM5vxmgkfykVhnpKhaHYUAmTXO0E7dTkAfifSKt65NFuw4/3LwZwGsCh6upDajab9wqFws5CofAnoVC4XSgU/igUCjuazeY9pR9dNMxKVwXhcDjg8/mtHY5HkyLDw8P5mZmZCCDZo6I4YaeOjfioc+F9vKR1/vdyHv+YppCQkI75GSvlxCeaitLT9JdczAeQlJgpX73y7Bd/kct6dw89s6FT1jp+vakbRblpifXBDtDfnF7vBhlSN5Yd2dQYNmSmLVDcx2s9t8fPA4C7nq+N97PT2UsvH3jqZNKdvkk5Ge+MPLoGfHbAmaahEdvebtt7t7RJh4clj1gkXs9RaCj3C4pyBzscjlmFXyvtbyYQCFpbrcU7iaXZpy9swXbtH1h3xHy2r/Ohy3l3rLNbt607a4KsS6TD4YgEACFf8HFqbrb53CjVNYfD0aWoQXyoB6hE+6xKPXO/GXhd/fXBEy/ca9/a0PLs0lvOTKuYF/6fnqa/5N5wpidNZYfVb5+dcIUb0LBVWR53VPocldc2Sxu3KNxOB8zzur8FYDK36TOLoj49ssnhcHRJyEzt9O6hDYgOqXN5z7AZ/zgcji4PU7IDQkK4c7Ky7H27dBVOHzGq3b3i7LK8ekrgibmft2pT97k7t9LGp1uzbwXxA4ps/3N7/DxsuHFW9fnpbWvqBoZscDgc8/P1sMNFLRotuqu2zO02j8pOPZR59cCrPHHvMrWRq4h9AoBQKHwBdALeStAr95cA/CMUCsebzeZyJcbV+uKolUl8fHyX6OjoYrPt7JQTnTctwPe9R2FgozZVKa1W4Ha7cWBfPA78cwuSl9uge49GcDsdyLm0HbnGI8i7dxF5pisIHfg+wiWfwLr7O+Rc3A52aAMQPD5Y3GDUGbsYoJxI37cUBIcHgsMFweaBG90JAaJ2cDyIh9NqAYvDA9hcEOwA3OOFY8vdy/gn7hge2DLRO1KIoQ2aoXezLuBHNIIj8QbyzFfgsmfBbc+By56FsAEzAJKDh+veA8HhgcXlgwgMBa/5s+C16Am3ywWC9fjCsuleOlYsO4m3p3RD4ybh5ZqnhIQEoJgClCXZpy+gMh7APLcbElvNwLb49nj51bbo+ozov9dvZzzEoG1Lsar/ePSLalmZUmolGem5WLL4GIxRFgg7huDbHsMf28d2/RCSV7+Fhh/tAadus2pQWTxVZZuO5NuwfNMXdWUrEdRh6H/bZx3/C+eSE7B16LsICeDBmmbD+t//RXZWHibIu6BBw5ASRmWoKC6XGywWgbjYZLRoGQE2u+iHaxeS72Hs3l/x5TMSvNay6yOvuZ0O5FzZDX4nic/1FWef+QiFwhMAPjKbzceEQmGq2WyuIxQKewD4wWw2dy3qmNJgVroqyP3798Hn88eFhobGFdzudDr5+29dOZxLORxCvuA5AOV9rNIawDrQDaTjStm3RJxOJz8zM/NwSEhIXzabXdFPRhXWVJoegiDw/MAWSLibPsBizkgGcJFgc8DvMhz8LvSbj9vpgCsv+ykAa0A55rlyrHXsqaZIN+UIhNvFjnjtuzl20+VA63b1j3C7AuBycd1uFzcgqu1G4ZwT65OWDp/mSLohR4EaLOHfJGBGi67PjfhRcrCgnp9EXfO2dnjl728v/8/Z0HxpKFhkDsEibWCRNl6LntN5LXpk51zc/oWbcgQTHF4kO6xBh9zYA5safLDtW/PcbnJH0o1XyCDBVXZE9PngHuOP8HpNSlq98oyWHxxgatwkfHZ55igjIyP/b1EkJdlnRW3BZc8hLAt6//ogpEdH/c12jvoN+Cu6PiPSFdxn1J5fvg3iBIT2bNBsSklj+dA2gSqyz6rQExrGQ8OGIVL77bqf6Dnn2P0jm7IGNH3qET2cBq3ZbnvOYtPnnZtEvrH8rZAe47zJ1K30OSqvbZY2bkEcKXc4ORe31w17YZqlgcLA4zbq+N99dtrhjT12Jlxd+veQyayQAN64pMTMO8uWnNgawCVvjRzT/pMGDUO8jiPwB1vwd01F6WGxCNy3ZPDWr7mwmc0mk0aOafdh23b1H5v3znUboUOEcPhnp7aqcpz2r99q0+urfD0EmwN+Jwlyb50OSv7ljSn1pv7xY8G/c1k15VOafXoQg06++g+z2XxCKBQ29+b8RcE4XRXE4XDAarXGRUREPOIpJycnhx5OjAdJsA53rB99vLjjvRnfQxyHwynSG/eW/D5WaWlpFytYTM8nmrzV8/aUZ88DgFJhaAm6N9gbMRoJvT+HAwebDmkRvPjxlrovz35MD6dld7RcYe1U1NhNv417yygjJwHgAOCxu40Pd7pwx5qafAH0PxwBwHayTjP32kbdB6ZnWyeOa/ZCPzR74SzowPcNBbPxmi+59zIAeB5XnAPwLYfDOe8wX0kHcInKSOpGZSSNtd8+M0O7o+EMCgHNG2fsGsfhDLpcnjkqbXm8JPssaVxvML5dZ0oq2VS8k/MmBOHcPxPvZ73P4XD+WzoXaVWdAQwA0DWIyyvRTnxlm0DV22dl67lzO+0CQDz73J227b8O2xMVm5Z4Q9lL8l8dKU6kCK7s1MEAdqWsfuu7lNVv9cvPKq4sTfmUNEfltc3Sxs3HKCMDAGwGEJG68cPeBbM4RVpVCIC/G4fUWSvm13/j5PEEa59+zY+7XO4xuTbn4Q4dhV4n5nirxxuexPt5dOMIUJS7C0U5t65b8++vAIbFaCSPxThvkUw9L9Kq6qrP75kxrHEH1AsKeUTP7W/6RgDoZpnbnQNgjDdZuxWxTw8O0DUHbfB8MBcKhUPxaAmJMsEE0lcix1LuIJDk7C59TwYvyQb9SSzbk3nkE8Q6yi3WUXliHZXBG/5NGkEQIAIFEOuoG2IdZRTrqHtvfHfDdHXyUq1Jrn4OtDO2D3QQ7n2RVqUVaVU9RVpVsZrEOiperKN+EeuotwE0Mwb0704RXHV9KnZj35xlZ40ycrlRRjb01TVVERuP1/v8pLhNPbw3s9d3RZT4mA1gm0murrb+j7UBz7y+E+YK3Od2ASvjT35WeB+xjsoBMAx00k6DqtZY1XiSB/4A0AXAxCLegNUA7KueG79i1/brOLj/1lQAiNFI9sdoJGVyuBgqToxGkgjgOdDZ4qeVCsPkYu7h7/PYHPO0IxuRbMt8ZFHI80HiZQBDAHxa2Zo9nAZdhBsA2EKhcB/oMkQflHfAGrXSJZVKBaAD2oYCyAAwX6/XLy9ivyYAboN+k85nrV6vr7JusZNPb252L8eKLuHCvVV1ztqOp82QCgCUCsP3SoUBAD6fHzO4SnWY5OobAD4RaVWfg64HNgnAEQBnRHTxxa2eYP0iEeso9yqFYQqAVMLtmgo6e3IugHijjPwUwFKxjvKbGmKFMcrIYBsR+mJHHbXp7cwcJZtNnmGzWY+86Ym0qnYAXsH/37AYKkCMRpJgsVhmdEuOeEN5eudUkVa1xiRXnym4j1hHpYN+Q4JRRnYEkCTWUbWusrone1kH2rb6iXXUzYKvi7SqfhyKfLdnQit1i7C69qgXw9D3uaZfV4dWhv8nRiOxKRWG1wG8DWAJgKFKhWF6jEZiyt/HJFfn/Wk8q5x/btfuUbtXTTs2Snm64BhiHXXNKCPHAfjbKCMPinXUsUqWPRV0/1+AvkffB7DDbDanlnfAmrbStQy0oxgFuvDlPKlU2r+E/SP1en2w56vKHC4AoNxucmx0J6zo9uqt0vdmKAd60A7PzeVLT4zJyysyOaZSMcnVDpNcvdUkVw8D0ALAGQBrAcS9tvfXl1zuov0mpcIQBLou0NSZy1R2sY4yAOgKuvL4ADza48sfWXKA/5H2kw/+p+LxOK5igmM/A7CnsGPAUDH4Zj6G3OiYATd+LZxiX4gvQafai0rYp0biWdU6AGCwWEfdKPiaSKsKirZGbpDGdc0RZtYZcS/BGhQUFICISD5Tud8PiNFI3DEayUoAT4PuZ/jYitHwph1TlvQaibtZqeNFWtVLhV8X66htoHsZnyz8mlJh6KxUGMYqFYaenrIgFcJsNpvMZrPF8/NCs9m8tiIOF1CDnC6pVMoH3T9xtl6vz9Tr9RdAf9opU4fvqmJV91E3ZrbpW90yai0xGsk/AJ4CsOC+JfPtmAWHoFl4ZJpSYSh3gGNFMMnVt01y9QwA0QA2nE66q5Ls+AnvHdn0yEqPp9VPDoB2BWsDiXWUS6yjtACGiXUUZZSRM4wy0u/S/YwyciSAiQLq3gyK4BbZZUGkVbUCXX+n+OU+hnLRpm0d8BqwRoJAfQAfl7DreNCPGg8bZWSLqlFX+Rhl5BCjjAwR66hVYh31SBykUmFoOOhGx/M9E8QNSTdrJYAujaIFOdUklaEEYjSSWAB9QIcgQKkwbFIqDP89sujVsDmah0b+CuA3kVb12AcHsY46AIBllJHvGWUkR6kw9FUqDP+AjqPVgC4cfGHD73EVKhsgFAr3C4XCA0V9lXfMGuN0wRPUrNfrrxXY9i+AdiUcc1MqlVqkUulGqVTaqHLlMVQ1MRpJXoxGovngo14vDnlJjHSrvTeAm0qFYR7wXwHEKsUkV6eY5OrPl/YZ/fLTdaOx7e7lH0Ra1UaRVlVXqTCwAexUKgxDPa0zHkOso9xGGckC8AKAA7ZfxzapSv0lYZSRjW4G9NWZ2R2Xyn5asTpGI0koZtdPARw0ydWVvfT/xMEJIPHh2GfPtHjYYFGr5KgvRFpVkUUjxToqG/TTgCugV7z4VSq0EjDKyKdBN7MfWnC7UmFgKRWGt11wGwG0utDwzpTvFr/8YYxGYqsWoQxeEaORuGI0klzPffooPMHpy5eeeM1sysDfQyavBG2/6z2dRQoTDuDTg0GK/aBXPs0A2sZoJA0BiABcT36Qs6iCZbE2AthQ4Gs/gEYAyn1vq0kxXcGg47gKYgXdQLcwKQCeAe2UhYFuDbhNKpU+rdfrff4cisVi8S0WS2ihzfm6QiwWS7nHFggEfJIkQVEUPz8TowL4myZf6eF0eToKHTvVn/TTDyfzCAIui8USSpLED58pdyRN+6DT1ynJNlZk3UBv4qR8omlQVCv70EZtERkQNGnplUPvu+CO2/vMhenDLnfdIYoOiS/CXv4jeME9OGP3vJW7/t111K2T213p98EKa1ikHhaLxXe5Sr4sX9nnofrzB9y0tw0MDGLdaOUZr7AtzDi7JRrAOGFg6PCSrrEIfDLvRWmqwFB++//SP6P17axMB8tFurYevn7pmRYhkY8ZQfCCe6Dunp2Y+78Pn+HPPETeO/+PgGzQxlVZmgrPUQVs87Fx7XsXhoBgbQLJ2Rw89+au/GMs5iySILDT7Ua7yw0SMm/Wv7/tyKCp6y3F2GdlXGdZYO7nj/PBrC4A/dQKRw5fi0hLtT23fOkJcDisv8aweuw5HBU7yhHo1Fgslv8SSH779dozWfW2DZQ5pr39dPq6LdGcm+93+Hj5GoBuL/fBrC45ubnOSXduZTQkCCKuKE3e2KfZbF5ZeJtQKNwAOnO9XNSY4qhSqbQzgFN6vT6gwLbxAD7U6/UltiOXSqVcAJkAOuj1+grVRilIfHx8l8DAQCYzy09JSswBQQD16gfhwL57SErMRgtxOFqKBQgTcKtMR3ZOHn7bewnruCcxtmlnTGnZA+wiCqUWxu3IhU03Aex2LyGgh6zY/Ww2G1BMAUpf2afVdA9/bElDm6fqoG//4sOEYq4dQGzGA6zuPhoE4e+haTWbI6fu4cyRJET0ZGNizyIrovyH25EL28pXwekzGZwO0ipS6BvbdLvdsP8xA9T9qwiaagDB5cOalgu3Gwivw8P12FQccBqxJeUK/ug1HmEBvMq4FIYqJN1qR/xNK27dTIfZnAW3CyBYQPPmAkiGN4PpXiZux6ejdz8h8vYtguPU7wiasRussLIlgBdnnyUhFAoDAKSazebgsl0VTU1a6TICcEul0jZ6vT6/63cneNfT0O358vm7gM1mA4vF6svlci8WeikEdEyFCLTDVy4EAkFHkiQPUxTV12q1Fj5HWfE3TZWqp36DoP/2uW/JbpuWmjsiKdH88tFDZjFB4CKHw9JH1g3cMvr1VgWzn3yq6e/NVxXnz1pmEgQrUyxuELP2zrlF6+9euDKuSecJ08W9SqytQ3B44Eq+rEM2fOp2cXrsdntH0PELReIL+0z8doh0t+udNRSn4bEW4mZS0M25H7lOiqL6vnf4D8uu+9ev1OMGywmC2FHSmEXgk3kvrMmf7bOievp0bwTDJePvOBYmXXDtuOLTST1XF3cgweHBlXp3sn3jtG/sWz/9RLTYdLKy56gCtvnIuK6kuGxn3N45rMjmmwku/yoA/K6N1bJYRMK0Dzp9Md+6+6m4jOTDdbl8WVgAb1vBQWqxLfijJp/piYggDzduUr9vl67Wiwl3Mtgfnt+2JM9FDbNntHxLgmb7RI1CIGpEL6yxxf1Jx/HVHzpOr/2JO3BW4fOW2z4BQCgUTiy0KQh0Vna565nVGKdLr9dnS6XSzaAzFuUAmoFu+Dq68L5SqbQ76EeR1wGEgn68eBO04+ZzXC5XduHCawWWMjMrWLjOU9mX9dg5yoq/aapKPR+pok6CznZRKhWGtm43RubluV61mLPnLFl4/hzox9EcQTj32QnyNiBJVrk1KRUGonOXqNbZ2XkwXk9ZDGCZ2w3V7nffs4m0qv2U27Vzze1zhjW3zw01ydX3SxqrwIJ4kXri4+NLrURdEfuMlfGaneTPXJ3DrpOW5+ZKuz4jTiv4esG533X/+iQAtx7YszZFRUWVqeSFr2yhsKaaYp/l1XMg+urwjpzG19skizTfLTwbygJrXhH10mh+Sl1olJH3YEtfk/hlpw2ir6+Aw+FU2hyV1zYLjpu7fkqQ84ohcVX4VhVsmIWF59+I0UimUNT5CRTltnXbvZQNOqt9y4XX5zxWXby22oI/aqosPVFRUbh7XfcWgCObQ85M3rz7zBaTXP3/95coKdAjfbZRRhKOA0vbi3XUJW80eWOfACYX+r0+6BISvcp+ZTQ1xunyMA3AL6BrZWQA+Fyv1++XSqXRAK4BaKvX6xNAO2TzQU9QJuggPUllxHMx1DxiNJJroGuuzPVUue8do5G4lQpDC2uafafD4YLD4YJSYYgD8BDAPdD+z/0CX6YYjeS6UmEgAQhiNJKHSoUhBLTdvXjhvKVJu/b18fyA5qOHvNTmf/nnNsnV90RaVR/QJS+Oi7SqF0xytV+WFTHKyMALvHFH7nGeZgHoF6ORpBW374nEW8Gga9pMf+SGyFCpmORqt0ir6pcalBXbM6HVZ3AjFMBHxe0v1lEbjTIyiSA5Y/398a87zwbn1R36BE7XfQD6AmgIQAEAngxgrNce/Rh0xvDQYgdiqPGY5GqHSKt6DcAFALMAfFvEbl0BnDDKyP5iHXXEF+c1m809C28TCoVvA3gfdFmcMlOjnC69Xm8FXTai8PYE0IH2+b/nZxowMJRIjEZyA8ANz8/XDuy/Wp/LJZMfpuSyAHwNOlOlEWhHvhfoG38DAAmga3M9BeCiUmEIA5AF2tH/YdTY9rGdukTtBl2k9xFMcnWaSKsaBOB/AA6ItKp+Jrn6TiVfaplJJFs/dZ07KDLIlSqfs/TtEh/jf37GMA5AKuhsH4YqxCRX3xdpVaN3iM/vrJcVFg8ASoWhB4CzMRqJo/D+Yh11wOFwpLsp5zumzzu+73wQrxLrqBJXXKsDu+Fz3OT0qXMwSCEHsB3A8zEayX/tjURaVQcAnwMYZ5KrH1SXToaqwSRX3xZpVZMAbBBpVYdNcvWJgq+LddQZo4xcAWCdUUZ2EuuoCtXTKoFfASThSXC6GBgqm1atw/MAILJuoCtGI1lb1D6eFOf8TB0jgDYAbDEaiQt0far83ovFYpKrbSKtagSALQAOehyvuz66jArzrzwisq/24dl976+rM2fp2yUuw6fkZuFWesp4AO+a5OrH3uQZKh+TXL1HpFV9mcnNXdj2p68uSPD0X6BrGO4s7hi3PRtURnJ7AKeMMlJS8LFMdZO9oMvIa85uOMZXRALExwAWF3xsKtKqOAC0ALaY5Oo/q00oQ5Vikqs3i7SqF0A7Xp1NcnXh1fePQNf/+tUoI0cEL7jn0/MLhcJAAK/h0W43ZYJxuhgYyojHuUr3/JwLuh9kmTHJ1bkirWo46NpDB0Ra1XMmubq42ldVxuk3o6fvD/5Ss/29n/rPXTrlaGn7L79yGAEk25JLOYoslspQZXwNoHkGz/bXsei4Ab0SWl/zrMAeBLAawJoYjSQ9f2dWUBiEX5yeYvqk9QwAx4wyUi7WUZurR/qjnHENnXoxcASCgjiTv5w/pKj0/LmgV6CHVLE0hupnJuinDqtEWtVIk1z9nzMu1lG5Rhk5BsCPoMtFVSjUQSgUUng8AS8RdOu3csE4XQwM1UgxjpdvP56VAaOMHBoGaMKphA3x3H6lZuh8d/GfZmuNp9FfKF62esBEJmayGvHEd70DwHBXkKK/Kzja//VLvdMA/Am6YO0ipcKwA8CWF4e1Su3ZuzE4kU0cACaAjpMZZ5SR/8tvHq1UGAJBPy6vV+B7XQBHYzSSUp3xihAbOmr94AGNnm7dNmJT4ddEWtVgAEoAQ01ydXJl6mDwPzxPCcYAOAvgXQA/FXxdrKPiQBeXxt1dKyIrWCKlcEX7rPy2QOWFcboqCIfDAZ/Pb+1wPPpUJTw8nJ+ZmYmQkJCO+dkY5aR1/vfC5ygr/qbJ3/RUl6bb4+fhZnryF6/uXqnJdTqOr7l24p3XWnZN8kaPQCBobbVaix27LPaZ8MvUbhd5I37oLDD++ua8BStL025z5hEbb5yd318oxs/9Xk8u7ZFqSfhw3oFaap/e6Lk9fh6uW5O+HL1n1Xe5Tsfx1m8J3pnQqvuunOy8vfotsc/cvZ02OCsrb9GObdcj9++NR/MWEe+9/kvu0p9/PBVqtzvuvTezd+fNqplfnMnrPxAgAvPHJQhkkSQrlSQJa5QojO1wOHJ++uHk6PA6POvgFxsXqam8tgkAn37R/0xR1/rXrQuRbIK1oVFwuG7/yx+keGFztdIW/FFTVeq5PX4eRu9ZtfDsg7tLvjipT5/99NDHnjYk/jDiuTzjkXd4nYYjNCyszPYJAGaz2ecV0FlO6AAAIABJREFUD2pMcVR/JD4+vkt0dDRTHJXBJ9iceZh0cB3MWVZsGPgmGvLDvDouISEBKKYApbf26XBQ+G3pLjy0OjHlo8EIDSu9wOSvscehufgP9g57z2utDFVDrtOBdw6th9GahNXPT0Db8P8vGul2u5GaakNSYhYiIoJQv0Ew4q49gM3mRMcOdXBj0VgkJeeh4YtTUPfpAeAHB4DDIR87x+EDtxBeJwjtOzYoVocvbDMfmzMPY/euRgCLjfUD5eCwHtfE8OTgdruhPPE3jty/ib+HTH7sHuTKzYTjwS1wozsWO0Zx9lmZME5XBYiPj+/C4XDO8fn8caGhoY942k6nk5+ZmXk4JCSkL5vNrqjXvw7AOJQzdshfNfmbHn/QdN2axBu9e9WSXMrZcG43yduvNumYXZKejIyM1lardR2KeWPzxj6va7/q8PfdXpPzXGSdFyWt3nm2Z3RiaTo/O6Vvv/7GmVVjWjz9s/rZ4dPKep2F8eG8A7XUPsuq5352OvuVXT/PSc7N6v9SdLtZS/uMPuWNJmd6Ejtx8ZA3HfdjJ5GCqO31p22O4TbpUmQfw5I0ldc2ixrX5swj+mz5Tp2Zl9tmaZ/Rbwxu1LbkJQovrrMs+Jst+KOm6tBzPzudPdiw7EenmwpZP0A+qVNko0canJfXPisT5vFiBXE4HLBarXERERGP/NHye1ilpaVdrGChuPwf4zgcToUMw980+Zsef9DUrq4IGY7c/gAMqpNbVqyNPTFq9bNjitVT2vJ4afa595O3uvzrekFDEKkmihXRrU+/5qXGK4i0qjYAFgFYqX52+GrQ9fP8whaA2mufZdUTLYhEki1TCuCrbXcvL9129/IMAD+b5Gp3SZo4kSI0/ebKaaOM/JWyWj6xzO95DoA9P9bLW03ltc3C43bbvTQLdGD0MwB6Spp1vFbatRc8R3HXWRb8zRb8UVN16IkWRCLTkTsIwPFXdq2cB2CYSa7O8kZTafZZWZTeAI6BgaFKMcnV2QBeBHD6SnrSvrMPfR9Xn56UTJzZvA0nMHJJoDv9qgtk6xiNxBuHqwOAfQAOAHjP58IYfIpJrnab5OrPQWdbaQDoRFpVUCmHAaDrHol11AixjsoF8IFRRv5hlJHCytRbmJuZKSwAywG8DmCQSa722uFieDLwlI0YACAKwE6RVlXRRuKVSq11uqRSqUAqlW6SSqWZUqnULJVKp1a3JgYGbzHJ1TYAY4NIzo9hAYGl7l9W/v3t5/dP3wpHC/eJ1clscYe534/PKe0YkVY1CsAx0A7XeJNczWQr1hBMcvVvAHqCrmF06qsz2wtnZZXGQdCV3+OMMnKuUUaG+1jiY2Q67HjjxMZNAEaCdrhOV/Y5GWomJrnaDKAfgHAApz2r8X5JrXW6QPfjYoP2fiWgezb2r15JDAzeY5KrXQcHTFG3DIn0+dh9Z0xfIhsvwtCPFYpie/V5EGlVTURa1R+g4yy+BjDBJFfn+VwUQ6VikqsvAHgawL+66yd/++rMdmy/e6WON8eKddQF0LWRpoIuDrkYAKjE2Ep5D5Ee0g587dhauNxuIYBuJrn6VKkHMTzRmOTqRAA9AFwBcEakVc28ZL3vd9kWtTKmSyqV8kG3C+qs1+szAVyQSqU60BWaD1SnNgYGf4AIFIAfKCj2dZFWRQDoDuAtABNB18R5xiRXX6wahQyVgedRzITJ+9eePJ54a9lv109tm37kj7WgHepjJXUUEOsoF4DfjTJyAzwdGWzLh2n4cy6D4Ph2NTaHymvyiqgdogLD+k/rPohp8cPgFSa5OtOzIv8WgG+nnPmr+7GB06pb1iPUSqcLgBgAodfrCz7//xd0JVsGhieeS9b7ZD1uMD67uFN8OT2RAMAHvSrcDEA70Ev19QHsBfAKgB0FKz8z1GyW9RlzwuV2YdKBdbMPWIzPg47Ts4u0qtMArgKIB2ACkOb5ygDgAOBEv1lOAE5oVeHftx60vAcnUOZrffuen/wL6GSNXF+PzVC78dynVom0qr/bhNZrAmB0NUt6hNrqdAWDvkkUxIr/75fnU1gsFt9isRQO3ss/V4jFUv4CtgKBgE+SJCiK4udnYlQAf9Pkb3r8UVOJelgsFt/lKrnTRVH2udV09alt5msAcMazyUUAiSyCuEMSrJt8dsAXHQUND8V0luQ3Qi7y/P5mC/6oyd/0FNT0c5+xp61W6y+LYw8JDj6I75bhsHdzuqgWlNvd2w13QzcgABBQ3DgfRLRJPVWMpvLapodaOfdP8r2qqvWcHvyeA3TLniI1eWOflUGtrNMllUo7Azil1+sDCmwbD+BDvV7f2VfniY+P7xIYGMgUR2WoVmw2G1BMLaTi7NPpopBizwGPZCOQ5CCARYIgCrcYY3jScbvdsLsoZDvzQLldBb7ccLpdIEGgSXDxYWHlsU0GhqqiOPusTGrrSpcRgFsqlbbR6/Wxnm2dQAfY+RSbzQYWi9WXy+UWjnUJAb08LwKQWd7xBQJBR5IkD1MU1ddqtVY0nsbfNPmbHn/UVKIeu93eEcDh4g4uzj7ZLDKkQWBIjbnOmqzJ3/SURRNBEOCRbPDIYt8qitVUXtssbdyy4G9z/yTfq6pBT4maSrPPyqJWOl16vT5bKpVuBp2xKAcdpyJDJT3bdblc2YULrxVYysysYKG4bABgsViPnaOs+Jsmf9Pjj5pK0xMfH19q5eeaYJ++0uOPmvxNT1VpKq9tljZuWfC3uX+S71VVrac0Td7YZ2VQK50uD9MA/ALgPuj4rs/1ev3+SjpXm/j4+Ec2sFgsPpfLhd1u71iRP65AIGgdGhqa37KgQiL9TZO/6fFHTV7o8aYejd/bp6/0+KMmf9NThZrKZZtejOs1/jb3T/i9qkr1eKGpWmp51cqYrqoiPj4+GkAsAK8qPDMwVBI5ANo0b948oeBGxj4Z/ADGNhn8mSLtszJhnK4K4rl5+L56JQOD96QUd9Ng7JOhmmFsk8GfKdY+K4ta63RJpdKVAF4CHUiXCmClXq9fUL2qGBgYGBgYGJ5UanMboCUAWuj1+lDQ/cbGS6XSUdWsiYGBgYGBgeEJpdYG0heqRg8ALgAtq0MLAwMDAwMDA0OtdboAQCqVfgPgPdDBmncBrK1eRQwMDAwMDAxPKrU2pisfqVRKAOgK4GUA33oaYPsMJhiUwQ9ggpUZ/BXGNhn8GSaQvrKQSqVzAAj0ev2HvhozPj4+OjAw8K6vxmNgKA82m63YtHzGPhmqE8Y2GfyZ4uyzMqnVjxcLwQbQwsdjRtpsNhAE8TZBENcLvkAQRFBAQMCuvLy8IW63O6e8JwgJCRGHhISsyszMnJSZmWmsiFh/0+RvevxRU2l63G53K9BFgCMBFL5x1Bj79JUef9Tkb3qqSlN5bbO0ccuCv839k3yvqmo9pWkqxT4rjVrpdEml0jAAUgBbAWQB6AFgCoB5lXE+t9t9vlmzZo80zLRYLKEAEBAQcMIXLRHCwsIuREZGVqgpp79p8jc9/qipND3eVH6uCfZZHj0iraoegAAASSa52uEPmorC3/RUlaby2mZp45YFf5v7J/leVdV6StPEtAHyLW7QvRaXgr5GM4DFAJZVoyYGBgYfINKqBoEuCZPfxsMl0qosAK4DuPBqs87XF/Z4BQRBVJtGBgYGhqKolU6XXq/PAPBCdetgYGDwLSKtagSATQC+BzAKdBsPIYAmANoCeOZ/ty4obmWkoFeDZs1Vzwyt0CdlBgYGBl9SK50uBgaG2odIq2oKQAdgtkmuVhd46TaAo/m/rLl2Yuhhy40dP145vGbZlUMuk1z9vyqWysDAwFAktbkiPQMDQ+3iWwDnAcSUtNNrLbsmLe87Fm3C668A8IdIq/pUpFUxzxoZGBiqHcbpYmBg8HtEWtUzAEYC+MgkV7tK258gCGx/adrvAEYA+AzAKpFWxalkmQwMDAwlwjhdDAwMNYGPAfxtkqvPluUgk1ytB9AXwIsAdoq0KkFliGNgYGDwBsbpYmBg8GtEWpUQwHDQ2chlxiRXnwPQHUA9AMdEWpXIh/IYGBgYvIZxuhgYGPydt0GXgzhc3gFMcnUCgN4AkgAcFWlVzX2kjYGBgcFrGKeLgYHBb/HEYb0DYLlJrq5QzzKTXJ0B4CUAVwHsEmlVdXwgkYGBgcFrGKeLgYHBnxkOIBTA774YzCRX2wCMBpAN4Hcmq5GBgaEqYep0VRAOhwM+n9/a4XA8sj08PJyfmZmJkJCQjvltDcpJ6/zvhc9RVvxNk7/p8UdNpekRCAStrVZrscfXFPssTk8Ih6cMCeDuPPbKRy3KMH6Jmm6Pn4cVV498EXNhzx/d6zf9zOFw7CiLpnLgb/8vVaKpvLZZ2rhlxN/m/om9V1W1ntI0lWaflQXhdldoxf6JJj4+vkt0dPS56tbB8GSTkJAAAE83b978kerrNd0+b1gfYJDhB+x8aRpahzfw+fgrrh7BL9eO4uDLCoQE8Hw+PkPttU2G2kFx9lmZMCtdFeT+/fvg8/njQkND4wpudzqd/MzMzMMhISF92Wx2Rb3+dQDGAYgrZd8S8TdN/qbHHzWVpicjIyP/PEVSU+yzKD3yA79/HMzhtmwd3mBSZWh6qXE7jubiP3+P2L1Sv3fYeyu90VRO/O3/pUo0ldc2Sxu3jPjb3D+x96qq1lOaptLss7JgnK4K4nA4YLVa4yIiIh7xlJOTk0MBIC0t7WIFO67n/xjH4XAq5I37myZ/0+OPmkrTU9ryeE2xz8J6RFpVKOjaWpPKOq63mpqF10Oei/r0Znry0qZr53xmkqsflqSpLBrKo6c0fKWnqjSV1zZLG7cs+NvcP8n3qqrWU5ombx4tCoXCTqD7vHYBwPdsdgMgzGZzuWLimUB6BgYGf2QCgEwAf1fyeX4HkAxgciWfh4GBoebxG4CzAPqAXoFrDaAN/j/urMwwK10MDAx+hSejcDqAn01ydV5ZjlUqDGHRjQWvRDcW4OaNFFni/ayEGI0kpbj9TXI1JdKqlgD4VKRVLTbJ1fYKymdgYKg9NAEwy2w2l9p6zFuYlS4GBgZ/4wUALQA8FmdVEkqFYQiAG6Z76e+mJGcjNdX2HACnUmFgKRWGD5UKQ0Qxh2oB8ACMrYhoBgaGWsceAM/6ckBmpYuBgcHfmAlgk0muvu/tAUqFYRiAvwAsVH7Wb0tICPcUABmHw7EqFYYoAOMBrFUqDAToOl0JAEgAdV9Hb9G90IfXCWDJLMW25gs1wz73/SUxMDDUQJIAGIRC4VYAiQVfMJvNn5RnQMbpYmBg8BtkJza2ATAUdOCqVygVhnYANgH4IkYjWeBwOB45NkYjsQDo7NlXCOA7AFGel1MBmBpmCZJvCx6EPeCnh3v261kngsd74822Fb4mBgaGGksQgC2en+v7YkDG6WJgYPAbbmY9nA5gv0muvlCGw4YA2Argm9J2jNFIzACESoWBA8AVo5FQ+a+JtKqNAKI9vw7KSLf7vjgYAwNDjcFsNr/p6zFrpdMllUq5AH4EHRsSCfpRwgK9Xl/lNTkYGBi8I8WejTwXNRp06x+v+FceETTJbe3vAqs5C654owzp3Gbdd0R9cghupwPgcIo8LkYjKarU9fcAjom0quavo/dXE95sG+p2uyfr/44XTplesRINDAwMNQ+hUDgWQKLZbD4oFArZoLOqOQB+M5vN5Uq6qa2B9GwAFtBOVxjodPDlUqm0R7WqYmBgKJZNCRfBAnELwK7i9jHKSMIoI/sYZeTW76arx60X/LaJAvsYC67vAHwBYA27jsgCAKbPO35glJFbjTKyn5cSTgI4A2B6jEbiDgvjuq9ceojb8Rm7lApDaEWvj4GBocbxJYD87GcVgLcAvATgl/IOWCtXuvR6fTaAgsGwR6VS6TEAPQGcqB5VDAwMxaG7dYb/V8JlhHJ4S6+M/+Kx3mRGGUkCkAKYBaA7gD/rUjfMiZx2+jY6+yNZjvkxXYHtBu3NPLDiRQD/GGXkTgAfinWUsTgNJrnaLdKqvgewQqRVfXF68Hto3bYO9u9NyHO7oQF9w2VgYHhyiAJwzfPzWACvA7gOwFzeAWul01UYqVTKB9AV9OMDn8NisfgWi6XwJ+GQ/O8Wi6XcYwsEAj5JkqAoip9fXbcC+Jsmf9Pjj5pK1MNisfguV8klZGqCfW4xXZWxWSQWd5HsKqg177g2kN1mQC6n/3vBjgM//AQOV0826jJle8g8jBwjvv0CcL7wteVrChu18I574GeTc5YP07gsVxaADJhqsVhKzExc1Fmye9YFQ1YwmzsZwHoOh4XoxiGKu3cy9Qvm7v1DNumpk2W9Nn/7f6kqTRWwzRLHLQv+NvdP8r2qGvSUqMkb+wSQDUAgFAqDAISbzeZLQqGQAJ35XC5qfcNrqVRKAPgDdBbCML1e77MLjo+P7xIYGMg0bWWoVmw2G1BMU+GaYJ9utxvjjq9H33rN8G5LOgLAnZ0Kx8nfkHdCB97IxWC3HgC3Mw8EOwBxsanYu/Mu5O88heDgAK/PARcFECw4DiwFp9dbIHghRe67Ov4MDOZr+LPPBJAEHYGxZ+cdPEzJxdjxrUAQhG8u/AmgptsmQ+2mOPvMRygULgP9hIwNYI/ZbP5IKBR2BLDKbDY/U55z1uqVLo/DtQKAEMAgXzpc+dhsNrBYrL5cLvdioZdCAJgAiEC3MykXAoGgI0mShymK6mu1Wgufo6z4myZ/0+OPmkrUY7fbO/4fe+cd31T5/fF3VndLyyjQBGQGUGSqDBmKA0cNOHAipogo4CAqsQ4cXxVrUKuCiIImKuBEIUYBFVT2HoKMQplJ2bR0t8lNfn/clF+pLS2doTzv1+u+2t7x3M+9Obk993nOcw6wtKyDLwT7vGfFrCv356T/9l4Pg1Lav7ZtnnW4CXfewyiUaYQ2mOLLPPo1kK9QB/H1Vzs7Hj2S+2dwsOp/ERFBH1dUk0KhAJWa/B/NDT0bvl1QuCRZobzkynvDRv+wt+TxztyMRs680zuMq7599Ku+99kAXWGhN/zokdxNM6ZtfWL0uC4/nM/1Bdr3pbY0VcE2z9nu+RBo9/5iflbVgZ5zairPPv08BYxE9pVm+tftB4ZUVlC9dbr8DtdHyPl5rvfHedUIXq83p2QxzWJdmVlVLP6ZA6BUKv9zjvMl0DQFmp5A1FSentTU1HLtOtDtc39O+gi1Qvl705CIwb4GzU/izosEHsTnnaefduJMSgezyaFDzsflKCiQLHFxcaW+RJ1T0+OzMlOMX/cCvvLuX/Nn9gst7tXbpEXFd5ke91Cmzpo4a0/2SaN/VdboMf1cZpPjw9xcz7PvT95osyTHV7gsSKB9X2pLU2Vts7x2z4dAu/cX87OqtvWUp6ki9ulyuSRghlarbQp002q1+10u13HgdGU11dfZiwBTkdP3D7bb7WK6t0AQgOisidH4fHe/9893pwsXvokypoVPb5OMeps0V2+TijtcLYE/gFTgIUtyfKV7rfU2KRO4HfkZMaaM3T6QfN5rdmYeK74uGXk2dIfKnlsgEFw4aLXaCK1WOxc4gDy72aXVaudqtdrSYxMqQL10ugwGwyXAWOBS4JDBYMj2Ly/UsTSBQFAMhc97+9jUP72Xndp3m6pN31L3MZscVwFrkfPtDbEkx+dX9bx6m+TV26SJwJ0AKUbV/SlGVUjRdmdC0la1Qun4ZM//x81bkuOPAZdYkuN3VPX8AoHggmAScimgcOTerRggA3insg3Wy+FFu91+ABDRrgJBgDNq37LEIWmbgpQNLxmi7jDolzJ2ewm5FMcTZSQ1rTR6mySlGFUxyA/X8SlG1e16m+QCaB/Z+M2Vx/fH3738qyuX3/3cYgBLcrzHbHIMAQ5akuPPJ2u+QCC48DAA3Vwul6TVanG5XDlarfZJYGdlG6yXPV0CgSDw6T/lYV33jIP6VY3avhL+7PLlxbeZTY5Qs8kxzP/nPcCY6na4itDbpHTgSiAXWJ9iVPUG+KLPvdtvaKbnUO7pkmkm7gB61oQWgUAQUES7XK6MEutUVCFlhHC6BAJBrZNiVCn3RTS5/fHuDxx89bKhSaXs0h2YZDY5oizJ8XlVieGqCHqbdBy4AZgLTEkxqhQAo9v1RvJ5r9ZZE28p2teSHP+QJTl+ZhlNCQSC+oNTq9W28P+u1Gq1/ZFTUM2tbIPC6RIIBLVKilGlBBYY0jY94VUov3EmJJ2ZCfjX4kPRZpOjuSU5fiVwqSU5vtYmwehtkltvkx4HBultki/nvYG9W4REEKJUfwIk66yJZ5KCmU2OPmaT44Ha0iYQCOqE6cix4SCHLNmA9cAzlW1QOF0CgaC2Ge+FPmsatmkPfF20Mj/Pw5ZNx+fjrxxRU8OJ5aG3SVkpRlWY78Q+a77tQV7KPTIdOYD2yWK7dQbeN5scwXWhUSAQ1Dwul2uqy+Va5P+9gcvlautyuSa6XK7CyrYpnC6BQFBrpBhVnYG3ftBdseBoSIOdwBaAP/84GPPj97tBfpssK41DraG3SbmqDtfe4Ms7Td+1NvsNR7Z9BLyisyY29+8yB9AAd9WdSoFAUJNotdqBZS2VbbNezl6sL5hNDkWfq1t26n9Naxo0CMFsckwHdlqS4983mxz9gShgcXVMoRcIaol3gfnT21zTEZjjTEjymU2OhgoF8xs3CaVLt8ZDHhjR+2RdiwQIfegLp8+dR87rndck7lrw0J+xnXZ5lKq3gRGW5Pgcs8nxBbKDOLuOpQpqie3bTga/P3ljJ6Ad0AI5b1sDwGNJjn/JbHKogduA3y3J8dl1KFVQPXxd7Hcl0Mj/+wmg+X93Lx/hdAUoZpNjIPDWqhUHe8dpo+hxhRbk4L2iL3J3IAnIN5scnwDvW5Ljj9aNWoGgwtw/8bKhehSKlcCdZpOjMfAb4Lvz7vaEhKrT61jfWSg0oYQ/v2F0zuuXR3mUKm3LnJOrOswY//muR97/C/gY2GE2ObpYkuP/qWOpgmrGbHIoga7AzvETevD1Vzs5eiT3KHJvbBZy3rgM5PxNRbGHscjlYroB2WaTYwrwM/DH+VQxEAQGLpcrrvjfWq02GHgLOFTZNoXTVUU0Gg3h4eEd3e6zw09iYmLCs7KyiIyM7FpU1qAiZGUVqKdPXf00MKxBg5B5t93e6elOl8YmAx3ftAzeCeB2u3u8aRm8/OiRrOvtP+240eU8Pdzj8T7xnuXvmcMf6v51TMPQUmNhKqupFDoW/Sx53edDoOkJRE3l6YmOju6YkVFyRvP/U932WQoVus5TP73crvDglpatZ+QvOWL/YGRYbub2L9uNbGvfsf1jpUKR+8BDXc0RkepfqkFPhTWVx5l7FNe6a+yM/JzUvNPSpgntcw6HRP3iWjtgyJuW2069/vLidcEh6olut/utWtMTiPeoFE2Vtc3y2j1Pzus6jx/LDv71511X3/NAl7/GPtk7eNqHq5dc1bvF6JiYmL29+8Zx7FjhuDZtGu7q0KlJhkp1dnSO/7kMcIMkeZscO5oZFxERpM/OLvxFo1EetH229oP7hnc7oVQqKqznXFxoz6ra1lOepvLsszRcLleBVqtNBPYhV6g4bxQ+X43OxK7XpKam9mjZsuWG6mqvIN/D7K82c+xINvcO70qr1jEVOs7r9bFxg4vfF+wmLFzDXfdcjlbXoLpkCQKcgwcPAvRs27btxuLrq9s+K4tP8pD21gDUjVsR++hsrp3/PsP1V3FTZGd+X7Sb+4d3Izjkwnj/O5G2k83v3Eycwkc7k4OUU42Z+902nnvpGkIukGuoTQLdNkF+fh7Yl86mjWls2yoPFox9ojeNm4STl+cmNFRTpfazswv4e8k+1qw6SIdOTRh652WEhweVf6CgxinLPs+Fv7frR2CIy+XynO85xVOiihw+fJjw8PAHoqKizspQ6/F4wrOyspZGRkYOUKvV5Xr96afyNFM/WPmhx+2NvdXQcVyr1jFH/Js6IseMPEAZWXCVSgVXXKmjYUxoxHffbJ3w3df/HDNN6P9Ryf3OV9M5KFdTRQg0PYGoqTw9mZmZRecpleqyz3NQ7nW63uhtdKftfDD65gl3vbL8l0ta/Bv7mUfFI7rbGmwckdADlUpZnXoqpKkilKapcVxHbNc8dfd1q63PBL/RN0OXuG6o1+v7+ud5298Ydm+X9bWtpwrUuKbK2mZ57Z4nZV7npg2uxkv/2j/05ImcoZLkiw0L06xs2bLBL7caOi5t3CS8ADjjcJXU4/ZKrD92IGLZ4T3N92aeaHosL7tpnscd4fFJIZLXqw5WqXPC1EGZraMa77+t1eV7bjV0zAwNVbdateLgu1PeW9mq/zWtXr66f6uyKjBUiAvtWVXbesrTVJ59lkSr1X7scrnGuFyuAuDWymoSTlcVcbvdZGRk7GzUqNFZnvLx48ejANLT07dUpFL6O0mLOiB/HgOu7t/mzHhxse7VnRqN5pzeeIdOzZj4WrOlZpND+aJ5kQKYBrxnSY7fVRlNZXE+ms5FoOkJRE3l6Smve7y67PNc7fsp9TpTjKpOwOh9mt6JM78N2zqny/L4nuo2+w8ty16uuUOzU6OpXj0V0VRRytK0IvPkltUdbx20MP3A8R/bd17h8exvff+DPaWy2gm070ttaaqsbZbX7vlQ1nWaTY5bgfnAbuQ6erNefXPwWdXNddbEGEAP6MNUmg43NNPzS9qOlz0+bxzQEojw75qFHOOTAeQBbiASaLLxxKE2c/duUgObgF/H3jzgBb2r2ZxFv6aM/fXnXRZLcnxBZa/tQntW1bae8jSd79AiMJxqmFktnK4AwGxyBFmS43eZTY4rLMnxPp01UQUMBG6NDgrt3SqqEbszjtlyPIUHgMPIX/ADxRaXMyHpjKVakuO9ZpMjAvnzzfafQzF+Qo/avjTBRU6BIly1MnT02tSggZO9+JTAPRu0e1+d/9LoKr3B1iXOhCRJZ00ct7ZRm9WPTLrlngnpiwa+MP7bnzyKkKMioD5wMZscfYG0hrWmAAAgAElEQVQ3gOuB5cC1wPI5XZYrgPZzrMtvQC4H1RO5t6Wx/9BDBV7PgUKvB41StdkjeeciB9EfAg46E5JOl3VOnTUxGLgcGAzcNm330he7NNQS1jP4u9X5e0MxEW5Jjj9VQ5csqF6qJRZLOF11jNnkaAv8ZTY5BlqS4/f6y428gzwl+c/o4LDdN7e8rG+B5FmyI/1IIRCHXK6kJaBDrgHl1VkT0wAXcv24fLqQB+QDL62bvCemk0bX+76fvvnCNOBqZu/f2GLVogM7nQlJZb6dCwRVZdnDl8b8HD3nZeR/Ovd8e/nyDOR/ZJUuoREoOBOS1umsiTM2R7d8zQeNYqQD1xxXd5gGCKcrgPh7yd6WkuRl4KA2AHsAe1ZQnvrnjhvikGcmPg1cA0QDR4B1wO/A+0AKsMeZkJSXlpYWhTxL8fXz6cVxJiQVIGcwXw+8+f7GP27P9hT8OHP7ivs1kmp0odKD4c1PXtoYty+5eGUGQUAyqzoaEU5X3XMAMC1vuXO/zrr8HWA88CHwljMh6bjb7e4BPDT60n5fluxq1VkT1chO2CX+pTkQCoT4f4YCUYcjMxpdktEkqmdq24lT89aws2HaNhTk66yJm5AfBuv8S4r44guqg+3GkJY7wsbuVvg8WT6Fuq8lOX7HHOvyGcAiZ0JSQOThqgZePBwavevjNtd8N2avebQC9oF4jwkEzCZHA+BV4IlWrWNo2Somck6X5dFAQ2Ar8rDhbmAxMBpYhTxiUKMzy8ZdPvAAwOhL+93S4/u3Yle1THnWFXnqLXw8qbMmfg8sAJb7nTVBAOFyucZWRzvC6apDzCZHZ2D3nC7LfwRmaryeISqf98Y9o95bkmJUPZfy9+TWyojGek3TdkiZx59qMznloRSj6m7gPSB7ifzmdQJ4Qm+TlqUYVZcCe/U26T/JUs0mhyIkVDWu17F2U7odabVxU9P9M3c1TmuE3J1+J7LzlqmzJq4D1hYtzoSktNq5G4L6xNaQ2+ftDeqvAcWNluT4HTprYjhwN/I/uHqBMyHppM6amPhDiyvfu/fQ2g8kb9zs756cMealDx/5uvyjBTWF2eS4Crkosbtzx8gJnXqeeu+zn5Om35ef1dEe121TjjpkxjerPm4ZW5idixx+EQPo9DbJmWJUhQLobVJeTWqMCQ6TnAlJvwC/6KyJja9PvfyHo+Gnb9va7OCTQKHOmrgSWInsDK5xJiSddwCSoOpotdoYwIScFzOi+DaXy3VtZdoUTlcdYTY5woHfoqTDMxJ3/DKwef7pqy/LdHmVcIJR74FcZFOtDI1MC+t6K4UHt6zxH7oOmACEI2ekbwZkphhVCuAvIDrFqFoHOIC5epuUAmBJjvelpaV9mZVZOMU6899DPdPaTOmZ1mYK8KAlOT5TZ03UIjtgVwG9gMeBSJ010UkxJwzYsG/467VwhwQXKgseGfjw5vAnuzeU9r9mnmIq6p0dhhxgPK8OpdUEnwOP3NP7sdjxm2K+zVQ1TzKbHN9ZkuNFl1cdYDY57sLnm4NC8cXA/Kc2XbLm0IdBqyTu04S2Vnilfx7Zt+xWvU06nPL3ZBvQBjngvSmwCFgNGIFpKUZVNnDMvwyLmHQos8A+Eff6r6emeApyAQ+wTm+TvkgxqopeXCXAixzWMVNvk46mGFXtAZfeJuWWpdmZkHTCbHJ8HJvTYHaHE3GJP3RenQL0Q449SwSCdNbE7cjP/o3+ZfPawU+W1aSg+piN/H/2B+TQnSojnK6640mlr1B9R+YTLzs9URQq1V8r4QvkLm/0NukhkBPuIU+dXe1fvw85Mdt/SDGq2iA7TYOAe5GHGV9JMaquBqSwCSt3RMa04Mmnu494f/LGPsBU4CTwhjMhyYUcEzYPQGdNVAId/O1dhVxj7nVA3enr1/bd1qoLqaeP37HxxCEfsNWZkHTe+UoE9Y8Uo0qh0vR6tpG0b+cxdcfXim16BPiyvg2bOBOSvDproklSqpbPaa+65tp9vhGdC+YnQfyEutZ2sfHqU1+ORhE9vWv+3F3P9Wo+58+8G769PPdE2tg7XmrRtcVlfYuHZ+htkrGMZr5Bdm6aIGeXj0UeUVCgDgI5G33RJKWiZIjRyAXQVf4lhP+P/1kCaFOMqgPA9uB2fTbEPfcn+XtWhe97+9oIvU3KBrAkx39rNjkI8qpn3/9Pv/GW5HgzgM6aGITcy9IH6AE8hhzkr+i9aEpKv9jWrDlx0FLg9exBDuwveo4fdiYkifJwVedqIM7lclU1RcsZ6q3TZTAYHkd+a7kc+Mlut99bt4pkUoyq4Cxlk4lEzRiXo5HeeLzHvS/tjmj63qGRb1e5+8j/BV7iX15KMapU/k13AU/lTr76iKb3CDy7l/a1JO9ZaDY5LgcU/nIXXwLvWpLjN4H8zwTY4V++ANBZE0OAbu0bxN5RKHkm/Hvq8AjgRSBPZ03cgNwTtsa/HDyf+Ah/DMblgBbItyTHzzebHK2BayzJ8Vb/PkpRSiOwmRkzn1HpQ/q1cq8p0NskH4DOmngZ0BcYVbfqagZnQtJKnTVx3uGo9BcjvUf+zlC1eDbFqFqst0kL61rbxUKKUXVPL03/d/KU0ccPxOxfgq/Zb4dDoz+ce/8b3zYPb7Cm/BZk9DYpHTnO9SzS0tKigm+ZSPAtE8eVDKTX26TfkYPvS+NyZCepE/LoBQAnvzYNBZYWOWPA9lHw2syY+Q/g881OemJK7B1Z499x2qRM/v+ZCoB/qL5LhCaojy60wburfN6myA5ZC+ReO4V/v5NAGrIztgW5h2wDsL+mY9fqEbuQ4wCF01UB0vj/6cGNy9m3VkgxqqKB+duDb+2uxJ0xv+PG7l5ls/3ItZyqHb1Nkvw/TSlGVRJh0Xd7T+7/0JfhfAJYOCp9SEvgqpOqVtt+ikw+hkJ5DMBscvQG1liS48/6YvrfnFa73e5C5CHOoa1nTTzA//eG9QIeQi4KelRnTSxywtYC64rHJZhNDlV0dPDVl7SO4p/Nxzchd/V7gaPAL8g5dHTAo4DVbHLogH/NJsda5N64uZbk+KIEsoIA4KdHDbqQkHt+/yx67j1vvz+0+Cy+h4EVzoSkHXWlrRZ4Hvh3RVyhqcuRHoNPK+NmpxhVXfQ2yVXXwuo7vz5y7TCdIvKrtu5lL9969VMn89QdPwYedyYkTfePFNQZepuUgTxKsRrOjFxMbGz8ZG7a/3p9A1zmXzoCnlHpQ75P1fT/6q9w08TtwbdMRB7mfFdvk15NMar6AB2XyM7TuohJh/4F3h3fsf9DRY6gf3JVM+SX1zj/z1bIz+cxyL1yaTpr4l/I4Sh/ptz/Khpl0fu5oARzgJ+0Wu1U5HRNZ3C5XIsq02C9dbrsdvuPAAaDoRsB4HSlGFVRwJ95igaarcFDVYcanPrSq/Q9D/SqjaE5vU06mpaW9gXwoTf90P3+1b2ApEbS/rhRGbfnAjd+OvYpI8GDloV4M47OHPvUvJ55c+aG+06lAml6m/Qfnf6ZaAv8CzprogLZgerlX+KBiUBwi88Td/pgrdqrWn+noteLGRkFjaPS8wkOVn2Uny8tBbZZkuPPdIlbkuOXAb39f6YDI5Dzl5mBD8wmxzeAxV/vTFDHtC/4c3y+IrJxuuqS/TAUOJOnaATwTF1qq2mcCUm7dNbEGdtiD43scrTlxn9Cbo/tn/vRnBSj6rrWM8QoT02QYlTFAIV/Rc+7OdiXZbd2+2czcizraGdC0ud1LO+cBLfomq+3SRuRhzLPxqgKWe8d/vDK0NEf5ymiX+2ZP2eJf0sX4AXkdEG52S+13hj+6i5w55JibNFcb5MO+/+XOP3LWRR7NvdHTpPxEvDpZd+8fvTONt05np81cLFz1y5nQlK19erUA4oC514usV4BtK5Mg/XW6QpAHgI030dNm+dTcN/yS3bcCHzuTEgqq3RIjaGMaeED0Nukr4CvUoyqOKAb0Oqa3A+2HND0anOJe+3q1KD+Y/dreo9r415Oc/e/c2eaHPeOSh8ySKPrHN9o2Nso1MERmsvOnsDh77ZO9S9zzCZHkL3DepQ+xVWD93RzrGyxq4mrwanHl16yo+mpsKzsXs1bRGxudNib6c4/fq4YBEtyfA5y79d8s8nxDHJiwwnAJsubf88bN76PqGdWh+yYP7tdEPnjeuZ/M0IvD4kUcTugQQ5Ere+8hoI9+6KPf0369XdelWdbEuwT/79qghSjKhL4DViKQjHmj1auy4E/keNTA9rhKg+9TfJOhBlmk2P9ptB7Nm8KvScIk0NtsUmfAJ+kGFVNgKsICuuqUAf1y7M92BrYnGJUHUQeWVgN/Ki3SftTjCo9ciqhkCVyrJlbb5NsKUbVLz5IOB4cGXe4SbvuxzP3N12jCJtEeKO3LvnM/JekVDoAhzMhaX8d3YaAwOVytanuNoXTVQ0olcpwf/K84kQW/UxLSyN84tYvchd/NM+9M+Kno9Hpy3wK7hnQpPWIUo47i+jo6HCVSoUkSeFFJQ2qwFmaioiYdCgbOUPzciB0HJyG/p02rDsatmnNIcPe/EEjdgbfdDtwYkPUqC+uOPHd9ds/eoow99G/Q8jZEZIwq587oqWU/e3TV6xs9Nypk7lhuvx8qZvH7b0KGDAqY8Dg+0d0/Gfm9K2jTU2uWTXgWt3pd3f8Hb0pPe26xiERn2d7Cp4Bkltan0/RKFV/R2qCll/RsMWK/3UZfLy0i/Bn1l8P3GOb8e/VeXnu93KyCwgKUtTYPTpfqvFzO6cepVIZ7vWeO8ytIvZZWaKjo8MVCiW/rij4uGnY6NM3PjNuUfFzqRTKx9QK5XfLbhirKsfWq0VPkabauPclWTv4ydxr/vj4w3XaPQ+2zoj1/Nx67prh15yKOjb7qb6N70uudT3nojbuURVs85ztuv+xB6FU/3Bc2brxkphXC7ve3SDim22nZqgVymULrx31XvH26soWyuJ89Iyf0CMViJyavMnig+C0tLSnACImHSoAlgGbgTdD7v/kZN4XI67ynjpwBQW5VyIVGhWRsWlpaWmnUGmSkdw3Ic+oLECpSk1LS1uuaj+gqZS64o5Yd15us4yDYWol3NC49aT7Q1ttfXHlJ++Ee/LeXdOwzZS73rn7wLbG7X5qFBr161vdblnXLrLxuT7QQHt2nlNTRexTq9VeDhS4XK4U/99tAVXR35VB4fPV73g6g8HwKtCxJgLpU1NTe4SGhm441z7S3lW4180heNj7KJQqCj0Sw1d+Tb+mrXiyQ7/qllRj5Od7OHQgi+Zx4UREBvHtrB20aZpPt8b7WHHqSjZv/H//SIFEI/UJmrdsRIvO7WmRuxJV+h7QhKAICkcR3gh155vxSR58eRkQ1pCDuRmsOnGADekuNp9ykekpIFoTQovwaKI1oYSqNHjxkSe5yZc8FEgeCr0e3F4Jj9dLuCaIJvlRNDsVQ1yPENpGNuKyBs2I1ATX4V2rHfLy8gB6tm3b9qzkuRWxz+pg25Zj/PXbXh4YLBHT5eoz6525Gdyx7Eu+6nMvHaJia1pGQJDrKeSOZV/yQIsePNiuB55dS8j/6mFCHvwMdYdBdS2v1qkJ28yf9zyeXYv5Ne5zQiND2d/pCAsO72RO3/uJDgqtDtkBRebpAgoKJJrEhnHieB6NGoegUCgqdKzPK6E4z3gt6fAOPLv/ImfnEtQH1rGrSXue6GSggVpD79g29GvSij6NLiGiHjxby7LPIrRa7WrgeZfL9adWq70XuVJBIfCRy+V6uzLnFD1dVSQvLw+lUjkgODh4S4lNkT53vjPv8/v2o9L8ln2y8Lm53+2+61f9Jumw9/TU7p64S5HjlM5JdHR0V5VKtVSSpAEZGRklz3G+RCKP9euQi7RWmJAQNe07xJzR9NgTVy89dTLneoWy+7qjs3e1j44JbhTj3hfcMWtubLOCTY1UUl5TpbPFz2F3/rEx+7Vnn5Xc+dfi84WCLwKFIivijf3XFcx9pptn849/gyK3sUKx5zaleqehYctPTz82f/3sRe/2XqOMbb43+1Qrr88b7fURBniVCkWuAvKUCkWeAkWBUqHIv7xRXNw1cfrEP9bsXnD4VFbbBf+uLARve7dSFexWBe1SK5VrQ1WadXGhUevG6fumXNWo5bli6Cp9j4pTjZ/bOfUUFBR0BZaWdfC57PNc7VaU48ekgSuWH7U3b9F4akyXdi8W3/bAyq8nKlHc0CEqdkAFmqoWPVB79740wtRBeHzekVNSl79yfIU7oUWQbr9B2/nxgq/HPKweMGoMgybMqU09ZVEb96gKtllmu9KB9SrPxu+n/h41cV/akcKn90buf3D1/r3fNQuJHBYdFPpHyUbq0hZKozJ6ohrIzs32bSeDf1twYLtCwcHwcM3kYffpVzaIDj5wLk0VcbhKalI174SqeSeCB4whf97zMZc5N2vvaHG564pFb7zTIuvoDfbmXYPfaXaZOjM4cmWoSrOwXUSjhZ/2uiuVwHt2ci5N5dmnn07ACv/vY5GLXm9FHmkRTldxDAaDGvn61IDSYDCEAJLdbnef+8jzx+v15pScRpyWloZ7xQzwekPx5k+YZdvR3Ifv5YyCvGNo+HzKDcMPVKRtt9udA6BUKv9zjvOlWPdqVhWrwOcAxDaNStdoNJmmCXHF3lhLSTj+yemSQYgAHOxx17aga54gz/rAQ77TaS2QCjv5ju/Ju6Jtx9NRaz9/aoxcY3I3ctqKlXqb9K4//uw+5CzSzYFGUdeN+7nR9QlcP/NejTfr+CW+fQRvDLmflu4/993Tb/i0S0/uvenp3b+/eyQ4SrN7w2zvyuDItFUN267cF9FkJbANOc/YsZq4R1X93MrTk5qaWm7QUFn2ea52K4LZ5FBEBeW+HqXx8uCI3l9GN25wph3/LKr7gUkVab+67jvU3r0vi0x3/kfAYxlZBe8p87KnaCctm3bqO/PDmYunTuaPD5frbdK22tRTGrVxjyprm2W164/jypgZM380Pvb48L21OnTvBOD79fe9+GNp7de1LVSnnri4OH5bcKCrz8cr2dnuz60z/k3v3KUxe1MzbszN8WwAUv2xr9WnaewXmcCB94GUWQ+aAePofX+PGL3v75Y7I5s1G9d9+IjNGWmTrlr04e4QlXrRjKvuokNUbEA8O6Hq9omcBBetVhuBnIvtL5fL5dFqtZUe9qy3ThfyzIxXiv09DDnflLE2Tp731cg4ac9yFOENX27/0bFMC2S2mvnCcI/K+ydyOZSLHnW7/h6A8OfW/FbKl8uInNemKL9Nc//6psiJX0/5l5OKoFAPQFjXW7/OXm57+6Sqdc62kNs+2Bxyp+7+f9SLR6VP/ha4Pcqdp2+Rd6pnkFfSHwlpELMvosnI/2376fIod57ivV2L8o6ENjh4KLLZ1v5Xj2TOgU1X7s9JXy1m8pwDn+/J3ALV5bc3+43wBneWzMA+GDl1SFV6di5InAlJbp01cdyidlt+8yl8a95UD6bhve+Sv2/dR4X716fWtb4LEX/OwQXAz4ASkH68dO0p5GfDHXWprTaxJMenAY+aTY7EkBDViLxc9/u5OZ63kZO5JgNPm02O54BBluT4wWaT42bgV2TnoRAoQB5hKUqiOv9Ny+CU/HwPOdkFQc2aR5d5bn9i7ldSjKrXgH6dso50co58+xPb0/r7tfnpz/8Ze+ktL2UewRnWaLmkUMwEbM6EpCo5TQHAKuQk4qHA736HqwVycfRKUW+dLrvd/ipywdM6Qd116An1pTehatPnW7PJ0R1o5+nifQCY60xI2ltXui4U9DapqATHXyXWb0IuV3SGolw8TR6avjlu1Gcb9cA8k6M/YAOWz4yZP9SSHD+9+DG9/D83P/z+LaeCwm9ueDrnioiTBe1doQ37W7RdaZi27ffXnet4+4U/DmVowtZkakLnHQ5p8MOPz35XWCMXfIFhNjm6gm9y39yPfa3vnlraLg8j23q5Q+j1EWdC0mKdNfGzqPzQr6ZOW/nN42P7on1x+XcajSYvxah6CvhLb5OqOnRyMfE40HlH0ODRwIoClXtigdr9CvDaxVgf1pIcn56WlmZFjjFq9/7kjUWjOgDfIxfyBnkmY3//tmD/0gg5f5cWCAJYsWw/K5cdmPq/t266wmxydAJuRU6kutGSHH+6+Ln1NsmLPCy3FKDvqdStwFLjgZU3Gfcvx61QdXjoypHPHwmN/l/iqwP+uux02vRe6fv+rul6ljXEo8Bk5EoDT/vXBfH/qSTOm3rrdNU1mi6Gon/OPjj+YoHKHYWcqLXXOQ4TVBOW5PgCs8nxAPK4+29mk+NBS3L8dyX36/ZZ/q/Ib4IAOP9d02BuTIuMvR8PvS43L2Ncy9xTPWMKc26PkAqHPdzT+LHOmmh/dtfC461yTsy6NOvwpqKs6xcbCp9H27ZwaWaniNTFmti2Z/Xc6qyJTYHbkHu7LmYmRBSG7E7bn/n8qVO5NGwYhr9Gak/kihHXVnao8WIixahqAUwCnlgRPnY4cGJep3VNgDzgozoVFyBYkuNPFft9L7DX/3s68qz0MnG73T2u7ncJISHqorJdWuTQgLcAtdnk2INcfPs34A9LcvzR4sfrbdJWYFxaWlqUN/PI6byPhwxvWpBpP60Jvf/Ww/9Mb1qQNcQLvu0J6j1qn2+y3ibN8H+mmXqbdJZDF2i4XC4X8r0ovq4oJVKlUFZVlODczP12dyvg9nXa1DxgmTMh6b/J8AQ1giU53mtJjp+AnM9rjtnkMJV3TFEOszZj5m24cdqxu677+ETrCKkwaGnj9pceCG/0aLDkDuqaceipS7MObzgeFJH9w5MtF8x/Qtenpq8lkDCbHKEPZ9z59zW5H8xueNekGaXs8iBy6ZG/aldZYOFMSDp9ODL9vuNhmYrZP8mTo/xOegJy2ZjFKUZV57rUeIEwFrmMjRVYlxGS87Kk9D4NvCzqC1YPIaEaru7fygVgSY7/w5Ic3wO5xuSVwDvIHTTJwBH/yyxmk+M/iRGVUc0If27Nol9Mcwp2P5Jsva/3YyEjrzDea+4yLHVa20Et39EPHqCzJjZAfiafSDGq/kgxqsakGFUNSrYVCGi1WoVWq31Sq9Vu12q1OVqt9l+tVvtEVdoUTlcNczgt5zFJ4d1ysMGJwcjdlIJaxpIc/yFwD/CW2eS4trz9S6K3Sb5R7+zccXCk5ZvUUe/e82CvR0IndbxlxNIm+k0oFNfZ47r9rbMmzv3wua7vbxgV9oC/3FO9xGxyXIfPt3NmzHz0NumpiCvvOlV8uz/r9cPIiX8v+jqZh0YmLU6/JMt+eFc2H32/vA+cKc81ArlG6kx/75egbF4Cbp8ZM19lSY7/6Vf9pt7Afv6/qLSgBrAkxxdYkuPXW5LjP7Ekxz+AXF6oJ7DQbHIogA1mk2P4udpwJiT5lj/+2bcbY1p1mKftkfBr8y59gL239HtqT55ScxPwD/Lnu6ymr6eSjEOOwX4McCMPMY7QarWVrrAhnK4aJD/fg8fjfXB7E+deFOyj2DCWoHaxJMfPRQ66/ctscoSaTY6QyrblTEgqtCX+/NXzb67rN77bfeGLmnU2ANk56qAxCp9vlhfFqe1PxX2VtcxabfoDiOVX5n2xaFT6kOllbO8D6JHj6QTAjPvveyM7Npft/x57q8eUt1QA/pJaw4EhepvkSzGqwupWZeDh83rJfqNLAhA0M2Z+KLD/lrem9UOuIfiCMyGp5OQNQQ3iHznYaEmOP+lfNQZ/oW+zyfHV9KlbHvJ4Sn/PciYkeZ0JSV8jT4x6JV8V9Oqt/cd/MGjghF+BS5ArV5BiVD164OkWkwsObq7x66kgY4ERLpdrKeD111u8g1Kn6VcMEdNVg/z7z0lQkLGt6aFrAbN4869b/LEOmE2Od5G7zkdUtU1nQpIbWAgs1FkTH7O26jekW8ahCZdlunrEbPyVLd7gfhNmPaxV4rsJeebVn3qbVFDV89YFZpPj5vsyEraG+07dS9m1FB8GFjkTkv5T++1iJSY4TBp779VYp2yIbJ4V/SMwBM70eB1NMaouQx5qvF1vk1bVqdgAwrPpe8hNfwP4DrnY8LP/ND04GliLXGNRUEdYkuN9+GPFzCaHGtiXnye9Zpv5L263d3RB/saPLMnx/wmc9z8vp+qsiV8jT3RbOGjghF+AZ/wPjHX4vPenvdEHVWTsm1Lm0TF6m7S/dq6qVOJcLlfJiW9pyJMRKoXo6aohDu7PVG/eeAxn9MlNPoXPDcyua02CM7wB/A/AbHI0ra5GnQlJeSmPJH/z3YQfeoYNefUuZ+8H+e3QjndfvdSQdEoT1gOYB5xMMarmphhVmpLH+7vsAxKzyXEb8HOmKm46ct60z0ruo7MmRiIP4/5n28VOR11TvM2kee1ONTN0nzqp5JDMduQZZ7+lGFUVSSRb7yn4fXJk4aK3ITjynZkx8wsB75wuy7eiYDjwvL/GqyAAsCTHeyzJ8S/3vrp5527dm1CQL5mBvWaT4xmzyRFR2jHOhKSTzoSkJ5Br/oYD/+qsiS8PGjhh2yXJLlPc80vxuvOaIseT1SUZWq02xv+7QqvVqpFTUa2ubIOip6uGWLEsrb1CqWB185SuwAci4DNw8Oe6wWxyNAdSzSbHdOB/luT4jOo6x/iug/YB6KNjh766jjuXN9E/FOHO/2baplkLdXnpbfU2yf39o3f1jZV2T2ru2fb+59E/NEehGQlcaTY5WiPHEEwdP6FHnc/uMZscDYFPoqVDXzb3bHsI6OWfNl6Su4Fc5B49QQleGz140rj3fmyao8n/SGdNXO1MSNoDcsxgilH1JHIOpYUpRpVBb5P+k139YsK9YuYziojGBN/0/DQWMw15pmIkci9qoMb/XNT07ts8G0CtUV7+12LnvYAZeMFsctxtSY5fXNoxzoSkbTpr4g3AXcAU4J4XVs+fPKn3EC55zzVq/5jI3QApRtVkYBfwud4mec0mRxRwI/IMaT0w25Ic/6nZ5BgMFFqS4/+spsv6Hc8t7tsAAB4bSURBVDnrwPeABsjGX/e3sg2Knq4a4r4HO+7QxWsoVEsNgbLiXwR1iCU5/jAwFDAAe8wmx/gN645Wa2zNQx16H3YmJI0E+uSqQjtPuPSZKW/HzbrUbHJsWRdmXLE2dEQbYPawzLGv9M+ZsjLFqAoFopG/6KnTPtj8tNdb5y/1HwAnNb7cscA1epu0voz9Hga+dCYkiVxmpRAWHiT91frffrlBhcsjCkLsOmviGVvzz2qcgJzipNqrZlxIpBhVCrzeBsG3TOS7rZ31wLBdjdL+RI77eamO5QnKoVuP2DxLcvwHQBtkx2ub2eRQmE2OF80mh67k/s6EJJ8zIel75HivlV/vWf/ZxLU/syPzRIjeJhWV7nFlKLUfbAi5L/Wlp75dA5xE7lGPRnaM1vj36wlcB9UzcuByuR5xuVzf+/+8Hmjncrn6+VNJVArR01VFNBoN4eHhHd3us5+TkQ2iwmet2kTbqMa//mF4qrXb7W5dyVN0LPpZ8hznS0xMTHhWVhaRkZFdi0ot1KWmQNDzpmXwidMZ+ffP/nLTnYfTsl5asTTt9dxcifCwkLsbDm60UaWq9HtJRwDJ4+00/aNldzxyclDv3JzCNl6fL/x4eOawI83S1w/t0OX+W266YZf7QO+woNlPDY06stLQ7Pml37/Rsnuup7Bg9KzZO2/Ym3rqhR3/ptNvQNtS71F0dHTHjIyyO+jKss+K3vuvbBsHAvfd0Pjv5L4PPtQ9qPmTOUXJaItf57x9W64D+ozvMuidEtsrRDXawhlNBKB97hv+OtYf1/20a+uJT1d13Tk/tyD/OY2/Pl7rGfng7yU88et7t2WvmnVt3AvLZynUmurWc5ammrpHlbXN1jPy8Xg8tqysrJG5f2+2hIVrlu5pffjRRsrwJevvSvSdp30FrC3U9+f5m5bBAJsA7b69pzrMsm0aMuiGtv+43e7Y6VNX39UkNjx10PXttsU0DHUD7Bv+OsDHU7f+dfj71I0Tf9m9be5tvm6fvjb85vm7bv/n8LK/9oVF+E7G6gt+vyQ6Lm5Kv3Hm2ZGRwUV1dFVut7vHm5bBCwFOncq+KiREPfVX+4FFhjvaVso+S+JyuSo9pFgchc9X52/RFyypqak9WrZsuaG0bTvSjzB0wXSWDBmPNrzeZhCoV3g8XrZuOcLa1Yc4eCAD04R+NG4Szvp1Tjp2akJERDAejxeVSoFCIb9Eeb0+PB4vebluMjPzadEymoICD99/s5VbDR2JiQnls0/XERMTir5DY9q2b8T6jAOYlv/ApQ2b81H/e4gMkidS+nw+FAoF2et+IPOPKTRJmEluaAsiI4NRKst+aTt48CBAz7Zt224svv5c9lkRcnMK+eDdFXTXK+iw5Baajf+Z0EuvK3XfNzYsYMsJJ98PfqSyp7uoWLlrHyM3fsmLPW7iwQ7/zZect2MJR6feRXiPoTQaPgVlcHgdqKw6VbHNA/vTmfHxWgY8eAljtsxh4a2P0z46tiblCmqBgnwP1pnrcTnlCkExMaE0iA5BrZFfcCMighh8u57XFiyAVRra3BfJI5ddzen0fBo1Didv+x8Et+2LQhOCO+1fgnSXl3qe1SsPcuRwFkPuuPTM87okZdlnEVqtVgJKPdjlclXqjVz0dFWRw4cPEx4e/kBUVNTO4uvbRzYO/3XQI0ubBkcMAKr6FjIbeADYWc6+58Tj8YRnZWUtjYyMHKBWq+tcU6DpUauVXN41NrxVm9Clh10FQxo3CXeePJET5Ji3Y9axI9kv33Jbx51vvLL4G7fb2x4oUCjw+XyclXpi9NirBuhaNMjJyS78H3IpjQceHn3lWZr6h7bjqS7XNpu0ceHUXnMtnv9dFf/EXW17HC96MPgKc5u4j+150fly1ytCOt/4rvdB60tl3aPMzMyiay+VsuyzIvf+g/dWvFFY4G7ffun9alV0882hl173eim7dcxxF8z+cteanB6NW1io5KyyarQFuADss2+H1lz1b6t7Fvy4a8LOXkfHvDnIcFbS5NBOg4i69lF95uJpk3M2/FTY4OZnJ0Te/NzxC+keVdY2AfLyCiLm//jv31ENQhY8ve17XZOQiAPto2NfKa2dcgh4W6gvmiqqJzhEzWOP98blPB26asXBTqdO5rbIzipoKnl9QYAiNFTjjtAEPzLp5tuGPxwy65Ift655/tOdyzdPG3Dvi31okx166fUAHPv0wV45676fommmtzV79vdP1Q2aeoqfp3fflng8nvCMjIxK2aefTsV+VwItgOeBuRW/M2cjerqqQGpqag/k+lT/8ZTT0tKigNNAgypWXD9zDo1GU6o3XlECTVOg6amIJrPJ0QWIAkKQv4S5/iUDcFmS4wsqqklnTYwBfgTaATc5E5L+LdrmT5j5JDA5+M53NJqe95Sq51w2WFX7NJscw2/KevVOnWdTV6B7aSU73G53D9vO1Rve3LDghMfn1TkTkiqVDqO6bKFIExeAfZpNjpg8dWHq6eDc8PXa1J7bx7zyn5JA/kzdnwH2iEmH5lWHnnNpOl/OdY8qa5sAr7y4cLTH7f1kWdvtz+4NOvE/oENl0pBcKLZQHzTVlB6dNbEt8BNy0enbnQlJZ74nKUbVbcBMYA9wt94mnRVrVVn7PBdarbYRsMLlcnUsd+dSED1dAsF5YEmO/6e62nImJKXrrIk3IZc3Wa6zJt7mTEhaDmcCqz/YY+70j7pz/JLqOmdFMJscjQBpVPqQr4GrgUll1UhLL8hVWXeupG2DJt8uvt10QeYfqyssyfHpT0z48cro/LB/eqa1Wdd52utdto2duLv4PnqbdDrFqBqmt0m+fV+YtN6ju/BlpF3GpM31Np+X2eRQKBSMuqJPU77MPvE0kCTyvl28OBOSUnXWxD7ILx+rddbEkc6EpO8A9Dbp5xSjqhvwLWBB7q2rabKBZlqtVu1yuTzl7l0CMXtRIKhD/D1Dw5EzuP+usyYOLb49bPziDYraj+eZqPblzwF8eps0Rm+TyqwX+ujfc25NL8jl+R6Df6hFffWGKZPvSC1UeXrG5IXT7XCrfzp9/NoVJfcpKqruyzquQanGm7Z1eYpRNS3FqGpS+4prHktyvG/gIN1tmxruB5Co+1xNgjrGmZCUA9yHnCNrjs6a+LbOmqgG0Nukw8gzFscCpBhVg2qytJbL5SpwuVzRlXG4QDhdAkGd469U8DQwEfhBZ018tC713Jj9+nt3Zj7eGbnuWJnorImhm084Hxt9aT8GxrWv0nDXxcz0t+/e6VZJPRvmhUt9DrVf3X3qpJGl7Rdyh+VU6P3TUcS0HAr0B3akGFVRtau2dng77/eOsw9tJDYk4mlnQtJ/MpsLLj78qSXeRc7N9TCwQGdNbASgt0luf69wc+Qk1N+lGFWlJmata4TTJRAEAP4HyjtAAnKZjFf9xaNrDbPJcfkL4394toV7/beR3uMu5FiJc/EKoBjZqW8tqKvffPz2sO1qr6ptiCfIdaWz7WctPk+cobMmljrtOXzCir+B7sDtepuUmWJUXZZiVN2TYqx8fpNAY3/OqUk3Ne/IzwNH/lbXWgSBhTMhaTFyPq5GwHqdNbFb0TZ/r1cvoAuwOm/GsDZ1o7Js6s2XVCCoDzgTkr4CbgOeBabvyTpRK99Rs8nREJ/P3tSz/WmgKTBUb5PK7GHQWRN7A89ep+3wRpg6qDYk1nvee2/I0Qh3SIejEadH+RQMaJITtfeqD96eoLMm/scG9DbJo7dJRZnZuwOfA1tSjKq7UowqVa0KrwGuiW1rNHXsX9cyBAGKMyHpAHK86VJgpc6aeCaWS2+TdgBXAXulA+sn15HEMhFOl0AQYDgTkhYC1wJ3jFj1zax8qWYTlJtNjkjgFwXe09flTF6mgEF6m3S0rP111kQt8qzLGR8PvG9FjYq7yLAkx+fPf2n0Z0CXbodbpTbNjn4TWNPrA8t923Ye/0+9TgC9TZoFtAYWAV8CSwAuZOfrrW63HI3ShJS/o+CixT/sbASeA2w6a+In/vqv+Cf+DNX0HvFwHUoslXo7e9FgMEQDnwI3A5nAm3a7fVrdqhIIKoYzIWmdzprYV/J5Fy45uodb4jqVf1AlWPzbwRiVr+B7lc+tK1RGdOtszTp2rv111kQdsBi5DtpTQOcaEXaR40xIKjCbHFet0e1uCTyvP9F89sJf9nu3bDtO9lHPvXm5G+2W5PgjRfvrbdIx4NkUo+pNoK1/9aMpRtVTwK/An8AyvU1Kr/WLEQhqCH/h8yk6a+J64Atgq86a+IgzIel3vU3ypqWlVVs93eqi3jpdwFTk64tDzoP0h8Fg2GG326urEKZAUKM4E5J2T1o+v9/NzTum1UT7R4/ksGvzwXUNpKMNb8iZtDzSe+ykPFmsdHTWxKuBb4DdgMGZkFRY1VImgrKxJMf7LMQfAB674sOkjw+70z86mBF+ta6g0ZQg1J9MMP18UIFiPXAAeThaQ8z84cAcC/B91EdRMdKB3WHeU/FBvtyxPpQq6/gf3/eidrcN29/5gWeGERTVGLPJ0Q/YbEmOz67DyxUIKo0zIWmVP7brDWChzpr4K/D82sFPHqxjaf+hXjpdBoMhHBgGdLfb7VnAJoPBYANGIr/xCQQXBMY2V1Y183ipLEyeefcuT1faFK5t2CvP+kKYL+NdvU0q1ePSWRNbIhcafhiYBjxb2SSogsqx/snELWlpabekZp08PWLVN/awvOChTbMbKFuebhwbnReuef/doV6zyRGEPBFjAXDytErX47RKFwU48XkPBPlygyVFUAeNLzciM6tggPPZlkiaBt8Q9nm7DoW/3w3xP5hNjkXIyX/TABdy0l+vf1EC/0MuizIJmDp+Qo9S87cJBLWNMyEpF3haZ020Am8BWwf8MW3q0uvH1rGys6mXThegBxR2u317sXWbkaflCwQXPb3anPq9Q+EamhVsv6yt+eQuAH/AdhigRS530RO4HjkHzibgemdCknhpqUPaRjZixY3jHr5q0YfjT4fkPpbS+PC9QL8frKv30oV1wHxg4Bzr8vZ04QPkRI5Z/p/5QCHg3jN0fA/P8X5rT3w19teEQ3e196I5BlO4KtfmzVLGKjNVcc2ylY21+YooRYEyKkvhkzQq3Kphp8fM9CpUnu+jpnXV+PIikbN9CwQBgzMhaSsQr7Mm9owNjmgMPF7XmopTX52uCOQ4ruJkAJE1cTKlUhnuLzdQnKJzRaalVX50KDo6OlylUiFJUvjx48ermpMn0DQFmp5A1HROPUqlMtzr9Z6zgdLs85N2V8T9cXQPWe4uG3xykkENZ0+scStRbAtSqlY3D418a0avYeujNCGUbCfQbCEQNdWEnrWDn8wCJme68yc/tWF+R2fu6V75kruHx+cb5PX5dD58TYEys+q2m/e+N1ilxtP2plFSm8EFwI9YE7lDdzqk8+l/1S0Ls1Wx+ZnKPRGxnhcvvzNr4PFdmle226OAQ/hgZMYwnu1y98o+v/17fNWNj0Mp96iytlnyWgPt3geInkDUFFB61g5+cjdQFPdYKfusCepl7UWDwdAdWGO324OKrRsOPGO327tX13lSU1N7hIaGbqiu9gSCypCXlwdl1Lcryz7zPG7WnjqIRqFCrVSiVihRK1QEqVQ0CY4gJigUpaJW04QJqhnJ5yVf8pDrKSRXclPolXB7JTw+Lx6vhNvrxe2Tf5aHwlOIOi8DhVfyLx4Ko5qiCg6nX5PWZR5XGdsUCGqLsuyzJqmvPV0pgM9gMHSy2+07/Ou6Af8pKFtV8vLyUCqVA4KDg7eU2BQJOAEdcvd+pYiOju6qUqmWSpI0ICMjo+Q5zpdA0xRoegJR0zn1FBQUdEXOVVMqZdlnqFoTOTC27QVznReyprrSo1IoCVcHEV5KHrXa0FRZ2yyv3fOhHttCIGoKND3n1FSefdYU9dLpstvtOQaD4QfgdYPBkAC0Qc7ncXdNnM/r9eaUrGBerCszq4oV13MAlErlf85xvgSapkDTE4iaytOTmppabqD9hWCf1aUnEDUFmp7a0lRZ2yyv3fMh0O79xfysqm095WmqiH3WBPXS6fIzDpgBHEaO73rZbrcvqaFzdUpNTT1rhVKpDA8ODqagoKBrVT7c6OjojlFRUWRmZnbMyKhaypFA0xRoegJRUwX0VCSBV8DbZ3XpCURNgaanFjVVyjYr0G6FCbR7f5E/q2pVTwU01Uzyw3KolzFdtUVqampLYAfyjC+BoK7IBTq1bdv2rJw0wj4FAYCwTUEgU6p91iTC6aoi/odH47rWIbioOVHWQ0PYp6COEbYpCGTKtM+aQjhdAoFAIBAIBLWAKHgtEAgEAoFAUAsIp0sgEAgEAoGgFhBOl0AgEAgEAkEtIJwugUAgEAgEglpAOF0CgUAgEAgEtYBwugQCgUAgEAhqAeF0CQQCgUAgENQCwukSCAQCgUAgqAWE0yUQCAQCgUBQCwinSyAQCAQCgaAWEE6XQCAQCAQCQS0gnC6BQCAQCASCWkA4XQKBQCAQCAS1gHC6BAKBQCAQCGoB4XQJBAKBQCAQ1ALC6RIIBAKBQCCoBYTTJRAIBAKBQFALCKdLIBAIBAKBoBZQ17WA+ojBYIgGPgVuBjKBN+12+7S6PJfBYLgVSAQuBwqBxcB4u91+1L/dCHwG5BU77FG73T67hvS0AvYBOcVWz7Lb7Y8V2+dx4HkgCvgVeMRut2eej57z1PQC8EKxVUogFOhpt9s3Vtc9Og/djwNG5M/sJ7vdfm81tSvsU9hnlRC2Wf22eZ6aWlEL9nkh2qZfT43YZ3UgnK6aYSryvY0D2gF/GAyGHXa7/c86PFcDIAn4C1AA0wEb8pepiHV2u713LekporHdbs8vudJgMNwAvALcAOwFvgSmAA/VlCa73T4JmFRMwxjgabvdvrHYbtVxjypKGvAGcD3QuBrbFfYp7LOqCNusfts8H01F1LR9Xoi2CTVnn1VGOF3VjMFgCAeGAd3tdnsWsMlgMNiAkUC1PjjO51x2u31OiWM/RH5jqxM9FcAIWO12+2Z/2xOBdQaDYYzdbs+tJU0jAet56q427Hb7jwAGg6Eb1fTgEPYp7LM6ELZZvbZ5vpoqgJEq2ueFaptQM/ZZXQinq/rRAwq73b692LrNwNMBdq6BwLYS67oYDIbjwGlgLvCq3W7P+8+R1atnj8FgUAJLgQl2u/2Qf31n5C7xIrYBKqA9sKWGNWEwGDoDPYDbS2yq6j2qa4R9CvsMVC5m26ysppq0T2GbNYAIpK9+IpDHvouTAUQGyrkMBsNVwIvAs8VWL0X+ojYFbgWuASw1qOcEcCXQCnncPQf42WAwqIq1dbpoZ7vd7vO3fb73sbKfx0jgN7vd7iy2rjruUV0j7LNieoR91j4Xs22er6basE9hmzWA6OmqfrKRAxeL0wDICoRzGQyGLoAdGGW321cUrbfb7XuL7bbLYDAkAl8DT9SEHrvdng2s9/950mAwjPXv1x7YWUZbUaW1VV2aijAYDBpgODCuhObquEd1jbDPCugR9lknXMy2eV6aask+hW3WAKKnq/pJAXwGg6FTsXXd+G93dK2fy9/t+xvwjN1u/6Gctr3IQaM1pqcEPv9SdM5tQNeijX7tErC7FjTFI3fF28tpuzL3qK4R9insM1C5mG3zvDWVoCbsU9hmDaDw+Xx1raHeYTAYZgPBQALQBjno8m673b6krs5lMBgu82973m63/yfA0WAw3Axsttvthw0GQxtgNrCl+BTkatbTC7nrehfy25QFuBroYrfbJf/sm9nIs0/2Ic++ybTb7ec9O+x8Pw+DwWAH9tvt9idLrK+We3QeutXIvdEvIcdXjAAku93urmK7wj6FfVYJYZtnba+2+x5o9nkh2qb/fDVin9WB6OmqGcYhv3UcBhYAL9fEQ+Nc5zIYDC0NBkO2wWBo6d/vWSAWmOJfn20wGLKLtTMIeXZKDvLMlJXAMzWopw3wC3JX9U6gIRBvt9slALvd/jvwOrDQ35abyndFV1QTBoOhKfJU8M9Laae67lFFeQk5r82LyLOI8oAZ1dCusE9hn1VF2Ob/U533PdDs80K0zf9r715jrKrOMI7/H9SKEmO8BDVW2kjFFG2ssRpjITKaVhs08fYBb2XUFEq9YLy0ab3EaLU2oNI0NpFGJV4gMTalIsZbFapIYw3WBhQbxUlQEG8IooAgrx/W2nbN6cxhhpnZp4Xn9+XMXnutvdc+geE57177AAP357PPXOkyMzMzq4ErXWZmZmY1cOgyMzMzq4FDl5mZmVkNHLrMzMzMauDQZWZmZlYDhy4zMzOzGjh0mZmZmdXAocvMzMysBg5dZmZmZjVw6DKzHpN0k6TpxbYkTZf0kaSQ9N0Wzu2b/TEHSR2SxjTZ3y7p476coxUk/UPSGa2eh9mOzKHLzJA0IweWkLRJ0jJJUyUNKfrsB0wGbimGngy0A6cABwCL65y39cpNwK2S/HvfrEX8l8/MKo+TgtPBpP8w9mfA1GL/RcDCiOgo2oYDKyPihYh4NyI21zVZ67W5wJ7ASa2eiNmOyqHLzCobc3BaHhEzgQeB04r944BHqg1JM4DfA8Nyhawjt0vSz3O1bL2kVySdVYwbk/ufJOnl3OcZSUMl/UjSa5LWSpolafdi3MmSnpf0saQPJT0qaXizC5I0UtJjktZJWiXpfkn79sebVZxjH0kvSnpE0uDi+k6U9JKkzyS9IOnQhnGTJL0p6XNJr0s6v9h3m6Q5xfbl+Zhji7bXJU3MP8+QNFvSVZJW5vfnTkm7VP0j4gvgMeDs/rx+M+s5hy4z6856YBcASXsBhwMvFfsnA9cDb5MqZEfn9l8DFwCTgMOAO4AHJB3fcPwbgEuA44CDgIeAy4FzgLHAD4BLi/5DgNvzeU4EtgB/7u52maQDgPnAP4HvkW6F7pfP0y8kfR14DlgKnBERG4rdNwNX5nNvBu4pxp0O/A64jfS+3gXcK6ktd5kHjC6u7Xjgg/yKpP2BEfn6Km2kymMbMJ5027e9YcovAqO38XLNrI92bvUEzOx/j6RjSOHnr7npG4CAFVWfiFgj6RPgi4h4N48bAlwBnBARC3PXZZJGARPpHBKujYgFedzdwG+A4RGxLLc9TAoQv83n+1PDHC8C3gNG0vVasknAooj4VTHmQmC5pBER8e/evSudSRoBPAX8BZgcEdHQ5ZqImJ/73grMlTQ4B7OrgBkR8Yfc93ZJx+b2Z4G/AXsAR0paRApKU4FqIXwbsCoilhbnWw1ckitaSyXNJYXTPxZ93iFVJgdFxJa+XL+Z9Z4rXWZWOSXfhtsALCT9w19VmnbLrxu6HPkfI4HBwFP5WOskrQN+TKrClP5V/LwK+KwKXEXb0GpD0nBJM/Nty7XAW3nXsG7mchTQ1jCPKqQ0vS3ZA7sBzwOzI+KyLgIXdL6+lfm1up5vAwsa+i/I7UTEGlKFbgzwHVJV7y7gCEl75Pb5DeOX5MBVnnNoQ5/1pN/7uza5NjMbIK50mVnlWVJ1aBOwIiI2Ffs+yK97Ae83OUb1QW4sqapS2tiwXR4/GrartvKD4RxgOfATUsVtEKnC9bUmc5kD/KKLfSu7aOuNjcDTwFhJUyLi7S76NF5fNafGtooa2uaRwtXnwPyIWC1pCfD93D6tyfmq4zd+sN6bFG7XdzFfMxtgDl1mVvk0It7oZt+bwFpSJavZbblXSYFkWHVrrT9I2odUBZoYEc/ltlFbGbYIOBPoGICnKrcA5wMzgWckjYmIFVsZU3oNGAXcV7Qdl9sr80hPjG4mBTxI1a1x/Pd6rp46nPS+mFkL+PaimW1VXv/zNCkoNOv3CWnt0R2SxudbgkdKuljS+D5MYTXwITBB0rcknUBaVN/MnaTKzixJx0g6WNIPJd0jaac+zAX46mnAc4FXSMFr/14MnwK0S/qppEMkXUFar1V+RUe1rutUUgAjv54HvB8Rr27DtEcDT27DODPrBw5dZtZT04FxPfhyzeuAG4Ffkio3T5CCw1vNBjWTQ9840jqtxaQnIq/eypgVpFtxO+U5LCY9MbiGVKnqs1xBOxtYQgpejWuouhs3m/T059V57ETggoiYV/RZA7wMfESqIEJ6UnIQ21DlknQgqZp2b2/Hmln/UNfrP83MOpMk4O/AtIiY1er5DBSl7xtrLwPQ9kDSFGDPiJjQ6rmY7ahc6TKzHslP6E3Aa0H/X71HqkKaWYu40mVmVtheK11m1nqudJmZdTYN6Gj1JMxs++NKl5mZmVkNXOkyMzMzq4FDl5mZmVkNHLrMzMzMauDQZWZmZlYDhy4zMzOzGjh0mZmZmdXAocvMzMysBl8CKPIDuuyM1E8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879896643416)>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_plot(select_implicit(bias_data), aes('Value', color='Mode', linetype='Mode'),\n",
    "          geom_line(stat='density', bw='scott', clip=(0,1)),\n",
    "          scale_color_brewer('qual', 'Dark2'),\n",
    "          facet_grid('Algorithm ~ Set', scales='free_y'),\n",
    "          xlab('P(female | known)'), ylab('Density'),\n",
    "          legend_position='top', legend_title=element_blank(),\n",
    "          file='rec-implicit-dense.pdf', width=8, height=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.027999,
     "end_time": "2020-05-11T20:21:51.576747",
     "exception": false,
     "start_time": "2020-05-11T20:21:51.548748",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "And the **explicit** runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 2.311976,
     "end_time": "2020-05-11T20:21:53.916755",
     "exception": false,
     "start_time": "2020-05-11T20:21:51.604779",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x230c67c5c88>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630.945x453.6 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(col='Set', row='Algorithm', hue='Mode',\n",
    "                     data=select_explicit(bias_data),\n",
    "                     sharey=False, aspect=1.2, height=2.1)\n",
    "grid.map(sns.kdeplot, 'Value', clip=(0,1)).add_legend()\n",
    "# plt.savefig(fig_dir / 'rec-explicit-dense.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "papermill": {
     "duration": 16.305799,
     "end_time": "2020-05-11T20:22:10.250558",
     "exception": false,
     "start_time": "2020-05-11T20:21:53.944759",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:729: PlotnineWarning: Saving 8 x 6.2 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:730: PlotnineWarning: Filename: figures\\RecModel\\rec-explicit-dense.pdf\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\layer.py:360: PlotnineWarning: stat_density : Removed 495 rows containing non-finite values.\n",
      "  data = self.stat.compute_layer(data, params, layout)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\layer.py:360: PlotnineWarning: stat_density : Removed 495 rows containing non-finite values.\n",
      "  data = self.stat.compute_layer(data, params, layout)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879914065224)>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_plot(select_explicit(bias_data), aes('Value', color='Mode', linetype='Mode'),\n",
    "          geom_line(stat='density', bw='scott', clip=(0,1)),\n",
    "          scale_color_brewer('qual', 'Dark2'),\n",
    "          facet_grid('Algorithm ~ Set', scales='free_y'),\n",
    "          xlab('P(female | known)'), ylab('Density'),\n",
    "          legend_position='top', legend_title=element_blank(),\n",
    "          file='rec-explicit-dense.pdf', width=8, height=6.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.03203,
     "end_time": "2020-05-11T20:22:10.313581",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.281551",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Examining Regression Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "papermill": {
     "duration": 0.069019,
     "end_time": "2020-05-11T20:22:10.416581",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.347562",
     "status": "completed"
    },
    "tags": []
   },
   "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></th>\n",
       "      <th>Intercept</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th>als</th>\n",
       "      <td>-0.340200</td>\n",
       "      <td>0.083769</td>\n",
       "      <td>0.327833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bpr-imp</th>\n",
       "      <td>-0.145875</td>\n",
       "      <td>0.670236</td>\n",
       "      <td>1.014495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <td>-0.387055</td>\n",
       "      <td>0.443715</td>\n",
       "      <td>0.750027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item-imp</th>\n",
       "      <td>-0.233989</td>\n",
       "      <td>0.816844</td>\n",
       "      <td>1.017883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <td>-0.582308</td>\n",
       "      <td>0.393841</td>\n",
       "      <td>0.543090</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Intercept     Slope  Variance\n",
       "Set Algorithm                                   \n",
       "AZ  als            -0.340200  0.083769  0.327833\n",
       "    bpr-imp        -0.145875  0.670236  1.014495\n",
       "    item-item      -0.387055  0.443715  0.750027\n",
       "    item-item-imp  -0.233989  0.816844  1.017883\n",
       "    user-user      -0.582308  0.393841  0.543090"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = pd.DataFrame({\n",
    "    'Intercept': algo_samples('recB').mean(axis=1),\n",
    "    'Slope': algo_samples('recS').mean(axis=1),\n",
    "    'Variance': algo_samples('recV').mean(axis=1)\n",
    "})\n",
    "params.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "papermill": {
     "duration": 0.146029,
     "end_time": "2020-05-11T20:22:10.592579",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.446550",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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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></th>\n",
       "      <th></th>\n",
       "      <th>Intercept</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>Sample</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">als</th>\n",
       "      <th>0</th>\n",
       "      <td>-0.340287</td>\n",
       "      <td>0.088264</td>\n",
       "      <td>0.346577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.346170</td>\n",
       "      <td>0.083845</td>\n",
       "      <td>0.349899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.344464</td>\n",
       "      <td>0.086761</td>\n",
       "      <td>0.344848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.346058</td>\n",
       "      <td>0.081484</td>\n",
       "      <td>0.347823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.343580</td>\n",
       "      <td>0.081330</td>\n",
       "      <td>0.334686</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Intercept     Slope  Variance\n",
       "Set Algorithm Sample                               \n",
       "AZ  als       0       -0.340287  0.088264  0.346577\n",
       "              1       -0.346170  0.083845  0.349899\n",
       "              2       -0.344464  0.086761  0.344848\n",
       "              3       -0.346058  0.081484  0.347823\n",
       "              4       -0.343580  0.081330  0.334686"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "param_samples = pd.DataFrame({\n",
    "    'Intercept': algo_samples('recB').stack(),\n",
    "    'Slope': algo_samples('recS').stack(),\n",
    "    'Variance': algo_samples('recV').stack()\n",
    "})\n",
    "param_samples.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "papermill": {
     "duration": 0.03746,
     "end_time": "2020-05-11T20:22:10.661037",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def reg_ints(df):\n",
    "    return pd.Series({\n",
    "        'I_mean': df.Intercept.mean(),\n",
    "        'I_lo': df.Intercept.quantile(0.025),\n",
    "        'I_hi': df.Intercept.quantile(0.975),\n",
    "        'S_mean': df.Slope.mean(),\n",
    "        'S_lo': df.Slope.quantile(0.025),\n",
    "        'S_hi': df.Slope.quantile(0.975)\n",
    "    })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.030002,
     "end_time": "2020-05-11T20:22:10.721009",
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     "start_time": "2020-05-11T20:22:10.691007",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Implicit Parameters\n",
    "\n",
    "What are the **implicit** parameters?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "papermill": {
     "duration": 0.05203,
     "end_time": "2020-05-11T20:22:10.803039",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.751009",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">Intercept</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Slope</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>als</th>\n",
       "      <td>-0.027340</td>\n",
       "      <td>-0.108892</td>\n",
       "      <td>-0.049199</td>\n",
       "      <td>1.033907</td>\n",
       "      <td>0.740596</td>\n",
       "      <td>1.123047</td>\n",
       "      <td>0.591241</td>\n",
       "      <td>0.248210</td>\n",
       "      <td>0.403451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bpr</th>\n",
       "      <td>-0.145875</td>\n",
       "      <td>0.244467</td>\n",
       "      <td>-0.006709</td>\n",
       "      <td>0.670236</td>\n",
       "      <td>1.397031</td>\n",
       "      <td>1.353020</td>\n",
       "      <td>1.014495</td>\n",
       "      <td>0.490391</td>\n",
       "      <td>0.657638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <td>-0.233989</td>\n",
       "      <td>0.100269</td>\n",
       "      <td>0.144350</td>\n",
       "      <td>0.816844</td>\n",
       "      <td>0.663304</td>\n",
       "      <td>0.782653</td>\n",
       "      <td>1.017883</td>\n",
       "      <td>0.629724</td>\n",
       "      <td>0.682272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <td>-0.074351</td>\n",
       "      <td>-0.261027</td>\n",
       "      <td>-0.146885</td>\n",
       "      <td>0.807383</td>\n",
       "      <td>0.544951</td>\n",
       "      <td>0.900420</td>\n",
       "      <td>0.507979</td>\n",
       "      <td>0.414213</td>\n",
       "      <td>0.652115</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Intercept                         Slope                      \\\n",
       "Set              AZ        BX        GR        AZ        BX        GR   \n",
       "Algorithm                                                               \n",
       "als       -0.027340 -0.108892 -0.049199  1.033907  0.740596  1.123047   \n",
       "bpr       -0.145875  0.244467 -0.006709  0.670236  1.397031  1.353020   \n",
       "item-item -0.233989  0.100269  0.144350  0.816844  0.663304  0.782653   \n",
       "user-user -0.074351 -0.261027 -0.146885  0.807383  0.544951  0.900420   \n",
       "\n",
       "           Variance                      \n",
       "Set              AZ        BX        GR  \n",
       "Algorithm                                \n",
       "als        0.591241  0.248210  0.403451  \n",
       "bpr        1.014495  0.490391  0.657638  \n",
       "item-item  1.017883  0.629724  0.682272  \n",
       "user-user  0.507979  0.414213  0.652115  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select_implicit(params).pivot(index='Algorithm', columns='Set', values=['Intercept', 'Slope', 'Variance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "papermill": {
     "duration": 0.07597,
     "end_time": "2020-05-11T20:22:10.909007",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.833037",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "imp_recB = select_implicit(algo_samples('recB')).set_index(['Set', 'Algorithm'])\n",
    "imp_recS = select_implicit(algo_samples('recS')).set_index(['Set', 'Algorithm'])\n",
    "imp_recV = select_implicit(algo_samples('recV')).set_index(['Set', 'Algorithm'])\n",
    "imp_ds = imp_recB.index.levels[0]\n",
    "imp_as = imp_recB.index.levels[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "papermill": {
     "duration": 33.276734,
     "end_time": "2020-05-11T20:22:44.218766",
     "exception": false,
     "start_time": "2020-05-11T20:22:10.942032",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 633.6x475.2 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(col='Algorithm', row='Set', data=select_implicit(param_samples), margin_titles=True, height=2.2)\n",
    "def _si_kde(*args, **kwargs):\n",
    "    plt.axhline(0, 0, 1, ls='-.', lw=0.5, color='grey')\n",
    "    plt.axvline(1, 0, 1, ls='-.', lw=0.5, color='grey')\n",
    "    sns.kdeplot(*args, levels=5, **kwargs)\n",
    "grid.map(_si_kde, 'Slope', 'Intercept')\n",
    "plt.savefig(fig_dir / 'reg-param-implicit.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "papermill": {
     "duration": 2.83255,
     "end_time": "2020-05-11T20:22:47.084317",
     "exception": false,
     "start_time": "2020-05-11T20:22:44.251767",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879916476404)>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_cis = select_implicit(param_samples).groupby(['Set', 'Algorithm']).apply(reg_ints)\n",
    "make_plot(imp_cis.reset_index(),\n",
    "          aes(x='S_mean', xmin='S_lo', xmax='S_hi',\n",
    "              y='I_mean', ymin='I_lo', ymax='I_hi'),\n",
    "          geom_hline(yintercept=0, color='grey'),\n",
    "          geom_vline(xintercept=1, color='grey'),\n",
    "          geom_point(),\n",
    "          geom_errorbar(width=0.02),\n",
    "          geom_errorbarh(height=0.02),\n",
    "          facet_grid('Set ~ Algorithm'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.034034,
     "end_time": "2020-05-11T20:22:47.151350",
     "exception": false,
     "start_time": "2020-05-11T20:22:47.117316",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Explicit Parameters\n",
    "\n",
    "What are the **explicit** parameters?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "papermill": {
     "duration": 0.049031,
     "end_time": "2020-05-11T20:22:47.232346",
     "exception": false,
     "start_time": "2020-05-11T20:22:47.183315",
     "status": "completed"
    },
    "tags": []
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">Intercept</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Slope</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Variance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "      <th>AZ</th>\n",
       "      <th>BX</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>als</th>\n",
       "      <td>-0.340200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.083769</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.327833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <td>-0.387055</td>\n",
       "      <td>-0.212644</td>\n",
       "      <td>-0.317620</td>\n",
       "      <td>0.443715</td>\n",
       "      <td>0.179800</td>\n",
       "      <td>0.516584</td>\n",
       "      <td>0.750027</td>\n",
       "      <td>0.440680</td>\n",
       "      <td>0.756422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <td>-0.582308</td>\n",
       "      <td>-0.328488</td>\n",
       "      <td>-0.453477</td>\n",
       "      <td>0.393841</td>\n",
       "      <td>0.261503</td>\n",
       "      <td>0.251879</td>\n",
       "      <td>0.543090</td>\n",
       "      <td>0.400407</td>\n",
       "      <td>0.447869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Intercept                         Slope                      \\\n",
       "Set              AZ        BX        GR        AZ        BX        GR   \n",
       "Algorithm                                                               \n",
       "als       -0.340200       NaN       NaN  0.083769       NaN       NaN   \n",
       "item-item -0.387055 -0.212644 -0.317620  0.443715  0.179800  0.516584   \n",
       "user-user -0.582308 -0.328488 -0.453477  0.393841  0.261503  0.251879   \n",
       "\n",
       "           Variance                      \n",
       "Set              AZ        BX        GR  \n",
       "Algorithm                                \n",
       "als        0.327833       NaN       NaN  \n",
       "item-item  0.750027  0.440680  0.756422  \n",
       "user-user  0.543090  0.400407  0.447869  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select_explicit(params).pivot(index='Algorithm', columns='Set', values=['Intercept', 'Slope', 'Variance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "papermill": {
     "duration": 19.498366,
     "end_time": "2020-05-11T20:23:06.762683",
     "exception": false,
     "start_time": "2020-05-11T20:22:47.264317",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 475.2x475.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(col='Algorithm', row='Set', data=select_explicit(param_samples), margin_titles=True, height=2.2)\n",
    "def _si_kde(*args, **kwargs):\n",
    "    plt.axhline(0, 0, 1, ls='-.', lw=0.5, color='grey')\n",
    "    plt.axvline(1, 0, 1, ls='-.', lw=0.5, color='grey')\n",
    "    sns.kdeplot(*args, levels=5, **kwargs)\n",
    "grid.map(_si_kde, 'Slope', 'Intercept')\n",
    "plt.savefig(fig_dir / 'reg-param-explicit.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "papermill": {
     "duration": 1.087975,
     "end_time": "2020-05-11T20:23:07.887670",
     "exception": false,
     "start_time": "2020-05-11T20:23:06.799695",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879913635848)>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp_cis = select_explicit(param_samples).groupby(['Set', 'Algorithm']).apply(reg_ints)\n",
    "make_plot(exp_cis.reset_index(),\n",
    "          aes(x='S_mean', xmin='S_lo', xmax='S_hi',\n",
    "              y='I_mean', ymin='I_lo', ymax='I_hi'),\n",
    "          geom_hline(yintercept=0, color='grey'),\n",
    "          geom_vline(xintercept=1, color='grey'),\n",
    "          geom_errorbar(width=0.02, color='grey'),\n",
    "          geom_errorbarh(height=0.01, color='grey'),\n",
    "          geom_point(aes(color='Set', shape='Set')),\n",
    "          facet_grid('~ Algorithm'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.035003,
     "end_time": "2020-05-11T20:23:07.958674",
     "exception": false,
     "start_time": "2020-05-11T20:23:07.923671",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Integrated Plots\n",
    "\n",
    "Let's try to put these parameter plots into a single display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "papermill": {
     "duration": 3.276943,
     "end_time": "2020-05-11T20:23:11.268644",
     "exception": false,
     "start_time": "2020-05-11T20:23:07.991701",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:729: PlotnineWarning: Saving 8 x 5 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:730: PlotnineWarning: Filename: figures\\RecModel\\reg-params-all.pdf\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879896809292)>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "param_conf = pd.concat({\n",
    "    'Explicit': exp_cis,\n",
    "    'Implicit': imp_cis\n",
    "}, names=['Mode'])\n",
    "make_plot(param_conf.reset_index(),\n",
    "          aes(x='S_mean', xmin='S_lo', xmax='S_hi',\n",
    "              y='I_mean', ymin='I_lo', ymax='I_hi'),\n",
    "          geom_hline(yintercept=0, color='lightsteelblue', linetype='dashed'),\n",
    "          geom_vline(xintercept=1, color='lightsteelblue', linetype='dashed'),\n",
    "          geom_errorbar(width=0.05, color='grey'),\n",
    "          geom_errorbarh(height=0.03, color='grey'),\n",
    "          geom_point(aes(color='Set', shape='Set'), size=2, alpha=0.8),\n",
    "          facet_grid('Mode ~ Algorithm'),\n",
    "          scale_color_brewer('qual', 'Dark2'),\n",
    "          xlab('Slope'), ylab('Intercept'),\n",
    "          file='reg-params-all.pdf', width=8, height=5,\n",
    "          panel_grid=element_blank())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04203,
     "end_time": "2020-05-11T20:23:11.349674",
     "exception": false,
     "start_time": "2020-05-11T20:23:11.307644",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Plotting Regressions\n",
    "\n",
    "Let's plot those regressions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.036029,
     "end_time": "2020-05-11T20:23:11.420674",
     "exception": false,
     "start_time": "2020-05-11T20:23:11.384645",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Implicit Feedback\n",
    "\n",
    "We will start with **implicit** data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "papermill": {
     "duration": 0.242037,
     "end_time": "2020-05-11T20:23:11.697680",
     "exception": false,
     "start_time": "2020-05-11T20:23:11.455643",
     "status": "completed"
    },
    "tags": []
   },
   "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></th>\n",
       "      <th></th>\n",
       "      <th>PropFemale</th>\n",
       "      <th>Bias</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>user</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th>bpr</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.466667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.685714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>als</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bpr</th>\n",
       "      <th>1723</th>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.270833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    PropFemale      Bias\n",
       "Set Algorithm user                      \n",
       "AZ  bpr       529     0.800000  0.466667\n",
       "    item-item 529     0.800000  0.777778\n",
       "    user-user 529     0.800000  0.685714\n",
       "    als       529     0.800000  0.785714\n",
       "    bpr       1723    0.285714  0.270833"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_points = pd.merge(\n",
    "    select_implicit(profiles)[['Set', 'user', 'PropFemale']],\n",
    "    select_implicit(rec_lists)[['Set', 'Algorithm', 'user', 'Bias']]\n",
    ").set_index(['Set', 'Algorithm', 'user'])\n",
    "imp_points.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "papermill": {
     "duration": 0.067037,
     "end_time": "2020-05-11T20:23:11.799679",
     "exception": false,
     "start_time": "2020-05-11T20:23:11.732642",
     "status": "completed"
    },
    "tags": []
   },
   "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>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AZ</td>\n",
       "      <td>bpr</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AZ</td>\n",
       "      <td>bpr</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.024277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AZ</td>\n",
       "      <td>bpr</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.038210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AZ</td>\n",
       "      <td>bpr</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.049711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AZ</td>\n",
       "      <td>bpr</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.059844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2407</th>\n",
       "      <td>GR</td>\n",
       "      <td>als</td>\n",
       "      <td>0.980</td>\n",
       "      <td>0.986894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2408</th>\n",
       "      <td>GR</td>\n",
       "      <td>als</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.990532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2409</th>\n",
       "      <td>GR</td>\n",
       "      <td>als</td>\n",
       "      <td>0.990</td>\n",
       "      <td>0.994008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>GR</td>\n",
       "      <td>als</td>\n",
       "      <td>0.995</td>\n",
       "      <td>0.997256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2411</th>\n",
       "      <td>GR</td>\n",
       "      <td>als</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2412 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Set Algorithm      x         y\n",
       "0     AZ       bpr  0.000  0.000000\n",
       "1     AZ       bpr  0.005  0.024277\n",
       "2     AZ       bpr  0.010  0.038210\n",
       "3     AZ       bpr  0.015  0.049711\n",
       "4     AZ       bpr  0.020  0.059844\n",
       "...   ..       ...    ...       ...\n",
       "2407  GR       als  0.980  0.986894\n",
       "2408  GR       als  0.985  0.990532\n",
       "2409  GR       als  0.990  0.994008\n",
       "2410  GR       als  0.995  0.997256\n",
       "2411  GR       als  1.000  1.000000\n",
       "\n",
       "[2412 rows x 4 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imp_params = select_implicit(params).set_index(['Set', 'Algorithm'])\n",
    "xs = np.linspace(0, 1, 201)\n",
    "imp_curves = np.outer(imp_params['Slope'], logit(xs))\n",
    "imp_curves = imp_curves + imp_params['Intercept'].values.reshape((len(imp_params), 1))\n",
    "imp_curves = expit(imp_curves)\n",
    "imp_curves = pd.DataFrame(imp_curves, index=imp_params.index, columns=xs)\n",
    "imp_curves.columns.name = 'x'\n",
    "imp_curves = imp_curves.stack().reset_index(name='y')\n",
    "imp_curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "papermill": {
     "duration": 46.310108,
     "end_time": "2020-05-11T20:23:58.146749",
     "exception": false,
     "start_time": "2020-05-11T20:23:11.836641",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:729: PlotnineWarning: Saving 8 x 7 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:730: PlotnineWarning: Filename: figures\\RecModel\\rec-scatter-imp.pdf\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879913064492)>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_plot(imp_points.reset_index(),\n",
    "          aes('PropFemale', 'Bias'),\n",
    "          geom_point(alpha=0.2, color='lightskyblue', size=1),\n",
    "          geom_rug(alpha=0.1),\n",
    "          geom_line(aes('x', 'y'), imp_curves, color='crimson'),\n",
    "          facet_grid('Set ~ Algorithm'),\n",
    "          xlab('Profile Proportion of Female Authors'),\n",
    "          ylab('Recomender Proportion of Female Authors'),\n",
    "          file='rec-scatter-imp.pdf', width=8, height=7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.041018,
     "end_time": "2020-05-11T20:23:58.229782",
     "exception": false,
     "start_time": "2020-05-11T20:23:58.188764",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Explicit Feedback"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04101,
     "end_time": "2020-05-11T20:23:58.311785",
     "exception": false,
     "start_time": "2020-05-11T20:23:58.270775",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "And the **explicit** data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "papermill": {
     "duration": 0.184999,
     "end_time": "2020-05-11T20:23:58.542778",
     "exception": false,
     "start_time": "2020-05-11T20:23:58.357779",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>PropFemale</th>\n",
       "      <th>Bias</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>user</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th>als</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.310345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user-user</th>\n",
       "      <th>529</th>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.551724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>als</th>\n",
       "      <th>1723</th>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.565217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>item-item</th>\n",
       "      <th>1723</th>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    PropFemale      Bias\n",
       "Set Algorithm user                      \n",
       "AZ  als       529     0.800000  0.310345\n",
       "    item-item 529     0.800000  0.666667\n",
       "    user-user 529     0.800000  0.551724\n",
       "    als       1723    0.285714  0.565217\n",
       "    item-item 1723    0.285714  0.500000"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp_points = pd.merge(\n",
    "    select_explicit(profiles)[['Set', 'user', 'PropFemale']],\n",
    "    select_explicit(rec_lists)[['Set', 'Algorithm', 'user', 'Bias']]\n",
    ").set_index(['Set', 'Algorithm', 'user'])\n",
    "exp_points.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "papermill": {
     "duration": 0.066029,
     "end_time": "2020-05-11T20:23:58.650776",
     "exception": false,
     "start_time": "2020-05-11T20:23:58.584747",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Set</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.313541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.326265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.333869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AZ</td>\n",
       "      <td>als</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.339345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>GR</td>\n",
       "      <td>user-user</td>\n",
       "      <td>0.980</td>\n",
       "      <td>0.628734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>GR</td>\n",
       "      <td>user-user</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.645778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>GR</td>\n",
       "      <td>user-user</td>\n",
       "      <td>0.990</td>\n",
       "      <td>0.669060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>GR</td>\n",
       "      <td>user-user</td>\n",
       "      <td>0.995</td>\n",
       "      <td>0.706780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>GR</td>\n",
       "      <td>user-user</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1407 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Set  Algorithm      x         y\n",
       "0     AZ        als  0.000  0.000000\n",
       "1     AZ        als  0.005  0.313541\n",
       "2     AZ        als  0.010  0.326265\n",
       "3     AZ        als  0.015  0.333869\n",
       "4     AZ        als  0.020  0.339345\n",
       "...   ..        ...    ...       ...\n",
       "1402  GR  user-user  0.980  0.628734\n",
       "1403  GR  user-user  0.985  0.645778\n",
       "1404  GR  user-user  0.990  0.669060\n",
       "1405  GR  user-user  0.995  0.706780\n",
       "1406  GR  user-user  1.000  1.000000\n",
       "\n",
       "[1407 rows x 4 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exp_params = select_explicit(params).set_index(['Set', 'Algorithm'])\n",
    "xs = np.linspace(0, 1, 201)\n",
    "exp_curves = np.outer(exp_params['Slope'], logit(xs))\n",
    "exp_curves = exp_curves + exp_params['Intercept'].values.reshape((len(exp_params), 1))\n",
    "exp_curves = expit(exp_curves)\n",
    "exp_curves = pd.DataFrame(exp_curves, index=exp_params.index, columns=xs)\n",
    "exp_curves.columns.name = 'x'\n",
    "exp_curves = exp_curves.stack().reset_index(name='y')\n",
    "exp_curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "papermill": {
     "duration": 26.677964,
     "end_time": "2020-05-11T20:24:25.372740",
     "exception": false,
     "start_time": "2020-05-11T20:23:58.694776",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:729: PlotnineWarning: Saving 8 x 5.5 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "C:\\Users\\michaelekstrand\\Anaconda3\\envs\\bookfair\\lib\\site-packages\\plotnine\\ggplot.py:730: PlotnineWarning: Filename: figures\\RecModel\\rec-scatter-exp.pdf\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371879882146740)>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_plot(exp_points.reset_index(),\n",
    "          aes('PropFemale', 'Bias'),\n",
    "          geom_point(alpha=0.2, color='lightskyblue', size=1),\n",
    "          geom_rug(alpha=0.1),\n",
    "          geom_line(aes('x', 'y'), exp_curves, color='crimson'),\n",
    "          facet_grid('Set ~ Algorithm'),\n",
    "          xlab('Profile Proportion of Female Authors'),\n",
    "          ylab('Recomender Proportion of Female Authors'),\n",
    "          file='rec-scatter-exp.pdf', width=8, height=5.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": 0.047032,
     "end_time": "2020-05-11T20:24:25.466741",
     "exception": false,
     "start_time": "2020-05-11T20:24:25.419709",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 190.075941,
   "end_time": "2020-05-11T20:24:26.019231",
   "environment_variables": {},
   "exception": null,
   "input_path": "RecModelAnalysis.ipynb",
   "output_path": "RecModelAnalysis.temp.ipynb",
   "parameters": {},
   "start_time": "2020-05-11T20:21:15.943290",
   "version": "1.0.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}