a b/lr/lr_classifier.ipynb
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{
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 "cells": [
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "# Imminent ICU Admission and Prolonged Stay Prediction using Logistic Regression"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## Imports & Inits"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:51:46.567536Z",
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     "start_time": "2019-08-11T18:51:46.550970Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "%load_ext autoreload\n",
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    "%autoreload 2"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:51:48.616287Z",
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     "start_time": "2019-08-11T18:51:46.569554Z"
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    },
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    "scrolled": true
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "{'workdir': PosixPath('../data/workdir/lr'),\n",
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       " 'figdir': PosixPath('../data/figures'),\n",
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       " 'dataset_csv': PosixPath('../data/proc_dataset.csv'),\n",
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       " 'cols': ['hadm_id',\n",
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       "  'imminent_adm_label',\n",
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       "  'prolonged_stay_label',\n",
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       "  'processed_note',\n",
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       "  'charttime',\n",
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       "  'intime',\n",
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       "  'chartinterval'],\n",
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       " 'imminent_adm_cols': ['hadm_id', 'processed_note', 'imminent_adm_label'],\n",
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       " 'prolonged_stay_cols': ['hadm_id', 'processed_note', 'prolonged_stay_label'],\n",
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       " 'dates': ['charttime', 'intime'],\n",
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       " 'modeldir': PosixPath('../data/workdir/lr/models'),\n",
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       " 'min_freq': 3,\n",
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       " 'ia_thresh': 0.45,\n",
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       " 'ps_thresh': 0.41,\n",
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       " 'start_seed': 127}"
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      ]
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     },
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     "execution_count": 2,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "import sys\n",
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    "sys.path.append('../')\n",
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    "\n",
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    "import matplotlib.pyplot as plt\n",
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    "import seaborn as sns\n",
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    "sns.set_style(\"darkgrid\")\n",
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    "%matplotlib inline\n",
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    "\n",
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    "import numpy as np\n",
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    "np.set_printoptions(precision=2)\n",
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    "\n",
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    "import re\n",
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    "import pandas as pd\n",
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    "import pickle\n",
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    "from pathlib import Path\n",
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    "\n",
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    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
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    "from sklearn.linear_model import LogisticRegression\n",
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    "from spacy.lang.en.stop_words import STOP_WORDS\n",
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    "\n",
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    "from utils.splits import set_group_splits\n",
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    "from utils.metrics import BinaryAvgMetrics, get_best_model\n",
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    "from utils.plots import *\n",
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    "from args import args\n",
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    "vars(args)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:51:48.642087Z",
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     "start_time": "2019-08-11T18:51:48.617869Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "def get_top_markers(feature_names, scores, n_markers=50):\n",
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    "  p = re.compile('^[a-z\\s]+$')\n",
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    "  sorted_idxs = np.argsort(scores)\n",
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    "  markers = []\n",
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    "  wts = []\n",
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    "\n",
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    "  for i in sorted_idxs:\n",
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    "    marker = feature_names[i]\n",
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    "    is_stop = False\n",
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    "    for word in marker.split():\n",
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    "      if word in STOP_WORDS or len(word) < 5:\n",
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    "        is_stop = True\n",
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    "        break\n",
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    "    if p.match(marker) and not is_stop:\n",
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    "      markers.append(marker)\n",
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    "      wts.append(scores[i])\n",
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    "\n",
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    "  wts = np.asarray(wts)\n",
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    "  df = pd.DataFrame({'markers': markers, 'score': wts/wts.sum()}, columns=['markers', 'score'])\n",
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    "  pos_df = df.head(n_markers)\n",
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    "  neg_df = df.tail(n_markers).sort_values(by='score').reset_index(drop=True)\n",
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    "  neg_df['score'] = -neg_df['score']\n",
132
    "  return pos_df, neg_df"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "## LR Model Dev"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:51:50.526590Z",
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     "start_time": "2019-08-11T18:51:48.643292Z"
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    }
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   },
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "(50809, 3)\n",
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      "(60830, 3)\n"
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     ]
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    }
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   ],
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   "source": [
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    "seed = 643\n",
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    "ori_df = pd.read_csv(args.dataset_csv, usecols=args.cols, parse_dates=args.dates)\n",
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    "ia_df = ori_df.loc[(ori_df['imminent_adm_label'] != -1)][args.imminent_adm_cols].reset_index(drop=True)\n",
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    "ps_df = ori_df.loc[(ori_df['chartinterval'] != 0)][args.prolonged_stay_cols].reset_index(drop=True)\n",
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    "\n",
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    "print(ia_df.shape)\n",
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    "print(ps_df.shape)"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "### Imminent ICU Admission"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:51:50.585514Z",
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     "start_time": "2019-08-11T18:51:50.527791Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "df = set_group_splits(ia_df.copy(), group_col='hadm_id', seed=seed)\n",
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    "vectorizer = TfidfVectorizer(sublinear_tf=True, ngram_range=(1,2), binary=True, max_features=60_000)"
191
   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:52:13.785830Z",
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     "start_time": "2019-08-11T18:51:50.586732Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "((50809, 4), (42683, 60000), (8126, 60000), (42683,), (8126,))"
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      ]
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     },
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     "execution_count": 6,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n",
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    "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n",
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    "y_train = df.loc[(df['split'] == 'train')]['imminent_adm_label'].to_numpy()\n",
218
    "y_test = df.loc[(df['split'] == 'test')]['imminent_adm_label'].to_numpy()\n",
219
    "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:52:14.018025Z",
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     "start_time": "2019-08-11T18:52:13.789014Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "params = {\n",
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    "  'class_weight': 'balanced',\n",
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    "  'solver': 'liblinear',\n",
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    "  'multi_class': 'ovr',\n",
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    "  'dual': True,\n",
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    "  'C': 0.336\n",
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    "}"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:52:15.039792Z",
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     "start_time": "2019-08-11T18:52:14.019804Z"
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    }
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   },
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   "outputs": [],
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   "source": [
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    "clf = LogisticRegression(**params)\n",
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    "\n",
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    "clf.fit(x_train, y_train)\n",
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    "prob = clf.predict_proba(x_test)[:, 1]"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {
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    "ExecuteTime": {
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     "end_time": "2019-08-11T18:52:15.844426Z",
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     "start_time": "2019-08-11T18:52:15.041988Z"
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    }
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   },
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   "outputs": [
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    {
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     "data": {
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\n",
272
      "text/plain": [
273
       "<Figure size 1440x720 with 1 Axes>"
274
      ]
275
     },
276
     "metadata": {
277
      "needs_background": "light"
278
     },
279
     "output_type": "display_data"
280
    }
281
   ],
282
   "source": [
283
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
284
    "plot_youden(ax, y_test, prob, 0.1, 0.9, 40)"
285
   ]
286
  },
287
  {
288
   "cell_type": "code",
289
   "execution_count": 10,
290
   "metadata": {
291
    "ExecuteTime": {
292
     "end_time": "2019-08-11T18:52:16.899320Z",
293
     "start_time": "2019-08-11T18:52:15.845595Z"
294
    }
295
   },
296
   "outputs": [
297
    {
298
     "data": {
299
      "image/png": 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\n",
300
      "text/plain": [
301
       "<Figure size 1440x720 with 1 Axes>"
302
      ]
303
     },
304
     "metadata": {
305
      "needs_background": "light"
306
     },
307
     "output_type": "display_data"
308
    }
309
   ],
310
   "source": [
311
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
312
    "plot_thresh_range(ax, y_test, prob, 0.1, 0.9, 40)"
313
   ]
314
  },
315
  {
316
   "cell_type": "code",
317
   "execution_count": 11,
318
   "metadata": {
319
    "ExecuteTime": {
320
     "end_time": "2019-08-11T18:52:17.169379Z",
321
     "start_time": "2019-08-11T18:52:16.900801Z"
322
    }
323
   },
324
   "outputs": [
325
    {
326
     "data": {
327
      "image/png": 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\n",
328
      "text/plain": [
329
       "<Figure size 720x576 with 1 Axes>"
330
      ]
331
     },
332
     "metadata": {
333
      "needs_background": "light"
334
     },
335
     "output_type": "display_data"
336
    }
337
   ],
338
   "source": [
339
    "fig, ax = plt.subplots(figsize=(10,8))\n",
340
    "plot_roc(ax, y_test, prob)"
341
   ]
342
  },
343
  {
344
   "cell_type": "code",
345
   "execution_count": 12,
346
   "metadata": {
347
    "ExecuteTime": {
348
     "end_time": "2019-08-11T18:52:17.215616Z",
349
     "start_time": "2019-08-11T18:52:17.171012Z"
350
    }
351
   },
352
   "outputs": [
353
    {
354
     "data": {
355
      "text/html": [
356
       "<div>\n",
357
       "<style scoped>\n",
358
       "    .dataframe tbody tr th:only-of-type {\n",
359
       "        vertical-align: middle;\n",
360
       "    }\n",
361
       "\n",
362
       "    .dataframe tbody tr th {\n",
363
       "        vertical-align: top;\n",
364
       "    }\n",
365
       "\n",
366
       "    .dataframe thead th {\n",
367
       "        text-align: right;\n",
368
       "    }\n",
369
       "</style>\n",
370
       "<table border=\"1\" class=\"dataframe\">\n",
371
       "  <thead>\n",
372
       "    <tr style=\"text-align: right;\">\n",
373
       "      <th></th>\n",
374
       "      <th>Value</th>\n",
375
       "    </tr>\n",
376
       "  </thead>\n",
377
       "  <tbody>\n",
378
       "    <tr>\n",
379
       "      <th>sensitivity</th>\n",
380
       "      <td>0.808</td>\n",
381
       "    </tr>\n",
382
       "    <tr>\n",
383
       "      <th>specificity</th>\n",
384
       "      <td>0.666</td>\n",
385
       "    </tr>\n",
386
       "    <tr>\n",
387
       "      <th>ppv</th>\n",
388
       "      <td>0.410</td>\n",
389
       "    </tr>\n",
390
       "    <tr>\n",
391
       "      <th>npv</th>\n",
392
       "      <td>0.923</td>\n",
393
       "    </tr>\n",
394
       "    <tr>\n",
395
       "      <th>f1</th>\n",
396
       "      <td>0.544</td>\n",
397
       "    </tr>\n",
398
       "    <tr>\n",
399
       "      <th>auroc</th>\n",
400
       "      <td>0.815</td>\n",
401
       "    </tr>\n",
402
       "  </tbody>\n",
403
       "</table>\n",
404
       "</div>"
405
      ],
406
      "text/plain": [
407
       "             Value\n",
408
       "sensitivity  0.808\n",
409
       "specificity  0.666\n",
410
       "ppv          0.410\n",
411
       "npv          0.923\n",
412
       "f1           0.544\n",
413
       "auroc        0.815"
414
      ]
415
     },
416
     "execution_count": 12,
417
     "metadata": {},
418
     "output_type": "execute_result"
419
    }
420
   ],
421
   "source": [
422
    "thresh = 0.45\n",
423
    "y_pred = (prob > thresh).astype(np.int64)\n",
424
    "cm = confusion_matrix(y_test, y_pred)\n",
425
    "tn,fp,fn,tp = cm[0][0],cm[0][1],cm[1][0],cm[1][1]\n",
426
    "sensitivity = tp/(tp+fn)\n",
427
    "specificity = tn/(tn+fp)\n",
428
    "ppv = tp/(tp+fp)\n",
429
    "npv = tn/(tn+fn)\n",
430
    "f1 = (2*ppv*sensitivity)/(ppv+sensitivity)\n",
431
    "auroc = roc_auc_score(y_test, prob)\n",
432
    "\n",
433
    "d = {\n",
434
    "  'sensitivity': np.round(sensitivity, 3),\n",
435
    "  'specificity': np.round(specificity, 3),\n",
436
    "  'ppv': np.round(ppv, 3),\n",
437
    "  'npv': np.round(npv, 3),\n",
438
    "  'f1': np.round(f1, 3),\n",
439
    "  'auroc': np.round(auroc, 3),\n",
440
    "}\n",
441
    "\n",
442
    "metrics = pd.DataFrame(d.values(), index=d.keys(), columns=['Value'])\n",
443
    "metrics"
444
   ]
445
  },
446
  {
447
   "cell_type": "code",
448
   "execution_count": 13,
449
   "metadata": {
450
    "ExecuteTime": {
451
     "end_time": "2019-08-11T18:52:17.461043Z",
452
     "start_time": "2019-08-11T18:52:17.217137Z"
453
    },
454
    "code_folding": []
455
   },
456
   "outputs": [
457
    {
458
     "data": {
459
      "image/png": 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\n",
460
      "text/plain": [
461
       "<Figure size 720x576 with 2 Axes>"
462
      ]
463
     },
464
     "metadata": {
465
      "needs_background": "light"
466
     },
467
     "output_type": "display_data"
468
    }
469
   ],
470
   "source": [
471
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
472
    "plot_confusion_matrix(ax, cm, classes=['Delayed', 'Imminent'], normalize=False, title='Confusion matrix')"
473
   ]
474
  },
475
  {
476
   "cell_type": "code",
477
   "execution_count": 14,
478
   "metadata": {
479
    "ExecuteTime": {
480
     "end_time": "2019-08-11T18:52:17.494027Z",
481
     "start_time": "2019-08-11T18:52:17.462479Z"
482
    }
483
   },
484
   "outputs": [],
485
   "source": [
486
    "# scores = clf.coef_[0]/clf.coef_[0].sum()\n",
487
    "\n",
488
    "# fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n",
489
    "# neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), scores, n_words=50)\n",
490
    "# ax[0].imshow(neg_cloud)\n",
491
    "# ax[0].axis('off')\n",
492
    "# ax[0].set_title('Delayed ICU Admission')\n",
493
    "# ax[1].imshow(pos_cloud)\n",
494
    "# ax[1].axis('off')\n",
495
    "# ax[1].set_title('Imminent ICU Admission')"
496
   ]
497
  },
498
  {
499
   "cell_type": "code",
500
   "execution_count": 20,
501
   "metadata": {
502
    "ExecuteTime": {
503
     "end_time": "2019-08-11T18:53:56.022243Z",
504
     "start_time": "2019-08-11T18:53:49.471489Z"
505
    }
506
   },
507
   "outputs": [
508
    {
509
     "data": {
510
      "image/png": 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\n",
511
      "text/plain": [
512
       "<Figure size 1080x1080 with 2 Axes>"
513
      ]
514
     },
515
     "metadata": {
516
      "needs_background": "light"
517
     },
518
     "output_type": "display_data"
519
    }
520
   ],
521
   "source": [
522
    "fig, ax = plt.subplots(1, 2, figsize=(15, 15))\n",
523
    "pos_df, neg_df = get_top_markers(vectorizer.get_feature_names(), clf.coef_[0], n_markers=50)\n",
524
    "sns.barplot(x='score', y='markers', data=neg_df, color='b', ax=ax[0])\n",
525
    "sns.barplot(x='score', y='markers', data=pos_df, color='b', ax=ax[1])\n",
526
    "ax[0].set_xlabel('Control Group')\n",
527
    "ax[1].set_xlabel('Treatment Group (Imminent Admission Class)')\n",
528
    "ax[1].set_ylabel('')\n",
529
    "\n",
530
    "plt.subplots_adjust(wspace = 0.35)\n",
531
    "fig.text(0.5, 0.1, 'Score', ha='center')\n",
532
    "fig.savefig(args.figdir/'ia_markers.tif', dpi=300)"
533
   ]
534
  },
535
  {
536
   "cell_type": "markdown",
537
   "metadata": {},
538
   "source": [
539
    "### Prolonged ICU Stay"
540
   ]
541
  },
542
  {
543
   "cell_type": "code",
544
   "execution_count": 21,
545
   "metadata": {
546
    "ExecuteTime": {
547
     "end_time": "2019-08-11T18:54:06.052770Z",
548
     "start_time": "2019-08-11T18:54:05.845273Z"
549
    }
550
   },
551
   "outputs": [],
552
   "source": [
553
    "df = set_group_splits(ps_df.copy(), group_col='hadm_id', seed=seed)\n",
554
    "vectorizer = TfidfVectorizer(sublinear_tf=True, ngram_range=(1,2), binary=True, max_features=60_000)"
555
   ]
556
  },
557
  {
558
   "cell_type": "code",
559
   "execution_count": 22,
560
   "metadata": {
561
    "ExecuteTime": {
562
     "end_time": "2019-08-11T18:54:34.083150Z",
563
     "start_time": "2019-08-11T18:54:06.054261Z"
564
    }
565
   },
566
   "outputs": [
567
    {
568
     "data": {
569
      "text/plain": [
570
       "((60830, 4), (51844, 60000), (8986, 60000), (51844,), (8986,))"
571
      ]
572
     },
573
     "execution_count": 22,
574
     "metadata": {},
575
     "output_type": "execute_result"
576
    }
577
   ],
578
   "source": [
579
    "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n",
580
    "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n",
581
    "y_train = df.loc[(df['split'] == 'train')]['prolonged_stay_label'].to_numpy()\n",
582
    "y_test = df.loc[(df['split'] == 'test')]['prolonged_stay_label'].to_numpy()\n",
583
    "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape"
584
   ]
585
  },
586
  {
587
   "cell_type": "code",
588
   "execution_count": 23,
589
   "metadata": {
590
    "ExecuteTime": {
591
     "end_time": "2019-08-11T18:54:34.320243Z",
592
     "start_time": "2019-08-11T18:54:34.085839Z"
593
    }
594
   },
595
   "outputs": [],
596
   "source": [
597
    "params = {\n",
598
    "  'class_weight': 'balanced',\n",
599
    "  'solver': 'liblinear',\n",
600
    "  'multi_class': 'ovr',\n",
601
    "  'dual': True,\n",
602
    "}"
603
   ]
604
  },
605
  {
606
   "cell_type": "code",
607
   "execution_count": 24,
608
   "metadata": {
609
    "ExecuteTime": {
610
     "end_time": "2019-08-11T18:54:35.890626Z",
611
     "start_time": "2019-08-11T18:54:34.321790Z"
612
    }
613
   },
614
   "outputs": [],
615
   "source": [
616
    "clf = LogisticRegression(**params)\n",
617
    "\n",
618
    "clf.fit(x_train, y_train)\n",
619
    "prob = clf.predict_proba(x_test)[:, 1]"
620
   ]
621
  },
622
  {
623
   "cell_type": "code",
624
   "execution_count": 25,
625
   "metadata": {
626
    "ExecuteTime": {
627
     "end_time": "2019-08-11T18:54:36.662319Z",
628
     "start_time": "2019-08-11T18:54:35.891945Z"
629
    }
630
   },
631
   "outputs": [
632
    {
633
     "data": {
634
      "image/png": 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qcMTexpK2afi7EQTBltavpbFY7H7gKOBZoCQWiw0JgmBrLBYbApQeyM9LTU2joGDUO85RUrL+oJ53sJyv+87Xk1+b8zlfmPPVNjZz89OruX/htrZjhbkZNDbH2VHzxmqnnPQoX5o1nlMnFXTIvPvivy0H5kfnjuBTf1vAspIq1u1q5NaXq7nx7CmkpkSSMt+BcD7nc77On8v5nM/5es98Pfm1Od/B6XKFUywWywFSgiCobP3+fcC3W4fnAv8P+EHr1wfCSSlJSrYlWyv4xj8DNuysbTt23vQhfObEsaRFU3hxbRkbd9YSbSrnzMMmkp0eDTGt3iorLcpNZ0/hI3e+TmlVAy+sLePmp1bzxVPGhx1NkiRJnSBphVMsFrsbmAkMisVim4BvAmkAQRDcEYvFCoF5QF8gHovFPgtMBgYB98disd357gqC4NHWH/sDYE4sFvs4sAG4IFn5JUnhaIon+MN/N/Cb/6ynufWq77ysNL72/kM4YdzAtvN2f19S0mzZ1EXl98nglnOL+MTdC6hpbGbO/C2MyMvi4sOGhR1NkiRJSZa0wikIgkv2M14MDN/LUAUwvZ3n7ABOeffpJEld0aZdtXzjkYBFWyvajh0/dgBfe98hDMxJDzGZDtaE/D58b/Ykrr9/MfEE3Pz0auKJBDtrGtlRvosjxmZyyiH5ZKS6v5MkSVJP0uUuqZMk9T6JRIIHl5Rw05OrqWlsBiAjNYXPzRzLudOGEIlE9vMT1JW9Z8wAvnDyeH70xKrW0mlN29iDQcDPn1vLredOZXx+TogpJUmS1JH8OFGSFKpdtY186cFlfOdfK9rKpkkFffjLZYdx3vShlk09xAUzhjK5sM9ex0qrGvjM3xdR1/rfvyRJkro/VzhJkkLz0roy/vfRFWyvbgAgJQIfOWoEVxw7itSon4n0JHWNzWwoq213vLSqgSdWbOeDU5J/p0FJkiQln4WTJKnT1TU2c9tza/nb61vajg3tm8H/fmAiM4b3CzGZkmXTrjqqGva9gmlJcaWFkyRJUg9h4SRJ6lRBaRVff2Q5a3fUtB374OTBfOHk8fTJ8NdST5WZtv8Va83xeCckkSRJUmfwL3tJUqeIJxLcOW8Ttz+/jqZ4AoC+mal8edYETo3lh5xOyTasXyYT8nNYua263XMeWlLK8P5ZXHL4cFJT3LtLkiSpO3ODDElS0hVX1HH1PQv56bNr28qmI0f2567LD7ds6iUikQjXnjCGffVIDc1xfvrsWj5y5+ssLa7svHCSJEnqcBZOkqSkemx5KZf86VVe3VgOQFo0wudmjuW286dSkJsRcjp1pmNHD+CWc4uYkJ/TdiwnPcqHDh/GFceOJD3a0kYFpVV89K7Xuemp1VQ3NIUVV5IkSe+Cl9RJkt61LeV1/GPRVlZtqyaNes6akUtRYS4/fmo1jy4rbTtv/KAcvnP6RMbvUTiodzl29ACOGZXHxl11bC7exKHjx5KZFgXg/RMH84N/r2TexnLiCfjra5t5csU2bjhlAieOHxhyckmSJL0TFk6SpHfliRXb+PrDy2lsvVQO4Mk1i8lITaG+6Y1NoC89fBhXHz+GjFQX1/Z2kUiEkXlZZDSkt5VNAKMGZHP7BdN4eGkJtzy9hvK6JkqrGvjCA0s4acIgvnDSOAa7Kk6SJKlb8K9+SdJB21pR97ayabfdZdPgPun8/PypfG7mOMsm7VckEuGMKYXc89EjOH3y4LbjT63czoV/mMec17fQvJf/vUmSJKlr8S9/SdJB+8ei4r2WTbulR1P482WHcdSovE5MpZ4gLzud//3ARG47fyrD+2cCUN3QzI+fXMUn/jqflduqQk4oSZKkfbFwkiQdtDXb27/FPbTcdSwFb2+vg3f0qDzuvvxwPnr0CKKtt7hbvLWSy/7yOj97di11jc0hJ5QkSdLeWDhJkg5a38x9bwUYTYmQmeavGr07mWlRrj5+DH+57DCmDe0LQHM8wZ9e2cjFf3yVl9aVhZxQkiRJb+W7AEnSQTtpwqB9j48f+KZNoaV3Y/ygHH598XS+PGs8Oekt/7vaXF7Htfct5uuPLKespiHkhJIkSdrNwkmSdFCa4wkeWFTc7nj/rFSuPn5MJyZSb5ASiXDe9KHc+9EjmHXIG4Xno8tKufD385i7qJhEwk3FJUmSwmbhJEl6xxKJBD/490qeXrUDgKy0FAZkpwGQmgKnxvL53SWHMiIvK8yY6sEG9cng+7Mn85Ozp1CYmwFAeV0T33lsBVfOWci6spo3nR9PJLy7nSRJUifa9+YbkiTtxR0vrucfraubstOi3HHRNGKD+1BZ10Tlzs0MHzo63IDqNd47biCHj+jPL19cx19f20w8Aa9tKufSP73KR48ayTGj+/OnVzbx/JoymuMJpg/bxeVHjuC94waGHV2SJKlHc4WTJOkd+dtrm/ndSxsASItG+PFZk5lUkEtKJEK/rDTSot6VTp0rOz3K52aO4w8fOpSJg/sA0Nic4Ff/Wc/H7l7A06t20BRPkADmb67g+n8s4Z75W8INLUmS1MNZOEmSDthjy0u56anVAESAb39gIkeNygs3lNRqUkEuv//QoXxu5liy9nN3xFueXs2u2sZOSiZJktT7WDhJkg7If9ft5Jv/DNi9C84Np4xnViw/1EzSW6WmRLj08OH83+mT9nleQ3OCJ1du76RUkiRJvY+FkyRpv5YWV/LFuUtoat10+YpjR3L+jKEhp5Lal3oAl3burGnohCSSJEm9k4WTJGmf1pfV8Jm/L6a2MQ7AedOHcMWxo0JOJe3byAO4Q+LoAdmdkESSJKl3snCSJLVrW1U91963qG2vm1MOGcQXTx5PJOLG4OrahvfP4pjR7e8vFgGG9s3svECSJEm9jIWTJGmvKuoaufa+RWytqAfgiBH9+PYHJhJNsWxS9/C19x3S7kqnBHDd3xezant154aSJEnqJSycJElvU9fYzOf/sYTV22sAiA3uw4/PmkJ6qr821H0U5Gbw5w8fxhdPHs8xo/OYVpjJx44ewVEj+wOwq7aRq+csZM0OSydJkqSOlhp2AElS19IUT/CVh5Yxf3MFAMP7Z3LruUX0yfBXhrqf7PQoFx46lAsPHUpJyXoKCkbR0BTnhrlLeWFtGTtrG7lqzkJ+eeF0Rg90TydJkqSO4kfVkqQ2iUSC7z++gufWlAEwIDuNn503lYE56SEnkzpOemoKPzxzMse27vFUVtPIlfcsZF1ZTcjJJEmSeg4LJ0lSm58/v465i0sAyEmP8tPzpjK8//7v9iV1NxmpKfz4rCkcParl8rod1Q1cNWchG3bWhpxMkiSpZ7BwkiQBcNerm/jjyxsBSI9GuOnsKcQG9wk5lZQ8Gakp3HjWFI5s3dNpe3UDV81ZwEZLJ0mSpHfNwkmSxD+XlXDz02sASInAdz44icNH9A85lZR8mWlRfnL2FI4Y0Q+A0qoGrpyzgE27LJ0kSZLeDQsnSerlXlxbxv8+uqLt8ZdnTeDkCYNCTCR1rsy0KD85p4jDhr9ROl01ZyFbyutCTiZJktR9WThJUi+2eGsFX5q7lOZ4AoAr3zOKc6YNCTmV1Pmy0qLcfE4RM4b1BaC4sp6r5ixga4WlkyRJ0sGwcJKkXmrtjho++/fF1DXFAbhwxlA+dvTIkFNJ4clOj3LLuUVMG9pSOm2pqOfKOQsptnSSJEl6xyycJKkXKq6o49r7FlFe1wTAqbF8Pn/yOCKRSMjJpHDlpKdy67lFTB2SC8CW8jquumchJZX1ISeTJEnqXiycJKmXKa9t5Lq/L257A33UyP5867QYKZZNEgB9MlL56XlTmVLYUjpt2lXH1fcsZFuVpZMkSdKBsnCSpF6krrGZz92/hLU7agCYVNCHH501mfRUfx1Ie+qTkcrPzpvKpII+AGzYWcuVcxay3dJJkiTpgPgOQ5J6iabmOF9+cBmLtlYAMDIvi1vPLSInPTXkZFLXlJuZym3nT2Xi4DdKp6vuWcj26oaQk0mSJHV9Fk6S1AlWlFbxrUcDzv7Ny1w5dzO3PL0m6XvCJBIJqhuaaGxOEE8k+L/HVvDC2jIABuWk87PzppKXnZ7UDFJ31zczjdvOn8oh+TkArCur5ep7FlJWY+kkSZK0L36sLUlJ9syq7Xz5wWU0xRNtx+58dRMPLy3mjgunM25QTofOl0gkuH9RMXfN28T6nbWkRGBYv1I27mq501Zu66VCQ/tldui8Uk/VLyuNn18wjavvWcjKbdWs3VHDVXMWcseF0yxtJUmS2uEKJ0lKopqGZr71aPCmsmm3XbVNfPexFR0+563PrOX7j69k/c5aAOIJ2sqmtGiEn5w9hfH5HVtyST1d/6w0fn7+VMYNygZgzY4arr5nEbtqGkNOJkmS1DW5wkmSkuipldupqm9ud3zR1kqu+Ot8+melkR5NIS01hYxoCmnRCBmpKaRHU0hv/ZoWTSEjNdL6tfVx23iE9NQUSisbuPPVTe3ON6JfJjOG90vGS5V6vLzsdG6/YBpXzlnI2h01rNpezTX3LuT2C6bRLyst7HiSJEldioWTJCVRcWXdfs+Zv7miE5K0WFNWS0llPQW5GZ02p9STDMhO5xcXTOPKOQtYV1bLim3VXHPvIm6/YCp9My2dJEmSdvOSOklKogMpdiKdkGNP5bVeAiS9GwNzWkqnkXlZAASlVXz63kVU1jWFnEySJKnrcIWTJCXRyRPyuemp1e1eVlc0JJffXTKD5niC+uY4jU2tX5vj1Dft+XX3eJyG5tb/NMVpaE7Q0BRve86iLZXM27ir3TwZqSluFi51gEF9MrjjwpbL6zbsrGVZSRWfvm8RPz9/Kn0y/PNKkiTJv4gkKYmy06N84/0xbpi79G1j/TJT+eqphxCJREiNRkiNpsC7vOFVZV0TZ/7mv+0WXB+cXOCbYamD5PfJ4BcXTONTcxawaVcdS4srufqehRw3egDzt5TT0FDH8eMjnDOt0LvZSZKkXsdL6iQpyaYU5hJpvW4uNSXCkNxULj18GH+57LAOv1tcbmYqP5g9may0t//zPn1oX647cUyHzif1doNzW0qnYa0rB5eVVPHb/27g1Y3lLCqp5xcvrOPiP77K6u3VISeVJEnqXH7MLUlJ9tCSEhKJlu8/N3McJw5tpKBgVNLmO3pUHvd97Ej+sbCYpSWVRJrrOH3qKGaOH9iyikpShyrsm8kvLpjKub+bR1M88bbxsppGvvrwMu6+/HAikc7etU2SJCkcFk6SlETxRIK5i4sBSI9GOG1SPrXlW5I+b36fDK44rqXUKilZT0FBftLnlHqzksqGvZZNu63eXsPCLRVMH9avE1NJkiSFx4+6JSmJXttYzubyOgBOmjDI26ZLPdSGnbX7PWd92f7PkSRJ6iksnCQpiR5oXd0EcNbUwhCTSEqmvOz9l8kHco4kSVJPYeEkSUlSWdfEUyu3AzC0XyaHj+gfciJJyXL0qDwG7KNQ6pMe5ZjReZ2YSJIkKVwWTpKUJI8uL6W+KQ7AmUUFpLhZsNRjpaem8D+zJpDSzv/N65vj3qlOkiT1KhZOkpQkcxe1XE4XAT44uSDcMJKSbuaEQfzqoum8Z8wAUlMipKbAsH6ZADQ2J/j8P5awvao+5JSSJEmdw7vUSVISBKVVLC+tAuCY0XkU9s0MOZGkzjB9WD9uObcfiUSCkpL1DC4YxRcfWMqzq3dQWtXAFx5Yyh0XTiMzLRp2VEmSpKRyhZMkJcGDbhYu9WqRSIRIJEJKJMK3T48xflAOAEuKK/m/x1aQSCRCTihJkpRcFk6S1MHqm+L8c1kpAP2z0jhh3MCQE0kKU056Kj85Zwp5WS2biv9r+Tb+8PLGkFNJkiQll4WTJHWwZ1Ztp6KuCYDTJw8mLeo/tVJvN6RvJj8+azJp0ZZdxW9/fl3bXSwlSZJ6It8FSVIHe2DRG5fTnVnk5XSSWkwf1o//mTWh7fE3HllO0LrXmyRJUk9j4SRJHWhLeR0vb9gFQNGQXMa17tsiSQCziwr58BHDAahrirfcua66IeRUkiRJHc/CSZI60J6bhbu6SdLefPq9Yzh+7AAASirrueGBJdQ3xUNOJUmS1LEsnCSpgzTHEzy4pASAzNQUTo3lh5xIUlcUTYnwndMnMnZgNgCLtlbyXYo5u2UAACAASURBVO9cJ0mSehgLJ0nqIC9v2ElJZT0As2L59MlIDTmRpK6qT0bLnev6t9657p/LSvnTK5tCTiVJktRxLJwkqYPM3WOz8LO8nE7Sfgzrl8UPz5xEakrLnet+/txanlm1I+RUkiRJHcPCSZI6wK6aRp5ufaM4Ki+L6cP6hpxIUndw2PD+fHnWeAASwNcfWcbKbd65TpIkdX9Ju94jFov9DjgDKA2CoGgv4xOB3wOHAV8NguDG1uMjgD8BhUAc+FUQBLe2jn0LuALY1vpjvhIEwSPJeg2SdKAeWVZCU7xl/5UziwqJRCIhJ5LUXZw1dQhrdtRw16ubqW2Mc/39S/jjhw9lQHZ62NEkSZIOWjJXOP0BOG0f42XAdcCNbzneBHw+CIJJwDHANbFYbPIe4zcHQTCj9T+WTZJCl0gkmNt6d7poBE6fUhByIkndzXUnjOW4MXkAFFfWc8MDS2nwznWSJKkbS1rhFATBs7SUSu2NlwZB8ArQ+JbjW4MgeK31+0pgGTAsWTkl6d1aWlLF6u01ABw/diCDclyVIOmdiaZE+O4HJzFmQMud6xZsqeD7/17pneskSVK31aX3cIrFYqOBQ4H/7nH407FYbGEsFvtdLBbLCyeZJL1hz83CZ7tZuKSDtPvOdf0yW3Y8eGhJCX+Z553rJElS9xRJ5idnrYXRQ3vbw2mPc74FVO3ew2mP432AZ4DvBkHw99ZjBcB2WvbV/A4wJAiCj+0vR21tXWL16lUH+zIkqV11TXEuv28TNY0J8jKj/OHcYURT3L9J0sFbWFzH158ooTkBEeDrM/M5anh22LEkSZLepqio6FXgiL2NJW3T8HcjFoulAfcBd+4umwCCICjZ45xfAw8dyM9LTU2joGDUO85RUrL+oJ53sJyv+87Xk1+b8+3bw0tKqGlsKe5nTx3K0CGjkzrfwXC+7jtfT35tzte+UwugMtKX7z++kgRw4wtl/PbSkYwflJOU+Q6W83Xf+Xrya3M+53O+8Obrya/N+Q5Ol7ukLhaLRYDfAsuCIPjJW8aG7PHwHGBxZ2aTpLd6YPEbl9OdWeRm4ZI6xrnThnDRoUMBqGls5vP3L2ZnTUPIqSRJkg5c0lY4xWKxu4GZwKBYLLYJ+CaQBhAEwR2xWKwQmAf0BeKxWOyzwGRgGnAZsCgWi81v/XFfab0j3Y9isdgMWi6pWwd8Kln5JWl/Nuys5fVN5QAcOqwvowZ4yYukjvPZmeNYv7OWl9btZEtFPV+au5SfXzCNtGiX+7xQkiTpbZJWOAVBcMl+xouB4XsZep6WLQv29pzLOiCaJHWIuXuubprqZuGSOlZqSoTvfXASH73rddbvrOX1zRX84N8r+dr7DiESca84SZLUtfkRmSQdhKZ4goeXtGwrl5Me5ZRD8kNOJKknys1M5SfnFNG39c51cxeXcPdrm0NOJUmStH8WTpJ0EF5cW8b26pb9VN43MZ+stGjIiST1VCPzsvjB7ElEWxc13frMGl5YWxZuKEmSpP2wcJKkgzB30RuX051V5OV0kpLryJF5fOHk8QDEE/DVh5axZkd1yKkkSZLaZ+EkSe/Q9uoGnl+zA4Bxg7KZXJgbciJJvcH5M4ZywYyWO9dVNzRz/f1L2FXTGHIqSZKkvbNwkqR36JElJTQnWr4/s6jQzXsldZrrTxrHUSP7A7C5vI4vPbiUqvomgpIq1u1qoDmeCDmhJElSi6TdpU6SeqJEItF2d7rUlAinTyoIOZGk3iQ1JcL3Z0/io3fNZ8POWl7bVM77fvEfGltb8KH9dnLVe0Zz2qTBISeVJEm9nSucJOkdWLilgvU7awGYOX4g/bPTQk4kqbfpm5nGTWdPIa11F/HdZRPAlvI6vv7Ich5aUtze0yVJkjqFhZMkvQMP7LFZ+JlT3SxcUjjSopE3FU1v9fPn1tHUHO/ERJIkSW9m4SRJB6i6oYl/r9gGQEFuBkeNzAs5kaTe6plVO/Y5vr26gUVbKzspjSRJ0ttZOEnSAXp8+TZqG1tWDJwxpYBoipuFSwpHfdP+Vy/VNTV3QhJJkqS9s3CSpAO0e7NwgNlFbhYuKTyTC3P3OZ4SgdjgPp2URpIk6e0snCTpAKzZUd12ecqRI/szrF9WyIkk9WZHjuzPIfk57Y7HE/DQ4hISifb3eZIkSUomCydJOgB7bhZ+VpGbhUsKV0okwk1nT2HswOx2z/nZc2u55Zk1xC2dJElSCFLDDiBJXV1jc5xHlpYC0DczlZkTBoWcSJKgsG8md15+OC+s2cFrm8ppqKvktKljWF9Ww/ceX0lzAu56dTM7axr5xvsPITXq54ySJKnzWDhJ0n48t3oHu2obATht4mAyUn3TJqlrSE2JcOL4QZw4fhAlJespKOjH9GH96J+dzlceWkZ9U5x/LiulvK6RH8yeTFZaNOzIkiSpl/BdkyTtxwN7bBZ+5lQvp5PU9Z0wbiC3nTeV3IyWzxZfXLuTa+5Z2FaeS5IkJZuFkyTtQ0llPS+t2wnAxMF9vOuTpG5jxvB+/Oqi6eT3SQdg0dZKPvnXBRRX1IWcTJIk9QYWTpK0Dw8tKSbeut+uq5skdTfj83P4zcUzGJnXcmfNtWU1fPzu+azdURNyMkmS1NNZOElSO+KJBA8uLgEgIzWF0yYODjmRJL1zQ/tl8puLpzO5MBeA0qoGrvjrfBZtqQg5mSRJ6sksnCSpHa9tLGdzeculJydNGERupvdZkNQ95WWn84sLpnH0qP4AlNc1cfU9C3lhbVnIySRJUk9l4SRJ7dhzs/CzirycTlL3lp0e5eZzinhfLB+AuqY4n//HEh5ZWhJyMkmS1BNZOEnSXlTWNfHUyu0ADOuXyWEj+oWcSJLevbRoCt/54EQuOnQoAM3xBN/8Z8Cd8zaFnEySJPU0Fk6StBePLi+lvikOwOyiAlIikZATSVLHSIlE+PxJ47jqPaPbjt3yzBp+9uwaEolEeMEkSVKPYuEkSXsxd1HL5XQpEThjipfTSepZIpEIHztmJF85dQIprX36n17ZxHf+tYKmuKWTJEl69yycJOktgtIqlpdWAXDM6DwKcjNCTiRJyXHOtCH8YPZk0qMtrdODS0q44YEl1DU2h5xMkiR1dxZOkvQWu1c3gZuFS+r5TpowiJ+eN5Wc9CgAz60p49P3LqKirjHkZJIkqTuzcJKkPdQ3xXl0eSkAeVlpvHfcwJATSVLyHT6iP7+8aDoDstMAWLClgk/+bQGllfUhJ5MkSd2VhZMk7eHpldupqGsC4AOTB5MW9Z9JSb1DbHAffnvJDIb3zwRg9fYaPvHX+awrqwk5mSRJ6o58JyVJe3hg8R6X0031cjpJvcvw/ln85uIZxAb3AWBrRT1X/HUBS4orQ04mSZK6GwsnSWq1ubyWVzbsAmDqkFzGDswJOZEkdb6BOencceE0jhjRD4BdtY1cNWcB/123M+RkkiSpO0kNO4AkdRUPLS5p+/5MNwuX1Iv1yUjllnOn8o1HlvPkyu3UNsb57P2Lueb4MWwur2VpSRXRRAOnTUlldlEhWWnRsCNLkqQuxsJJkoDmeIIHl7QUTllpKZw6MT/kRJIUrozUFL53xiR+/OQq7luwlaZ4glufXfOmcxaVrObvC7dyxwXT6d+64bgkSRJ4SZ0kAfDyhp2UtN6NadYh+eSk28dLUjQlwpdOGc+HjxjW7jmrt9fwk6dXd2IqSZLUHVg4SRIwd5GbhUvS3kQiEQblZOzznMeDbVTUNXZSIkmS1B1YOEnq9crrmnl61Q4ARuVlMW1o35ATSVLXsnFX7T7Hm+IJiivqOymNJEnqDiycJPV6T6+tpimeAFpWN0UikZATSVLXMjAnfb/nDDiAcyRJUu/hJiWSeqW6xmYeW76Nl9aV8cLaXQBEI3D65IKQk0lS1/OBSYP59YvrSbQzfszoPAZZOEmSpD1YOEnqdbZW1HHNPQvZuKvuTcfToyk0NMdDSiVJXdfw/llcdfxobn9+3dvGIsDVx4/u7EiSJKmL85I6Sb1KIpHgqw8te1vZBFDbFOerDy0LIZUkdX0fPXokPz5zMocO60tGagpprX9FJoDnV5eFmk2SJHU9rnCS1KssK6li0dbKdscXba1kWUklkwpyOzGVJHUPMycMYuaEQQAsX7eGT87dQm1jnD/P28g504d4WZ0kSWrjCidJvcqqbdX7PWdl6f7PkaTeLi8rymVHjgCgtjHOr19cH3IiSZLUlVg4SepV+mTuf2Fn7gGcI0mCDx8xvG1V0wOLtrJ2R03IiSRJUldh4SSpVzludB65Ge0XSrkZqRw7Oq8TE0lS95WVFuVTx40CoDkBP3t2TciJJElSV2HhJKlXyUyL8qHDh7U7/tkTx5KZFu3ERJLUvc0uKmTswGwAnltTxqsbd4WcSJIkdQUWTpJ6nYVbK952bOLgPvz4zMmcObUwhESS1H1FUyJcd8LYtse3PrOGeCIRYiJJktQVuFGJpF7lxbVlvLh2JwAT8nO47byplO3YxPiRY/fzTElSe44bk8cRI/szb8MulpVU8fjybbx/0uCwY0mSpBC5wklSr9EUT3DLM2/sL/K5mWMZkJNOboaX0EnSuxGJRLjuhDFtj29/fi0NTfEQE0mSpLBZOEnqNe5f+MYdlE4YN5AjR7o5uCR1lEkFuZzWuqppS0U9c+ZvCTmRJEkKk4WTpF6hoq6RX76wDoDUlAifOdFL6CSpo119/GjSoxEAfvfSBsprG0NOJEmSwmLhJKlX+O1LGyivawLgwkOHMjIvK+REktTzDOmbyUWHttwJtLK+id//d2PIiSRJUlgsnCT1eBt21jLn9ZZLO/plpvLxY0aGnEiSeq6PHj2Sfpkt96WZM38zm8trQ04kSZLCYOEkqcf76TNraIq33KL7k8eNpm9mWsiJJKnnys1M5WOtxX5jc4JfPL8u3ECSJCkUFk6SerRXNuzkmdU7ABgzMJtzpw8JOZEk9XwXzBjKsH6ZAPxr+TaWFleGnEiSJHU2CydJPVZzPMHNT69pe/zZE8eSmhIJMZEk9Q5p0RSuee+Ytse3PrOGRCIRYiJJktTZLJwk9VhzFxezcls1AMeNyeO4MQNCTiRJvcesQwYxpTAXgNc2lfPcmrKQE0mSpM5k4SSpR6qqb+KOF9YBEI3AZ08cF24gSeplIpEInzlxbNvj255d27afniRJ6vksnCT1SL//70bKahoBOG/6UMYMzA45kST1PocO78eJ4wYCsLashrmLi0NOJEmSOouFk6QeZ3N5LXe/tgmA3IxUrjhuVMiJJKn3+vQJY4i2bp/3yxfWUdPQHG4gSZLUKSycJPU4P3t2LY3NLZdtfOLYkfTPSgs5kST1XqMHZHP2tJY7hJbVNPKXeRtDTiRJkjqDhZOkHuX1TeU8sWI7ACPzsrhgxtCQE0mSrjh2FNlpUQD+/MomtlfVh5xIkiQlm4WTpB4jnkjwk6dWtz3+zIljSYv6z5wkhW1gTjqXHzUcgLqmOL98cX3IiSRJUrL5TkxSj/HwkhKWl1YBcOTI/rx37ICQE0mSdvvQ4cPJ75MOwNzFxazeXh1yIkmSlEwWTpJ6hJqGZm5/fh0AKRH43MyxRCKRcENJktpkpkX5VOtNHOIJuO25tSEnkiRJyWThJKlH+OMrG9le3QDAWVMLmZDfJ+REkqS3OmNKIeMGZQPw/Joy5m3YFXIiSZKULBZOkrq94oo67py3CYCc9ChXvmd0uIEkSXsVTYlw7Qlj2x7/9Nk1xBOJEBNJkqRksXCS1O3d9txa6pviAHzs6JEMyE4POZEkqT3Hjc7jyJH9AVhWUsVjy7eFnEiSJCVDajJ/eCwW+x1wBlAaBEHRXsYnAr8HDgO+GgTBjXuMnQbcCkSB3wRB8IPW42OAvwIDgNeAy4IgaEjm65DUdS3cUsG/Wt+sDOuXycWHDQs5kSRpXyKRCJ85YSyX/eU1EsDtz6/lpAmDyEj1c1BJknqSZP9m/wNw2j7Gy4DrgBv3PBiLxaLAz4EPAJOBS2Kx2OTW4R8CNwdBMAHYCXy8gzNL6ibiiQQ3P7267fF1J4wh3TcsktTlxQr68IHJgwHYWlHPnNc3h5xIkiR1tKS+MwuC4FlaSqX2xkuDIHgFaHzL0FHAqiAI1rSuXvorcFYsFosAJwP3tp73R+Dsjk8uqTt4bPk2Fm+tBODQ4f04acKgkBNJkg7UVe8ZTXq05W6iv//vRspr3/rnoCRJ6s666lKAYcDGPR5vaj02ENgVBEHTW45L6mXqGpv52bNrAIgA188cSyQSCTeUJOmAFfZ94zLoyvomfvffDSEnkiRJHSmSSPKdQWKx2Gjgob3t4bTHOd8Cqnbv4RSLxS4A3h8EwSdaH19Gy6qnbwP/CYJgfOvxEcAjQRBM3VeG2tq6xOrVqzrg1UjqKu5euIs7F5YDMGtcDp891tVNktTdVDXE+eQDm6moj5OaAnfMHkphblrYsSRJ0gEqKip6FThib2NJ3TT8XdgEjNjj8XBgC7Ad6B+LxVJbVzntPr5PqalpFBSMeschSkrWH9TzDpbzdd/5evJr64rzlVbWc9/SlkWQWWkpfH5WEYP6ZCRtvo7mfM7XFedyPucLY74C4BPHpfOTp1bTFIc5yxv57hnjkzbfO9GT5+vJr835nM/5wpuvJ7825zs4XfWSuleACbFYbEwsFksHLgbmBkGQAJ4Czm897/8BD4SUUVJIbn9hHXVNcQA+ctTId1U2SZLCdf70IQzvnwnAY8E2lhRXhpxIkiR1hKQWTrFY7G7gPy3fxjbFYrGPx2KxK2Ox2JWt44WxWGwTcD3wtdZz+rauXvo08C9gGTAnCIIlrT/2S8D1sVhsFS17Ov02ma9BUteytLiSh5eUAFCYm8Glh7uNmyR1Z2nRFK45fkzb41ufWUOyt3yQJEnJl9RL6oIguGQ/48W0XBa3t7FHgEf2cnwNLfs5SeplEokENz+9uu3xtSeMITMtGmIiSVJHOOWQQUwdksuirZW8vqmcZ1eXceL4gWHHkiRJ70JXvaROkt7miRXbmb+5AoCpQ/pyaiw/5ESSpI4QiUT4zIlj2x7f9twamuKucpIkqTuzcJLULdQ3xfnZs2vaHl9/0lgikUiIiSRJHWn6sH7MbF3VtK6slgcWbQ05kSRJejcsnCR1C3e/uoktFfUAnDZpMEVD+oacSJLU0a557xiirZ8l/OrF9VQ3NIUbSJIkHTQLJ0ld3vbqBv7w8kYAMlJTuOb40eEGkiQlxegB2ZwzbQgAZTWN/PmVTSEnkiRJB8vCSVKXd8cL66huaAbgsiOGU9g3M+REkqRkueK4UeSkt9wQ4s55m9hWVR9yIkmSdDAsnCR1aUFpFXMXFQOQ3yedy48aEXIiSVIyDchO5/IjW/6tr2uKc8cL69le3UBdUzzkZJIk6Z1IDTuAJLUnkUhwy9Or2X2fomuOH0NWWjTUTJKk5Lv08GHcu2AL26oamLu4mLmLi0mJwAnjarjm+DGMHpgddkRJkrQfrnCS1GU9u3oH8zaWAzCpoA8fmDw45ESSpM6QkZrCgOy0Nx2LJ+DpVTv42N3zWbejJqRkkiTpQFk4SeqSGpvj3PrMmrbH188cR0okEmIiSVJn+e/6nQSl1Xsdq6xv4hcvrOvcQJIk6R2zcJLUJc15fQsbd9UBMOuQfGYM7xdyIklSZ3ls+bZ9jj+zajt1jc2dlEaSJB0M93CS1CUkEgnmbdzF82vKKN25i+c31AKQHo1w7QljQk4nSepMlfVN+xxvTkBtYzOZ7usnSVKXZeEkKXTVDU188YGlvLJh19vGZhcVMrRfZgipJElhmZCfw9OrdrQ7npeVSr+stHbHJUlS+LykTlLofvzEqr2WTQCvbdxFPJHY65gkqWc6a+oQ0qPt/5la0xhn0ZaKTkwkSZLeKQsnSaHaXt3Ao/vYq2NtWS2vrN97GSVJ6pkKcjP43hkT2y2d6pviXHPvIp5d3f4qKEmSFC4LJ0mhWrmtiub4vlcwLS2p7KQ0kqSu4sTxg7j/40fyyeNGccohg3j/+D789LwpvH9iPtBSOt3wwBLmLi4OOakkSdob93CSFKqs1P1v+OqmsJLUOw3OzeCKY0cBUFKynoKCgRw9agADc9K569XNNCfgO/9awY7qBj5y1AgikUjIiSVJ0m77XeEUi8Vm7uXYh5KSRlKvUzQkl/w+6e2Op0Rg5viBnZhIktSVpUQifPbEsVy3xx1Mb39+HTc9tdo9/yRJ6kIOZIXTd2Ox2GvADUAf4FdABLgzmcEk9Q6p0RQ+etRIfvTkqr2OX3LYcIb09S51kqQ3RCIRLjtyBHnZafzfv1bQnIC/vb6FnTWNfPO0GOmp7hohSVLYDuS38XuBzcDrwIvA34MgODupqST1Kkv2skfTgOw0rjthDNedOGYvz5AkCc6YUsiNZ08ho7VgeizYxufuX0x1Q1PIySRJ0oEUTn2B6cAmoAEoiMViXiAvqUMs3lrBw0tKgJa7Et11+WHcfsYQHvrk0Vx25AhS3I9DkrQPx48dyC8umEa/zJaF+y9v2MVVcxZSVtMQcjJJknq3AymcXgaeCoJgFnAUMBZ4LqmpJPUK8USCG59c3fb4uhPGMCG/DyP7p5PWzq2wJUl6q6lD+/Lri2dQkJsBwLKSKj5x93w27aoNOZkkSb3Xgbyje38QBL8CCIKgOgiCq4FvJDeWpN7gkaUlLCluuZzu0OH9ODWWH3IiSVJ3NWZgNr+9ZAZjB2YDsHFXHR+/ez5BaVXIySRJ6p32WzgFQbA2FotdHIvFvgoQi8VGAOVJTyapR6tuaOK259YBLXei+/xJ47ydtSTpXSnIzeDXF09n+tC+AJTVNPKpvy1g3oZdISeTJKn32W/hFIvFbgNOAj7ceqgauCOZoST1fL97aQM7qlv21zh76hBig/uEnEiS1BP0zUzjtvOncsK4gQBUNzRz3d8X8cSKbSEnkySpdzmQS+qOC4LgU0AdQBAEZUB6UlNJ6tE27Kzlrlc3A5CbkcpV7xkdbiBJUo+S+f/Zu+/4vOr6//+PKztp2rTpSNOVtml7ult22RQRGYKsgqgoCDJFBHHyVX/qB1EcDFkqKuJgb0FFQShToHSP073bpG2aJml2cv3+SBoKNmkoTU7G4367XTd6zvtceT8vboxcr/M+r3dyIj89fTyfmjgQgJq6ON9+ZjGPzNkYcTJJkrqP1hScaoIgSADiAEEQ9AXq2zSVpC7tlpdWUFsfB+CyI/LonZEccSJJUleTlBDjhhNH88XDhgINv8je/MJy7nltNfF4PNpwkiR1A60pON0JPAb0D4LgB8CrwE/bNJWkLuu1VUW8urIIgJF9Mzh76qCIE0mSuqpYLMYVR43g68fns6tL4O/eXMuP/7Ws6caHJElqG0l7uyAMw/uDIJgFnADEgBlhGC5o82SSupyaunp++Z8VTcdfm55PUoKNwiVJbevcAwbTJyOF7z23hNr6OE/O30xxRQ0/OmUsacmJUceTJKlLanaFUxAEvXa9gHXAH4DfA2sbz0nSh/LQ7I2s3V4BwHGj+nJoXp+IE0mSuouPB/257ayJ9EhpKDC9tHwbX3lsPqWVtREnkySpa2rpkbqFwILGv24H1ja+tjeel6RW27azmnvfWANASmKMrx43MuJEkqTu5tC8Ptxz7mSyG3sHzt5QwpcemsOWsqqIk0mS1PU0W3AKw3BoGIbDgGeAM8Mw7B2GYW/gDOCh9gooqWu469VV7KyuA+BzBw9hcFZ6xIkkSd3R2Jye/O78qQzOSgNgxdZyLn5gDquLyiNOJklS19KapuGHhmH49K6DMAyfAaa3XSRJXc2izaU8s6AAgAGZKVx42LCIE0mSurMhvdP53flTCQZkArCppIpLHpjDg++u5+tPLeS8+97hO/8u4NmFBTYXlyRpH+21aThQFATBt4A/07Cj7OdoeKxOkvYqHo/z8xdXsOvX9auPGUm6DVolSRHr2yOFe86dzDeeXsTba4vZUVnLL/6z8n3XzPtHyPNhIT//1ASSE1tzn1aSJO3Smv9zfgYYCvwd+AcwDDi/LUNJ6jr+vriQ+ZtKAJgyqBefGNs/4kSSJDXITE3i1jMnctCQrGaveX3Vdh58d0M7ppIkqWvY6wqnMAy3Ale1QxZJXUx5dR13vLIKgBhw/fH5xGKxaENJkrSblKSEpibizXly/mYuOGRoOyWSJKlr2GvBKQiCUcB1wPDdrw/D8MS2iyWpK/jDf9eypawagNMnDWRsTs+IE0mS9L82lba8S9367RXtlESSpK6jNT2cHgV+R0MPp7q2jSOpq1hfXMFfZq0HIDM1kSuPGh5tIEmSmtGvR0rLF8Tg6fmbOWVCDkkJrtSVJKk1WlNwqg/D8FdtnkRSl3LLSyupqWtoFf6lw/PIztjLL/OSJEXkkxMG8tLybc2O18fhR88v5U/vrOOKI4czfXQ/HxGXJGkvWlNweioIgkuBJ4Cm9cZhGJa0WSpJndqbq4uYuaLhF/cR2RmcO3VQxIkkSWreMfnZnDRuAP9YXPg/Y1lpSZRW1VIfh9VFFXzzmcWMy8nkqqNHcFhenwjSSpLUObSm4HRJ41+/u9u5OA271UnS+9TW1fPL3baVvm76SJLcSlqS1IHFYjF+cHLAQUOyeHzeJtYVV5CVEuP0yUP49IGDKSit4u7XVvOfZVsBWFxQxpcfnc/Bw3pz1VHDmZjbK+JPIElSx9OaXerckkNSqz08ZyOrisoBOCa/L9OGZ0ecSJKkvUuIxThjci5nTM4FoKBgDTk5DfdXR/TN4ObTx7Nwcyl3vbKKt9YWA/DO2mIu+uscjhvVl8uPHE5+vx6R5ZckqaNptuAUBMHpLb0xDMOn938cSZ3Z9vJqfvvGGgCSE2Nce9zIiBNJkrT/TBjYkztnTOatNdu589XVLNpcCsBLy7cxc8U2Th6fw6WH5zEoKy3ipJIkRa+lFU4zWhiLAxacJL3PXa+upqyqXy7oZAAAIABJREFUYTPLzxw0hCG90yNOJEnS/ndoXh8OGdabl5Zv4+5XV7OqqJz6ODy7sIB/Li7k7Cm5XHTYMPrubfc7SZK6sGYLTmEYXtCeQSR1bksKSnlq/magYXvpiw7zaVxJUtcVi8WYProfx+T35blFBfzm9TVsLq2itj7OQ7M38vSCzZx/0BAuOHgImamtaZsqSVLXYidfSR9ZPB7n5y+uIN54fPUxI+iR4i/XkqSuLzEhxmkTB/LYFw/ha9Pz6ZOeDEBFTT2/f3MtZ9z7Fn96ex2VNXURJ5UkqX1ZcJL0kT2/ZAtzN5YAMCm3JyeNGxBxIkmS2ldKUgKfPnAwT1xyCJcdkUePlEQAdlTWcvvMVZz9+7d5fN4mauvq3/e+2rp6istrqK2P7+nHSpLUabkEQdJHUlFTx+0zVzYdf+34USTEYhEmkiQpOj1Skrjk8DzOmTqIP761jodnb6C6Lk5hWTU3/WsZf3lnPZcdkceheb35zetreXZhAeU1daQnxfjkxFouPzKPXmnJUX8MSZI+slYVnIIgOBQYvvv1YRj+tY0ySepE7ntrHYVl1QCcPjGHCQN7RpxIkqTo9U5P5ppjR/LpAwdz7xtreGbBZurisHZ7BTc8u4TUxASqdlvtVFEb55E5G5m9fgf3nj/FR9MlSZ3eXh+pC4LgPuAO4ATg6MbXUW0bS1JnsGFHBX9+ex0APVISufKoEREnkiSpY8npmcoNJ47hoQsP5oQx/ZvOV33g0bpdlm/dyaNzNrVXPEmS2kxrbp1MA8aHYbjn/ytK6rZufWkl1XUNPScuOTzP7Z8lSWpGXnYGN502ji8UDOGyh+ZR3kIT8X8uKeQLh7rbqySpc2tN0/CFQL+2DiKpc3lrzXZeWr4NgLw+6Zx3wKCIE0mS1PGNzelJz7SW7/mWVNa2UxpJktpOa1Y4ZQGLgyB4E6jadTIMw7PaLJWkDq22Ps4v/rOi6fja6fkkJ7rppSRJrTGqXw8KSquaHc/vm9GOaSRJahutKTjd1OYpJHUqj83ZyMpt5QAcNTKbI0dkR5xIkqTOY8YBg3htVVGz4zur66ipq/dmjiSpU9vr/8XCMHwBCIH6xj+/BrzZ1sEkdUzF5TX8+vU1ACQlxLj2uPyIE0mS1LkcOSKbS4/Ia3Z87sYSvvn0IqprbaEqSeq8WrNL3ReBp4F7G08NA55qy1CSOq57Xl9NaVVDb4nzDxzMsD7pESeSJKnz+dLhefz5ggM574BBHJvfl9OCnvzolLH0auzv9MrKIq5/aiGVLTQXlySpI2vNI3VfAQ4F/gsQhuHSIAhy2jSVpA5paWEZT8xr2Ko5OyOZL04bFnEiSZI6r2BAJsHxowAoKFhDTs4ARvbN4KpH51NcUcMbq7fztScX8oszJpCWnBhxWkmSPpzWPBheGYZh9a6DIAj8v53UDcXjcX7+nxXUxxuOv3z0CDJTW1OzliRJrTVmQCb3nDuZ7IxkAN5aW8w1jy+gvNqVTpKkzqU1BafXgiD4BpAWBMF04CHgb20bS1JH8++lW5m9fgcAEwb25NQJLnSUJKkt5Pfrwa/Pm0L/zBQA3l2/g6sfm09Z4yPtkiR1Bq0pOH0DKAWWANcALwA3tGUoSdGrq4/z0rKtfO+5JfzwPwX8+F9Lm8auPz6fhFgswnSSJHVtw7Mz+PW5U8jpmQrAvI0lXPXofEoqayJOJklS6+z1eZgwDOuAuxtfkrqBipo6rn1iAbPW7fifsWnD+zAxt1cEqSRJ6l6G9knnN+dN4YpH5rFxRyWLNpdy5SPzuePsSfRufOROkqSOqtmCUxAEs4F4c+NhGB7YJokkRe72l1fusdgEsGBjCWVVtfZvkiSpHQzKSuPX507mqkfns3Z7BWFhGVc8Mo87Z0wiOyMl6niSJDWrpUfqzgFm0PAI3UvAxY2vF4Gn2jyZpEjsrK7lmYUFzY6XVdfxzyWF7ZhIkqTubWCvNO45dzLDs9MBWL51J5c/NI+tZVURJ5MkqXnNFpzCMFwRhuEK4IgwDK8Lw3B24+t64MT2iyipPW0orqSqtr7Fa5Zv2dlOaSRJEkD/zFTuOXcK+f0yAFhVVM5lD8+joNSikySpY2pN0/DMIAim7ToIguAwILPtIkmKUq+0vT8q15prJEnS/tW3Rwr3zJjCmP49AFi7vYLLHprLppLKiJNJkvS/WlNwugS4NwiC5UEQLAfubTwnqQsa2CuNyYNabgp+4tgB7ZRGkiTtrndGMnfNmMy4nIb7vxt2VHLpg3NZX1wRcTJJkt6vNbvUvQ1MDIKgb+Pxttb84CAIfg98EigMw3DiHsZjwG3AKUA5cGEYhu8GQTAduGW3S8cCnw7D8MkgCO4DjgV2dTO+MAzDOa3JI6n1Ljp0CNc+uWiPY+cdMIj8fj3aOZEkSdolK72h6PSVxxYwf1MJm0uruOyhudw5YzLDszOijidJEtCKglMQBN/5wDEAYRj+eC9vvQ+4A7i/mfGTgdGNr8OAu4HDwjD8DzC1ca5sYDnw/G7v+3oYho/uLbekfff3xVv+59ygrDQ+e9BgZkwdFEEiSZK0u8zUJH51zkSufWIhs9fvoLCsmssemsvd505mZF9vDEmSoteaR+rqdnslA2fQUCRqURiGM4GiFi75FHB/GIbxMAzfBHoHQZD7gWvOAf4ehmF5K3JK2g/eWVvM82FDwWlQVhr/unIaf50xhCcvPoRzDxhMLBaLOKEkSQLokZLEbWdN5OBhvQEoKq/h8ofmsWxLWcTJJElqRcEpDMOf7vb6AXAM8MHC0L4YDKzb7Xh947ndfRp44APnbgyCYF4QBLcEQZC6H3JIalRbV8/NLy5vOv7a9Hx6p6fQKzXRQpMkSR1QenIit5wxgcOH9wFge0UNVzw8jyUFpREnkyR1d7F4PP6h3hAEQRbwThiGe13lFATBcOBvzfRweha4KQzDVxuPXwC+EYbhrMbjXGAeMCgMw5rdzm0GUoDfACvCMPzh3nJUVFTGV6xYvrfLpG7v8UUl/P7d7QAcMjid70+3ObgkSZ1BTV2cm2Zu4a0NDc3DeyTH+OHHcgj6eX9WktR2Jk6cOAs4eE9jrenhNBvYVZVKpGF10976N7XGemDobsdDgI27HZ8LPLGr2AQQhuGmxj9WBUHwB+D61kyUlJRMTk7ehw5YULBmn963r5yv887XFT7blrIqHpy/HoCUxBjfOWkiOb3T22y+ljif8zlf+8/lfM7nfJ1/vltnDOOGZ5fwn2Vb2VkT53svbuHWMycydUjWfp/rw3A+53O+7jFfV/5szrdvWtPD6RxgRuPrdGBoGIa37oe5nwY+HwRBLAiCacCO3QpKAOfzgcfpdvV4atzh7gxgwX7IIQm47eWVlNfUAfD5Q4YypLHYJEmSOofkxAR+fOpYTgz6A7Czuo6vPD6fWeuKI04mSeqO9rrCKQzDFUEQTASOajw1E9jzfum7CYLgAeA4oF8QBOuB79PQdJwwDO8BngNOoWEXunLgot3eO5yG1U8vf+DH/iUIgv5ADJgDXL63HJL2bta6Yv65pLFReK9UvnDo0L28Q5IkdURJiQn88JSxJCXGeG5RIRU19Vzz+AJ+ccYEDsvrE3U8SVI30ppH6r4MXAk82XjqkSAI7gzD8K6W3heG4fl7GY8DVzUztpr/bSBOGIbH7y2vpA+ntq6em194r8fZddNHkZacGGEiSZL0USQmxPjeJwKSExJ4asFmqmrrue6JBZw0bgALN5eytbSSvL7bOXtKLieNG0CCG4NIktrAXgtOwKXAoWEYlgEEQfBj4HWgxYKTpM7hodkbWbmtHIAjR2RzTH52xIkkSdJHlZgQ4zsnjiYpMcZjczdRXRfn6QUFTePzNpYwb2MJs9YV8/9OHONutJKk/a41PZxiQM1uxzWN5yR1clvLqvjtG2uAhkbh1x+f7y+ckiR1EQmxGN/82Cgm5vZs9pqnFxTw2qqidkwlSeouWrPC6U/Am0EQPNZ4fCbwx7aLJKm93DZzFTurGxqFX2CjcEmSupxYLMbWsqoWr3l6QQFHjezbTokkSd1FsyucgiB4LgiC4WEY3gxcRkNj7wrg8jAMf95eASW1jVnrivnH4kIAcnulcqGNwiVJ6pK2lFXvZbzlgpQkSfuipRVO9wHPB0HwR+DmMAzfap9IktpabV09P3vxvUbhX5ueb6NwSZK6qNysNNYXVzY7PrBnWjumkSR1F80WnMIwfDgIgmeB7wHvBEHwJ6B+t/FftkM+SW3g4TkbWbG1oVH4ESP6cEy+y+glSeqqPjVxIHe+urrZ8WBAj/YLI0nqNvbWNLwG2AmkAj0/8JLUCW0tq+I3rzc0Ck9OjHH99FE2CpckqQs7/6AhHDKsd7Pj976xllnritsxkSSpO2h2hVMQBCcBvwSeBg4Mw7C83VJJajO3f6BR+NA+NgqXJKkrS01K4LazJvK3hQU8u7CAwtJyhvfNJBZL4PVVRVTV1XPtEwv41dmTmDI4K+q4kqQuoqUeTjcAM8IwXNheYSS1rXfXF/P33RqFX2SjcEmSuoXkxATOnJzLmZNzKShYQ05OHvXxOD/+1zKemr+Zipp6rnl8AXeeM4kJub2ijitJ6gKafaQuDMOjLTZJXUdtfZyfvbCi6fi642wULklSd5YQi/Gdj4/mlPEDANhZXcfVjy0gLCiLOJkkqSvYWw8nSV3EI3M2snzrTgAOH96HY0fZKFySpO4uIRbju58I+HjQH4DSqlquenRe0+8MkiTtKwtOUjewdWc1v35tNdDYKPx4G4VLkqQGSQkxfnhywHGNN6N2VNZy1SPzWL3NFq6SpH1nwUnqBn41c+V7jcIPHsIwG4VLkqTdJCUmcOOp4zhyRDYAReU1XPnoPNYXV0ScTJLUWVlwkrq4Oet38NyihkbhA3umctFhwyJOJEmSOqKUpAR+evp4Dh3WG4AtZdVc8fA8NpVURpxMktQZWXCSurDa+jg3v7i86fja6TYKlyRJzUtNSuDnZ0zggCFZAGwureKKh+dRWFoVcTJJUmdjwUnqwh6ds5FlWxqafk4b3ofpNgqXJEl7kZ6cyC1nTmBSbi8ANuyo5IpH5rF1Z3XEySRJnYkFJ6mL2razmnsaG4UnJcS4fnq+jcIlSVKr9EhJ4vazJzIuJxOAtdsruPKReWwvt+gkSWodC05SF7V7o/DPHTyEvOyMiBNJkqTOJDM1iV+dPYnR/XsAsGpbOV9+dD47KmoiTiZJ6gwsOEld0NwNO3i2sVF4Ts9UvjjNRuGSJOnDy0pP5s5zJjGib8ONq6VbdvKVxxdQVlUbcTJJUkdnwUnqYmrr4/z0hfcahV933EjSbRQuSZL2UZ+MFO46ZxLD+qQDsGhzKdc8voDyxpXUkiTtiQUnqYt5bLdG4Yfl9Wb66H4RJ5IkSZ1dv8xU7poxmUFZaQDM21jCdU8uoLLGopMkac8sOEldyLad1dzz+mqgsVH48aNsFC5JkvaLnJ6p3D1jMjk9UwGYtW4H1z+1kKra+oiTSZI6IgtOUhdyxyurKKtquNP42YOHMNxG4ZIkaT8alJXG3TMm069HCgD/XVPMt55ZRE2dRSdJ0vtZcJK6iLkbdvC3hQUADMhM4WIbhUuSpDYwtE86d8+YTHZGMgCvriziO39bTK1FJ0nSbiw4SV1AXX2cm3dvFD4930bhkiSpzQzvm8Gd50wmKy0JgJeWb+P7fw+pq49HnEyS1FFYcJK6gMfmbmJpY6PwQ4f15ngbhUuSpDY2qn8P7jhnEpmpDTe5ng+38KPnl1Ift+gkSbLgJHV6ReXV3P3aKqChUfjXbRQuSZLaydicnvzq7ElkNK6sfnZhAT/59zLiFp0kqduz4CR1cnfMfK9R+GcOGsLwvjYKlyRJ7Wdibi9uPWsiaUkNXy2emLeZX/xnBfF4nB0VNWwuq7GpuCR1Q0lRB5C07+ZtLOEZG4VLkqSIHTAki1+eOYFrn1hIVW09D83eyCsrtrGxpAqAXqmFnDkll0sPzyMlyXvektQd+F97qZP6YKPwa4/LJyPFRuGSJCkahwzrw82njycpoeHR/l3FJoCSqlr++NY6vvnMIns8SVI3YcFJ6mTKqmrZWl7Lo3M3EhaWAXDIsN58bIyNwiVJUrSOGJFNMCCz2fFXVxbxxurt7ZhIkhQVH6mTOomV23Zyx8xVvLaqiPo47GoLnmijcEmS1EFU1tSxuKC0xWv+HW7hyBHZ7ZRIkhQVC05SJ7BqWzmXPDCH0sbm4AC7FqMP6pVKXnZ6NMEkSZJ2U1lTT/1enpgrq6ptnzCSpEj5SJ3UCdz16qr3FZt2t664kv+ucWm6JEmKXq/0JAZkprR4zZj+PdopjSQpShacpA6usqaOV1Zsa/Ga55dsaac0kiRJzUuIxfj0gYNbvGb9jkobh0tSN2DBSergKmrqqHNpuiRJ6iQ+c9AQTp2Q0+z4c4sK+cE/Qmr39uydJKlTs4eT1MFlpSczIDOFwrLqZq8Z07/53WAkSZLaU2JCjO9/YgxnTc7l+SWFFBbvYNLQAQzOSuP7fw+prK3nuUWFVNXW86NTxpKc6D1wSeqKLDhJHVxCLMaMqYO489XVexxPTUrgU5MGtm8oSZKkFsRiMSYP6sXkQb0oKFhDTs5QALIzUvjqEwvYWV3HC0u3UlW7iJ+cNp7UJItOktTV+F92qRM4eXwOibH/PZ+alMBNnxzHgJ6p7R9KkiTpQ5o6JIu7ZkwmK63hvverK4u49okFVNTseXMUSVLnZcFJ6gR+9+aapj5O43MyOTovgyuOHM6TFx/C0fl9ow0nSZL0IYwf2JN7zp1CdkYyAG+vLebqR+fbk1KSuhgLTlIHt3zrTp6avxmA/pkp3HPeFL55dH++OG0Y/TJd2SRJkjqfUf178OvzpjAgMwWAuRtLuPKReRRX1EScTJK0v1hwkjq4X81cya5NXC4/cjjpyYnRBpIkSdoPhmdn8JtPT2FQVhoAiwvKuPzhuWzd2fxGKZKkzsOCk9SB/Xf1dl5ftR2A0f17cOr45rcYliRJ6mwGZ6Xz2/OmkNcnHYAVW8u57KG5FJRWRZxMkvRRWXCSOqi6+ji3zVzZdHzNsSNJTNhD53BJkqRObEDPVH593hRG9+8BwNrtFVz64BzWF1dEnEyS9FFYcJI6qGcXFrBsy04AjhjRh8Py+kScSJIkqW307ZHC3TMmM35gTwA2llRx6UNzWb2tPOJkkqR9ZcFJ6oAqauq4+7XVACTE4CvHjIw2kCRJUhvLSk/mznMmMXVwLwC2lFVz6UNzWbalLOJkkqR9YcFJ6oD+/Pb6poaZZ0zKJb9fj4gTSZIktb3M1CRuP3sSh+X1BmB7RQ2XPzyPhZtKIk4mSfqwLDhJHcyWsiruf3sdABnJiVx6RF7EiSRJktpPenIivzhjIkePzAagpLKWqx6dz+z1OyJOJkn6MCw4SR3Mr19bQ2VtPQBfOHQofXukRJxIkiSpfaUmJXDz6eM5YUx/AHZW13H1Y/P57+rtESeTJLWWBSepA1m2pYynF2wGYEBmCp85aHDEiSRJkqKRlJjA/506lk9OyAGgqraea59cwMwV2yJOJklqDQtOUgdy+8uriDf++cqjRpCWnBhpHkmSpCglJsT47ifGcM6UXABq6uJ84+lFPL+kMOJkkqS9seAkdRCvryrizTUNy8SDAZmcPH5AxIkkSZKilxCL8Y2PjeJzBw8BoK4+znefW8IzjavCJUkdkwUnqQOorY9z28srm46vOXYECbFYhIkkSZI6jlgsxleOGcGlhzdsplIfhx/+cymPzNkYcTJJUnMsOEkdwDMLNrNyWzkAR43M5pBhfSJOJEmS1LHEYjG+dEQeXzlmRNO5m19Yzp8ad/eVJHUsSVEHkLq78uo67nltNQCJMfjKMSOjDSRJktSBXXDIUNKSE7n5heUA3D5zFZU19Zw1ZSCvrdpOYVEJh9WVMDG3JzFXjEtSZCw4SRG7/+11FJXXAHDG5FxG9M2IOJEkSVLHNmPqINKSEvi/55dSH4ffvLGGe99cQ33j7iu/fns7kwf14ienjaN/Zmq0YSWpm/KROilCBaVV/Pmd9QD0SEnk0iPyIk4kSZLUOZw2cSA/OmUsCY2LmHYVm3aZt7GEax5fQO0HByRJ7cKCkxShe15bTVVtPQBfOHQo2RkpESeSJEnqPI4f05/M1OYf2li2ZSevrtjWjokkSbtYcJIiEhaW8ezCAgByeqZy/oGDI04kSZLUuawpKqeksrbFa95ZV9xOaSRJu7PgJEUgHo9z68sr2bXA+8qjhpOWnBhpJkmSpM4msRVNwRMTbBwuSVGw4CRF4LVVRbyztuFu27icTE4aNyDiRJIkSZ3PsOx0BmWltXjN0N4tj0uS2oYFJ6md1dbHuf3lVU3H1xw7kgS37JUkSfrQEmIxLj285U1XfjVzNa+tKmqnRJKkXSw4Se3sqfmbWFVUDsCx+X05aGjviBNJkiR1XqdOyOFbJ4yi1weah2dnJANQXlPHdU8s4NE5G6OIJ0ndVvNbOkja78qqavnN62uAhn4CVx8zIuJEkiRJnd/ZUwZx6vgcZq3bweatmzlszAhye6Vxy0sreGj2Rurj8NMXlrOuuIKvHDPSvk6S1A5c4SS1o/vfXkdReQ0AZ0/OJS87I+JEkiRJXUNaciJHjszmqLweDOmdTmJCjOuPH8XXpuezq77011kb+ObTi6ioqYs2rCR1A226wikIgt8DnwQKwzCcuIfxGHAbcApQDlwYhuG7jWN1wPzGS9eGYXh64/kRwINANvAucEEYhtVt+Tmk/WFzSSV/nbUBgB4piXxpL/0GJEmS9NF9+sDBDMpK44a/Laaytp6XV2zjsofm8sszJtAvMzXqeJLUZbX1Cqf7gJNaGD8ZGN34uhS4e7exijAMpza+Tt/t/E+BW8IwHA1sBy7ev5GltnH3a6upqq0H4IuHDaN3Y18BSZIkta1j8vvy209PoV+PFAAWF5Rx4V/nsHzLzoiTSVLX1aYFpzAMZwItbQnxKeD+MAzjYRi+CfQOgiC3uYsbV0QdDzzaeOqPwBn7K6/UVhYXlPLcokIAcnulct6BgyNOJEmS1L2MzenJHz4zlVH9egBQUFrFJQ/O4Y3V7mAnSW0h6h5Og4F1ux2vbzwHkBYEwTtBELwZBMGuolJfoDgMw9o9XC91SPF4nNteXtl0fNVRI0hNivpfPUmSpO5nYK80fvvpKRw+vA8AO6vruPbxBTw+b1PEySSp64nF4/E2nSAIguHA35rp4fQscFMYhq82Hr8AfCMMw1lBEAwKw3BjEAQjgReBjwElwBthGI5qvH4o8FwYhpNaylBRURlfsWL5fv1cUmv9d105P3p5CwBj+qbwi5MGEou5M4okSVJU6urj3PN2EX9fVtZ07qzxvbjwgN4k+HuaJLXaxIkTZwEH72msTZuGt8J6YOhux0OAjQBhGO7668ogCF4CDgAeo+Gxu6TGVU5N17ckKSmZnJwP36C5oGDNPr1vXzlf552vublq6+q5/9lZTcdfP2EcAwdmtdl8bcX5nM/5opmvK38253M+54tuvq782T7MfD84LY9g1gZue3klceDxRSUU16Twg5MD0pIT9/t8+4vzOV9Hna8rfzbn2zdRP9fzNPD5IAhiQRBMA3aEYbgpCII+QRCkAgRB0A84ElgUhmEc+A9wTuP7vwA8FUVwqTUen7eZNdsrAJg+uh9Th3z0YpMkSZI+ulgsxmcPHsJPTx/f1O7gxWVbufzheWzb6SbYkvRRtWnBKQiCB4A3Gv4YrA+C4OIgCC4PguDyxkueA1YCy4HfAlc2nh8HvBMEwVwaCkw/CcNwUePYN4HrgiBYTkNPp9+15WeQ9lVZVS2/fWMNAIkJMb589IiIE0mSJOmDpo/ux6/Pm0J24w7CCzeXctFfZ7NymzvYSdJH0aaP1IVheP5exuPAVXs4/zqwx75MYRiuBA7dLwGlNvSH/66juKIGgBlTBzGsT3rEiSRJkrQnEwb25L7PHsBXH1/Aym3lbCqp4uIH5vDT08ZzaF6fqONJUqcU9SN1Upe0qaSSB99dD0DP1CQunjYs4kSSJElqSW6vNH53/lQOy+sNQFlVHV95fAFPz98ccTJJ6pwsOElt4M5XVlFd17AD5BenDaN3enLEiSRJkrQ3malJ3HrmRM6YNBBo2M3uR88v5c5XVlHfxrt7S1JXY8FJ2s8Wbirhn0u2ADAoK41zpw6KOJEkSZJaKykxge98fDRX79Z/87631nHD35ZQWVMXYTJJ6lwsOEn7UTwe57aXVzYdf/noEaQk+a+ZJElSZxKLxfj8oUP5yWnjmnaw+/fSLVz5yHy2l7uDnSS1ht+Epf3opeXbmL2hBIBJuT05YUy/iBNJkiRpX31sTH/unjGZPo3tEeZvKuGiv85h9bZy1hdX8PDsDTy5uITFBaURJ5WkjqdNd6mTupOaunp+NfO91U3XHDuSWCwWYSJJkiR9VJMG9eIPn53KVx9fwOqiCjbsqOQz98+ipv69nk73ztrOIcN68+NPjrN3pyQ1coWTtB/E43Eem7uJdcWVAJwwph9TBmdFnEqSJEn7w+CsdH53/lQOHtawg93uxaZd3l5bzLeeWUTc5uKSBLjCSdpnJZU13PffdTy7qICi8hoSGhczJSXEuGq3JpOSJEnq/HqlJXPjKWM5+ddvsod6EwCz1u1gwaZSJg3q1b7hJKkDsuAk7YOSyhoueXAuq7aVN53b9YvHwJ6p5PZKiyiZJEmS2sqyLTubLTbtMmtdsQUnScJH6qR98se31r2v2LS79Tsq+c+yre2cSJIkSW0tMWHv/Tlt4SlJDSw4SfvguUWFexkvaKckkiRJai8Tc3vSK7Xlh0T+sXgLK7ftbKdEktRxWXCS9sH28uqWxytq2imJJEmS2ktaciIXTRvW4jXLt+7kc396lz/8dy21dfXtlEySOh4LTtI+GNYnYy/j6e0yNzeYAAAgAElEQVSURJIkSe3pswcN5uqjR5CZmth0Likhxglj+jFhYE8Aauri3PXqai766xyWFpZFFVWSImXTcGkfnD0ll5//Z0Wz42dNzm3HNJIkSWovsViMzx86lBkHDGL2+h1sLSrgqHH5ZGekUFcf58F3N3D3a6upqq1nSWEZn//LbL542FAuOmwYyYne75fUffhfPGkfjOrfo9mxK48azpTBWe2YRpIkSe0tPTmRI0Zkc9iQDLIzUoCGpuKfPXgIf/38QRwwpOH3wbr6OL99Yy2f//NsFheURhlZktqVK5ykD6mqtp6b/rWs6Xj8wJ5QV82IAb05e3Ku2+BKkiR1c8P6pHPPuZN5dM4m7nhlJRU19SzfupOL/jKbCw4ZyiWH55Ga5L1/SV2bBSfpQ/rdm2tYs70CgKNGZvPLMyZQWLiWnJy8iJNJkiSpo0iIxTj3gEEcNTKbG59fyltri6mLw31vrePl5dv47ifGeKNSUpdmWV36EMLCMu5/ez0APVIS+dYJo4nFYhGnkiRJUkc1KCuNO86ZxHc+PpoeKQ2NxlcVlXPxA3O45aUVVNbURZxQktqGBSeplWrr4/zfP5dSVx8H4OpjRpDTMzXiVJIkSeroYrEYZ07O5cEvHMQRI/oAEAf+OmsDn7l/FrPX74g2oCS1AQtOUis9MGs9Sxq3tT1gSBZnuhOdJEmSPoSBvdK49cyJfP+kMfRMbehusq64kksfmsvPXlhOebWrnSR1HRacpFZYu72CX7++BoCUxBg3fHw0CT5KJ0mSpA8pFovxyQkDefjCgzg2v2/T+YfnbOT8P77DW2u2R5hOkvYfC07SXtTH49z4/FKqausB+NLheeRlZ0ScSpIkSZ1Zv8xUfvap8dx46liy0hpWO20sqeKqR+fz438tpayqNuKEkvTRWHCS9uLJ+Zt5t/G5+mBAJp87eEjEiSRJktQVxGIxThw7gIcvOpgTxvRvOv/EvM2cd987vL6q6H3Xl1bWUlZd394xJWmfJEUdQOrICkuruP3llQAkxuC7J44hKdE6rSRJkvaf7IwUbjptHB9f1p+f/nsZReU1FJZVc83jC/jkhBwOHdaHB95dz+KChn6i43K2c/G0PI4d1XcvP1mSouM3Z6kZ8Xicn/x7GTsbmzd+7pChBDmZEaeSJElSV3X86H48dOHBnDxuQNO5vy0s4Ht/X9JUbAJYXFDG9U8t5OkFm6OIKUmtYsFJasa/wi28srJhGfOwPulcMm1YxIkkSZLU1fVOT+aHp4zll2dMoF+PlBavvfWllVTWuLOdpI7JgpO0B8UVNfz8xRVNxzecOJq05MQIE0mSJKk7OTq/L1cfM6LFa0qranljtbvaSeqYLDhJe3DLSyvYXlEDwNlTcjlwSO+IE0mSJKm7qa2L7/Wa0kp3s5PUMVlwkj7g9VVFPLeoEIABmSl8+eiW7yxJkiRJbSG/f4+9XjOqFddIUhQsOEm72Vldy03/WtZ0/O2PjyYz1c0cJUmS1P7G52QyMbdns+PjcjIZ56Y2kjooC07Sbu5+dTWbS6sA+MTY/hw10q1mJUmSFI1YLMaNp45jSO+0PY6P6teDWCzWzqkkqXUsOEmN5m7YwcOzNwKQlZbE16bnR5xIkiRJ3d2grDT++vmDuOHjozlhTH+mDUknPbnha9yziwpYUlAacUJJ2jMLThJQVVvP/z2/lF1tGb92fD59MlrehlaSJElqD+nJiZwxOZebThvH/ztuAF8/fhQA9XH48b+WUVe/9+biktTeLDhJwO//u5bVRRUAHDkim5PGDog4kSRJkrRnn5yQwwFDsgBYXFDGY3M3RZxIkv6XBSd1e8u2lPHHt9YBkJGcyLdOGOWz8JIkSeqwYrEY3z5hNEkJDb+z3vXqKraUVUWcSpLez4KTurXa+jg/+ufSpmXIXz5mBAN77bkpoyRJktRRjOibwQWHDAFgZ3Udt7y0MuJEkvR+FpzUrT347gYWF5QBMHVwL86ekhtxIkmSJKl1vnjYMAZlNdws/Ve4hTdWF0WcSJLeY8FJ3db64grueW01ACmJMW44cQwJPkonSZKkTiItOZFvfGxU0/HNLyynsqYuwkSS9B4LTuqW4vE4Nz6/lKraegAuOTyP4dkZEaeSJEmSPpwjR2Rzwph+AKwvruQPjb1JJSlqFpzULT01fzPvrNsBwJj+Pbjg4CERJ5IkSZL2zbXH5dMjJRGA+99ax+pt5REnkiQLTuqGtpRVcdvMhqaKiTH47ifGkJTovwqSJEnqnAb0TOXyI4cDDZvi/OSFZcTj8WhDSer2/JatbiUej/PTfy+nrKrh2fbPHjyEsTk9I04lSZIkfTQzpg5i7IBMAGat28HfFxdGnEhSd2fBSd3KC0u38vKKbQAM7Z3Glw7PiziRJEmS9NElJsT49sdHs2sLnFtfWsmOippIM0nq3iw4qdvYUVHDz15c3nR8w4ljSEtOjDCRJEmStP+MH9iTGVMHAbC9ooY7XlkVcSJJ3ZkFJ3Ubt7y8kqLyhrs8Z03O5aChvSNOJEmSJO1fVxw1nH49UgB4cv5m5m7YEXEiSd2VBSd1C2+uLuLZhQUADMhM4epjRkScSJIkSdr/MlOTuG56ftPxTf9eRm1dfYSJJHVXFpzU5ZVX1/Hjfy1rOv7mCaPJTE2KMJEkSZLUdk4Y049pw/sAsGJrOQ+8uyHiRJK6IwtO6vLufm01m0qqADgx6M8x+X0jTiRJkiS1nVgsxjc/NoqUxIYW4r95fQ2bSiojTiWpu7HgpC5t3sYSHmq8o5OVlsTXjs/fyzskSZKkzm9I73S+OG0YAJW19fz8xRURJ5LU3VhwUpdVUxfn/55fSrzx+Lrp+WRnpESaSZIkSWovFxw8lOHZ6QDMXLGNl5ZtjTiRpO7ERjbqMurjcZ5fsoWnFmymsLSKyupqCnfWAXDEiD6cPG5AxAklSZKk9pOSlMC3ThjN5Q/PA+BnLy7n0Lw+ZKQkRpxMUnfgCid1CXX1cb777BK++9wS3llbzNrtFU3FpsSEGF8/fhSxWCzilJIkSVL7Omhob04d33DjtbCsmt+8vibiRJK6CwtO6hL+sbiQ58Mtexyrq48zb2NJOyeSJEmSOoavHDuSXmkND7c8+O56lhaWRZxIUndgwUldwlPzN7U4/uS8lsclSZKkrio7I4Wrjx4BQF0cfvLvZdTH43t5lyR9NBac1CVs2NHyNq8bS6raKYkkSZLU8Zw+aSCTB/UCYP6mUm/ISmpzFpzUJeT0TG1xfEBmy+OSJElSV5YQi/HtE0aT2NjW9I5XVrNtZ3W0oSR1aRac1CWM6t+jxfHTJua0UxJJkiSpYxrVvwefOWgIAKVVtdz68sqIE0nqyiw4qdN7adlWnl5Q0Oz4USOzOW2CBSdJkiTpS0fkMbDx6YB/LC7krTXbI04kqauy4KRO7dWV2/j23xZTV9/Q9PCI4X0Yl5NJn/RkRmWn8M2PjeJnp48nKdF/1CVJkqT05ES+/rFRTcc/fWE5VbX1ESaS1FUlRR1A2ldvrC7iG08vorax2PSFQ4dy1VHDicUaHkwvKFhDTs6gKCNKkiRJHc4x+X05blRfXlq+jbXbK7j/7XV86fC8qGNJ6mJc9qFO6e212/n6U4uoqWsoNn3moMHvKzZJkiRJat7XpueTntzwdfC+/65l7faKiBNJ6mosOKnTeXd9Mdc9sbBp6e+5Uwfx1WNHWmySJEmSWmlgrzQuO2I4ANV1cX7672XE4/FoQ0nqUiw4qVOZu2EHX318AZWNxaazJudy/fH5FpskSZKkD+m8AwczunG357fWFvP8ki0RJ5LUlVhwUqexcFMJ1zy+gIqahmLTaRNy+OYJoyw2SZIkSfsgKSHGt08Yza7fpn/50gpKK2sjzSSp67DgpE5hSUEpVz+2gJ3VdQCcPG4AN5w4hgSLTZIkSdI+mzSoF2dNyQWgqLyGO19dFXEiSV2FBSd1eMu2lPHlR+dTWtVwt+XjQX++d1JAYoLFJkmSJOmjuvKo4WRnJAPw+NxNLNhUEnEiSV1BUlv94CAIfg98EigMw3DiHsZjwG3AKUA5cGEYhu8GQTAVuBvoBdQBN4Zh+FDje+4DjgV2NP6YC8MwnNNWn0HRW7F1J1c+Mp8djUt7p4/uxw9PDkiy2CRJkiTtF73SkvnqcSP53nMhceCmfy3jj5870N+5JX0kbbnC6T7gpBbGTwZGN74upaHIBA3Fp8+HYTih8f23BkHQe7f3fT0Mw6mNL4tNXdjqbeVc+cg8iitqADh6ZDY3njqWpEQX5kmSJEn700ljB3DIsIavXUu37OTh2RsiTiSps2uzb+5hGM4Eilq45FPA/WEYxsMwfBPoHQRBbhiGS8MwXNb4MzYChUD/tsqpjmnt9gqueGQeReUNxabDh/fhJ6eNJ9likyRJkrTfxWIxvvmxUSQnNqxquu3llRxz+6uc//A6/r+/L2H1tvKIE0rqbKL89j4YWLfb8frGc02CIDgUSAFW7Hb6xiAI5gVBcEsQBKltH1PtbcOOCq54eC5bd1YDcOiw3tx8+nhSkiw2SZIkSW0lLzuDI4ZnA1Afh4qaekqr63l2USGf/8tsFtrbSdKHEIvH4232w4MgGA78rZkeTs8CN4Vh+Grj8QvAN8IwnNV4nAu8BHyhcQXUrnObaShC/QZYEYbhD/eWo6KiMr5ixfL98pnUtgp31vKt5zdTuLNhN7pJOal8f/oA0iw2SZIkSW2qrLqezz+6jur6PY+P6JPM7afkEnOnaEmNJk6cOAs4eE9jbdY0vBXWA0N3Ox4CbAQIgqAX8Czw/3YVmwDCMNzU+MeqIAj+AFzfmomSkpLJycn70AELCtbs0/v2VXefr7C0iu8+M7ep2DRlUC9uP3sSGSmJbTLf/tTR/l46n/M5X9eYryt/NudzPueLbr6u/Nmc76N5c/6mZotNAKu217AjoR/BgMw2mR+61t/P7jZfV/5szrdvolw28jTw+SAIYkEQTAN2hGG4KQiCFOAJGvo7PbL7GxpXOO3a4e4MYEF7h1bb2FpWxRWPzGPDjkoAJub25NazJu5zsUmSJEnSh7OrpUWL15RVtUMSSV1Bm61wCoLgAeA4oF8QBOuB7wPJAGEY3gM8B5wCLKdhZ7qLGt96LnAM0DcIggsbz13YuCPdX4Ig6A/EgDnA5W2VX+2nqLyaKx+Zz9rtFQCMy8nk9rMmkZka5QI8SZIkqXsZkpW+12tun7mK2no4Jj/bR+sktajNvtGHYXj+XsbjwFV7OP9n4M/NvOf4/ZNOHUVxeQ1XPTKfVUUNu16M7t+DX509iZ5pFpskSZKk9nTsqL70SU9me0VNs9es3FbO9U8tJBiQySXThnHsqL4WniTtkZ2YFZkdFTVc9eg8lm/dCUB+vwzuOmcyWenJESeTJEmSup+05ERu/OTYPW7Y0ycjmQMG92o6DgvL+PrTi/jsn97lxWVbqW/DzagkdU4uI1Ekyqpqufqx+Szd0lBsGp6dzp3nTKZ3hsUmSZIkKSqHDOvDA184iEfmbGT2+h3E62o4fmwuZ07OpXd6MvM3lnDvm2t4fdV2AJZt2ck3n17E6P49uHjaMKaP7keCK54kYcFJEdhZXctXHpvP4oIyAIb1SefuGZPp2yMl4mSSJEmShvRO59rj8oFdO1cNaxqbNKgXt501iYWbSrj3zbW8urIIaCg8feuZxeT3y+DiaXl8bIyFJ6m7s+CkNremqJx1xRVQWUXPPrV89fEFzN9UCsDgrDTumjGZfpmpEaeUJEmS1FoTcntxy5kTWbS5lHvfWMMrjYWnFVvL+c7fFjOibwaXTBvGx8b0JzHBwpPUHVlwUpvZuKOSH/0z5J11O5rOpSUVUllbD0Bur1TuPncyOT0tNkmSJEmd0fiBPfnlmRNZXFDKvW+sZeaKbQCs2lbODc8u4d431nLxtGGcEFh4krobm4arTZRW1nLFw3PfV2wCmopN2RnJ3DVjMrm90qKIJ0mSJGk/GpfTk1+cMYE/f+5AjhvVt+n8qqJy/t9zS/j0H9/h74sLqKu3ubjUXVhwUpt4cv4mNpZUNTs+LieTIb3T2zGRJEmSpLYW5GTys09N4C8XHMj00f2azq8uquB7z4Wce987PLeogNoPFJ7q6uNsKauirLq+vSNLaiM+Uqc2sat5YHNmry9ppySSJEmS2tuYAZncfPp4lm0p43dvruWFpVsBWLu9gu//PeTeN9bwxWnDOHHsAB56dwMPvruBwrJqAA4ZVsqVRw1nYm6vKD+CpI/IFU5qE8UVNS2O19Z750KSJEnq6kb3z+Qnp43ngS8cxAlj+rOri9O64kp+8I+lnHjXG9w+c1VTsQng7bXFXPbQPOZu2LHnHyqpU7DgpP0qLCjj6sfms3JbeYvXHTAkq50SSZIkSYraqH49uOm0cTzwhYM4MXiv8LSzum6P11fX1XPbyyvbL6Ck/c5H6rRfrC+u4O5XV/N8uKVV119wyNA2TiRJkiSpo8nv14MbPzmOiw8fxreeXsyqouZvVM/fVMqmkko3GpI6KQtO+ki27qzmd2+s4Yn5m9+348SY/j04edwA/vTOeorK33u8Li0pga8fP4rD8vpEEVeSJElSBzCybw8OGprVYsEJoKyqtp0SSdrfLDhpn5RV1fKnt9fx11kbqKx9rx/T4Kw0rjhyOB8f25+EWIxzDxjMzBXbWFdcQVJtCWccNJaeaf5jJ0mSJHV3owdk7vWaB2Zt4MvHjCA7I6UdEknan/zmrw+lqraeR+ds5A//XcuOyvfuNmRnJHPJ4XmcMWkgyYnvtQZLSUrghKA/AAUFayw2SZIkSQLgE2P7c9crq973veKDnllYwIvLtnLJ4Xmcd8Cg933XkNSx+e1frVJXH+fZRQX85vU1FJRWNZ3vkZLIBYcM4fwDh5CRkhhhQkmSJEmdSY+UJH5xxgSufWIhpR94dC6/bwbFlTVs21nDzuo6bnt5JY/P3cg1x47kmPy+xGKxZn6qpI7CgpNaFI/HmbliG3e+uppVu+08l5wYY8bUQVx06DB6ZyRHmFCSJElSZzVlcBZPXHwIf1tYwKLNpVBbwalThjNteB8qa+r541tr+fM766mui7OuuJLrn1rEIcN6c91x+Yzq3yPq+JJaYMFJzXp3fTF3zFzN/E0lTecSYnDK+BwuOyKPge4WIUmSJOkjykpP5rMHDwEa2nDk5GQDkJGSyBVHjeBTk3L51cxV/Htpw47Yb68t5rN/msWZk3O57Ig8+tjfSeqQLDjpfywtLOPOV1fx+qrt7zt/bH5frjhqOPn9vJMgSZIkqX0MykrjptPGce76QfzyPytYUlhGfRwem7uJfy4p5JJpeZxrfyepw7Hg1M3E43EWbi5l+Zad1Fft5OTsOtKTG3ovrS+u4Nevr+GfiwuJ7/aeAwb34qqjRzBlcFY0oSVJkiT9/+3deXwV5b3H8c/JTiAsIZCFPSyP7CC4ouK+1RX35bb2WltbrdrNttd6r21va1u12ta2tvW2am97bcWlVFTqhgoVKAiILA9LZE0IISEh+3ruHzOJJyFnCWcmAfJ9v155kTMzZ77znDycM/M7M8/0ejOHD+Dpm2fy8vpifrVkO6XVDVTVN/PYOwU8v7aQu+eO5YyxmRrfSeQIoYJTL7Knopb/eHmTc2206xfLD3DbKaPYU17HCx8W0dTySalp/JC+3HHaGE4dM0hv2iIiIiIi0uMSAgEum5LDOROyeHrFLv7Ubnyn9Zw4ciBf0fhOIkcEFZx6idrGZu54bh17KuraTa+qb+bRxQXtpuX1T+ULc0Zz4cShJKjQJCIiIiIiR5i+KUl86bQxXD41h8ff/Zg3Nu8HYIXGdxI5Yqjg1Eu8tnHfIcWmjgb1SebWk0cyb3qurn8WEREREZEj3rABfXjw0klcs7ucn75dgO0wvtNtp4zimhka30mkJ+h/XS+xYkd51GX+ePPxXHf8ML0Zi4iIiIjIUeX44QN5+qaZ3H/+BDLTk4FPrua4/ulVvLetlGDwk+FD6pta2FFWQ3ldc09tssgxT2c4SZv0lMSe3gQREREREZHDkpgQ4LKpOZxjsvjD8l38edVuGpuD7DxQy1dfWs9JowZyx2ljWLSphJfWFVHd4BSbThhZxd1n5GOy+/VwC0SOLTqVpRcIBoNEO2lpUk4GGWmqP4qIiIiIyNGtb0oSd54+huc+O5uzx2e1TV++o5xP/2k1f1q1u63YBPCvneXc9pe1bCmp6onNFTlmqeB0jKtrbOa7r1kWbSqJuNytJ4/spi0SERERERHx37ABffjxZZN44tppTIhy17raxmaeWLqjm7ZMpHdQwekYtqeils89u5aFG/YBkBCAnIzUdsv0T03igQsNZ4wd3BObKCIiIiIi4qtZIwbyzM3HMzU3I+JySwpKqWvUmE4iXtE1VMeoZdvL+M7CTVTUNQHOHeh+eMlEZo8cyMbiSraWVNNSd4ALpk8gLVljN4mIiIiIyLErMSHA4L4pEZdpCcLKneXMyc8kEAh005aJHLtUcDrGBINBnlqxi18v2U7rPRgm5WTw40snktM/DYCJ2RlMzM6guLhexSYREREREekVJmZnsHhracRlvvLSesYP6cvVM/K4aOJQ+uh4SeSw6ZK6Y0hVfRP3LtjAr0KKTVdMzeG3101vKzaJiIiIiIj0RpdNyaZPcvRD4C0l1Tz4+hYuemIZD7+1le1lNd2wdSLHHhWcjhEfl9Zwy59Wt1XskxMD/Md547nv/AmkJunPLCIiIiIivVtWv1Qeumwy6SmHnrV02ZRsHrtyMqfnZ9J6MV11QzN/WV3INX9YyR3PfcjbW/bT1BI85Lki0jldUncMeGvLfr77qqXGHeBuaL8UfnLZJCbn9u/hLRMRERERETlynDR6EAs+dyILNxSztaSaxJYarjx+HJNynAHF5+QPprCijufXFvG3dUVtY+Ku2FnOip3lZGekMm9aLpdPzYk6JpRIb6eC01GsuSXIr5du5+kVu9qmzRoxgB9eMpHMdL35iYiIiIiIdDSgTzI3zhoOQHHxDrKz29+9Lm9AGl8+YwyfP3UUb24u4bk1hXxUVOksX1nPr5du53fv7+CcCVlcMyOPaXn9Nci4SCdUcDpKldc0ct/CjazYWd427aZZw7nzjDEkJejNTkREREREJB6pSQlcPCmbiydls7G4kvlrClm0qYT6phaaWoIs2lTCok0lGmRcJAwVnI5Cm4oruXfBBooO1gOQlpTA/RdM4PzjhvbwlomIiIiIiBx7JmZncP8FhrvOyOfl9cXMX1vI7vI64JNBxn/+TgGXTM7m6hl5jM5Mb3tuTUMzb9gSdpbXktJcxbx+DWTpcjzpBVRwOsq8vH4vD76+hYZmZ7C6EQPT+MnlkxmX1beHt0xEREREROTYNqBPMjfNHs4Ns4axfMcBnltdyJKCMoJ8Msj4X1YXcuLIgVw9I4+UxAD3v2KprG9qW8cfVi/nnrn5XHf8sJ5riEg3UMHpKNHY3MIjb2/j+bVFbdNOy8/kexcdR0aa/owiIiIiIiLdJSEQ4JTRmZwyOpPCijpe+LCIv63bS3ltI/DJIOOdaWoJ8vDb2xg2MI3T8gd352aLdCtVKo4CJVX1fHPBRtYVHQQgANx26ihuPXkkCRqcTkREREREpMfkDUjjztPHcNspziDj89cUss4dZDySP/5rtwpOckxTwekIt3p3Bd/6+wbKapxKeUZqEt+/+Djm5Gf28JaJiIiIiIhIq9BBxjcVV3LX8x9xwD3jqTMfFlZ049aJdL+Ent4A6VwwGOTZD/bwxec+bCs2jcvqyzM3z1SxSURERERE5Ah2XHYGY7PSIy7T1AI/+MdmNhVHPxtK5GikM5yOAFv3V7NxbyUNNdVcMLCJpIQAP3h9C69t3Ne2zAXHDeG+8yfoNpsiIiIiIiJHgTPGZbFyV+SzmF5at5eX1u1lck4G86bncr4ZQpqO+eQYoYJTDzpQ08B/vmJZtuNA27RH3y8lIzWZ/dUNACQG4O4zx3L9zDwCGq9JRERERETkqHDZlGzmrylk54HaQ+YlJwTol5bEAfdqlvV7K1m/t5LHFhfwqcnZzJuWy5jBkc+QEjnSqeDUQ5pbgtz9wkdsLK5qN72+KUh9k1NsykxP5oeXTGTWiIE9sYkiIiIiIiJymPqmJPHEtdP40RtbeW9bKUF3+pTcDL55zjjGDenHe9tKeWFtUdtJCJX1TTz7wR6e/WAPs0YMYN60XM4an0VyokbDkaOPCk495P3tZYcUm0IlJwR46qaZ5PZP68atEhEREREREa8M6ZfKI1dMZl9lPXsq6gjWlnD8+HFt888an8VZ47PYdaCWFz8sYsFHe6moawJg1a4KVu2qIDM9mcun5nDF1FzyBuj4UI4eKjj1kOU7yiPOb2wJUtfY0k1bIyIiIiIiIn4ZmpHK0IxUios7Pw4cMagPd83N5wtzRvPWlhKeX1PE2sKDAJTVNPKH5bt4avku5uRnMm9aLqeOySQxQUOuyJFNBaduFgwG+WB3BUsLSnt6U0REREREROQIkpqUwEUTs7loYjZbS6p5fm0hr27cR3VDM0FgSUEZSwrKyMlI5cppuVw2NYesvimHrKe6oYkDNY006iQG6UEqOHWT6oYmXtmwj/lrCikorYm6fE5GKiMH9emGLRMREREREZEjzbghffnmueP58hn5vLZpH8+vKWRzSTUAeyvr+fXS7fz2/R2cNW4w86bnMnvEQEprGvn5OwW8sbmExuYgSQlwnqnnrrn5nRamRPykgpPPPi6tYf6aQhZuKKa6obndvJTEAA3NwU6f99mTR+oUSRERERERkV4uPSWRedNyuXJqDuv3VvL82iJetyXUN7XQ3BLkjc37eWPzfoYPTKOqrolydwwogKYWeHXjPj4qOshTN82kf1pyD7ZEehsVnHzQ1BLk3W2lPLemkJU721+jmxCAM8YO5poZeYzLSuc/X0a3ziUAAB8wSURBVLXtxnPqk5zAbaeM4sqpOd292SIiIiIiInKECgQCTMntz5Tc/twzN5+FG4p5YW0ROw7UArC7vC7sc3eV1/HX1YV87pRR3bW5Iio4eam0uoGX1hXxwtoi9lU1tJuXmZ7MFVNzuHJaLjkhd557/OppbC2pZkNxJQ01ZVw4fQL9UvVnERERERERkc4N6JPMjbOGc8Pxw1i1q4Ln1xbyxub9EZ+zaNM+FZykW6myEadgMMiHhQd5bk0hb27eT1NL+0vkpuX155oZeZw9PouUpIRO1zFuSF/GDelLcXG9ik0iIiIiIiISk0AgwOyRA5k9ciBrn1hGSXVD2GV3lNXytZfWc1p+JnPGZDI0I7Ubt1R6I1U3DlNtYzOvbXQGAW8duK1ValICFx43lGtm5GGy+/XQFoqIiIiIiEhvMTk3g8Vbw98NPQi8u62Ud7c5y5ih/TgtP5PT8jOZlJNBQkBjCIu3VHDqoLy2kQXr9rJ6TwXNjbWcOzGV848bQlpyIgA7D9Qyf00hf1+/l6r69oOAjxiYxlXT87h0SrYGYxMREREREZFuc93MYRELTrn9Uyk6WN/22O6rwu6r4n+W7SQzPZlTxmRyen4mJ40apCtvxBPqRSE2Flfy5fnrqAgZ1f/9XZv535W7+PSJI1i0sYRlOw60e04AmJOfybUz8zhp1CBVhUVERERERKTbzR45kK+cmc/P3ikgdKSXhADcc+ZYbjh+GHsqallaUMZ7BWWs2lVOo3vX9LKaRhauL2bh+mISEwLMHD6A091L70ZlpvdQi+Rop4KTq6m5hW/8bUO7YlOrj8tq+e5rm9tNG5CWxOVTc5g3PZdhA/p012aKiIiIiIiIdOrGWcM5PX8wL28opvhgHf0S6rnuxAmMGOQcsw4b0IdrZw7j2pnDqGlo5l87D/BeQRlLC8rY747/1NwSZOXOclbuLOfRxQWMHNSnbdynmcMHkJz4ydjEdY3NPL+2iIUbitlfWcfowQeYNz2PC44bQkAnY/R6Kji53isoo7iyPupyk3IyuGZGLueZoaSGGQRcREREREREpCeMGNSHL84ZDUBx8Q6yB3V+gkR6SiJzx2Uxd1wWwWAQu6+KJQVlLCkoY/3eyrbldh6o5c+r9vDnVXvom5LISaMGcVp+JrNGDOD+VywfFh5sW/bAnoOs3nOQlbvKue+88So69XIqOLkKSqujLvPVM/O5YdbwbtgaERERERERke4RCAQ4LjuD47Iz+NwpoyitbuCfHzvFp+U7DlDd4IxfXN3QzFtb9vPWlv0R1/e3dXs5a3wWc8ZkdsfmyxFKBSfXgBgG+Z42bEA3bImIiIiIiIhIzxncN4VLp+Rw6ZQcGptbWL27wj37qZRd5XUxreO3S7eTkZpE3oA0Bqcne3a2U3NLkPV7K9m5t5ZZferI7Z/myXrFeyo4uc6ekMVPF29rGzSto5GD+jAxu183b5WIiIiIiIhIz0lOTODEUYM4cdQgvnrWWHaU1bD04zIeXVwQ8Xkbiqu49f/WAJCalEBe/zSGDUwjr38aeQM++Rk2IC3mu+ItKSjlobe2UVjhFL0Cb+/jjLGDue/88QxKT4mvoeI5FZxcmekp3HHaGB5759D/NEkJAe49e5zuQCciIiIiIiK92qjMdEZlpvPX1YXsqYjtbKf6phY+Lqvh47KaTucPSEv6pAjVv30xKrd/GilJCazaVc7XXlrf7g58QeCdbaUUza/jqZtmthvQ3AtNLUHe3epcQlheVcWMkXDF1Byy+qV6mnOsUsEpxE2zhzM0I5VnVuxi074qAsBJowfxuZNHMl2X04mIiIiIiIgAcPnUHH61ZHvY+TfPGk5acgKFB+sorHB+9lU1dLpsRV0TFXVVbCyuOmReABjSL4XqhuZ2xaZQm0uq+cemEj41OfswWtK5moZm7nnxI1bvrmibtnz3Dv64cjePXD6Z2SMHepZ1rFLBqYPzzBDOM0Ooa2xmf8kuhueN7ulNEhERERERETmi3DhrOCt2HGDlropD5l03M4+75o45ZNym+qYWikIKUIUVdRQerGNPufPvwbqmQ9YVhLCFqlAPvGZ58I0t9E1JpF9qUtR/w81LT0kkIRDg5+8WtCs2tappaObeBRtYcNuJMV8K2Fvp1QkjLTmR5ERdQiciIiIiIiLSUWpSAj+/aioLPtrLwvX7KKmsYfTgDOZNz+XMcYM7HSQ8NSmB0ZnpjM5M73SdVfVN7AkpRrX+vqu8lp0HaqNuU31TC/VNLZTVNB52uwJAekpi2535OlNZ38RrG/dx9Yy8w87pDVRwEhEREREREZEuS05M4KrpeVw1PY/i4h1kZ4+Ka339UpMwQ/thhra/YVcwGOTap1ayvSx80WlsVjqD+iRTVd9MVUMT1e6/4W4MFk4QIhabWj32TgFvb9nPuCF9mTCkH+OG9GVMZjopSd6OI3U0U8FJRERERERERI5YgUCAz540kv961XY6f3DfZJ68fkanl7g1NLW0K0BV1X/ye8d/q+qbqW5o4kBNY6fjSYWqb2phxc5yVuwsb5uWmBBgdGYfxmV9UoSaMKQvg/umdHrGV0dNLUGWbCtlSUEZlTWVnDI2hQsmDqVPcmLU5x6JfC04GWN+D1wC7LPWTulkfgD4GXAxUAPcYq39wJ33GeA77qL/ba192p0+C3gK6AO8Atxtre1ayVJEREREREREjhoXT8qmpKqBJ5Zupylk9PBhA9J4+PLJYcdTSklKIDMphTBX8YV127NrWLPnYNj5wwakUXSwrt1A5s0tQbbtr2Hb/hoWbSppmz6wT3Jb8am1GDV6cDqpIWdDHaxr5J4XPmJdUWXbtLcKtvDksp08ftVURg/uYgNi0Njcwttb9rNiRzm1tVXMPa4PZ43P8uxuf36f4fQU8DjwTJj5FwHj3Z+TgF8DJxljMoH/AmbjnNG2yhizwFp7wF3m88AynILThcCrPrZBRERERERERHrYZ04cwSWTs3l7y36KSvczffQwTh2TSVKC9+Mvf+XMsdz+17XUNrYcMu+G44fx1bPGUtfYzMdlNWwpqWZrSTVbSqrYUlJNRYfBz8trG1m5s5yVoWdDBWBkZnpbEWrpx2Xtik2tiivr+drf1vPXW2aT6GE7S6rquXP+OgpKa9qm/WPbJvIHp/P41VMZ0i817gxfC07W2neNMaMjLHI58Ix7htIyY8xAY0wucCbwurW2DMAY8zpwoTFmMdDfWvu+O/0Z4ApUcBIRERERERE55g3um8LVM/IoLm4kO3uwbzmTcjJ48voZ/OafO1hSUEpLEEYMTOPGWcO5anou4NxsbGJ2BhOzM9qeFwwGKalqYMv+9kWoHWU1hA4n1RyEj0tr+Li0hkWUdIxvZ+eBWn74+hbM0H6kJSWQmpRAWrLzb2pSYsjv7uOkBNKSEkiKcKbSfQs3tSs2tSooreG+hZv47XXTu/iKHaqnx3AaBuwKebzbnRZp+u5OpouIiIiIiIiIeGbC0H48csVk6pta2F20g/zho6OOxRQIBBiakcrQjFTmjMlsm17f1ML20hq27HcKUK0/5bWx3VFvwUd7u7z9iQGnKPZJMSqBtKREWoJBNpdUh33e6t0V2H1Vhwze3lWBYNDf4Y/cM5xeDjOG00LgQWvtEvfxm8C9wNlAqrX2v93p9+OM8fSuu/y57vTTgXuttZdG2oba2rrgtm1bvWuUiIiIiIiIiEgcgsEgB2qbeWd7Df/zwYGe3px27j5lMOeNjV5wmjJlyiqc4ZAO0dNnOO0GRoQ8Hg4UutPP7DB9sTt9eCfLR5SUlHxYt2f04raOyusdecdy25SnPOX1XN6x3DblKU95PZd3LLdNecpTXs/lHctt8zMvB5gwKsgrW1dQdLC+02USgB9eOpG05ETqG5upa2qhvqnF+bexmfrQx03O47rGFne6s3zrc+qbWqiqb6K+6dCxqULlZQ0lO3tIXG3r6YLTAuBOY8yzOIOGV1hri4wxi4AfGmMGucudD3zbWltmjKk0xpwMLAc+DfyiR7ZcRERERERERCROiQkBvnLmWL65YAOdXYP27yeP5JwJ8RV/QtU0NHPRb5ZR09Dc6fy+KYmcPDqz03ld4c297sIwxvwf8L7zq9ltjLnVGHO7MeZ2d5FXgAJgK/A74EsA7mDh3wf+5f58r3UAceCLwJPuc7ahAcNFRERERERE5Ch21vgsHps3hUk5nwxAnjcgjW+dO47Pn+rtmVXpKYnccdqYsPO/dNoY0lMS487x+y51N0SZHwTuCDPv98DvO5m+EjhkPCgRERERERERkaPVqWMyOXVMJqXVDRQV72LSmHwSogxSfriunZlH/7Qknnx/BzsO1AIwOrMPt548igsnDvUko6cvqRMREREREREREdfgvik09U3yrdjU6sKJQ7nguCEUV9azf/8eJo/Jj3oXvq5QwUlEREREREREpBcKBALk9E8jUJvkabEJfB7DSUREREREREREeh8VnERERERERERExFMqOImIiIiIiIiIiKdUcBIREREREREREU+p4CQiIiIiIiIiIp5SwUlERERERERERDylgpOIiIiIiIiIiHhKBScREREREREREfGUCk4iIiIiIiIiIuIpFZxERERERERERMRTKjiJiIiIiIiIiIinVHASERERERERERFPqeAkIiIiIiIiIiKeUsFJREREREREREQ8pYKTiIiIiIiIiIh4SgUnERERERERERHxlApOIiIiIiIiIiLiKRWcRERERERERETEUyo4iYiIiIiIiIiIp1RwEhERERERERERT6ngJCIiIiIiIiIinlLBSUREREREREREPBUIBoM9vQ3doQTY0dMbISIiIiIiIiJyDBkFDOlsRm8pOImIiIiIiIiISDfRJXUiIiIiIiIiIuIpFZxERERERERERMRTKjiJiIiIiIiIiIinVHASERERERERERFPqeAkIiIiIiIiIiKeSurpDTgSGGMuBH4GJAJPWmt/1GH+GcBjwDTgemvt/O5YvzFmBvBroD/QDPzAWvsXv9tjjOkPbARetNbe6WeeMWYk8CQwAggCF1trt/uY9xPgUzjF1teBu621Md+qMYbsrwKfA5qAEuDfrbU7Yl1/PBk+9peIbfKhv4TN86m/RMrrUn+JIet24A6cv08V8Hlr7QZjzGBgPnAC8FQsr2OceScCv3UXCwAPWGtf9DFvNE4fse6iy6y1t/uYdxPwjZBFpwHHW2vX+JSXAvwGmA204PSTxfG2L2S5q4HngBOstSv96i8R8nzpLxHyRuNDf4mQ50t/iZDX5f4SQ9+8BXgI2ONOetxa+6Q77zXgZGCJtfaSSDnx5hljRgEvuM9LBn5hrX3Crzx3XjOwzp2+01p7mY/tOwt4NGTR43D2M17ysX0/xvkcAvi+F5/r7jLXAg/gfJautdbe6E73vL+Ey/Orv0Rpn+f9JUL7fOkvUdrXpf4SQ998FDjLfZgODLXWDvRxn7PTvJD5Xu9zhs3zaZ8zUp7fxygjgaeBge4y37LWvhLr+uPJMMacB/wISAEagG9Ya9/yu03u/A04+y0P+5lnjJmG89neH+ez/QRrbZ0fecaYZJy+eTxOPecZa+2D0drXxexRwO+BIUAZcLO1dndXMlr1+jOcjDGJwC+Bi4BJwA3GmEkdFtsJ3AL8uZvXXwN82lo7GbgQeMwYM5AIPGrP94F3IuV4mPcM8JC1diJwIrDPrzxjzKnAHJyDiSk4B2tzIzaw69mrgdnW2mk4B4Q/iXX9HmT41V+itcnr/hIpz4/+0mleV/tLjFl/ttZOtdbOcHN+6k6vA+4Hvh6pPR7mfeS2eQZOX/mNMSbiFxBx5gFss9bOcH9iKR4cdp619k+tWcC/AdtjKB7E077b3NypwHnAI8aYiJ+vMeZhjMkA7gKWh0z2q7+Ey/Orv4TLA3/6S6d5PvaXcO3rUn+JNQv4S8hr9mTI9IfcdsUkzrwi4FT3tTwJ+JYxJs/HPIDakOmxFA8OO89a+3ZIXzkb53P3H37lGWM+hXNA0fp6fsM94I4rzxgzHvg2MMfdZ7gnZLbn/SVCni/9JUr7PO8v4fL86i/h8rraX2LJstZ+JaQNv8ApEIJP+5wR8lp5us8ZJc/zfc5wed10jPId4K/W2pnA9cCvYl2/Bxn7gUvdz73PAH/spjY9Crzqd/vcfaL/BW53/0+cCTT62L5rgFT39ZwFfME4X9bFJMbsh3EKWdOA7wFdKmiF6vUFJ5w3kK3W2gJrbQPwLHB56ALW2u3W2g9xqpXdtn5r7WZr7Rb390KcN7ohfrbHGDMLyCbKB6IXeW7HTrLWvu4uV2WtrfGxfUEgDae6norzbVpxjO2MNfvtkDYsA4Z3Yf1xZfjYX8K2yaf+0mmej/0lXPu62l9iyToY8rCvm4G1ttpauwSnkBCrePJqrLVN7vS01ul+5R0mr/JuAP7P57xJwJvuMvuAcpyzV+LKc30fp7jV1jf86i8R8nzpL+HyDpNXeZ71lwh5Xe0vsWZ1ylr7JlAZ6/Lx5FlrG6y19e7DVGLbz4yrfYfBq7yrgVe9+ByKYBLwjrW2yVpbDazFObiPN+824JfW2gPQ1g9xf/ejv3Sa52N/Cdu+w+BVnpf9JVxeV/tLV/tm2/ujX/uc4fLAn33OcHl+7XOGy6MbjlHcjNYC5ACgsAvrjyvDWrva7ScA64E0Y0yqn20yxlwBFLh5vrYPOB/40Fq7FsBaW2qtbfYxLwj0dQtdfXDOGjtI7GLJbttXAd7uZH7MVHCCYcCukMe73WlH1PqNc0lDCrDNrzz3G9ZHaH9pQTTxtG8CUG6MecEYs9oY85BbcfUlz1r7Ps5/mCL3Z5G1dmOM23o42bcSY1Xd6wwf+0tbXjf1l9D2dUd/acs7jP4SU5Yx5g5jzDacg9C7omx/JHHlGWNOMsasx7m04PaQgoIvecAY9+/2jjHm9ChZXuS1uo7YCgjx5K0FLjfGJBljxuB82zQi3jxjzExghLX25Ri2P5q48vzoL1Ha53l/ifH19Ky/RMjran+J9X3sKmPMh8aY+caYaP0vkrjyjDEjjDEfuuv4cchBhi95OAcuK40xy9wDjGi8ej2vx8P3ljB5a4GLjDHpxpgsnEtx4n5vwfk8nWCMWeq+btGKWL7l+dRfIrXPj/4Sy+vpZX8Jl9fV/hLzPpJxLq8ZAxxyGZQf+5wd8/ze5+ykfb7uc3bM66ZjlAeAm40xu4FXgC93Yf1eZlwFrA4pNnueZ4zpC3wT+G6UDE/ycPpL0BizyBjzgTHmXp/z5gPVOH1lJ/CwtbYshsyuZK/F+VsBXAlkGGdIhy5TwckZj6KjeL6V93z9xphcnFMPP2utjXaWVTx5XwJesdbuirqkN3lJwOk4l4WcAOTjXArnS54xZhwwEecMlmHA2cYZ7ylWMWcbY27G+cb6oS6s35MMv/pLJ3m+9pdO8nztLx3zDqO/xJRlrf2ltXYszgfhdyJufWRx5Vlrl1vntN8TgG8bY9J8zCsCRlrnlOCvAn82US4LiTMPcIokQI219qMoWfHm/R7nw3olzvhx/8QZE+yw89yd60eBr0Xd8tjEled1f4mS53l/ieX19LK/RMnran+JpW/+HRhtnVPf38AZ8+FwxZVnrd3lTh8HfMYYk+1nHk5fmQ3ciHNZz1if81o/Z6cCi6JkxZVnrf0HzkHGP3GKFe8T53uLKwkYj3PZxw3AkybK5VB+5fnUXyK1z4/+EvH19KG/dJp3GP2lK/vU1wPzO5614eMxSsc8v49ROub5fYzSLq+bjlFuwBn3cThwMfBHE+Xyf68zjDGTgR8DX/A577vAo9baqhhyvMhLAk4DbnL/vdIYc46PeSfijJ2Wh1O4/JoxJj9KXlezvw7MNcasxrm8cw/RP386pYKTs9MXWv0fTtdPMfRt/e5O9kLgO9baZT7nnQLcaYzZjnPd5qeNMZ0OgupR3m6cCneB+235SzjXnvuVdyXO4LNV7hvQqzgDY8YqpmxjzLnAfcBlMVTvPc3wq7+EyfOtv4TJ862/hMnran/pat98Fojl21Vf89xv0KpxxgzwJc9aW2+tLXV/X4XzLegEv/JCxPqNclx57uULreMyXI4zuOOWOPMycP4mi93/YycDC4wx0S7V8zXPw/4SNs+n/hJL+7zsL5Ha19X+ErVvuqfvt753/Q7nrKnD5Umee6bKepyDNt/yWs+IsdYWAIuBmX7mua7FGbQ44hgdXuRZa3/g9pXzcA4S4n1vaV3mb9baRmvtxzgD9I+PoS2+5XnZXyLl+dFfIuW5PO0vkfK62F+68rl3yPujz8coHfP8PkbpmOf3MUrHvO44RrkV+Cu0nVGVBmR1V4YxZjjwIs7YX9HOhos37yTgJ25/uQf4D2NMtEHm48nbjXM5637rXHr5Ct70l3B5NwKvue8B+4ClRB/KoUvZ1tpCa+0898u/+9xpFV3IaBNx0M9e4l/AeOOc1r4H5w3gxiNh/ca5k82LOAN2Ped3nrX2ppDsW3AGif2WX3nucwcZY4ZYa0twBlRc6WPeTuA2Y8yDOB/Cc3G+XY5V1GzjXELxG+BCe3hjBhx2hl/9JVyeX/0lwmvoS3+JkNfV/hJL1njrjnmAcyeSaAcOkRx2nvucXdbaJve0bgNs9zFvCFBmrW12v4EZj3NdvS957rwEnEEVY/2GMJ72pQMBa221ce7E0mSt3RBPnvuh3rYjaIxZDHzdWhutz3ue50d/iZLneX+J9np63V+itK+r/SWWvplrrS1yH16Gcxenw3XYee4BRam1ttYYMwhnENzQmwd4nTcI56y0euNcQjSH6Dfr8OL1vAFn0OZYxNO+RGCgtbbUOHdAmkb08Wti2U96yW3DU+7rNoHo/8c8z/Orv0TI86W/hMsLme9pf4nQvq72l5j2qY0xBhiEc8ZU6zTfjlE6y/PzGKWzPHw8RgmT5/sxiptxDk6/mYhTvCjpjgzjnPG3EPi2tXap33nW2rbCtTHmAaDKWvu4X3k4Zy/e636+N+D8/R4lsnjyduKcBfe/OHc7PBnvj2mzcPbFWnDev37fhfW30+vPcHKr1nfidJSNOCPBrzfGfM8YcxmAMeYE41w7eQ3O3XliHXws3vVfi7Pze4sxZo37M6Mn2+NlnnVOI/068KYxZh3OG+zvfGzffJxvytfhXJe61lr7dy/binM5Vj/gOffvtSDW9XuQ4Ut/ibdNXuX51V8itK9L/SXGrDuNMeuNMWtwLhX6TOvzjfMtzE9x/n67Ted3MfIq7zRgrTv9ReBL1tr9PuadAXxojFmL87rebqNcax7v6+lm7na/xY4qzryhwAfGmI04l9pFvcNTjHlh+dRfwvGrv4TjV3+Jlul1fwmnS/0lxqy73L65FmdssVtan2+MeQ94DjjH7SsX+Jg3EVjuTn8HZ1yJdUTgQd5Kd/rbwI+iFXs9eD1H43wzHNOdsuLMSwbeM8ZsAH6Lc1vqiJc0xJi3CCh11/s2zi3KS932+dFfwuX51V8i5fnRXyK9nqPxvr+Ey+tSf+nC+9gNwLPW2tBLbvza5wyX12Xx5Pm4zxmufd1xjPI1nKLWWpyzq27pymscZ8adOJfN3h/SX4b2dJu8yrPOAP4/xSnkrAE+sNYu9LF9v8Q5dvnIzfyDdW6Y5WVbzwSsMWYzzmD9P4h1/R0FgkEvhysSEREREREREZHertef4SQiIiIiIiIiIt5SwUlERERERERERDylgpOIiIiIiIiIiHhKBScREREREREREfGUCk4iIiIiIiIiIuKppJ7eABEREZGjhTFmMPCm+zAHaAZKgNFAobV2ksd5ZwJft9Ze0oXnLHafs7LD9FuA2dbaO73cRhEREZHO6AwnERERkRhZa0uttTOstTOAJ4BH3d9nAC3Rnm+M0Zd9IiIi0itop0dERETEG4nGmN8BpwJ7gMuttbXuGUf/BOYAC4wxz+AUq0a6z7vHWrvUGDMX+Jk7LQic4f7ezxgzH5gCrAJuttYGjTHnAA/j7M/9C/iitbY+dIOMMZ8Fvg0UAZuBdvNFRERE/KIznERERES8MR74pbV2MlAOXBUyb6C1dq619hGcotKj1toT3GWedJf5OnCHe8bU6UCtO30mcA8wCcgH5hhj0oCngOustVNxik5fDN0YY0wu8F2cQtd57vNFREREuoUKTiIiIiLe+Nhau8b9fRXOuE6t/hLy+7nA48aYNcACoL8xJgNYCvzUGHMXToGqyV1+hbV2t7W2BVjjrte4eZvdZZ7mkzOiWp0ELLbWllhrGzpsg4iIiIivdEmdiIiIiDdCL1drBvqEPK4O+T0BOMVaW0t7PzLGLAQuBpYZY84Ns94kIBDjNgVjXE5ERETEUzrDSURERKR7/QNou1OcMWaG++9Ya+06a+2PgZXAcRHWsQkYbYwZ5z7+N+CdDsssB840xgw2xiQD13jVABEREZFoVHASERER6V53AbONMR8aYzYAt7vT7zHGfGSMWYszftOr4VZgra0DPgs8Z4xZh3OHvCc6LFMEPAC8D7wBfOB1Q0RERETCCQSDOtNaRERERERERES8ozOcRERERERERETEUyo4iYiIiIiIiIiIp1RwEhERERERERERT6ngJCIiIiIiIiIinlLBSUREREREREREPKWCk4iIiIiIiIiIeEoFJxERERERERER8ZQKTiIiIiIiIiIi4qn/B+Jk3dw6XhqiAAAAAElFTkSuQmCC\n",
635
      "text/plain": [
636
       "<Figure size 1440x720 with 1 Axes>"
637
      ]
638
     },
639
     "metadata": {
640
      "needs_background": "light"
641
     },
642
     "output_type": "display_data"
643
    }
644
   ],
645
   "source": [
646
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
647
    "plot_youden(ax, y_test, prob, 0.1, 0.9, 40)"
648
   ]
649
  },
650
  {
651
   "cell_type": "code",
652
   "execution_count": 26,
653
   "metadata": {
654
    "ExecuteTime": {
655
     "end_time": "2019-08-11T18:54:37.991513Z",
656
     "start_time": "2019-08-11T18:54:36.663550Z"
657
    }
658
   },
659
   "outputs": [
660
    {
661
     "data": {
662
      "image/png": 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\n",
663
      "text/plain": [
664
       "<Figure size 1440x720 with 1 Axes>"
665
      ]
666
     },
667
     "metadata": {
668
      "needs_background": "light"
669
     },
670
     "output_type": "display_data"
671
    }
672
   ],
673
   "source": [
674
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
675
    "plot_thresh_range(ax, y_test, prob, 0.1, 0.89, 40)"
676
   ]
677
  },
678
  {
679
   "cell_type": "code",
680
   "execution_count": 27,
681
   "metadata": {
682
    "ExecuteTime": {
683
     "end_time": "2019-08-11T18:54:38.271317Z",
684
     "start_time": "2019-08-11T18:54:37.992845Z"
685
    }
686
   },
687
   "outputs": [
688
    {
689
     "data": {
690
      "image/png": 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lTERE4oJ3bSHJm56F2kNh//FqcQbk97ZHK1rM+PxoLQve2sEFQ3tz72UG6Sn6Zz6W6dUREZGYl7ZqHilblgPhV76aBNLzKb/h3ajkihWHq+vp7U0iPyuVp66fyPDsXjg1fiLmaWK+iIjENN+icaRsWd5m3xd8UcAsHPizx3Jk9oqEK2BvbD3IrN+9zyubygAoyElTAYsTWgkTEZGY4y4tptfqu3Af2tjupnuAyqkPUjd2ThTTxQZ/0OKxf+xg8fsljMlLZ9KATLsjSRephImISMxwlxaT/sJ1uALVQHsrX2AlZVAx/U8JtfG+yeHqen66chMf7DnK7An9uH3qcJLcurgVb1TCRETEdh2VL2i26d6VSvmtW6OWLRZ99HkFn+yr5N7LRjJtrEZQxCuVMBERsVXTWY/tFa8mibjpvollWew4XM2wPr24qCCb0759Fjlpmn4fz7R2KSIitvGuLSTj+GHbzVm0uvTo6UX1pLkJW8BqGgLc+4rJN/70IdsPHQNQAesBtBImIiJR5y4tJm3VD3BX7Gz3rMeAr4Aj178R5XSxZU95DXcUbeSzg8f4znmDGdLba3ck6SYqYSIiElXJG5aQvno+EH7vV6IdtB3Omm2HuO/VzbgcDh6ZPY5zh/S2O5J0I5UwERGJmsyl00IetN18BUwF7AsbSysYmJXKA9PH0D8zxe440s1UwkREJCp8C4fgsvztXn5UAYPy6nrKKusYlZvOd84bwrcmDyZZ4yd6JJUwERGJON+CQbgIhixgFtAwcAoVM5bYkCy2bNhXwfwXN+FywLJvnYXb5cTl1PT7nkolTEREIsa7tpDkj54IW8ACOCm/bbcd0WKKZVk8//E+HnrjM3J6JfHAjDG4XVr96ulUwkREpNtlFM3Bs2fNieIVsoBp6CoADYEghau2snJDGecO8fGLy0eRleqxO5ZEgUqYiIh0K9/iybgqS9oULwdfFLCGvhM5evXK6IeLQS6ng8paP7ecO4hvTx6sy48JRCVMRES6hXdtIcnrHsOF1f6xQ8lZKmDA29sPMyzbS7+MFP5j5hicDpWvRKMLziIicsp8iyfjXbcQd6sC1nLyvQO/r4Dymz+1IWHsCAQtHn97Jz98/lOeXLsLQAUsQUV0JcwwjMuARwAXsMg0zQdavX8Q8Ecg6/hz7jRN8+VIZhIRke7hLi0m/ZXv4qwuxUHbwatN5Svo6UXFjKfx550R5YSx50hNA/e8vJl3d5YzbWwud3x5hN2RxEYRWwkzDMMFLAC+CowBrjMMY0yrp/0M+D/TNCcB1wILI5VHRES6T/KGJWQtm4mruhQnbTfeN9/7dfg7pgoYsPNwNTf8+UOK9xzhrksK+PmlI0nxuOyOJTaK5ErY2cA20zS3AxiG8QwwE9jY7DkWkHH855nA3gjmERGRbuAuLQ577FDz2V8avNpSTloSQ3p7+fX0MYzNS7c7jsSASJawAcCeZm+XAOe0es59wGuGYfw/oBdwcQTziIhIN8hYNjPs1HuAQHo+5Te8G81IMavOH2Txe3v4yuAguUluHp19mt2RJIZEsoS1d3NMk+uAP5im+VvDMM4F/mQYxjjTNIPhflO/v4Gysl3dmTOkaHwM6Tq9LrFHr0lsisTr0vfjhfTesqTFPpbmm+4r+/8LB4051PQZB/p7QVmVn1+/eYBth+vp48kmxa0/k1gU6a9hOTnjwr4vkiWsBBjY7O182l5u/DZwGYBpmu8YhpECZAP7w/2mbreH3NzB3Ry1pbKyXRH/GNJ1el1ij16T2NTdr0vW0xfiKt8acvM9QAAov63xwkcGX+wxSWRrdxzm569uJmBZ/PbKsRhpVfpciUF2fw2LZAl7HygwDGMo8DmNG++vb/Wc3cCXgT8YhjEaSAEORDCTiIh0ge/xAlyBmnYvbdRNmhvNSDFvxSf7uP+1rYzI6cWD08cw0JdKWVmV3bEkBkWshJmm6TcM4/vAX2kcP/F70zQ3GIbxC+AD0zSLgB8DTxqG8SMaP5+/aZpm60uWIiISJY3HDb0FNO4KaW/0BEDtyFnafN/KGQOzmDWhHz+cMkx3P0q7Ijon7PjMr5dbPfbzZj/fCJwfyQwiItIxd2kx6S9chytQDXS8qTeY0oeKK36v0RPHmWVVvLSxjB9NHUZ+Vip3XlxgdySJAzq2SEQkgXWmfEGzwasqX228+GkpD/5tG5kpbr5xZj5905PtjiRxQiVMRCQBNZ7zuBAXnbuVHXTodmv1/iC/feMzln+8jzMHZXH/FaPo7U2yO5bEEZUwEZEEk7l0Gp79H3VYvizASvbR0P8cak7/nla/Wpn/4kb+sf0wN549kFvPH4LbqfMfpWtUwkREEkTj6tdjuFodsg1ty1fAV8CR69+IYrr4c/0ZA5gxLo8LC7LtjiJxSiVMRKSHa77vq73ypYO22xe0LP743h4sC741eRBnDfLZHUninEqYiEgP1dGm+xOb7XFSMft5la92VNb6ufeVzby1/TCXje6LZVk4HLr8KKdGJUxEpAdq2vcF7c/50mb7jm09UMUdRRvZV1HHTy4czjWT+quASbdQCRMR6UHcpcWMeuHruAK1uvTYDSpqG/jOs+tJcbt44prxTBiQaXck6UFUwkREeohwq1+tN93XTJqrKfcdCFoWToeDjBQP93xlJOMHZJLdS+MnpHuphImI9ADhzni0mv2oOx47p6yyjrte3MQNZ+UztSCbi0bm2B1JeiiVMBGROOdbNK5NAWu++hVwpVJ+69Zox4pL7+8u56crN1PnD4YcWCvSnVTCRETiWObSabjqjoQsYBbQMHAKFTOW2JAsvliWxZ/eL2HBP3Yw2OflP2aMYUgfr92xpIdTCRMRiUPu0mLSV96Eq+5wyAKmux675t1d5fz3Wzu4eGQO91w6Em+Sy+5IkgBUwkRE4kh7s7+aCli9N48KFbBOqW0IkOJxMXmwj0dnj2PyYJ/GT0jUOO0OICIinZO2ah5Zy2aemHwfqoAFcLL18mU2pIs/f920nxlPvse2A8dwOBycO6S3CphElVbCRERiXOOZjwtx0f7g1QBQfttuKNsVvXBxqCEQ5JE123l23V4mDsggK1X/FIo99DdPRCSG+R4bhitY3+GB20FvDuU3rYtisvh0oKpx/MT6vRVcd/oA5n1pKG6XLgqJPVTCRERiUNbTF+Iq3xpyz4jufjx5z67by5YDVdx/xSi+Mqqv3XEkwamEiYjEGN+TY3HVH23/0qNmf3WaZVkcqm4gu1cS3z1vMNPH5jK4t8ZPiP20BisiEkN8iye3W8Ash5PqSXNVwDrpWL2fu1Zu4ttPr6Oqzo/H5VQBk5ihlTARkRjhWzwZV2VJ2Mn3lVMfpG7snGjHils7DlVzR9EGdpfX8P1/GUovzf6SGKMSJiJis44GrwZT+lBxxe/x551hR7y4tMo8wC//apLqcbHga+M5c1CW3ZFE2lAJExGxkW/RuDbHDkGzuV/p+ZTf8G60Y8U1y7JYvn4vI7LTeGD6aPqmJ9sdSSQklTAREZv4FgzCRTB8AXOlqoB1wcFj9Tgd0NubxIMzxpDqceHR+AmJYfrbKSISZd61hfgW5LcpYBatVsC0+b7TPio5yr/+6UN+8eoWADJSPCpgEvP0N1REJIq8awvxrluIm9DHDlk4Gu9+1ApYp1iWxV8+/Jxbl35MqsfJ9/9lqN2RRDpNlyNFRKIodd1C7f/qJtX1AX712hZWmQeYMrwP933VIC1Z/6xJ/NDfVhGRKHCXFpO+/Gthx0/UjpxF1SWPRjtWXGsIBNlUVsncC4Zw49kDcerwbYkzKmEiIhGWvGEJ6avnt1kBg8YiVjNpLtXn3R3tWHHrn7vKOT0/k8xUD3+54QxSPJr/JfFJJUxEJIJ8fzgH17HPw16CVAHrPH/QYuFbO/jTByXM+9JQ/vWsgSpgEtdUwkREIsS3cAhuy9/isdaXIFXAOufQsXp++tImivccZfaEfnx90gC7I4mcMpUwEZFu5F1bSPInf8Dprw67+hXEQcXsFzQBv5M27Kvg34o2UlHr577LDK4Ym2t3JJFuoRImItJNms5+BNofwKr5X12S4nGRlerh4avGMbJvmt1xRLqN5oSJiHSD5odvhytgtSNnqYB1Um1DgBWf7MOyLIZn9+LP/3q6Cpj0OFoJExE5RWmr5p0oYE2sVs+pnPogdWPnRDNW3NpdXsP8oo18dvAYo/qmY+SmafyE9EgqYSIip6D5ClgTq9mPgeyxVE0p1P6vTlqz7SD3vmLidjp4ZPY4jFytfknPpRImInISMorm4Nmzps3lR+39Onm/f3c3j729k9G5aTwwfQz9M1PsjiQSUSphIiJd5Fs0DlfdER0/1M2GZ3u58rQ8fnLRCJLd2rIsPZ9KmIhIJ3nXFpK8biEu2t98r+OHOm/Dvgo+O1TNjHF5TBmRzZQR2XZHEokalTARkU5IWzWPlC3Lw5Yv0Ob7rrAsi+Uf7+Ohv39G/8wULhvVlyStfkmCUQkTEelARwUs6HBRMWu5Nt93Um1DgAde38pLG/dz7hAfv7x8lAqYJCSVMBGRdmQunYZn/0dhx09o/1fXNASC3PLMesz9Vdxy7iBuPnewxk9IwlIJExEJw7u2MGwBs9Dh2yfD43Ly1TF9ufX8IZw/rLfdcURspRImIhKCd20hqesWhh4/gZPy23bbESsuBYIWT76zi0n5mZwz2Mf1Z+TbHUkkJqiEiYg0k7Hiejwlb4af/+VwUz53Z/SDxakjNQ3c89Jm3t1Vzpwz8jlnsM/uSCIxQyVMROS4cPO/mgRABawLNpZWMr9oI4eq67n7kgKuPC3P7kgiMUUlTESEjgewAtRNmhvNSHFt24Fj3PzMR/TxJrHo2omMyUu3O5JIzFEJE5GEF6qANS9fltNDzYRbtAm/C4Zne/nOuYO58rR+ZHk9dscRiUkqYSKS0DKXTgtbwAKZQ6m8+GHN/+qkz4/WcP9rW7n7kgLys1L55jmD7I4kEtNUwkQkYSVvWBJ2BEVD34kcvXqlHbHi0ts7DvPzlzcTtCz2VdSSn5VqdySRmKcSJiIJyV1aTPrq+SpgpyhoWfzund08+c4uRuT04sHpYxjoUwET6QyVMBFJOGmr5pHc6hiiE5cg0/NVwLrgmQ8/53/f2cUVY/py58UFpHhcdkcSiRsqYSKSULKevhB3+dawBUxHEHVOIGjhcjqYNb4fvb1JXDoqB4eOHxLpEp2YKiIJw7d4cpsC1iSAUwWsk4o+LeXGJes4Vu8nxePistF9VcBEToJWwkQkIWQunYarsiTsGIrK2c9HO1LcqfMH+e0b23j+41LOHJRFg9+CJLtTicQvlTAR6dHcpcWkr7wJV93hkAUs6Eyi4qqlGkPRgX0Vtcwv2simsipuPHsgt54/BLdTq18ip0IlTER6LHdpMVnLZgJhzoF0pVJ+69ao54pHD7y+ld3lNfxmxhimFmTbHUekR1AJE5EeK+P5q4F2DuJWAWtX0LKo8wdJ9bi46+IC6gMWgzR+QqTbqISJSI/jXVtI8rqFOPmigDXf/xXAqYO4O1BZ6+feVzZjAb+9cix5GSl2RxLpcVTCRKRHCXcQNzQWsaA3h/Kb1kU7VlzZsr+K+S9uZF9FHbdPHRbyz1JETp1KmIj0GL6FQ3BZ/jal4cQk/IFTqJixJNqx4spLG8r49etbyUhx88Q145kwINPuSCI9lkqYiPQIvgWDcBNs8ViLS5Dp+SpgHaiq8/Pfb+1gbF46hdNG06eX5k+IRJJKmIjEPd+C/DZfzKxmP9ZMmkv1eXdHOVX8OFhVh8+bRFqymye/PoF+mSkaPyESBSphIhLXfAuH0Pq0Qh1D1Hnv7Srnpy9t5msT+vHd84fo8G2RKFIJE5G4lVE0p80esKYCVjn1QerGzrEjVlywLIvF75ew8B87GOzzcumovnZHEkk4KmEiErc8e9aogJ2Eqjo///6qyepth7jEyOFnXxmJN6n1eqKIRJpKmIjEJd/CISELWO3IWSpgHdhzpIZ/7irn9guHc+2k/jp8W8QmKmEiEneynr4w5CiKAFB1yaN2RIoLm8sqGZWbzujcdIpuPocsr8fuSCIJzWl3ABGRrnKVbw25ClY3aa4dcWJeQyDIQ3/fxr/+eR3v7DwMoMdOoSsAACAASURBVAImEgO0EiYiccNdWkz6spmhz4JMz9cYihD2V9Zx18pNfLy3guvPGMBZA7PsjiQix0W0hBmGcRnwCOACFpmm+UCI51wD3Efj19L1pmleH8lMIhKf0lbNI2XL8pBH6AQcHo2iCKF4zxHuXrmJmoYAhdNGc4mRY3ckEWkmYpcjDcNwAQuArwJjgOsMwxjT6jkFwF3A+aZpjgV+GKk8IhK/whWwE3dDznou2pHiQmlFHRkpbv4wZ5IKmEgMiuRK2NnANtM0twMYhvEMMBPY2Ow5twALTNMsBzBNc38E84hIHEresKRNAWt+HFHtyFn4886IdqyYVVXnZ31pDV/JhSvG5nKJkUOSW9t/RWJRJEvYAGBPs7dLgHNaPWckgGEYb9N4yfI+0zRfjWAmEYkjvsWTcVWWhCxgOo6ore2HjnHHio3sr6zl7JHDyUr1qICJxLBIlrBQWzesVm+7gQJgKpAPvGUYxjjTNI+E+039/gbKynZ1W8hwovExpOv0usSeSLwmqYc+ZfAb38UFIQuY35OOOfP492v6OwHAW7uO8cg7h0hxO7hnal/qKvZSVmF3KmlOX79iU6Rfl5yccWHfF8kSVgIMbPZ2PrA3xHPeNU2zAdhhGIZJYyl7P9xv6nZ7yM0d3N1ZWygr2xXxjyFdp9cl9kTiNclcOg3P/o/C7v8K4OTIdzaR260fNX5ZlsXDa7bzdPFBTuuXwQPTR2NVl+pzJcbo61dssvt1iWQJex8oMAxjKPA5cC3Q+s7HF4DrgD8YhpFN4+XJ7RHMJCIxzLdwSMghrCcKmMNN+dydUU4V2xwOBw4cfH1Sf34wZRgel5OyartTiUhnRKyEmabpNwzj+8Bfadzv9XvTNDcYhvEL4APTNIuOv+8rhmFspHHY9b+ZpnkoUplEJHb5Hi8Iexg3QEPfiRy9emW0Y8WsdSVH8bgcjOuXwQ+mDNXRQyJxKKJzwkzTfBl4udVjP2/2cwu4/fj/RCRBZS6dhitQow34nWBZFn/58HMeXbOdSfmZPHbNBBUwkTilifkiYht3aTHpL1yHK1Adegq+K5XyW7faES0mVdcH+NVrW1hlHmDqiD7ce5lhdyQROQUqYSJii6YBrBD6DsjakbN0GHczh47V872lH7PrcDXf/5eh3HBWvlbAROKcSpiIRJ13bWG7E/BVwNrKSvUwqm8aP7lwOGcP9tkdR0S6gab4iUjUpa5b2Gb1q/lB3CpgjfxBi/9du5P9lXW4nA5+cfkoFTCRHkQlTESixru2EN+C/BZfeJpvwK8fOEUHcR936Fg933/uY558Zzd/23rQ7jgiEgG6HCkiUeF7chyu+iMhj9IIAOW3lUQ7Usxa//lR7lq5iYpaP//+VYPLx2g0rUhPpBImIhGX9fSFIQtY0ypY5ewV0Y4Us97efpgfr9hAv4xknrp+IgU5aXZHEpEIUQkTkYhzlW8NO4S1cuqD+PPOiHakmDVhQAZXnZbH3AuGkp6iL9EiPZn2hIlIxLhLi8PuAQum9OHI7BXUjZ1jR7SYsutwNfe8vJk6f5C0ZDfzLy5QARNJAPosF5GIaJoDFnIPWHJvyr+9PuqZYtHqrQe571UTt9PB7vJqXX4USSAqYSLS7cIVsBN7wKY9Fe1IMccftHj87Z388b09jM5N48EZY+iXkWJ3LBGJok6VMMMwlgG/B14xTTMY2UgiEq/cpcWkrfoB7oqdYfeA1Y6cpT1gwEN/38ay9fu4anweP75wBMlu7Q4RSTSdXQl7DLgJeNQwjKXAH0zT3By5WCISb9ylxWQtmxl29UsHcbd03ekDGJuXzvRxeXZHERGbdKqEmab5OvC6YRiZwHXAKsMw9gBPAn82TbMhghlFJA5kvPStNo+dmIKPg/Lb9kQ3UIyxLItl6/exobSSn186ksG9vQzu7bU7lojYqNPr34Zh9AG+CdwMrAMeAU4HVkUkmYjEDd+icThrD51YBWtxDBGuhC9gtQ0B/v1Vkwf/to3y6gbq/NrVISKd3xO2HBgF/AmYbprmvuPvetYwjA8iFU5EYlvfjxfi27IEF4S8DNkwcAoVM5bYkCx2lByp4Y6ijWw7cIzvnDeYb08ehNMR6p5REUk0nd0Ttsg0zZebP2AYRrJpmnWmaZ4ZgVwiEuM6ugNSBazxDsjvP/cJlXV+/mvWOM4f2tvuSCISQzpbwn4FvNzqsXdovBwpIgkmecOSdgtYIDkroQtYIGjhdIDb6eDnl40kNz2ZAZmpdscSkRjTbgkzDCMPGACkGoYxiS+uOGQA2lEqkoDcpcWkr54fdgRFQ9+JHL16ZbRjxYwj1Q3c8/JmzhqUxQ1nD+T0/Cy7I4lIjOpoJexSGjfj5wP/2ezxSkD3mYskoIzls0IWsCAOKma/kNAzwDaWVjK/aCOHq+u52Mi2O46IxLh2S5hpmn8E/mgYxmzTNJdFKZOIxCjf4sk4rcCJt7+4A9JJ+W277QkVAyzL4oVPSvnN37eR3SuJJ6+dyJi8dLtjiUiM6+hy5DdM0/wzMMQwjNtbv980zf8M8ctEpAfKXDoNV2VJm31gAUjoAgaw63AND76+lbMG+/jl5aPISvXYHUlE4kBHlyN7Hf9RJ8qKJDDf4sltCtiJcyBnr7AjUkyoqvOTluxmSB8vj18zgdP6Z+ByavyEiHROR5cjnzj+04WmaR6IQh4RiSHu0mLSl12Fi2DIAlbtG52we8De3nGYe1/ezL9/dRTnD+vNxPxMuyOJSJzp7IiKtYZh7ACeBZabplkewUwiEgOazoIEQhawgCuVHV9eRG7Uk9kraFksemcXi97ZzYicXgzurdETInJyOnVskWmaBcDPgLFAsWEYKw3D+EZEk4mIrTKOH8YdsoA53JTfutWGVPY6WtPAD5d/ypPv7Obysbn8/rqJ5GephInIyen02ZGmab5nmubtwNnAYeCPEUslIrbJKJpDnwX5Lb44tDgLMjmL8rk7ox8sBqzZdogP9hzhrotHcO+lI0nxuOyOJCJxrLNnR2YAVwHXAsOB52ksYyLSgzRtwIfQZ0HWTJpL9XmJNyKwtKKWvIwUpo/LZVJ+JgN9Wv0SkVPX2T1h64EXgF+YpvlOBPOIiE3SVs0LOYKiaQXs6OwVCbcJv84f5KG/b+O1zQdYcsPp5GelqoCJSLfpbAkbZpqm1fHTRCQeuUuL25wF2fwTvnbkrIQrYPsqaplftJFNZVV88+yB9MtIsTuSiPQwHQ1rfdg0zR8CRYZhtClhpmnOiFgyEYmajGVXtnjbOvGjg5pJ30u4S5Dv7jzMz17ajD9o8dDMMUwZoSOIRKT7dbQS9qfjPz4U6SAiYg/fgkG4mq17tbgDMkE34L+x9RA5ack8OGMMg3T5UUQipKNhrcXHfzrRNM1Hmr/PMIwfAGsiFUxEIqtxEOtMQt3fF4CEK2AVtQ2UVzcwuLeX2y8cTtCySNXdjyISQZ0dUXFjiMe+2Y05RCSKkjcsIWvZTNyEngNWN2muDanss2V/FTf8eR3/VrSRQNAi2e1UARORiOtoT9h1wPXAUMMwipq9Kx04FMlgIhIZyRuWkL56fti7IBv6TkyoPWAvbSjj169vJSPFzS8uH6WzH0UkajraE7YW2AdkA79t9ngl8HGkQolIZKStmtfuXZANfSdy9OqV0Y5li4ZAkN++8RnL1u/jjIGZ3H/FaPr0SrI7logkkI72hO0CdgHnRieOiERK0yDWUAUsEQexOoDPDh7jhrPy+d4FQ3FrBUxEoqyjy5H/ME3zAsMwKmn5DbMDsEzTzIhoOhHpFr4nx+GqPxL6HEig/LYSG1LZ44PdRxiR3Yssr4eFV4/H4+r06W0iIt2qo5WwC47/mB6dOCLS3TKK5rRTwJyU37bbjlhRF7Qs/vjeHh5/eydXje/HnRcXqICJiK06e3bkcKDENM06wzCmAuOBxaZpHolkOBE5dZ49a0IXsOQsym/+1I5IUVdZ6+e+V03e/OwQlxg5zPvSMLsjiYh0ekTFMiBgGMYI4HfAUODpiKUSkW7hWzgkZAGrHTkrYQrYzsPV3LjkQ97ecZjbLxzO/VeMwpuk8RMiYr/OlrCgaZp+4CrgYdM0fwT0i1wsETlVvscLcFn+NqMoAsm9qbrkUVsy2SEzxU1GiofHrx7PdacPwOHQBnwRiQ2dLWENx2eG3Qg03b/uiUwkETlVaavm4QrUhFwFq5z2lB2RoqohEOTp4hL8gSA+bxJPXT+RifmZdscSEWmhU3vCgJuAW4H7TdPcYRjGUODPkYslIicrecOSsLPAakfOwp93hh2xomZ/ZR13vriJT/ZVMCAzlSkj+mj1S0RiUqdKmGmaG4F5zd7eATwQqVAi0nXu0mLSVv0Ad8XO0Bvx0/N7/GXID3Yf4acvbaKmIUDhtNFMGdHH7kgiImF19u7I84H7gMHHf03TnDDdYiQSA9ylxWQtmwmEPgsykJxF+Q3vRj1XNK34ZB+Fq7YyyJfK49dMYGgfr92RRETa1dnLkb8DfgQU0zjbUURiSMZL3wLCFDCcCXEn5KjcdC4d1Zf5F4+gV1Jnv7SJiNins1+pjpqm+UpEk4jISfGuLcRZe+hEAWt+tEXjNPyeO4x1+6FjrN56iG9NHoTRN41fXD7K7kgiIp3W2RL2hmEYvwGWA3VND5qm+WFEUolIp7hLi0ld91ibMRQWEPAVcOT6N+yIFRWvbd7Pr17bQqrHxZXj8+jt1eHbIhJfOlvCzjn+45nNHrOAi7o3joh0VvKGJaSvnt/isaZVsIaBU6iYsST6oaLAHwjy6Js7+MuHnzO+fwYPTB+tAiYicamzd0deGOkgItJ5vsWTcVWWtFkBAwjg6LEFzLIsfrxiA2t3lPP1Sf35wZRhOv9RROJWZ++OzAUKgf6maX7VMIwxwLmmaf4uoulEpIWMojknzoIMtQkfoG7S96KcKnocDgczx+Vx+ehcLh3d1+44IiKnpLOXI/8APAX89PjbW4BnabxrUkQizLu2kOR1C3FByP1fjT86qJn0ParPuzvK6SLLsiyeLv6c1CQXs8b346KROXZHEhHpFp1dx882TfP/gCDA8XMkNapCJAq8awvxrlt4YkBfc83HUBy6bU+PK2DH6v3cvXITD6/ZTvHuI1iW1fEvEhGJE51dCTtmGEYfjn/NNwxjMnA0YqlEBGgsYKnrFrZ5vMUYiuSsHjkHbMehauYXbWRXeTXzvjSUb5yZr+OHRKRH6WwJux0oAoYbhvE2kAN8LWKpRIS0VfPCngEJ0NDvHI6dd3ePPAuyvLqem55eR5LLyf987TTOGuSzO5KISLdrt4QZhnEWsMc0zQ8Nw5gCfBeYDbwGlEQhn0jC8a4tJPnj3+EK1IW8+zEIVMxe0SPLl2VZOBwOfN4kfjR1GJOH9CY3PdnuWCIiEdHRnrAngPrjPz+Pxo35C4By4H8jmEskIWUunda4/6tVAbP4YhWsdtLcHlnADh6r57bnPuHDkiMAzDytnwqYiPRoHV2OdJmmefj4z78O/K9pmsuAZYZhfBTZaCKJJXPpNDz7P2rn7keomTS3x22+B1j/+VHufHETlXV+Dh9rsDuOiEhUdFjCDMNwH78b8svAd7rwa0Wkk9JWzWtTwFpsvvekUf6dzdGOFXGWZfHsur08vGY7/TOSeXT2RApy0uyOJSISFR0Vqb8AawzDOAjUAG8BGIYxAt0dKXLKwu3/6umzv5qs3naI377xGV8a3of7LjNIT9H3diKSONr9imea5v2GYfwN6Ae8Zppm078NTuD/RTqcSE/WNP8LQk+/76mjJ6Dx/Ee3y8mUEX0onDaaL4/MxqnxEyKSYDr8ttM0zXdDPLYlMnFEEkdqghawN7Ye5OE123ns6vH0z0zhEkMT8EUkMWntX8QGvoVDWpz/2GL/lyu1RxYwf9DisX/sZPH7exiTl45TC18ikuBUwkSiLKNoDi7LH/IuyIaBU6iYscSOWBF1uLqen67cxAd7jjJrfD9+fOFwktydPTVNRKRnUgkTiTLP3n+2eLtpFaynFjCA372zm0/2VXLvZSOZNjbP7jgiIjFBJUwkijKK5kCgFgetLkGm5/e4AmZZFlV1AdJT3Nz2L0O5cnyexk+IiDSj6wEiUZJRNIekPWtOfNI13w9WfkOb+1/iWm1DgPteNbnl2Y+obQjgTXKpgImItKKVMJEo8exZE/osSKcn6lkiaU95DfNf3Mi2A8f4znmDtfdLRCQMlTCRKPAtGhd2Gn7dhFuiHSdi3vzsEPe+shmnw8HDs8Zx3tDedkcSEYlZES1hhmFcBjwCuIBFpmk+EOZ5XwOWAmeZpvlBJDOJRJtv0ThcdUdC3g3Zk86CDAQtnly7i/zMVB6cMYb+mSl2RxIRiWkRK2GGYbiABcAlQAnwvmEYRaZpbmz1vHRgHvDPtr+LSPxylxaTvvxruKyGkKtgR2evwJ93hh3RutWR6gbcLgdpyW7+86qxZKR4SNYlSBGRDkXyK+XZwDbTNLebplkPPAPMDPG8XwL/AdRGMItIVCVvWELWspm4wxSwQHJWjyhg5sE6vvHnD3ng9a0A5KQlq4CJiHRSJL9aDgD2NHu75PhjJxiGMQkYaJrmygjmEIkqd2kx6avnh7z8CBBwuON+Ir5lWSz/eB/zXyvF6YA5Z+bbHUlEJO5Eck9YqBvBTuxHNgzDCfwX8M2u/KZ+fwNlZbtOLVknRONjSNfF+usy6M0fkbb/vbCb8Kt9o9nx5UUQ4/8d7anzB3ns/cO8/tkxTu+Xwk8uyCaDw5SVHbY7mjQT658riUivSWyK9OuSkzMu7PsiWcJKgIHN3s4H9jZ7Ox0YB6w2DAMgDygyDGNGe5vz3W4PubmDIxD3C2VluyL+MaTrYv118S2ejKuyJGQBCzpcVMxajj/vDHLtCNeN9lfW8eG+Um6ePIjpw6B/vyF2R5JWYv1zJRHpNYlNdr8ukSxh7wMFhmEMBT4HrgWub3qnaZpHgeymtw3DWA38RHdHSjwKVcCaBIDyufH/HfDHeysY1y+dvunJPHfTWaSnuPWdvYjIKYjYnjDTNP3A94G/ApuA/zNNc4NhGL8wDGNGpD6uSDS5S4vxPTY85ApY0ypY3aS5NiTrPoGgxRNv7+Tbf/mIZev3AZCeohGDIiKnKqJfSU3TfBl4udVjPw/z3KmRzCLS3dJWzSNly3KAkJcgLYeTmom3xvUcsCM1Ddzz8mbe3VnOFWNzmT423i+miojEDn07K3ISMpdOw7P/o7B3QDb0ncjRq+P7pt/NZZXcUbSRg8fqueviEVw1vh8OR6gLriIicjJUwkS6KG3VvDYFrPkdkLUjZ1F1yaPRjtXt6vxBXE4HT147kbF56XbHERHpcTRVUaQL3KXFpGxZHvryI1A9aW5cF7A6f5C/bzkAwIQBmSz95pkqYCIiEaKVMJEuyFh2ZegJ+Dgpv223HZG6zd6jtdz54kY2l1XxzDe9DOvTC7dL36eJiESKSphIJ/kWjcPZ7MJjTypg7+w8zD0vbSZgWfxm5liG9elldyQRkR5PJUykE3yLxuGqO9JmI34A4r6A/fG9PSx4awfDs3vxHzPGMNCXanckEZGEoBIm0oHMpdPaFLCeMgMMIDPFzWWj+3L3JQWkeFx2xxERSRgqYSLtcJcWh70TMuBKjdsZYOb+KvYdrWVqQTZXju/HzNPyNH5CRCTKVMJE2hF2I77DTfmtW+2IdMpWbijlgde3kZuezAXDeuN2OVXARERsoBImEobv8YLQG/GdSZR/b7s9oU5BvT/If67+jGXr93HmwEzunzZadz+KiNhIJUwkhKynL8QVqAm9ET8OC1htQ4Bb/+9jNpRWcsNZA/neBUNwO7X6JSJiJ5UwkRBc5VtDXoasnL3CjjinLMXj4qxBWdxw9kAuKsi2O46IiKASJtKGd21hyAJWO3IW/rwz7Ih0UoKWxeL39nDOEB+jc9O57V+G2h1JRESaUQkTaSajaA6ePWvaXoZ0eePqOKLKWj/3vWry5meHKK9pYHSujh4SEYk1KmEix2UunRZ2HEXllX+xI9JJ2XqgivlFG9lbUcePLxzO1yf1tzuSiIiEoBImAqStmtemgDUJODxxcxlyc1klNz+znvRkN09cM54JAzLtjiQiImGohEnC864tJGXL8pArYACVs56LdqSTNiInjWsm9uf6M/PJ7pVkdxwREWmHhgRJwktd91jIAhZ0uDgye0XMr4KVVdZxR9FGDh6rx+10MG/KMBUwEZE4oJUwSWi+xZNxhBrICpTP3WVLpq74YPcR7l65iTp/kO0Hj6l8iYjEEZUwSVhpq+bhqiwJPZD1thI7InWaZVn86f0SFvxjB4N9Xh6cMYahfbx2xxIRkS5QCZOElLxhSdh9YPEwkHXx+yX8z1s7uHhkNj+7dCS9kvSpLCISb/SVWxKOu7SY9NXz43Igq2VZOBwOrjwtj/RkF1eN76fDt0VE4pQ25kvCyVg2M2QBC7hSY3og62ub93Pbc59Q7w+Smeph1oT+KmAiInFMK2GSELxrC0ne/goc3dHiO48vNuI7Kb91qx3ROuQPBHnkzR088+HnTOifQXV9gCS3vn8SEYl3KmHS46WtmkfKluUAoYex4qT8tt3RDdVJB6rquOvFTazfW8G1pw/gB18aitulAiYi0hOohEmP1vooIgta/Bygcvbz0Q/WST97aTNbDlRx/xWj+MqovnbHERGRbqQSJj2W7/ECXIGaNqtfLabhT30w5jbiW5aFP2jhcTm58+ICgpbF8OxedscSEZFuphImPZJv0bg2Bcw68aOLQPYoqqYUxlwBO1bv55d/3UKqx8XPLx2p2V8iIj2YSpj0KO7SYtJfuA5XoDrsHZCxugF/x6Fq7ijawO7yGm67YKjdcUREJMJUwqTHSN6wpM38L2hWwJKzKL/502jH6pTXzQP88q9bSHY7+Z+vncZZg3x2RxIRkQhTCZMeoekOyLAFLD2f8hvejXasTjla08D9q7YwPNvLr6ePITc92e5IIiISBSphEvd8iye3OQOy+eb7WC1gR2sayEhxk5nq4fFrJjCsjxePxk+IiCQMfcWXuNZeAbOA6klzY7KAfVRylGv/WMwz6/YCYPRNUwETEUkwWgmTuJW5dFrYAharA1gty+KZdXt5ZM12+mckc+bATLsjiYiITVTCJC6lrZrXYggrxP4G/Or6APe/toXXzANMGd6Hey8zSE/Rp6CISKLSvwASd5I3LGmzCb/FCIoYLGAAm8oq+fvWg8y9YAg3nj0Qpw7fFhFJaCphEle8awvxrlsYVzPAdpfXMMiXyhkDs3j+22eRl5FidyQREYkB2gkscSNr+4q4KmD+oMV/v7mda556n49KjgKogImIyAlaCZO4kFE0B8+eNS0ea7EJP8YK2KFj9fzspU18sOcosyf0Y0xeut2RREQkxqiESczLXDoNz/6PAE6sgsXyCtjHeyu488WNVNT6ue8ygyvG5todSUREYpBKmMSscOdANglAzBUwgE/3VZDkcvK76yZi9E2zO46IiMQolTCJSU3HEAFhJ+FXzl4R1UztqW0I8NmhasbmpXPd6QOYeVoevZL06SUiIuHpXwmJOb5F43DVHQl7DmTQ04uKGU/jzzsj2tFC2lNewx1FG9lfVceKm88mLdmtAiYiIh3SvxQSU0IVsBbnQMbYINY12w5x36ubcTkc/OqKUaQl61NKREQ6R/9iSMzIXDotbAGzgKq+Z1N39XIbkrUVtCwe+8dO/vDeHkbnpvHA9DH0z9T4CRER6TyVMIkJ3rWF4Y8hcrgpn7uTsrJdxMp9hg7gwLF6rjwtj59cNIJkt0buiYhI16iESUxIXfdYuwUsVmzYV4E3yc3QPl5+9pWRuJ06ekhERE6Ovn0XW3nXFuJbkI+j2c6vWCxglmWxbP1ebnl2Pf+1+jMAFTARETklWgkTWzROwH8TB1boGWAOD+Vzd0Q9Vyi1DQEe+Ns2XtpQxrlDfPzy8lF2RxIRkR5AJUyizrd4Mq7KkpDlq2kVrHLWc9GMFNbBqjrmLf+UbQeOccu5g7j53ME4HVoBExGRU6cSJlGVtmpeyALWfAxF7chZMTMDLCPFQ05aErddMJTzh/W2O46IiPQg2hMmUeMuLSZly/I2G/BPjKFwOKmeNJeqSx61Id0XAkGLP39QQkVtA0luJ4/MOk0FTEREup1WwiQqsp6+EFd5y3Mem5evmom3Un3e3dEP1sqRmgbueXkz7+4sJ8nl4JpJA+yOJCIiPZRKmESc7/ECXIGa0CMoXKkxcwj3prJK5hdt5OCxeu6+pIArT8uzO5KIiPRgKmESUZlLp7UpYE0CDk/MFLC3PjvEnS9upLc3iSevncjYvHS7I4mISA+nEiYRk7ZqXtgp+BA7d0ACjM5L58sjc7h96nCyvB6744iISALQxnyJCO/awpCb8AGCKX04MnuF7XdA7j1ay0N/34Y/aJHdK4lfXD5KBUxERKJGK2ESEanrFoYsYA19J3L06pV2RGph7Y7D/PzlzQQsi6vG92N4di+7I4mISIJRCZNu5V1bSPK6hS2WWE9swk/Pt72ABS2L3727myfX7mJETi8enD6Ggb5UWzOJiEhiUgmTbhPqLsgmAZyU3/Bu1DO19sDrW3n+41IuH9OXuy4uIMXjsjuSiIgkKJUw6Ra+pyaFLGAnjiGa/Xy0I4U087R+FOSk8bUJ/XDo+CEREbGRSpicMndpMc7qA+Hvgpz6oK2b8F/8tJSdh6v5f18axti8dI2fEBGRmKASJqfEXVpM1rKZoQexZg6l8uKHbStg9f4gD72xjec/LuXMQVk0BIJ4XLohWEREYoNKmJySjFYFrEkguTfl33gr6nmalFbUMv/FTWwsreTGswdy6/lDcDt1+VFERGKHSpicNN+CQTTf1t7iEuS0p6Id54R6f5BbnllPZZ2f38wYw9SCbNuyiIiIhKMSJifF93gBLoJtHg8CFTYNYrUsC4fDs0jZ7AAAGO1JREFUQZLbyU8uGsGQ3qkM7u2Neg4REZHO0AYZ6RJ3aTG+BflhD+S2q4BV1vr58QsbKPqkFIApI/qogImISExTCZNOa9qE74KQBax25CxbCtjWA1XcsORD1u4spz7QdnVOREQkFulypHRaqE34zY8jqrrk0WhH4uWNZRSu2kpGipsnrhnPhAGZUc8gIiJyMlTCpENZT1+Iq3xr2DlgtSNn2VLAzP1V3PuKyen5mdw/bTTZvZKinkFERORkRbSEGYZxGfAI4AIWmab5QKv33w7cDPiBA8C3TNPcFclM0jVZT1+Iu1UBa2LXJvw6f5BktxOjbxr/ddVYJg/prfETIiISdyK2J8wwDBewAPgqMAa4zjCMMa2etg440zTN8cBzwH9EKo+cnNYrYGDvJvz3d5cz63fvsf7zowBcMKyPCpiIiMSlSK6EnQ1sM01zO4BhGM8AM4GNTU8wTfONZs9/F/hGBPNIF/keL2j3EmQ0C5hlWTy34SiLP9rFYJ+XzBRP1D62iIhIJESyhA0A9jR7uwQ4p53nfxt4JYJ5pAsaB7EG266COVzUTPwu1efdHbUsVXV+/v1Vk9XbjnDxyBzuuXQk3iRXx79QREQkhkWyhIW6RmSFeAzDML4BnAlM6eg39fsbKCuL/LaxaHyMWDXquS+1KWBNL9yOqQup6TMOovjns2JTBW9+Vs7NZ/iYOSqVyvISKqP20aUjify5Esv0usQevSaxKdKvS07OuLDvi2QJKwEGNns7H9jb+kmGYVwM/BSYYppmXUe/qdvtITd3cLeFDKWsbFfEP0asSls1DxeBkAWscuqDZIy5gowoZTlS3UCW18PNfS2mjDlGlnUoYV+XWJXInyuxTK9L7NFrEpvsfl0iOaz1faDAMIyhhmEkAdcCRc2fYBjGJOAJYIZpmvsjmEU6wbd4MilblocdxFo3dk5UcjQEgjz09218/Y8fcKCqDqfDgdE3LSofW0REJFoiVsJM0/QD/7+9ew+PurrzOP6ezIRcIJCRi6ABAYUjFxEekIJdq65aobLQgjekWtdLZVFpV6211Harblkv3Xati6LFS1HqBaHKQ1HEqnWfolYDKAJ+BeUiSAAhXAMhmcz+MQPmMgkDmd/8kszn9Tw+T2bmN7/zfTgm+eScM+fcBCwEVgEvmNkK59zdzrnR8cseANoAs51zy5xz8+q5nXgsPKM/wT0b6w1g6doHbNvecia+8BHPL/2SEX06Ec7TAnwREWmZPN0nzMwWAAtqPffLal+f72X7kpw2iyYTLN+ZMIClcyf84i92MmX+KvZXRJg6qg8XuI5paVdERMQP2jE/w4Uf7k4wWpkwgEWCeey6ZH7aanlx2ZcU5IR45NIB9GzfOm3tioiI+EEhLIOFpxXVexh3JJhH6cTVntew72Ale8sjHF+Qw8+/3RuANjn631JERFo+/bbLUOEnB9UfwAKhtASwtdvLuH3eCvJbhXjyioEKXyIiklH0Wy8DhR87lWDF3sQBLKeQ0us+9ryG120b9yz8lNzsLO44vxdZAR09JCIimUUhLIPkL55KztKH6x8BKyii9Kp3Pa2hMlLFQ/+3lj8Vb+K0Lm2591/60Kkgx9M2RUREmiKFsAyRv3gq+Usfrvcw7kgwz/MABlBRFeW99aVcNugEfnR2T7KDXm5VJyIi0nQphGWIvIYCWBqmIJd/uZuTO7Qmv1WQJ8YP0tmPIiKS8TQMkQHCj51aZ/qx+j5gXgawaDTKs0s2cf3zH/LY4tj5XApgIiIiGglr8fIXTyWr1iJ8gCpg97iXqew82LO2yw5G+M/XPmWRbePsk9tz3fBunrUlIiLS3CiEtWCJ1oEdGgHzOoBtKN3PbS+vYP2OMm78p+5cNbSrPgEpIiJSjUJYC5W/eGrCdWAAkWCOpwEMIJQVIBqN8tC40xh6UtjTtkRERJojhbAWJFRSTMErN5BVVkKAxNtQAJQPuNaT9iuroryycgsX9TueE9rl8twPhhDM0uiXiIhIIgphLUSopJjCOWMAEo5+AUQDQfYPvIGyM6ekvP3t+w7y87+soviLXXRo04rh3Y9TABMREWmAQlgL0XbuWKBuAKs+ArZr7FxPpiE/3LSLn81fxe4DlfxqhGN49+NS3oaIiEhLoxDWArRZNJmsaORwAIvWer0qqxW7vzfbkwA27+MSpi5aTeeCHJ4YP5DendqkvA0REZGWSCGsmQuVFJP76dyEI2DR3PYc6HOZJ9OPh5zYLpezeh7HLy7sTdvcbM/aERERaWkUwpq5gtd/XOPx4U1Yu57N7tGzPGlzQ+l+3t9QyrjTT2Bw10IGdy30pB0REZGWTCGsGctZMYvgrrV1piEjBD0LYH9b8xX/8YqRHcziAtdRo18iIiLHSCGsmcpZMYuCt36acBqy9Mb1KW+vsirK9L+v44//+II+x7fhvtF9FcBEREQaQSGsGWo3exTZW5cl3AcsEu6V8vai0Si3vvQxi9eW8r0Bnbn13FPICenYURERkcZQCGtmGgxgZLHzijdT3mYgEODsUzpwXq+OjD6tc8rvLyIikokUwpqRUEkx2VuX1Xju6wAGpTduSFlb0WiUuR9tpjAvm/N6d2TsgC4pu7eIiIiA5pSakbZzxtQ4jqj6CFjpjRtT1s6Bigh3vWrc+/oaXrdtKbuviIiIfE0jYc1EeFpRjcR8OIAFQpROWpeydjbu3M/t81ayZts+rh/ejeuGn5Sye4uIiMjXFMKagfD0XgSpeyRRhKyUBrCte8q56pmlBALwu7H9+WYPHT8kIiLiFYWwJi48cxjByP6EC/H3jPtzStvqVJDD1UO7cp7rwInt8lJ6bxEREalJa8KasDaLJhPcszFxADvnvpScBbmzrILbXlrBp1v3AnDV0K4KYCIiImmgENZEJToT8lAAO9B7LOX9JjS6jZUle7jymSUsXreDdTvKGn0/ERERSZ6mI5uY/MVTyVn1PIED2xMGsIpOA9l7we8b3c5LH23m/jfW0D6/FTMuH0jfzgWNvqeIiIgkTyGsCWmzaDK5n84FSLwZazCPXZfMb3Q7r32ylV8vWs2wk8Lc851TKczX8UMiIiLpphDWROSsmFVn+rG6CFA6cXWj2qiKRskKBPjnXh342QW9GNO/M8Gs+loUERERL2lNmM9CJcWEZwyocxh3tNp/AHvGvdyodv6+dgfff3oJO8sqCAWzGDugiwKYiIiIjxTCfBQqKaZwzhiC5TsSTj9GgUjrLuwc9/IxfxKyKhrlscXr+Pe5HwNQVhFpVM0iIiKSGpqO9FHbuWPrTD/WPAuycUcR7dpfwS8WfMI760q5qG8n7ji/F7nZwUbdU0RERFJDIcwn4ZnDyIp+PSoVrfZaJJjX6PVfAP/zt895f8NO7jj/FMYO6EIgoOlHERGRpkIhzAf5i6fW2YQVYkFs/6BJlJ05pVH3P1ARITc7yORv9eDi07vQr0vbRt1PREREUk8hzAd5y6bXeHxoFGxXI9Z+AZRXVvGbN9awbkcZj1wygHB+K8L5rRpRqYiIiHhFC/PTLFRSTCBadXgUrPomrI0JYJt3H+D655bx0vISTj+xHWjqUUREpEnTSFiatZ07ts5zUWjUJqzvrtvBnX/5hMqqKL8Z05ezT+nQiApFREQkHRTC0qjd7FFkRSN1RsGq8jse8z0rI1U88MZndGjTivtH96NbWIdvi4iINAcKYWmSs2IW2VuX1VmMHwFK/3XpUd9vz4FKckJZtApl8eDY/rRv3Yo8bT8hIiLSbGhNWBrkrJiVcEd8gPJBk476fp9u3cuVzyzht299BkBRYZ4CmIiISDOjEOaxUElxvQEsEggd9XYUf1mxhWueXcbBSBUj+3RKWZ0iIiKSXpqO9FjbOWMSBzCgdNK6pO9zsLKK3771GXM+3Mzgru349UV9aN9a20+IiIg0VwphHir807k1hhobcyRRyZ5yXl21lSuHFDHprB6EdPi2iIhIs6YQ5qFg6erEC/GPIoCt+WofJ7fPp1s4jxevOYMOGv0SERFpEbQmzCPhGf0TTkPuGfdyUu+PRqM89d4GJsws5pVVWwEUwERERFoQjYR5IDxzGMHynQnOhgwktSv+3vJK7nrVeGvNdi5wHTlHm6+KiIi0OAphKRYqKa5zOPfho4m6fuuI71/z1T5+Om8lm3Yd4JZzT+byQScQ0BFEIiIiLY5CWIoVvDqxxuPDi/ELitg9etYR31+y+wD7KyJMv2QAA4vaeVChiIiINAUKYSmWtW9znWOJIjmFlF71br3vqYhUsWzTLs7oFuaferZn7jWF5GrzVRERkRZNC/NTKDy9V4J1YFB63cf1vmfrnnJueP4jbn5xORt37gdQABMREckAGglLkfzFUwlG9tcJYVX5net9T/EXO5kyfxX7KyLcc1Efigp1+LaIiEimUAhLkbylDyfekmLkowmvn/XBRh56+3OKCvN45NIB9Gzf2vMaRUREpOlQCEuB8LSihDvj7znnvnq3pDgYqeLsUzrwiwt70yZH3SAiIpJp9Nu/kcIzh5FoBVckkE15vwk1nvt8+z527KtgSLdCrh7aFUDbT4iIiGQoLcw/RqGSYsIP96h3T7A9Y1+scf1rn2zl6llLuf+va4hURQkEAgpgIiIiGUwjYccgVFJM4ZwxCT8JCTWnISsjVfz+7bU8u2QTA05oy3+N6kNQh2+LiIhkPIWwY9B23hV1nqu+J9ihaciygxF+NHc5yzbt5rJBJ/Cjs3uSHdTgo4iIiCiEHbXwzGFkVeyrsyErQCSYV2NPsLzsLE4K5zPu9BMY0adTWusUERGRpk0h7Ci0WTS5zhowiAWx/YMmUXbmFKLRKM8v/ZLh3cOcdFw+d17Y249SRUREpInT3FiSQiXF5H46N+Ei/EMBrOxghCnzP+G/3/yMl5eX+FGmiIiINBMaCUtS2znfTRjAIjmFlJ05hXXby7h93krWl5Zx81k9uPKMIj/KFBERkWZCISwJ4WndCFZb/XU4gMXXgK3YvJtJs5eTE8rify8+jTO6hf0pVERERJoNhbAjCM/oT5CqOs9HgNKJqwE4uUNrLji1I9cN60bntrlprlBERESaI60Ja0D+4qkEy3cmnIbc2f8G7nrV2FteSW52kDu/3VsBTERERJKmENaA+g7l3lw0ipGfXMAi28YnW/b6UZqIiIg0cwph9Wg3e1TCAFbSui9nfT6BnFAWT14xkCHdCv0oT0RERJo5rQlLIG/7x2RvXVZnP7AIWQzffidn9Qxz18hTKcjVP5+IiIgcG6WIBLq+c2eNx4dGwTaMfJ7J24uYMKSILB2+LSIiIo3gaQhzzo0AHgSCwAwzu7fW6znATGAwsB24zMzWeVlTMkIHth3++vB2FHkdKeg5nCt7+lOTiIiItCyerQlzzgWBacBIoC8w3jnXt9Zl1wKlZnYK8DvgPq/qSVbhn84lAF9PRUZjQWzt+H/4V5SIiIi0OF4uzB8KrDGzz83sIPAcMKbWNWOAP8a/fhE4zznn6zxfsHR1zbVgAajKLqAwL9uvkkRERKQF8jKEnQh8Ue3xxvhzCa8xs0pgF9Dew5oaFCopTviJyD2jn/GjHBEREWnBvFwTlmhEK3oM19RQWVnBli3rj7mohnSwBXWei2TlsCnQATxqU46OV30vx0590jSpX5oe9UnT5HW/dOzYv97XvAxhG4Gu1R4XAV/Wc81G51wIaAfsaOimoVA2xx9/Uirr/Pre0e/AyseJVlUefq7sW3d71p4cnS1b1qsvmhj1SdOkfml61CdNk9/94mUIex/o5ZzrAWwCLgeuqHXNPOAHwDvAxcAbZtbgSJiXKjsPZuf35pD1zm/Ir9zD/r7jKe83wa9yREREpAXzLISZWaVz7iZgIbEtKp4wsxXOubuBD8xsHvA48LRzbg2xEbDLvaonWZWdB7PlzHv1F4uIiIh4ytN9wsxsAbCg1nO/rPb1AeASL2sQERERaYp0dqSIiIiIDxTCRERERHygECYiIiLiA4UwERERER8ohImIiIj4QCFMRERExAcKYSIiIiI+UAgTERER8YFCmIiIiIgPFMJEREREfKAQJiIiIuIDhTARERERHyiEiYiIiPhAIUxERETEBwphIiIiIj4IRKNRv2s4WtuA9X4XISIiIpKEk4COiV5ojiFMREREpNnTdKSIiIiIDxTCRERERHygECYiIiLiA4UwERERER8ohImIiIj4IOR3AX5yzo0AHgSCwAwzu7fW6znATGAwsB24zMzWpbvOTJNEv9wCXAdUEtuy5Boz07YlHjpSn1S77mJgNnCGmX2QxhIzTjJ94py7FPgVEAU+NLMr0lpkBkri51c34I9AYfyaO8xsQdoLzSDOuSeAUcBWM+uf4PUAsT77DlAGXG1mS9JRW8aOhDnngsA0YCTQFxjvnOtb67JrgVIzOwX4HXBfeqvMPEn2y1JgiJkNAF4E7k9vlZklyT7BOVcATAbeS2+FmSeZPnHO9QJ+BnzTzPoBP057oRkmye+VO4EXzGwQcDnwcHqrzEhPASMaeH0k0Cv+3w+BR9JQE5DBIQwYCqwxs8/N7CDwHDCm1jVjiP3FArFf9ufFE7N454j9YmZvmllZ/OG7QFGaa8w0yXyvANxDLBAfSGdxGSqZPrkemGZmpQBmtjXNNWaiZPolCrSNf90O+DKN9WUkM3sb2NHAJWOAmWYWNbN3gULnXJd01JbJIexE4ItqjzfGn0t4jZlVAruA9mmpLnMl0y/VXQu84mlFcsQ+cc4NArqa2fx0FpbBkvk+6Q30ds793Tn3bnyaTLyVTL/8Cvi+c24jsAC4OT2lSQOO9vdOymRyCEs0olX7+IBkrpHUSvrf3Dn3fWAI8ICnFUmDfeKcyyI2XX9r2iqSZL5PQsSmV84BxgMznHOFHteV6ZLpl/HAU2ZWRGwN0tPx7yHxj2+/6zO54zcCXas9LqLusPDha5xzIWJDxw0NaUrjJdMvOOfOB34OjDaz8jTVlqmO1CcFQH/gLefcOmAYMM85NyRdBWagZH9+vWxmFWa2FjBioUy8k0y/XAu8AGBm7wC5QIe0VCf1Ser3jhcy+dOR7wO9nHM9gE3EFkjW/uTQPOAHwDvAxcAbZqaRMG8dsV/iU1+PAiO0ziUtGuwTM9tFtV8izrm3gNv06UhPJfPz6yXioy7OuQ7Epic/T2uVmSeZftkAnEesX/oQC2Hb0lql1DYPuMk59xzwDWCXmW1OR8MZOxIWX+N1E7AQWEXs0yornHN3O+dGxy97HGjvnFsD3ALc4U+1mSPJfnkAaAPMds4tc87N86ncjJBkn0gaJdknC4HtzrmVwJvAT8xsuz8VZ4Yk++VW4Hrn3IfAs8S2Q9Af9x5yzj1LbDDFOec2Oueudc5NdM5NjF+ygNgfKGuAPwCT0lVbIBpV34uIiIikW8aOhImIiIj4SSFMRERExAcKYSIiIiI+UAgTERER8YFCmIiIiIgPMnmfMBFpIpxzTwCjgK1m1v8Y3j+K2NmVWUA28KCZPZrC+u4G3jaz151zZwHTgQrgonhbFzfw3hnAb81spXNuiplNTVVdItK8aYsKEfGdc+5bwF5ih+geVQhzzmUD64GhZrbROZcDdDcz86BUnHPTgffM7MljeO9eM2vjQVki0gxpJExEfGdmbzvnuh/j2wuI/SzbHr9XObEjenDOPQUcAPoBxwO3mNl851wQuJfYuYo5wLRDI2fOuduBK4Eq4BUzuyN+n/lAIXApcGG1o7Pmm1n/+D3vAy4kdu7cH8zsoUMnCBA7dSPPObcMWEFsc8ivzOzBeLu/BraY2e+P8d9BRJoZrQkTkWbNzHYQO3ZkvXPuWefchFoHIncHziY2dTjdOZdL7Py+XWZ2BnAGsR3MezjnRgLfBb5hZqcD99dqa0a8rZ+Y2YRapfwQ6AEMMrMBwKxa770D2G9mA+PvfZzYsWiHDkG/vPZ7RKRlUwgTkWbPzK4jdh7fP4iNOj1R7eUXzKzKzFYTG306Ffg2cFV8VOo9oD2xw63PB540s7L4fXccRRnnA9PjR9cc8b1mto7YsUKD4vUs1bFCIplF05Ei0uTFp/qK4w/nmdkva19jZsuB5c65p4G1wNXxl2ovfI0CAeBmM1tYq50RCa5PVuAY3juDWJ2dqRkcRSQDaCRMRJo8M4vEp/EG1g5gzrk2zrlzqj01kNhC/UMucc5lOedOBnoSWy+2EPi3+KJ+nHO9nXOtgdeAa5xz+fHnjzuKMl8DJjrnQg28t+JQm3F/BkYQmxJdmOB6EWnBFMJExHfOuWeBd2Jfuo3OuWuP4u0B4HbnnMWnF+/i61EwiIWuvwGvABPN7ACxEaiVwBLn3MfAo0DIzF4ltubrg/i9bjuKOmYAG4CPnHMfAlckuOax+OuzAMzsIPAmsSnTyFG0JSItgLaoEJEW69CnGs3sRb9rSSS+IH8JcEl8zZqIZBCNhImI+MA51xdYA/xVAUwkM2kkTERERMQHGgkTERER8YFCmIiIiIgPFMJEREREfKAQJiIiIuIDhTARERERHyiEiYiIiPjg/wHO0FUvIhDYTQAAAABJRU5ErkJggg==\n",
691
      "text/plain": [
692
       "<Figure size 720x576 with 1 Axes>"
693
      ]
694
     },
695
     "metadata": {
696
      "needs_background": "light"
697
     },
698
     "output_type": "display_data"
699
    }
700
   ],
701
   "source": [
702
    "fig, ax = plt.subplots(figsize=(10,8))\n",
703
    "plot_roc(ax, y_test, prob)"
704
   ]
705
  },
706
  {
707
   "cell_type": "code",
708
   "execution_count": 28,
709
   "metadata": {
710
    "ExecuteTime": {
711
     "end_time": "2019-08-11T18:54:38.314789Z",
712
     "start_time": "2019-08-11T18:54:38.272601Z"
713
    }
714
   },
715
   "outputs": [
716
    {
717
     "data": {
718
      "text/html": [
719
       "<div>\n",
720
       "<style scoped>\n",
721
       "    .dataframe tbody tr th:only-of-type {\n",
722
       "        vertical-align: middle;\n",
723
       "    }\n",
724
       "\n",
725
       "    .dataframe tbody tr th {\n",
726
       "        vertical-align: top;\n",
727
       "    }\n",
728
       "\n",
729
       "    .dataframe thead th {\n",
730
       "        text-align: right;\n",
731
       "    }\n",
732
       "</style>\n",
733
       "<table border=\"1\" class=\"dataframe\">\n",
734
       "  <thead>\n",
735
       "    <tr style=\"text-align: right;\">\n",
736
       "      <th></th>\n",
737
       "      <th>Value</th>\n",
738
       "    </tr>\n",
739
       "  </thead>\n",
740
       "  <tbody>\n",
741
       "    <tr>\n",
742
       "      <th>sensitivity</th>\n",
743
       "      <td>0.702</td>\n",
744
       "    </tr>\n",
745
       "    <tr>\n",
746
       "      <th>specificity</th>\n",
747
       "      <td>0.462</td>\n",
748
       "    </tr>\n",
749
       "    <tr>\n",
750
       "      <th>ppv</th>\n",
751
       "      <td>0.388</td>\n",
752
       "    </tr>\n",
753
       "    <tr>\n",
754
       "      <th>npv</th>\n",
755
       "      <td>0.761</td>\n",
756
       "    </tr>\n",
757
       "    <tr>\n",
758
       "      <th>f1</th>\n",
759
       "      <td>0.500</td>\n",
760
       "    </tr>\n",
761
       "    <tr>\n",
762
       "      <th>auroc</th>\n",
763
       "      <td>0.606</td>\n",
764
       "    </tr>\n",
765
       "    <tr>\n",
766
       "      <th>prevalence</th>\n",
767
       "      <td>0.327</td>\n",
768
       "    </tr>\n",
769
       "  </tbody>\n",
770
       "</table>\n",
771
       "</div>"
772
      ],
773
      "text/plain": [
774
       "             Value\n",
775
       "sensitivity  0.702\n",
776
       "specificity  0.462\n",
777
       "ppv          0.388\n",
778
       "npv          0.761\n",
779
       "f1           0.500\n",
780
       "auroc        0.606\n",
781
       "prevalence   0.327"
782
      ]
783
     },
784
     "execution_count": 28,
785
     "metadata": {},
786
     "output_type": "execute_result"
787
    }
788
   ],
789
   "source": [
790
    "thresh = 0.41\n",
791
    "y_pred = (prob > thresh).astype(np.int64)\n",
792
    "cm = confusion_matrix(y_test, y_pred)\n",
793
    "tn,fp,fn,tp = cm[0][0],cm[0][1],cm[1][0],cm[1][1]\n",
794
    "prevalence = (fn+tp)/(tn+fp+fn+tp)\n",
795
    "sensitivity = tp/(tp+fn)\n",
796
    "specificity = tn/(tn+fp)\n",
797
    "ppv = tp/(tp+fp)\n",
798
    "npv = tn/(tn+fn)\n",
799
    "f1 = (2*ppv*sensitivity)/(ppv+sensitivity)\n",
800
    "auroc = roc_auc_score(y_test, prob)\n",
801
    "\n",
802
    "d = {\n",
803
    "  'sensitivity': np.round(sensitivity, 3),\n",
804
    "  'specificity': np.round(specificity, 3),\n",
805
    "  'ppv': np.round(ppv, 3),\n",
806
    "  'npv': np.round(npv, 3),\n",
807
    "  'f1': np.round(f1, 3),\n",
808
    "  'auroc': np.round(auroc, 3),\n",
809
    "  'prevalence': np.round(prevalence, 3),  \n",
810
    "}\n",
811
    "\n",
812
    "metrics = pd.DataFrame(d.values(), index=d.keys(), columns=['Value'])\n",
813
    "metrics"
814
   ]
815
  },
816
  {
817
   "cell_type": "code",
818
   "execution_count": 29,
819
   "metadata": {
820
    "ExecuteTime": {
821
     "end_time": "2019-08-11T18:54:38.548493Z",
822
     "start_time": "2019-08-11T18:54:38.316303Z"
823
    },
824
    "code_folding": []
825
   },
826
   "outputs": [
827
    {
828
     "data": {
829
      "image/png": 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\n",
830
      "text/plain": [
831
       "<Figure size 720x576 with 2 Axes>"
832
      ]
833
     },
834
     "metadata": {
835
      "needs_background": "light"
836
     },
837
     "output_type": "display_data"
838
    }
839
   ],
840
   "source": [
841
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
842
    "plot_confusion_matrix(ax, cm, classes=['Short Stay', 'Prolonged Stay'], normalize=False, title='Confusion matrix')"
843
   ]
844
  },
845
  {
846
   "cell_type": "code",
847
   "execution_count": 30,
848
   "metadata": {
849
    "ExecuteTime": {
850
     "end_time": "2019-08-11T18:54:38.579422Z",
851
     "start_time": "2019-08-11T18:54:38.550081Z"
852
    }
853
   },
854
   "outputs": [],
855
   "source": [
856
    "# scores = clf.coef_[0]/clf.coef_[0].sum()\n",
857
    "\n",
858
    "# fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n",
859
    "# neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), scores, n_words=50)\n",
860
    "# ax[0].imshow(neg_cloud)\n",
861
    "# ax[0].axis('off')\n",
862
    "# ax[0].set_title('Short Stay')\n",
863
    "# ax[1].imshow(pos_cloud)\n",
864
    "# ax[1].axis('off')\n",
865
    "# ax[1].set_title('Prolonged Stay')"
866
   ]
867
  },
868
  {
869
   "cell_type": "code",
870
   "execution_count": 33,
871
   "metadata": {
872
    "ExecuteTime": {
873
     "end_time": "2019-08-11T18:55:15.439432Z",
874
     "start_time": "2019-08-11T18:55:08.748520Z"
875
    }
876
   },
877
   "outputs": [
878
    {
879
     "data": {
880
      "image/png": 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7J01q9rPnERFDo6trNZ2dmVbXIwuuRY/k4Ijoy1jLna0yRT4LrsWYNmlSG1lpNSKGU0dHO52dox1FxNiTHBwRfUnuHDsy7TwiIiIiIiJimKXzHQOStEDS/NGOIyIiYqyQdICkJet4zlJJu9ft+yVtNTzRRUTEWJTOd0REREQTksbM63mSJo92DBERsWHGTFKJdSOpHbgKuAXYFfglcAwwHzgE2BS4CXib7W5JfwWcD0wHVgNvsH2fpPcBbwSeC1xu+yO1/tNrfQ8AK4DbRu7qIiIihpaknhzZDSwD3kvJiy+qRU6xfaOkBcDWQDvwsKQ3A2cBB1By5edsf7Ge8zxJlwMCrgfebnuNpIOBj9by9wHH2+7zjUtJ3wW2BTYBPmP7grq/E/gU8HLgH4Efb/idiIiI0ZKR79Ym4ALbOwOPAW8HzrM91/ZMSgf81bXsJZQvDLsAewO/rV8O/hrYA5gNzJG0n6Q5wJGUTv3rgLkjeVERERFDSdJOwOnAQTUPvhv4DHCO7bnA64GFDafMAV5r+03AicCjtdxc4K2SZtRye1A6xbOA7YDX1ankHwLm2d4N+Bmlo9+fE2zPoayOe7Kk59f9mwF32/5b2+l4R0S0uIx8t7YHbN9Yty8GTgY6JJ0KTAG2BO6RtBTYxvblALafBKid74OBO2odm1M641Mpo+CrarkrRuZyIiIihsVBwKW2Hwaw/QdJ84AdJfWUeZ6kqXX7CttddftgYGdJh9fPW1By5f8At9r+FYCkbwD7AE8COwI31rqfA/xkgPhOlnRY3d621v97yky1y9bvkiMiYqxJ57u19f6R9m7g88Duth+oU+c2Afr64c824BMN0+cAkHRKk7ojIiJaVRtr57VJwF4NnWwAaof5iV7nvsv2D3qVO6BJnd21/A9tHzWYwGo982osq+oD803q4Sdtrx5MPRERMfZl2nlre5Gkver2UTzzLtjDkjYHDgew/RjwX5IOBZD0XElTgB8AJ9SySNpG0p9T3ls7TNKmdRTgkJG7pIiIiCF3DfDGnunckrYErgbe2VNA0uw+zv0B8A+SNq7ltpe0WT22h6QZkiYBR1Dy8M3AS+taK0iaImn7fmLbAnikdrx3APZc76uMiIgxLZ3v1vZz4FhJyyhTzL8AXAgsB74L/LSh7Jsp09qWURZi+0vbVwNfB34iaTlwKTDV9u3AYuBOynS3G0boeiIiIoac7XuAfwKuk3QXZRGzk4HdJS2TdC9wUh+nLwTuBW6XdDfwRZ6ZOfgTymJsdwMdlFe2VgDHAd+oOfdmYId+wrsK2KiW/XgtHxER41Bbd3dmF7eiutr5krqw2ljRPWPG/aMdQ0SMYx0d7axY8fhohzFmTJs2hZUrV621f/r0qbdRFu+KiSM5OCKaGmu5s6/cNdasb5z95eCMfEdEREREREQMsyy41qJs3w+MpVFv1qzppqOjfbTDiIhxrKsra09FNJMcHBF9Se4cO9L5jiE1lqa0jBWtMrVmpOW+NJf70lzuS8TAWiEHt9Lf5cQ6PBLr8GilWCeyTDuPiIiIiIiIGGYZ+Y4hNX361NEOYUzKfWku96W58XBfurpW09mZJ/ARI6lV/u1olTghsQ6XxDr0nnxyzWiHEIOQzncMmUmT2shKqxEBZWXVzs7RjiJi4kgOjpjYOjraeXzsv3ky4WXaeURERERERMQwS+c7/kTS1pIuHe04IiIi+iPpJEnHDLLsAknzh6DNhZJ2XNc2JX1M0rwNbT8iIlpfpp3Hn9h+EDh8tOOIiIjoj+3zm+2XtJHtpxs/D2Gbb1nP884YivYlTbad3wuKiGhh6Xy3IEmbAd8CXghMBj4O/D/gU8DmwMPAcbZ/K2kpcCewB/A84ATbt0raH/hMrbIb2A94PrDE9kxJOwFfBp5DmSHxetv/MUKXGBERAUAd4Z5PyVXLbL9Z0gKg0/Yna567CXgpcIWkWcAfgF2B24HHgR1ruRcBn7b92Vr3e4ETalMLbX+6WY61vbiePx+4A/gSsHuN6SLb5/QT/yJgCfAEcLztN9b9BwD/aPsQSQcDHwWeC9xXy3VKuh+4CDgYOA/45vrdxYiIGAsy7bw1vQJ40PYutmcCVwHnAofbnkNJ1P/UUH4z23sDb6/HoHyBeIft2cC+QFevNk4CPlOP7w7817BdTURERBP1QfDpwEG2dwHe3UfRabb3t/2v9fP2wDzb/1g/7wC8nPIg+iOSNpY0Bzge+FtgT+CtknaleY5tNBvYxvZM27MoD6oH44fAnrVzD3AEsFjSVsCHary7AT8D3ttw3pO297GdjndERItL57s1LQfmSTpb0r7AtsBM4IeS7qQk8Rc2lP8GgO3rgedJmgbcCHxK0smULy1P82w/AT4o6f3Ai2337pxHREQMt4OAS20/DGD7D32UW9zr87d7TdG+0vZTtZ7fAX8B7ANcbvsJ253AdygPo5+VY20/2qvuXwEvkXSupFcAjw3mQmqevQo4pE6HfxXwPUrHf0fgxprDjwVe3M+1RUREi0rnuwXZ/iUwh/IF4RPA64F7bM+u/82yfXDDKd29qui2fRbwFmBT4GZJO/Rq4+vAaygj4j+QdNAwXU5ERERf2lg7hzXzxACfn2rYXk157a6tWUW9c6ykM3odfwTYBVgKvANYOIj4eiwG3kh5qPBT24/XOH7YkMN3tH1iP9cSEREtKp3vFiRpa2CV7YuBT1KmzE2XtFc9vnGdqtfjiLp/H+BR249K2s72cttnU6a47dCrjZcAv6rvxV0B7DzsFxYREfFs1wBvlPR8AElbDmHd1wOHSppSp4IfBtzQJMfu1nhSnSY+yfZlwId7Hx/A0lr+rTwzon0z8FJJf1XrnyJp+/W/rIiIGKvS+W5Ns4Bb6/S004EzKKuUny3pLsoCa3s3lH9E0k3A+UDP0/RTJN1dy3cB3+/VxhHA3bWNHYCvDtvVRERENGH7HsoaJtfVfPWpIaz7dmARcCtwC2XBtTtYO8ee2evUbYCl9fgi4APr0OZqyuJrr6x/YnsFcBzwDUnLKJ3xHfqqIyIiWldbd/dgZnNFq+pZndX2z0ague4ZM+4fgWYiYqzr6GhnxYrHh6y+adOmsHLlqiGrb7zo675Mnz71NspimTFxJAdHTGBDnXeHU6vk9PWNs78cnJHviIiIiIiIiGGW3/ke52wfMFJtrVnTTUdH+0g1FxFjWFfX6oELRcSQSQ6OmNiefHLNaIcQg5DOdwypVpnuMpJaZWrNSMt9aS73JSLWVyvk4Fb6Ny6xDo/EOjymTZsy2iHEIGTaeURERERERMQwy8h3DKnp06eOdghjUu5Lc7kvzY31+9LVtZrOztYYCYiYSMb6vx09WiVOSKzDJbFuuOTi1pTOdwyZSZPayEqrEeNfR0c7nZ2jHUVENEoOjphYkotbU6adR0RERERERAyzdL4jIiIiIiIihtmE7HxLOknSMYMsu0DS/CFoc6GkHQdZdpGkwze0zX7q/5ikeXX7FEkDLo8oaamkpj8WHxER409j/mvMG6MYz7DGkDwXERHDbUK+8237/Gb7JW1k++nGz0PY5luGqq4NZfuMho+nABcDWbEhIiKa6pU3JmwMI0HSZNurRzuOiIgYeuO+811HuOcD3cAy22+WtADotP1JSUuBm4CXAldImgX8AdgVuB14HNixlnsR8Gnbn611vxc4oTa10PanJW0GfAt4ITAZ+LjtxfX8+cAdwJeA3WtMF9k+p0no+9X6/xI41falktqAfwZeWc89s9b9AmAx8DzK/9N/sH2DpE7gi8CBwCPAkbZXSFoELAG2rv9dK+lh2wdK+gIwF9gUuNT2R9bz1kdERIuRdDpwDPAAsAK4re5fBCypuegM4BBKnrgJeJvtbklzKfntCeDHwCttz5R0HPAaYAqwHXC57VNrvUcBHwTagCttv1/SZJrkyV4xnFXrfBq42vazZqjVPL8dsA2wLfDPti+UdAAw3/ara7nzgJ/ZXtTr/E7gc8A8Sv78ICX/vgg4xfYVkjYBvlDjfBp4r+1rB7jepjlW0v3ARcDBwPclvd72bvXYXwPftD1nwP+BERExpo3raeeSdgJOBw6yvQvw7j6KTrO9v+1/rZ+3B+bZ/sf6eQfg5cAewEckbSxpDnA88LfAnsBbJe0KvAJ40PYutmcCV/Vqazawje2ZtmcBX+4jphcA+wCvBs6q+15Xz9+F8oXgX2rH+03AD2z3HLuzlt8MuL0m8OuAZ3Wk60OEB4EDbR9Yd59ue3dgZ2B/STv3EV9ERIwjNa8dSXn4/DpKJ7GZ82zPrTluU0qegpLPTrK9F9B75HY2cAQwCzhC0raStgbOBg6qx+dKOpQB8qSkLYHDgJ1s7wyc2UecOwOvAvYCzqjtDdZmwNLa4X28tvG/arsfq2XeAVBjPAr4Su2QN73eur+/HPuk7X1s/xPwqKTZdf/xwKJ1iD0iIsaocd35piT0S20/DGD7D32UW9zr87d7Tfm60vZTtZ7fAX9B6RhfbvsJ253Ad4B9geXAPElnS9rX9qO96v4V8BJJ50p6BfBYHzF91/Ya2/fW9qhtfsP2atsPUTrUc4GfAsfXJ/2zbD9ey69puLaL6/kDeaOk2ykj9DsBg3pPPSIiWt6+lLy2yvZjwBV9lDtQ0i2SllPy7E6SpgFTbd9Uy3y91znX2H7U9pPAvcCLKflrqe0V9ZWvS4D9GDhPPgY8CSyU9Dr6fm3qe7a7au6+lvIAfbD+h2ceni8HrrP9x7rdXvfvA3wNwPYvgF9THt73db3Qf45t/C6ykJLXJ1M68b3vZ0REtKDx3vluo0xZG8gTA3x+qmF7NWVqd1uzimz/EphDSdCfqNPzGo8/QhmdXkp5ar6wj5ga22zr9WfvNq+nfGH5DfC1fhaT6/deSJpBmRr/sjqacCWwSX/nRETEuDJQntgE+DxweB3xvZCSJ5rmpwbrkkf7zZO1o74HcBlwKGvPMOvR+1q6KdPDG7/79JXj/mi75/w1PfHbXsMzr+z1d81rXe8gcmzjd4/LKK+YvRq4zfbv+2krIiJaxHjvfF9Decr8fPjTVLWhcj1wqKQp9T3vw4Ab6rS2VbYvBj4J7NZ4kqStgEm2LwM+3Pv4INo8QtJkSdMpHe5bJb0Y+J3tCynvyfXUOQnoWTX9TZR38Hp7HJhat59HSf6PSvoLSuKPiIiJ4XrgMEmbSppKea+7t57O4sOSNqfmmNphflzSnvX4kYNo7xbK1Out6gjvUcB1A+XJ2u4Wtv+dsmjobJp7raRN6neAAyizxH5NWcfluZK2AF42iDj7cj1wdI1pe8r74O6n/KBzbB0x/wHlnfK+Xk+LiIgWM64737bvAf6JkszvAj41hHXfTnkH61bKF4iFtu+gvN91q6Q7Ke+b934XbRtgaT2+CPjAOjR7ObAMuAv4EWUhtv+mfKm4U9IdwOuBz9TyT1CmA95GmRr4sbVqhAsoi7tca/suylS4eygLv9y4DrFFREQLq3ltMWXdkMuAG5qUWUkZ7V4OfJfSoe1xInCBpJ9QRoV7v3bVu67fUnLgtZS8drvt7zFwnpwKLJG0jPL61Xv6aOJWyujyzZTFTx+0/QBlUdRllGnud/QX4wA+D0yu0+8XA8fZfqqvwuuRYy+hjNZfvQExRkTEGNLW3T2YWdnRiiR12t58BJvsnjHj/hFsLiJGQ0dHOytWPD5wwSE0bdoUVq7MLyL21td9mT596m2UVbhHjKTN6xooSDoNeIHtvhY6He5YFlB/1WQ02h8K9TfWt7D94UGekhwcMYH0zsWtlCdbJdb1jbO/HDzuf2osRs6aNd10dLSPdhgRMcy6uvITxNHUqyR9gPLd4tfAcaMbTuuSdDnlZ8oOGuw5ycERE0tycWvKyHcMmTVrurt///vO0Q5jzGmVp3sjLfeludyX5nJfmhtLI98xulolB7fS3+XEOjwS6/BIrENvOEa+x/U73xERERERERFjQTrfEREREREREcMs73zHkJo+ferAhSag3Jfmcl+aG8v3patrNZ2dY3+qWMRENJb/7WjUKnFCYh0uiXVgybfjUzrfMWQmTWojK61GjG8dHe10jv3XSiMmnOTgiPEl+XZ8yrTziIiIiIiIiGGWzvcEIOkASXs3fD5J0jF1+1KYffMAACAASURBVDhJWzccWyhpx9GIMyIiYjRJWlB/X3tdz3tWno2IiGgm085bjKTJttf1h/0OADqBmwBsn99w7DjgbuDBeuwtGx5lRETEhHIADXk2IiKimXS+h4CkduAq4BZgV+CXwDHAfOAQYFNKQn6b7W5JS2vZA4FpwIm2b5A0GTgbeDnQDVxo+1xJ9wMXAQcD50n6KfA5YDqwCnir7V9IOgT4EPAc4PfA0bXtk4DVkv4OeBfwMsqXhPspv0F3iaQuYC/g+zXuO4Av1ePdwEW2zxniWxcRETHs6myv+ZR8toySKy+i5NEVwPG2/7PXObOB84EpwH3ACbYfkXQyJa8+DdwLnMbaefY/m9UvaRHQBewAvBg4HjiWkn9vsX2cpBOBmbbfU+N4K/A3tt87HPcmIiJGTqadDx0BF9jeGXgMeDtwnu25tmdSOsGvbii/ke09gFOAj9R9fw/MAHat9VzSUP5J2/vY/iZwAfAu23MoXyY+X8v8GNjT9q7AN4FTbd9P+fJwju3Ztm/oqdD2pcDPgKPrsa6G9mYD29ieaXsW8OUNuz0REREjT9JOwOnAQbZ3Ad4NnAd8tSHXfrbJqV8F3l/LLOeZXH0az+Tpk/rIs/3V/2fAQcB7gH8DzgF2AmbVDv83gddI2riWP57k4IiIcSGd76HzgO0b6/bFwD7AgZJukbSckmh3aij/nfrnbUB73Z4HnG/7aQDbf2govxhA0ubA3sC3Jd0JfBF4QS3zQuAHtb339WpvXf0KeImkcyW9gvJAISIiotUcBFxq+2H4U27dC/h6Pf41Ss7+E0lbANNsX1d3fQXYr24vo8wY+zvK6Hcz/dX/b7a7KR36h2wvt70GuAdot/0E8CPg1ZJ2ADa2vXw9rjsiIsaYdL6HTneTz58HDq8jxxcCmzQcf6r+uZpnpv+3NamnxxP1z0nAyvp0vee/v6nHzqWMts8C3tarvXVi+xFgF2Ap8A5g4frWFRERMYr6y609Bjre6FWUV7/mALdJGswrfI319+T/NQ3bPZ976lpIWZMlo94REeNIOt9D50WS9qrbR1GmgAM8XEerDx9EHVcDJ/Ukcklb9i5g+zGgQ9Ibapk2SbvUw1sAv6nbxzac9jgwtY82mx6TtBUwyfZlwIeB3QYRf0RExFhzDfBGSc+HP+XWm4Aj6/GjeSZnA2D7UeARSfvWXW8GrpM0CdjW9rXAqZR1WzZn7Vzab/0DsX0LsC3wJuAb63JuRESMXVlwbej8HDhW0heB/wC+QHmvazllYbOfDqKOhcD2wDJJf6SMlp/XpNzRwBckfQjYmPJ+2F3AAsp09N8AN1PeH4fyTtmlkl5LWQim0SLg/IYF13psA3y5ftEA+MAg4o+IiBhTbN8j6Z8onefVlAVFTwYukvQ+6oJoTU49lpIfp1BexToemAxcXKelt1He814pqXeeHUz9A/kWMLvORIuIiHGgrbt7XWZaRTN1tfMldWG1iax7xoz7RzuGiBhGHR3trFjx+Ii3O23aFFauXDXi7Y51fd2X6dOn3kb5tYpoUZKWUDr31wzylOTgiHFkXfNtK+XJVol1fePsLwdn5DsiIiJijJA0DbgVuGsdOt4REdEC0vkeAvVnRib6qDdr1nTT0dE+2mFExDDq6lo92iFEjGu2V1JeQVsnycER40vy7fiUzncMqdGYjjrWtcrUmpGW+9Jc7ktErK9WyMGt9G9cYh0eiTUmsqx2HhERERERETHMMvIdQ2r69L5+0Wxiy31pLvelubF2X7q6VtPZmSf/EWPdWPu3oy+tEick1uGSWPuWnDu+pfMdQ2bSpDay0mrE+NPR0U5n52hHERH9SQ6OGB+Sc8e3TDuPiIiIiIiIGGbpfDeQtEDS/Lr9MUnzRjmeQccg6bmS/q+kOyUdMdyxRURERP8av1dERERk2nkfbJ/RYjHsCmxse/ZwxSNpI9tPD1f9ERERsbbk34iI8WHCd74lnQ4cAzwArABuq/sXAUtsXyrpDOAQYFPgJuBttrslzQW+BDwB/Bh4pe2Zko4DXgNMAbYDLrd9aq33KOCDQBtwpe33S5pc69kd6AYusn1OrxjOqnU+DVxt+09P0iX9OXAxMF3SncDrgWnAp4DNgYeB4+q+r9jeo57XDlxhe2dJc3qXt/1bSUvrNb8UuAL41w2+6REREeOQpGOA+ZRcvgy4r+HYdsDngOnAKuCttn8h6RDgQ8BzgN8DR9t+SNICYGugnZKX3zRyVxIREcNhQk87rx3OIymjxq8D5vZR9Dzbc23PpHTAX133fxk4yfZewOpe58wGjgBmAUdI2lbS1sDZwEH1+FxJh9btbWzPtD2r1tsY55bAYcBOtncGzmw8bvt3wFuAG+rI938C5wKH254DXAT8k+2fA8+R9JJ66hHAtyRt3Kx8QxPTbO9vOx3viIiIJiTtBJwOHGR7F+DdvYpcALyr5tn5wOfr/h8De9reFfgmcGrDOXOA19pOxzsiYhyY6CPf+1JGpVcBSLqij3IHSjqVMpK9JXCPpBuAqbZvqmW+zjOdcoBrbD9a670XeDHwfGCp7RV1/yXAfsDHgZdIOhe4Eri6V/uPAU8CCyVdCSwZ4LoEzAR+KAlgMvDbeuxbwBuBsyid7yMGKA+weID2IiIiJrqDgEttPwxg+w81pyJpc2Bv4Ns9+4Dn1j9fCCyW9ALK6HdHQ51X2O4agdgjImIETPTON5SpYX2StAnl6fTuth+o08A2oUwb789TDdurKfe66Tm2H5G0C/By4B2UzvEJDceflrQH8DLKSP07KUm+L23APXVEvrfFlOT/HaDb9n9ImtVPeSjT6iMiIqJvbfT9nWISsLKPdVnOBT5l+wpJBwALGo4l/0ZEjCMTeto5cD1wmKRNJU2lvNfd2yb1z4frk+vDoXSYgccl7VmPHzmI9m4B9pe0VX3P+yjgOklbAZNsXwZ8GNit8aTa7ha2/x04hTJNvT+mvP+9Vz1/4zodDtv3UR4GfJhnRrT7LB8RERGDcg3wRknPhz+9MgaA7ceADklvqMfa6kN3gC2A39TtY0cw3oiIGGETuvNt+3ZKB/RO4DLghiZlVgIXAsuB7wI/bTh8InCBpJ9Qnng/OkB7vwU+AFwL3AXcbvt7wDbA0rpY2qJaptFUYImkZcB1wHsGaOd/KA8JzpZ0V72+vRuKLAb+jjIFfTDlIyIioh+276Gsl3JdzaWf6lXkaODEeuwe4LV1/wLKjLQbKAurRUTEONXW3d3vrOvoh6TNbXfW7dOAF9juvcDKRNI9Y8b9ox1DRAyxjo52Vqx4fFRjmDZtCitXrhrVGMaivu7L9OlTb6P8gkZMHMnBEePA+ubcVsqTrRLr+sbZXw7OO98b5lWSPkC5j7+m/JxXRERERERExLOk870BbC8mK4H/yZo13XR0tI92GBExxLq6ev+SYkSMNcnBEeNDcu74ls53DKnRnpo6FrXK1JqRlvvSXO5LRKyvVsjBrfRvXGIdHok1JrIJveBaRERERERExEjIyHcMqenTp452CGNS7ktzuS/Nbch96epaTWdnntJHTESt8m9qq8QJiXW4JNa1JX9PDOl8x5CZNKmNrLQaMbo6Otrp7BztKCJipCUHR7S25O+JIdPOIyIiIiIiIoZZOt8RERERERERwyyd7xEm6ab6Z7uku4e47g8OZX0RERETnaRTJE0Zwvo+Jmlek/0HSFoyVO1ERMTYk873CLO99zBWn853RETE0DoFWKfOt6TJfR2zfYbt/7vBUUVERMvJgmsjTFKn7c177ZsMnAUcADwX+JztL0pqA/4ZeCXQDZxpe7GkFwCLgedR/h/+A/AqYFNJdwL32D5a0nuBE2ozC21/WlI7cBXwY2BP4C7gy8BHgT8HjgZ+BhjY2/YKSZOAXwJ72n54OO5LRETEaJO0GfAt4IXAZODbwNbAtZIetn2gpIMpOfO5wH3A8bY7Jd0PXAQcDJwn6RfA+ZSO+33ACbYfkbQIWGL7UkmvAD4NPAzc3hDH/sBn6sduYD/bY/9HvCMiol8Z+R4bTgQetT0XmAu8VdIM4HXAbGAXYB7wL7Xj/SbgB7Z7jt1p+zSgy/bs2vGeAxwP/C2lk/1WSbvW9v6KktR3Bnao9e0DzAc+aHsNcDGlI05t+650vCMiYpx7BfCg7V1sz6R0jB8EDqwd762ADwHzbO9GeVj93obzn7S9j+1vAl8F3m97Z2A58JHGhiRtAlwIHALsC/xlw+H5wDtqnt8X6BqGa42IiBGWzvfYcDBwTB21vgV4PvDXlA7xN2yvtv0QcB2lc/5T4HhJC4BZfTwN3we43PYTtjuB71ASOECH7eW1k30PcI3tbsqXg/Za5iLgmLp9AmV0PCIiYjxbDsyTdLakfW0/2uv4nsCOwI01Zx8LvLjh+GIASVsA02xfV/d/BdivV107UPLxf9QcfHHDsRuBT0k6udbz9FBcXEREjK50vseGNuBdddR6tu0Ztq+u+9di+3pKEv8N8DVJxzQp1vTc6qmG7TUNn9dQX0Ww/QDwkKSDKKPn31+XC4qIiGg1tn8JzKF0wj8h6YxeRdqAHzbk6x1tn9hw/Il1bLK7jzjOAt4CbArcLGmHdaw3IiLGoHS+x4YfAP8gaWMASdvX986uB46QNFnSdEqH+1ZJLwZ+Z/tC4EvAbrWeP/bUUc89VNKUWtdhwA3rGNdCypP4b9levSEXGBERMdZJ2hpYZfti4JOU/Po4MLUWuRl4qaS/quWnSNq+dz11xPwRST0zzt5Mmb3W6BfADEnb1c9HNcSxXZ2hdjZlans63xER40A632PDQuBe4Pb682NfpIxAXw4soyyK9iPgVNv/TVmY7U5JdwCv55lFWS4Alkm6xPbtwCLgVspU9oW271jHuK4ANidTziMiYmKYRXnIfSdwOnAmJbd+X9K1tlcAxwHfkLSM0hnvq2N8LGWtlmWU9Vs+1njQ9pPA3wNXSvox8OuGw6dIulvSXZT3vTP7LCJiHGjr7m464ykCSbsD59jed8DCRfeMGfcPY0QRMZCOjnZWrBh/iyJPmzaFlStXjXYYY05f92X69Km3AbuPfEQxipKDI1rYhubvVsqTrRLr+sbZXw7OT41FU5JOo/yE2dEDle2xZk03HR3twxZTRAysqytviERMRMnBEa0t+XtiSOc7mqqLvZy1rueNxxG3DdUqT/dGWu5Lc7kvEbG+WiEHt9K/cYl1eCTWmMjyzndERERERETEMMvIdwyp6dOnDlxoAsp9aS73pbnG+9LVtZrOzjx1j4iBtcq/qa0SJyTW4ZJYi+T4iSed7xgykya1kcVeIoZWR0c7nZ2jHUVEjHXJwRGtJzl+4sm084iIiIiIiIhhls53RERERERExDBL53uESDpA0t4Nn0+SdEzdPk7S1g3HFkracYTjO3Sk24yIiIlJ0gJJ8+v2xyTNG+V4NigGSe2S3jRU5SIiYnzKO9/rQdJk2+v6Y3wHAJ3ATQC2z284dhxwN/BgPfaWDY9ynR0KLAHuHYW2IyJigrJ9xjiIoR14E/D1ISoXERHj0LjofEtqB64CbgF2BX4JHGN7laQzgEOATSkd37fZ7pa0tJY/EJgGnGj7BkmTgbOBlwPdwIW2z5V0P3ARcDBwnqSfAp8DpgOrgLfa/oWkQ4APAc8Bfg8cXds+CVgt6e+AdwEvo3TG7wd2By6R1AXsBXwfmA/cAXypHu8GLrJ9Tq9rX6s92w9J2hw4t+Hcj9q+TFKn7c3ruYcDrwYuAF4D7C/pQ8Dra/VrXd86/q+JiIgAQNLpwDHAA8AK4La6fxGwxPal/eTsuZR8+ATwY+CVtmdKOo6Sv6YA2wGX2z611nsU8EGgDbjS9vtrjl8rr/aK4axa59PA1bbn97qO/YHP1I/dwH7AWcDfSLoT+ApwOfA1YLNa7p22b2pS7hFgd9vvrHUvAT4J3NAszvW78xERMVaMp2nnAi6wvTPwGPD2uv8823Ntz6Qk81c3nLOR7T2AU4CP1H1/D8wAdq11XdJQ/knb+9j+JqXD+i7bcygd5c/XMj8G9rS9K/BN4FTb9wPnA+fYnm37hp4KbV8K/IzSaZ5tu6uhvdnANrZn2p4FfLnJda/VXt3/YeBR27PqdfyorxtXvxBcAbyvxnBfP9cXERGxTiTNAY6kPCB/HTC3j6J95ewvAyfZ3gvoPfNsNnAEMAs4QtK29VWus4GD6vG5kg5lgLwqaUvgMGCnmjvPbBLjfOAdtmcD+wJdwGnADTWHngP8DvhftnersX22ntu7XF8Gk/8jIqLFjIuR7+oB2zfW7YuBkylPjw+UdCrlqfiWwD3Av9Vy36l/3kaZCgYwDzjf9tMAtv/Q0MZigDqqvDfwbUk9x55b/3whsFjSCyij0R0bcE2/Al4i6VzgSuDqJmX6am8e5YsO9ToeGWyjA1xfRETEutqXMiq9CkDSFX2UWytnS7oBmFofFEOZst34IP0a24/Weu8FXgw8H1hqe0XdfwllhPrj9J9XHwOeBBZKupLyOlZvNwKfqnV+x/Z/NeTKHhtTZsnNpjws2L6P6+3LYPJ/RES0mPE08t3d+7OkTSgjtofXJ8cXAps0lHmq/rmaZx5EtDWpq8cT9c9JwMr65Lrnv7+px86lPLmfBbytV3vrpHaYdwGWAu8AFjYp1ld7fV1H476+Yuvv+iIiItZHX7kVgH5ydtsA9T7VsN2Tz5ueM1BerQ/e9wAuo6yFclWTOs4C3kIZmb9Z0g5NmnoP8FBta3fKw/FmnubZ38U2GUycERHRmsZT5/tFkvaq20dRpmP3dC4frqO5hw+inquBkyRtBH+agvYsth8DOiS9oZZpk7RLPbwF8Ju6fWzDaY8DU/tos+kxSVsBk2xfRplGvluTc/tq72rgnQ11/VndfEjS30iaRJlat1YMA1xfRETEuroeOEzSppKmUt7r7q1pzq4d0ccl7VmPH9nk3N5uoaxjslV9z/so4LqB8mptdwvb/055JW1274olbWd7ue2zKa+N7cDaeXwL4Le21wBvBibX/b3L3Q/MljRJ0raUjv9g839ERLSY8TTt/OfAsZK+CPwH8IW64NqFwHJKgvvpIOpZSJketkzSHylP3s9rUu5o4At1gbKNKe9b3wUsoEzX/g1wM+X9cShT3S+V9FrKgmuNFgHnNyy41mMb4Mu1owzwgSZx9NXemcDnJN1NGQn4KGWa/WmUaXQPUFZY37yW/yZwoaSTKV94+rq+iIiIdWL7dkmLgTuBX1MWFOtdZmU/OftESo56gjIa/OgA7f1W0geAaymj4P9u+3v1QXJ/eXUq8L06Ct9GGcHu7RRJB1Jy672URVLXAE9LuouS0z8PXFYfYl/LMzPnlvUq92nK62LLKTn59lpuMPk/IiJaTFt3d7+zwFpCXe18SV2gJUZP94wZ9492DBHjSkdHOytWPD7aYYy6adOmsHLlqtEOY8zp675Mnz71Nsp053FB0ua2O+v2acALbL97lMMaa5KDI1rMUOb4VsqTrRLr+sbZXw4eTyPfERERMT69qo5kb0QZOT9udMOJiIhYd+Oi811/yiuj3qNszZpuOjraRzuMiHGlq6v3rypFTDy2F1N/cSSaSw6OaD3J8RPPuOh8x9iR6bFra5WpNSMt96W53JeIWF+tkINb6d+4xDo8EmtMZONptfOIiIiIiIiIMSkj3zGkpk/v69fUJrbcl+ZyX5rbfPMpdHbmSXtErJtW+Te1VeKExDpcEmuZcp5cP/Gk8x1DZtKkNrLSasSG6+hop7NztKOIiFaSHBzRWpLrJ6ZMO4+IiIiIiIgYZul8N5A0TdLbRzuOsUTSoZJ2HO04IiJiaEka1jEXSQskzR/G+o+TtHXD54WDzVeSDpC0ZAPaHvJ7J+k19TfMIyJinMq082ebBrwd+PxoBzKGHAosAe4d7UAiIiIaHAfcDTwIYPstoxrNBrJ9BXDFaMcRERHDZ9x0viV9F9gW2AT4jO0L6v5XAP8HmAw8bPtlkhYAnbY/WcvcDbwaOAvYTtKdwA9tv0/S+4A3As8FLrf9kSZtfwGYC2wKXNpTRtJZwGuAp4Grbc+X9AbgI8Bq4FHb+0maXNs+oLbzOdtflPQCyu+aPo/y/+ofgJuALwG7A93ARbbPkbQUuAOYA0wHjgE+AMwCFtv+UI3p74CTgecAtwBvt726PsX/TL0PXcBrge1q/PtL+hDwetv3rfv/nYiIGKskfY2Su75XP19CyT1bUh7ATgZmAv9KyR1vBp4C/rftP9T8cyewByVfnWD71lr9jvX4i4BP2/5sbeO9wAm1zELbn677jwHmU/LbMsoD8WXA9rb/KOl59fP7KHnwEkldwF7A94H5tn/WLPf3c/2bAedS8uVGwALb35N0HLC77XfWckuAT9pe2nDuVsC/AWfavrLZdwZJ7cBVwI+BPYG7gC8DHwX+HDja9q2N7Uk6BPhQvd+/r2Ue6usaIiKiNYynaecn2J5DScYnS3q+pOnAhZRO4y7AGwao4zTgPtuza8f7YOCvKV8oZgNzJO3X5LzTbe8O7EzpqO4sacv/z96dh9lVlun+/1YQhUBMBNO22GJFxJtmDCSMBgRE6VYUEBAVRYaDBydEGtAWBBS1cWgURxrTGgdUlEE4qAwiEAaZAiEMcnvaLvrXrRxMlAAFFYakfn+8b5FtsWukKlW76v5cl1f2Xvsdnr3wqme9w1ob2B/YwvbWwKdr2VOAvWs8b6nHjqQMxLenDOKPkjQLeCdwue3ZwDaUi5vZwMtsb2l7K0oC7/Gk7d2As4GLgQ9QLpgOq+fj74GDgdfUNlcCh9S66wE31bgWAkfZvpEyC39CPScZeEdETDzzgcMBJE0HdgF+UT/bkpKLdgA+Azxue1vgN5RJ3h7r2d6FMlj+dsPxzYC9a/1TJa0taU7tb0fKYPQoSdtK2gI4Cdiz5qIP234UuAZ4U23v7cAFtn8K3EYZlM623dXT4TBy/0nAr2sO3gP4Qh2Q90vSS4CfA6fUgXd/1wyvokxwb13PyTuBeZSJho83af56YKd6rn8MnDhQPBERMf5NpMH3MZLuBG6irIBvSknqC213ANj+yxDbfEP93x3A7ZSEuWmTcm+TdHsttwWwOfAIsAKYL+mtQM9vCdwALJB0FGVGvqefQ+uK+83AhrWfW4HD60r9VvUi5D+BV0r6ap3Zf6Qhjp7tancB99h+wPYTtc7LgddRVsZvrX29DnhlrfMkZXs5wCKgfQjnKSIiWpTta4FXSfob4B2Uwe3T9eOrbT9qeynwMGWVF0qeaW9o5ke1rYXACyXNqMd/bvsJ28uAPwEvoQw6L7L9mO1O4EJgV2BPygr8stpWT85+ZnKg/ts46dzMUHP/G4CP1bx4DWUH3cYD1FkbuAo40faVDe30dc3QYfsu26uAe4CrbHfz7PPY4++AyyXdRVnl32KAeCIiogVMiG3nknYH9gJ2tv143eK2DtBG2brW29P89cTDOn003Qb8i+1/66fvWZSZ6+1tPyRpAbCO7acl7UAZ4L4d+CBlNv9oSTtSZvEXS5pd+/mQ7cubtL9bLft9SV+w/T1J21BWEj5A2d7Ws3XvifrvqobXPe+fV/v5ru1/bvJVnqoXAlBWxCfE/zciImJQvk/ZCfV2VucUeHYuacwzjXmid67ted9Yvye3tPURQ9OcbfsGSe2SXgusZfvufr5Hn+0MUP4A2248WFfo+7pWeJoyUb03cG1DO8+6Zqjbzgd7Hnt8FTjT9iX1Gue0wX+diIgYrybKyvd04KE68N6MMusNZVvca+sAmboVHOB+YLt6bDtgVj3+KDCtod3LgSMkrV/LvqyuDDR6IfAY8HDdgvaPtez6wHTbvwCOpWxBQ9Imtm+2fQqwjLIifTnwPklr1zKvlrSepFcAf7L9Lcp93tvV+8um2L4A+ETP9xikq4ADe76DpA1qH/3pfU4iImLiWUDJVdi+Zxj1DwaQNI9yG9XD/ZRdCOwnaWrd3r0/cB0lR71N0oa1rQ0a6nyPsrreuOrdV37qK/f35XLgQ5Laavlt6/H7gdmSpkh6OWU7eY9uyiTFZg1PKB/MNcNgTQf+UF+/Z5htRETEODNRBt+XAc+TtAQ4nbL1nLpN7r3AhXVL+nm1/AXABnWL2fuA39XyfwZukHR3XWW+Avgh8Ju69et8eiV623dStpjdQ7nP7Yb60TTg0hrTtcBH6vEvSLqrPuRtIeXBK/MpTxO/vR7/N8pM+O6U1fE7gAMo94u9DLimxr6A8lC1QbF9L+UBLlfUuK4EXjpAtR8DJ0i6Q9Img+0rIiJaR32Y128ZeEt3Xx6SdCPlmSNHDtDX7ZT8dQvlVqv5tu+og/7PANfWnH1mQ7VzgRdRt7dXC4CzJS2WtG5D+33l/r6cTtlGvqTm4NPr8RuADsrW8C9StpI3fo+VlJ0Ce0h6/2CuGYbgNOCnkq6jTNRHRMQE0NbdPZSdWRH96p416/6xjiGi5XV0tLN06aNjHca4MmPGVJYvf3zggpNMX+dl5sxpiygPIB0USVMpg8ztBli1blb3GupTxodSb4h9HAjsa/vdo9XHBJAcHNFCRjrXt1KebJVYhxtnfzk49/VGRERMYpL2ouzcOnOoA+81QdJXKbd0vXGsY4mIiHguMviOEbNqVTcdHe1jHUZEy+vqWjnWIcQkYvtXDPx07/7q7z5y0TRt/0Oj2f5EkRwc0VqS6yenDL5jRGWr7LO1ytaaNS3npbkZM6bS2ZnzEhFD1wo5uJX+9ifW0ZFYYzKbKA9ci4iIiIiIiBi3svIdI2rmzPwqWTM5L83lvDzbihWrxjqEiGhRrfI3tVXihMQ6WhJr2XaenW6TTwbfMWKmTGkjT1qNeG46Otp5dPzvHI2IcSY5OKK1dHS009k51lHEmpZt5xERERERERGjLIPvNUDSDEnvH8P+hz2vJukwSRuNZDwRERETjaR2SXc/h/pHSzp0JGOKiIjxJYPvNWMG8KzBvUNe9wAAIABJREFUt6S1xiCWoToMyOA7IiLiOeov79s+2/b31mQ8ERGxZuWe7zXjDGATSYuBp4BO4AFgNrC5pJ8BLwfWAc6yfQ48s2J9FrAP0AXsa/tBSQcBpwIrgYdt7ybpMGB/4AXALOCHtj/ZGISk9YGLgRcBawMn275YUjvwS+B6YBfgD8C+wJuAucC5krqAnW13jcL5iYiImAieJ+m7wLbA74BDgXuBbwNvAL4maRrwXuD5wH8A77b9uKTTgE7bX5R0DXAzsAdlAv9I29et6S8TEREjKyvfa8bHgN/bng2cAOwAnGR78/r5EbbnUAa6x0jasB5fD7jJ9jbAQuCoevwUYO96/C0N/ewAHEIZ1B8kaW6vOFYA+9vejpLQ/1VSW/1sU+DrtrcAlgMH2D4fuA04xPbsDLwjIiL6JeAc21sDj7B619sK2/Ns/xi40Pb2NYf/Fjiyj7aeZ3sH4FjKhHtERLS4DL7Hxi22OxreHyPpTuAmygr4pvX4k8Cl9fUioL2+vgFYIOkooHEL25W2/1wHyRcC83r12wZ8VtIS4FfAy4CX1M86bC9u0ldEREQMzn/bvqG+/gGr8/B5DWW2lHSdpLsoE+Zb9NHWhfXf5OSIiAkig++x8VjPC0m7A3tRtnRvA9xB2X4O8JTt7vp6JfU2AdtHAydTBuqLG1bKe8rSx/tDgJnAnLoK/2BDX080lHumr4iIiBi0vvLwYw3HFgAftL0V8ElW5+HeevJycnJExASRwfea8SgwrY/PpgMP1fu9NgN2GqgxSZvYvtn2KcAyyiAc4PWSNpC0LrAfZYW8d19/sv2UpD2AVzzH2CMiImK1jSXtXF+/g/Isld6mAQ9IWpsyKR4REZNEBt9rgO0/AzfUnyD5Qq+PL6M8oGUJcDpl6/lAviDprtreQuDOevx64PvAYuAC27f1qncuMFfSbZSEf98g+loAnC1pcR3UR0RERHO/Bd5Tc/oGwDeblPkE5WFqVzK4PBwRERNEW3d37x1S0Yrq087n2v7gGIbRPWvW/WPYfUTr6+hoZ+nSR8c6jHFnxoypLF/++FiHMe70dV5mzpy2iPIQz5g8koMjWshI5/tWypOtEutw4+wvB2flOyIiIiIiImKU5QEeE4TtBZQt4mNm1apuOjraxzKEiJa3YsWqsQ4hIlpQcnBEa+nqWjnWIcQYyOA7RlS2yz5bq2ytWdNyXpqbMWPqWIcQES2qFXJwK/3tT6yjI7HGZJZt5xERERERERGjLCvfMaJmzsyvkjWT89LcZD4vXV0r6ezMbHpEjJxW+ZvaKnFCYh0tkzHW5P2ADL5jBE2Z0kaetBoxOB0d7XR2jnUUETFRJAdHjG/J+wHZdh4REREREREx6jL4joiIiIiIiBhlGXxPYJIOk/S1+vpoSYfW19dIetYPvzeWj4iImIgkzZb0xj4+G9U8KOktkj5WX+8nafNB1DlN0vGjFVNERKw5ued7krB99ljHEBER8VxJWsv2yr7eD8JsYC7wixEPbgC2LwEuqW/3Ay4F7l3TcURExNjI4HuMSGoHLgOuB3YC7gS+A3wS+BvgkFr0y8C6QBdwuG1LOgx4CzAV2AS4yPaJtd3DgX8GHgB+BzxRj58GdNr+Ym33XZK+ArwQOML2Lb3imwmcDWxcDx1r+4aROwMRERF/TdLPgJcD6wBn2T6nHu8EzgT2Bv5J0g+AbwNvAL4m6Vbg68BM4HHgKNv3SToIOBVYCTwM7AV8ClhX0jzgX2yf1yuMjSRdxrPz6zuAjwNtwM9tf1TSWsC/Uwbz3cC3bX9J0jXAYmAHGvJszd9zgR9S8vhrJZ0MHADsCbwXeD7wH8C7befRyBERE0i2nY+tVwFnAVsDmwHvBOYBx1MS/H3Abra3BU4BPttQdzZwMLAVcLCkl0t6KWXw/hrg9UB/29nWs70L8H7KBUxvZwFfsr095aJg/nC/ZERExCAdYXsOZYB6jKQN6/H1gLtt72j7+npshe15tn8MnAN8qNY9HvhGLXMKsLftbYC32H6yHjvP9uwmA29onl83Aj5HGSDPBraXtF99/TLbW9reijKJ3qPPPGv7RsoK+Ak1jt8DF9revsb6W+DIYZy/iIgYx7LyPbY6bN8FIOke4Crb3ZLuAtqB6cB3JW1KmVFfu6HuVbYfrnXvBV4BvBi4xvbSevw84NV99P0jANsLJb1Q0oxen+8FbC6p5/0LJU2z/ehz+sYRERF9O0bS/vX1y4FNgT9TVq4v6FX2PABJ6wO7AD9tyFkvqP/eACyQ9BPgwkHG0Cy/bshf59dzgd2A04FXSvoq8HPgioZ2BsqzvW0p6dPADGB94PJBxhsRES0ig++x9UTD61UN71dR/tucDlxte/+6Tf2aPuquZPV/y+5B9t27XO/3U4CdbXcNsr2IiIhhk7Q7ZeJ3Z9uP163b69SPVzS5r/ux+u8UYLnt2b3btH20pB2BNwGLJT2rTBPN8mtbs4K2H5K0DWU7/AeAtwFH1I8HyrO9LQD2s31n3Z6++yBijYiIFpJt5+PbdOAP9fVhgyh/M7C7pA0lrQ0c1E/ZgwHqPW8P98zyN7gC+GDPm0FesERERAzXdOChOvDejPI8lAHZfgToqPd3I6mtDoiRtIntm22fAiyjrKY/CkwbYmw3U+7PfnG9z/sdwLWSXgxMsX0B8Algu4Y6A+XZ3nFMAx6o+fsQIiJiwsnge3z7PPAvkm4A1hqosO0HgNOA3wC/Am7vp/hDkm6kPFSt2X1lxwBzJS2p2+6OHmLsERERQ3EZ8DxJSyg7v24aQt1DgCMl3QncA+xbj39B0l2S7gYWUh5uejXltqrFkg4eTOM1v/5zrXsncLvti4GXAddIWkxZuf7nhmoD5dkfAydIukPSJpTB+83AlZRnvkRExATT1t092F3KEQPqnjXr/rGOIaIldHS0s3Tpsx+hMGPGVJYvzwOOe8t5aa6v8zJz5rRFlIeWxRioW+aPt33bGuw2OThiHOsr74+UVsqTrRLrcOPsLwfnnu8YMatWddPR0T7WYUS0hK6uofwscURE/5KDI8a35P2ADL5jhI3mjF6rapXZvTUt5yUiJirbu49Fv62Qg1vpb39iHR2JNSaz3PMdERERERERMcoy+I6IiIiIiIgYZdl2HiNq5syh/nrL5JDz0txkPS9dXSvp7Mw2togYWa3yN7VV4oTEOlomU6zJ+dEog+8YMVOmtJEnrUYMrKOjnc7OsY4iIiaS5OCI8Sk5Pxpl23lERERERETEKGvZwbekGZLeP8YxDHseS9Jhkjbq47NrJI3a77NKmi9p8/r644Osc7+kF49WTBER0RokLZB04Ci1/SlJew2ybLuku0cjjoY+Ru271vaPlTS14f0vJM0Yrf4iImJstezgG5gBNB18S1prDccyHIcBTQffo832/7J9b307qMF3RETEYA03D9s+xfavRjqecexY4JnBt+032l4+hvFERMQoauV7vs8ANpG0GLgS+DlwKvAAMBvYXNLPgJcD6wBn2T4HnlmxPgvYB+gC9rX9oKSDahsrgYdt7ybpMGB/4AXALOCHtj/ZGIik9YGLgRcBawMn275YUjvwS+B6YBfgD8C+wJuAucC5krqAnW139fp+B0n6BmWS4Ujb10laB/hmrfs0cJztqyVtAXwHeD5lQuUA4CngMuBmYFvgd8Chth+XdA1wPHAgsG49h/fYPqSvcxYREZOPpEMp+aIbWGL73fWj3SQdB/wtcKLt8yXtzrPz8HHAEbXOfNtf7is32u6StAC4tLa3PSVXrwc8AbzOdtMfspZ0HfAh24vr+xuA9wFvpeTulwKvBo4DdgL+sfb7ZttPSbofOA/Yozb5Ttv/0c93bQM+X9vpBj5t+7za94nAu4FV9Xt+C/ip7e3q55sCPwa+S5mEv1rSMtt71Djm2l7Wz7mPiIgW1cor3x8Dfm97tu0T6rEdgJNsb17fH2F7DmWweoykDevx9YCbbG8DLASOqsdPAfaux9/S0NcOwCGUi4mDmmwJXwHsXxPrHsC/1sQMsCnwddtbAMuBA2yfD9wGHFLj7z3wBnie7R0os+Kn1mMfALC9FfAO4Lt1QH40ZaA8u37X/6nlBZxje2vgEXrtFLD9MaCrxnDIAOcsIiImkTqxexKwZ82LH274+KXAPMok9hkNx5/Jw5LmAIcDO1IGvEdJ2raWe1Zu7NX38ymD4Q/XvveiTJb3ZT5lRxmSXg28wPaS+tkmlEnvfYEfAFfXPNpVj/d4pObdrwFfHuC7vpVyTdAT2xckvVTSPwL7ATvWuD9v+/fAw5Jm17qHAwtsfwX4I7CH7T1oMMC5j4iIFtXKg+9mbrHd0fD+GEl3AjdRVnM3rcefBC6trxcB7fX1DcACSUcBjVvmrrT95zpIvpCShBu1AZ+VtAT4FfAy4CX1s46emfhefQ3kwiZ15gHfB7B9H/BflJn83wAfl/RR4BUNg/n/tn1Dff2DJnE309c5i4iIyWVP4HzbywBs/6Xhs5/ZXlVvYXpJw/HGPDwPuMj2Y7Y7KXlt1/rZQLlRwAO2b619P2L76X5i/Smwj6S1KSvtCxo++6Xtp4C7KLn9snr8rl79/qjh350H+K7zgB/ZXmn7QeBaYHvKQPw7th+vcfecs/nA4XU7/sHAD/v5LtD/uY+IiBY10Qbfj/W8qNvf9qJs6d4GuIOylRrgKdvd9fVK6vZ720cDJ1MGnYsbVn17ytLH+0OAmcCcuvr8YENfTzSUe6avQeip11inrVlB2z+krNR3AZdL2nOQcf+VAc5ZRERMLm30nTee6FWux2N9HO+vfrPc2F/fz1IHu1dSVrffxl8Pbp+oZVbx1/l/Va9+u/t43ey79vXd+or7AsoW9X2ARbb/3OeX6b+diIhoYa08+H4U6O9X76cDD9V7nDejbHnrl6RNbN9s+xRgGWUQDvB6SRtIWpeyneyGXlWnA3+q943tAbxiBOJvZiFloN+zrW5jwJJeCfxn3cJ2CbB1Lb+xpJ7Z+3dQ7q/r7am6UtDzPYZ0ziIiYsK6Cnhbz0S0pA2GWH8hsJ+kqZLWozw/5bpB1r0P2Kje942kaZIGmryeD3wFuHWYK8UHN/z7mwHKLgQOlrSWpJnAbsAtwBXAET1PMO85Z7ZXAJdTntvynYZ2+roWeK7nPiIixqGWHXzXWeMbJN0t6QtNilwGPK9uBT+dso16IF+QdFf96ZKFwJ31+PWU7d6LgQts39ar3rnAXEm3UQbH9w2irwXA2ZIW10H9YHwDWEvSXZR74Q6z/QTlQuHu+uC0zYDv1fK/Bd5Tz8EGlKTf2znAEknnMrxzFhERE5Dte4DPANfW25HOHGL92ym57hbKwz/n275jkHWfpOS2r9a+r2SAnVi2F1Geb/Kd/sr14wWSbqbcX/2RAcpeBCyhXCf8mvIgtv9n+zLKJPhtNScf31DnXMpq9hUNx84Bfinp6l7f5Tmd+4iIGJ/auruzq6k/9Wnnc21/cKxjGYr6NNlLbW+5BrvtnjXr/jXYXURr6uhoZ+nSpg9tZsaMqSxf/vgajmj8y3lprq/zMnPmtEWUB2dOGpI2Aq4BNqtbzIdS937qU8ZHPrJn+jgemG77E6PURXJwxDjUX84fSa2UJ1sl1uHG2V8ObuWfGouIiIjo+Um0z1B+gnNIA+81QdJFlKeu7zlQ2YiImLiy8h0jZtWq7u4pU/p7vk5EAHR1raSzs/lMaqvMBq9pOS/NZeU7eiQHR4xP/eX8kdRKebJVYs3Kd4x7a2JbTatplT8wa1rOS0TEyGqFHNxKf/sT6+hIrDGZtewD1yIiIiIiIiJaRVa+Y0TNnDnUX0+bHHJempvo52VNbTWLiIDW+ZvaKnFCYh0tkynWXAtEowy+Y8RMmdJGnrQasVpHRzudnWMdRURMBsnBEeNTrgWiUbadR0RERERERIyyDL5HmKTT6m95jkXfHx+LfiMiIsYrSe2S7h5C+f0kbT6C/R9Wf4O85/38kWw/IiJaRwbfE0sG3xEREc/NfkDTwbGk4dyudxjwzODb9v+yfe/wQouIiFY2ae/5lvQu4Bjg+cDNwPuBf6f8Jls38G3bX5I0GzgbmAr8HjjC9kOSrgEWAzsAL6zHb6nNb14/3xj4su2v1D5/BrwcWAc4y/Y59fiRwEeBPwL/F3jC9gclzax9b1zbPdb2DZLWB77aEOsnge2BdSUtBu6xfYik44Ajat35tr8sqR24DLge2Am4E/hObeNvgEOA2wADu9heKmkK8DtgJ9vLnst5j4iIGE29cx/wM+B5kr4LbEvJZ4faflzSGcBbgKeBK4AL6/vXSjoZOIBybXAj8BrgEklbAZfaPr/212l7/fr6RODdwCrgl5R8Ohc4V1IXsHM9frzt2yS9gzJx3gb83PZHe9oEzgL2AbqAfW0/OConLCIi1phJufIt6e+Bg4HX2J4NrAROBl5me0vbW1EGpADfAz5qe2vgLuDUhqbWs70LZeD+7YbjmwF7Uwbmp0paux4/wvYcSiI+RtKGdSvaJygD4dfXuj3OAr5ke3vKBcD8evwTwMO2t6px/dr2x4Au27PrwHsOcDiwY237KEnb1vqvqm1vXft7JzAPOB74uO1VwA8oA3GAvYA7M/COiIjxrFnuA14ECDin5sxHgPdL2gDYH9iiHv+07RuBS4ATaj79fW16hu3X2v7Xfvr+R8qq+Y62twE+XwfotwGH1Pa6GspvBHwO2BOYDWwvab/68XrATbWdhfV7REREi5uUg2/gdcAc4Na6Uvw6YAPglZK+KukfgEckTack3Gtrve8CuzW08yMA2wuBF0qaUY//3PYTdbD6J+Al9fgxku4EbqKsgG9KGaBfa/svtp8CftrQ/l7A12qMl9Q+ptXjX+8pZPuhJt9xHnCR7cdsd1Jm83etn3XYvqsOsu8BrrLdTZlcaK9lvg0cWl8fwerJiIiIiPGqr9z337ZvqGV+UMs9AqwA5kt6K9DfbwGdN4i+9wK+Y/txANt/GaD89sA1tpfafho4l9XXGE8Cl9bXi1idmyMiooVN1m3nbcB3bf9z40FJJ1FWrD8AvA34yADtdPfx/omGYysp2912pyTmnetWt2so28/b+ml/Si3f1XhQUluTvnvrr93G+FY1vF9F/f+E7f+W9KCkPSkrCIcQERExvvWV+56Vr20/LWkHygT824EPUlahm3ms4fXT1MWLmo+f39D3QLl5MLECPFUnxaFeRwyh3YiIGKcm68r3VcCBkv4GQNIGkl4BTLF9AWVb93a2HwYektSzYvxu4NqGdg6u9edRtoE/3E+f04GH6sB7M8p2OIBbKPeWvag+yOWAhjpXUC4GqP3M7uP4i+rLpxq2uC8E9pM0VdJ6lK111/V/Wp5lPmWF4Ce2Vw6xbkRExJrWV+7bWNLOtcw7gOvr81Om2/4FcCxl6zfAo8C0fvq4n7J7DmBfoCfvXgEcIWkqlGuLAdq7mZL/XyxprRrXtU3KRUTEBDEpB9/1KaMnA1dIWgJcSdnSdU3d4r0A6FkVfw/whVpuNvCphqYeknQj5aFoRw7Q7WWUFfAlwOmUrefY/gPwWUoS/hVwL9AziD8GmCtpiaR7gaPr8U8DL5J0d93Gvkc9fg6wRNK5tm+v3+OW2vZ823cM7gw94xJgfbLlPCIiWkCz3Ac8BPwWeE/NwRsA36QMiC+tx65l9W63HwMnSLpD0iZNuvkWZdB8C2Vn2GO178soefO2ei3R87OjC4CzJS2WtG5DrA9QrjWupjz89HbbF4/EeYiIiPGprbt7KDukokfdNn687dtGoK31bXfWle+LKE9av+i5tjsCcc2lPPBt1wELF92zZt0/ihFFtJaOjnaWLn10SHVmzJjK8uX93Xo6OeW8NNfXeZk5c9oiysM9Y/JIDo4Yh4ZzLTAcrZQnWyXW4cbZXw6elCvf49BpdZb8bqCD8rMoY0rSx4ALWL0DICIiIiIiIoYpK98xYlat6u6eMqW/58dETC5dXSvp7BzajGmrzAavaTkvzWXlO3okB0eMT8O5FhiOVsqTrRLraKx85+mZMaLWxLaaVtMqf2DWtJyXiIiR1Qo5uJX+9ifW0ZFYYzLLtvOIiIiIiIiIUZaV7xhRM2f29+ssk1fOS3MT/bysqa1mERHQOn9TWyVOSKyjpZViXX/9qcnlMWIy+I4RM2VKG3nSasRqHR3tdHaOdRQRMRkkB0eMjuTyGEnZdh4RERERERExyjL4joiIiIiIiBhlGXwPgqQbB1FmV0n3SFosad0htr+fpM2HEdegNsFI+oWkGQOUuUbSsx6JL2m2pDcONbaIiIiJRtICSQeOUtufkrTXaLQdERHjQ+75HgTbuwyi2CHAF21/Zxhd7AdcCtw7jLp9ktQGtNl+LoPn2ZTfqfvFyEQVERExcUlay/bKodazfcpoxBMREeNHBt+DIKnT9vqSdgdOA5YBWwKLgHcBRwJvA/aWtJftQySdUI+9ALjI9qm1rUOB44FuYAnwTeAtwGslnQwcULv9OjATeBw4yvZ9kmYBP6T8d7usj1jbgV8CVwM7A/tJuhaYa3uZpE9QJgr+u36PRba/WKsfJOkbwIz6nW4GPgWsK2ke8C+2zxv+mYyIiGgdTXL2SmA3SccBfwucaPv8en1wKvAAZdJ681rmiNrUfNtfbsjR1wO7AH8A9rXdJWkBcGltb3vgLGA94AngdbbH/494R0REv7LtfOi2BY4FNgdeCbzG9nzgEuCEOvB+A7ApsAMlCc+RtJukLYCTgD1tbwN82PaNDXVn2/49cA7wIdtzKEn/G7Xvs4Bv2t4e+H/9xCjge7a3tf1fzxws28oPqN/hrZQV7UbPs71D/X6n2n4SOAU4r8aWgXdEREwKzXJ2/eilwDxgH+CMhio7ACfZ3lzSHOBwYEdgJ+AoSdvWcpsCX7e9BbCc1ZPuPf0+HziPco2wDbAX0DUKXzEiItawrHwP3S22/wdA0mKgnTKD3egN9X931PfrU5LtNsD5tpcB2P5L78YlrU+ZDf+ppJ7DL6j/vobVSfr7wOf6iPG/bN/U5Pg84GLbXbWv/9Pr8wvrv4vq94qIiJis9qRXzq55+We2VwH3SnpJQ/lbbHfU1/Mou94eA5B0IbArZbK9w/biWq5ZvhXwgO1ba7+PjPg3i4iIMZHB99A90fB6Jc3PYRtli/a/NR6UdAxl61p/pgDLbc/u4/OB6gM81sfxtgHq9Xy3vr5XRETEZNFG85z7RK8yPR7r43h/9VcCvR/S2le/ERHR4rLtfHRcDhxRV7GR9DJJfwNcBbxN0ob1+Aa1/KPANHhmhrtD0kG1TJukbWq5G4C319eHDCOu64E3S1qnxvamQdR5JraIiIhJpK+cPRgLKc9cmSppPWB/4LpB1r0P2Kje942kaZIyIR4RMQFk8D0KbF9BeTDabyTdBZwPTLN9D/AZ4FpJdwJn1io/Bk6QdIekTSgD6yNrmXuAfWu5DwMfkHQrMH0Ycd1K2fJ2J2WL+W3AwwNUu5ry4JjFkg4eap8RERGtqJ+cPZi6twMLgFsoDy+db/uOfiutrvskcDDw1drvlcA6Q4s+IiLGo7bu7uxsmkwkrW+7U9JUysz8e+tFwkjonjXr/hFqKqL1dXS0s3Tp0B5QPGPGVJYvf3yUImpdOS/N9XVeZs6ctohnP1QzJrbk4IhRMJxcPhZaKU+2SqzDjbO/HJxtTJPPOZI2p8yif3cEB96sWtVNR0f7SDUX0fK6uob8U78REcOSHBwxOpLLYyRl8D3J2H7naLbfCjODa1qrzO6taTkvEREjqxVycCv97U+so6PVYu3sbI1YozXknu+IiIiIiIiIUZbBd0RERERERMQoy7bzGFEzZ+ZXyZrJeWluop2Xrq6V2Z4WEWOmVf6mtkqckFhHS6vEumLFqrEOISaYDL5jxEyZ0kaetBqTWUdHO52dYx1FRExGycERI6+jo51Hx/+jFKKFZNt5RERERERExCjL4HuMSdpd0i4N74+WdOhzbPN+SS8egdiyhhcREc8iaYGkA0ep7U9J2ms02m41ko6VNHWs44iIiJGRbedjb3egE7gRwPbZYxpNRETECJC0lu0h/0Cu7VNGI54WdSzwAyAPk4iImAAy+B4mSesBPwH+DlgLON32eZLmAGcC6wPLgMNsPyDpGmAxsAPwQuAI4E/A0cBKSe8CPgS8Dui0/UVJrwLOBmYCK4GDbP9+oBjqxx+S9GZg7VrvPkkbAN8GXklJ5O+1vUTS+sBXgblAN/BJ2xc09PNi4P8An7b985E7ixERMd7V3VjHU/LDEtvvrh/tJuk44G+BE22fL2l34FTgAWA2sHktc0StM9/2lyW1A78Ergd2Af4A7Gu7S9IC4NLa3vbAWcB6wBPA62w/cwdmzV8XAy+i5LuTbV/cT44+A3gL8DRwhe3jJc2k5NqNa7PH2r5B0mtr39Tvvhslt59HyePPA95n+7q6U+zrwF7AQ8DHgc/XNo+1fYmktYAzKJPuLwC+bvvf6jk7jXLNsCWwCOi5JtgIuFrSMtt7DPI/WUREjFPZdj58/wD80fY2trcELpO0NmUQe6DtOZSB7mca6qxnexfg/cC3bd9PSfhfsj3b9nW9+jiXkpy3oVycPDBQDA2fLbO9HfBNykUTwCeBO2xvTbkw+F49/gngYdtb1c9+3dOIpJcAPwdOycA7ImJykbQFcBKwZ81FH274+KXAPGAfyqCyxw7ASbY3rxPShwM7AjsBR0natpbblJLjtgCWAwf06vv5lIHuh2vfewFdvUJcAexf890ewL9KaqN5jt4A2B/Youa6T9c2zqLk4e1rDPPr8eOBD9ieDexa+34ncHk9tg1lUh3K5MA1Nfc/Wtt+fe3vU7XMkZRcuz2wfT0Xs+pn21JWuTenTJC/xvZXgD8Ce2TgHRExMWTwPXx3AXtJ+pykXW0/DIgya32lpMXAyZRZ9x4/ArC9EHihpBl9NS5pGvAy2xfVOits994wud2LAAAgAElEQVR21iyGHhfWfxcB7fX1POD7tb1fAxtKmk65oPl6T0XbD9WXawNXUVY0rhzwjERExESzJ3C+7WUAtv/S8NnPbK+yfS/wkobjt9juqK/nARfZfsx2JyU37Vo/67DdM3htzFU9BDxg+9ba9yO2n+5Vpg34rKQlwK+Al9VYmuXHRyiD9fmS3srqrdx7AV+refsSSn6eBtwAnCnpGGBG7ftW4HBJpwFbNazCP8nqCfC7gGttP1Vf93yvNwCH1n5uBjakTED0nLP/sb2KMqDvfS4iImICyOB7mGz/DphDSaz/IukUykXAPXUVe3ZdSX5DQ7XuXs30ft+obZgx9Hii/ruS1bcXNGuzux5vFsvTlAuivQeKJSIiJqS+8gOszjM95Xo81sfx/uo35qrB9N3jEMqtWXPqavSDwDrN8mMdPO8AXADsx+rB8hRg54bc/TLbj9o+A/hfwLrATZI2q5Pnu1G2yX+/4QGpT9nuiXVVz3erg+nGHPyhhn5m2b5ikOciIiImgAy+h0nSRsDjtn8AfBHYDjAwU9LOtczadctej4Pr8XmUrWcPU7anTevdvu1HgP+RtF+t84LeTzztI4b+LKRcqFDvMVtW+7kC+GBDuy+qL7sp9+ltJuljA7QdERETz1XA2yRtCFC3bg/FQmA/SVPrfdj7A71vserLfcBG9b5vJE2T1HtQOh34k+2nJO0BvKKWfVZ+rPeHT7f9C8oW79m1jd45cHb9dxPbd9n+HHAbJRe+ovb3LeDfGTjvNroceF+9RQ1Jr67npD9NrxEiIqI1ZfA9fFsBt9TtYydRHkb2JHAg8DlJd1K2ju3SUOchSTdS7vM+sh77P8D+khZL2pW/9m7gmLqd7kbKQ236jWGAmE8D5tb2zgDeU49/GniRpLtr3M/cW1afVPt2YA9J7x+g/YiImEBs30N5dsm1NT+cOcT6twMLgFsoW63n275jkHWfpExaf7X2fSWwTq9i51Ly2m2UyeX76vFm+XEacGnNgdcCH6llj6ltLJF0L+VBqADHNuTFLsoD4nYHFku6g3J/eM8D2QZjPnAvcLuku4F/Y+AV7nOAX0q6egj9RETEONXW3T3Qjq4YCfVp58fbvm2sYxlF3bNm3T/WMUSMmY6OdpYufXTggv2YMWMqy5fnV4V6y3lprq/zMnPmtEWUX7CIySM5OGKEjUReX1NaKU+2SqzDjbO/HJyV74iIiIiIiIhRlgd6rCG2dx/rGEbbqlXddHS0j3UYEWOmq2vlWIcQEZNUcnDEyFuxYtVYhxATTAbfMaJaZWvOmtQqW2vWtJyXiIiR1Qo5uJX+9ifW0dFqsUaMpGw7j4iIiIiIiBhlWfmOETVzZn4RpZmcl+Za7bx0da2ks7M1ZusjYvJplb+prRInJNbRMl5jTZ6P0ZbBd4yYKVPayJNWYyLr6Gins3Oso4iIeLbk4IjnLnk+Rlu2nUdERERERESMsgy+JzBJnfXfjSSdP9bxRERE65J0mqTjB1FugaQDR6jPdkl3Nzm+u6RLR6KPkSLpfkkvHus4IiJi/MrgexKw/Ufbz/lCSFJuU4iIiBHVarlFUpukKb2OrTVW8UREROtoqYQXwyOpHbjU9paSbgaOsH1P/ewa4J+A+4CvAltR/n9xmu2LJR0GvAlYB1gP2HONf4GIiBhxktYDfgL8HbAWcLrt8yTdD8y1vUzSXOCLtnev1baR9Gvg5cDnbX9LUhslf+wJdABtDX00bUvSacBGQDuwTNLHge9T8gzAB23fOMBXWL/u6toSWAS8y3a3pDnAmcD6wDLgMNsP1Hx3BzAHmAkcCvwzJe+dZ/vkGvNxwBG1j/m2v1zz6C+Bq4Gdgf0k3VP72ZuSRwE+JOnNwNrAQbbvk7QD8GVgXaALONy2JU0FFgCbAb+t5+IDtm+T9Abgk8ALgN/XOrkTNSKixWXle/L5MfA2AEkvBTayvQg4Cfi17e2BPYAv1AszKBca77GdgXdExMTxD8AfbW9je0vgskHU2ZoyIbszcIqkjYD9AVEGsUcBuwyy/znAvrbfCfwJeL3t7YCDga8Mov62wLHA5sArgddIWpsyEXCg7TnAt4HPNNR50vZuwNnAxcAHKIP3wyRtWAfuhwM7AjsBR0nattYV8D3b29r+L8pEwd22d7R9fS2zrH6HbwI9W/TvA3azvS1wCvDZevz9wEO2twZOr+eDunX9ZGCv2tZtwHGDOB8RETHOZeV78vkJcCVwKmUQ/tN6/A3AWxru51sH2Li+vtL2X9ZolBERMdruAr4o6XOU3VHXDaLOxba7gC5JVwM7ALsBP7K9EvhjXRkfjEtqW1BWir8maTawEnj1IOrfYvt/ACQtpqwcL6cMpq+UBGVF/4HGPuu/dwH32H6g1v9Pymr+POAi24/V4xcCu9Z6/2X7poa2VgIX9IrpwvrvIuCt9fV04LuSNgW663el9nUWgO27JS2px3eiTCjcUL/D84HfDOJ8RETEOJfB9yRj+w+S/ixpa8rqwv+uH7UBB9h2Y3lJOwKPreEwIyJilNn+XV3pfSPwL5KusP0p4GlW74xbp1e17j7e9z7eo7+2GnPLR4AHgW1q+RWD+ApPNLxeSbmmaaMMqnceoM6qXvVXNdTvS+9cuKJOODRrvyceKKvaV9vev25fv6Ye76uvNsqk9zv6iSUiIlpQtp1PTj8GTgSm276rHruccq9aG0DDNruIiJiA6pbxx23/APgisF396H7qFmjggF7V9pW0jqQNgd2BW4GFwNslrVVvZ9qjoXx/bTWaDjxgexXwbsqK9XAYmClpZwBJa0vaYgj1F1Lu555ab73aHxjMjoD+TAf+UF8f1nD8elbfBrY5Zds+wE2ULfSvqp9NlTSYnQARETHOZfA9OZ0PvJ2yBb3H6ZStcEvqz7qcPhaBRUTEGrMVcEvdsn0S8Ol6/JPAWZKuo6zgNroF+DllgHi67T8CFwH/l7KV+5vAtQ3l+2ur0TeA90i6ibLlfFg7rmw/CRwIfE7SncBiBn8POrZvpzwE7RbgZsoD1+4YTiwNPk/ZWXADfz2p8A3KRMES4KPAEuBh20spg/Qf1c9uojyULSIiWlxbd3dfO8Uihqx71qz7xzqGiFHT0dHO0qWPjmofM2ZMZfnyx0e1j1aU89JcX+dl5sxpi4C5az6iGKz682Rr214haRPgKuDVdQJhOJKDI56j3nm+lXJPYh15w42zvxyce74jIiIi1rypwNX1Ce1twPuew8A7IiJaQAbfMWJWreqmo6N9rMOIGDVdXf3tmo2IGDzbjzKCuxOSgyOeu+T5GG0ZfMeIGu0tua2oVbbWrGk5LxERI6sVcnAr/e1PrKOjlWKNGGl54FpERERERETEKMvKd4yomTOnjXUI41LOS3OtdF66ulbS2ZmZ+ogYv1rlb2qrxAmJdbSM11iT62O0ZfAdI2bKlDbypNWYqDo62unsHOsoIiKaSw6OeO6S62O0Zdt5RERERERExCjL4DsiIiIiIiJilLXE4FvSjYMoc6ykqYMot0DSgUPou13SOxvez5X0lcHWH0mSdpd06Vj0HRER0aokXSNpbn39C0kzxjqmwZC0n6TNxzqOiIgYGS0x+La9yyCKHQsMOPgehnbgmcG37dtsHzMK/URERMRzJKnf59nYfqPt5WsgjrV6vW+TNNTrrv2ADL4jIiaIlnjgmqRO2+tL2h04DVgGbAksAt4FfAjYCLha0jLbe/TUqfUPBPaxfVhtci9JHwZeAhxn+1JJ7cD3gfVqmQ/avhE4A/h7SYuB7wJ3AMfb3kfSBsC3gVcCjwPvtb1E0mnAxvX4xsCXbT9rtbyvGCUtAB4B5gJ/C5xo+/xedbcHzgEOAA7tqz9JxwFH1GrzbX9Z0onACttfkfQlYBvbe0p6HXC47XdJ6gTOAvYBuoB9bT844H+siIiIESDpUOB4oBtYYvvdkt4MnAw8H/gzcIjtB2ve3YgyYb5M0pHAdygD198C6za0ez8w1/YyST8DXg6sA5xl+5xa5h+AzwJrActsv65XbO00uWao1ymnAg8AsyW9EfglcDWwM7CfJAGfBF4A/J6SdzslnQG8BXgauAK4sL5/raSTgQNs//65nNOIiBhbLbHy3cu2lFXuzSmDzdfUgeYfgT1s7zGINtqB1wJvAs6WtA7wJ+D1trcDDgZ6BssfA66zPdv2l3q180ngDttbAx8Hvtfw2WbA3sAOwKmS1h7i93wpMI8y+D2j8QNJuwBnUwbE/9lXf5LmAIcDOwI7AUdJ2hZYCOxa680F1q/xzQOuq8fXA26yvU0tf9QQ44+IiBgWSVsAJwF71jz04frR9cBOtrcFfgyc2FBtDiUvvhN4H/B4zc+fqZ81c4TtOZRceIykDSXNBL5FGexuAxzUpF5f1wxQ8vBJtntWrAV8r8b8GGXyYK9a9zbguDqZvz+wRY3503UB4BLghHoNkoF3RESLa8XB9y22/8f2KmAxZSA9VD+xvcr2/wX+kzJwXRv4lqS7gJ8yuG1e8ygz39j+NbChpOn1s5/bfsL2MkqSfskQY/xZjfHeXnX/nrLi/Wbb/1/D8Wb9zQMusv2Y7U7KLPqulB0DcyRNA54AfkO58NiV1YPvJ4Ge+8sXMbzzHBERMRx7AufXnIbtv9TjfwdcXnP1CcAWDXUusd1VX+8G/KDWXQIs6aOfYyTdCdxEWQHflDJZvdB2R6++G/V3zXBLT93qv2zfVF/vVMveUHfUvQd4BWW32wpgvqS3UnbTRUTEBNMS2857eaLh9Ur6/g7dDa/X6eeznvcfAR4EtqFMSqwYRCxt/fQ7mDj7i7GxfmM/D9Sy21JW+5uV7+mvWXzYfqpuuzscuJFyUbIHsAllex7AU7Z74uvvPEdERIy0Np6dqwG+Cpxp+5KGW9F6PNarbLP6z6j19wJ2tv24pGso+bWvvhv1d83QO47G923Albbf0SSeHYDXAW8HPkiZgIiIiAmkFVe++/IoMK3h/YOS/r4+3GT/XmUPkjRF0iaUresGpgMP1BX1d1Pu82rWbqOFwCHwTBJfZvuRIcTcX4x9WU7ZLv/Z2md/FlLuL5sqab3ax3UNnx1f/70OOBpY3DDgjoiIGCtXAW+TtCFA3ZYNJVf/ob5+Tz/1G/PzlsDWTcpMBx6qA+/NKKvSUHaDvVbSrF59967b7JphIDcBr5H0qtr2VEmvlrQ+MN32Lyi31s2u5fu7BomIiBYzkQbf5wC/lHR1ff8xyrbpX1NWixsZuJbyEJSjba8AvgG8R9JNwKtZPVO9BHha0p2SPtKrndOAuZKWUO7L7u9CoJn+YuxTffDZm4GvS9qxn3K3AwuAW4CbKQ9cu6N+fB3lvvLf1PZWsHpgHhERMWZs30O5V/vaui38zPrRacBPJV1HefhqX75JeZ7JEsp94bc0KXMZ8Lxa5nTKwBjbS4H3AhfWvs9rUreva4aBvtdS4DDgR7Xfmyi3vk0DLq3HrqWsrEO5r/0ESXfUBYOIiGhhbd3dWeiMEdM9a9b9Yx1DxKjo6Ghn6dJHR72fGTOmsnx5bvfsLeelub7Oy8yZ0xZRnuURk0dycMRz1DvXt1LuSawjb7hx9peDcx9vjJhVq7rp6Ggf6zAiRkVX18qxDiEiok/JwRHPXXJ9jLYMvmNErYmVwVbTKrN7a1rOS0TEyGqFHNxKf/sT6+hopVgjRtpEuuc7IiIiIiIiYlzK4DsiIiIiIiJilGXbeYyomTPziyjN5Lw010rnpatrJZ2d2SYXEeNXq/xNbZU4IbGOlrGONTk9xkoG3zFipkxpI09ajYmqo6Odzs6xjiIiornk4IjBS06PsZJt5xERERERERGjbFIPviWdJun4+vpTkvYa43jWWAySjpU0dU30FRER0dtg89BI5StJ7ZLeOchydz/X/gboY3dJu4xmHxERMf5M6sF3I9un2P7VJIrhWGBIFzOS1hqlWCIiYvIZbB4acr7qQzsw4OB7DdkdaDr4lpRbAiMiJqhJ9wde0knAocB/A0uBRfX4AuBS2+dLOgV4M7AucCPwv213S9oe+HfgMeB64B9tbynpMOAtlIuDTYCLbJ9Y230H8HGgDfi57Y/WQey/A3OBbuDbtr/UK4YzaptPA1fYPr7X9zgNmAW8FHg1cBywE/CPwB+AN9t+StLrgC9S/lvfCrwP+N/ARsDVkpbZ3qNZnLWfTuBMYG/gn+r3joiIGBRJ6wE/Af4OWAs4HXgJz85D3wS2p+Te822fKumYJuU6ba9f2z4Q2Mf2YZIOAk4FVgIP296tVyhnAH8vaTHwXeAr9djuwAuAr9v+t16xr9WsjKTdgU8CDwKzgQuBu4AP1/j3s/17STOBs4GNa5PHUnL00cBKSe8CPgQcCfwF2BZYLGkfYBfbSyVNAX4H7GR72ZD/A0RExLgxqVa+Jc0B3k5Jbm+lJPlmvmZ7e9tbUpLoPvX4d4Cjbf//7N15lF1Vnf7/dwIoQ4AIRpcoUAH1QcYAAQGZ4evQiECDAiISsFVARdqOihOg2O3YIoLKVxCDgooCKkKDsJAAMhMICSCP/dWi21Z+dtISTEFBm6R+f+xd5nKpKaFuVd2q57VWVu49d599PufAyufs4eyzOyW5N5oBHAlsBxwpaVNJmwBfAPavv+8i6dD6+eW2t7W9Xa23Mc6NgMOAbWxvD3y2nzi3BA4CDgEuAW6q9XUDB0laG5gDHFm3rwmcZPtrwB+B/eqNTH9xAqwHPGj7tbbT8I6IiFX1RuCPtneoefW65jxUy33C9kxge2AfSdv3U64/pwNvsL0DpfO62WnArbZn2D6b0uB9wvYulPuBd0ua3rTPQGV2oDS2twOOBV5te1fgQkqDGuAc4Oy6/+HAhbYfpTTIz66x3FrLvho40PY/UnL6MXX7gcADaXhHRLS/CdX4BvaijEo/ZfsvwFX9lNtP0l2SFlIapNtImgqsb/v2Wub7TfvcaPsJ208DDwObUxL1XNuLbC8DLgX2Bn4HbCHpXElvBP7SVNdfgKeBCyX9PdDfuxCutf1XSm/7GsB1dftCyvQ6AZ22f1O3X1yP36y/OKF0MlzRz/EjIiIGsxA4UNIXJO1l+4l+yr1N0n3A/cA2wNareJzbgDmS3k3JiYN5PfDOOhJ+F7Ax8KpVKHOP7cdsPwP8Fri+bu/NwVAazufV/a8CNpDU3zuWfmy7t2P/IsosPYATaOqkj4iI9jTRGt9Qpnn3q44WfwM4oo4WXwCsTZmOPZBnGj4vp4wy97mP7ccpPeZzgfdReskbf18G7Epp9B7KykZ1n8e0vQL4q+3ec1sx0PH7MFC5pxtuBiIiIlZJ7QDemdIo/Vx9tOtZ6mjybOCAOuPrGkru7UtjHv9bGdsnAp8ENqVM3d54kNAmAR+oo88zbE+3ff0qlGnM+ysavvfmYCj3Wbs37P9y20v7iefJhnP5PfAnSfsDrwWuHeRcIiKiDUy0xvctwGGS1qk9zwf3UaY3kS+WNAU4Av7WYF4qabf6+1FDON5dlKlzL67PjR0N3CzpxcBk21cAnwJ2atypHndD2/9GeT5sxiqd5UqPAB2SXlm/HwvcXD8vBXp73/uMczWPGRER8Tf10aanbF9CWYOkN+c15qENKI3PJyS9lLJ+CX2Ug9IofU19FvqwhuNsafsu26cDiymNcAao5xfASZLWqvu/uj6fziqWGcj1wPsbYuzN582x9OVCyvTzH6UTPCJifJhQjW/b9wGXAfMpo8q39lFmCWW0eyHwU8oiZb3eBXxL0h2U3vD+ps711vUY8DHgJuAB4D7bPwNeDsyt09Dm1DKN1geulrSA0gj+x1U60ZXHfxo4HvhxnUK/gvKcGcC3gGsl3TRAnBEREc/XdsDdNed9gpXrmDTmoQco080foky5vq1h/7+Vq99PA64Gfgk81lDuS5IW1teE3ULJZ40WAMskPSDpHymN24eB++o+/5fnLkQ7lDIDOQWYKWmBpIcpC60B/JwyGDBf0l797HsVMIVMOY+IGDcm9fQMOAs7GkiaYrurfj4NeJntD45yWGNJz/Tpj452DBEt0dnZwaJF/c0WHT5Tp67LkiX9LfMwceW69K2/6zJt2vrzKG/UiDYlaSZlUbb+GufNkoMjhmioOb2dck9iHX6rG+dAOXjCvWrseTpI0sco1+0/gFmjG05ERESMN7WD/yRWrngeERHjQBrfq8D2ZZRp69GHFSt66OzsGO0wIlqiuzuPXEbEyLD9ecr7xYcsOThi6JLTY7Sk8R3DaiSm5babdplaM9JyXSIihlc75OB2+rc/sbZGO8UaMdwm1IJrEREREREREaMhI98xrKZNG+zNKRNTrkvf2uG6dHcvp6srPfQRMfa1w7+p0D5xQmJtldGINfk8xoI0vmPYTJ48iay0GuNNZ2cHXV2jHUVExMCSgyMGlnweY0GmnUdERERERES02LhsfEu6fTX2OVPS7BbEMlPS11ah/L6Srh7uOPqKpx5rjyHsM0vSea2KKSIiYiySdKqkdUfoWJtIunwkjhUREaNjXE47tz1og3Kk2L4XuHe04+jVFM++QBewyp0VERERE8CpwCVAyx8Utf1H4IhWHyciIkbPuGx8S+qyPUXSyyjv5d6Acq4n2b5V0huBfwHWABbbPqDuurWkucBmwFdt944QvwM4BXgBcBdwsu3lkrqArwMHAo8DHwe+WPc/1fZVkvYFZtt+s6Rdga8C6wDdwPG23ccpTKm939sC84B32O6RdADw5Xou99TzeUbS54G3AMuA623PljQHeBrYBngp8CHbV/fGA7wfOBFYXs/vA8BU4JP1PP8HOMb2n1brP0JEREQbkbQe8CPgFZT7gx8DmwA3SVpsez9Jrwc+DbwQ+C0lj3dJehS4GDgYWAt4q+1HJG0EXARsQWnAv8f2Akn7AOfUQ/cAewMbA1fb3lbSNsB3KPl4MnC47X9v+UWIiIiWGpfTzhu8HfiF7RnADsB8SdOACyiJbAfgrQ3ltwLeAOwKnCFpLUmvAY4EXlfrWQ4cU8uvB8y1vTOwFPgs8H+Aw4DP9BHPI8DetncETqd0APRlR0pv+9aUhP06SWsDc4AjbW9H7Uyoif0wYBvb29cYenUA+wAHAefXOgCw/ShwPnC27Rm2bwV+BexW4/sh8JF+4ouIiBhv3gj80fYOtreldJb/EdivNrxfTOmgPtD2TpRZZB9q2H9x3f5NSic3lIb6/TU/fxz4bt0+G3hfva/Yi9Ih3+hE4Jz6+0zgv4b5XCMiYhSM98b3PcDxks4EtrO9FNgNuMV2J4DtPzeUv8b2M7YXA/9NGTE+ANgZuEfS/Pp9i1r+f4Hr6ueFwM22/1o/d/QRz4bAjyU9CJxNGZXuy922/8v2CmB+rUtAp+3f1DIXU3rK/0IZ4b5Q0t/z7KlxP7K9ovaW/47SuTCQVwC/kLQQ+PAA8UVERIw3C4EDJX1B0l62n2j6fTdKp/ht9X7gOGDzht+vrH/PY+U9wJ7A9wBs/xLYWNKGwG3AVySdAky1vazpWHcAH5f0UWBz282N84iIaEPjuvFt+xZKA/UPwPckvROYRJni1ZdnGj4vp4wuTwIurqPDM2zL9pm1zF9t99a1onf/2mjua0r/WcBNtUf9YGDtPsoMFEdf57iMMlJ/BXAoKzsD4Lnn2d959zoXOK+OrL93gPgiIiLGldq5vTOlEf45Sac3FZkE3NBwP7C17Xc1/N6bu3vzdu8+zXpsfx74B8pjaHdKelbnuO3vUx4n66Z0iu//fM4tIiLGhnHd+Ja0OfDfti8Avg3sROlN3kfS9Fpmo0GquRE4QtJLesvXelfHhpSOAIBZq7jvI0CHpFfW78cCN0uaAmxo+98oU9VnNOzzVkmTJW1JGa1vfr58KbB+P/Edt4rxRUREtC1JmwBP2b6Esr7KTjw7T95JeQzslbX8upJePUi1t1AfVatrriy2/RdJW9peaPsLlOnrz2p8S9oC+F1de+YqYPvhOMeIiBhd47rxTVnNe76k+4HDKc9PLQLeA1wp6QHKgmz9sv0w5Rmv6yUtAG4AXraa8XyR0pt+G2UxlyGz/TRwPGXa+kLKSPv5lJuCq2tsNwP/2Lhb3XYtcGKto9HPgcMkzZe0F3Bmrf9WYPGqnlxEREQb2w64u04p/wRlDZVvAddKuqneP8wCflBz7p0M/jjXmcDMWv7zrOzYPlXSg/U+pJuSpxsdCTxYY9mKlc+KR0REG5vU0zPYTORoR3W186ttj+Q7Q3umT390BA8X0XqdnR0sWrR0xI43deq6LFnS8rcatZ1cl771d12mTVt/HmWhrpg4koMjBrA6+bydck9iHX6rG+dAOXi8j3xHREREREREjLpx+Z7vANuzRvqYK1b00NnZMdKHjWip7u7lox1CRMSgkoMjBpZ8HmNBGt8xrEZyem67aJepNSMt1yUiYni1Qw5up3/7E2trtFOsEcMt084jIiIiIiIiWiwj3zGspk1bf/BCE1CuS9/G0nXp7l5OV1d64iOifY2lf1MH0i5xQmJtlZGKNbk9xpo0vmPYTJ48iay0Gu2qs7ODrq7RjiIiYvUkB0c8V3J7jDWZdh4RERERERHRYml8R0RERERERLTYhGt8S5oq6eTRjgNA0r6Srh7tOCIiIqK1JM2RdMQgZf5N0tSRiikiIkbWRHzmeypwMvCN0Q4kIiIiopftvxvtGCIionXaqvEt6afApsDawDm2v1W3vxH4F2ANYLHtAySdCXTZ/nIt8yDwZuDzwJaS5gM32P6wpA8DbwNeCPzE9hl9HLsL+DpwIPA48HHgi8BmwKm2r5J0K/AB2/PrPrcBJwG/Bc4FtqNc8zNt/6yp/o2Ai4AtgKeA99heIGka8H1gY+Ae4I3AzrYXS3oHcArwAuAu4GTby2us59Tz7QYOsf0nSZvXY0wDFgHH2/5PSXOAq21f3nuutqdIehlwGbBBjfsk27cO/b9YRETE+CSpA7iOkn93BH4DvBN4DfAVYMr1agEAACAASURBVAqwGJhl+7GG/d5Eyb9vq9/3Bf7J9sGSHgVm1hz/TmA20AMssH3syJxZRES0SrtNOz/B9s7ATOAUSRvXxukFwOG2dwDeOkgdpwG/tT2jNrxfD7wK2BWYAewsae8+9lsPmFuPvxT4LPB/gMOAz9QyFwKzACS9Gnih7QXAJ4Bf2t4F2A/4kqT1mur/NHC/7e0pDfvv1u1n1H13An5Caewj6TXAkcDrbM8AlgPHNMR6Z70etwDvrtvPA75bj3Ep8LVBrtXbgV/U+ncA5g9SPiIiYiIR8K2aV/8CvI/S2X5EvV+4CPjnpn1uAHZruA84ktLRvbJSaRvKvcP+NZd/sHWnEBERI6XdGt+nSHoAuJMyAv4qYDfgFtudALb/vIp1vr7+uR+4D9iq1tvsfyk93AALgZtt/7V+7qjbfwy8WdJawAnAnIZjnFZH2+dSRu43a6p/T+B79Rx+CWwsacO6/Yd1+3WUUXeAA4CdgXtqvQdQRs17Y+19lnxeQ3y7U0bRqcfas59r0use4Pg6i2A720sHKR8RETGR/N72bfXzJcAbgG2BG2pu/iTwisYdbC+j3E8cLGlN4CDgWbPhgP2By20vrvus6r1NRESMQW0z7bxOyzoQ2N32U5LmUhqxkyhTspot49mdC2v3U/Uk4HO2/+8gIfzVdu9xVgDPANheUZMnNa4bgEMo09hnNhzjcNtuOqeXNsXRrKef7b3lL7b9sUFiXU7//517y/ztWkmaRJnGju1b6iyAg4DvSfqS7e/2WVNERMTE03z/sRR4yPbug+x3GWWU/M/APX10bvd3bxMREW2snUa+NwQerw3crSgj3gB3APtImg5/e3Ya4FFgp7ptJ2B63b4UWL+h3l8AJ0iaUsu+XNJLnkecF1Kmc9/T0FP9C+ADtWGLpB372O8W6rTx2tGw2PZfgF9RGvLUKfIvquVvBI7ojVXSRvWZ7oHcDhxVPx9T64ZyrXaunw8B1qp1bg78t+0LgG9Tr2dEREQAsJmk3ob20ZSZedN6t0laq04hbzaXklPfTdOU8+pG4G2SNq71bNRHmYiIaDPt1Pi+DlhT0gLgLEqCw/Yi4D3AlXVKem8SuwLYqE77OomyEAq2/we4TdKDdST3espU7DskLQQu59mN81Viex7lua/vNGw+i9KgXVAXfjurj13PBGbW8/s8cFzd/mng9ZLuA94EPAYstf0wZTrb9XWfG4CXDRLeKZRp5AuAY1n5DNkFlA6Mu4HXAk/W7fsC8yXdDxxOWcQtIiIiil8Dx9W8uhH1eW/gC/WeZD6wR/NOtpdTHg97EysfE2v8/SHKs+I313q+0rIziIiIETOppyezmoaTpE0oPdpb2V4xDPW9EFhue1ntSf9mXQBtLOqZPv3R0Y4hYrV0dnawaNHoL2swdeq6LFny1GiHMebkuvStv+sybdr681j56FO0QF3t/Grb2452LFVycEST55vb2yn3JNbht7pxDpSD2+aZ73ZQXwvyz8CHhqPhXW0G/EjSZMpCau8epPyoWbGih87OjtEOI2K1dHcvH+0QIiJWW3JwxHMlt8dYk8b3MKqLkQ3rgmS2/53y/tC2MBZGDseadundG2m5LhHRzmw/SlnZfMxohxzcTv/2J9bWaKdYI4ZbOz3zHREREREREdGWMvIdw2ratNVeq25cy3Xp22hfl+7u5XR1pfc9IsaH0f43dajaJU5IrK0yErEmx8dYlMZ3DJvJkyeRxV6inXR2dtDVNdpRREQ8f8nBEc+WHB9jUaadR0RERERERLRYGt8RERERERERLZbG9xgkaZqkuyTdL2mvYahvVn3/eO/3CyVt/XzrjYiIGE2SWjqpVNKZkma3sP7k54iICSTPfI8xktYEDgAesX3cKuy3hu3+XmY4C3gQ+COA7X94vnFGRETE8zaL5OeIiAkjje8WkNQBXAfcRXlH92+AdwKvAb4CTAEWA7NsPyZpLnA78DrgKuCDwDqS5gO7A4cCHwcmAdfY/mg9Tlet7w3AP0naHzgYWKfW917gcGAmcKmk7lrftcBs2/dKOnqAus8B3gx0A4fY/lMrrldERMTzIel7wOW2f1a/XwpcBmxEyaFrUN7J/a/AC4BjgWeAv7P955qH5wO7AhsAJ9i+u1a/df19M+Crtr9Wj/Eh4IRa5kLbX63b3wnMBnqABcDJ9e9X2/6rpA3q9w8zcH5+I/AvNfbFtg8Y3qsWEREjLdPOW0fAt2xvD/wFeB9wLnCE7Z2Bi4B/big/1fY+tv8VOB24zPYM4EXAF4D9gRnALpIOrfusBzxo+7W2fwWcZ3sX29tSGuBvtn05cC9wjO0Ztrv/FmCZ6jZQ3Xfa3gG4BXj38F6eiIiIYXMhcDyApA2BPYB/q79tC7yd0rD+Z+Ap2zsCd1A6xnutZ3sPSmP5oobtW1E6uXcFzpC0lqSd6/FeC+wGvFvSjpK2AT4B7F/z5wdtLwXmAgfV+o4CrrD9Y/rPz9OAC4DDaz1vfb4XKCIiRl8a363ze9u31c+XUBL3tsANdUT7k8ArGspf1k89uwBzbS+yvQy4FNi7/rYcuKKh7H71WfGFlAb1NoPEOFDd/wtcXT/PAzoGqSsiImJU2L4ZeKWklwBHUxq3y+rPN9leansR8ATw87p9Ic/ObT+odd0CbCBpat1+je1nbC8G/ht4KbAn8BPbT9ruAq4E9qLk3strWWz/udbxt86B+vd3Bjml3YBbbHc21RMREW0s085bp6fp+1LgIdu791P+yX62TxrgGE/3PuctaW3gG8BM27+XdCaw9iAxDlT3X233nsNy8v9KRESMbd8DjqGMLJ/QsP2Zhs8rGr6v4Nm5rTlv935v3L83H/aXPyf1UQ+2b5PUIWkfYA3bDw5wHv3WExER7S0j362zmaTehvbRwJ3AtN5tddraYCPTUJ4b30fSiyWtUeu6uY9yvQ3txZKmAEc0/LYUWP951B0RETHWzQFOBbD90GrsfySApD2BJ2w/MUDZW4BDJa0raT3gMOBW4EbgbZI2rnVt1LDPdymj642j3v3l5zso+Xl6H/VERESbSuO7dX4NHCdpAWXBl3MpDeIvSHqAsrDLHoNVYvsx4GPATcADwH29C8o0lVtCeT5sIfBT4J6Gn+cA50uaL2mdVa07IiJirKuLgv6awad09+dxSbcD5wPvGuRY91Fy692UjuwLbd9fG/3/DNxcc/1XGna7lLKOyw8ats2h7/y8CHgPcGWtp79H0yIioo1M6unJrKbhVlc7v7oufDaR9Eyf/uhoxxAxZJ2dHSxatHS0w3iWqVPXZcmSp0Y7jDEn16Vv/V2XadPWn0dZSXvCkLQupQN6p0FGrfvady51lfFWxFaPcQTlzSHHtugQycERDYYjx7dT7kmsw2914xwoB+c53oiIiGhrkg6krFD+lVVteI8ESecCbwL+brRjiYiI0ZOR7xg2K1b09EyePNAabhFjS3f3crq6xlbPa7v0Bo+0XJe+ZeQ7eiUHRzzbcOT4dso9iXX4ZeQ7xryxNoV3LGiXf2BGWq5LRMTwaocc3E7/9ifW1minWCOGWxZci4iIiIiIiGixjHzHsJo2ra83pkSuS99G67qMxenmERHPV7vkmnaJExJrq7Qq1uT3GOvS+I5hM3nyJLLSarSDzs4OurpGO4qIiOGTHByR/B5jX6adR0RERERERLRYGt+jSNIsSeeNdhwREREjTdKjkl68mvseKmnrhu+fqa8be74xtTQvS3qLpNPq52edwwD7nClpdqtiioiIkZNp5xEREdFuDgWuBh4GsH366IYzNLavAq6qX591DhERMf6l8T1EkjqA64BfAbsBDwDfAT4NvAQ4BrgU2MP2IkmTgd/UspOA84HNanWn2r6tqf7NgYuAacAi4Hjb/ylpy1rvGsC1wIdsT6n7fBh4G/BC4Ce2z6hxXlvj3AP4A3CI7W5JM2oc6wK/BU6w/bikucBs2/fWUYh7bXdI2qae4wsosyQOt/3vw3JBIyKiLUl6B3AKJTfcBZwMvAeYbvsjtcwsYGfbH5D0U2BTYG3gHNvfaqqvA7ja9rb1+2xgiu0zJb271v0C4P8BxwIzgLcA+0j6JHA48Klax+WSDgC+TLnHuQc4yfYzkh4FLgYOBtYC3mr7kT5OcRNJ1wFbUnJr7zkdDXycktOvsf1RSWsA36a8z7UHuMj22TWvzgd2BTag5Nu763WZCXy/j3PYv/lcbWflqIiIcSTTzlfNK4FzgO2BrYC3A3sCsykJ+RJKIxzgQOAB24vrPmfb3oWSYC/so+7zgO/a3p7S2P5a3X4O5WZlF+CPvYUlvR54FSWxzwB2lrR3/flVwNdtbwMsqccE+C7w0XqMhcAZg5zvifXYMyg3C/81SPmIiBjHJL0GOBJ4Xc0Nyyl573Lg7xuKHglcVj+fYHtnSh45RdLGq3DIK23vYnsH4NfAu2zfThk9/rDtGbZ/2xDf2sAc4Ejb21Ea4Cc11LfY9k7ANym5uy8zavzbAUdK2lTSJsAXKA3kGcAukg6tn19ue9t6vO801LOe7T0onRMXNR6gn3N4zrmuwnWKiIg2kMb3qum0vdD2CuAh4EbbPZSGbAclub6zlj2BlUn4QOA8SfMpyXYDSc3vWNid0hMO8D1Ko753+4/r5+83lH99/XM/cB+lM+BVDXHOr5/nAR2SNgSm2r65br8Y2JuB3QF8XNJHgc1tdw9SPiIixrcDgJ2Be2pOOwDYwvYi4HeSdquNawG9M7xOkfQAcCdlBPxVfdTbn20l3SppIaWRv80g5UXJgb+p35tz3ZX173mUvN2XG20/YftpypTwzYFdgLm2F9leRukk3xv4HbCFpHMlvRH4S0M9PwCwfQsl708d5nONiIg2k2nnq+aZhs8rGr6vANa0/XtJf5K0P/BaVo6CTwZ2b268ShroWD2DxDIJ+Jzt/9tUZ0dTnMuBdQapaxkrO2LW7t1o+/uS7gIOAn4h6R9s/3KQuiIiYvyaBFxs+2N9/HYZ5VGoRyjTtXsk7UvpgN7d9lN1OvbaTfs15iCafp8DHGr7gTple98hxDeQ3vy4nP7vgZpz6Jr91Vsf3doBeAPwPsr5n1B/bs7jg+X1OazauUZERJvJyPfwu5Ay/fxHtpfXbdcD7+8tUJ+9bnY7cFT9fAzlmW0oIwW908aPaij/C+AESb3Pf79c0kv6C8r2E8Djkvaqm44FekfBH6WMZAAc0RDnFsDvbH+NMmK/fX/1R0TEhHAjcERvvpG0UV2zBMqo8qHA0ayccr4h8HhteG9FWQel2Z+Al0jaWNILgTc3/LY+8JiktVjZoQ2wtP7W7BHKbK9X1u+Nue75uIvyfPaL63PeRwM313VSJtu+gvLc+U4N+xwJIGlP4Imahxs1n0N/5xoREeNEGt/D7ypgCs9+7usUYKakBZIepjxL3ewU4HhJCyg3Cx+s208FPiTpbuBlwBMAtq+nTEO/o05Ru5y+b0QaHQd8qR5jBvCZuv3LwEmSbgcaX/tyJPBgnVq4FeWZ8YiImKBsPwx8Eri+5pIbKLkJ249Tp2nbvrvuch2wZi17FqVDubnOv1Ly0V2U1b8bF0H7VN1+Q9P2HwIflnR/XZi0t66ngeOBH9fcuIKy0OjzPe/HgI8BN1EWXL3P9s+AlwNza56cU8v0erzm1fPp+/nt5nPo71wjImKcmNTTM9gsqFgVkmZSFlfba9DCQ6tvXaC7Tt87Cjja9iHDUXcL9Eyf/uhoxxAxqM7ODhYtWjraYfRp6tR1WbIkCxw3y3XpW3/XZdq09edRFjiLUdD4FpERPGxycEx4w53f2yn3JNbht7pxDpSD88z3MJJ0GmVV1eGcLrYzZbG2SZSVy08YpHxERERERESMMWl8DyPbnwc+P8x13grsMJx1tsqKFT10dnaMdhgRg+ruXj54oYiI1WR735E+ZnJwRPJ7jH1pfMewGqtTeUdTu0ytGWm5LhERw6sdcnA7/dufWFujnWKNGG5ZcC0iIiIiIiKixTLyHcNq2rTBFlyfmHJd+jaS16W7ezldXelpj4jxq11yTbvECYm1VZ5vrMnp0a7S+I5hM3nyJLLSaoxVnZ0ddHWNdhQREa2RHBwTSXJ6tKtMO4+IiIiIiIhosQnf+JY0pvrNJO0r6eoW1j9T0tcajrXHEPaZJem8VsUUERHjj6QOSW8f5RjeUl8DOtTyLc13jfFIOlTS1kPY50xJs1sVU0REjJxMO59gbN8L3Fu/7gt0AbePWkARETFedQBvB77f/IOkNW0va3UAtq8Crmr1cYaqKZ5DgauBh0cvooiIGEkTpvEt6afApsDawDm2v9Xw278C+wGPA0fZXiTpFOBEYBnwsO2jJE0BzgVmAj3Ap21fIen1wKeBFwK/BY633SXp88Bbah3X254t6a3AGcBy4Anbe/cR7hRJlwPbAvOAd9jukXQA8GXKf7d7gJNsP9PPceYATwPbAC8FPmT7akn7ArOB99fzWy7pHcAHgKnAJ4EXAP8DHGP7T6t/1SMiop1I6gCuBX4F7AH8ATjEdrekLYGvA9OAp4B3236k5purbV9e6+iyPQX4PPAaSfOBiyk59iBKHl6v5rQvAm+i5NTP2r6s5qnPUPKQgFuAk22vGCDfPlqPcTCwFvDWGtssYKbt90s6mKHluE0kXQdsCfzE9kfqeR0NfByYBFxj+6OS1gC+zcr7gotsny1pLjAf2BXYADjB9t298VA6JN4C7CPpk8DhwP7Ae2p8/w841nZWlIqIGEcm0rTzE2zvTEl6p0jauG5fD7jP9k7AzZSGMcBpwI62t6c0UgE+RWkwb1e3/1LSiynJ/MBax73AhyRtBBwGbFPLfrbWcTrwBts7UBJvX3YETgW2BrYAXidpbWAOcKTt7SgN8JMGOA6UUYd9KDc759c6ALD9KHA+cLbtGbZvpdxs7WZ7R+CHwEcGvaoRETHevAr4uu1tgCWUhiHAt4AP1Fw6G/jGIPWcBtxac8zZddvuwHG29wf+HpgB7AAcCHxJ0stquV2BfwK2ozSC/76/fNtwvMV1+zdrfM2GmuNmAEfWYx8paVNJmwBfoDSQZwC7SDq0fn657W1rbv5OQz3r2d4DOBm4qPEAtm+njIB/uF6f3wJX2t6l3h/8GnhXP/FFRESbmjAj35QG92H186aUm4v/AVYAl9XtlwBX1s8LgEvriPlP67YDgaN6K7T9uKQ3UxrJt0mC0mN9B/AXysjzhZKuoUwtA7gNmCPpRw3Hana37f8CqCMGHcBSoNP2b2qZi4H3Aef1cxyAH9leAfy7pN8BWw1yjV4BXFZvfl4AdA5SPiIixp9O2/Pr53lAR535tQfw45rroIw+r6obbP+5ft4T+IHt5cCfJN0M7ELJn3fb/h2ApB/Usk/Td77t1ZtT51Ea9s2GmuNutP1EPfbDwObAxsBc24vq9kuBvYGzgC0knQtcA1zfUM8PAGzfImkDSVMHuTbbSvosZRbaFOAXg5SPiIg2MyFGvusUtgOB3WuP8v2UaW996al/H0SZXrczME/SmpSpZj1N5SdRbiZm1D9b235XfZZtV+AKynNd1wHYPpHSc78pML9hBL7RMw2fl1M6SSb1FWx/x2k6l/6+NzsXOK/23r+X/q9RRESMX33loMnAkoZcN8P2a2qZZfV3JE2iNGz782TD5z7zWtVX/uoz3/YRd2/MzYaa41YlBz9OGbmfS+kQv3CQcxjIHOD9Nb5PDxBfRES0qQnR+AY2BB63/ZSkrYDdGn6bDBxRP78d+JWkycCmtm+iTEvr7YW+nvKsNACSXgTcSZkW/sq6bV1Jr66jBBva/jfKFPIZ9fctbd9l+3RgMaURPhSPUEYfXlm/Hwvc3N9xqrdKmlyf09sCcFOdS4H1m67TH+rn44YYV0REjHO2/wJ01nVLkDRJ0g7150cpHdUAh1CeuYbn5phmt1Cmda8haRplJPnu+tuukqbXfHwkZcp4n/l2FU7j+eS4uyjPZ7+4Pud9NCUHvxiYbPsKyqNpOzXsc2SNc0/KI2tPNNXZfH3WBx6TtBZwzCrGFxERbWCiNL6vA9aUtIAyRezOht+eBLaRNI/yLNdngDWASyQtpIySn217CeV56hdJelDSA8B+dQraLOAHtf47KdO71weurttuBv6xHu9LkhZKepBy4/HAUE7A9tPA8ZQpfwsp0+XPH+A4UBrbN1MWzzmx1tHo58BhkuZL2gs4s9Z/K6VjICIiotcxwLtq/nuI0tAGuIDSML0beC0rR7cXAMskPSDpH59TG/yklnkA+CXwEdv/X/3tDsqCbQ9Spof/ZIB8O1Rnspo5zvZjwMeAm2q899n+GfByYG59RGxOLdPrcUm3U3J1X89v/xD4sKT7ayf5pyiN/BsoHe4RETHOTOrpGWwWVLSj5tVnR0jP9OmPjuDhIoaus7ODRYuWjnYYg5o6dV2WLMkCx81yXfrW33WZNm39eZQFRttO71s5bL95tGNZXXW189n19Z4jJTk4JoyRyuntlHsS6/Bb3TgHysETZeQ7IiIiIiIiYtQMabVzSa8D5tt+sr4TeifKu7L/o6XRxWqzPWukj7liRQ+dnR0jfdiIIenuXj7aIUTEENieS1nArG3Z3nekj5kcHBNJcnq0q6G+auybwA51cZWPAN8Gvkt5h3TE37TDtN6R1i5Ta0ZarktExPBqhxzcTv/2J9bWaKdYI4bbUKedL7PdQ1lc5Rzb5zDwCqYRERERERERUQ115HuppI8B7wD2rq/ZWGuQfWICmjYtfTJ9yXXp20hdl+7u5XR1pZc9Isa3dsk17RInJNZWeb6xJq9Huxpq4/tIyjuw32X7/5O0GfCl1oUV7Wjy5ElkpdUYizo7O+jqGu0oIiJaJzk4JpLk9WhXgza+6yj3JbYP7N1m+z8pz3xHRERERERExCAGfebb9nLgKUkbjkA8EREREREREePOUKedPw0slHQD8GTvRtuntCSqcUbSqcC3bI/KwymS5gKzbd+7GvvuC/yv7duHO66IiIjoX3JwRMT4MtTVzq8BPgXcAsxr+DNuSFqz6fsaw1j9qcC6/Rx3OI/TCvsCe4x2EBEREWNN871DC+xLcnBExLgxpKRh+2JJ6wCb2XaLYxoySR3AdcCvgN2AB4DvAJ8GXgIcY/tuSbsCXwXWAbqB421b0izgIGBtYD1JnwHOAB4DZgBbS/oQcEI95IW2vyrpI8DTtr8m6WxgB9v7Szqg1v2OhhhPATYBbpK02PZ+krqArwBvAP5J0v7AwTW+24H32u6pI9Z3AfsBUykL3t0qaZt6ni+gdKAcDvy1Xou7gB2B3wDvbB5tl/RNYJd6rMttn1G3PwpcXONYC3grZcbDicBySe8APmD71lX6jxQRETGGNdxLPCt/Aq+h5OopwGJglu3Ham6+HXgdcJWkS4DzgS1qlSfZvr2v+4d6vHcCs4EeYIHtYyVNq3VsVsufCvyB5OCIiHFlSCPfkg4G5lOSE5JmSLqqlYGtglcC5wDbA1tRVmXfk5LYPl7LPALsbXtH4HTgXxr23x04zvb+9fuuwCdsby1pZ+B44LWUxv27Je1ImQGwVy0/E5giaa163GclRttfA/4I7Gd7v7p5PeBB26+1/SvgPNu72N6W0ih+c0MVa9relZKIz6jbTqS8b31GPf5/1e2iTG/fHvgLcHIf1+sTtmfW67WPpO0bfltseyfgm5Rp6o9SbgbOtj0jST8iIsap5vz5PuBc4AjbOwMXAf/cUH6q7X1s/yvwNeBm2zsAOwEP9Xf/UDvPPwHsX8t/sNZ3DiXX7kLpUL8wOTgiYvwZ6rTzMymN0iUAtucD01sU06rqtL3Q9grgIeBG2z3AQqCjltkQ+LGkB4GzgW0a9r/B9p8bvt9tu7N+3hP4ie0nbXcBV1Ia3fOAnSWtDzwD3EFpBO9FU+O7H8uBKxq+7yfpLkkLgf2b4ruy/j2v4XzuAD4u6aPA5ra76/bf276tfr6kxt/sbZLuA+6vx9l6kGNFRESMd8358w3AtsANkuYDnwRe0VD+sobP+1M6rbG93PYT9H//sD9l1tniWr73/uNA4Lx6rKuADeo9RkREjCNDfVZpme0nJDVu62lBPKvjmYbPKxq+r2Dl+Z0F3GT7sDq9bG7DPk/ybI3fJ/V1QNt/rdO0j6dMPVtAmRq+JfDrIcT8dF1FHklrA98AZtr+vaQzKdPge/Wez/Le87H9fUl3UabM/0LSPwC/47n/TZ71XdJ0yoyAXWw/LmnOYMeKiIiYAJrz51LgIdu791O++d6hWZ/3D3V7X/dPk4HdGzrTAWi674qIiDY31JHvByW9HVhD0qsknUtpdLaLDSnPTgHMWoX9bgEOlbSupPWAw1g5sn0LpSF7S912IjC/jro3Wwr014Pd2/hdLGkKcMRgQUnaAvhdndJ+FWUKOcBmknpvFI6mPAvfaAPKDcMTkl4KvGmwYw0Se0RExHjQnD/vBKb1bpO0Vp0y3pcbgZNquTUkbUD/9w83UmagbVzLb1TruB54f2+FkmbUj8nBERHjyFAb3x+gTFF+Bvg+5XmoU1sVVAt8EficpNuAIa8ubvs+YA5wN2Uhlgtt319/vhV4GXCH7T9RFifrb8r5t4BrJd3UxzGWABdQpsn/FLhnCKEdSekQmU95zv27dfuvgeMkLQA2ok6DazjWA5Tp5g9Rnl+7jcH9HDhM0nxJew1aOiIiov00589zKZ3hX5D0AGXdm/5WHf8g5fGxhZTHtrbp7/7B9kOUZ8dvrvV+pdZxCjBT0gJJD1M69CE5OCJiXJnU0zP47HFJHXXhj8Ztu9geSkMxRkCdTn91XbRttPRMn/7oKB4+om+dnR0sWrR0tMMYkqlT12XJkqcGLzjB5Lr0rb/rMm3a+vMoa5HEIMZI/hwOycExYYxUXm+n3JNYh9/qxjlQDh7qc71XSjrY9h8AJO0NfB3YbpWjiXFrxYoeOjs7RjuMiOfo7l4+2iFERLRUSURO/AAAIABJREFUcnBMJMnr0a6G2vh+L/DT+sqxnSiv6vq7lkUVq6zOTBj1Xvt2GV0cSe3SuzfScl0iYiwYK/lzOLRDDm6nf/sTa2u0U6wRw21IjW/b90g6hbIgyNPA/7G9qKWRRURERERERIwTAza+Jf2cZ78SY13gCeDbkrD9llYGFxERERERETEeDDby/eURiSLGjWnT8kaUvuS69K1V16W7ezldXZnSFhETS7vkmnaJExJrq6xqrMnrMV4M2Pi2fbOkNYBf2D5whGKKNjV58iSy0mqMBZ2dHXR1jXYUEREjJzk4xrPk9RgvBn3Pt+3lwFOSNhyBeCIiIiIiIiLGnaGudv40sFDSDcCTvRttn9KSqCYYSVOBt9v+hqR9gdm237wK+8+hvKP08mGI5XbbezzfeiIiIiaSujDtScB9to8Z7XgiImLsGWrj+5r6J1pjKnAy8I3RDiQN74iIiNVyMvAm253DXbGkNW0vG+56IyJiZA31VWMXtzqQCe7zwJaS5gN/BZ6UdDnlvaPzgHfY7pF0OnAwsA5wO/Be242r0dNfGUlzgfuBnYFpwDuBjwHbAZfZ/mTdv8v2lPr5I8CxwArgWtuntfAaREREtCVJ5wNbAFdJ+iGwJSW/rgmcaftnku4CTrD9UN1nLvBPwCPAuX2UnwUcBKwNrAfsP6InFRERw27QZ74BJL1K0uWSHpb0u94/rQ5uAjkN+K3tGcCHgR2BU4GtKcn8dbXcebZ3sb0tpXHd19T0gcr8r+29gfOBnwHvozTwZ0nauLESSW8CDgVea3sH4IvDc6oRERHji+0TgT8C+1Eayr+0vUv9/iVJ6wE/BN4GIOllwCa25wGf6Kc8wO7AcbbT8I6IGAeG1PgGvgN8E1hGSQzfBb7XqqCCu23/l+0VwHygo27fT9JdkhZSesC36WPfgcpcVf9eCDxk+zHbzwC/AzZtqudA4Du2nwKw/efhOLGIiIhx7vXAaXU221zKyPVmwI+At9YybwN+PEh5gBuSfyMixo+hPvO9ju0bJU2y/R/AmZJuBc5oYWwT2TMNn5cDa0pam/JM+Ezbv5d0JiVB/80QyvTWu6LpGCt47v8Lk4AeIiIiYlVMAg637eYfJP2PpO2BI4H3DlRe0mtpWOQ2IiLa31BHvp+WNBn4d0nvl3QY8JIWxjXRLAXWH6RMbyN6saQpwBGrWWaorgdOkLQugKSNnkddERERE8UvgA9ImgQgaceG334IfATY0PbCIZSPiIhxZKiN71OBdYFTKAt2vYOyYFcMA9v/A9wm6UHgS/2UWQJcQJky/lPgntUpswoxXUeZpn5vnQo3e3XrioiImEDOAtYCFtS8flbDb5cDR1GmoA+lfEREjCOTenoGn1ksaSZlQZDNKQkCoMf29i2MLdpPz/Tpj452DBF0dnawaNHS0Q5jtUydui5Lljw12mGMObkufevvukybtv48YObIRxSjKDk4xq3RyuvtlHsS6/Bb3TgHysFDfeb7Usoq3AspzwdHRERERERExBANtfG9yPZVgxeLiWzFih46OztGO4wIuruXj3YIEREjKjk4xrPk9Rgvhtr4PkPShcCNNKySbfvKlkQVbatdp/q2UrtMrRlpuS4REcOrHXJwO/3bn1hbo51ijRhuQ218Hw9sRXneu3faeQ+QxndERERERETEIIba+N7B9nYtjSTGhWnTBntj2sSU69K3VlyX7u7ldHWlRz0iJp52yTXtEick1lZZlViT12M8GWrj+05JW9t+uKXRRFubPHkSWWk1RltnZwddXaMdRUTEyEoOjvEqeT3Gk6E2vvcEjpPUSXnmexJ51VhERERERETEkEweYrk3Aq8CXg8cDLy5/j3uSTpV0rrDWN+AfXeSOiQ9OFzH66P+TSRdXj/PkPR3Q9hnX0lXtyqmiIiIdibpFEm/lnTpKu53oaStBykzV1Le2R4RMQ4MaeTb9n+0OpAx7FTgEuA5D5tIWsN2W737wPYfgSPq1xmUF8D/2+hFFBER0fZOBt5ku3NVdrL9Dy2KJyIixqChTjsf9yStB/wIeAWwBnAW8FJgE+AmSYtt71dHrr8CvAH4J0mXADNtL64901+2va+kKcC5lMZtD/Bp21c0HO/FwM+Bz9q+pimcNSRdAOwB/AE4xHa3pBnA+cC6wG+BE2w/LukU4ERgGfCw7aMknQlsCbwc2BT4ou0LJHUAVwM7AZ8B1pG0J/A5oBP4KrAO0A0cb9vDcHkjIiLGJUnnA1sAV9V7gkNoyqOS1gC+QLl36AEusH2upLnAbNv3SvomsEvd93LbZ4zC6URERAsNddr5RPBG4I+2d7C9LXCd7a8BfwT2s71fLbce8KDt19r+1QD1fQp4wvZ29dn4X/b+IOmlwDXA6X00vKFM8f+67W2AJcDhdft3gY/W+hYCvYn5NGDHuv3Ehnq2Bw4CdgdOl7RJ7w+2/xc4HbjM9gzblwGPAHvb3rH+9i8DnF9ERMSEZ/tE6r0C8E36zqPvAaazMlf3NT39E7ZnUnL3PpKyrk5ExDiTke+VFgJflvQF4Grbt/ZTbjlwRT+/NToQOKr3i+3H68e1gBuB99m+uZ99O23Pr5/nAR2SNgSmNuxzMfDj+nkBcKmknwI/bajnZ7a7gW5JNwG7AvPp34bAxZJeRemZX2sI5xkRERFFf3n0QOB828sAbP+5j33fJuk9lHuzlwFbU/J7RESMExn5rmz/BtiZ0gj/nKTT+yn6dNNz3stYeR3Xbtg+iZJ4my2jNKjfMEA4zzR8Xs7gnSQHAV+nxD9PUm/55uP3FU+js4Cb6sj/wTz7fCIiImJg/eXR/u4JAJA0HZgNHFBHxq8hOTgiYtxJ47uqU7Kfsn0J8GXKM9EAS4H1B9j1UUqjF1ZODwe4Hnh/Q/0vqh97gBOArSSdNtT4bD8BPC5pr7rpWOBmSZOBTW3fBHwEmApMqWUOkbS2pI2BfYF7mqptPrcNKc+YA8waamwREREB9J9HrwdO7O0cl7RR034bAE8CT9RH097U4jgjImIUpPG90nbA3ZLmA58APlu3fwu4tk7b7sungXMk3UoZpe71WeBFkh6U9ADlWTAA6sj5UcB+kk5ehRiPA74kaQFlpfLPUBaHu0TSQuB+4GzbS2r5uym953cCZ9WVzhvdBGwtab6kI4EvUkb9b6v1RkRExND1l0cvBP4TWFDvCd7euJPtByg5/CHgIuC2kQk3IiJG0qSensFmIkc7qqudd9n+8ggetmf69EdH8HARz9XZ2cGiRUtHO4zVNnXquixZ8pw3G054uS596++6TJu2/jzK2zZi4kgOjnFpNPN6O+WexDr8VjfOgXJwRr4jIiIiIiIiWiyrnY9Tts8c6WOuWNFDZ2fHSB824lm6u5cPXigiYpxJDo7xKnk9xpM0vmNYtfN031Zpl6k1Iy3XJSJieLVDDm6nf/sTa2u0U6wRwy3TziMiIiIiIiJaLCPfMaymTRvorWwTV65L31pxXbq7l9PVlR71iJh42iXXtEuckFhbpb9Yk8NjvEvjO4bN5MmTyEqrMdo6Ozvo6hrtKCIiRlZycIwHyeEx3mXaeURERERERESLpfEdERERERER0WJt2/iWNEvSeaMdx/Mh6VFJL17NfedIOqIFMd0+3HVGRET0RdKZkmbXz5+RdOAoxzPkGBpjb7Xnc78QERFjR575jmexvcdoxxAREROP7dMTQ0REjGctb3xL6gCuA34F7AY8AHwH+DTwEuAY4F7AwB62F0maDPymlp8EnA9sVqs81fZtTcfYHLgImAYsAo63/Z+StgQuBdYArgU+ZHtK3efDwNuAFwI/sX1GjfXaGusewB+AQ2x3S5pR41gX+C1wgu3HJc0FZtu+t/ZK32u7Q9I29TxfQJlhcLjtfx/gOr0DOKWWvws42fZySV0NMR8BvNn2rKZ9zwI2BU4AdgS+AkwBFgOzbD9W47wf2Llep3cCHwO2Ay6z/claV5ftKZKmAD8DXgSsBXzS9s/6iz8iImIoJH2CkoN+T8nZ8+r2OcDVti+XdDpwMLAOcDvwXts9knYBvg08ScnVb7K9raRZwFsoOXpLSl7/SK33aODjlPuJa2x/VNIatZ6ZQA9wke2zm2L4fK1zGXC97b5GuXeQ9EtKDv6i7QskTQK+CLyp1v1Z25f9/+zde5xdVX3//9cEUQgJRGRqgVomIL4pCRBIgoJcEqRaKxRQlJsXLlXxhmgjXlCkqC2oFZFLFRDxgpQKgggKWCUQ7hAICVDe3191Yq1STJQAAwOFZH5/rDVwGM/M5DKTmZN5Px8PHjln73X57B0e+ey119r7SDoHuMb2lZIuBx6xfbSkY4DJtj/d37XAGp/0iIgYFdbWsvNXAmcAOwLbAYcDewBzgE/ZXgF8jzIQB9gXuNf20lrvdNszgbcA5zdp/yzgO7Z3pAy2v1a3nwGcUev+rrewpNcD2wK7AtOA6ZL2qru3Bc62PQVYVvsE+A7w8drHIuCzgxzzsbXvaZTk/j/9FZT0V8AhwGtr+eUN52JAkr5IuYlxFOUmw5nAwbanU25IfKGh+P/Z3otyE+FHwAeAqcCRkl7Wp+mngINs7wLMBv6lXlBERESsFknTgUMpN4rfDMzsp+hZtmfankoZgO9Xt38LONb2bpRc2WgaJZfuABwi6RWStgBOA/ap+2dKOrB+3tL2VNs71HYb49wUOAiYUvP+5/uJc0fgTcBuwEm1vzfX9neiXM98SdLmwI3AnrXelsD29fMewLw1uRaIiIjWsLaWnXfaXgQg6X7g5/UO9iKgo5a5gDIg/CplBrc3Ee4LbC+pt62NJfX9ccDdKMkO4LuUO8692w+sn78PfLl+fn397576fQJl0P3fNdYFdft8oEPSJsAk2zfU7d8GfjDIMd8KnCjpL4AfDjTrDbyOMiN9Zz3ODYHfD9I+wGeA222/B0Cl8lTgZ7Wd9YCHGspfWf9cBNxv+6Fa71eUu/Z/aCjbBvxTvSmxgnKh8HLgf1ciroiIiGb2pMxKPwkg6cp+ys2WdAJlJntT4H5J84CJtnvfTfJ9nh+UQ7m2eLS2+wCwFfAyYK7tJXX7RcBewOeArSWdCVwNXNen/8coN6HPl3Q1cFU/cf7IdjfQLel6yk39PYCL64z1w5JuoNxkmAccL2l74AHgpXVQvhtltvtdrN61QEREtIi1Nfh+uuHziobvK3pjsP0bSQ9L2gd4Nc/f7R0H7FaT23MaBuPN9AwSTxvwz7a/0afNjj6xLqckv4E8y/MrCDbo3Wj7+5Jup9wRv1bS39v+xQDxfNv2J5vsazyWDfrsu5Mya7+p7T/Wdu6vMwLNNJ73vn8nff9fOIKyPH267WckLW7Sf0RExKoaMEdL2gA4B5hRrw1OpuSfwVZf9c3fL+qvTn1sbCfgDZRVYG+j3Pjv3f+spF0pN8cPBT5ImT0f7Fh6Bujzt5JeCvwNZRZ809pvl+3H6+qy/q4FIiJiHTDa3nZ+PmX5+b83PON0HSXpAVCfve7rFkpyhDJovKl+vo3nl40f2lD+WuDo+lwzkraU9Gf9BVXvpD8iqXe52DuA3lnwxZQ71QDPvX1c0tbAr2x/jTLjvGN/7QM/Bw7ujUHSpvU5dih3zf+qPgd/UJ961wCnAlfX1QAG2iXtVttZvz57vjo2AX5fB96zKTMIERERa+JG4CBJG9a8tX+TMr03epfWPH0wlAEz8Lik19T9hzap29ftwN6SNqvPeR8G3FDf0TLO9mWUVWS7NFaq/W5i+yfA8ZRl5M0cIGmD+ujWLMpN8Rspy97Xk9ROmWm/o5a/tbZ3I2UmfE79Ewa+FoiIiHXAaBt8X0lZAt747NVxwAxJC+sysmOb1DsOOErSQsrA+MN1+/HARyXdAWwOPApg+zrKcrVb69L3S4G+S9n7ehflua2FlCR8St3+ZeB9Kj/R1fgzIIcA90laQHnO/Tv9NWz7AeDTwHW1/Z/VeAE+QVnu9gteuIS8t+4PgPMo5249ykXKaZLuBRZQXhy3Oi6inPe7KDc0HlzNdiIiIgCwfTdwCSU/XcbzA8/GMssoeW0RcAVlQNvrGOBcSbdSZpgfHaS/hygvF72e8sLXu+vLQ7cE5tYcfWEt02gicFXNyTcAH+mnizsoy9ZvAz5n+3fA5cDC2t8vgBNs9z6yNQ94ke3/Au6mzH7Pq7EOdC0QERHrgLaensFWaK89kmZQXq6256CFV6698UB3fb78UOAw2wcMRdvRVM/kyYtHOoYY4zo7O1iy5PGRDmO1TZo0nmXLnhzpMEadnJfm+jsv7e0T51Ne9rlOkTTBdlf9/Algc9sfHqTaWJEcHC1vtOXwVso9iXXorW6cA+XgUfM73zWJvo+hfbPndOCs+hzVMhqe54qht2JFD52dHSMdRoxx3d35VZ6IddibJH2Scv3ya+DIkQ1n9EgOjnVBcnis60bN4Nv2qZTnl4eyzXmUn/qItWQ03a0cLVrl7t7alvMSEavK9iWUZevRRCvk4Fb6tz+xDo9WijViqI22Z74jIiIiIiIi1jkZfEdEREREREQMs1Gz7DzWDe3tg700fmzKeWluKM9Ld/dyurqyjC0ixq5WyTWtEick1uHSN9bk8BgrMviOITNuXBt502qMlM7ODrq6RjqKiIiRkRwcrSw5PMaKLDuPiIiIiIiIGGbr9OBb0rDeQ5N0sqQ5w9nHUJF0iqR9V7PuLElXDXVMERERo4mkSZLev5JlF0vabBXaniVp99WIaZX6iYiI0SvLzscI2yeNdAwRERGj3CTg/cA5w9D2LKALuGUY2o6IiBYwJgbfkr4LXGr7R/X7RZTfCd0UOBBYD5gK/AvwYuAdwNPA39r+o6S5wAJgV2Bj4Gjbd9Tmt6/7/xL4qu2v1T4+Chxdy5xv+6uSOoBrgJuA1wD3At8C/hH4M+AI23dI2hX4KrAh0A0cZdt9jmnzegwbU/4e32d7Xp3t/wYwG3gEONT2EkkXAlfZvlTSYuDbwP7A+sBbbT+4Mv1GRES0GklvB46j5PjbgX8C/gPYDfgjcAPwOUre3kbSAuBnwNXAHNv71XbOAu6yfWFt+mOSZtfPh9v+L0n7A5+uff0BOIKSV48FltdYPgQ8CHydcv0AcLztmyW9DLgYaAfuANqG/oxERMRIWKeXnTc4HzgKQNImwO7AT+q+qcDhlIH1F4Anbe8M3Aq8s6GNjWzvTrkjfkHD9u2AN9T6n5W0vqTptb9XUwbZ75a0cy3/SuAMYMda93BgD2AO8Kla5kFgrxrHSZSLhL4OB661PQ3YiXJzAGAj4G7bu1AuJj7bzzlZWsv8a+17ZfuNiIhoGZL+CjgEeG3NmcuBvYHTKIPffwAesH0d8Angl7an2f7YSjT/mO1dgbMoN6+h3mCvufTfgBNsL659nV7bnke5Fjjd9kzgLZRrFSh5+6Za/0qeH5xHRESLGxODb9s3AK+U9GfAYcBltp+tu6+3/bjtJcCjwI/r9kVAR0MzF9e2bgQ2ljSpbr/a9tO2lwK/B15OGUxfbvsJ213AD4E9a/lO24tsrwDuB35uu6dPf5sAP5B0H3A6MKXJYd0JHCXpZGAH24/X7SsoM+IA36uxNPPD+uf8Vew3IiKilbwOmA7cWWe0Xwdsbft8YCJlRnp1399yccOfu9XPfwFcK2kR8DH6z6X7AmfVmK6kXFtMBPai5G9sX01ZxRYREeuAMTH4rr5LWfp1FGWpd6+nGz6vaPi+ghcuy+/p017v98b6y2udgZaIrUx/n6PcFJhKWRq+Qd9G6k2AvYDfAt+V9M6+ZfqJu28cvTGvVL8REREtpg34dp1xnmZbtk+WNJ4yUAaY0E/dZ3nhtVLfvNjT5POZwFm2dwDe26ROr3HAbg1xbdlwI72/3B0RES1sLA2+LwSOB7B9/2rUPwRA0h7Ao7YfHaDsjcCBksZL2gg4CJi3Cn1tQhlUAxzZrICkrYDf2z4P+CawS901Dji4fj6csvxtyPqNiIhoMT8HDq6r35C0ac2hpwEXUR6zOq+WfZwyG97r15R3u7ykPrb2uj5tH9Lw5631c2MufVdD2b5tXwd8sPeLpGn1442UyQIkvRF46UofaUREjGpjZvBt+2HgP3nhrPeqeETSLZRnto4ZpK+7KYP9Oygvdjnf9j2r0NcXgX+WdDPlZXDNzAIWSLqH8qzYGXX7E8AUSfOBfYBThrjfiIiIlmH7AcoL0K6TtJDyIrUOYCZwmu2LgP+TdJTtPwA3S7pP0pds/wb4d2AhZaDeN5e/RNLtwIeBj9RtJ1Me4ZoHLG0o+2PgIEkLJO1JeQHcDEkLJT1AWf4O5SWse0m6G3g98N9DdjIiImJEtfX0jI2VTXV52SJgl0FmrZvVnUt52+ldwxHbUJLUZbu/5XPDrWfy5MUj1HWMdZ2dHSxZ8vjgBUe5SZPGs2zZkyMdxqiT89Jcf+elvX3ifGDG2o8oRlBycLSs0ZrDWyn3JNaht7pxDpSDx8TMt6R9KW/yPnNVB94RERERERERa2pM/M637f9gDX6qw/asoYtmeI3grDcrVvTQ2dkxUt3HGNfdvXykQ4iIGDHJwdHKksNjrBgTg+9Ye0bjkqGR1ipLa9a2nJeIiKHVCjm4lf7tT6zDo5VijRhqY2LZeURERERERMRIysx3DKn29omDFxqDcl6aG8rz0t29nK6u3EmPiLGrVXJNq8QJiXW4NMaa/B1jSQbfMWTGjWsjb1qNkdLZ2UFX10hHERExMpKDo1Ulf8dYkmXnEREREREREcMsg+94AUm3jHQMERExdkmaK2nEfqNc0mJJmw1j+z+RNKn+9/6VrJN5wYiIdUAG3wGApPUAbO8+0rFERESsq2z/re1lwCRgpQbfERGxbsgz3y1K0hXAK4ANgDNsn1vvjJ8B7Ad0AwfYfljShcBVti+tdbtsT5A0C/gs8BAwDdi+d18tdwLwDmAF8FPbn1irBxkREaNazRNP2f6apNOBnWzvI+l1wFG23y7p9cA/Ai8Bflm3d0k6Cdgf2BC4BXiv7Z6GtscB3wJ+Y/vTA+S4duDrwF/WqsfbvlnS3rU8QA+wFzABuATYmHIN9D7b85oc2ock7Q+sD7zV9oOSNgUuALYGngTeY3thP/1MB04B/gAIuBF4v+0VkhYDM4BTgW0kLQB+Vs/Rj4CX1n4/bftHK/2XERERo15mvlvX0banUxL4cZJeBmwE3GZ7J0qif/dKtLMrcKLt7Rs3SnojcCDw6treF4c0+oiIWBfcCOxZP88AJkhaH9gDmFeXb38a2Nf2LsBdwEdr+bNsz7Q9lTIA36+h3RcBFwH/z/an67b+ctwZwOm2ZwJvAc6v2+cAH7A9rcbYDRwOXFu37QQs6Oe4ltZ4/7W2A2VwfI/tHYFPAd8ZoB8o+fUfgB2AbYA39+njE8AvbU+z/THgKeCg2u9s4F8ktfUTX0REtKAMvlvXcZLuBW6jzIBvC/wfcFXdPx/oWIl27rDd2WT7vsC3bD8JYPuPaxxxRESsa+YD0yVNBJ4GbqUMwvcE5gGvAbYHbq4zvO8Ctqp1Z0u6XdIiYB9gSkO73wDus/2Fhm395bh9gbNq+1cCG9d4bga+Iuk4YJLtZ4E7gaMknQzsYPvxfo7rh0362QP4LoDtXwAvk7RJP/1Aya+/sr0cuLjWH0gb8E+SFgL/AWwJvHyQOhER0UIy+G5Bdbn4vsBudQbgHsry82caluwt5/nHCp6l/l3Xu+gvbmjuiX66aaMsn4uIiGjK9jPAYuAoytLxeZRZ222A/6Tkkp/V2d1ptre3fYykDYBzgINt7wCcR8ljvW6hDM4bt/WX48ZR8mFvH1vaftz2qcDfU2bVb5O0ne0bKcvCfwt8V9I7+zm0p5v002wWuqdZP737+pbtp69eRwDtwPQ6i/4wLzwnERHR4jL4bk2bAI/YfrIm+dcMUn4x5fkzgAMoz5IN5jrgaEnjAeqzbhEREX3dSFl6fSNl8H0ssKAOlG8DXivplQCSxkt6Fc8PKpdKmgAc3KfNbwI/AX4gabD301wHfLD3i6Rp9c9tbC+yfRpluft2krYCfm/7vNrHLqt4nEfUtmdRlqY/1qyfWn5XSZPrs+uHADf1ae9xYGLD901qbM9Ims3zKwQiImIdkcF3a7oGeFFdmvY5ysXNQM4D9pZ0B/Bq+p/tfo7tayjL9+6qS/nmDFIlIiLGpnnA5sCtth+mPLs8D8D2EuBI4OKas24Dtqtv+z4PWARcQVkO/gK2vwLcTZmhHuh65ThghqSFkh6gDP4Bjpd0X31Eqxv4KTALWCDpHsrz4Wc0a7AfJ/f2Q3lZ2rsG6AfKEvxTgfuATuDyPsf3B8py/PskfYnyjPsMSXdRBvkPrkJsERHRAtp6erKyOIZMz+TJi0c6hhijOjs7WLKkv8c3W8ekSeNZtuzJkQ5j1Ml5aa6/89LePnE+5dnrGAF1ZnyO7f0GKzuEkoOjJY3m/N1KuSexDr3VjXOgHJyZ74iIiIiIiIhhlt/5jiGzYkUPnZ0dIx1GjFHd3ctHOoSICABszwXmrs0+k4OjVSV/x1iSwXcMqdG6bGgktcrSmrUt5yUiYmi1Qg5upX/7E+vwaKVYI4Zalp1HREREREREDLPMfMeQam+fOHihMSjnpbmhPC/d3cvp6sqd9IgYu1ol17RKnJBYh0tjrMnfMZZk8B1DZty4NvKm1RgpnZ0ddHWNdBQRESMjOThaVfJ3jCVZdh4RERERERExzDL4joiIiIiIiBhmGXwPQtLJkuZIOkXSvmvSxlDHNhQkHSlpi4bv50vafiRjioiIaEbSLEm7N3y/UNLBq1B/kqT3r2bfP5E0aTXqHS9p/Jq2ExERrS/PfK8k2ycNZ/uS2oA22yuGs58mjgTuA34HYPvv13L/ERERK2sW0AXcspr1JwHvB85Z2QoN+flvV7PP44HvAU8CrEE7ERHR4jL4bkLSicA7gd8AS4D5ki4ErrJ9qaSTgP2BDSkXAO+13SMQQwGBAAAgAElEQVRpLrAA2BXYGDja9h212e3r/r8Evmr7a5I6gJ8C1wO7AQdK+gQws7Z9qe3P1pj+FvgKsBS4G9ja9n6STgYmA5sDrwI+CrwGeCPwW2B/2880ixl4CzADuEhSd43hp8Ac23dJ+hvgn4D1gKW2XzdEpzgiIuI5kt4JzAF6gIXAvwOfBl4M/AE4gpK/jgWWS3o78KFafS9JHwX+HDjB9qW1zY8BbwNeAlxe8+mpwDaSFgA/s/2xZuX6yc83UHLmwTUOgE2AxbZnS/pX+uRvSccBWwDXS1payy0GZtheWuM+urZ1vu2vNvR9E7A7JZcfYLt7zc90RESMpCw770PSdOBQYGfgzZRE2tdZtmfankpJsvs17NvI9u6UO+sXNGzfDngDZWD+WUnr93YJfMf2zrZ/DZxoewawI7C3pB0lbQB8A3ij7T2A9j7xbAO8CTiAcnf9ets7AN11e9OY6wXKXcARtqc1JnZJ7cB5wFts7wS8dSVOX0RExCqRNAU4Edin5psPUwaer7G9M/BvlEH1YuDrwOk1Z82rTWwO7EHJxafWNl8PbEvJudOA6ZL2Aj4B/LLW/9gA5eBP8zMAtr9uexrl+uB/KDfGoUn+tv01ysqy2bZn9znu6cBRwKspN83fLWnnuntb4GzbU4BllJvlERHR4jL4/lN7Uu58P2n7MeDKJmVmS7pd0iJgH2BKw76LAWzfCGzc8FzX1baftr0U+D3w8rr917Zva6j/Nkl3A/fUdrenDNx/ZbuzsY8GP7X9DLCIMkt9Td2+COhYiZibeQ1wY2+ftv84SPmIiIjVsQ9lpngpPJdv/gK4tuasjzFwzrrC9grbD/B8bn19/e8eymqx7SgD2r4GKtc3P/d1BvAL2z+u35vl74HsQbneeMJ2F/BDyjUIQKftBfXzfJ7P5RER0cIy+G6up78ddRb6HODgOrt8HrDBAHV7vz/dsG05zy/5f6Kh7cmUZXevs70jcHVtu22QeJ8GqM+LP2O7t88VwItWIuZm2pocS0RExFBrlm/OpKzY2oHymNRAOasxv7Y1/PnPdYZ7mu1X2v5mP333V+6JJuWB8rJSYCvgH+v3/vL3QAbK7f1dM0RERAvL4PtP3QgcJGlDSRMpz0k36k2mSyVNoDz71egQAEl7AI/afnQV+t6YkuwflfRyynPbAA8CW9fnwJ7rYxUMFPPjwMQmdW6lLJubDCBp01XsMyIiYmX8nDJr/DJ4Lt9sQnnWGeBdDWX7y1l9XQscXXMekraU9GdN6vdXrl91ufgc4O0NL0ntL38PFPONlGfJx0vaCDgImNekXERErCMy+O7D9t3AJZQXp11Gn0Roexll5ngRcAVwZ58mHpF0C+W5tGNWse97KcvV7qc8L35z3d5NeYb8Gkk3AQ8DKz2oHyTmC4GvS1ogacOGOkuA9wA/lHQv5ZxEREQMKdv3A18Abqj55ivAycAPJM2jvGi0148pN8gXSNrzTxp7vs3rgO8Dt9al65cCE23/AbhZ0n2SvtRfuUFC/iCwKeUlagsknd9f/q7OBX4q6fo+Md5NycF3ALdTXrh2zyB9R0REC2vr6cnK4qFS32Y+x/Zdw9D2BNtd9SdPzgb+P9unD3U/a6hn8uTFIx1DjFGdnR0sWfL4SIexxiZNGs+yZU+OdBijTs5Lc/2dl/b2ifMpb+aOsSM5OFrSaM7frZR7EuvQW904B8rBeYaodbxb0rsoP7tyD+Xt56PKihU9dHZ2jHQYMUZ1dy8f6RAiIkZMcnC0quTvGEsy+B5CtmcNY9unA6NtpvtPjNY7lyOpVe7urW05LxERQ6sVcnAr/dufWIdHK8UaMdTyzHdERERERETEMMvgOyIiIiIiImKYZdl5DKn29pX5BZixJ+eluaE6L93dy+nqyhK2iBjbWiXXtEqckFiHS2+syd8x1mTwHUNm3Lg28qbVGAmdnR10dY10FBERIyc5OFpR8neMNVl2HhERERERETHMMvgGJJ0saU79fIqkfUc4nrUeg6RZknZfm31GREQMF0kdku5bi/0dL2n82uovIiJaT5ad92H7pDEawyygC7hlBPqOiIhodccD3wPyAGtERDQ1Zgffkk4E3gn8BlgCzK/bLwSusn2ppJOA/YENKYPS99rukTQT+CbwBHAT8EbbUyUdCfwdMB7YBrjc9gm13cOATwFtwNW2Py5pvdrODKAHuMD26X1iOLW2+Sxwne05fY5jV+CrNcZu4Cjbrm2fBryhtn2e7TMlLQZm2F4qaQbwZeBI4FhguaS3Ax8CHgS+Dvxl7ep42zevyTmPiIhYy9aTdB6wO/Bb4ABgC+BsoJ0yUH637Qdr7u0GtgO2Ao4C3gXsBtxu+0gASf8KzKTk3Uttf1bScbXd6yUttT27Wd6v9btq//sCj9QyX6Tk2+NtXympA/gusFE9jg/azs3xiIgWNyaXnUuaDhwK7Ay8mZJEmznL9kzbUylJdr+6/VvAsbZ3A5b3qTMNOATYAThE0iskbUEZCO9T98+UdGD9vKXtqbZ3qO02xrkpcBAwxfaOwOebxPggsJftnYGTgH+q298DTAZ2rnUv6u982F5MGWifbnua7XnAGfX7TOAtwPn91Y+IiBiltgXOtj0FWEbJZ+cCH7I9HZgDnNNQ/qWUXP0R4MfA6cAUYAdJ02qZE23PAHYE9pa0o+2vAb8DZteBd395H8qAem7t/3FKbv9rSr4/pZb5PfDXtnehXFN8bShPSkREjIyxOvO9J2VW+kkASVf2U262pBMoM9mbAvdLmgdMbLgD/X2eH5QD/Nz2o7XdByh3z19GSbRL6vaLgL2AzwFbSzoTuBq4rk//jwFPAedLuhq4qkmMmwDflrQtZYZ7/bp9X+Drtp8FsP3HQc5JX/sC20vq/b6xpIm2H1/FdiIiIkZKp+0F9fN8oIMyC/6Dhvz2kobyP64r3BYBD9teBCDp/lp3AfA2Se+hXENtDmwPLOzT70ya5/0rgP8DrqnlFgFP236m9tlRt68PnFUH/MuBV63BOYiIiFFirA6+oQxU+yVpA8rd8Bm2fyPpZGADyvKxgTzd8Hk55Rw3rWP7EUk7UZaGfwB4G3B0w/5n67Ly11Fm6j9IuYve6HPA9bYPqsvU5tbtbf0c47M8v+JhgwGOYxywm+3uAcpERESMZn1z8suBZbanDVJ+RZ+6K4AXSZpMmS2fWXP4hTTPpQNdKzxjuzc/P9eP7RWSeq/LPgI8DOxEycdPDdBeRES0iDG57By4EThI0oaSJlKe6+6rN5kulTQBOBjKgBl4XNJr6v5DV6K/2ylL0zarz2IfBtwgaTNgnO3LgM8AuzRWqv1uYvsnlBe5NLtY2ITyHBuUZ7d7XQcc25vI6xJ2gMXA9Pr5LQ3lHwcm9qn/wYZY+rtQiYiIaBWPAZ2S3gogqa3eBF9ZG1Pe9/KopJcDb2zY15hHm+b9VehnE+Ah2yuAdwDrrULdiIgYpcbk4Nv23cAllOVjlwHzmpRZBpxHWRJ2BXBnw+5jgHMl3Uq5u/3oIP09BHwSuB64F7jb9o+ALYG5khYAF9YyjSYCV0laSEnaH2nS/BeBf5Z0My9MzucD/w0slHQvcHjd/o/AGXX5fOPz6j+m3JBYIGlP4DhghqSFdfn8sQMdY0RERIs4Ajim5sb7KS9hWym27wXuqfUuABpfRHou8FNJ1w+Q91fWOcC7JN1GWXL+xCrUjYiIUaqtp2fA1dfRhKQJtrvq508Am9v+8AiHNRr0TJ68eKRjiDGos7ODJUvWjdcRTJo0nmXL8ktFfeW8NNffeWlvnzif8ksaMXYkB0fLGe35u5VyT2Ideqsb50A5eCw/870m3iTpk5Tz92teuNw7IiIiIiIi4gUy+F4Nti+hLFuPBitW9NDZ2THSYcQY1N3d9xf/IiLGluTgaEXJ3zHWZPAdQ2o0Lx0aKa2ytGZty3mJiBharZCDW+nf/sQ6PFop1oihNiZfuBYRERERERGxNmXmO4ZUe/vEwQuNQTkvza3peenuXk5XV+6eR0RA6+SaVokTEutw6Y01eTzGmgy+Y8iMG9dG3rQaa1NnZwddXSMdRUTEyEsOjlaUPB5jTZadR0RERERERAyzDL5HKUmLJW22GvUulHTwKpTvkHRf/TxD0tdWtc+IiIg1JelkSXPq51Mk7TvC8Yx4DDWOVcrrERExemXZeTzH9l3AXSMdR0REjG22T2rVGCS9yPazQx1PRES0vgy+RwFJVwCvADYAzrB9bp/97wTmAD3AQtvvkLQVcAHQDiwBjrL937XKXpI+Cvw5cILtSyW1AV8E3ljb+Xz9vfLGfmYBc2zvJ2kCcCYwo5b/R9uXDcPhR0TEGCXpROCdwG8ouWx+3X4hcFXNXycB+wMbArcA77XdI2km8E3gCeAm4I22p0o6Evg7YDywDXC57RNqu4cBnwLagKttf1zSerWd3nx3ge3T+8Rwam3zWeA623P6HMfJwBZAB7BU0juAU4FZwEuAs21/o+bZk4GlwNR6vG+vx9P0ONf0HEdExOiRZeejw9G2p1MS/3GSXta7Q9IU4ERgH9s7AR+uu84CvmN7R+AioHG5+ObAHsB+lOQP8GZgGrATsC/wJUmbDxDTZ4BHbe9Q+/jFGh5jRETEcyRNBw4FdqbkqJn9FD3L9kzbUykD0/3q9m8Bx9reDVjep8404BBgB+AQSa+QtAVwGrBP3T9T0oH185a2p9reobbbGOemwEHAlJoPP99PnNOBA2wfDhxDyaEz63G9W9LkWm5n4Hhge2Br4LWDHGdERKwjMvgeHY6TdC9wG2UGfNuGffsAl9peCmD7j3X7bsD36+fvUgbbva6wvcL2A8DL67Y9gIttL7f9MHAD/V/oQBmgn937xfYjq3VkERERze1JmZV+0vZjwJX9lJst6XZJiyg5cYqkScBE27fUMt/vU+fnth+1/RTwALAVJefNtb2kLgu/CNgL+BWwtaQzJf0N8Fifth4DngLOl/RmoL/fRbrSdnf9/HrgnZIWALcDL+P53H6H7f+xvQJYQJktb3qc/fQTEREtKoPvEVaXoO0L7FZntu+hLD/v1UZZBjeYxjJP96nf+OfKWtl+IyIiVteAeUbSBsA5wMF1Vvo8So4cLKc15sHllMfsmtapN5d3AuYCHwDO77P/WWBX4DLgQOCafvp8ouFzG/Ah29Pqf5NtX9dfbAMcZ0RErEMy+B55mwCP2H5S0nbAa/rs/znwtt6l6HX5G5TnwQ6tn4+gPO82kBspS+/Wk9ROudt/xwDlrwM+2PtF0ktX5mAiIiJW0o3AQZI2lDSR8rxzX70D0KX1XSQHw3MD5scl9ebMQ5vU7et2YG9Jm9XnvA8Dbqi/LDKuvtfkM8AujZVqv5vY/gllufi0lejrWuB9ktavbbxK0kYDlG96nBERsW7J4HvkXUO5670Q+Bxl6flzbN8PfIFygXAv8JW66zjgqFrvHTz/LHh/LgcWAvdSnt8+wfb/DlD+88BLJd1X+529aocVERHRP9t3A5dQll5fBsxrUmYZZRZ4EXAFcGfD7mOAcyXdSplpfnSQ/h4CPglcT8mFd9v+EbAlMLcuEb+wlmk0Ebiq5tsbgI+sxOGdT1nufnf9Oc9vMMBLbgc5zoiIWEe09fRkZXEMmZ7JkxePdAwxhnR2drBkyeMjHcaQmjRpPMuW9fdI6diV89Jcf+elvX3ifMpLPNdZkibY7qqfPwFsbnuwG9HrsuTgaDmjPY+3Uu5JrENvdeMcKAfnp8YiIiKiFb1J0icp1zK/Bo4c2XAiIiIGlsF3DJkVK3ro7OwY6TBiDOnu7vvrQhExVti+hLJsPUgOjtaUPB5jTQbfMaRG89KhkdIqS2vWtpyXiIih1Qo5uJX+7U+sw6OVYo0YannhWkRERERERMQwy8x3DKn29okjHcKolPPS3Jqcl+7u5XR15c55RESvVsk1rRInJNbh0htrcnmMNRl8x5AZN66NvGk11pbOzg66ukY6ioiI0SE5OFpRcnmMNVl2HhERERERETHMMviOiIiIiIiIGGZjZvAt6WRJc+rnUyTtO8LxDFsMkhZL2mw16x4r6Z1DHVNERES8kKTjJY1v+P4TSZNGMqaIiBg+Y/KZb9snJYbmbH99pGOIiIhY10laDzge+B7wJIDtvx3RoCIiYlit04NvSScC7wR+AywB5tftFwJX2b5U0knA/sCGwC3Ae233SJoJfBN4ArgJeKPtqZKOBP4OGA9sA1xu+4Ta7mHAp4A24GrbH6/J9ZvADKAHuMD26X1iOLW2+Sxwne05fY5jb+CM+rUH2AuYDpwC/AEQcCPwftsr+tR9O3Ac8GLg9lpmuaSu2uZ+QDdwgO2HJZ0MdNn+sqRXAl8H2oHlwFtt/3JV/x4iIiLWVZKuAF4BbACcYfvcZtcDtWwX8BXgDcDVwBbA9ZKW2p4taTEww/bSugptDiXvL7T9jrV8aBERMcTW2WXnkqYDhwI7A28GZvZT9CzbM21PpQzA96vbvwUca3s3ysCz0TTgEGAH4BBJr5C0BXAasE/dP1PSgfXzlran2t6httsY56bAQcAU2zsCn28S4xzgA7anAXtSBssAuwL/UOPYph5nY9t/VeN8ba27HDii7t4IuM32TpSB+7ub9HsRcHYtszvwUJMyERERY9nRtqdTbrIfJ2lLml8PQMm999l+te1TgN8Bs23PbmxQ0hTgRGCfmoM/vJaOJSIihtE6O/imDFIvt/2k7ceAK/spN1vS7ZIWURLllPq81UTbt9Qy3+9T5+e2H7X9FPAAsBVlcD/X9hLbz1IGrnsBvwK2lnSmpL8BHuvT1mPAU8D5kt5MXXrWx83AVyQdB0yq7QPcYftXtpcDFwN79Kn3OsoM+Z2SFtTvW9d9/wdcVT/PBzoaK0qaSLlpcDmA7ads54cYIyIiXug4SfcCt1FmwP+e5tcDUG6CX7YSbe4DXGp7KYDtPw592BERsbaty4NvKEu1+iVpA+Ac4OA6K30eZdlY2yDtPt3weTll+X7TOrYfAXYC5gIfAM7vs/9Zygz2ZcCBwDVN2jiVksw3BG6TtF3d1ff4+n5vA75te1r9T7ZPrvuesd1bvvcY+taNiIiIfkiaBewL7FZnqO8B7h2gylP1hvlg2hjkGiYiIlrPujz4vhE4SNKGdRZ3/yZlNqh/LpU0ATgYnhswPy7pNXX/oSvR3+3A3pI2q895HwbcUN86Ps72ZcBngF0aK9V+N7H9E8qLV6b1bVjSNrYX2T4NuAvoHXzvKmmypHGU5eU39an6c+BgSX9W29lU0lYrcSzU1QL/07tUTtJLGt/IGhEREWwCPGL7yXpj/DWUG+V/cj3QT/3HgYlNtv8ceJukl8Fzj6hFRESLW2cH37bvBi4BFlBmlec1KbOMMtu9CLgCuLNh9zHAuZJupdyBfnSQ/h4CPglcT7nrfbftHwFbAnPrsu8La5lGE4GrJC2kJOePNGn+eEn31WVt3cBP6/ZbgVOB+4BO4PI+MT0AfBq4rrb/M2DzgY6jj3dQltMtpLyM7s9XoW5ERMS67hrgRTVPfo6y9Ly/64FmzgV+Kun6xo227we+QLmJfy/lJW0REdHi2np6sqqpGUkTbHfVz58ANrc9al54Upe6zbG932Bl16KeyZMXj3QMMUZ0dnawZMnjIx3GkJs0aTzLluX1Cn3lvDTX33lpb584n/ICsBg7koOj5Yz2XN5KuSexDr3VjXOgHLxO/9TYGnqTpE9SztGvgSNHNpzRb8WKHjo7O0Y6jBgjurtX5rHJiIixITk4WlFyeYw1GXz3w/YllGXro5LtuZSXuI0qo/nu5Uhplbt7a1vOS0TE0GqFHNxK//Yn1uHRSrFGDLV19pnviIiIiIiIiNEig++IiIiIiIiIYZZl5zGk2tub/WJK5Lw0tybnpbt7OV1dWbYWEdGrVXJNq8QJiXW4tLdPTB6PMSmD7xgy48a1kTetxtrS2dlBV9dIRxERMTokB0erSR6PsSjLziMiIiIiIiKGWQbf6xhJJ0uas5p1t5B06VDHFBERERERMdZl2Xk8x/bvgINHOo6IiIiIiIh1TQbfLUDSRsC/A38BrAd8DjiN8jvks2uxw23/V5962wBnA+3Ak8C7bT8o6ULgMWAG8OfACbYvldQBXGV7qqT1ah9vAHqA82yfOawHGhERMYrUvPhT4CZgd+C3wAHA24H3AC8G/gt4h+0na369yvaltX6X7QmSNqfk7I0p117vsz1P0uuBfwReAvwSOMp2l6STgP2BDYFbgPfa7llLhx0REcMky85bw98Av7O9k+2pwDV1+2O2dwXOAr7apN65wIdsTwfmAOc07Nsc2APYDzi1Sd33AJOBnW3vCFw0JEcSERHRWrYFzrY9BVgGvAX4oe2ZtncC/hM4ZpA2DgeutT0N2AlYIGkz4NPAvrZ3Ae4CPlrLn1Xbn0oZgO835EcVERFrXWa+W8Mi4MuSTqPcUZ8nCeDiuv9i4PTGCpImUO7S/6CWhXJnvdcVtlcAD0h6eZM+9wW+bvtZANt/HKqDiYiIaCGdthfUz/OBDmCqpM8Dk4AJwLWDtHEncIGk9Sn5d4GkvYHtgZtrnn4xcGstP1vSCcB4YFPgfuDHQ3dIERExEjL4bgG2/5+k6cDfAv8s6bq6q3EJWt/laOOAZfUuezNPN3xua7K/rUmbERERY01jvlxOmYm+EDjQ9r2SjgRm1f3PUlcVSmqjDKixfaOkvYA3Ad+V9CXgEeBntg9r7EzSBpSVajNs/0bSycAGw3JkERGxVmXZeQuQtAXwpO3vAV8Gdqm7Dmn489bGOrYfAzolvbW20SZpp1Xo9jrgWEkvqvU3XYNDiIiIWJdMBB6qM9lHNGxfDEyvnw8A1geQtBXwe9vnAd+k5PHbgNdKemUtM17Sq3h+oL20rmLLi1AjItYRGXy3hh2AOyQtAE4EPl+3v0TS7cCHgY80qXcEcIykeylL1g5YhT7PB/4bWFjrH766wUdERKxjPgPcDvwMeLBh+3nA3pLuAF4NPFG3z6I8530P5ZnxM2wvAY4ELpa0kDIY3872strOIuAKypL1iIhYB7T19GRlcSuStJiyJG3pCIfSqGfy5MUjHUOMEZ2dHSxZ8vhIhzHkJk0az7JlT450GKNOzktz/Z2X9vaJ8ym/aBFjR3JwtJRWyOOtlHsS69Bb3TgHysGZ+Y6IiIiIiIgYZnnhWouy3THSMfS1YkUPnZ0dIx1GjBHd3ctHOoSIiFEjOThaTfJ4jEUZfMeQGu3Lh0ZCqyytWdtyXiIihlYr5OBW+rc/sQ6PVoo1Yqhl2XlERERERETEMMvMdwyp9vaJIx3CqJTz0tyanJfu7uV0deXOeUREr1bJNa0SJyTW4TJhwvjk8BiTMviOITNuXBt502qsLZ2dHXR1jXQUERGjQ3JwtJLk8Birsuw8IiIiIiIiYpiNusG3pA5J9410HI0kzZW01n4vVdKFkg4exvZPkbRv/Xy8pPErUWetnoOIiIjRSNItIx1DRES0plE3+B5pktYb6Pu6wPZJtv+jfj0eGHTwHREREWB795GOISIiWtNofeZ7PUnnAbsDvwUOsN0taRvgbKAdeBJ4t+0HJV0IdAPbAVsBRwHvAnYDbrd9JICkw4BPAW3A1bY/Xrd3AV8B3gD8g6TvARcArwfOqjG9VdI5wCTgGNvzJHUA3wU2qmU+aPsWSeNqvb2BTspNjgtsXyppeu1rArAUONL2Q03OwV6SPgr8OXBCrdsGfBF4I9ADfN72JZI2By4BNqb8nb6vxtcFfAOYDTwCHGp7ST1fVwFb1P+ul7TU9mxJ/wrMBDYELrX92ZX7K4uIiFj3SeqyPaFZ7gVuAb4JzKDk6Qtsny5pLjDH9l2SNgPust1Rb/CfCswCXgKcbfsb/eX1tXqgEREx5EbrzPe2lAQ0BVgGvKVuPxf4kO3pwBzgnIY6LwX2AT4C/Bg4HZgC7CBpmqQtgNNqmWnATEkH1robAffZfrXtm+q2p2zvYfvf6vcX2d6VMlPcOyD9PfDXtncBDgG+Vre/GegAdgD+nnITAEnrA2cCB9djuAD4Qj/nYHNgD2A/SmLubXcasBOwL/ClmqAPB6613btvQcNx3V3ju6EhbgBsfw34HTDb9uy6+UTbM4Adgb0l7dhPfBEREWNZs9w7DdjS9lTbOwDfGqSNY4BHbc+k3Ph+t6TJ/bQdEREtbrTOfHfa7k0084EOSRMoM+E/kNRb7iUNdX5su0fSIuBh24sAJN1PGQhvBcy1vaRuvwjYC7gCWA5c1ieGS/p8/2FjPPXz+sBZkqbVNl5Vt+8B/MD2CuB/JV1ftwuYCvysHsN6QLNZb4Arav0HJL28od2LbS8HHpZ0AyVZ3wlcUAf3VzScuxUNx/G9hmMYyNskvYfy/8bmwPbAwpWoFxERMZb8Se6V9Ctga0lnAlcD1w3SxuuBHRve87IJZQKiv7weEREtbLQOvp9u+LycsgR6HLCs3gUeqM6KPvVXUI7z2QH6e6oOaBs90U/7y3n+vH0EeJhyV3oc8FTd3tZPP23A/bZ3GyCWvv01tte0Xds3StoLeBPwXUlfsv2dJkV7Buqw3m2fA8y0/Uhdnr7BSsQaERExpvSXeyXtRHmM7QPA24CjKdcgvasNG/NqG2VF37V921/JvB4RES1ktC47/xO2HwM6Jb0VQFJbTXAr63bKMurN6jNWh1GWYq+JTYCH6gz1Oygz2QA3AW+RNK7OWs/qPQygXdJzy9AlTVmF/m4EDpG0nqR2ysz9HZK2An5v+zzKs2a71PLjgN676YfXuPp6HJhYP29MuenwaI37jasQW0RExJjRLPfW57nH2b4M+AzP5+PFwPT6ufHXTK4F3ldnuJH0KkkbDZDXIyKihbXM4Ls6AjhG0r3A/cABK1uxvtTsk8D1wL2UZ6F/tIbxnAO8S9JtlCXnvbPllwH/A9xHeeHZ7ZRnuv6PknRPq8ewgLKUfkleCx4AACAASURBVGVdTlkCfi/wC8qL2P6XMrhfIOkeyvPxZ9TyTwBTJM2nPOt+SpM2zwV+Kul62/cC91DO7QXAzasQW0RExFgyiz/NvVsCcyUtAC6kXHcAfJkyyL4F2KyhjfOBB4C768+sfoOyuq5Z2xER0eLaenoGXIkcq0nSBNtdkl4G3AG8tg6U12YMXbYnrMUueyZPXrwWu4uxrLOzgyVLHh/pMIbcpEnjWbbsyZEOY9TJeWmuv/PS3j5xPuWN2zF2JAdHy2iVHN5KuSexDr3VjXOgHDxan/leF1wlaRLwYuBza3vgHREREREREaNHBt/DxPasURDD2pz1ZsWKHjo7O9ZmlzGGdXf3fUdiRMTYlRwcrSQ5PMaqDL5jSLXCEqK1rVWW1qxtOS8REUOrFXJwK/3bn1iHx6RJ4+nqao1YI4Zaq71wLSIiIiIiIqLlZOY7hlR7+8TBC41BOS/Nre556e5enrvmERF9tEquaZU4IbEOlwkTMvsdY1MG3zFkxo1rI29ajbWhs7ODrq6RjiIiYvRIDo5WkjweY1WWnUdEREREREQMswy+ByFpkqT3D1FbJ0uaMxRtDdDHhZIOXo16syTtPhwxRURExOqRNFdSfrM9ImIdkMH34CYBfzL4lrTeCMQynGYBGXxHREQMEUl5vC8iIp6TpDC4U4FtJC0AngG6gIeAacD2kq4AXgFsAJxh+1wASX8D/BOwHrDU9utqe9tLmgv8JfBV21+r5d8OHAe8GLgdeL/t5ZIOAz4FtAFX2/54Ld8FfAOYDTwCHGp7SWPgkk4C9gc2BG4B3mu7R9JxwLHAs8ADwCfq9+U1jg8B3wFeZfsZSRsDC4FtbT8zFCc1IiKiFUjqAH4K3ES5Sf1b4ABAwNeB8cAvgaNtP1Jz/C3Aa4ErJe0AdAPbAVsBRwHvAnYDbrd9ZO3nX4GZlJx9qe3Prp0jjIiItSUz34P7BPBL29OAjwG7Aifa3r7uP9r2dGAGcJykl0lqB84D3mJ7J+CtDe1tB7yhtvNZSetL+ivgEOC1tZ/lwBGStgBOA/ahDPZnSjqwtrMRcLftXYAbgGZJ+izbM21PpSTz/RqOaWfbOwLH2l5MuYA43fY02/OAucCbavlDgcsy8I6IiDFqW+Bs21OAZcBbKDepP15z6SJemIcn2d7b9r/U7y+l5PKPAD8GTgemADtImlbLnGh7BrAjsLekHYf7oCIiYu3K4HvV3WG7s+H7cZLuBW6jzIBvC7wGuLG3nO0/NpS/2vbTtpcCvwdeDrwOmA7cWWfYXwdsTbkDPtf2EtvPAhcBe9V2VgCX1M/fA/ZoEutsSbdLWkRJ+lPq9oXARXWW+9l+jvN8yt156p/fGuikRERErMM6bS+on+cD21AG2DfUbd/m+fwMz+fnXj+23UMZpD9se5HtFcD9QEct8zZJdwP3UPL19kRExDolg+9V90TvB0mzgH2B3eoM9z2U5edtQE8/9Z9u+LycsvS/Dfh2nXWeZlu2T67bV9YL+pO0AXDO/8/evYfZUdXpHv92AgIhkYi0DjhqR0ZfJFzCJYwod1EH5aogoAIBjoo3RE9AFEQUHWH0iMpFBARUUFFuYvACRwkgCEggJIC8znE6jhfGCUqAJg1jkj5/1GrYNLsv6ezu3rv7/TxPnq5dtWrVrxY8+1er1qrawIG2t6QaiV+3bH4LcA5Vh39BvWfSbN8KdEjaFZhs+77ViCUiImI86Zu7pw9S/ok+n3v3X9WnrlXAWpJmAHOB15eR9Ot4JmdHRMQ4kc734B4HpvWzbQPgEdvLJW1GNeIN8CuqKWMzACRtOMgxfg4cKOlFveUlvZzq2e9dJW1UXvB2KNUUc6j+2/W+1fwdVM+i1epN2g9LmtpbVtIk4KW2bwROoLqAmNrPeX4L+C4Z9Y6IiKj1KPCIpJ3L58N4Jj8Px/OpOuyPSnoxsNcaxhcREU0one9B2P4rcKuk+4Av9Nn8U6o71ouA06imnlNefPYe4KoyJb3v9LO+x3gAOBm4vtR1A7Cx7YeAjwM3AvdSPeP9w7LbE8BMSQuoppR/pk+dy6hGuxcD1wC/LpsmA5eWqej3UD3nvYzqGbQDJC2suZi4jOo5te8O3lIRERETyhHAF0renkWfPLw6bN9LlZPvBy4Cbm1IhBER0VTaenr6mx0dzUxSl+2pI3yMA4H9bB82xF16ZsxYMoIRRVQ6OztYuvTxsQ5jREyfPoVly5aPdRhNJ+1SX3/t0t4+bQHVi0Bj4kgOjpbRKnm8lXJPYm284cY5UA7OT41FXZLOopr29uaxjiUiIiIiIqLVpfPdokZ61Nv2h1Z3n1Wreujs7BiBaCKerbt75ViHEBHRVJKDo5Ukj8dElc53NFQrTCEaba0ytWa0pV0iIhqrFXJwK333J9aRMX36FLq6WiPWiEbLC9ciIiIiIiIiRlhGvqOh2tv7+1W2iS3tUt9w2qW7e2XumEdE1NEquaZV4oTE2miZbh4TXTrf0TCTJrWRN63GSOvs7KCra6yjiIhoLsnB0Qo6Ozv4+9/TAY+JK9POIyIiIiIiIkZYOt8RERERERERIyyd7xEk6VRJc0fpWPtL2nw0jhURETEeSTpO0pQG1rdE0kZrsP9ukuY1Kp6IiBhb6XyPH/sD6XxHREQM33FAwzrfq0vS5LE6dkREjLy8cG01SVof+D7wj8Bk4DTgDOByYPdS7B22/1+f/TYFzgHageXAu20/KOkS4DFge+AfgBNsX1H2OR54O7AOcLXtT5X1hwNzgR5gEfA1YF9gV0knA28DpgHnUV1E/A44yvYjkuYD9wDblVgOBz4ObAlcbvtkSacBD9v+Sjne54C/2P5qI9owIiJirNXJ5z8ANgFulPSw7d0lfQ2YDawHXFGTh5cA3wT2AdYGDio5/YXAd6ny651AW83xrgFeCqwLfMX2+WV9F/Al4E3A/5Y0Ffgy8DBw90i2QUREjK6MfK++fwH+bHtr21sAPy3rH7O9A3A2VdLs63zgQ7a3o+o4n1uzbWNgJ2Bv4HQASW8EXgnsAMwCtpO0i6SZwEnAHra3Bj5s+zbgWuB427Ns/w74FvAx21sBi4FP1Rzvf2zvQtU5/yHwAWALYE65cPgGcESJYxJwCHDZ8JorIiKiKfXN518G/gzsbrv3ZvpJtrcHtqK6wb1Vzf4P296W6gZ47yNmnwJ+aXsbqrz8spryR5VrgO2BY0u+BVgfuM/2PwN3ARdQdep3propHxER40Q636tvMbCnpDMk7Wz70bL+uzV/d6zdodzFfi3wA0kLga9Tdbh7XWN7le0HgBeXdW8s/+6huvO9GVVnfA+qu+8PA9j+W98AJW0ATLd9U1n1TWCXmiLX1pzL/bYfsv0U8B/AS20vAf4qaZveGGz/dWjNExER0RL6y+e13i7pbqpcPJNnP951Vfm7AOgoy7sAlwLYvg54pKb8sZLuBW6nGgF/ZVm/EriyLG8GdNr+d9s9vXVFRMT4kGnnq8n2byVtB7wZ+Lyk68umnppiPX12mwQssz2rn2qfqlluq/n7edtfry0o6dg69a+u3uOt6nPsVTzz/8SFwByqu+4XreHxIiIimsoA+RwASTOoRrRnl8e2LqGaMt6rN3+u5NnXU8/J0ZJ2A/YEdrS9vDwC1lvXk7Zrf/h4TXN8REQ0qYx8ryZJmwDLbV8KfBHYtmw6uObvr2r3sf0Y0CnpoFJHm6StBznUz4Cjyqg5kl4i6UXAz6nuxL+wrN+wlH+c6jlvyt37RyTtXLYdBtzE6rmaakre7BJLRETEuNFPPn86lwLPB54AHpX0YmCvIVR7M/DOUv9ewAvK+g2AR0rHezPgNf3s/yAwo7wnBuDQ1TuriIhoZul8r74tgTvL9PGTgM+W9etIugP4MPCROvu9Ezi6TDm7H9hvoIPYvh74DvArSYuBK4Bptu8HPgfcVOr6Utnle8Dxku4pSfsI4AuSFlE9M/6Z1TlJ2/8D3Ah8v88d+YiIiPGgXj4/H/iJpBtt30s13fx+qhlgtw6hzk8Du5Sp6m8E/rOs/ymwVsnJp1FNPX8O208C7wGuk/RL4PfDPbmIiGg+bT09md20pspbT7fvfQ57PCgvWrub6g2u/z7E3XpmzFgyckFFAJ2dHSxd+vhYhzFipk+fwrJly8c6jKaTdqmvv3Zpb5+2gOrFXjFxJAdH0+vs7ODvf1/ZMt/nrZR7EmvjDTfOgXJwnvmO55C0OTCP6ufNhtrxZtWqHjo7O0YsrgiA7u5MxIiI6Cs5OFpBd/dK1krvIyaw/O/fALY7xjqGRipvXX/FcPYdzyOSw9Uqd/dGW9olIqKxWiEHt9J3f2IdGdOnTxnrECLGTJ75joiIiIiIiBhh6XxHREREREREjLBMO4+Gam+fNnihCSjtUt9w2qW7eyVdXa0xtS4iYjS1Sq5plTghsTZS8ndEOt/RQJMmtZE3rcZI6+zsoKtrrKOIiGguycHR7JK/IzLtPCIiIiIiImLEpfM9SiTNlzTk31yV1CHpvhGI4xMjfYyIiJg4JJ0qaW5Z/oykPcc4niHHIGlfSScO4xhLJG20+tENWu+Yt19ERIycTDufeD4B/OtYBxEREeOP7VNaKQbb1wLXjmA4q6UZ2i8iIkbOhOx8S3oXcCzwPOAO4P3Ao8BXgL2BbmA/23+R9GLgPJ753ev32b6tXh22V0rqAr4O7A48Ahxie2nZ9yBJ5wLTgaNt3yKpA/g2sH4p80Hbt/WJd13ga8D2wArgo7ZvlDQHOABYB5gBfMf2p8s+1wAvBdYFvmL7fEmnA+tJWgjcD5wETJZ0AfBa4E/AfsAmwA9sb1vqeiXwPdvbDbPJIyJiHJF0EnA48AdgKbCgrL8EmGf7CkmnAPsA6wG3Ae+13SNpNvAN4Angl8BetrcoOW1fYAqwKXC17RNKvYdS3TxuA66z/TFJk0s92wM9wEW2z+wTw+mlzhXA9bbn9jmPOcD2tj8o6SDgU8BK4FHbu5RjnAG8qRzjAttnld0/JGkfYG3gINsPSlofOAvYkuoa61TbPyzH2R+YDGwB/B+q64fDgKeAN9v+W5/YZ1Ndl6xfyrzedvP/kHdERPRrwk07l/Rq4GDgdbZnUSXZd1Ilt9ttbw3cDLy77PJV4Kayflvg/gHqoNRzd+m43kSVyHutZXsH4Lia9f8NvKGUP7gcr68PANjeEjgU+GbpkAPsUI49i6pz3zu1/ajSWd4eOFbSC22fCHTbnmW7N95XAufYngksA95m+3fAo5JmlTJHApcM3LIRETERSNoOOATYBngrMLufomfbnm17C6oO+N5l/cXAMbZ3pMqftWZR5cItgYMlvVTSJlQd4D3K9tmS9i/LL7G9RcmPF/eJc0OqG9QzbW8FfHaQUzsFeFPJ9/uWde+hurm9TanjspryD5fc/TWgt1N/EvAL27OpbsJ/oXTIoep0v4Mqb38OWG57G+BXVDcyamN/HnA58OESz55UAwMREdHCJuLI9+uB7YBfS4LqguC/gf8B5pUyC4A3lOU9KEnR9kqqTulh/dQBsIoqYQJcClxVc+ze5QVAR1leGzi7dHRXAq+qE/NOVHfSKXfWf19T7gbbfwWQdFUpexdVh/uAUualVJ3sv9apu9P2wjpxXQgcKemjVBdCO9TZNyIiJp6dqUallwNI6m/a9u6STqAayd6Q6ub1LcC0mhle3+GZTjnAz20/Wup9AHg58EJgfu8sMkmXAbsApwGvkHQWcB1wfZ/jPwY8CVwo6TqeyfH9uRW4RNL3eSZf7wmcZ3sFgO2/1ZSvzelvLctvBPbtfQaeavbZy8ryjWXk+nFJjwI/KusXA1v1iUXAQ7Z/XY772CCxR0REC5iIne824Ju2P167UtJc2z3l40oGbpu6dfSjp2b5qTr1fwT4C7A11UyEJ/s53lDqB+iRtBvVBcOOtpdLmk91AVDPUzXLK6luJABcSTU6/wtgQW8HPyIigufmnmcps7POpZrS/QdJp1LloYHyGTw3J63V3z62H5G0NdWU8A8AbweOqtm+QtIOVDfdDwE+SHVDvS7bx0j6Z+AtwMJyU7yN/s+1Xk5vo5pB5tqCpd7ac1tV83kVz73mGOi4ERHRoibctHPg58CBkl4E1bQ0SS8fpPz7StnJkp4/SB2TgAPL8juonmcbyAZUd7dXUT37NblOmZsp09olvYrqLnpvYn9DOf56VM+T3VrqfKR0vDcDXlNT198lrT1ITNh+EvgZ1XS6iwcpHhERE8fNwAGS1pM0jeq57r56b/g+LGkqJS/afoRq5Lc3Lx0yhOPdAewqaaPyDPahwE3lbeOTbF8JfJLq0bCnleNuYPvHVI97zWIAkja1fUd56dnDVLPGrgeOkbRWKbPhILH+jOpZ8LZSfpshnF89DwKblOe+kTStN4aIiGhdE67zbfsB4GTgekmLgBuAjQfY5cNUU+cWU00tmzlIHU8AMyUtoLrD/plBQjoXOELS7VRTyZ/op8zkEsPlwBzbvXfMf0n1wraFwJW27wJ+CqxVYjsNuL2mrvOBRWXa3mAuo7rz3ncqX0RETFC276bKRQupZkndUqfMMuACqinV1wC/rtl8NHC+pF9RjfA+OsjxHgI+DtwI3Ev1XpUfAi8B5peXiF5SytSaBswrufAmqplmA/mCpMXlJzhvLse6EPhPqrx5L9VN9YGcRvU42aJSz2mDlK/L9v9QPfJ1VjnuDfQ/gy0iIlpEW09PZjU1kqQu21NH6VhzKG9pHaH651KNGnxyiLv0zJixZCRCiXhaZ2cHS5eO3xf+Tp8+hWXLlo91GE0n7VJff+3S3j5tAdULN5uOpKm2u8ryicDGtj88xmGNB8nB0dR683crfZ8n1pHRKrEON86BcnCmMEVdkq6m+qmXfp+Pi4iIGIa3SPo41TXI74E5YxtORETE6MjIdzTMqlU9PZMmDfYunYg10929kq6u5r9bOlytcjd4tKVd6mvFke8YGcnB0ex683crfZ8n1pHRKrFm5Dua3nieDjxcrfIFM9rSLhERjdUKObiVvvsTa0Q02oR74VpERERERETEaMvIdzRUe/u0sQ6hKaVd6htOu4z3aecREcPVKrmmVeKExNpIyd8R6XxHA02a1EbetBojrbOzg66usY4iIqK5JAdHs0v+jsi084iIiIiIiIgRl873OCXpEkkHrkb5Dkn3jWRMERExsUg6VdLcsvwZSXuOcTxjEkNtjpW0vaSvjnYMEREx9jLtPCIiIkac7VMmSgySJtte2U8MdwF3jUYcERHRXNL5HickHQ7MBXqARcBKYBdJHwX+ATjB9hWS2oB/A/YqZT9r+/I+dU0GTgd2A9YBzrH99dE6l4iIaF2STgIOB/4ALAUWlPWXAPNKLjoF2AdYD7gNeK/tHkmzgW8ATwC/BPayvYWkOcC+wBRgU+Bq2yeUeg8FPgG0AdfZ/ljJY9+g+p3VHuAi22f2ieH0UucK4Hrbc/ucx1TgrJo6Pm37SklfA2aX2K+w/alSfglwEfBG4GxJ/14+Ly/n0lvvbsBc23tL2gH4cqmrGzjStkv8ZwBvKse+wPZZw/nvERERzSPTzscBSTOBk4A9bG8NfLhs2hjYCdibqjMN8FZgFrA1sCfwBUkb96nyaOBR27OpLjDeLWnGyJ5FRES0OknbAYcA21Dlm9n9FD3b9mzbW1B1PPcu6y8GjrG9I9VN5FqzgIOBLYGDJb1U0iZUndQ9yvbZkvYvyy+xvYXtLUu9tXFuCBwAzLS9FfDZOjF+kioXblnK/KKsP8n29sBWwK6StqrZ50nbO9n+XjnmseVc+vMgsIvtbYBTgH8t698DzAC2Kce+bIA6IiKiRaTzPT7sQXX3/WEA238r66+xvcr2A8CLy7qdgO/aXmn7L8BNPPfi6I3A4ZIWAncALwReOdInERERLW9nqlHp5bYfA67tp9zuku6QtJgqh82UNB2YZvu2UuY7ffb5ue1HbT8JPAC8nCp/zbe91PYKqk7qLsB/AK+QdJakfwEe61PXY8CTwIWS3ko1Ot3XnsA5vR9sP1IW3y7pbuAeYCawec0+lwNI2gCYbvumsv7b/bTDBsAPyvPgZ5b6eo99Xjmn2rweEREtLJ3v8aGNalpaX0/1KVP7d7D6PmR7Vvk3w/b1axpkRERMCPXy0dMkrQucCxxYRqUvANZl8PxUm9NWUj06V3ef0lHeGpgPfAC4sM/2FcAOwJXA/sBP61TznNxaZoHNBV5fRqSvK7H3eqK/fftxGnBjmQGwT01dQ90/IiJaSDrf48PPqe7EvxCenk7Xn5upputNltRONUJwZ58yPwPeJ2ntUt+rJK0/AnFHRMT4cjNwgKT1JE2j6lD21dvBfLg8V30gPN1hflzSa8r2Q4ZwvDuopn5vVJ6TPhS4SdJGwCTbV1JNH9+2dqdy3A1s/xg4jmqael/XAx+s2ecFwPOpOtiPSnox1ftTnsP2slJmp7Lqnf3EvwHwp7I8p8+xj5G0Vjn2QHk9IiJaRDrf44Dt+4HPUV1w3At8aYDiV1O9kO1equfXTrD9X33KXEg1pe/uMhXu6+TlfBERMQjbd1NNvV5INap8S50yy6hGuxcD1wC/rtl8NHC+pF9Rjf4+OsjxHgI+DtxIldfutv1D4CXA/PL41CWlTK1pwDxJi6gev/pIneo/C7xA0n0lt+5u+16q6eb3U71M7dYBwjsSOKecS3c/Zf4N+LykW4HJNesvBP4TWFSO/Y4BjhMRES2iracns5qiYXpmzFgy1jHEONfZ2cHSpY+PdRgjZvr0KSxbVu/x04kt7VJff+3S3j5tAdVbuluKpKm2u8ryicDGtj88yG5RSQ6Optabv1vp+zyxjoxWiXW4cQ6UgzOaGREREc3iLZI+TnV98nuePRU7IiKipaXzHQ2zalUPnZ0dYx1GjHPd3X1/fSgixgvbl1PeGB6rJzk4ml3yd0Q639Fg43k68HC1ytSa0ZZ2iYhorFbIwa303Z9YI6LR8sK1iIiIiIiIiBGWke9oqPb2aWMdQlNKu9S3uu3S3b2Srq7c2Y+IqKdVck2rxAmJtVGSvyMq6XxHw0ya1EbetBojqbOzg66usY4iIqL5JAdHM0v+jqhk2nlERERERETECEvnOyIiIiIiImKEZdr5GJF0KtAFPB+42fb/7afc/sBvbT/QoONeAsyzfcUQy3eU8ls04vgRERHNrDc/2/7iCNT9Y+Adtpc1uu6IiGh+6XyPMdunDFJkf2Ae0JDOd0RERKweSWvZXrGm9dh+cyPiiYiI1pTO9yiSdBJwOPAHYCmwoHYkWtLpwL7ACuB64KryeVdJJwNvK1WdA7QDy4F3236w1PMYsD3wD8AJpc424CxgD6ATaKuJZzvgS8BU4GFgju2HyvqLSv2/HKHmiIiIaAr95Of5wG3A64BrJX0LOA94WdntONu3StoV+EpZ1wPsQpVXL6ea3bYW8D7bt0haQpWnpwI/ocqxrwX+BOxnu1vSbOAbwBNl+16ZfRYRMT7kme9RUjq0hwDbAG8FZvfZviFwADDT9lbAZ23fBlwLHG97lu3fAecDH7K9HTAXOLemmo2BnYC9gdPLugMAAVsC76ZK8kham6pTfmCp6yLgc2Wfi4Fjbe/YuBaIiIhoPoPk5+m2d7X9f6g62Gfank11M/zCUmYu8AHbs4CdgW7gHcDPyrqtgYV1Dv1K4BzbM4FlPHOD/WLgmJKDVzbuTCMiYqxl5Hv07AxcbXs5gKRr+2x/DHgSuFDSdVRTzZ9F0lSqzvMPJPWuXqemyDW2VwEPSHpxWbcL8F3bK4E/S/pFb3XAFsANpa7JwEOSNqC62LiplPs2sNcwzzkiIqLZDZSfL69Z3hPYvCb/Pl/SNOBW4EuSLgOusv1HSb8GLio3uq+xXa/z3VmzfgHQIWk6MK3cfAf4DtUN9YiIGAfS+R5dPf1tsL1C0g7A66nuwH+Qaqp4rUnAsnInvZ6napbbapbrHbcNuL/v6HZJ/P3GGRERMQ71l/eeqFmeBOxou7tPmdPLTfM3A7dL2tP2zZJ2Ad4CfFvSF2x/q89+tTl7JbAez87dERExzmTa+ei5GThA0nrlTvk+tRvLqPYGtn8MHAf0drAfB6YB2H4M6JR0UNmnTdLWQzjuIZImS9oY2L2sN9AuacdS19qSZpY3sD4qaadS7p1rcM4RERHNbsD8XON6qhvjAEiaVf5uanux7TOAu4DNJL0c+G/bF1A9v73tUAKx/QjwuKTXlFWHDOuMIiKiKaXzPUps3001fW0hcCVwS58i04B5khYBNwEfKeu/Bxwv6R5Jm1J1ho+WdC9wP7DfIIe+Gvh3YDHwtVI3tv8HOBA4o9S1kPI8OHAkcI6kX1E9uxYRETEuDSE/9zoW2F7SIkkPAMeU9cdJuq/k0m6qF6ntBiyUdA/Vs9xfqVdhP44Gzi85uA14dDVPKSIimlRbT09mGEfD9MyYsWSsY4hxrLOzg6VLHx/rMEbU9OlTWLZs+ViH0XTSLvX11y7t7dMWUL1VO1qMpKm2u8ryicDGtj88hF2Tg6Np1ebvVvo+T6wjo1ViHW6cA+XgPPMdDbNqVQ+dnR1jHUaMY93defFvRIx7b5H0caprtN8Dc4ayU3JwNLPk74hKOt/RUON9VHI4WuXu3mhLu0REPJfty3n2W9aHrBVycCt99yfWiGi0PPMdERERERERMcLS+Y6IiIiIiIgYYZl2Hg3V3j5trENoSmmX+la3Xbq7V9LVlWl1ERH1tEquaZU4IbE2QnJ3xDPS+Y6GmTSpjbxpNUZSZ2cHXV1jHUVERPNJDo5mldwd8YxMO4+IiIiIiIgYYel8T3CSdpP02prPx0g6fCxjioiIGI8kfaJmuUPSfWMZT0REjK5MOx9HJE22vbo/pLgb0AXcBmD7vEbHFRERMZFJagPagE8A/zrG4URExBhJ53uESeoAfgrcAWwD/BY4HJgL7AOsR9Xxfa/tHknzS9ndgenA0bZvkTQZwpYY4gAAIABJREFUOAN4E9ADXGD7LElLgIuANwJnS/o1cA7QDiwH3m37QUn7ACcDzwP+CryzHPsYYKWkdwEfAl4PdNn+oqR/As4rda0EDrL9uxFqqoiIiJYl6aPAUeXjhcA1wE+AG4EdgYXAepIWAvcDJwGTJV0AvBb4E7Cf7W5Js6jy7xTgd8BRth8ZzfOJiIjGy7Tz0SHgfNtbAY8B7wfOtj3b9hZUneC9a8qvZXsH4DjgU2Xde4AZwDalnstqyj9peyfb3wPOBz5kezuqDv65pcwvgdfY3gb4HnCC7SVUyf1M27Ns39In7suAc2xvTXVh8NAat0RERMQ4I2k74Ejgn4HXAO8GXkCV/79lexvbRwLdJd++s+z6Sqo8OxNYBrytrP8W8LGS7xfzzLVARES0sIx8j44/2L61LF8KHAt0SjqB6q72hlR3wX9UylxV/i4AOsrynsB5tlcA2P5bTf2XA0iaStVJ/oGk3m3rlL//CFwuaWOq0e/OgQKWNA14ie2ry/GeXI3zjYiImEh2Aq62/QSApKuAnYHf2759gP06bS8sywuADkkbANNt31TWfxP4wQjFHRERoyid79HRU+fzucD2tv8g6VRg3ZrtT5W/K3nmv1FbnXp6PVH+TgKW2Z5Vp8xZwJdsXytpN+DUQWJuG2R7REREVPrLmU/0s77XUzXLK6lmwkVExDiVaeej42WSdizLh1JNAQd4uIxWHziEOq4HjpG0FoCkDfsWsP0Y1Yj6QaVMm6Sty+YNqJ4nAziiZrfHgWn91PVHSfuXutaRNGUIcUZEREw0NwP7S5oiaX3gAKDvo1wAf5e09kAV2X4UeETSzmXVYcBNA+wSEREtIp3v0fEb4AhJi6immH8NuIDqOa5rgF8PoY4Lgf8EFkm6F3hHP+XeCRxdytwP7FfWn0o1Hf0W4OGa8j8CDpC0sCbR9zoMOLbEfRvwD0OIMyIiYkKxfTdwCXAn1UtTLwTqvSDtfKo8flmdbbWOAL5Q8u8s4DONizYiIsZKW09PfzOZoxHK287nlRerjXc9M2YsGesYYhzr7Oxg6dLHxzqMETV9+hSWLVs+1mE0nbRLff21S3v7tAXA9qMfUYyh5OBoSn1zdyt9nyfWkdEqsQ43zoFycEa+IyIiIiIiIkZYXrg2wsrPeU2EUW9Wreqhs7NjrMOIcay7e+VYhxAR0ZSSg6NZJXdHPCOd72io8T4leDhaZWrNaEu7REQ0Vivk4Fb67k+sEdFomXYeERERERERMcIy8h0N1d7+nF8tC9Iu/RmsXbq7V9LVlTv5ERFD0Sq5plXihMS6ppLHI54tne9omEmT2sibVqOROjs76Ooa6ygiIppfcnA0o+TxiGfLtPOIiIiIiIiIETYuO9+SOiTdNwrHeEfN5+0lfbUs7ybptTXbjpF0+BDrnSPp7MZH/HT9+0o6sSzvL2nzIexzqqS5IxVTREREq+uTX5/Om5IukXTg2EYXERHNINPOh68DeAfwHQDbdwF3lW27AV3AbWXbeaMfXn22rwWuLR/3B+YBD4xdRBEREa2vT34dNklr2V7RgJAiIqLJjOfO92RJFwCvBf4E7Ge7W9KmwDlAO7AceLftByVdAjwJzAReDHzU9jxJHcC3gfVLvR+0fRtwOvBqSQuBbwL3AHOBDwLHACslvQv4EPB6oMv2FyUdW7avAB6wfUid2DeR9FNgU+Bq2ycASDoU+ATQBlxn+2OSJgPfALYHeoCLbJ8paT6wENgBeD5wlO07Jc0pZb8D7AvsKulk4G3AHsB7gOcB/w84zHbekhEREeNWyfM/Be4AtgF+CxxOldP3Adajupn+Xts9g+VX2x8c4FinDFDnbcDrgF+Uul5l+++Sng8sAl5p+++NPfuIiBhN43LaefFK4BzbM4FlVJ1LgPOBD9nejiqxnluzTwewK/AW4DxJ6wL/DbzB9rbAwcBXS9kTgVtsz7J9Zm8FtpcA5wFnlm239InrRGAb21tRdcLrmVWOtSVwsKSXStoEOIOqgzwLmC1p/7L8Ettb2N4SuLimnvVtvxZ4P3BR7QHKDYRrgeNLnL8DrrI92/bWwG+Ao/uJLyIiYjwRcH7JzY9R5c2zS07cgqqzvHdN+X7z6yAGqnO67V1tfxqYT3UtAnAIcGU63hERrW88j3x32l5YlhcAHZKmUo2E/0BSb7l1avb5vu1VwL9L+g9gM6ATOFvSLGAl8Ko1jGsRcJmka4Br+inzc9uPAkh6AHg58EJgvu2lZf1lwC7AacArJJ0FXAdcX1PPdwFs3yzp+ZKmDxLbFpI+C0wHpgI/G84JRkREtJg/2L61LF8KHAt0SjoBmAJsCNwP/KiUWd382mv3Aeq8vKbchcAJVNcJRwLvHtZZRUREUxnPI99P1SyvpLrRMAlYVkZ6e/+9uqZcT586eoCPAH8Btqaarv28NYzrLVTT3rcDFkiqdwOkXuxt9Sqz/UiJbT7wAaqE3ave+QzkEqpp9VsCnwbWHaR8RETEeFAvX54LHFhy4gU8Oyeubn6lzKYbqM4nehfKjYAOSbsCk22P6EtkIyJidIznzvdz2H6M6k72QQCS2iRtXVPkIEmTynPhrwAMbAA8VEbEDwMml7KPA9P6OVTdbZImAS+1fSPVHe3eEeahuIPq+eyNynPehwI3SdoImGT7SuCTwLY1+xxcjrsT8GjvaPoAcU4DHpK0NvDOIcYVERHR6l4maceyfCjwy7L8cJk11/dt5YPl13p6O9r91dnXt6hG2C8epFxERLSICdX5Lt4JHC3pXqrpXvvVbDNwE/AT4BjbT1LdpT5C0u1UU85770wvAlZIulfSR/oc40fAAZIWStq5Zv1k4FJJi6le0Ham7WVDCdr2Q8DHgRuBe4G7bf8QeAkwv7z47ZJSptcjkm6jega93vPb3wOOl3RPueHwSapO/g3Ag0OJKyIiYhz4DVWuX0Q1HfxrVCPTi6mmfv+6T/nB8utzlHw/UJ19XQa8gDLFPSIiWl9bT8+gM6UmhPK283m2rxjrWBqhvDl1bvkJtNHSM2PGklE8XIx3nZ0dLF36+FiHMaqmT5/CsmX5kYG+0i719dcu7e3TFlA9KhWDKG87n1degjaU8vMZhfxafht8P9uHDXGX5OBoOvXyeCt9nyfWkdEqsQ43zoFy8Hh+4VpEREREyykvUd0LePNYxxIREY2Tke9omFWrenomTar7XriIYenuXklXV/PfGW2kVrkbPNrSLvVl5Dt6JQdHM6qXx1vp+zyxjoxWiTUj39H0JtoU4aFolS+Y0ZZ2iYhorFbIwa303Z9YI6LRJuIL1yIiIiIiIiJGVUa+o6Ha2/v79bWJLe1S32DtMhGnnUdEDFer5JpWiRMS65pKHo94tnS+o2EmTWojb1qNRurs7KCra6yjiIhofsnB0YySxyOeLdPOIyIiIiIiIkZYOt8RERERERERIyyd73FG0hJJGzWgnkwSioiIESfpWEm/kXTZAGW2l/TVsjxH0tmjF2G/MW0i6Yp+ts2XtNo/9SbpM5L2XPPoIiKiGeWZ74iIiBhL7wf2st3ZXwHbdwF3DadySZNtrxxucP2x/WfgwAbXeUoj64uIiOaSzncLk7Q+8H3gH4HJwGll04ck7QOsDRxk+0FJGwIXAa8AlgPvsb1I0lTgLKofgu8BPm37yppjbAT8CPis7etG6dQiImICkHQeVV66VtJFwK3Al4H1gG7gSNuWtBsw1/beffa/BJhn+4ryucv21FL+U8BDwCxgc0nvAo4FngfcAby/b6dc0inAPuX4twHvtd0j6Z+A84B2YCVwUPk7z/YWktYDLgY2B35T9u+t81DgE0AbcJ3tj0maDHyDZ3LvRbbPrD0fSacD+wIrgOttzx1uO0dERHPItPPW9i/An21vbXsL4Kdl/cO2twW+BvQm608D99jeiuoi4Ftl/SeBR21vWbb9ordySS8GrgNOScc7IiIazfYxwJ+B3W2fCTwI7GJ7G+AU4F/XoPodgJNsby7p1cDBwOtsz6LqOL+zzj5n255dcup6QG9n/zLgHNtbA6+l6tTXeh+wvOTRzwHbQTU1HTgD2IPqJsBsSfuX5ZfY3sL2llQd96eVG+YHADNLnZ9dg3aIiIgmkc53a1sM7CnpDEk72360rL+q/F0AdJTlnYBvA9j+BfBCSRsAewLn9FZo+5GyuDbwc+AE2zeM6FlERERUNgB+IOk+4Exg5hrUdWfNVPbXU3WIfy1pYfn8ijr77C7pDkmLqTrMMyVNo+ooXw1g+0nbfX+4eBfg0rJ9EbCorJ8NzLe91PYKqk78LsB/AK+QdJakfwEe61PfY8CTwIWS3ko1Yy0iIlpcOt8tzPZvqS4mFgOfL9PlAJ4qf1fyzKMFbXWq6Cnre+psW0HVeX9TwwKOiIgY2GnAjWXkeR9g3UHKr6Bcy0hqo5pS3uuJmuU24Ju2Z5V/sn1qbUWS1gXOBQ4so9EXlOPXy5/11MuldfctN7q3BuYDHwAu7LN9BdXI/ZXA/jwzsy0iIlpYOt8trExnW277UuCLwLYDFL+ZMsWuPAv3sO3HgOuBD9bU+YKy2AMcBWwm6cTGRx8REfEcGwB/KstzhlB+CWWKN7Af1ayten4OHCjpRVBN65b08j5lejv6D5f3oRwIUHLlH8t0cSStI2lKn31rc+wWwFZl/R3ArpI2Ks95HwrcVN6nMqm8Y+WT9Mnf5fgb2P4xcBzVNPWIiGhx6Xy3ti2BO8sUupMY+JmwU4HtJS0CTgeOKOs/C7xA0n2S7gV2792hvIjmEKppeO8fgfgjIiJq/RvVTK5bqV4kOpgLqDq3dwL/zLNHu59m+wHgZOD6kgdvADbuU2ZZqW8xcA3w65rNhwHHln1vA/6hzyG+Bkwt208A7ix1PgR8HLgRuBe42/YPgZcA80v+vqSUqTUNmFfquwn4yBDaIiIimlxbT0+9WVIRw9IzY8aSsY4hxpHOzg6WLn18rMMYVdOnT2HZsjze2Vfapb7+2qW9fdoCqjdpx8SRHBxNp14eb6Xv88Q6Mlol1uHGOVAOzk+NRcOsWtVDZ2fHWIcR40h3d8N/mjciYlxKDo5mlDwe8WzpfEdDTbRRyqFolbt7oy3tEhHRWK2Qg1vpuz+xRkSj5ZnviIiIiIiIiBGWzndERERERETECMu082io9vZpYx1CU0q71Ndfu3R3r6SrK9PnIiJWR6vkmlaJExLrmkguj3iudL6jYSZNaiNvWo1G6OzsoKtrrKOIiGgdycHRbJLLI54r084jIiIiIiIiRlg632NI0nxJ/f4Oq6Tpkt4/mjFFRERE/ySdKmnuWMcRERGtJ53v5jYdqNv5ljR5lGOJiIiIESSpTVKuzSIixqk8891AkjqAnwJ3ANsAvwUOB3YEvkjV3r8G3mf7qZr9jga2sP2R8vndwKuBTYBNJS0EbgCuAz4FPATMAjaXdA3wUmBd4Cu2zy91dNmeWpYPBPa2PUfSJUA3sBnwcuBI4IgS4x2255R9vgbMBtYDrrD9qQY3V0RERNOTdDgwF+gBFgG/q9k2CzgPmFLWH2X7EUnHAscAK4AHbB8i6VSgy/YXy773AXuXqn4C3EiVi/eXJODTwDql3iNt5+nZiIgWl7urjSfgfNtbAY8BHwUuAQ62vSVVB/x9ffb5HrCvpLXL5yOBi4ETgd/ZnmX7+LJtB+Ak25uXz0fZ3g7YHjhW0guHEOMLgD2AjwA/As4EZgJblgsJyjG2B7YCdpW01ZBbICIiYhyQNBM4CdjD9tbAh/sU+RbwsZLzF1PdIIcqf29T1h8zlEMB37K9DfAEcDKwp+1tgbuoriUiIqLFpfPdeH+wfWtZvhR4PdBp+7dl3TeBXWp3sP0E8Atgb0mbAWvbXtxP/Xfa7qz5fKyke4HbqUbAXzmEGH9ku4fqQuEvthfbXgXcD3SUMm+XdDdwD1XHfPO6NUVERIxfe1DN/noYwPbfejdI2gCYbvumsqo2vy8CLpP0LqrR78H83vbtZfk1VDn31jLz7QiqmWoREdHiMu288XqGud+FwCeAB6lGvfvzRO+CpN2APYEdbS+XNJ9q+nnfONbl2XqnvK+qWe79vJakGVRT7GaX6XOX1KkjIiJivGtjeHn9LVQd8X2BT5YR9BU8e9CjNq8+UbPcBtxg+9BhHDciIppYRr4b72WSdizLhwL/F+iQ9E9l3WHATX13sn0H1cj1O4DvltWPA9MGONYGwCOl470Z1d3yXn+R9Ory4pYDVvMcnk91IfCopBcDe63m/hEREePBz6lmgr0QQNKGvRtsPwo8Imnnsuow4KaSd19q+0bgBKqXp04FlgDblnq2BWb0c8zbgdf1XjdImiLpVY0+sYiIGH3pfDfeb4AjJC0CNqR6nvpI4AeSFlONLp/Xz77fB261/QiA7b9STTu7T9IX6pT/KdVI9SLgNKqE3etEYB7VdPaHVucEbN9LNd38fuAi4NaB94iIiBh/bN8PfI6qU30v8KU+RY4AvlDy8CzgM8Bk4NKS8+8BzrS9DLgS2LBMJX8f1UtZ6x1zKTAH+G6p93aql6RGRESLa+vpGe4s6eirvO18nu0thrn/PKok/fOGBjZ6embMWDLWMcQ40NnZwdKlj491GGNi+vQpLFu2fKzDaDppl/r6a5f29mkLqF7EGRNHcnA0lf5yeSt9nyfWkdEqsQ43zoFycJ75bgKSpgN3Ave2cMc7IiIiIiIi+pHOdwPZXgKs9qh3mY7W8s9zrVrVQ2dnx1iHEeNAd/fKsQ4hIqKlJAdHs0kuj3iudL6joSbqVOGBtMrUmtGWdomIaKxWyMGt9N2fWCOi0fLCtYiIiIiIiIgRlpHvaKj29oF+GW3iSrvUV69durtX0tWVu/cREaurVXJNq8QJiXW4kssj6kvnOxpm0qQ28qbVWFOdnR10dY11FBERrSU5OJpJcnlEfZl2HhERERERETHCRrXzLalD0n2jeczBSJovadR+C1XS/pI2H0K5UyXNHeFYjpM0ZSSPERER0ewk/VjS9PLv/WMdT63RuB6IiIjRMaFGviVNHujzKNkfGLTzPUqOA+p2vseobSIiIkad7TeXn/2cDjRV5zsiIsaPsXjme7KkC4DXAn8C9rPdLWlT4BygHVgOvNv2g5IuAbqBzYCXA0cCRwA7AnfYngMg6VDgE0AbcJ3tj5X1XcCXgDcB/1vSpcBFwBuBs0tMB0k6lyrpHm37FkkdwLeB9UuZD9q+TdKkst+uQCfVDYyLbF8habtyrKnAw8Ac2w/1nrik1wL7ArtKOhl4W9n0nPOubbAGtM0bgU8D6wC/K+WOAjYBbpT0sO3d+7TVjyXNsn1AqeMNwPtsv7X+f9aIiIjmJOkE4EnbX5V0JrC17T0kvZ4qJ+4EbA+cDmwqaSFwA3AdcCpVTt8CWAC8y3ZPfzlf0rHAMcAK4AHbh0jaFfhKCacH2MX245KOB95OlZ+vtv2pEu9JwOHAH4Cl5bgREdHixmLk+5XAObZnAst4pgN6PvAh29sBc4Fza/Z5AbAH8BHgR8CZwExgS0mzJG0CnFHKzAJmS9q/7Ls+cJ/tf7b9y7LuSds72f5e+byW7R2oRoI/Vdb9N/AG29sCBwNfLevfCnQAWwL/i6qji6S1gbOAA8s5XAR8rvbEbd8GXAscb3uW7d8Nct691qRtNgJOBvYs53IX8FHbXwX+DOxue/e+bQV8Bni1pPay7Ujg4jqxRURENLubgZ3L8vbA1JK3dwJuqSl3IvC7kqOPL+u2obo+2Bx4BfC6QXL+icA2trei6oRDlbs/YHtWiaO73Bh/JbAD1bXLdpJ2KZ36Q8px3wrMbmA7RETEGBqLke9O2wvL8gKgQ9JUqpHwH0jqLbdOzT4/KneZFwN/sb0YQNL9VB3hlwPzbS8t6y8DdgGuAVYCV/aJ4fI+n6+qjacsrw2cLWlWqeNVZf1OwA9srwL+S9KNZb2o7orfUM5hMvD0qHc9QzjvoZQZrG3+keqC4day//OAX/UT0tNtVer8NvAuSRdT3WQ4fKDziYiIaFILqDq304CngLupOuE7A8cCHx9g3ztt/xGgjIh3UA0e9JfzFwGXSbqG6joE4FbgS+X65Crbfyyd7zcC95QyU6k649OoRsGXl2Neu2anHhERzWIsOt9P1SyvBNajGoFfVu4ID7TPqj77r6I6hxUDHO9J2yv7rHuin/pX8kybfAT4C7B1ie/Jsr6tn+O0Affb3nGAWPoa7LyHUmawtlkJ3GD70CHE07etLqYaTX+S6obDQO0cERHRlGz/XdISqllct1F1kHcHNgV+M8jufa9b1mLgnP8WqgGAfYFPSppp+3RJ1wFvBm6XtGep4/O2v167s6TjqKamR0TEONMUL1yz/RjQKekgAEltkrZejSruoHqOeqPyorBDgZvWMKwNgIfKCPdhVHe1AX4JvE3SJEkvBnbrPQ2gXdLT09AlzaxT7+NUd7WHdN4NaJvbqabI/VPZf4qk3lH8p2Opx/afqaamnwxcshrHjIiIaDY3U03/vplqqvkxwELbtR3dAfNijbo5v7wX5qW2bwROoHqXzFRJm9pebPsMqse/NgN+BhxVZrgh6SWSXlTiO0DSemWkfp81P/WIiGgGTdH5Lt4JHC3pXuB+YL+h7lheavZx4EbgXuBu2z9cw3jOBY6QdDvVlPPe0fIrgT8C9wFfp+r4P2r7f4ADgTPKOSykmi7e1/eA4yXdU16kNpTzXpO2WQrMAb4raRFVZ3yzsvl84Cc1U+fruQz4g+0HhnrMiIiIJnQLsDHwK9t/oZrVVfu8N7b/SvWY1n2SvtBfRQPk/MnApeVRsHuAM8tb1I8rdd5L9aLUn9i+HvgO8KtS/gpgmu27qR6PW0h1zXELERExLrT19GRm0+qSNNV2l6QXAncCr7P9X2Md10iQdDZwj+1vDKF4z4wZS0Y4ohjvOjs7WLr08bEOY8xMnz6FZcuWj3UYTSftUl9/7dLePm0B1TPNMXEkB0fTGCiXt9L3eWIdGa0S63DjHCgHj8Uz3+PBPEnTqV5edto47ngvoBrx/99jHUtEREREREQrS+d7GGzvNtYxjIby8ylDtmpVD52dHSMUTUwU3d19348YERGDSQ6OZpJcHlFfOt/RUBN5unB/WmVqzWhLu0RENFYr5OBW+u5PrBHRaM30wrWIiIiIiIiIcSkj39FQ7e1D+YWWiSftUl+9dunuXklXV+7eR0SsrlbJNa0SJyTW4Ugej+hfOt/RMJMmtZE3rcaa6uzsoKtrrKOIiGgtycHRLJLHI/qXaecRERERERERIyyd74iIiIiIiIgRNqadb0mnSppblj8jac81rafZSJojaZOazxdK2nwUj7//aB4vIiKir0bl+wbG0wwxzJL05iGU203SvNGIKSIiRlbTPPNt+5SRrF9SG9Bme9VIHqeOOcB9wJ8BbP+v4VQiaS3bK4ax6/7APOCBUThWRETEgEY637dKDMAsYHvgx2MdSEREjI5R73xLOgk4HPgDsBRYUNZfAsyzfYWkU4B9gPWA24D32u6RNB9YCOwAPB84yvadperNy/aXAV+2/VVJHcBPgBuBHYH9JZ0IzC51X2H7U+X4bwa+BDwM3A28wvbekk4FZgAbA68CPgq8BtgL+BOwj+2/14sZeBtVYr1MUneJ4SfAXNt3SfoX4F+BycDDtl/fp63mAG8B1gXWl/SZsu/eZfvZwF22L5G0BLgc2L3s/g7gRcC+wK6STi7xfKPm+BuV/Tv6HgvYQ9LxwNuBdYCre9sqIiJiMGuY72dT5asngF8Ce9neouSqfYEpwKZUuemEUu+hwCeANuA62x+TNLnUsz3QA1xk+8w+MZxe6lwBXG/7WTPpVuM6YDuq64ipVNcSc2w/VK5N7qDKz9OBo8vnzwDrSdoJ+DzQCXy5tEU3cKRtD/+/QERENJtRnXZeEtMhwDbAW6k6wfWc/f/bu+9wuapyj+PfA6ETiGBQmiS0HyQEAoTeAyIqCggIgkIAQRCkaFCaFEUFL1dEUHqVIgiC9HJpoSW0NML1p0KCIAjJpSUQSpJz/1hryGSYmVPnzMzJ+3mePGfOru+sM9nvXmWvsb2R7XVISWjnonVL2N4c+D5wWdHytYAvkSrmp0haqHBa4Crb69t+CTjR9jBgXVKldF1JiwIXkpL7lkD/knhWI1VMdwGuBh60PYSUHL9aKWbbNwJPA/vaHmp7ZlFZ9AcuBna3vR6wZ4Wy2AzY3/bwCuuLvWt7Y+A8UgPE48CtwLH5/C+0sf8n55K0I7AGqTyHAhtK2rodMYQQQpjPdUO+vxw41PZmwOySfYYCewFDgL0krZwf7zoTGJ7XbyRp1/x6Rdvr5Lx9eUmcywC7AYNtrwucXiHOqvcB+Z7jXGAP2xuS7k9+UbR/n5yfjwZOsf0RcDJwfc7P1wN/A7a2vX5e98sKsYQQQmhSPd3zvRWplfp9AEm3VthuO0k/JrVsLwNMAm7L664DsD1K0lKS+uXld9j+EPhQ0hvA5/Lyl2yPLjr2NyUdQnrvywODSI0QL9qeXHSOQ4r2uSu3ak8k9VLfnZdPBAa0I+ZyNgVGFc5p+80K291XZV2p64p+nt3OfSqda8f8b2z+fUlSZXxUJ44bQghh/tLpfC/pEaBvbkAGuJZ5G+Hvt/1OPu7zwCrAssBDtqfm5dcAWwM/B1aVdC5wB3BvyfnfBT4ALpF0B+kxrXLaug8QsA5wnyTyNq8V7f+X/PMZ5t43lFoauFLSGqRe+oUqbBdCCKFJ1WPCtdZqK3Mv9B9IrcdDSL3Di1bZv/D7h0XLZjO3YeG9omMPBEYC2+cW7jvysVvaiPlDgPy8+Me2C+ecA/RpR8zltJR5L+W8V/R6FvP+zUrP0VrhdbHiY5TuX3yuFuBXuUV+qO3VbV/ajnhDCCEE6Hy+b1dOzgr5vuw+tt8C1gMeAg4HLilZP4s0wusm0hwpd1Ne1fuAfP5JRTlziO0dy8RcfH9S6ufmUAJTAAAgAElEQVSkHvV1SEPx27qPCCGE0GR6uvI9CthN0mKS+pKSS6lCspkmaUlgj5L1ewHkZ6TeKbR+t9NSpArmO5I+R3peC9JQr1XzM+KfnKMDqsU8HehbZp8nSMPeB8InQ9/a8hLp2fZFJC0NbF+yfq+in09UOP8UYMP8urRsi90DHJjfD5JWlLRcO2IMIYQQOp3vc4V5uqRN8/q923G+MaSc+tn8nPe3gIfz3CYL2L4J+CmwQfFO+bxL276TNCR8aIfe5VwG+kvaLB93IUmD29inND8vTXqGHNJkrSGEEHqZHq18236WNCnYOFIr8yNltnmb1Po9EbgFeKpkk7ckPQ5cQJq0pCPnH08aRj2J9DzWY3n5TNIz5HdLehR4HWh3pb6NmK8ALpA0TtJiRftMJQ1t/4uk8aRyaes8LwM3ABOAa5g7JLxgEUljgKOAY/KyPwHHShoraTXgLOCwXIafrXKue0lD/Z7Iw+xupHwjQgghhDCPbsj3BwEXSXqC1KtcNSfbfg04njTB6njgWdt/BVYEHpI0jpSPjy/ZtS9wu6QJwMPMzZ0dkp/h3gM4M+f0ccDmbez2IKlBfZykvYBfA7+S9Bhp2HoIIYRepqW1tT0jnxtDnjF0pO2na3DsJW3PyF9J9nvgH7Y789x0XeTZzofZnlbHMFoHDpxSx9OH3mDy5AFMnTq93mHUTb9+i/P22+/XO4yGE+VSXqVy6d+/7zOkGb6bUiEn59fHAcvbPqrOYTW6yMGhIbSVx5vpeh6x1kazxNrZOKvl4Ib5nu8GcLCk/YGFST3KF9Y5nqYzZ04rkycPqHcYocnNnFk6sXEIYT70VUnHk+5TXiKGYbcpcnBoFJHHQ6isqSrftret4bHPpnMzhDcE2wPqHQMwX/dYVtIsrXs9LcolhFBJ/uqtNh/HCvNqhhzcTNf+iDWE0N3qMdt5CCGEEEIIIYQwX4nKdwghhBBCCCGEUGNNNew8NL7+/WNC9HKiXMorLZeZM2czY0YMmwshhM5ollzTLHFCxNpRkcdDqC4q36HbLLBACzHTauiKyZMHMGNGvaMIIYTmEzk4NILI4yFUF8POQwghhBBCCCGEGmvoyrekOyX1K7P8VEkjO3nMAZL2aee2V0jaI7++RNKgTp7zk+M0GklHS1q86PeyZR5CCGH+VZoranyuFSTd2BPnanSSdu3svUcIIYTG09DDzm1/pQaHHQDsA1zbwVi+W4NYPiFpQdv1+GLEo4GrgfehZmUeQgihuc2TK2rJ9qtAQzZY18GuwO3A8/UOJIQQQtfVrPIt6RZgZWBR4BzbF+XlOwG/BBYEptneXtKSwLnAMKAVOM32TZKmAMNsT5N0IrAf8DIwFXgmH2814PdAf9JNwcG2/ybpCuDdfMzPAz+2fSNwBrC2pHHAlfn7vQsxt+Q4hgOTgZaidQ8BI20/Lel8YCNgMeBG26fkbaaQvpd0u7zbPrb/mV9vLemHxbFI2hY4BXgNGAoMqlJuBwE/AV4F/gF8aPuI/D5nAmsBqwAHAPsDmwFjbI/I+38qZklHAisAD0qaZnu7kjLfDxiZ/yYTbH+n/F87hBBCbyBpCeAGYCVSnv458Dk+nSt2BE4DFgFeAA6wPSPnkCuBrwELAXvmnLwMcBmwKilXH2J7gqRtgHPy6VuBrYFlgdttryNpMHA5sDBptN7utv9REnOlnHwG8HVgFnCv7ZGS9iTl3dnAO7a3lrQg6d5g2/x+fm/7QknLk3L6UqT7pcOAx4FLmXu/cpnts/M9wlhgQ9L9yH7A8cAQ4HrbJ+WYvg0cmd/PGOD7tmdLmpHLYWdSTt8FWC3Hv42kk/J7f6Gdf8oQQggNqJbDzg+0vSEpQR0paVlJ/YGLSQlkPWDPvO1PSUlwiO11gQeKDyRpQ2BvYH3gG6QkW3AR8IN8rpHAH4rWLQ9sSUpmZ+RlxwGP2B5aXPHOdgNESpYHA5tXeG8n2h4GrEtKiusWrXvX9sbAecBv24gFYON8vMKwsnLltkIuo02BL5Iq2sU+Q2owOAa4DTgbGAwMkTS0Usy2f0eqzG9ne7viA+YbnhOB4flvdVSFsgghhNB77AS8ans92+sAd5fmCkmfBU4CdrC9AfA08MOiY0zLy88n5WVIFfWxOcefAFyVl48EDrc9FNiKVPEsdiipIXooKS++UibmT+W3XNnfDRicz3l63vZk4Es5r309LzuIdA+yEen+4mBJA0mj5O7J514PGEdqKF/R9jq2h5AaBgo+sr01cAHwV+BwYB1gRM7lawN7AVvkY84G9s37LgGMznGNInUkPA7cChyb71mi4h1CCE2ulpXvIyWNB0aTenLXIFUeR9meDGD7zbztDqTea/Lyt0qOtRVws+33bb9LSkbkHvPNgT/nnuwLSZXcgltsz7H9PKnlvi1bA9fZnp2HvT1QYbtvSnqW1Mo9GCh+Huu6op+btSOWJwvlkZUrt42Bh22/aftj4M8l8dxmuxWYCLxue6LtOcAk0jD7tmIuZzipB2EazPO3CiGE0HtNBHaQdKakrWy/U2abTUk55LGce/cnjbwq+Ev++Qxzc9CWwB8BbD8ALCtpaeAx4Dd5JFY/27NKzvUEcIKknwCr2C6tnEP5/PYu8AFwiaRvMHe4/GPAFZIOJvXsA+wI7JffyxhSz/sawFPAAZJOBYbYng68CKwq6dw8ku/dojhuLSrDSbZfs/1h3mdlYHtSz/hT+Vzbk0YCAHxEGl5eWm4hhBB6kZpUvvNw6h2AzXIr7ljSMOoW0jCtUpWWFyu3fgHg7dwiXPi3dtH6D0vO0R5V48it4SOB7XNr+h2k91Zu/+LXlWJ5r+jY21K53KopHHtOyXnmAH3aEXM57fmbhBBC6EVs/51UQZwI/ErSyWU2awHuK8q7g2wfVLS+kIdmM/fxtnJ5rNX2GcB3SUPGR0uaZ2SX7WtJPdQzgXskDS9eXym/5Ur8xsBNpOem787HO5TUa78yME7Ssjm2HxS9n4G277U9itQo/2/gj5L2y50D6wEPkXq2Lynzvsvm4nyeK4vOI9un5m0+zo3opeUWQgihF6lVz/fSwFu238+JdNO8/AnSkLCBAHlYGMC9wBGFnSV9puR4o4DdJC0mqS/pWTJyL/jk/AwXklokrddGbNOBvhXWjQL2lrRgftZruzLbLEWqML8j6XPAl0vW71X084k2YilVqdyeJJXbZyT1AXbv4HGrxVypPO4n9SYsC/P8rUIIIfRS+TGn921fDZwFbJBXFeeK0cAWklbP+ywuac02Dj2KPMQ6NzRPs/2upNXyaK0zScPX56l8S1oVeDEPfb+VNLS8WNn8lkfGLW37TtJkcUPz8tVsj7F9MjCNVAm/BzhM0kJ5mzUlLSFpFeAN2xeTnvPeIA+5X8D2TaTHwTag/e4H9pC0XD7PMvkc1VS7ZwkhhNBkalX5vpvU4zqBNFnLaADbU4FDgL/kodXX5+1PBz4j6bm8fJ5Kr+1n87bjSK3YjxSt3hc4KO83iTRJSTUTgFmSxks6pmTdzaTJzCaSnlV7uHRn2+NJPdKTSJPHPFayySKSxpCekS49flsqldu/SZPUjQH+hzTrabmhgGW1EfNFwF2SHizZZxLwC+DhXLa/6eB7CSGE0HyGAE/mYdEnMvdZ6U9yRc7lI4Drcr4azafnIil1KjAsb38Gaag6wNFFuX8mcFfJfnsBz+V41mLus+JA1fzWF7g9n+9h5ubj/5I0UdJzpAaB8aTe6+eBZ/PyC0k9z9uSesfHkhq9zwFWBB7K8VxBmlStXfJjZycB9+a47mPeR+XK+RNwrKSxShPMhhBCaGItra0xsri7qGim8Boce0mnmWT7kBoJLrN9c3efp4taBw6cUu8YQhObPHkAU6dOr3cYddWv3+K8/XbNv82p6US5lFepXPr37/sMaYKyMP+IHBzqrj15vJmu5xFrbTRLrJ2Ns1oOruWEa6F7nZpb2p8jfQ3aLXWOJ4QQQgghhBBCO8WEHt3I9oAaHntk21vV15w5rUyePKDeYYQmNnPm7HqHEEIITSlycGgEkcdDqC4q36Fbze9DhstplqE1PS3KJYQQulcz5OBmuvZHrCGE7hbDzkMIIYQQQgghhBqLnu/Qrfr3j29EKSfKpbzScpk5czYzZkTLfQghdEaz5JpmiRMi1o6IHB5C26LyHbrNAgu0EDOthq6YPHkAM2bUO4oQQmg+kYNDvUUOD6FtMew8hBBCCCGEEEKosah8NyFJZdsVJf1M0g7dfK5tJW3enccMIYQQ5neSTpXU8N9kEkIIofvEsPNexPbJNTjstsAM4PEaHDuEEELotST1sT2r3nGEEEJoDFH57gGS9gNGAq3ABOAk4DKgPzAVOMD2vyRdAcwE1gJWAQ4A9gc2A8bYHlF0zP8GtgPeAva2PTXvfzvwXj7mN/O22wI/sv01STsCpwGLAC/k7WZImgJcCXwNWAjYE/gAOBSYLenbwA9sP9L9JRRCCCE0pzI5fjbwJrA+8KykX5By/qrA+8Ahtifk3QdJegj4AvBb27+TNAC4C3gU2Bz4N7CL7Zk99qZCCCHURAw7rzFJg4ETgeG21wOOAs4DrrK9LnAN8LuiXT4DDAeOAW4DzgYGA0MkDc3bLAE8a3sD4GHglJLT3gdsKmmJ/PtewPWSPkuq+O+Q930a+GHRftPy8vOBkbanABcAZ9seGhXvEEIIYa4KOR5gTVKu/RGpwXtszvknAFcVHWIt4EvAxsApkhbKy9cAfm97MPA2sHvN30wIIYSai8p37Q0HbrQ9DcD2m6Se7Gvz+j8CWxZtf5vtVmAi8LrtibbnAJOAAXmbOcD1+fXVJfuTh7jdDXxNUh/gq8BfgU2BQcBjksaRetVXKdr1L/nnM0XnCiGEEEJ55XI8wJ9tz86vtyTlemw/ACwraem87g7bH+b93wA+l5dPtj0uv46cHEIIvUQMO6+9FtJQtGqK13+Yf84pel34vdLfq9zxrwcOJw19e8r2dEktwH22v1XhOIXzza5yrhBCCCEklXL8eyXblCrsU5zni3Nv6fLFOhtgCCGExhE937V3P/BNScsCSFqGNHnZ3nn9vqTnujpiAWCP/HqfCvs/BGwAHMzcXvLRwBaSVs+xLC5pzTbONR3o28H4QgghhPlBuRxfahQp1xfmYJlm+90eizCEEELDiMp3jdmeBPwCeFjSeOA3wJHAAZImAN9h7jNi7fUeMFjSM6Qhbz8rc97ZpMnXvpx/YnsqMAK4Lp97NOl5s2puA3aTNE7SVh2MM4QQQui1KuT4UqcCw3LePYP0yFcIIYT5UEtra1sjokNot9aBA6fUO4bQxCZPHsDUqdPrHUZd9eu3OG+//X69w2g4US7lVSqX/v37PgMM6/mIQh1FDg511d4c3kzX84i1Npol1s7GWS0HR893CCGEEEIIIYRQYzGpVug2c+a0MnnygHqHEZrYzJmz294ohBDCp0QODvUWOTyEtkXlO3Sr+X3IcDnNMrSmp0W5hBBC92qGHNxM1/6INYTQ3WLYeQghhBBCCCGEUGPR8x26Vf/+8a1k5US5lFdaLjNnzmbGjGi5DyGEzmiWXNMscULE2hGRw0NoW1S+Q7dZYIEWYqbV0BWTJw9gxox6RxFCCM0ncnCot8jhIbQthp2HEEIIIYQQQgg1FpXvTNKM/HOApH2Klg+T9Ls29h0g6blax9gWSSMknVfvOEIIIYTeQNKukgZVWX+opP06eeyHJMV3sYcQwnwkKt+fNgD4pPJt+2nbR9YvnBBCCCEUk7RgD51qV6Bs5VtSH9sX2L6qJwLpwfccQgihRnrFM9+SBgB3A48CmwLjgcuB04DlgH1tPynpVGCG7bPyfs8BO9ueUnS4M4C1JY0DrgTGAiNt75z3Xw1YEVgZ+LXti0tiWTAfY1tgEeD3ti/saLzA04CBzW1PlbQA8Pe8fQtwAfCFfMijbT9Wco5VgMuA/sBU4ADb/5J0BTATWAtYBTgA2B/YDBhje0Te/3xgI2Ax4Ebbp5Qv/RBCCKE6SUsANwArAQsCPwfOBIbZnpZ7gM+yvW2lXCtpW+AU4DVgKDBI0i15m0WBc2xfJOkwYKDtH+dzjwA2tP0DSd8GjgQWBsYA37c9O49+OwfYmZQjd8kxfB3YRtJJwO7ApcDjwBbArZL6ku8rJK1Oys39gdnAnjm2kbZ3zrGcBzxt+4qS8imbcyVNIeXyHYHzgD91+o8QQgih7npTz/fqpMS5LqliuQ+wJTASOKEDxzkOeMT2UNtnl1m/LvBVUmX1ZEkrlKw/CHjH9kakRHqwpIEdjdf2HOBqUkUcYAdgvO1peb+z8zl2By4pc/zzgKtsrwtcAxQPnf8MMBw4BrgNOBsYDAyRNDRvc6LtYTm+bSStW+YcIYQQQnvsBLxqez3b65AaoKuplGs3JuWnQm/0gbY3BIYBR0paFrgR+EbRsfYCrpe0dn69he2hpApyIccuAYy2vR4wCjjY9uPArcCx+Z7ghbxtP9vb2P7vkpivITW4rwdsTmokaK9qOfcD21vajop3CCE0ud5U+Z5se2KutE4C7rfdCkwkDSXvLn+1PTNXgh8k3QgU2xHYL/ecjwGWBdboZLyXAYVnyQ4k9Y5Dqoifl89xK7BUbn0vthlwbX79R1LFvuC2onO9XhJH4dzflPQsqed/MBWG3YUQQgjtMBHYQdKZkray/U4b21fKtU/anly03ZGSxgOjSb3Ma9ieCrwoadNcGRfwGLA9sCHwVM6f2wOr5uN8BNyeXz9D9fuG60sX5By8ou2bAWx/YLsj37lULed+6nwhhBCaU68Ydp59WPR6TtHvc5j7Pmcxb4PDop04T2sbv7cAP7B9TxvHaTNe2y9Lel3ScGAT5rbQLwBsZntm8QEltTfu4nOVxtEn99SPBDay/VYeqt6ZsgohhBCw/XdJGwJfAX4l6V7mzcmlOaZSrn2vsCAPQ9+BlA/fl/RQ0XGuB74J/A242XarpBbgStvHlwnx49woDalHvNr90XtllrVU2LbN+4525Nxy5wshhNCEelPPd3tMATYAkLQBUG44+HSgtBe52C6SFs2t6dsCT5Wsvwc4TNJC+Txr5mfdOusS0vDzG2zPzsvuBY4obFA0VLzY48De+fW+pOfL22spUrJ/R9LngC93NOgQQgihIA8bf9/21cBZpFw8hdQTDekRqmJt5VqApYG3csV7LdKcKAV/IU2W9i3m9hzfD+whabkc0zJ5fpRq2ronAMD2u8ArknbNx15E0uLAS6Rn0xeRtDSpt71U5NwQQphPzG+V75uAZfJws8NIE5iVmgDMkjRe0jFl1j8J3EEa4vZz26+WrL8EeB54Nk/odiFdG2FwK7Akc4ecQ5osZpikCZKeBw4ts9+RwAGSJgDfAY5q7wltjycNfZtEGvr+WPU9QgghhKqGAE/m/HsicDppktFzJD1C6m0u1lauhfTceJ+c536etwXA9lukXLyK7SfzsueBk4B78z73Acu3EfefgGMljZW0Whvbfoc0DH4CqQH887ZfJk00N4H0TPjY0p0i54YQwvyjpbW1dGRXqKR0tvQeOucw0uRqW/XUObugdeDAKfWOITSxyZMHMHXq9HqHUVf9+i3O22935FHR+UOUS3mVyqV//77PkCYhazr1yLW9ROTgUFftzeHNdD2PWGujWWLtbJzVcnBveua715F0HKmHft+2tg0hhBBCCCGE0Lii8t0Btk/t4fOdQfrO8KYwZ04rkycPqHcYoYnNnFk68jSEML/p6VzbW0QODvUWOTyEtkXlO3Sr+X3IcDnNMrSmp0W5hBBC92qGHNxM1/6INYTQ3eKZ79CdppJmdg0hhFBfqwD96x1E6FGRg0MIoTFUzMFR+Q4hhBBCCCGEEGpsfvuqsRBCCCGEEEIIocdF5TuEEEIIIYQQQqixqHyHEEIIIYQQQgg1FpXvEEIIIYQQQgihxqLyHUIIIYQQQggh1FhUvkMIIYQQQgghhBrrU+8AQuOTtBNwDrAgcIntM0rWLwJcBWwI/B+wl+0ped3xwEHAbOBI2/f0YOg11dlykbQscCOwEXCF7SN6NvLa6kK5fBE4A1gY+Ag41vYDPRp8DXWhXDYGLsqbtQCn2r655yKvra5cX/L6LwDPk8rlrJ6Ku9a68HkZAPwv4LzpaNuH9ljgoVvUIu+2dcwGi3UKMD0vn2V7WD1jrZa3JW0IXAEsBtwJHGW7S9/jW6M4HwKWB2bmRTvafqMrcXYx1oo5vxZlWsNYH6KxyrXiPUOjXQPaiHUKDXQNKFr/qXuOjpZr9HyHqiQtCPwe+DIwCPiWpEElmx0EvGV7deBs4My87yBgb2AwsBPwh3y8pteVcgE+AH4KjOyhcHtMF8tlGvA120OA/YE/9kzUtdfFcnkOGGZ7KOn/0YWSekXDaRfLpeBs4K5ax9qTuqFcXrA9NP+LineTqUXebecxGyLWov22y5/h7rrprlXePh84BFgj/9upQeME2Lfo2tAdFcRa5fxuLdMaxwqNVa5l7xka8RpQKdai/RrpGlAwzz1HZ8o1Kt+hLRsD/7T9ou2PgD8Bu5RsswtwZX59I7C9pJa8/E+2P7Q9GfhnPl5v0Olysf2e7UdJSbK36Uq5jLX9al4+CVg0t0D2Bl0pl/dtz8rLFwW63PrfQLpyfUHSrsCLpM9Lb9KlcglNrxZ5tz3HbJRYa6Xb87ak5YGlbD+Re2avAnZttDhrqNtzfo3KtCaxdkNMtYi10j1Dw10D6nB/U4t7jg6Xa1S+Q1tWBF4u+v2VvKzsNvk/0TvAsu3ct1l1pVx6s+4ql92BsbY/rFGcPa1L5SJpE0mTgInAoUXJqtl1ulwkLQH8BDitB+LsaV39fzRQ0lhJD0vaqtbBhm5Xi7xbq3xcq3uEVuBeSc9IOqQb4uxqrNWO+Uobx2yEOAsulzRO0k+7qbGuFjm/FmVaq1gLGqpcK9wzNOI1oNr9TUNdA6rcc3S4XKPyHdpS7iJS2jJVaZv27NusulIuvVmXy0XSYNIwn+91Y1z11qVysT3G9mDSc3zHS1q0m+Orl66Uy2nA2bZndHtU9deVcnkN+ILt9YEfAtdKWqqb4wu1VYu8W6t8VKt7hC1sb0Aaynm4pK07H2KbcXR0m65s3x61ur/YNw+b3ir/+04nYitVi5zfiJ9VoOL9ScOVa4V7hoYs1yr3N412Dah0z9Hhco3Kd2jLK8DKRb+vBLxaaZv8rMbSwJvt3LdZdaVcerMulYuklYCbgf1sv1DzaHtOt3xebP8v8B6wTs0i7VldKZdNgF/nSVmOBk6Q1FsmL+x0ueQhvP8HYPsZ4AVgzZpHHLpTLfJurfJxTe4RCkN88/OzN9M9w9FrkbdfycepdsxGiBPb/84/pwPX0gBlWiHn16JMaxVrQ5ZrUWzF9wyNeA2oFGsjXgMq3XN0uFx7xaQ9oaaeAtaQNBD4N2lylH1KtrmVNAHFE8AewAO2WyXdSup1+Q2wAmnSjCd7LPLa6nS59GiUPa8rn5d+wB3A8bYf68GYe0JXymUg8LLtWZJWAQRM6bHIa6sr/48+GU4t6VRghu3zeiLoHtCVz0t/UiV8tqRVSdfdF3su9NANapF3W9pxzIaINQ/vXMD29Px6R+Bn9Yy10gFtvyZpuqRNgTHAfsC5jRZnrkT0sz1N0kLAzsD/dDHOLsVaKefXqExrEmuDlmule4a323HMhoi1Qa8BZe858megQ+UaPd+hqvy8wxHAPaSvr7nB9iRJP5P09bzZpaTnIf5JGuZ4XN53EnADaUr+u4HDbc/u6fdQC10pF/jkKxR+A4yQ9Iq6YcbJRtDFcjkCWB34aX52apyk5Xr4LdREF8tlS2C8pHGk1t/v257Ws++gNrr6/6i36mK5bA1MkDSeNFnMobZ7+4ibXqUWebfSMRsxVuBzwKP5M/wkcIftu+sZK1TN24cBl5AmjHuBLn77Qo3iXAS4R9IEYBypknBxV+Lshlir5fxuLdMaxtqI5Vr2nqERrwGVYqVBrwEdOWa1fVpaW3t7R1wIIYQQQgghhFBf0fMdQgghhBBCCCHUWFS+QwghhBBCCCGEGovKdwghhBBCCCGEUGMx23kIIYQQakrSiaQZYGcDc4Dv2R5T36hCCCGEnhU93yGEEEKoGUmbkb6CZwPb6wI7AC934XjRcRBCCKEpRQILITQESZ8HfgtsBHxI+l7Ko23/vRPHOhq4yPb7HdzvIWCk7adLlvchfcfknsB7efGfbf+io7GFMB9aHphm+0OAwlflSdoIOAdYgvR/fnvgY+B8YBgwC/ih7QcljQC+Ciyatx8u6Vjgm6Sv+7nZ9ik9+aZC85O0LHB//vXzpJEZU/PvG9v+qAvHPhC40/Z/uhZl588jqQX4EfBd4COgFbgP+ElPfvVr/q7mO4DhwKrARMDAwsCDwBHVvqe85Fh9SNeTfjUKt63zP0qKd1zJ8l2A04AWYCHgN7YvkfQN4Hnbf+um848ARubzAFxi+2xJVwM32r6lG87xeeBS21/t6rHCp0XPdwih7vINws3AQ7ZXsz0IOIH0XY+dcTSweIVzLdiJ450OrAAMsT0U2IqUXEuP3SIprqshzOteYGVJf5f0B0nbSFoYuB44yvZ6pN7wmcDhALaHAN8CrpS0aD7OZsD+todL2hFYA9gYGApsKGnrnn1bodnZ/j/bQ/N1/QLg7MLvhYp3F67rB5Iq9LVW7TyHA9sBm+RRJxsDb5IarObRydzYXt8lNVjPyb87l/l6pP+/XyuJpak6ByUtQmo0/Eq+nq0PjMqrvwGs1U3n2Zn0ndI72B5MaqSc3h3HLpYbct6UtEl3HztEz3cIoTFsB3xs+4LCgkKrcq6Y/xr4MqnV/nTb10vaFjgVmAasAzwDfBv4Aami/KCkaba3kzQD+A3wJeBHOVGeRboGPgUcVuiVKyVpceBgYIDtD3Js0/O5kTQAuIvUer8ZsKukzUmNBy3AHbZ/kredYVVz0NUAAAnsSURBVHvJ/HoPYGfbIyRdAXwADCY1OPzQ9u2dLcwQGontGZI2JDVabUeqdP8CeM32U3mbdwEkbQmcm5f9TdJLwJr5UPfZfjO/3jH/G5t/X5JUGS/c8IbQaZJWB24BHgU2AXaWtC5wMqni+g/gQNvvSToN+AqwWN7+MNKIjKHA9ZJmkiq9LwJXkkZ4LAh8DzgDWA04w/bF+dzHkSpsi5J6Mn9WFM8YYFPgX8BuwC6l5ynprT+BVPF+ByDnuV/m8/Qh5c/zSP+XjpK0JPBfOb7RwOG2P5L0CrCO7bclbUrKwztIOh1YGfgCsBLwK9uXlSnSffN7moftjyU9AawuaQfguBzTYGCIpB8D++XNL7R9bsnfaQFSLt+RdH9wmu0b87GOB97Jxxpje7+8z9fze3wDGAesbHvX/N7PAwaRGtdPtn1bvge4EhDwfP67lFqalO/fLCrnv0vaivTZ2ELSqcCuwE7AQaRe/7/n97cI8Cywpu1ZkvqRrm2rl4xQOIF0f/CffJ6ZwCWlwZT7TNpulXQM6X7mY2Ci7W9LGg6cnctvDrCV7fdIn7d9SZ+50I2ihyaE0AgKledyvkG6uSj0jv2XpOXzuvVJvdyDSEPZtrD9O+BVYDvb2+XtlgCes70J8DRwBbBX7l3rQ7pZqmR14F+5wl2JgKtsr09KameShtcNBTaStGuVfQsGANuQhtZeUNTbF0LTsz3b9kN5aPgRpP/X5YaZtpRZVvBe0esW0o1+oZdydduXdmPIIQwiDb0tXNePA7a3vQEwATgqb3eO7Y2AIaRK2E62rydV7PYq7kUHptjelFSxvZRUgd4c+DmApK+QKrKbkPLH5rkxF1Ke+W3u8ZwJ7FrlPEj6DLCQ7WrzKywNPGt7Y2A8cBmwe86NiwOHtKOchpAax7cAfiZpnhFrOZetZPuV0h3zcPThpGHokBoWfmx7iKSNSZW/jUkN29/PDSDF9iT9ndYDvgicLWm5vG4DUs//IGBtSZvmivQfSJX1rZl3xMDJwN25LIYD/51jPwJ4K48cOJN03zEP228A9wAvSbpW0rckLWD7EeBO4Jj895lCGgGwUe4hfwEYYftt4DFSxRzS5JQ3lHk0YDCV75WKfeozmZf/GBiaz31EXnYscEgeibA1qSMA0r3SVu04V+igqHyHEBrdlsB1+eb9deBh0nPhAE/afiUPZRtHqsCWMxu4Kb8WMLnoWfIrSQmnXSQdIGmcpJclrZwXv2R7dH69EWn4/FTbs4Br2nn8G2zPsf0PUg9JtwxTC6HelKxRtGgo8L/ACvm5byT1zT1xo0g33Ehak1QRcZnD3gMcmHurkLRi0U13CN3hhcLIDFIFeRDwuKRxpM/ogLxue0lPkiqv25AqSJXcmn9OBEbbfi/ntTn5s7wjqSI7ltQTujpzR37803ahkvoMlfNdwTwNWZK+knPXS7liC+k58Jvz67WBf9h+If9+Fe3LXbfY/iBXQEcxNz8XLEfuEZ43HI0DHiHN13BfXv6E7X/l11sBN9l+Pzd+30K6Hyi2JXBtvj/4D6mXd1heN9r2a7kCW7g/GEQa8v6S0zPm1xUda0fgxBzXg6Qe7i/kMriatONYYFK5QrA9gtQA8DSpoeaictsB60p6RNJEYG/mfl4uAQ7Irw8ALq+wf3tU+kxOAq6WtC+pQQlSpf+3kn4ALFVU4X+DNIowdLMYdh5CaASTgD0qrKvWE1Y8VHw2la9pHxQllGrHK+efwBck9bU93fblwOWSniMNzYNP98hVUtzTV9qzXdoL2K7JZ0JoAksC5+ahlLNI/6cOId1cnitpMVJP3g6kXqkL8o3pLFKv0IeS5jmg7XslrQ08kdfNID128kbPvKUwHyi9rt9t+zvFG+Se1PNIM/n/Ow/DrjZqqZCz5jBv/ppDyl8tpCHd84ziyMPO25vvALD9pqRZkr5g+1+27wTulHQ3acgzwEzPneisWu6axdwOu47mrpll9nHuaS3V3lzanm3KlVe17VtIowleKF6Yry/tyse2JwATJF1LamD8bpnNrgK+bPs5Sd8l9fZj+2FJ50kqPIZXboK254ENqfJ4TRufyS+RKuO7ACdJWsf26ZJuJY26e0rStrkTYFHS3y50s6h8hxAawQPALyUdXPTc20akYW+jgO9JuhJYhtQKfSzVe4anA31Jz46V+hswQNLqtv8JfIfUm16W7fclXQqcJ+l7tj/IE9MsXGGXMcA5kj4LvEWaNKrwnNrrucJg0nDD4qHse+b3OJA0hL5cb18ITcf2M6Sew1LTyDeeJUaUOcYVpMdFipedQ5otPYRae5x0XV/V9ot5uPQKpB7dOcA0SX2B3UmjnWBuHuqIe0iVoj/l58lXYu4w4EqqnedXwPmS9rH9jtIcKpUaB54H1ii8R1JjViE3TiFV+u4jvcdiu0r6dY5hK+CY4pW2p0paVNLC7tjs8aOACyUVnkHfBdirzDYjJF0DfJY09P0ooHR4esEkUq/7ysArJce7Bzgy74+k9XNPd2E0ziOS1qPMyAZJS5GGcxcqxUOBl/Lr0r/PEsB/JC1EGl7+YtG6q0mfn0rf3PAr4CxJX7P9eh4Wf3DJs/CLUeYzme9bVrL9gNKM7fsCi0tarqjRYAvS6MB/kEZcPFchjtAFMew8hFB3ueV9N+CLkl6QNIk0odmrpCFxE0jDpx4gPQ/W1le3XATcJenBMuf6gDSk68+5d20OaZbbak4EXgOekzSWNFTuyhxf6fFfI0308mCO+Vnbf82rjwNuz+/jtdJdSTc6dwGH5jhDCCHUWR4afhBpYrPxpMr4mrb/j5QLniPlquLJqS4HLslDvSs11pae507gRmB0zk83kEaOVFPtPOeSKo9PSZpAGmI8hpSbSs/9fn6Pf8nn/hC4OK8+FfiDpEdIQ9WLPUXKW08Ap+SyKnU/5RvgKrL9JGlY+FOkZ+TPLxp2X3AjqUF9PPA/pMnIKo5+ye/xiLztI6Qc/k5efRqpMjqx6B4EUi/ysrn8jiENKy/VAhwvyXnY+kmkWejJ7+GE/PcZQHq2/ElSQ8bzJce5hvSM9vUV4r8VuBB4IMf4NCV1uSqfyT7Atfl9PAucmYfzj5T0XF7+NunbKSBNjnlHuThC17S0tsbIxhBCqCel2c5vt31jvWMJIYQQ2iMPaZ5m+7dtbLcR8H3bB1TbridIWtLpGxhaSBXZiSU9x3UjaW/gS/Uup1w2jwBfdZ4pP3Sf6PkOIYQQQggh1ESeuO5Rde770rvbYbl3+nnSEO2L29i+R0g6nzTr/en1joU0Sd6vo+JdG9HzHUIIIYQQQggh1FgjtECFEEIIIYQQQgi9WlS+QwghhBBCCCGEGovKdwghhBBCCCGEUGNR+Q4hhBBCCCGEEGosKt8hhBBCCCGEEEKN/T9P57HR/jJgJAAAAABJRU5ErkJggg==\n",
881
      "text/plain": [
882
       "<Figure size 1080x1080 with 2 Axes>"
883
      ]
884
     },
885
     "metadata": {
886
      "needs_background": "light"
887
     },
888
     "output_type": "display_data"
889
    }
890
   ],
891
   "source": [
892
    "fig, ax = plt.subplots(1, 2, figsize=(15, 15))\n",
893
    "pos_df, neg_df = get_top_markers(vectorizer.get_feature_names(), clf.coef_[0], n_markers=50)\n",
894
    "sns.barplot(x='score', y='markers', data=neg_df, color='b', ax=ax[0])\n",
895
    "sns.barplot(x='score', y='markers', data=pos_df, color='b', ax=ax[1])\n",
896
    "ax[0].set_xlabel('Control Group')\n",
897
    "ax[1].set_xlabel('Treatment Group (Prolonged Stay Class)')\n",
898
    "ax[1].set_ylabel('')\n",
899
    "\n",
900
    "plt.subplots_adjust(wspace = 0.35)\n",
901
    "fig.text(0.5, 0.1, 'Score', ha='center')\n",
902
    "fig.savefig(args.figdir/'ps_markers.tif', dpi=300)"
903
   ]
904
  },
905
  {
906
   "cell_type": "markdown",
907
   "metadata": {},
908
   "source": [
909
    "## Metrics"
910
   ]
911
  },
912
  {
913
   "cell_type": "markdown",
914
   "metadata": {},
915
   "source": [
916
    "Taken from [here](https://www.dataschool.io/simple-guide-to-confusion-matrix-terminology/):\n",
917
    "\n",
918
    "1. Prevalence: `(fn + tp) / total`\n",
919
    "2. Sensitivity: AKA recall, true positive rate `tp / (tp + fn)`\n",
920
    "3. Specificity: AKA true negative rate `tn / (tn + fp)`\n",
921
    "4. Positive Predictive Value (PPV): AKA precision `tp / (tp + fp)`\n",
922
    "5. Negative Predictive Value (NPV): `tn / (tn + fn)`"
923
   ]
924
  },
925
  {
926
   "cell_type": "markdown",
927
   "metadata": {},
928
   "source": [
929
    "### Imminent ICU Admission"
930
   ]
931
  },
932
  {
933
   "cell_type": "code",
934
   "execution_count": null,
935
   "metadata": {
936
    "ExecuteTime": {
937
     "end_time": "2019-07-10T10:15:36.515085Z",
938
     "start_time": "2019-07-10T10:15:35.921533Z"
939
    }
940
   },
941
   "outputs": [],
942
   "source": [
943
    "with open(args.workdir/f'imminent_adm_preds.pkl', 'rb') as f:\n",
944
    "  targs = pickle.load(f)\n",
945
    "  preds = pickle.load(f)\n",
946
    "  probs = pickle.load(f)\n",
947
    "\n",
948
    "fnames = [f'imminent_adm_seed_{seed}.pkl' for seed in range(args.start_seed, args.start_seed + 100)]\n",
949
    "bam = BinaryAvgMetrics(targs, preds, probs)"
950
   ]
951
  },
952
  {
953
   "cell_type": "code",
954
   "execution_count": null,
955
   "metadata": {
956
    "ExecuteTime": {
957
     "end_time": "2019-07-10T10:15:36.796622Z",
958
     "start_time": "2019-07-10T10:15:36.518581Z"
959
    }
960
   },
961
   "outputs": [],
962
   "source": [
963
    "bam.get_avg_metrics(conf=0.95)"
964
   ]
965
  },
966
  {
967
   "cell_type": "code",
968
   "execution_count": null,
969
   "metadata": {
970
    "ExecuteTime": {
971
     "end_time": "2019-07-10T10:15:37.074200Z",
972
     "start_time": "2019-07-10T10:15:36.798743Z"
973
    }
974
   },
975
   "outputs": [],
976
   "source": [
977
    "get_best_model(bam, fnames)"
978
   ]
979
  },
980
  {
981
   "cell_type": "code",
982
   "execution_count": null,
983
   "metadata": {
984
    "ExecuteTime": {
985
     "end_time": "2019-07-10T10:15:37.640657Z",
986
     "start_time": "2019-07-10T10:15:37.075960Z"
987
    },
988
    "scrolled": false
989
   },
990
   "outputs": [],
991
   "source": [
992
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
993
    "plot_mean_roc(ax, bam.targs, bam.probs, is_individual=False)"
994
   ]
995
  },
996
  {
997
   "cell_type": "code",
998
   "execution_count": null,
999
   "metadata": {
1000
    "ExecuteTime": {
1001
     "end_time": "2019-07-10T10:15:38.117222Z",
1002
     "start_time": "2019-07-10T10:15:37.642652Z"
1003
    }
1004
   },
1005
   "outputs": [],
1006
   "source": [
1007
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
1008
    "plot_confusion_matrix(ax, bam.cm_avg, classes=['Delayed', 'Imminent'], normalize=False, title='Confusion matrix')"
1009
   ]
1010
  },
1011
  {
1012
   "cell_type": "markdown",
1013
   "metadata": {},
1014
   "source": [
1015
    "### Prolonged ICU Stay"
1016
   ]
1017
  },
1018
  {
1019
   "cell_type": "code",
1020
   "execution_count": null,
1021
   "metadata": {
1022
    "ExecuteTime": {
1023
     "end_time": "2019-07-10T10:15:38.864076Z",
1024
     "start_time": "2019-07-10T10:15:38.119011Z"
1025
    }
1026
   },
1027
   "outputs": [],
1028
   "source": [
1029
    "with open(args.workdir/f'prolonged_stay_preds.pkl', 'rb') as f:\n",
1030
    "  targs = pickle.load(f)\n",
1031
    "  preds = pickle.load(f)\n",
1032
    "  probs = pickle.load(f)\n",
1033
    "\n",
1034
    "fnames = [f'prolonged_stay_seed_{seed}.pkl' for seed in range(args.start_seed, args.start_seed + 100)]\n",
1035
    "bam = BinaryAvgMetrics(targs, preds, probs)"
1036
   ]
1037
  },
1038
  {
1039
   "cell_type": "code",
1040
   "execution_count": null,
1041
   "metadata": {
1042
    "ExecuteTime": {
1043
     "end_time": "2019-07-10T10:15:39.300809Z",
1044
     "start_time": "2019-07-10T10:15:38.866030Z"
1045
    }
1046
   },
1047
   "outputs": [],
1048
   "source": [
1049
    "bam.get_avg_metrics(conf=0.95)"
1050
   ]
1051
  },
1052
  {
1053
   "cell_type": "code",
1054
   "execution_count": null,
1055
   "metadata": {
1056
    "ExecuteTime": {
1057
     "end_time": "2019-07-10T10:15:39.707763Z",
1058
     "start_time": "2019-07-10T10:15:39.303139Z"
1059
    }
1060
   },
1061
   "outputs": [],
1062
   "source": [
1063
    "get_best_model(bam, fnames)"
1064
   ]
1065
  },
1066
  {
1067
   "cell_type": "code",
1068
   "execution_count": null,
1069
   "metadata": {
1070
    "ExecuteTime": {
1071
     "end_time": "2019-07-10T10:15:40.236927Z",
1072
     "start_time": "2019-07-10T10:15:39.709441Z"
1073
    }
1074
   },
1075
   "outputs": [],
1076
   "source": [
1077
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
1078
    "plot_mean_roc(ax, bam.targs, bam.probs)"
1079
   ]
1080
  },
1081
  {
1082
   "cell_type": "code",
1083
   "execution_count": null,
1084
   "metadata": {
1085
    "ExecuteTime": {
1086
     "end_time": "2019-07-10T10:15:40.550661Z",
1087
     "start_time": "2019-07-10T10:15:40.238468Z"
1088
    }
1089
   },
1090
   "outputs": [],
1091
   "source": [
1092
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
1093
    "plot_confusion_matrix(ax, bam.cm_avg, classes=['Short Stay', 'Prolonged Stay'], normalize=False, title='Confusion matrix')"
1094
   ]
1095
  },
1096
  {
1097
   "cell_type": "markdown",
1098
   "metadata": {},
1099
   "source": [
1100
    "## Full Data"
1101
   ]
1102
  },
1103
  {
1104
   "cell_type": "code",
1105
   "execution_count": null,
1106
   "metadata": {
1107
    "ExecuteTime": {
1108
     "end_time": "2019-07-10T10:15:43.095680Z",
1109
     "start_time": "2019-07-10T10:15:40.552984Z"
1110
    }
1111
   },
1112
   "outputs": [],
1113
   "source": [
1114
    "seed = 643\n",
1115
    "ori_df = pd.read_csv(args.dataset_csv, usecols=args.cols, parse_dates=args.dates)\n",
1116
    "ori_df['relative_charttime'] = (ori_df['charttime'] - ori_df['intime'])\n",
1117
    "\n",
1118
    "ia_df = ori_df.loc[(ori_df['imminent_adm_label'] != -1)][args.imminent_adm_cols + ['relative_charttime']].reset_index(drop=True)\n",
1119
    "\n",
1120
    "ps_df = ori_df.loc[(ori_df['chartinterval'] != 0)][args.prolonged_stay_cols + ['relative_charttime']].reset_index(drop=True)"
1121
   ]
1122
  },
1123
  {
1124
   "cell_type": "code",
1125
   "execution_count": null,
1126
   "metadata": {
1127
    "ExecuteTime": {
1128
     "end_time": "2019-07-10T10:15:43.134506Z",
1129
     "start_time": "2019-07-10T10:15:43.097921Z"
1130
    }
1131
   },
1132
   "outputs": [],
1133
   "source": [
1134
    "interval_hours = 12\n",
1135
    "starting_day = -20\n",
1136
    "ending_day = -1"
1137
   ]
1138
  },
1139
  {
1140
   "cell_type": "markdown",
1141
   "metadata": {},
1142
   "source": [
1143
    "### Predict Imminent ICU Admission"
1144
   ]
1145
  },
1146
  {
1147
   "cell_type": "code",
1148
   "execution_count": null,
1149
   "metadata": {
1150
    "ExecuteTime": {
1151
     "end_time": "2019-07-10T10:15:51.172851Z",
1152
     "start_time": "2019-07-10T10:15:43.136318Z"
1153
    }
1154
   },
1155
   "outputs": [],
1156
   "source": [
1157
    "df = set_group_splits(ia_df.copy(), pct=0.25, group_col='hadm_id', seed=seed)\n",
1158
    "df['prob'] = -1\n",
1159
    "\n",
1160
    "vectorizer = TfidfVectorizer(min_df=args.min_freq, analyzer=str.split, sublinear_tf=True, ngram_range=(2,2))\n",
1161
    "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n",
1162
    "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n",
1163
    "y_train = df.loc[(df['split'] == 'train')]['imminent_adm_label'].to_numpy()\n",
1164
    "y_test = df.loc[(df['split'] == 'test')]['imminent_adm_label'].to_numpy()\n",
1165
    "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape"
1166
   ]
1167
  },
1168
  {
1169
   "cell_type": "code",
1170
   "execution_count": null,
1171
   "metadata": {
1172
    "ExecuteTime": {
1173
     "end_time": "2019-07-10T10:15:51.926605Z",
1174
     "start_time": "2019-07-10T10:15:51.174574Z"
1175
    }
1176
   },
1177
   "outputs": [],
1178
   "source": [
1179
    "from args import ia_params\n",
1180
    "clf = LogisticRegression(**ia_params)\n",
1181
    "\n",
1182
    "clf.fit(x_train, y_train)\n",
1183
    "df.loc[(df['split'] == 'test'), 'prob'] = clf.predict_proba(x_test)[:, 1]"
1184
   ]
1185
  },
1186
  {
1187
   "cell_type": "code",
1188
   "execution_count": null,
1189
   "metadata": {
1190
    "ExecuteTime": {
1191
     "end_time": "2019-07-10T10:15:54.018798Z",
1192
     "start_time": "2019-07-10T10:15:51.928012Z"
1193
    },
1194
    "scrolled": false
1195
   },
1196
   "outputs": [],
1197
   "source": [
1198
    "fig, ax = plt.subplots(figsize=(15, 8))\n",
1199
    "plot_prob(ax, df.loc[(df['split'] == 'test')], args.ia_thresh, starting_day, ending_day, interval_hours)"
1200
   ]
1201
  },
1202
  {
1203
   "cell_type": "code",
1204
   "execution_count": null,
1205
   "metadata": {
1206
    "ExecuteTime": {
1207
     "end_time": "2019-07-10T10:15:54.046264Z",
1208
     "start_time": "2019-07-10T10:15:54.020156Z"
1209
    }
1210
   },
1211
   "outputs": [],
1212
   "source": [
1213
    "scores = clf.coef_[0]/clf.coef_[0].sum()"
1214
   ]
1215
  },
1216
  {
1217
   "cell_type": "code",
1218
   "execution_count": null,
1219
   "metadata": {
1220
    "ExecuteTime": {
1221
     "end_time": "2019-07-10T10:15:54.787008Z",
1222
     "start_time": "2019-07-10T10:15:54.047686Z"
1223
    }
1224
   },
1225
   "outputs": [],
1226
   "source": [
1227
    "fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n",
1228
    "neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), scores, n_words=50)\n",
1229
    "ax[0].imshow(neg_cloud)\n",
1230
    "ax[0].axis('off')\n",
1231
    "ax[0].set_title('Negative Class')\n",
1232
    "ax[1].imshow(pos_cloud)\n",
1233
    "ax[1].axis('off')\n",
1234
    "ax[1].set_title('Positive Class')"
1235
   ]
1236
  },
1237
  {
1238
   "cell_type": "markdown",
1239
   "metadata": {},
1240
   "source": [
1241
    "### Predict Prolonged ICU Stay"
1242
   ]
1243
  },
1244
  {
1245
   "cell_type": "code",
1246
   "execution_count": null,
1247
   "metadata": {
1248
    "ExecuteTime": {
1249
     "end_time": "2019-07-10T10:16:02.744235Z",
1250
     "start_time": "2019-07-10T10:15:54.788349Z"
1251
    }
1252
   },
1253
   "outputs": [],
1254
   "source": [
1255
    "df = set_group_splits(ps_df.copy(), pct=0.25, group_col='hadm_id', seed=seed)\n",
1256
    "df['prob'] = -1\n",
1257
    "\n",
1258
    "vectorizer = TfidfVectorizer(min_df=args.min_freq, analyzer=str.split, sublinear_tf=True, ngram_range=(2,2))\n",
1259
    "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n",
1260
    "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n",
1261
    "y_train = df.loc[(df['split'] == 'train')]['prolonged_stay_label'].to_numpy()\n",
1262
    "y_test = df.loc[(df['split'] == 'test')]['prolonged_stay_label'].to_numpy()\n",
1263
    "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape"
1264
   ]
1265
  },
1266
  {
1267
   "cell_type": "code",
1268
   "execution_count": null,
1269
   "metadata": {
1270
    "ExecuteTime": {
1271
     "end_time": "2019-07-10T10:16:03.623618Z",
1272
     "start_time": "2019-07-10T10:16:02.745782Z"
1273
    }
1274
   },
1275
   "outputs": [],
1276
   "source": [
1277
    "from args import ps_params\n",
1278
    "clf = LogisticRegression(**ps_params)\n",
1279
    "\n",
1280
    "clf.fit(x_train, y_train)\n",
1281
    "df.loc[(df['split'] == 'test'), 'prob'] = clf.predict_proba(x_test)[:, 1]"
1282
   ]
1283
  },
1284
  {
1285
   "cell_type": "code",
1286
   "execution_count": null,
1287
   "metadata": {
1288
    "ExecuteTime": {
1289
     "end_time": "2019-07-10T10:16:06.193065Z",
1290
     "start_time": "2019-07-10T10:16:03.624876Z"
1291
    }
1292
   },
1293
   "outputs": [],
1294
   "source": [
1295
    "fig, ax = plt.subplots(figsize=(15, 8))\n",
1296
    "plot_prob(ax, df.loc[(df['split'] == 'test')], args.ia_thresh, starting_day, ending_day, interval_hours)"
1297
   ]
1298
  },
1299
  {
1300
   "cell_type": "code",
1301
   "execution_count": null,
1302
   "metadata": {
1303
    "ExecuteTime": {
1304
     "end_time": "2019-07-10T10:16:06.234940Z",
1305
     "start_time": "2019-07-10T10:16:06.194274Z"
1306
    }
1307
   },
1308
   "outputs": [],
1309
   "source": [
1310
    "scores = clf.coef_[0]/clf.coef_[0].sum()"
1311
   ]
1312
  },
1313
  {
1314
   "cell_type": "code",
1315
   "execution_count": null,
1316
   "metadata": {
1317
    "ExecuteTime": {
1318
     "end_time": "2019-07-10T10:16:07.027190Z",
1319
     "start_time": "2019-07-10T10:16:06.236125Z"
1320
    }
1321
   },
1322
   "outputs": [],
1323
   "source": [
1324
    "fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n",
1325
    "neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), scores, n_words=50)\n",
1326
    "ax[0].imshow(neg_cloud)\n",
1327
    "ax[0].axis('off')\n",
1328
    "ax[0].set_title('Negative Class')\n",
1329
    "ax[1].imshow(pos_cloud)\n",
1330
    "ax[1].axis('off')\n",
1331
    "ax[1].set_title('Positive Class')"
1332
   ]
1333
  }
1334
 ],
1335
 "metadata": {
1336
  "kernelspec": {
1337
   "display_name": "Python 3",
1338
   "language": "python",
1339
   "name": "python3"
1340
  },
1341
  "language_info": {
1342
   "codemirror_mode": {
1343
    "name": "ipython",
1344
    "version": 3
1345
   },
1346
   "file_extension": ".py",
1347
   "mimetype": "text/x-python",
1348
   "name": "python",
1349
   "nbconvert_exporter": "python",
1350
   "pygments_lexer": "ipython3",
1351
   "version": "3.7.4"
1352
  },
1353
  "toc": {
1354
   "base_numbering": 1,
1355
   "nav_menu": {},
1356
   "number_sections": true,
1357
   "sideBar": true,
1358
   "skip_h1_title": true,
1359
   "title_cell": "Table of Contents",
1360
   "title_sidebar": "Contents",
1361
   "toc_cell": false,
1362
   "toc_position": {},
1363
   "toc_section_display": true,
1364
   "toc_window_display": false
1365
  }
1366
 },
1367
 "nbformat": 4,
1368
 "nbformat_minor": 2
1369
}