k-fold-deep-hit-single-survival-best.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "# For preprocessing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn_pandas import DataFrameMapper \n",
    "from pycox.evaluation import EvalSurv\n",
    "from pycox.models import DeepHitSingle\n",
    "\n",
    "import torch # For building the networks \n",
    "from sklearn.model_selection import KFold, GridSearchCV\n",
    "from estimators import DeepHitSingleEstimator\n",
    "import torchtuples as tt \n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hyper-parameters\n",
    "test_size = 0.2\n",
    "train_size = 0.8\n",
    "assert test_size + train_size == 1, \"total size is not equal to 1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We also set some seeds to make this reproducable.\n",
    "# Note that on gpu, there is still some randomness.\n",
    "seed = 1234\n",
    "np.random.seed(seed)\n",
    "torch.manual_seed(seed);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "We load data from an Iranian Institution\n",
    "\n",
    "The `time` column gives the observed times and the `event` column contains indicators of whether the observation is an event (1) or a censored observation (0)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>event</th>\n",
       "      <th>time</th>\n",
       "      <th>diagnosic-age</th>\n",
       "      <th>edjucation</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>G</th>\n",
       "      <th>AB</th>\n",
       "      <th>BF</th>\n",
       "      <th>FH</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>stage</th>\n",
       "      <th>Path</th>\n",
       "      <th>Grade</th>\n",
       "      <th>LVI</th>\n",
       "      <th>hormone subgroup</th>\n",
       "      <th>CT</th>\n",
       "      <th>RT</th>\n",
       "      <th>HT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>334.2</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>328.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>310.4</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>309.7</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>299.6</td>\n",
       "      <td>47</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   event   time  diagnosic-age  edjucation  marital-status  G  AB  BF  FH  \\\n",
       "0      0  334.2             46           2               2  2   1   1   0   \n",
       "1      0  328.9             35           1               2  2   0   1   0   \n",
       "2      0  310.4             41           2               2  2   0   1   0   \n",
       "3      0  309.7             48           2               2  1   0   1   0   \n",
       "4      1  299.6             47           4               2  3   0   2   2   \n",
       "\n",
       "   Surgery  T  N  stage  Path  Grade  LVI  hormone subgroup  CT  RT  HT  \n",
       "0        2  1  2      3     1      2    0                 2   1   1   1  \n",
       "1        1  3  0      2     1      2    0                 4   1   1   1  \n",
       "2        2  1  2      3     1      2    1                 2   1   1   1  \n",
       "3        2  2  0      2     1      2    0                 2   1   0   1  \n",
       "4        2  2  0      2     1      2    0                 2   1   1   1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset_fp ='finaldata-June26.csv'\n",
    "df = pd.read_csv(train_dataset_fp)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "s = sns.displot(df, x=\"time\", hue=\"hormone subgroup\", multiple=\"stack\")\n",
    "s.set(xlabel='time(months)', ylabel='number of patients')\n",
    "plt.gcf().set_size_inches(15, 12)\n",
    "sns.move_legend(s, \"center\", bbox_to_anchor=(.66, .66))  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train-Test-Spilit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train, df_test = train_test_split(df, test_size=test_size, random_state=seed, stratify=df[\"hormone subgroup\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature transforms\n",
    "\n",
    "\n",
    "The dataset has 18 covariates.\n",
    "We will standardize the 12 categorical covariates, and leave the binary covariates as is.\n",
    "Note that PyTorch require variables of type `'float32'`.\n",
    "\n",
    "Here we use the `sklearn_pandas.DataFrameMapper` to make feature mappers, but this has nothing to do the the `pycox` package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_standardize = ['diagnosic-age',\n",
    "                    'edjucation', \n",
    "                    'G',\n",
    "                    'BF',\n",
    "                    'FH',\n",
    "                    'T',\n",
    "                    'N',\n",
    "                    'stage',\n",
    "                    'Grade',\n",
    "                    'CT','RT','hormone subgroup']\n",
    "cols_leave = ['marital-status', 'AB', 'Path', 'LVI', 'Surgery', 'HT']\n",
    "\n",
    "standardize = [([col], StandardScaler()) for col in cols_standardize]\n",
    "leave = [(col, None) for col in cols_leave]\n",
    "\n",
    "x_mapper = DataFrameMapper(standardize + leave)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply scalar transformation!\n",
    "x_train = x_mapper.fit_transform(df_train).astype('float32')\n",
    "x_test = x_mapper.transform(df_test).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 101), (2, 435), (3, 54), (4, 126)]\n",
      "[(1, 402), (2, 1740), (3, 216), (4, 506)]\n"
     ]
    }
   ],
   "source": [
    "# Checking the distribution of `hormone subgroup`\n",
    "feature_index = 11 # hormone subgroup\n",
    "\n",
    "def get_feature_distribution(feature_index, dataset):\n",
    "    filtered_individuals = defaultdict(list)\n",
    "    dataset_reverse = standardize[feature_index][1].inverse_transform(dataset)\n",
    "\n",
    "    for i in range(len(dataset)):\n",
    "        individual = dataset_reverse[i]\n",
    "        filtered_individuals[int(individual[feature_index])].append(i)\n",
    "    print(sorted([(k, len(v)) for k, v in filtered_individuals.items()]))\n",
    "    return filtered_individuals\n",
    "get_feature_distribution(feature_index, x_test);\n",
    "get_feature_distribution(feature_index, x_train);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Label transforms\n",
    "\n",
    "The survival methods require individual label transforms, so we have included a proposed `label_transform` for each method.\n",
    "For most of them the `label_transform` is just a shorthand for the class `pycox.preprocessing.label_transforms.LabTransDiscreteTime`.\n",
    "\n",
    "The `LogisticHazard` is a discrete-time method, meaning it requires discretization of the event times to be applied to continuous-time data.\n",
    "We let `num_durations` define the size of this (equidistant) discretization grid, meaning our network will have `num_durations` output nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1], dtype=int64), array([3146,  434], dtype=int64))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# events!\n",
    "np.unique(df['event'], return_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pycox.preprocessing.label_transforms.LabTransDiscreteTime at 0x1ce89d30c40>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_durations = 10 # discretization\n",
    "\n",
    "label_translator = DeepHitSingle.label_transform(num_durations)\n",
    "\n",
    "\n",
    "get_features = lambda df: (df['time'].values, df['event'].values)\n",
    "label_translator.fit(*get_features(df_train))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `label_translator.cuts` contains the discretization grid. This will later be used to obtain the right time-scale for survival predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.        ,  37.13333333,  74.26666667, 111.4       ,\n",
       "        148.53333333, 185.66666667, 222.8       , 259.93333333,\n",
       "        297.06666667, 334.2       ]),\n",
       " 10)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_translator.cuts, len(label_translator.cuts)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, `y_train` is a tuple with the indices of the discretized times, in addition to event indicators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['event', 'time', 'diagnosic-age', 'edjucation', 'marital-status', 'G',\n",
       "       'AB', 'BF', 'FH', 'Surgery', 'T', 'N', 'stage', 'Path', 'Grade', 'LVI',\n",
       "       'hormone subgroup', 'CT', 'RT', 'HT'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-Fold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {  # search params\n",
    "        'learning_rate': [0.1, 0.01, 0.001],\n",
    "        'num_nodes': [[32, 32], [32, 64], [32, 64, 128], [32, 64, 128, 256]],\n",
    "        'dropout': [0.0, 0.1, 0.2, 0.3],\n",
    "        'batch_size': [256],\n",
    "    }\n",
    "\n",
    "cv = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = DeepHitSingleEstimator(label_translator, x_train.shape[1])\n",
    "gs = GridSearchCV(estimator, params, refit=True, cv=KFold(n_splits=cv), verbose=1, n_jobs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "stack = lambda duration, event:np.hstack([duration.reshape((-1, 1)), event.reshape((-1, 1))])\n",
    "y_train = stack(*get_features(df_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 48 candidates, totalling 240 fits\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=DeepHitSingleEstimator(in_features=18,\n",
       "                                              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;),\n",
       "             n_jobs=5,\n",
       "             param_grid={&#x27;batch_size&#x27;: [256], &#x27;dropout&#x27;: [0.0, 0.1, 0.2, 0.3],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;num_nodes&#x27;: [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=DeepHitSingleEstimator(in_features=18,\n",
       "                                              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;),\n",
       "             n_jobs=5,\n",
       "             param_grid={&#x27;batch_size&#x27;: [256], &#x27;dropout&#x27;: [0.0, 0.1, 0.2, 0.3],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;num_nodes&#x27;: [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: DeepHitSingleEstimator</label><div class=\"sk-toggleable__content\"><pre>DeepHitSingleEstimator(in_features=18,\n",
       "                       label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DeepHitSingleEstimator</label><div class=\"sk-toggleable__content\"><pre>DeepHitSingleEstimator(in_features=18,\n",
       "                       label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=DeepHitSingleEstimator(in_features=18,\n",
       "                                              label_translator=<pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40>),\n",
       "             n_jobs=5,\n",
       "             param_grid={'batch_size': [256], 'dropout': [0.0, 0.1, 0.2, 0.3],\n",
       "                         'learning_rate': [0.1, 0.01, 0.001],\n",
       "                         'num_nodes': [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gs.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7399825860957978 {'batch_size': 256, 'dropout': 0.0, 'learning_rate': 0.1, 'num_nodes': [32, 64, 128, 256]}\n"
     ]
    }
   ],
   "source": [
    "print(gs.best_score_, gs.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7651818681750334"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "durations_test, events_test = get_features(df_test)\n",
    "\n",
    "gs.score(x_test, np.hstack([durations_test.reshape((-1, 1)), events_test.reshape((-1, 1))]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = DeepHitSingleEstimator(label_translator, x_train.shape[1], **gs.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:\t[0s / 0s],\t\ttrain_loss: 3.3056,\tval_loss: 22.9619\n",
      "1:\t[0s / 0s],\t\ttrain_loss: 1.1600,\tval_loss: 0.6995\n",
      "2:\t[0s / 0s],\t\ttrain_loss: 0.5865,\tval_loss: 1.3604\n",
      "3:\t[0s / 0s],\t\ttrain_loss: 0.8744,\tval_loss: 0.5308\n",
      "4:\t[0s / 0s],\t\ttrain_loss: 0.6424,\tval_loss: 0.3370\n",
      "5:\t[0s / 0s],\t\ttrain_loss: 0.5176,\tval_loss: 0.3708\n",
      "6:\t[0s / 0s],\t\ttrain_loss: 0.5619,\tval_loss: 0.3258\n",
      "7:\t[0s / 0s],\t\ttrain_loss: 0.4716,\tval_loss: 0.4203\n",
      "8:\t[0s / 1s],\t\ttrain_loss: 0.5512,\tval_loss: 0.3186\n",
      "9:\t[0s / 1s],\t\ttrain_loss: 0.4508,\tval_loss: 0.2949\n",
      "10:\t[0s / 1s],\t\ttrain_loss: 0.4341,\tval_loss: 0.3917\n",
      "11:\t[0s / 1s],\t\ttrain_loss: 0.4879,\tval_loss: 0.3617\n",
      "12:\t[0s / 1s],\t\ttrain_loss: 0.4580,\tval_loss: 0.3413\n",
      "13:\t[0s / 1s],\t\ttrain_loss: 0.4583,\tval_loss: 0.3534\n",
      "14:\t[0s / 1s],\t\ttrain_loss: 0.4910,\tval_loss: 0.3303\n",
      "15:\t[0s / 2s],\t\ttrain_loss: 0.4187,\tval_loss: 0.3043\n",
      "16:\t[0s / 2s],\t\ttrain_loss: 0.4056,\tval_loss: 0.3244\n",
      "17:\t[0s / 2s],\t\ttrain_loss: 0.3593,\tval_loss: 0.2999\n",
      "18:\t[0s / 2s],\t\ttrain_loss: 0.4079,\tval_loss: 0.3447\n",
      "19:\t[0s / 2s],\t\ttrain_loss: 0.4078,\tval_loss: 0.3373\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DeepHitSingleEstimator(in_features=18,\n",
       "                       label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;,\n",
       "                       learning_rate=0.1, num_nodes=[32, 64, 128, 256])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DeepHitSingleEstimator</label><div class=\"sk-toggleable__content\"><pre>DeepHitSingleEstimator(in_features=18,\n",
       "                       label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40&gt;,\n",
       "                       learning_rate=0.1, num_nodes=[32, 64, 128, 256])</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "DeepHitSingleEstimator(in_features=18,\n",
       "                       label_translator=<pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x000001CE89D30C40>,\n",
       "                       learning_rate=0.1, num_nodes=[32, 64, 128, 256])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator.fit(x_train, y_train, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.582397150862859"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator.score_split(x_test, durations_test, events_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MLPVanilla(\n",
       "  (net): Sequential(\n",
       "    (0): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=18, out_features=32, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=32, out_features=64, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (2): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=64, out_features=128, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (3): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=128, out_features=256, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (4): Linear(in_features=256, out_features=10, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = estimator.model\n",
    "log = model.log\n",
    "model.net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA7T0lEQVR4nO3deXwV9b3/8fecNXvCloRIWMsmYEREilSrEFmsFNxFfq3UrbVgaym31v7cbeWqLaVaxN7fraKtoLUVtGK1ioIWERfAXYo0bEIA0ewkZ5vfH2chCVnOydmSnNfz8ZjHzJmZM+c7mXM4b77zOTOGaZqmAAAAEsSS7AYAAIDUQvgAAAAJRfgAAAAJRfgAAAAJRfgAAAAJRfgAAAAJRfgAAAAJRfgAAAAJZUt2A5rz+Xzav3+/srOzZRhGspsDAADCYJqmqqurVVRUJIul7b6NThc+9u/fr+Li4mQ3AwAAdMDevXvVr1+/NtfpdOEjOztbkr/xOTk5SW4NAAAIR1VVlYqLi0Pf423pdOEjeKolJyeH8AEAQBcTTskEBacAACChCB8AACChCB8AACChOl3NBwCg+zFNUx6PR16vN9lNQRTsdrusVmvU2yF8AADiyuVy6cCBA6qrq0t2UxAlwzDUr18/ZWVlRbUdwgcAIG58Pp/KyspktVpVVFQkh8PBBSS7KNM0dfjwYe3bt09Dhw6NqgeE8AEAiBuXyyWfz6fi4mJlZGQkuzmIUp8+fbRr1y653e6owgcFpwCAuGvvctvoGmLVa8W7AQAAJBThAwAAJBThAwCAOBs4cKCWLl0ak22tX79ehmGooqIiJttLBgpOAQBowVlnnaWTTz45JqHh7bffVmZmZvSN6iZSJ3xU7ZfefFAyLNI5dya7NQCALs40TXm9Xtls7X+V9unTJwEt6jpS57RLQ430xgPSOyuS3RIASGmmaarO5UnKYJpmWG2cN2+eNmzYoN/97ncyDEOGYWjFihUyDEP/+Mc/NG7cODmdTv3rX//Szp07NWvWLBUUFCgrK0vjx4/Xyy+/3GR7zU+7GIah//3f/9X555+vjIwMDR06VM8++2yH/6Z/+9vfNGrUKDmdTg0cOFC/+c1vmix/8MEHNXToUKWlpamgoEAXXXRRaNlf//pXjRkzRunp6erVq5dKS0tVW1vb4baEI3V6PjJ6+scNlZLXI1lTZ9cBoDM56vbqxFtfTMprf3znNGU42v/3/3e/+53+/e9/a/To0brzTn9v+UcffSRJ+vnPf65f//rXGjx4sHr06KG9e/fq3HPP1a9+9Ss5nU499thjmjlzprZv367+/fu3+hp33HGH7r33Xt1333164IEHNHfuXO3evVs9e/aMaJ/effddXXLJJbr99tt16aWX6o033tAPf/hD9erVS/PmzdM777yjH/3oR/rTn/6k008/XV9++aVef/11SdKBAwc0Z84c3XvvvTr//PNVXV2t119/PeyQ1lGp8w2clndsur5SyuyVtKYAADq33NxcORwOZWRkqLCwUJL06aefSpLuvPNOnXPOOaF1e/bsqZKSktDju+66S6tXr9azzz6rBQsWtPoa8+bN05w5cyRJd999t+6//3699dZbmj59ekRtXbJkiaZMmaJbbrlFkjRs2DB9/PHHuu+++zRv3jzt2bNHmZmZOu+885Sdna0BAwZo7Nixkvzhw+Px6IILLtCAAQMkSWPGjIno9TsidcKH1SY5c/09H0e/JHwAQJKk2636+M5pSXvtaJ166qlNHtfU1Oj222/X2rVrQ1/mR48e1Z49e9rczkknnRSazszMVE5Ojg4dOhRxez755BPNmjWrybxJkyZp6dKl8nq9OuecczRgwAANHjxY06dP1/Tp00One0pKSjRlyhSNGTNG06ZN09SpU3XRRRepR48eEbcjEqlT8yFJ6Xn+8dGvktoMAEhlhmEow2FLyhCLK3Q2/9XKokWLtHr1at199916/fXXtW3bNo0ZM0Yul6vN7djt9uP+Lj6fL+r2NZedna0tW7Zo1apV6tu3r2699VaVlJSooqJCVqtVL730kv7xj3/oxBNP1AMPPKDhw4errKws5u1oLLXCR7Duo+7L5LYDANDpORwOeb3edtfbuHGj5s2bp/PPP19jxoxRYWGhdu3aFf8GBowcOVIbN248rk3Dhg0L3X/FZrOptLRU9957r95//33t2rVLr7zyiiR/6Jk0aZLuuOMObd26VQ6HQ6tXr45rm1PntIskpQe6kej5AAC0Y+DAgdq8ebN27dqlrKysVnslhg4dqqefflozZ86UYRi65ZZb4tKD0Zqf/vSnGj9+vO666y5deuml2rRpk37/+9/rwQcflCQ999xz+s9//qMzzzxTPXr00PPPPy+fz6fhw4dr8+bNWrdunaZOnar8/Hxt3rxZhw8f1siRI+Pa5tTq+QiFD3o+AABtW7RokaxWq0488UT16dOn1RqOJUuWqEePHjr99NM1c+ZMTZs2TaecckrC2nnKKafoL3/5i5544gmNHj1at956q+68807NmzdPkpSXl6enn35akydP1siRI/XQQw9p1apVGjVqlHJycvTaa6/p3HPP1bBhw3TzzTfrN7/5jWbMmBHXNhtmvH9PE6Gqqirl5uaqsrJSOTk5sd342kXS2/9POvO/pMk3x3bbAIDj1NfXq6ysTIMGDVJaWlqym4MotXU8I/n+TtGeD067AACQLKkVPig4BQB0cj/4wQ+UlZXV4vCDH/wg2c2LCQpOAQDoRO68804tWrSoxWUxL0dIkhQNH/R8AAA6p/z8fOXn5ye7GXGVWqdd0gOnXej5AAAgaVIsfAR7PiqS2gwAAFJZaoWP0J1tqySvO7ltAQAgRaVW+EjLPTZN7wcAAEmRWuHDYj0WQCg6BQAgKVIrfEgUnQIAEmLgwIFaunRpWOsahqE1a9bEtT2dSQqGD671AQBAMqVe+OAqpwAAJFXqhQ96PgAguUxTctUmZwjzXqr/8z//o6KiIvl8vibzZ82apSuvvFI7d+7UrFmzVFBQoKysLI0fP14vv/xyzP5EH3zwgSZPnqz09HT16tVL1157rWpqakLL169fr9NOO02ZmZnKy8vTpEmTtHv3bknSe++9p7PPPlvZ2dnKycnRuHHj9M4778SsbbGQWlc4lRrVfNDzAQBJ4a6T7i5Kzmv/Yr/kyGx3tYsvvljXX3+9Xn31VU2ZMkWS9OWXX+qFF17Q888/r5qaGp177rn61a9+JafTqccee0wzZ87U9u3b1b9//6iaWFtbq2nTpmnixIl6++23dejQIV199dVasGCBVqxYIY/Ho9mzZ+uaa67RqlWr5HK59NZbb8kwDEnS3LlzNXbsWC1fvlxWq1Xbtm2T3W6Pqk2xloLhg54PAEDbevTooRkzZmjlypWh8PHXv/5VvXv31tlnny2LxaKSkpLQ+nfddZdWr16tZ599VgsWLIjqtVeuXKn6+no99thjysz0B6Xf//73mjlzpu655x7Z7XZVVlbqvPPO05AhQyRJI0eODD1/z549+q//+i+NGDFCkjR06NCo2hMPhA8AQGLZM/w9EMl67TDNnTtX11xzjR588EE5nU49/vjjuuyyy2SxWFRTU6Pbb79da9eu1YEDB+TxeHT06FHt2bMn6iZ+8sknKikpCQUPSZo0aZJ8Pp+2b9+uM888U/PmzdO0adN0zjnnqLS0VJdccon69u0rSVq4cKGuvvpq/elPf1JpaakuvvjiUEjpLFKv5oOCUwBILsPwn/pIxhA4NRGOmTNnyjRNrV27Vnv37tXrr7+uuXPnSpIWLVqk1atX6+6779brr7+ubdu2acyYMXK5XPH6qzXxyCOPaNOmTTr99NP15JNPatiwYXrzzTclSbfffrs++ugjfetb39Irr7yiE088UatXr05Iu8KVeuGDng8AQBjS0tJ0wQUX6PHHH9eqVas0fPhwnXLKKZKkjRs3at68eTr//PM1ZswYFRYWateuXTF53ZEjR+q9995TbW1taN7GjRtlsVg0fPjw0LyxY8fqpptu0htvvKHRo0dr5cqVoWXDhg3TT37yE/3zn//UBRdcoEceeSQmbYuVFAwfXGQMABCeuXPnau3atXr44YdDvR6Sv47i6aef1rZt2/Tee+/p8ssvP+6XMdG8Zlpamq644gp9+OGHevXVV3X99dfrO9/5jgoKClRWVqabbrpJmzZt0u7du/XPf/5TO3bs0MiRI3X06FEtWLBA69ev1+7du7Vx40a9/fbbTWpCOoMUrPnI848JHwCAdkyePFk9e/bU9u3bdfnll4fmL1myRFdeeaVOP/109e7dWzfeeKOqqqpi8poZGRl68cUX9eMf/1jjx49XRkaGLrzwQi1ZsiS0/NNPP9Wjjz6qI0eOqG/fvpo/f76+//3vy+Px6MiRI/rud7+rgwcPqnfv3rrgggt0xx13xKRtsWKYZpg/ek6Qqqoq5ebmqrKyUjk5ObF/gbovpXsH+advPizZHLF/DQCAJKm+vl5lZWUaNGiQ0tLSkt0cRKmt4xnJ93fqnXZJy5MUKDii9wMAgIRLvfBhsXDqBQCQMI8//riysrJaHEaNGpXs5iVF6tV8SP6i06NfcZVTAEDcffvb39aECRNaXNbZrjyaKCkaPvi5LQAgMbKzs5WdnZ3sZnQqqXfaRToWPrjQGAAkRCf7bQM6KFbHMTXDRwbX+gCARAieVqirq0tySxALwSu4Wq3WqLbDaRcAQNxYrVbl5eXp0KFDkvzXqDAiuMQ5Og+fz6fDhw8rIyNDNlt08SFFw0ew54PTLgAQb4WFhZIUCiDouiwWi/r37x91gEzR8EHPBwAkimEY6tu3r/Lz8+V2u5PdHETB4XDIYom+YiM1wwd3tgWAhLNarVHXCqB7iCi+LF68WOPHj1d2drby8/M1e/Zsbd++vck69fX1mj9/vnr16qWsrCxdeOGFOnjwYEwbHbXQRcYqktkKAABSUkThY8OGDZo/f77efPNNvfTSS3K73Zo6dWqT2/7+5Cc/0d///nc99dRT2rBhg/bv368LLrgg5g2PCqddAABImqhuLHf48GHl5+drw4YNOvPMM1VZWak+ffpo5cqVuuiiiyRJn376qUaOHKlNmzbp61//ervbjPuN5STpyzLp/pMle4b0fw/E5zUAAEghCbuxXGVlpSSpZ09/DcW7774rt9ut0tLS0DojRoxQ//79tWnTpha30dDQoKqqqiZD3AV7Ptx1krs+/q8HAABCOhw+fD6fbrjhBk2aNEmjR4+WJJWXl8vhcCgvL6/JugUFBSovL29xO4sXL1Zubm5oKC4u7miTwpeWKxmBoidOvQAAkFAdDh/z58/Xhx9+qCeeeCKqBtx0002qrKwMDXv37o1qe2ExDO5sCwBAknTop7YLFizQc889p9dee039+vULzS8sLJTL5VJFRUWT3o+DBw+GLjLTnNPplNPp7EgzopPeQ6o7QvgAACDBIur5ME1TCxYs0OrVq/XKK69o0KBBTZaPGzdOdrtd69atC83bvn279uzZo4kTJ8amxbHCVU4BAEiKiHo+5s+fr5UrV+qZZ55RdnZ2qI4jNzdX6enpys3N1VVXXaWFCxeqZ8+eysnJ0fXXX6+JEyeG9UuXhOLntgAAJEVE4WP58uWSpLPOOqvJ/EceeUTz5s2TJP32t7+VxWLRhRdeqIaGBk2bNk0PPvhgTBobU1zlFACApIgofIRzSZC0tDQtW7ZMy5Yt63CjEoKeDwAAkiL6u8N0VaHwQc8HAACJRPig5wMAgIQifHBzOQAAEip1wwcFpwAAJEXqhg9OuwAAkBQpHD64yBgAAMmQwuEj0PPhqZfcR5PbFgAAUkjqhg9ntmQJXOaEUy8AACRM6oYPwzjW+0HRKQAACZO64UOi6BQAgCRI8fBB0SkAAImW4uGDng8AABKN8CERPgAASKDUDh9c5RQAgIRL7fCRnucf0/MBAEDCpHj4CBacEj4AAEiUFA8f1HwAAJBohA+Jmg8AABIotcNHBqddAABItNQOH41Pu5hmctsCAECKSPHwEej58DZI7rrktgUAgBSR2uHDkSlZ7P5pTr0AAJAQqR0+DIMLjQEAkGCpHT4kfm4LAECCET4IHwAAJBThI3SVU067AACQCIQPej4AAEgowkcGVzkFACCRCB+hno+KpDYDAIBUQfjgtAsAAAlF+KDgFACAhCJ80PMBAEBCET64wikAAAlF+ODOtgAAJBThIxg+fG7JVZvctgAAkAIIH/YMyer0T1N0CgBA3BE+DIOiUwAAEojwIVF0CgBAAhE+JHo+AABIIMKH1Ch80PMBAEC8ET4kej4AAEggwofEzeUAAEggwodEwSkAAAlE+JA47QIAQAIRPiTubAsAQAIRPiR6PgAASCDCh0T4AAAggQgf0rGCU+5sCwBA3BE+pEZ3tvVIDdXJbQsAAN0c4UOS7OmSLd0/TdEpAABxRfgIou4DAICEIHwEET4AAEgIwkcQVzkFACAhCB9B6Xn+MT0fAADEFeEjKL3Rz20BAEDcED6CqPkAACAhCB9B1HwAAJAQhI8gej4AAEgIwkcQ4QMAgIQgfASFCk457QIAQDwRPoLo+QAAICEIH0GN72zr8yW3LQAAdGOEj6C0PP/Y9EkNVUltCgAA3VnE4eO1117TzJkzVVRUJMMwtGbNmibL582bJ8MwmgzTp0+PVXvjx54m2TP805x6AQAgbiIOH7W1tSopKdGyZctaXWf69Ok6cOBAaFi1alVUjUwYik4BAIg7W6RPmDFjhmbMmNHmOk6nU4WFhR1uVNKk95Cq9tHzAQBAHMWl5mP9+vXKz8/X8OHDdd111+nIkSOtrtvQ0KCqqqomQ9JkBH7xUkf4AAAgXmIePqZPn67HHntM69at0z333KMNGzZoxowZ8nq9La6/ePFi5ebmhobi4uJYNyl8/NwWAIC4i/i0S3suu+yy0PSYMWN00kknaciQIVq/fr2mTJly3Po33XSTFi5cGHpcVVWVvABC+AAAIO7i/lPbwYMHq3fv3vrss89aXO50OpWTk9NkSBoKTgEAiLu4h499+/bpyJEj6tu3b7xfKnr0fAAAEHcRn3apqalp0otRVlambdu2qWfPnurZs6fuuOMOXXjhhSosLNTOnTv1s5/9TF/72tc0bdq0mDY8LoJXOa2j5wMAgHiJOHy88847Ovvss0OPg/UaV1xxhZYvX673339fjz76qCoqKlRUVKSpU6fqrrvuktPpjF2r44WeDwAA4i7i8HHWWWfJNM1Wl7/44otRNSip0hvd3wUAAMQF93ZpLNTzwWkXAADihfDRWCh8VHBnWwAA4oTw0VgwfMiU6iuS2RIAALotwkdjNofkyPJPU/cBAEBcED6ao+gUAIC4Inw0l57nHxM+AACIC8JHc1zrAwCAuCJ8NMdVTgEAiCvCR3P0fAAAEFeEj+a4sy0AAHFF+GiOng8AAOKK8NEc4QMAgLgifDRHwSkAAHFF+GiOng8AAOKK8NEcBacAAMQV4aO5YM9HfaXk8ya3LQAAdEOEj+ZCd7aVP4AAAICYInw0Z7VJzhz/NEWnAADEHOGjJdxcDgCAuCF8tISiUwAA4obw0RJ+bgsAQNwQPlrChcYAAIgbwkdL6PkAACBuCB8tIXwAABA3hI+WUHAKAEDcED5aQs8HAABxQ/hoCQWnAADEDeGjJfR8AAAQN4SPloTCR0VSmwEAQHdE+GhJsOC0oVLyepLbFgAAuhnCR0vSco9N11ckrRkAAHRHhI+WWG3HAghFpwAAxBThozUUnQIAEBeEj9aELjRG+AAAIJYIH60J9Xxw2gUAgFgifLSG0y4AAMQF4aM1XOUUAIC4IHy0hp4PAADigvDRGgpOAQCIC8JHayg4BQAgLggfreG0CwAAcUH4aE2o4JTwAQBALBE+WkPPBwAAcUH4aE0wfLiqJY8ruW0BAKAbIXy0Ji1XkuGf5s62AADEDOGjNRbrsTvbcuoFAICYIXy0haucAgAQc4SPtlB0CgBAzBE+2hK6yik9HwAAxArhoy30fAAAEHOEj7ZkcH8XAABijfDRlmDPBwWnAADEDOGjLZx2AQAg5ggfbaHgFACAmCN8tIWeDwAAYo7w0ZaMYPioSGozAADoTggfbaHgFACAmCN8tCUYPty1kqchuW0BAKCbIHy0xZkrGYE/EXUfAADEBOGjLRaLlJbnnyZ8AAAQE4SP9nBnWwAAYorw0R5+bgsAQEwRPtpD+AAAIKYiDh+vvfaaZs6cqaKiIhmGoTVr1jRZbpqmbr31VvXt21fp6ekqLS3Vjh07YtXexOMqpwAAxFTE4aO2tlYlJSVatmxZi8vvvfde3X///XrooYe0efNmZWZmatq0aaqvr4+6sUlBzwcAADFli/QJM2bM0IwZM1pcZpqmli5dqptvvlmzZs2SJD322GMqKCjQmjVrdNlll0XX2mSg4BQAgJiKac1HWVmZysvLVVpaGpqXm5urCRMmaNOmTbF8qcSh5wMAgJiKuOejLeXl5ZKkgoKCJvMLCgpCy5praGhQQ8Oxq4dWVVXFsknRI3wAABBTSf+1y+LFi5WbmxsaiouLk92kpggfAADEVEzDR2FhoSTp4MGDTeYfPHgwtKy5m266SZWVlaFh7969sWxS9AgfAADEVEzDx6BBg1RYWKh169aF5lVVVWnz5s2aOHFii89xOp3KyclpMnQqFJwCABBTEdd81NTU6LPPPgs9Lisr07Zt29SzZ0/1799fN9xwg375y19q6NChGjRokG655RYVFRVp9uzZsWx34gR7PjxHJfdRyZ6e3PYAANDFRRw+3nnnHZ199tmhxwsXLpQkXXHFFVqxYoV+9rOfqba2Vtdee60qKir0jW98Qy+88ILS0tJi1+pEcuZIhlUyvdLRCsIHAABRMkzTNJPdiMaqqqqUm5urysrKznMK5t4hUt0X0nVvSAWjkt0aAAA6nUi+v5P+a5cugaJTAABihvARDopOAQCIGcJHOOj5AAAgZggf4Qjd2ZbwAQBAtAgf4Qj1fHDaBQCAaBE+wsFpFwAAYobwEY6MQPig4BQAgKgRPsIR6vmoSGozAADoDggf4QgVnNLzAQBAtAgf4aDmAwCAmCF8hIPwAQBAzBA+whG8wqmnXnLVJbctAAB0cYSPcDiyJEvgBsD0fgAAEBXCRzgMg6JTAABihPARLuo+AACICcJHuDK4vwsAALFA+AhXOlc5BQAgFggf4eK0CwAAMUH4CBd3tgUAICYIH+Gi5wMAgJggfIQrVHBakdRmAADQ1RE+wkXBKQAAMUH4CBenXQAAiAnCR7i4wikAADFB+AhX454P00xuWwAA6MIIH+EKFpx6XZKbO9sCANBRhI9w2TMkq8M/TdEpAAAdRvgIl2FQdAoAQAwQPiJB0SkAAFEjfESCng8AAKJG+IhEsOiUmg8AADqM8BGJ9Dz/mJ4PAAA6jPARiVDNB+EDAICOInxEgpoPAACiRviIBOEDAICoET4iQcEpAABRI3xEgp4PAACiRviIBAWnAABEjfARiVDPx5fc2RYAgA4ifEQiGD58HslVk9y2AADQRRE+IuHIkGxp/mmKTgEA6BDCR6QoOgUAICqEj0hRdAoAQFQIH5FqXHQKAAAiRviIFDeXAwAgKoSPSIWuckr4AACgIwgfkaLgFACAqBA+IhUqOKXmAwCAjiB8RIqeDwAAokL4iFQGP7UFACAahI9IBXs+uMIpAAAdQviIFKddAACICuEjUo2vcMqdbQEAiBjhI1LBng/TKzVUJbctAAB0QYSPSNnTJHuGf5pTLwAARIzw0REUnQIA0GGEj46g6BQAgA4jfHQE4QMAgA4jfHQE4QMAgA4jfHQEVzkFAKDDCB8dQcEpAAAdRvjoCE67AADQYYSPjghd5ZSeDwAAIkX46Ah6PgAA6LCYh4/bb79dhmE0GUaMGBHrl0kuCk4BAOgwWzw2OmrUKL388svHXsQWl5dJHgpOAQDosLikApvNpsLCwnhsunMI1nzUV0g+n2Th7BUAAOGKy7fmjh07VFRUpMGDB2vu3Lnas2dPq+s2NDSoqqqqydDppef5x6ZPaqhMalMAAOhqYh4+JkyYoBUrVuiFF17Q8uXLVVZWpjPOOEPV1dUtrr948WLl5uaGhuLi4lg3KfZsTsme6Z+m7gMAgIgYpmma8XyBiooKDRgwQEuWLNFVV1113PKGhgY1NDSEHldVVam4uFiVlZXKycmJZ9Oi89vRUuVe6epXpH7jkt0aAACSqqqqSrm5uWF9f8e9EjQvL0/Dhg3TZ5991uJyp9Mpp9MZ72bEXnqeP3zQ8wEAQETiXilZU1OjnTt3qm/fvvF+qcRK5+e2AAB0RMzDx6JFi7Rhwwbt2rVLb7zxhs4//3xZrVbNmTMn1i+VXKELjfFzWwAAIhHz0y779u3TnDlzdOTIEfXp00ff+MY39Oabb6pPnz6xfqnk4iqnAAB0SMzDxxNPPBHrTXZOwauccqExAAAiwtWxOoqeDwAAOoTw0VEUnAIA0CGEj46i4BQAgA4hfHQUp10AAOgQwkdHUXAKAECHED46KtjzUV8p+bzJbQsAAF0I4aOjguFDpj+AAACAsBA+OspqlxzZ/mnqPgAACBvhIxoZFJ0CABApwkc0gqdeKDoFACBshI9o8HNbAAAiRviIRugqp/R8AAAQLsJHNOj5AAAgYoSPaGRwfxcAACJF+IgGBacAAESM8BENTrsAABCxlAofH35eqQ/2xfBqpBScAgAQsZQJH+u3H9IFD76h6x5/V5VH3bHZKD0fAABELGXCxykDeqgg16l9Xx3Vz/76nkzTjH6jFJwCABCxlAkfOWl2Lbv8FNmthl786KAefWNX9BttfGdbryf67QEAkAJSJnxI0kn98nTTjJGSpLuf/zT6+o+0vGPT3NkWAICwpFT4kKTvTRqoqScWyOX1af7KLaqqj6L+w2qTnLn+aYpOAQAIS8qFD8MwdN9FJTohL117vqzTTX/7ILr6j/Q8/5i6DwAAwpJy4UOScjPs+v3lY2WzGFr7wQH9efOejm+MolMAACKSkuFDksb276Ebp4+QJN313Mf6aH8Haza4yikAABFJ2fAhSVefMUhTRuTL5fFpwcqtqmnowC9W0un5AAAgEikdPgzD0K8vLlFRbprKvqjVL57uQP1H6EJj9HwAABCOlA4fktQj06EHLh8rq8XQs+/t1xNv741sA1zlFACAiKR8+JCkcQN6atHU4ZKk25/9SJ8cqAr/yRScAgAQEcJHwPfPHKyzhvdRg8d//Y/acOs/KDgFACAihI8Ai8XQby4uUUGOU/85XKtb1nwYXv0HBacAAESE8NFIryyn7r9srCyG9PTWz/XUu/vafxIFpwAARITw0cyEwb208JxhkqRbn/lQ/z5Y3fYTQuGjIr4NAwCgmyB8tOCHZ31NZwztrXq3T/Mf36I6Vxv1H8GC04YqyRvFfWIAAEgRhI8WWCyGllxysvpkO7XjUI1ue+aj1ldOy5Vk+Kfp/QAAoF2Ej1b0yXbqd5edLIshPfXuPj29pZX6D4s1EEBE0SkAAGEgfLTh9CG99aMpQyVJN6/5UJ8dqml5RYpOAQAIG+GjHddPHqrTh/RSncurBSu3qN7tPX4lrnIKAEDYCB/tsFoMLb3sZPXOcujT8mrd8fcW6j+CRadcaAwAgHYRPsKQn52mpZeOlWFIq97aq2e2fd50BXo+AAAIG+EjTN8Y2lsLzv6aJOkXT3+g/xxuVP/BVU4BAAgb4SMCP54yVKcN6qlal1fzV249Vv9BwSkAAGEjfETAZrXo/svGqmemQ58cqNIv137sX8CdbQEACBvhI0KFuWlackmJJOnPb+7Rc+/v5862AABEgPDRAWcNz9d1Zw2RJP38bx/ooDvdv4CeDwAA2kX46KCfnjNMpw7ooZoGj+7ZcNA/M56XV6/aL5W9Jnka4vcaAAAkAOGjg2xWi+6fM1Z5GXa9ezh4b5cYn3bx+aSdr0pPzJV+O1p6dKb0wKnSlj9J3jZudgcAQCdG+IhCUV66llxSoq/MLP8MV43kcUW/4aNfSZuWScvGS3+aLX36nGR6JWeOVLlHenaB9OAE6YO/+gMKAABdCOEjSpNHFGjOGaPlM/29H//evafjG/t8i7RmvvSbkdKLv5COfCY5sqXTrpV++Kb00+3S1F9KGb38y/52lfTQN6RP10qmGaM9AgAgvgzT7FzfWlVVVcrNzVVlZaVycnKS3ZywuL0+1f+yv7LNapU23KusfqN1/tgTdN5JfdUry9n2k1110kdPS2//Udq/5dj8gtHS+KukMZdIzqymz2molt58SHrjAamh0j+v6BRp8s3SkMmSYcR2BwEAaEck39+EjxjxLB0rW8V/dKnrVm32jZDkvy/MmUN7a/bYEzT1xEKlO6zHnnBkp/TOw9LWP0v1Ff55Vod04mxp/NVS8Wnth4i6L/0BZPNDkrvOP2/AJGnyLdKAiTHfRwAAWkP4SIb/N0X6/B1VzFqhp2tP1pptn+v9fZWhxZkOq2ac2Fvf67NdIz9/Spb/vHrsuXn9pVOvlMZ+R8rsHflr1xyW/rXE33viDfwaZsgUf0/ICadEuWMAALSP8JEMj18s7finNGuZNPb/SJJ2Hq7RM1s/12tbP9AZVf/Q5bZX1Nfw/yLGlKHq4rOVfcYPZHytVLJY29p6eCo/l167T9r6J8kX+DXMiPOks/+vVHBi20+tc+uo26v8bKcsFk7bAAAiE8n3ty1Bber+ml/l1DQ1pGaLFlb8UT9peE6G3R8GvlK2VnnO1krvZO3bka8hFU6dP/Y/mnXyCSrumRFdG3JPkGYulSb9SFp/j/T+k/5fyny6Vhp9oXT2L+TOG6SyL2r1yYEqfVperU8D4wOV9ZKkNLtFA3tl+ofemRrUO0MDe2VqUO9M9cl2yqCeBAAQJXo+YuUfN/prL8ZfLfUe5j8F8sX2Y8uLvy6Nv1quYefptf9Uac22z/XSxwfV4Dn2U9lTB/TQrLEn6LwxfdUj0xF1k77a9b48r/xKffa8IEnyyqKnfd/UUtdsfa4+x61vMSRfG++GTIdVA3sHQkmzcNIz00EwAYAUxmmXZFh/j7T+7qbz7JnSSZf4f7VSOOa4p1TXu/XCh+V6Ztt+bdz5RejXsnaroW8Oy9f5Y0/QlJH5SrO3fUqmwePVZ4dq9OmBan1a7u/J+ORAtb6o8dd/jDJ2aaHtKU2xbpUkuUybXs6YofcHXaUT+g/WyMJsDSvMVrrdqr1f1mnXkVqVfVGnXV/UBqZr9XnF0TZ/zZudZtOg3k17TAb1ztKgXpnKzbCH/3cEAHRJhI9k2PKY9Oz1/uk+I/2B46RLpbTw9qG8sl5/f2+/1mz7XB/trwrNz3baNH10oc4fe4ImDO6lQ9X1+vRAtT4prwqFjZ2Ha+VtocvCMKRBvTI1om+2RhTmaIJth0p2/F5p+zb6V7ClS6ddI33jJ8fuzNuKBo9Xe7+sC4WSsiO1KjvsDyfBUzat6ZFh18Demeqbm6YeGQ71zHQcG2c61DPDoR6ZdvXIcCjDYaUHBQC6IMJHMrhq/QGkcIz/565RfIH++2C11mz9XM9s26/PK46G5jusFrm8LV/RNDfdrpGBkBEcDy3IUoajhbKe/2yQXrlL2vd2YMPZ0sT50tevk9LzIm7vUZdXu7+s9YeSRuFk1xe1OlQd2b1oHDZLIIw41DMQSFoLK8H5rfUM+XymXF6fGjw+uTw+ubyBceixVw1unxqOm990usHjk2maynLalJVmU3aaXdmhaZuynP55WU6brEkq1vX6TNW6PKpt8Ki2wRsYe1TT4NFRt1dOm0U5aXblpNsDY3+bk9VeAN0P4aOb8PlMvbP7K63e+rnWvr9fVfUe2SyGhvTJCvVmjOibrZGFOSrIibAY1DT9v8555S6p/INj87MKpNxiKa84MO7f9HGYPTlBtQ0e7TpSq11f1OmLmgZ9WevSV3WuRmO3vqr1P24tWLUnw2FVbrpdPtM8FjQ8PnnaKmCJk0yHNRRQ/KEkMDjtygoFleBwbB3DMEJhoc7lUU2jABEMEzWBcFHX4FVNg6dJ2Djq9naovVlOm3LSbE1CybGQEpjfbFlu4HFWWvLCVmu8PlP1bq8aPL4Wx83nNbi9MiXZLBbZLIZsVkM2q0V2i38cmmexyG5tZ17gOfbAMpvFSMgvx7w+U26v//3u8foDs8dryuP1h2+Pz//Y7fXJ7fWv4w6sG5rn84/d3mPrBj8/mQ6r0h02ZTqsynDalOGwBoZj89Lt1k73XkDiET66oQaPV59/dVQn9EiX0xaDn+UG+XzSJ89Iry5uWiDbmrRcKbd/o3DSeNzff52SDvT6mKapOpe39XBS51JFcH6tW1/WufRVrSuigOGwWuSw+QdnYNx4XnC6+TKnzSrDkGoaPKqu96im3qPqBrd/XO9RdYNHLk97wclUuhqUraPKMWqVozplG0eVrTplG/4LxFWZmapUpqrMDFUpQ5VmpqqVIU8EP0qzWgx/AHLalOm0KcPp/4Jo8PhUddStqnq3qo56OhxWmgv2ANmshiyGIavh/8K1GPI/tvjnWyyGrIF5/mlDFkuzdQxDVkuzdQJvpXq3T/Uef09V83GDx6v6wNjt7VT/nMliKK6nEX2m2WnurJBmtyjD0SycOK1Kt/vHwXmNl9mtltDfyGIce98YTd4/rS+3NHofBZcbjdZr/Nl22i1yWq1y2v2Pk31JAa/PVEPgPezy+kLv5QaPv7e1pVPpsZRmt+ikfnkx3SbhA5EzTanuiFSxR6rcK1XsbTqu3Ou/4V17bOlSbr/jQ0lesWRLk7xuyeeWvC7/nXkbT3tdgcfBIfi45WWmzy2Pq0Eul0set1uy2mTYnLLYnTLsabLYnLLY02S1O2W1p8mwp/mvImtzSlanZHP429RkXmBoPs8wpPoqqaEqMK5s8thztELu2kp56yrkq6+UWV8lo6FKVle1rO5qOdw1sqhjX/guS7pctmy5HTnyOHLkc+TITMuTkZ4rS3qebBl5smf2lCOrh+yZeTLSe/hDYlqu/2aEluNv4eTy+FRd71ZVvadJKPGPW3rs6WB4MZWp+kDYqlOOapVtHG0yzgmN65StuuPG6YZLbtMqj6xyyz/2yCaPLPKYVrllC8xrPthkGjb5LNbA2CbTYpcstsBgl6x2+QyrPKYhr2mRWxZ5fIY8sshtWuQxDbl9x6ZdPos8puQ2LXL5LHL7DLlM/9htGvLJIo+s8skib2CQJIt8ssiURaaMRtMW+WSEpps/9slimE0fK/j42LT/dayB1zXklX9/ZbFKFqsMi02mxSYjMC2rTUbwsdX/t7BabTKsVhlWuyzWwGOLXV5ZVOOWajxSjctUtctQtctUndunOpdXdS5Pm7+Q68xsFuPYfzQC/8lo/p8Pp93aKLg0/c+J1WJpevrW4w8PLo8vFCCaPHb75HIH/l3z1Mvqc8shtxyGxz+WR065Qo+t8gWOsCH/n9gIvHuOzQsulySfaWk0T42ee/z6PhnK75GjR3723Zj+TQkfiI+GaqlyXyCQ7Dk+oFSXS+pUb6fOx7D4A0FajuTMDYwD7/P6ykZDhf8uydG/oH/7NmejL11rYGj82CYZ1qaPm0w3mmdY5TWscge+jF1eU4arWlZXtSzBwOWqktVdLZu7WobJnZe7HcMiBUKNLFaZFrtMwypfcJB/7DVs/mBkWgKB0CK3aZXb9Ac60zRlMX3+QGZ6/OHL9MliegPzvP6gZfrjnGH6ZFXjef7BGlyv0WCVLxQAPab/tb2BNgRDojfQruD8puPGyy2NQp5/bMqQXf6g4AyECGcgRPjDhFtOo/Fjj+xGbHocY2G/rVhFN38Y021ykTHEhzNbyh/pH1riaZCqPj8+lFTs8YcWn8f/5WV1SFZ702mrPfQ/0WPTDslqazptdQQeN562+78cvR7/5eU9DaH/XcjjCswLjluaF3xOC/PMRv9YGBb/3yAYGoI9C8EAcdw499g4OM+RGf5pKa8n0LNSIR2tOD6cNH7c0nJPvSTT30sTWd1vu6yBIS3cJ1jsx/4Ozf8uaXnH/50ar2tL9793gr1goWm3fzo4Di1vtCy0vNEyn+f49Uyf5PP6j7fP02jaF1jubTSv+XRrzw/MMwz/eyc0bmWQ0f46zZdLTdsU3OfGbWs+NhutF9y/457T6G/QEtMneV0yvC7J3/LQ+6IzCcQgOQxPyysk8cyLKSPUy2q01PNqsQbuVm62PG5xnq+V9X2B/xcem1fUY0CS9twvbuFj2bJluu+++1ReXq6SkhI98MADOu200+L1cugMbE6p52D/0F34vIEQ4ossOMSC1eb/CXQ7P4Nulbs+EF4qjwWpJl9Gnla+tFpap6Uvr0ZfvM7sVgJFMECkcbflrsg0m70X3M0eN3ofhAJf8+XBee6mj73uQJiyHuuNMxqPbf5ThmHNswZ6YxrNMyyBANhCW1sMWy2s09L7v3EwswZO3TY5VdveaVz/cwyLLaU/E3EJH08++aQWLlyohx56SBMmTNDSpUs1bdo0bd++Xfn5+fF4SSA+LFbJEeVl75PFnuYfsvjMoYMMI9DLSCc5Yuv4SrQYWLJkia655hp973vf04knnqiHHnpIGRkZevjhh+PxcgAAoAuJefhwuVx69913VVpaeuxFLBaVlpZq06ZNx63f0NCgqqqqJgMAAOi+Yh4+vvjiC3m9XhUUFDSZX1BQoPLy8uPWX7x4sXJzc0NDcXFxrJsEAAA6kbicdonETTfdpMrKytCwd+/eZDcJAADEUcyriHr37i2r1aqDBw82mX/w4EEVFhYet77T6ZTT6Yx1MwAAQCcV854Ph8OhcePGad26daF5Pp9P69at08SJE2P9cgAAoIuJy++nFi5cqCuuuEKnnnqqTjvtNC1dulS1tbX63ve+F4+XAwAAXUhcwsell16qw4cP69Zbb1V5eblOPvlkvfDCC8cVoQIAgNTDvV0AAEDUIvn+TvqvXQAAQGohfAAAgIQifAAAgIQifAAAgITqdLcqDNa/co8XAAC6juD3dji/Y+l04aO6ulqSuMcLAABdUHV1tXJzc9tcp9P91Nbn82n//v3Kzs6WYRgx3XZVVZWKi4u1d+/ebv8z3lTaVym19pd97b5SaX/Z1+7HNE1VV1erqKhIFkvbVR2drufDYrGoX79+cX2NnJycbv0GaCyV9lVKrf1lX7uvVNpf9rV7aa/HI4iCUwAAkFCEDwAAkFApFT6cTqduu+02OZ3OZDcl7lJpX6XU2l/2tftKpf1lX1Nbpys4BQAA3VtK9XwAAIDkI3wAAICEInwAAICEInwAAICE6nbhY9myZRo4cKDS0tI0YcIEvfXWW22u/9RTT2nEiBFKS0vTmDFj9PzzzyeopR23ePFijR8/XtnZ2crPz9fs2bO1ffv2Np+zYsUKGYbRZEhLS0tQi6Nz++23H9f2ESNGtPmcrnhcJWngwIHH7athGJo/f36L63el4/raa69p5syZKioqkmEYWrNmTZPlpmnq1ltvVd++fZWenq7S0lLt2LGj3e1G+plPlLb21+1268Ybb9SYMWOUmZmpoqIiffe739X+/fvb3GZHPguJ0N6xnTdv3nHtnj59ervb7YzHtr19benzaxiG7rvvvla32VmPazx1q/Dx5JNPauHChbrtttu0ZcsWlZSUaNq0aTp06FCL67/xxhuaM2eOrrrqKm3dulWzZ8/W7Nmz9eGHHya45ZHZsGGD5s+frzfffFMvvfSS3G63pk6dqtra2jafl5OTowMHDoSG3bt3J6jF0Rs1alSTtv/rX/9qdd2uelwl6e23326yny+99JIk6eKLL271OV3luNbW1qqkpETLli1rcfm9996r+++/Xw899JA2b96szMxMTZs2TfX19a1uM9LPfCK1tb91dXXasmWLbrnlFm3ZskVPP/20tm/frm9/+9vtbjeSz0KitHdsJWn69OlN2r1q1ao2t9lZj217+9p4Hw8cOKCHH35YhmHowgsvbHO7nfG4xpXZjZx22mnm/PnzQ4+9Xq9ZVFRkLl68uMX1L7nkEvNb3/pWk3kTJkwwv//978e1nbF26NAhU5K5YcOGVtd55JFHzNzc3MQ1KoZuu+02s6SkJOz1u8txNU3T/PGPf2wOGTLE9Pl8LS7vqsdVkrl69erQY5/PZxYWFpr33XdfaF5FRYXpdDrNVatWtbqdSD/zydJ8f1vy1ltvmZLM3bt3t7pOpJ+FZGhpX6+44gpz1qxZEW2nKxzbcI7rrFmzzMmTJ7e5Tlc4rrHWbXo+XC6X3n33XZWWlobmWSwWlZaWatOmTS0+Z9OmTU3Wl6Rp06a1un5nVVlZKUnq2bNnm+vV1NRowIABKi4u1qxZs/TRRx8lonkxsWPHDhUVFWnw4MGaO3eu9uzZ0+q63eW4ulwu/fnPf9aVV17Z5k0Wu/JxDSorK1N5eXmT45abm6sJEya0etw68pnvzCorK2UYhvLy8tpcL5LPQmeyfv165efna/jw4bruuut05MiRVtftLsf24MGDWrt2ra666qp21+2qx7Wjuk34+OKLL+T1elVQUNBkfkFBgcrLy1t8Tnl5eUTrd0Y+n0833HCDJk2apNGjR7e63vDhw/Xwww/rmWee0Z///Gf5fD6dfvrp2rdvXwJb2zETJkzQihUr9MILL2j58uUqKyvTGWecoerq6hbX7w7HVZLWrFmjiooKzZs3r9V1uvJxbSx4bCI5bh35zHdW9fX1uvHGGzVnzpw2bzwW6Wehs5g+fboee+wxrVu3Tvfcc482bNigGTNmyOv1trh+dzm2jz76qLKzs3XBBRe0uV5XPa7R6HR3tUVk5s+frw8//LDd84MTJ07UxIkTQ49PP/10jRw5Un/4wx901113xbuZUZkxY0Zo+qSTTtKECRM0YMAA/eUvfwnrfxRd1R//+EfNmDFDRUVFra7TlY8r/Nxuty655BKZpqnly5e3uW5X/SxcdtlloekxY8bopJNO0pAhQ7R+/XpNmTIliS2Lr4cfflhz585ttwi8qx7XaHSbno/evXvLarXq4MGDTeYfPHhQhYWFLT6nsLAwovU7mwULFui5557Tq6++qn79+kX0XLvdrrFjx+qzzz6LU+viJy8vT8OGDWu17V39uErS7t279fLLL+vqq6+O6Hld9bgGj00kx60jn/nOJhg8du/erZdeeini262391norAYPHqzevXu32u7ucGxff/11bd++PeLPsNR1j2skuk34cDgcGjdunNatWxea5/P5tG7duib/M2xs4sSJTdaXpJdeeqnV9TsL0zS1YMECrV69Wq+88ooGDRoU8Ta8Xq8++OAD9e3bNw4tjK+amhrt3Lmz1bZ31ePa2COPPKL8/Hx961vfiuh5XfW4Dho0SIWFhU2OW1VVlTZv3tzqcevIZ74zCQaPHTt26OWXX1avXr0i3kZ7n4XOat++fTpy5Eir7e7qx1by91yOGzdOJSUlET+3qx7XiCS74jWWnnjiCdPpdJorVqwwP/74Y/Paa6818/LyzPLyctM0TfM73/mO+fOf/zy0/saNG02bzWb++te/Nj/55BPztttuM+12u/nBBx8kaxfCct1115m5ubnm+vXrzQMHDoSGurq60DrN9/WOO+4wX3zxRXPnzp3mu+++a1522WVmWlqa+dFHHyVjFyLy05/+1Fy/fr1ZVlZmbty40SwtLTV79+5tHjp0yDTN7nNcg7xer9m/f3/zxhtvPG5ZVz6u1dXV5tatW82tW7eakswlS5aYW7duDf2647//+7/NvLw885lnnjHff/99c9asWeagQYPMo0ePhrYxefJk84EHHgg9bu8zn0xt7a/L5TK//e1vm/369TO3bdvW5HPc0NAQ2kbz/W3vs5Asbe1rdXW1uWjRInPTpk1mWVmZ+fLLL5unnHKKOXToULO+vj60ja5ybNt7H5umaVZWVpoZGRnm8uXLW9xGVzmu8dStwodpmuYDDzxg9u/f33Q4HOZpp51mvvnmm6Fl3/zmN80rrriiyfp/+ctfzGHDhpkOh8McNWqUuXbt2gS3OHKSWhweeeSR0DrN9/WGG24I/V0KCgrMc88919yyZUviG98Bl156qdm3b1/T4XCYJ5xwgnnppZean332WWh5dzmuQS+++KIpydy+fftxy7rycX311VdbfN8G98fn85m33HKLWVBQYDqdTnPKlCnH/Q0GDBhg3nbbbU3mtfWZT6a29resrKzVz/Grr74a2kbz/W3vs5Asbe1rXV2dOXXqVLNPnz6m3W43BwwYYF5zzTXHhYiucmzbex+bpmn+4Q9/MNPT082KiooWt9FVjms8GaZpmnHtWgEAAGik29R8AACAroHwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEorwAQAAEur/A9moZmzddPx3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "log.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we set the `batch_size` and the number of training `epochs`.\n",
    "\n",
    "We also include the `EarlyStopping` callback to stop training when the validation loss stops improving."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.29489362239837646"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.to_pandas().val_loss.min()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction\n",
    "\n",
    "For evaluation we first need to obtain survival estimates for the test set.\n",
    "This can be done with `model.predict_surv` which returns an array of survival estimates, or with `model.predict_surv_df` which returns the survival estimates as a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>706</th>\n",
       "      <th>707</th>\n",
       "      <th>708</th>\n",
       "      <th>709</th>\n",
       "      <th>710</th>\n",
       "      <th>711</th>\n",
       "      <th>712</th>\n",
       "      <th>713</th>\n",
       "      <th>714</th>\n",
       "      <th>715</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.000000</th>\n",
       "      <td>0.999375</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999272</td>\n",
       "      <td>0.999330</td>\n",
       "      <td>0.999933</td>\n",
       "      <td>0.999509</td>\n",
       "      <td>0.999590</td>\n",
       "      <td>0.999161</td>\n",
       "      <td>0.999453</td>\n",
       "      <td>0.999333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.999527</td>\n",
       "      <td>0.999433</td>\n",
       "      <td>0.999363</td>\n",
       "      <td>0.999350</td>\n",
       "      <td>0.999267</td>\n",
       "      <td>0.999573</td>\n",
       "      <td>0.999577</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.999394</td>\n",
       "      <td>0.999350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37.133333</th>\n",
       "      <td>0.827849</td>\n",
       "      <td>0.985678</td>\n",
       "      <td>0.913048</td>\n",
       "      <td>0.821561</td>\n",
       "      <td>0.986660</td>\n",
       "      <td>0.968331</td>\n",
       "      <td>0.575086</td>\n",
       "      <td>0.838782</td>\n",
       "      <td>0.717934</td>\n",
       "      <td>0.890515</td>\n",
       "      <td>...</td>\n",
       "      <td>0.969839</td>\n",
       "      <td>0.758013</td>\n",
       "      <td>0.847597</td>\n",
       "      <td>0.942880</td>\n",
       "      <td>0.920909</td>\n",
       "      <td>0.974085</td>\n",
       "      <td>0.588155</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.819908</td>\n",
       "      <td>0.840009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74.266667</th>\n",
       "      <td>0.724154</td>\n",
       "      <td>0.963940</td>\n",
       "      <td>0.846766</td>\n",
       "      <td>0.715663</td>\n",
       "      <td>0.968335</td>\n",
       "      <td>0.933530</td>\n",
       "      <td>0.494378</td>\n",
       "      <td>0.732093</td>\n",
       "      <td>0.613314</td>\n",
       "      <td>0.802087</td>\n",
       "      <td>...</td>\n",
       "      <td>0.938827</td>\n",
       "      <td>0.652937</td>\n",
       "      <td>0.745401</td>\n",
       "      <td>0.877966</td>\n",
       "      <td>0.861395</td>\n",
       "      <td>0.945285</td>\n",
       "      <td>0.504055</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.714947</td>\n",
       "      <td>0.739934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111.400000</th>\n",
       "      <td>0.657332</td>\n",
       "      <td>0.949066</td>\n",
       "      <td>0.804554</td>\n",
       "      <td>0.645440</td>\n",
       "      <td>0.946376</td>\n",
       "      <td>0.910100</td>\n",
       "      <td>0.443427</td>\n",
       "      <td>0.663902</td>\n",
       "      <td>0.545734</td>\n",
       "      <td>0.742906</td>\n",
       "      <td>...</td>\n",
       "      <td>0.918978</td>\n",
       "      <td>0.585447</td>\n",
       "      <td>0.677649</td>\n",
       "      <td>0.832515</td>\n",
       "      <td>0.825210</td>\n",
       "      <td>0.925806</td>\n",
       "      <td>0.450678</td>\n",
       "      <td>4.523396e-04</td>\n",
       "      <td>0.648028</td>\n",
       "      <td>0.673835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148.533333</th>\n",
       "      <td>0.497581</td>\n",
       "      <td>0.928733</td>\n",
       "      <td>0.726855</td>\n",
       "      <td>0.488257</td>\n",
       "      <td>0.899575</td>\n",
       "      <td>0.874912</td>\n",
       "      <td>0.279978</td>\n",
       "      <td>0.539665</td>\n",
       "      <td>0.361438</td>\n",
       "      <td>0.618127</td>\n",
       "      <td>...</td>\n",
       "      <td>0.891594</td>\n",
       "      <td>0.405784</td>\n",
       "      <td>0.522308</td>\n",
       "      <td>0.758038</td>\n",
       "      <td>0.768279</td>\n",
       "      <td>0.896833</td>\n",
       "      <td>0.274382</td>\n",
       "      <td>3.814697e-06</td>\n",
       "      <td>0.481650</td>\n",
       "      <td>0.523943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185.666667</th>\n",
       "      <td>0.194830</td>\n",
       "      <td>0.847233</td>\n",
       "      <td>0.500375</td>\n",
       "      <td>0.193405</td>\n",
       "      <td>0.624584</td>\n",
       "      <td>0.744580</td>\n",
       "      <td>0.056295</td>\n",
       "      <td>0.271481</td>\n",
       "      <td>0.092459</td>\n",
       "      <td>0.326283</td>\n",
       "      <td>...</td>\n",
       "      <td>0.784185</td>\n",
       "      <td>0.119150</td>\n",
       "      <td>0.216874</td>\n",
       "      <td>0.546048</td>\n",
       "      <td>0.584663</td>\n",
       "      <td>0.783179</td>\n",
       "      <td>0.049876</td>\n",
       "      <td>5.960464e-08</td>\n",
       "      <td>0.177506</td>\n",
       "      <td>0.221725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222.800000</th>\n",
       "      <td>0.038138</td>\n",
       "      <td>0.688871</td>\n",
       "      <td>0.254809</td>\n",
       "      <td>0.041490</td>\n",
       "      <td>0.298642</td>\n",
       "      <td>0.540511</td>\n",
       "      <td>0.004101</td>\n",
       "      <td>0.100504</td>\n",
       "      <td>0.009093</td>\n",
       "      <td>0.108523</td>\n",
       "      <td>...</td>\n",
       "      <td>0.598101</td>\n",
       "      <td>0.014323</td>\n",
       "      <td>0.048926</td>\n",
       "      <td>0.323679</td>\n",
       "      <td>0.352337</td>\n",
       "      <td>0.589859</td>\n",
       "      <td>0.003065</td>\n",
       "      <td>5.960464e-08</td>\n",
       "      <td>0.030680</td>\n",
       "      <td>0.052740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259.933333</th>\n",
       "      <td>0.008686</td>\n",
       "      <td>0.470294</td>\n",
       "      <td>0.102230</td>\n",
       "      <td>0.011043</td>\n",
       "      <td>0.054333</td>\n",
       "      <td>0.326446</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>0.046077</td>\n",
       "      <td>0.000709</td>\n",
       "      <td>0.040759</td>\n",
       "      <td>...</td>\n",
       "      <td>0.346594</td>\n",
       "      <td>0.001545</td>\n",
       "      <td>0.014330</td>\n",
       "      <td>0.196093</td>\n",
       "      <td>0.145313</td>\n",
       "      <td>0.361803</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>5.960464e-08</td>\n",
       "      <td>0.005893</td>\n",
       "      <td>0.015403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297.066667</th>\n",
       "      <td>0.005902</td>\n",
       "      <td>0.312679</td>\n",
       "      <td>0.064468</td>\n",
       "      <td>0.007817</td>\n",
       "      <td>0.010123</td>\n",
       "      <td>0.214958</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.035855</td>\n",
       "      <td>0.000391</td>\n",
       "      <td>0.029154</td>\n",
       "      <td>...</td>\n",
       "      <td>0.207485</td>\n",
       "      <td>0.000908</td>\n",
       "      <td>0.010311</td>\n",
       "      <td>0.148276</td>\n",
       "      <td>0.082893</td>\n",
       "      <td>0.232086</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>5.960464e-08</td>\n",
       "      <td>0.003871</td>\n",
       "      <td>0.011066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334.200000</th>\n",
       "      <td>0.003172</td>\n",
       "      <td>0.147804</td>\n",
       "      <td>0.030135</td>\n",
       "      <td>0.004362</td>\n",
       "      <td>0.001191</td>\n",
       "      <td>0.102541</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.022098</td>\n",
       "      <td>0.000178</td>\n",
       "      <td>0.016186</td>\n",
       "      <td>...</td>\n",
       "      <td>0.087718</td>\n",
       "      <td>0.000434</td>\n",
       "      <td>0.005878</td>\n",
       "      <td>0.085827</td>\n",
       "      <td>0.034121</td>\n",
       "      <td>0.106516</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>5.960464e-08</td>\n",
       "      <td>0.002028</td>\n",
       "      <td>0.006291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 716 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0         1         2         3         4         5    \\\n",
       "0.000000    0.999375  0.999690  0.999272  0.999330  0.999933  0.999509   \n",
       "37.133333   0.827849  0.985678  0.913048  0.821561  0.986660  0.968331   \n",
       "74.266667   0.724154  0.963940  0.846766  0.715663  0.968335  0.933530   \n",
       "111.400000  0.657332  0.949066  0.804554  0.645440  0.946376  0.910100   \n",
       "148.533333  0.497581  0.928733  0.726855  0.488257  0.899575  0.874912   \n",
       "185.666667  0.194830  0.847233  0.500375  0.193405  0.624584  0.744580   \n",
       "222.800000  0.038138  0.688871  0.254809  0.041490  0.298642  0.540511   \n",
       "259.933333  0.008686  0.470294  0.102230  0.011043  0.054333  0.326446   \n",
       "297.066667  0.005902  0.312679  0.064468  0.007817  0.010123  0.214958   \n",
       "334.200000  0.003172  0.147804  0.030135  0.004362  0.001191  0.102541   \n",
       "\n",
       "                 6         7         8         9    ...       706       707  \\\n",
       "0.000000    0.999590  0.999161  0.999453  0.999333  ...  0.999527  0.999433   \n",
       "37.133333   0.575086  0.838782  0.717934  0.890515  ...  0.969839  0.758013   \n",
       "74.266667   0.494378  0.732093  0.613314  0.802087  ...  0.938827  0.652937   \n",
       "111.400000  0.443427  0.663902  0.545734  0.742906  ...  0.918978  0.585447   \n",
       "148.533333  0.279978  0.539665  0.361438  0.618127  ...  0.891594  0.405784   \n",
       "185.666667  0.056295  0.271481  0.092459  0.326283  ...  0.784185  0.119150   \n",
       "222.800000  0.004101  0.100504  0.009093  0.108523  ...  0.598101  0.014323   \n",
       "259.933333  0.000143  0.046077  0.000709  0.040759  ...  0.346594  0.001545   \n",
       "297.066667  0.000067  0.035855  0.000391  0.029154  ...  0.207485  0.000908   \n",
       "334.200000  0.000027  0.022098  0.000178  0.016186  ...  0.087718  0.000434   \n",
       "\n",
       "                 708       709       710       711       712           713  \\\n",
       "0.000000    0.999363  0.999350  0.999267  0.999573  0.999577  1.000000e+00   \n",
       "37.133333   0.847597  0.942880  0.920909  0.974085  0.588155  1.000000e+00   \n",
       "74.266667   0.745401  0.877966  0.861395  0.945285  0.504055  1.000000e+00   \n",
       "111.400000  0.677649  0.832515  0.825210  0.925806  0.450678  4.523396e-04   \n",
       "148.533333  0.522308  0.758038  0.768279  0.896833  0.274382  3.814697e-06   \n",
       "185.666667  0.216874  0.546048  0.584663  0.783179  0.049876  5.960464e-08   \n",
       "222.800000  0.048926  0.323679  0.352337  0.589859  0.003065  5.960464e-08   \n",
       "259.933333  0.014330  0.196093  0.145313  0.361803  0.000082  5.960464e-08   \n",
       "297.066667  0.010311  0.148276  0.082893  0.232086  0.000034  5.960464e-08   \n",
       "334.200000  0.005878  0.085827  0.034121  0.106516  0.000012  5.960464e-08   \n",
       "\n",
       "                 714       715  \n",
       "0.000000    0.999394  0.999350  \n",
       "37.133333   0.819908  0.840009  \n",
       "74.266667   0.714947  0.739934  \n",
       "111.400000  0.648028  0.673835  \n",
       "148.533333  0.481650  0.523943  \n",
       "185.666667  0.177506  0.221725  \n",
       "222.800000  0.030680  0.052740  \n",
       "259.933333  0.005893  0.015403  \n",
       "297.066667  0.003871  0.011066  \n",
       "334.200000  0.002028  0.006291  \n",
       "\n",
       "[10 rows x 716 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "surv = model.predict_surv_df(x_test)\n",
    "surv\n",
    "# columns are sample indices, values are the probability of the events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 101), (2, 435), (3, 54), (4, 126)]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "\n",
    "test_filtered_individuals = get_feature_distribution(feature_index, x_test)\n",
    "intervals = label_translator.cuts\n",
    "\n",
    "avg_probs = dict()\n",
    "values_of_individuals_subgroups = dict()\n",
    "\n",
    "for hormone_group, individuals in test_filtered_individuals.items():\n",
    "    no_of_individuals_subgroup = len(individuals)\n",
    "    values_of_individuals_subgroup = []\n",
    "    sum_of_individuals_subgroup = [0 for _ in range(label_translator.out_features)]\n",
    "    for individual_index in individuals:\n",
    "        for interval_index, interval_value in enumerate(intervals):\n",
    "            sum_of_individuals_subgroup[interval_index] += surv[individual_index][interval_value]\n",
    "            values_of_individuals_subgroup.append((interval_value, surv[individual_index][interval_value]))\n",
    "    values_of_individuals_subgroups[hormone_group] = values_of_individuals_subgroup\n",
    "    avg_probs[hormone_group] = [prob_sum / no_of_individuals_subgroup for prob_sum in sum_of_individuals_subgroup]\n",
    "\n",
    "avg_prob_1, avg_prob_2, avg_prob_3, avg_prob_4 = avg_probs[1], avg_probs[2], avg_probs[3], avg_probs[4]\n",
    "\n",
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_1 , 'ro-', label='HR+ HER2+')\n",
    "    plt.plot(intervals, avg_prob_2 , 'bo-', label='HR+ HER2-')\n",
    "    plt.plot(intervals, avg_prob_3 , 'go-', label='HR- HER2+')\n",
    "    plt.plot(intervals, avg_prob_4 , 'co-', label='HR-,HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()\n",
    "\n",
    "\n",
    "# surv.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_1 , 'ro-', label='HR+ HER2+')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_2 , 'bo-', label='HR+ HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_3 , 'go-', label='HR- HER2+')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABFAAAAL/CAYAAABBHTM9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1xV9f/A8ddlc9k4UHCAOHCL4g5Rce/U1Cy3aY7MsqF+U9HMliPLbaZSljlSMzcmjhB3jtzmxoGDIZvL+f1B9/64ci9DwCvyfj4ePJTPWe/7OecA530+Q6UoioIQQgghhBBCCCGEMMrM1AEIIYQQQgghhBBCvOgkgSKEEEIIIYQQQgiRDUmgCCGEEEIIIYQQQmRDEihCCCGEEEIIIYQQ2ZAEihBCCCGEEEIIIUQ2JIEihBBCCCGEEEIIkQ1JoAghhBBCCCGEEEJkw8LUAQjD0tLSiIiIwMHBAZVKZepwhBBCCCGEEEKIl5KiKMTGxuLu7o6ZmfF2JpJAeUFFRERQtmxZU4chhBBCCCGEEEIUCTdv3qRMmTJGl0sC5QXl4OAApJ9AR0dHE0eTvYSEBP78808AWrZsia2trYkjKnykDvNO6jDvpA7zTuowb6T+8k7qMO+kDvNO6jDvpA7zTuow74pKHcbExFC2bFndc7gxkkB5QWm77Tg6OhaKBIqlpSVqtRpIj/llvbEKktRh3kkd5p3UYd5JHeaN1F/eSR3mndRh3kkd5p3UYd5JHeZdUavD7IbPkEFkhRBCCCGEEEIIIbIhCRQhhBBCCCGEEEKIbEgCRQghhBBCCCGEECIbkkARQgghhBBCCCGEyIYMIiuEEPlk/35HNJpYAMzNHfD3jzFxREXPB/Nrk5gcB4CNlR0zR500cURFz+eOjiTHpt8HVg4OTIiR++B5s9nsRtfU9HOgbHaAXnIOhBBCiPwgLVCEEEIIIYQQQgghsiEJFCGEEEIIIYQQQohsSAJFCCGEEEIIIYQQIhuSQBFCCCGEEEIIIYTIhgwiK4QQQgghMlEUhbi4OOLi4khJSTF1OM9VWloaZcuWBSAyMhIzM3nnmFtSh3kndZh3Uod5VxjrUK1W4+TkhLm5eb7vWxIoQgghhBBCj6Io3L17FwsLC1xcXLCysjJ1SM9VWloajo6OADg6OhaKB4YXjdRh3kkd5p3UYd4VtjrUJv8jIiJwd3fP9ySKJFCEEEIIIYSe2NhYbGxscHFxMXUoQgghRI6pVCrs7e0BiI6OxtXVNV/3/2Knj4QQQgghxHMXExODk5OTqcMQQgghnomdnR3x8fH5vl9JoAghhBBCiExe9GbaQgghhDEqlapA9iu/GYUQQgghhBBCCCGyIWOgCCFEPvHymoGiJAOgUhWtARdfFJ2bjiNVkz5biIW5pYmjKZoCZ8xAk5x+H5gXsYFHXxQp1YK4eP4MAJV9aiBnQQghhMgfkkARQoh8UqbMaFOHUOQF1Olv6hCKvAaj5T4wNY33CK5c2QmAt3cbE0cjhBBCvDykC48QQgghhBBCCCFENiSBIoQQQgghTC5Oo+FwTAy7Hz/mcEwMcRqNqUPKkqenJyqVihUrVmS5XvPmzVGpVAQFBenKQkNDUalUmb7s7e2pXr06Y8aM4dq1a/ke88CBA1GpVAwcODDL9YKCglCpVDRv3jzTMkNxG/oKDQ3NdjtbW1s8PT3p06cPBw4cMBrPiRMn+PzzzwkMDMTNzQ1LS0tcXFzw9/dn/vz5pKSkPENtCCFE7kkXHiGEEEIIYTLn4+JYEBFB8N27RGdImjiZm9O/VClGurvjY2dnwggL1oABAwBQFIVbt24RHh7Od999x/Lly9m5cyeNGzc2cYSGtW3bllKlShldbmxZxu0ePHjA0aNH+fXXX1mzZg1z5szh3Xff1Vs/NTWVunXrAmBvb0/9+vVxc3Pj1q1bHDx4kAMHDhAcHMyOHTtwdnbOnw8nhBBGFJoEyoULF9i5cyfHjh3j2LFjnDt3Do1Gw6effsonn3yS5bYhISHMnj2bw4cPExcXR/ny5enRowcTJkzA3t7e6HaXL19m+vTphISEEBkZSYkSJWjVqhWTJ0+mQoUK+f0RC7U4jYaL5uYkAC5PnlDPygo7c3NThyWEEEKIF9g3N28y7soV0gwsi9Zo+O72bebfvs0sb2/Gli373ON7Hp5uwXLz5k0CAwO5dOkSQ4cO5Z9//jFNYNkYP368wRYqWmlpacTExGS7XXx8PP369eO3337jo48+omfPnnh4eOhtU69ePT7++GO6dOmCtbW1rvz06dO0bduWw4cP8/777/PDDz/k+XMJIURWCk0CZeHChcydOzfX282ZM4f3338flUqFv78/bm5u7N+/nxkzZrB+/XoOHDhA8eLFM233119/0aZNG+Lj46levTqvvPIKZ86cYeXKlaxbt46QkBAaNWqUHx+tUNN7a6RNRv3zT5F5ayRERpGRG1CUVABUKgtKlHjVxBEVPScv70STln4OzM0sqF1RBtB83s5t2EBaavo5MLOwoOqrch88b2YRm3BPPf7f/xPAu4+JIzLsm5s3ee/KlWzXSwPdei9rEiWjsmXLEhQUxBtvvMHZs2f5999/X+oXd2q1mu+++47ffvuN5ORkduzYweDBg3XLLSwsOHr0qMFta9asyVdffUW/fv1YvXo1ixcvxtJSZmATQhScQpNAqVGjBh988AG+vr7UrVuXGTNm8OOPP2a5zYkTJxg3bhzm5uZs3ryZ9u3bA+mZ7i5durB7927efvtt1q1bp7ddfHw8vXr1Ij4+ngkTJjBjxgzdsokTJ/L555/Tq1cvLly4gK2tbf5/2EJC3hoJoe/8+QFoNLEAmJs7SALFBH7c8SGJyXEA2FjZSQLFBDYOGEBybPp9YOXgIAkUE7A6Noz6qennQDnm8EImUM7HxTEuB8mTjMZduUI7V9ci8WKmVq1auv/fu3fvpU6gALi7u1OsWDEePnzIvXv3crWtr68vAAkJCTx48IDSpUsXRIhCCAEUokFkhw4dytdff03fvn3x8fHBzCz70D///HMURWHQoEG65AmkZ7qXLVuGmZkZ69ev5/z583rbrVixgoiICCpXrsz06dP1lk2fPp3KlStz8+ZNgoOD8+fDFULat0aGkicZad8afXPz5vMISwghhBCFwIKIiGz/hnhaGrAwIqIgwnnhZOz64ubmZsJIno+0tDSePHkC5P7zXrp0CQArKytcXV3zPTYhhMio0LRAya3k5GS2bNkCQN++fTMtL1++PE2bNmX//v1s2LCBCRMm6JZt2LABgD59+mRK1JiZmdG7d28+/fRTfvvtN4YPH16An+LFJG+NhBBCiKLLIyyM2DzMkKMoCk/Scps+Sfft7dv8cOcOKpXqmY/vYG7O7SZNnnn750H7N2zNmjXx8vIycTQFb/fu3SQlJWFlZUW7du1yvJ2iKHz11VcAdOrUSW98FCGEKAgvbQLl4sWLxMfHA+Dn52dwHT8/P/bv38+JEyf0yrXfZ7VdxvWKmry8NZpbqVJBhCTEC8HDYxRpaUkAmJnJH3Gm4F/7TVI1yQBYmFuZOJqiqf6oUWiS0u8Dc3mYMYnUCsO5/u9FAMpXqEx+jwgRq9HkKYGSV8+afCkogwYNYtCgQXnej3YWnl9//ZWZM2fi4uLCsmXL8pQsMmblypWsXLkyT/to0aKF0WVOTk48evQo2308ePCA0NBQ3n33XczMzJg3bx7u7u45jmHq1KkcPHgQe3t7vvjiixxvJ4QQz+qlTaBcvXoVAGdnZxwcHAyuU/a/cTm06wLExsby8OFDAMqVK5fldpGRkcTFxWGXD60qbt26pfd97H/9xxMSEl6owbDiNBqC7959pm1X3r3LpNKlZXYeIxITEw3+X+ScqeuwdOnJet8nJCQ89xjyytR1mFdt6o3W+94U56Cw12FeNZ2ct/ugqNdffkj0nsg/t/cBUMy7GTbPcB+kpaWR9oIlKvJTdp8t4/Ls1m3atCne3t5Gl+/YsYN79+6hKIpuXxn3aShB4u3tzZ9//kmZMmXy9TwoiqLbf9OmTY2ud/LkSU6ePJkp1ozatGljdKpitVpttA4NJV5sbW3Zvn07gYGBOf68wcHBTJs2DTMzM77//nu8vb1fums2N9ehMEzqMO8Kcx2mpaXl+O+QnK730iZQtAmIrJIb2imMM/Yz1W6X1bYZpz6OiYnJlwRKWSODrP7555+o1eo87z+/XDQ3///ZdnIpWqNhRWgolUz41qqw2Ldvn6lDKPSkDvNO6jDvpA7zRuov7561DsuWLYujo6PBZfZmZvDfg/iz0CgK8XnYXq1SYZ6HVhn2ZmYGp9c1Rjs2x9O0DxJ9+/Y12F1cq1OnTty7d4+kpCTdcbWtpAFef/11AFJSUrh27RpHjx7lypUr9OnTh40bN2Jl9f+t6ebMmaMb8yOjTz/9lGLFimX7WVJSUgBo0KBBlrNbfvHFF5w8eZLU1FSjdfXOO+/wyiuvGN1HxnrL+P/AwEBKlixJWloa9+/fJywsjISEBPr168f27dvx9PTM9nNs3LiRoUOHAjB37lzatm2bKc4tW7boukJl1K9fPxo3bpztMV40xq5DkXNSh3lX2OrwwYMHOe41kvHnclZe2gSKKBh5fZdb+N7HCyGEECKjs9Wr52n7OI2Gav/8Q8wzvMl0NDPjXI0aqHMwmUBhsWDBAr3vw8PD6dWrFwcPHmT69OlMmzZNt2z37t389ddfmfYxfvz4HCVQXgRjx47VS7zcuXOHHj16cO7cOd566y127tyZZbelzZs389Zbb5GWlsacOXN48803Da53+vRpfvnll0zlr7zySqFMoAghXgwvbQJF220nLi7O6DraDFrGNywZu/sY2zZj5s3Y25ncuvnULDWxsbFUq1aNli1b5tsx8oPLkyfwzz/PvH3zhg3xe8YWLC+7xMRE3ZvCZs2aYWNjY+KICh+pw7yTOsw7qcO8kfrLu/yow8jIyAL7+8MR6F+qFPOeYUadAaVKUcrZOd9jelrGWWHs7e0Nzv6oLbOxscmyriws0v/ctra21q2XsXXx09u2adOGWbNmMWzYMBYvXsyYMWN00xjntVWWtlu4paVlljFrB2O1sLAwup5arc5yH0/XobHtHB0dWbduHXXq1OHo0aNs3rzZaFJk48aNDBkyBI1Gw/z587OczGHGjBnMmDHD6PLCICfXocia1GHeFeY6LF68OFWrVs3RujltmfjSJlC0zf+ioqKIjY01OA6KNmmRsamgg4MDrq6uPHr0iBs3blC7dm2j2xUvXjxfuu8AlClTRu977Qm0tbXF1tY2X46RH+pZWeFkbk70M3TDcTI3p56rK7YyBkq2bGxsXqjzXhhJHead1GHeSR3mjdRf3j1rHZqZmRXoH8mjPDxyPSi9GTDSw+O5//GeXV3ktK5UKpVuvYzrG9p26NChLFiwgL///ptPP/00zwO+Zozh6ViyWs9YfNrynJ6Lpz/v09tVq1aNESNG8O233zJt2jT69u2rSzxpbd68mT59+pCamsrChQuL3EyYBX1PFgVSh3lX2OrQzMwsx78DtV0cs91nXgJ6kVWpUkWX3T969KjBdbTldevW1SvXfp/b7YoCO3Nz+hsZMCw7A0qVQi3JE/ESi4k5THT0QaKjDxITc9jU4RRJ1+6e5N+I4/wbcZxrd0+aOpwi6fbhw9w8eJCbBw9y+7DcB6agenQEF815XDTnUT06YupwDPKxs2NWFgOvGjLL2xuffHpx9aJTqVS61hOrVq3i4sWLOd722rVrqFQqVCoV165dK6AI898nn3yCvb09V65cyZQw2rp1Kz179iQ1NZVFixYVueSJEOLF8dK2QLGysqJjx46sXbuWn3/+OdOI39evXycsLAyAV199VW/Zq6++SkhICKtXr2bKlCl6Wba0tDR+/fVXALp3717An+LFNNLdnfm3b+d6KuOK8hZRvOROnmyFRpM+ELW5uQP+/jkfpFDkj3nr+5OYnN790sbKjpmjJInyvAW3akXyfwOyWzk4MCEXg3WK/GH9VyeapaafA+UvB+j1Yp6Dsf8NoD/uypUs/6YwA2ZXrMi7T7XWfdm1b9+eZs2asW/fPqZOncqqVatytF3GWTIKcibHL774ghUrVhhd3qdPHxo1apTj/ZUoUYL333+fadOmMX36dPr374+lpSX379+ne/fuJCcnU6ZMGcLCwnR/wz9t5syZFC9ePLcfRQghcuylTaBA+oBa69atY/ny5fTo0YN27doB6SPsavtP9ujRAx8fH73tBg4cyGeffcbFixeZNGkSn332mW7ZpEmTuHjxImXKlKF///7P9fO8KLRvjd67ciVX2429fBkbMzPecncvoMiEEEIIUZiMLVuWdq6uLIyIYOXdu3pdhJ3MzRlQqhQj3N2LTMuTp33xxRc0adKE1atX88knn+SoL/+xY8cAaNu2LR4eHgUW244dO7JcXrt27VwlUAA++OADFi5cyLVr1/jhhx8YPnw48fHxJCUlAXDr1q0suzMFBQVJAkUIUaAKTQLl+PHjjBw5Uvf9lf8e3hcvXswff/yhK9+wYQOlS5cG0rvYzJo1i/fff58OHToQEBBAyZIl2b9/P3fu3KFKlSosWrQo07HUajVr1qyhTZs2zJgxg99//50aNWpw5swZzpw5g52dHWvXri3S/bJz+tYoozRg2MWL3EtO5n/ly2c5wroQQgghigYfOzvmVqrEjAoVOBsXR6xGg4O5OdXs7LB7gbv+5rR7TGhoaKay5s2bo+RgKufGjRvnaL2MtLPYfPHFF5mWrVixIstWI1pBQUEEBQUZXJbTeNLS0vQGZczJdg4ODty/f1+vzNPTM9d1IIQQBaXQJFBiYmI4dOhQpvJbt25x69Yt3ffaDLXWe++9R82aNZk1axaHDx8mLi6OcuXKMWHCBCZMmGBwcFmApk2bcvLkST799FNCQkJYv349JUqUoH///kyePBnvXPbbfRnl5K2Rr709Yy5fJjbDsknXrnE3OZm5lSphLkkUIYQQQpA+zlr9F2jmwcJq165d9O3blzp16pg6FCGEeOkUmgRKTjP1hrRq1YpWrVrleruKFSvm26jnLyvtW6NJpUuzIjSUBNKnKq7r6qp7a1TL3p72p05xP8PIxvMjIohMSSG4alWsC9FIzkIIIYQQL7LCNHCsEEIUNvLkKvKFnbk5lTQaamk0+Nnb6zW5revgwF++vlSwsdHbZk1kJB1PnSI2NfV5hyuEEEIIIYQQQuSKJFDEc1FRreYvX19qPzUI3O6oKJr//Tf3k5NNFJkQQgghhBBCCJE9SaCI56aUtTV7fX1p7uysV378yROanjjBvwkJpglMCCGEEEIIIYTIhiRQxHPlZGHBtpo16f7UFHOXExJoeuIEJ588MVFkQgghhBBCCCGEcZJAEc+djbk5a6pXZ/h/001r3U1OptmJE+yNijJNYEIIIYQQQgghhBGSQBEmYa5SsbByZaaUL69XHqPR0PbkSX6LjDRRZEIIIYQQQgghRGaSQBEmo1KpCPLyYkGlSqgylCcpCq/98w+LIyJMFpsQQgghhBBCCJGRJFCEyY3w8GBNtWpYqf4/jZIGvH3xItOuXUNRFNMFJ4QQQgghhBBCIAkU8YLoWbIk22rVwsHcXK98yrVrvHPpEhpJogghhBBCCCGEMCFJoIgXRksXF/bWqYObpaVe+fyICF4/e5aktDQTRSaEEEIIIYQQoqiTBIp4ofg6OPBX3bpUsLHRK18bGUmHU6eISU01UWRCCCGEEEIIIYoySaCIF463rS1/+fpSx95er/zPqCha/P0395KTTRSZEEIIIYQQQoiiShIo4oVUytqavXXq0MLZWa/8+JMnND1+nH8TEkwTmBBCCCHES6B58+aoVCpCQ0OLdAz5QaVSoVKpsl8xH4SGhqJSqWjevHmutzUWp7HzEBQUlD5rZlDQswWbz5KSkpg4cSKVKlXC2toalUqFp6enqcPSOXnyJIMHD8bLywsbGxtcXFyoWbMmI0aM4OHDh6YOT+QTSaCIF5ajhQVba9akR/HieuVXEhNpcvw4f8fGmigyIYQQQgghiqa8JHHyYtKkSXz++efExsbStWtXBgwYQM+ePZ9rDMbMnDmTevXqsXLlSkqUKMGrr75K48aNSUxMZNGiRdy5c8fUIYp8YmHqAITIio25Ob9Wr87oS5dYFBGhK7+XkkLA33+zqUYNmru4mDBCIYQQQojCJzg4mPj4eMqVK2fqUMRzcu7cuVytP3r0aPr06UPxp15mmsqaNWsA2L9/P5UqVTJxNP9v+fLlfPjhh1SpUoV169ZRo0YNveX//PMPZcqUMVF0Ir9JAkW88MxVKhZUqkQpKyuCrl3TlcdoNLQ9dYqfq1WjR4kSpgtQCCGEEKKQkcRJ0ePj45Or9YsXL/7CJE8Abty4AfBCJU8eP37M2LFjsbW1ZevWrVSoUCHTOtWrVzdBZKKgSBceUSioVCqmeHqysFIlMvbcTFYUXvvnHxbdvm2y2IQQQghR9Fy6dEk33oG1tTX29vaUL1+ejh07snz5cr11sxtLwliXiIzl8fHxTJ48mapVq6JWq/H09OT8+fOoVCpcXFxITEw0Gqufnx8qlYpNmzbpygyNe9G4cWNUKhWrV682uq958+ahUql49dVXdWWxsbEsXbqU7t27U6lSJezs7HBwcKBJkyZ8+umnREVFGd1fbmWsy+vXr9O/f39Kly6NjY0NlStXJigoiAQDY+WtWLEClUrFwIEDefToEWPHjsXb2xtra2u9ek9NTWXRokU0adIEJycnbGxsqFSpEmPGjOF2Dv7eXLp0KfXq1cPOzg5nZ2c6dOhAeHi4wXXPnj3LlClTaNq0KR4eHlhZWVGsWDFatWqla22Rlfj4eCZOnEjFihWxsbHB3d2dIUOGGI0zt2O1GLpumzdvTosWLQDYu3evbp8ZxyMJCAhApVLxyy+/GN33V199hUqlolevXtnG4enpiUqlQlEUvc+hUqlYsWKF3rqrV68mMDAQV1dXrK2t8fLyYvTo0Vy+fDnLfV+7do1NmzbRsmVLXF1dczw2z8qVK4mJiaFHjx4Gkye5tXz5clQqFW3btjW6TkREBJaWltja2mYaW+Xx48dMmTKFOnXq4ODggFqtpmbNmkyfPp34+PhM+zJ079rZ2VGzZk3+97//Gb13c1JvSUlJfP3119SrVw8HBwesrKwoVaoU9evX56OPPuLRo0fPXE+mJAkUUai87eHB2urVscrww18BRly6xNRr13Q/WIUQQgghCsqZM2fw8/Nj+fLlWFtb06lTJzp06ICHhwf79u1j7ty5+Xq8xMREmjdvzuzZs/Hy8qJLly5UqlQJHx8fGjduTFRUFBs3bjS47enTpzl27Bhubm507Ngxy+MMGjQIINNDaUba5NDgwYN1ZSdPnmTYsGEcOHCAUqVK0blzZ5o2bcq9e/eYPXs2DRs2zPdBNK9evUq9evXYuXMn/v7+tG7dmoiICKZOnUrr1q2NJpQePHiAn58fwcHB1KhRg65du+q6VyQlJdG+fXtGjBjBiRMnaNq0Kd26dSMpKYnvvvuOOnXqcPz4caMxvf/++wwfPhy1Wk3Xrl0pW7Ys27Ztw9/fnw0bNmRaf/bs2UybNo1Hjx5Rs2ZNunfvTpUqVdizZw+9e/dm3LhxRo+VnJxMYGAgc+fOpUqVKnTp0gWAH374AT8/Py5dupSb6syxdu3a6R7u3dzcGDBggO5LOx7Ju+++C6Qn2wxJS0tj4cKFQHo3oez07NmTAQMG6L7PeMyKFSsCoCgKAwYM4PXXX2ffvn34+vrSvXt3bGxsWLVqFQEBAWzfvt3oMWbNmkW3bt2IjY2lXbt2BAQEYG5unm1sO3bsAKBZs2YkJCTw448/MmbMGEaNGsU333zDzZs3s91HRn379qVEiRLs2rWLixcvGlxn8eLFpKam8vrrr1OsWDFd+dmzZ6lduzbTpk3j/v37vPLKK7Rq1YrIyEgmTZpE06ZNiY6O1tuXoXv3lVde4c6dO8yYMYP69etnee8aq7e0tDQ6duzIRx99xOXLl/H396dnz57UrFmTyMhIvv76a12LokJHES+k6OhoBVCio6NNHUqOxMfHKxs3blQ2btyoxMfHF/jx/nz0SHHYt09hzx69r5EXLiipaWkFfvyC8Lzr8GVk6jrct89B2bMHZc8elH37HJ778fODqeswr8bNq6WMmu2tjJrtrYybV8skMRT2OsyrGQ4OShAoQaDMcMj9fVDU6y8/pP3qoCirUJRVpP//Gdy8eTPbdfbtcyjQr/DwKkaPHR5eRW9dY06caJmj9Z6m0WiUx48fK48fP1Y0Gk2m5YMGDVIAZfr06ZmWxcfHK3v37tUrmzJligIoU6ZMMXi8PXv2KIASEBBgsBxQatWqpdy5cyfTtkuXLlUApW3btgb3/d577ymAMm7cOL3ygIAABVD27NmjK4uOjlbUarViZmam3Lp1K9O+Tp48qQCKm5ubkpKSoiu/efOmEhISoldXGo1GuX37ttKnTx8FUEaOHJlpf4ZiyI62LgGla9euej8nbt68qVSuXFkBlPHjx+ttt3z5ct12gYGBBv/G/vjjjxVA8fb2Vq5evaorT05OVoYMGaIAipeXl5KUlKS3nXa/tra2yu7du/WWffXVVwqgODk5Kffu3dNbFhoaqly5ciVTHOfPn1fKlCmjAEpISIjedZjxmqhYsaJy/fp13XYJCQlKjx49FEBp1KhRpv1qt3uasfNg7Lo1dr1qpaamKuXLl1cA5fjx45mWb968WXdN54ax+BVFURYuXKgASvHixZUTJ07oxaI9r87Ozsr9+/f1ttPGaW5urmzatClX8SiKori7uyuAMmvWLKVChQq6GLVfVlZWyqxZs3K1z//9738KoIwZMybTsuTkZKVUqVIKoBw7dkxXHh8fr3h7eyuA8sknn+hdo3Fxccrrr7+uAMqgQYP09mfo3tVu079/fwVQRowYkennYXb1tnfvXgVQfH19lZiYmEzLjxw5ojx48CBX9fIscvK7TCunz9/SAkUUSi1cXNhbpw5ulpZ65QsiIuhz9ixJaWkmikwUZcWLd6NEiZ6UKNGT4sW7mTqcIqmWd2t8K7XDt1I7anm3NnU4RZJPt25U69mTaj174tOtm6nDKZI0pTtz27wJt82boCndueCOo4kt4K8nWRz7id66xqSlxedovdy6d+8eAB06dMi0zNbWlmbNmuXbsbTmzZtHqVKlMpX37t0btVrNrl27MnXdSElJ4aeffgL+v3VJVhwdHenRowdpaWkEBwdnWq5tfdKvXz8sLP5/KMUyZcoQGBiImZn+o4VarWbWrFlYWFiwdu3a7D9kLtja2rJo0SJsbW314pg1axYACxYsMNgKxdLSkiVLluDo6KhXnpiYyPz58wGYM2eO3vS4lpaWfPvtt7i5uXH16lXWrVtnMKbhw4fTsmVLvbIPP/wQPz8/oqOj+f777/WWBQQEGOz2UaVKFSZNmgSg1+3qaTNnztQby8bGxoYFCxagVqsJDw8nLCzM6LYFydzcnFGjRgHo6jQjbcsU7Tr5YebMmQBMnjyZOnXq6MpVKhUff/wx1atXJyoqiqVLlxrcfsCAAbpWPLmhbZ0xfvx4NBoNmzdv5vHjx1y5coWPP/6YlJQUxo0bl2V3pqeNHDkSS0tLVq5cSVxcnN6y9evXc/fuXRo3bkzdunV15StXruTKlSt06tSJTz/9FCsrK90ytVrNkiVLKFmyJD/++COPHz/WLcvq3l24cCEWFhZGr3cwXm/an5H+/v44ODhkWu7n56fXeqYwkQSKKLR8HRz4q25dvG1s9MrXRUbS/tQpYlJTTRSZKKqqVg2mevW1VK++lqpVM//hKQpe/3YzGdJpHkM6zaN/u5mmDqdIejU4mNfWruW1tWt51cADmCh4KX7fc9TmI47afESK3/fZbyByrUGDBgCMGDGCHTt2ZDn+SH4oWbIk/v7+Bpc5ODjQs2dPg0mPLVu2EBkZSYMGDXI8kKU20bJy5Uq98pSUFFatWgXod9/JKCwsjC+//JJRo0YxePBgRo4cyQcffICVlRWRkZF6D2551aZNG4MJpU6dOlGsWDFiYmIMdrfx9fU1mLQ4evQoT548wdXVlc6dMyce1Wo1ffr0AWDPnj0GY8rYzSSj/v37AxgcU+PJkyesXbuWiRMnMmzYMAYOHMjAgQNZv349gNGxO5ydnQ0+uJYsWZJ27doZPd7zMnToUNRqNT///LPeeb98+TI7d+7E2dmZN998M1+OdevWLa5cuQIYPgcqlYo33ngDMH7unnU6ZOW/4QPS0tLYunUrnTp1wtnZmQoVKvDFF1/w9ttvA/DJJ5/keJ/u7u707NmT6OhofvzxR71l2oTU012ftmzZAqQnVA2xt7fHz8+P1NRUjhw5kml5xnt30KBBDBw4kJEjR+ruXWNjoRirt7p162Jubs4PP/zA/PnzX6ppnGUWHlGoedva8lfdurQ/dYoTT/7/TdWeqCia//0322rVwi1DBlYIIYQQ+cPcPPNbxfzdv32Wy3JyfDMzdYHE+eGHH3LgwAFCQkJo164dlpaW1K5dm2bNmtGnTx/q16+fr8fL2BrCkMGDBxMcHMyKFSuYMGGCrlzbYiQnrU+0mjdvToUKFbhw4QJhYWE0adIEgD/++IPIyEgaNmxI1apV9ba5f/8+PXr04MCBA1nuOyYmBhcXlxzHkhUvLy+jyzw9PXn48CG3bt0yuMwQbeudrPbr7e2tt25OY9KWPx3P5s2bGTRoUJZjTMTGGm45pR3EMzfHe55cXFzo168fixcvZtmyZXzwwQdAessgRVEYNGgQarU6X46lPR/FihXL1LJIS3vejZ277O4xYxwcHHj48CH+/v5Uq1Yt0/KRI0eycOFC/v33X65evZrl9ZXRmDFj+OWXX5g/f74uCXPq1CkOHDiAm5tbpsTFv//+C6S3DuvXr1+W+46MjNT9Pzf3rrOzc6ZyY/Xm7e3NnDlz+PDDDxk9ejSjR4+mfPnyNG7cmE6dOvHaa6/ptZIpTCSBIgo9NysrQuvU4dUzZ/gzQ3b0xJMnND1+nB21a+OdoXmnEEIIIfLO3z/GZMdu2PB8jtarU2d3gRxf22XmyJEjbN++nbCwMMLCwjh69CizZ89m5MiRBrsuGJOWTddj22z+jmnWrBne3t5cvHhRl/S4f/8+W7duxcbGRtdyIie0M9VMnjyZFStW6BIoWSVjhg4dyoEDB2jcuDFTp06ldu3aODk56WbDqVatGnfu3Hnug/0bOl52dVmQMsZz+/ZtevfuTUJCAh999BFvvPEGnp6e2NvbY2Zmxs6dO2nbtm2e6ux51/fTxowZw+LFi1m4cCHvv/8+iYmJullm8rP7Tn541uuiQoUKPHz40OgMPBnL79y5k+MESqNGjWjQoAGHDx9m7969BAQE6H6mDBs2LFPyQfszpF27dri5uWW57/Lly+v+b+jedXFxwfK/YRLc3d2zbD2SVb2988479OrVi99//50DBw5w4MABVq9ezerVq5kyZQr79++ndOnSWVfEC0gSKOKl4GhhwdZatXjz3DnWZciqXklMpOnx42yrVQtfA/3vhBBCCCGeVf369XWtTVJTU9m4cSP9+/dnwYIF9OzZUzfdq/Zhx1hrguvXr+cpDm3SY9KkSSxfvpwmTZrw008/kZqaSq9evQy+Oc7KgAEDCAoK4tdff2Xu3LnExMSwbds2bG1tMyVj4uLi2Lp1K2ZmZmzdulV3rLS0NBISEoiLi+Pu3bt5+nyGXL161eiya9euAehm18kJDw+PbPerfcuvXddQTBnH38gqns2bN5OQkMCrr77Kl19+mWmb7GbR0e4zq2W5+fwFoVq1arRq1YqQkBC2bdtGREQEUVFRtG/fXteaJz9oz8fDhw+JiYkx2ApFe48ZO3fPql69ehw5coQHDx4YXJ6x3N7eeKs6Q8aMGcObb77JvHnzqF27NqtWrcLCwkLXIiWjsmXLcv78eYYMGZLj7kjG7t2My/N677q5ufHWW2/x1ltvAXD+/HkGDx7MwYMHGT9+fKaugoWBjIEiXhrWZmasrlaNEe7ueuX3UlII+Ptv9uRjv1shhBBCiIwsLCzo2bOnborXv//+W7dM+9B27tw5g9tqxy/Ii4EDB2JmZsaaNWuIj49/pu47WuXKlSMwMJCYmBh+++03XTKme/fuODk56a0bHR2NRqPB0dHRYKJmzZo1BdISYufOndy/fz9T+datW3n48CEODg7Uq1cvx/vz8/PD3t6eR48e8fvvv2danpCQwOrVqwF0ibGnPT1exdPlzZs315U9evQI0G8NoKUoCj///HOW8UZFRbF58+ZM5ZGRkbrpejMeLz9pE4KpORhvMOOUxsbG78irMmXK6BIyhqbgzlifxs7ds3rttdcACA8PzzTgK8CuXbuA9OTJ013fstOrVy9Kly7Nxo0b+eyzz4iLi+PVV1/F/alnHYD27dsD6fdbTmV37/7000/5fu/6+Pjw8ccfA/o/IwsTSaCIl4q5SsX8SpWY+lR/vFiNhnanTrHOwC9aIfJLUtJtEhNvkZh4i6Qkw31sRcGKenKXx7F3eBx7h6gn+f/GU2Qv5vZtYm7dSv8y0tdcFLCE29ikPcAm7QEkyDkoCAsWLODChQuZyu/evcvRo0cB/Qfjli1bYmZmxo4dO9i7d6+uXFEUvv32W92AoXlRpkwZWrduTUxMDBMnTuTMmTOUK1cu06wwOaUdKHb58uVZJmPc3NxwcXEhKioqUwLhyJEjTJs27ZmOn52EhARGjBih6yYEEBERwbhx4wB4++23sXlqooGs2NjY6LqVjBs3Tq9VUEpKCu+++y53797Fy8vL6Bv+hQsXZhq4dc6cORw+fBgHBweGDBmiK9c+TK9bt06vi4RGo2Hy5Mk5mkFn3LhxeuOcJCUlMWrUKOLi4mjQoAFNmzbN/oM/A23LlkuXLpGSkpLluh06dKBixYps376dkydP4u3trXvYz0/aMVY+/fRTTp48qStXFIWZM2dy+vRpnJ2ddS0h8kvLli3x9/fn/v37jB49mqSkJN2yU6dO6QaPHTFihK5bTE5ZWloyYsQIUlNTdbMMGUs+DRs2jPLly7N27Vo+/vhjg63d7t69qzcLUVb3bnh4uN54Srn1559/snXr1kzXh6Io/PHHH4Dh5GFhIF14xEtHpVIx2dMTNysrRl68iLZXcbKi0OvsWRakpPB2PjffEwLg8OGqumkyzc0dTDo+QFE1fWVbEpPT3wDZWNkxc9TJbLYQ+W1+1aok//eHm5WDAxNi5D543mxC6tI2Nf0cKCEO0EvOQX5bsmQJo0aNwsvLixo1auDo6EhkZCT79+8nISGBli1b6s2QUrZsWd555x3mzp1LYGAg/v7+uLq6cvLkSW7cuMH48eP54osv8hzXoEGD2LFjB3PnzgX+v1XKs+jWrRsuLi7s3p0+joynp6fBZIy5uTmTJ0/mvffeo3///syfP58KFSpw48YNwsLC6NWrF+Hh4XnupvS0/v3788cff1ChQgX8/f1JTEzkzz//JC4uTjeeQ25NnTqVo0ePsnv3bqpWrUqLFi1wcHDg4MGD3Lhxg2LFirF27Vqjg19qpzH29/fHw8ODM2fOcPr0ad1sJBlnDercuTP16tXj2LFjVK5cmYCAAOzs7Dh06BARERF8/PHHBrv2aDVu3Ji0tDSqVKlCy5YtUavVHDhwgIiICEqWLGlwGur8Uq5cOfz8/Dh69Cg1a9bEz88PGxsbihcvnuk6NjMzY/To0YwdOxZIH1TV2OC3eTF8+HDCwsL48ccf8fPzIyAggJIlS3L8+HEuXLiAra0tP/30EyVKlMj3Y69atYpmzZqxYsUKdu3aRf369Xn06BHh4eEkJyfTunVrPv3002fa9/Dhw/nss89ISkqiVq1aRqdIt7OzY8uWLXTq1ImvvvqKJUuWUKtWLcqUKUN8fDwXL17k3LlzlCxZUpdEyu7effPNN9m3b98z3bunTp3ivffew9HRkbp16+Lu7k5CQgLHjx/n+vXrODk5FVhytaBJCxTx0hru7s7a6tWxyvBDWgFGXLpE0NWrJh9YSwghhBCF02effcaIESNwdnYmPDyctWvXcvbsWRo2bMjKlSvZvn07Fhb67ynnzJnDrFmzqFy5MmFhYYSGhlKtWjXCw8N13X7yqlu3bri6ugL/Py7Ks7KxseH111/XfT9gwACjD75jx45l48aNNGnShAsXLrB582aSkpL4+uuvWbhw4TPHkBUvLy+OHj1KixYt2LdvHzt27KB06dJMnjyZkJCQZxoU1Nramu3bt7NgwQJq167N/v372bBhA5aWlrzzzjucPHkyy25Bc+bMYcGCBcTExLBx40auX79Ou3bt2LdvX6ZWKxYWFoSGhjJx4kQ8PDzYvXs3oaGh+Pr6cvDgQd1UxMZYWVmxe/duRo0axT///MPGjRvRaDQMHDiQo0ePUqVKlVx//txYv349ffv2JSYmhl9//ZVly5bpujg9TXt9q9Vqo1Ng55VKpSI4OJiff/6ZV155hWPHjrFu3Tri4+Pp27cve/fuLZCWL5CeIP37778ZP348dnZ2bNu2jRMnTlC3bl0WLlzItm3bsLa2fqZ9lyxZUjeuTnYD71avXp1Tp07x1VdfUbVqVU6dOsXatWs5dOgQdnZ2fPDBB2zYsEFvG2P37vz58/M0Pknnzp0JCgqifv36/Pvvv/z222+Ehobi5OTE+PHjOXPmjMHxggoDlSJPkS+kmJgYnJyciI6ONjod14skISGBnTt3AtCmTRuTjnD+tNDHj+l65gwxGo1e+Qh3d76rVAnzAsiCP4sXuQ4LC1PX4f79joW+BYqp6zCvPphf2+QtUAp7HebV546OeWqBUtTrLz8oaxxRaVugWDigeoYWKLdu3TL5AJSmlJaWRsx/166jo+Mzt+IoygqqDoOCgpg6dSpTpkwhKCgoX/b5onpZrsNPPvmEzz77jGHDhrF48eLneuzCXocXL17Ex8cHJycnbt++nW9TP+dGYa7D3Pwuy+nzt3ThES+95i4u7K1Th3anTnEvQz+8hRER3E9O5qeqVbExNzdhhOJl4eBQn7S0eADMzJ7/LzgB5dxqkZya3h/eykIevE3Bo359UuLT7wNLE/yhJyDNpR7RD9PHVHByKY38hhNCmMqdO3eYP38+ZmZmum48IucmT56MoiiMGDHCJMkTkZkkUESRUMfBgbC6dWlz8iRXEhN15esfPODh6dNsqlEDRwu5HUTe1Kmz29QhFHljehqeAUE8P/13y31gasmvbGW/thXPK22QVKIQ4nkbP348t2/fJiQkhKioKN5+++1cz0JTVP3+++9s2rSJf/75h0OHDlGqVCk++ugjU4cl/lN42t8IkUcVbG35q25dfJ+agz00KoqAv//mboZRs4UQQgghhBDPZvXq1axatQqVSsXYsWP55ptvTB1SoXH8+HF++OEHzp49S6tWrdi5c6fBaYaFacgrd1GkuFlZEVqnDq+eOcOfUVG68r+fPKHpiRPsrF0bb+lvL4QQQgjxQgoKCnrpxz55GVy7ds3UIRRaco2/2KQFiihyHC0s2FqrFq89NY3Zv4mJNDl+nBMG5k0XQgghhBBCCFG0SQJFFEnWZmb8Uq0aI93d9crvp6QQ8Pff/Pn4sYkiE0IIIYQQQgjxIpIEiiiyzFUq5lWqxDRPT73yWI2G9qdOse7+fdMEJoQQQgghhBDihSNjoIgiTaVSMcnTEzcrK0ZcvEjaf+XJikKvs2eZn5LCCA8Pk8YoCo/9+x3RaNK7gJmbO+DvH2PiiIqeD+bXJjE5DgAbKztmjjpp4oiKns8dHUn+ryuklYMDE2LkPnjebDa70TU1/Rwomx2gl5wDIYQQIj9ICxQhgGHu7qytXh1rlUpXpgAjL10i6OpVFEUxXXBCCCGEEEIIIUxOEihC/Kd7iRJsr1ULR3NzvfKp168z8tIlNJJEEUIIIYQQQogiSxIoQmTQ3MWFfb6+lLKy0itfFBFBr3/+IVGjMVFkQgghhBBCCCFMSRIoQjyltr09f/n6UtHWVq/8twcPaH/6NNGpqSaKTAghhBBCCCGEqUgCRQgDKtjacsDXl7r29nrloVFRBJw4wd2kJBNFJoQQQgghhBDCFCSBIoQRblZW7KlTh0BnZ73yk3FxND1xgsvx8aYJTAghhBBCCCHEcycJFCGy4GhhwZZatehVooRe+b+JiTQ9cYLj/03VKYQQQghRmDRv3hyVSkVoaGiRjiE/qFQqVBlmcixIoaGhqFQqmjdvnuttjcVp7DwEBQWhUqkICgp6tmDzWVJSEhMnTqRSpUpYW1ujUqnw9PQ0dVgA/PLLL7Ro0QIXFxdsbGyoXLkyH374IY8fPzZ1aCKfSQJFiGxYm5nxc7VqjHJ31yu/n5JC87//5k/5wSiEEEIIIYqIvCRx8mLSpEl8/vnnxMbG0rVrVwYMGEDPnj2fawxPUxSFAQMG0LdvX/bv30/VqlXp0KEDiYmJzJw5k9q1a3Pjxg2Txijyl4WpAxCiMDBXqfiuUiVKWVkx6do1XXmsRkP7U6f4qWpVXitZ0nQBCiGEEELkQnBwMPHx8ZQrV87UoYjn5Ny5c7laf/To0fTp04fixYsXUES5s2bNGgD2799PpUqVTBxNuoULFxIcHIyDgwN//PEHzZo1AyAlJYWRI0fy/fff07dvXw4cOGDiSEV+kRYoQuSQSqXiE09PllSurHfjJCsKvc+eZcHt2yaLTQghhBAiN8qVK4ePjw9qtdrUoYjnxMfHBx8fnxyvX7x4cXx8fF6YBIq2JceLkjwBmDt3LgDvv/++LnkCYGlpybfffou7uzt//fUXu3fvNlWIIp8ViQTKzZs3GT16NN7e3lhbW1O8eHHatm3Lli1bstwuJCSEDh06ULx4cWxtbfHx8eF///sfT548eU6RixfRW+7urKteHesMfUgVYNSlS0y5ehVFUUwXnBBCCCGei0uXLjF48GC8vLywtrbG3t6e8uXL07FjR5YvX663bnZjSRjrEpGxPD4+nsmTJ1O1alXUajWenp6cP38elUqFi4sLiYmJRmP18/NDpVKxadMmXZmhcS8aN26MSqVi9erVRvc1b948VCoVr776qq4sNjaWpUuX0r17dypVqoSdnR0ODg40adKETz/9lKioKKP7y62MdXn9+nX69+9P6dKldeNOBAUFkZCQkGm7FStWoFKpGDhwII8ePWLs2LG6Z4OM9Z6amsqiRYto0qQJTk5O2NjYUKlSJcaMGcPtHLwsW7p0KfXq1cPOzg5nZ2c6dOhAeHi4wXXPnj3LlClTaNq0KR4eHlhZWVGsWDFatWqla22Rlfj4eCZOnEjFihWxsbHB3d2dIUOGGI0zt2O1GLpumzdvTosWLQDYu3evbp8ZxyMJCAhApVLxyy+/GN33V199hUqlolevXtnG4enpiUql0v2NnfGYK1as0Ft39erVBAYG4urqirW1NV5eXowePZrLly9nue9r166xadMmWrZsiaura47G5omJieHixYsAtGrVKtNyW1tbmjZtCsC6deuy/ZwAy5cvR6VS0bZtW6PrREREYGlpia2tLQ8fPtRb9vjxY6ZMmUKdOnVwcHBArVZTs2ZNpk+fTryBCTAM3bt2dnbUrFmT//3vf0bv3ZzUW1JSEl9//TX16tXDwcEBKysrSpUqRf369fnoo4949OhRjurkRfPSJ1COHDlCnTp1mD9/PgkJCbRv356qVauyZ88eOnXqxJQpUwxuN2fOHFq3bs327dupXr06nTt3Jjo6mhkzZuDn58eDBw+e8ycRL5JXS5RgR+3aOJqb65VPu36dERcvopEkihBCCPHSOnPmDH5+fixfvhxra2s6depEhw4d8PDwYN++fbq30vklMTGR5s2bM3v2bLy8vOjSpQuVKlXCx8eHxo0bExUVxcaNGw1ue/r0aY4dO4abmxsdO3bM8jiDBg0CyPRQmpE2OTR48GBd2cmTJxk2bBgHDhygVKlSdO7cmaZNm3Lv3j1mz55Nw4YNMz3o5dXVq1epV68eO3fuxN/fn9atWxMREcHUqVNp3bq10YTSgwcP8PPzIzg4mBo1atC1a1fKlCkDpD/wtW/fnhEjRnDixAmaNm1Kt27dSEpK4rvvvqNOnTocP37caEzvv/8+w4cPR61W07VrV8qWLcu2bdvw9/dnw4YNmdafPXs206ZN49GjR9SsWZPu3btTpUoV9uzZQ+/evRk3bpzRYyUnJxMYGMjcuXOpUqUKXbp0AeCHH37Az8+PS5cu5aY6c6xdu3a6h3s3NzcGDBig+9KOR/Luu+8C6ck2Q9LS0li4cCGQ3k0oOz179mTAgAG67zMes2LFisD/j0Xy+uuvs2/fPnx9fenevTs2NjasWrWKgIAAtm/fbvQYs2bNolu3bsTGxtKuXTsCAgIwf+rv/KdlfKlerFgxg+toW+8cO3Ys288J0LdvX0qUKMGuXbt0yZmnLV68mNTUVF5//XW94549e5batWszbdo07t+/zyuvvEKrVq2IjIxk0qRJNG3alOjoaL19Gbp3X3nlFe7cucOMGTOoX79+lveusXpLS0ujY8eOfPTRR1y+fBl/f3969uxJzZo1iYyM5Ouvvy60Y8O81GOgJCYm0qNHDx49ekTv3r1Zvnw5tra2QHpipX379kybNo1XXnmF1q1b67Y7ceIE48aNw9zcnM2bN9O+fXsgPcvbpUsXdu/ezdtvv53jTKJ4OQU4O7PP15d2p05xNzlZV774zh0iU1JYVbUqNtn84BVCCCEKqw/m1y7Q/TvZuTFp4E6Dyz5d0YbouHu672eOOmlwvW/X9ePGvVPZrpdbs2fPJiYmhunTp/O///1Pb1lCQgJHjhzJl+NoHTp0iFq1anH58mVKlSqlt2zw4MEcPHiQFStW0KdPn0zbahMeb775JhYWWf/p36dPH9577z127drF7du38fDw0Ft+6tQpjh8/jpubm+7vY0h/Gx0SEkKLFi0wM0t/P5uWlsbdu3cZN24cq1evZvLkycyfP/+ZPr8hwcHBdO3alV9++UX39/2tW7cIDAzkr7/+YurUqXz++eeZttuyZQuBgYH89ttvODo66i2bMmUKISEheHt7ExISomtRkZKSwogRI1i2bBk9e/bk/PnzWFlZZdr3okWLCAkJoWXLlrqyr7/+mo8++ohBgwbRtGlTSmYYM69fv35MnDiRChUq6O3nwoULtGrVim+++YZOnTpRr169TMc6ePAgFStW5Ny5c7pxbBITE3nzzTdZv349/fv35+DBgzmszZwbP348jRo1YseOHfj4+BhMtnXt2pXy5csTFhbGiRMn8PX11Vu+detWrl27Rq1atfS6vRgzc+ZMAFauXAkYTvAtXryY4OBgihcvzq5du6hTpw4AGo2G//3vf3z55Ze88cYbXLx4kRJPza4J6WOZbNq0SZeIyglXV1fMzc3RaDT8+++/VK1aNdM6//77L5Ce8MsJa2trhg0bxmeffcb8+fMzJWNTUlJYsmQJoJ98SkhIoEuXLty8eZNPPvmESZMm6a7R+Ph4hg4dyi+//MJ7773HDz/8oNvO0L2r3WbEiBEEBwczZcoUZsyYYTBeY/W2b98+du/eja+vL3v37sXBwUFv+dGjRylbtmyO6uRF81K3QNmwYQM3b97E2dmZRYsW6X64AtSvX5/JkycDMG3aNL3tPv/8cxRFYdCgQXq/HNRqNcuWLcPMzIz169dz/vz55/NBxAurtr09Yb6+VMxwbQH89uAB7U6dIjo11USRCSGEEAUrMTmuQL+SUuKMHjspRX9dY5JTE3K0Xm7du5eevOnQoUOmZba2tjl6KMytefPmZUqeAPTu3Ru1Wq1LemSUkpLCTz/9BPx/65KsODo60qNHD9LS0ggODs60XJuM6devn14ypkyZMgQGBuo9gEH6386zZs3CwsKCtWvXZv8hc8HW1jbT3/dlypRh1qxZACxYsMBgKxRLS0uWLFmSKXmSmJioS/DMmTNHb3pc7XgWbm5uXL161ehL1OHDh+slTwA+/PBD/Pz8iI6O5vvvv9dbFhAQkCl5AlClShUmTZoEoNft6mkzZ87UGwTYxsaGBQsWoFarCQ8PJywszOi2Bcnc3JxRo0YBGEyaaVumaNfJD9oky+TJk3XJE0jv7vPxxx9TvXp1oqKiWLp0qcHtBwwYkKvkCaTXd5MmTQAM7vfSpUv8+eefQHp3n5waOXIklpaWrFy5krg4/Z9b69ev5+7duzRu3Ji6devqyleuXMmVK1fo1KkTn376qV6CT61Ws2TJEkqWLMmPP/6oN7VyVvfuwoULsbCwyLLRgLF60/6M9Pf3z5Q8gfRuhcZa7bzoXuoEijb7X69ePZydnTMt1/ZV++uvv7h79y6Q3hxOOzZK3759M21Tvnx5XV82Q03xRNHjZWvLX76+1LO31yvfGx1NwIkT3ElKMlFkQgghhCgIDRo0AGDEiBHs2LEjy/FH8kPJkiXx9/c3uMzBwYGePXsaTHps2bKFyMhIGjRoQPXq1XN0LG2iRfu2XyslJYVVq1YB+t13MgoLC+PLL79k1KhRDB48mJEjR/LBBx9gZWVFZGSk3oNbXrVp08ZgQqlTp04UK1aMmJgYg91tfH19DSYtjh49ypMnT3B1daVz586ZlqvVal0Lnz179hiMKWM3k4z69+8PYHBMjSdPnrB27VomTpzIsGHDGDhwIAMHDmT9+vUARsfucHZ2NvjgWrJkSdq1a2f0eM/L0KFDUavV/Pzzz3rn/fLly+zcuRNnZ2fefPPNfDnWrVu3uHLlCmD4HKhUKt544w3A+Ll71umQJ0+erBtf6O233+bSpUvExMSwa9cuvRfxTycosuLu7k7Pnj2Jjo7mxx9/1FumTUg93fVJ+/zau3dvg/u0t7fHz8+P1NRUgy3kMt67gwYNYuDAgYwcOVJ37xobC8VYvdWtWxdzc3N++OEH5s+fz507d7L8zIXJS92FR9svLbs+aYqicPz4cTp06MDFixd1A+z4+fkZ3M7Pz4/9+/dz4sSJfIv11q1bet/HxsYC6c2xLC0t8+04BSXjHw4F/UfEi8gB2OrjQ5+LF9mTIcN8Mi6OJsePs9nHB28bmyz3UdTrMD+Yug4zDn2jKBgcxO5FZ+o6zKsX4RwU9jrMb7k9B1J/eWfz1I3wLPdBWloaaWlpWa5jbWWX6/3mhpWl2mgMVpZqveMbXc/cJkfrPS3jeoa2GTduHPv372f37t20a9cOS0tLateujb+/P71796Z+/fp662sHv1QUxeD+jB1P+39PT88sYx84cCDBwcGsWLGCjz/+WFeubao/YMAAo9s/fa6bNWtGhQoVuHDhAgcOHNC9Yf/999+JjIykYcOGVKlSRW+b+/fv89prr2U7VWtUVBROTk7ZxpAVbV1mVSeenp48fPiQGzdu0KhRI90xIP1lqKHtbt68CYCXl5fR/WoTL7du3TK4jrF9ly9f3uB2mzdvZsiQIVmOMaF9JtBul/GaUBTF4OQF2tYzN2/ezPZ6e7o84zJj12129weAk5MTb775JkuWLOH777/Xjecyf/58FEVh4MCB2NjY5Pi8ZxW/9twVK1YMe3t7o/cQwO3btw0es1y5cs8US8uWLVm8eDFjxoxh8eLFLF68WLesbNmyTJs2jQkTJuDq6pqr/Y8ePZpffvmF+fPnM2zYMCC9C92BAwdwc3Oje/fuevvTdhXq168f/fr1y3Lf9+7d022b03s3JiYGZ2fnTJ/BWL15eXkxe/ZsPvroI0aPHs3o0aMpX748jRo1omPHjrz22msGu8Hlt7S0tBz/Dszpei91AkXbx1B7QT0tY7m2X5r2X2dnZ4PNjQBdf62c9mXLCWN9wP78889CN73cvn37TB2CyYwEUmxtOZDhB8K1pCReOXGCSXFxVMzhD86iXIf5xRR16OiYinZwe40mlZ07DffdLywK43WYmqHbXGqq6c9BYazDvMrPc1AU6y8/dNBo0L56SdVonukclC1bNlMXh6dNemPvM0SXO8aavY/ptjZH6/VvPS9H62XF2OyL69at4/jx4+zevZtDhw5x+PBhjh49ypw5cxgyZIiuSwGkD06q/ddQDNpjpKam6i3XvtSztLTMMvY6derg5eXFxYsX2bVrFw0bNiQyMpJt27ZhY2NDx44dM22vvVfj4+MzLevTpw8zZszg+++/p0aNGgC67ie9e/fOtP6gQYM4cOAA9evXZ8KECdSoUQNnZ2fdS8CqVaty9+5dYmNj9bbNKgZjtHWZnJxsdBuNRpNpv9qErIWFhcHttA9PGo3G6H61+3j6PGnFxMQYnOVGex4z7jsiIoLXX3+dhIQExowZw2uvvUa5cuWwt7fHzMyMP//8kx49euiSGNprxNC+npb839h8xq63nF4Lxq5bbQzG6kFr0KBBLFmyhAULFjBkyBASExN1s8z079//me5HQ/Fru7koipLtPtPS0vTW0T78Z1Wf2Xnttddo1qwZmzZt4uLFi6hUKmrVqsWrr76q6/5StWrVXO2/WrVq1KtXj2PHjrFt2zaaNm3KN998A6S3aEpMTNR7yaA9h4GBgXrj7BhSvHhxXSw5vXe1tNdhTuqtf//+tGvXjm3bthEeHk54eDi//vorv/76K1OmTGHr1q0GW5HlpwcPHuS40YOhWYoMeakTKC1btuSzzz7j2LFjBgcwWrRoke7/2hOvzfLa2Rl/q2L/X1eNZ73JxMvLEng/IQFHRWGrtbWuPNrMjE/s7ZkQF0ft/36pCyGEEKJwq1u3rm4cgtTUVLZs2aIbbLRr1666bjfahxFjyRjtG/RnpVKp6Nu3L5999hk///wzDRs2ZM2aNaSmptKtWzeDrT6y0qdPH7744gt+++03Pv/8c2JjYwkJCcHW1pbu3bvrrRsXF8euXbswMzNj7dq1mY4VFxenGw8hP12/ft3oMu3sHu7u7jneX+nSpbPd77Vr17Lc740bN6hZs2aO4tm+fTsJCQl06tSJqVOnZtpG2yXFmKxmMHmWz18QfHx8aN68OaGhoezatYu7d+8SHR1Nq1at8PLyyrfjaM/do0ePiImJMZj81Z5X7br5zc3NTddSJCPtQL5PT1GeE8OGDWP48OEsXbqUGjVqsG7dOiwsLAyOZ+Th4cHFixfp168fXbt2zdH+n8e9W7JkSd2MSQAXL15k9OjRHDlyhKlTp+pmYypMXvoESrNmzdi3bx9dunRhwYIFNGvWjIcPH7JgwQKCg4OxtLQkJSUlV/3SCsLTvzhjY2OpVq0aLVu2zPYN0IsgMTFR96awWbNm2GTTXeVl11ZR+CoigqkZumYlqlR85uDAMm9vehjoViZ1mHemrsMjRyzQNjIyN7egTZs2z/X4+cHUdZhX+5ZNRpOS/sbMwsI056Cw12FenbWwQDsv2bOcg6Jef/nB4ndz+C9Xb2Fu/kz3QWRkZKH4+6OgpKWl6ZId2hYBOdGvXz82bNjApk2buHTpkm7aYG3XjytXrhisV+1AkxYWFnrLta2Qny43ZNiwYXz++eds3LiR+fPns3r1agDeeustg9tqB4FVq9WZllevXp2WLVsSEhJCSEgI9+7dIzU1lV69emVqNf3kyRM0Gg3Ozs56y7R1uGbNGl0rCnt7e71jZRWDMdb/vaDas2cPiYmJmd62b926lUePHuHg4KD3M0T7r6WlpcFjBQQEYG9vz+PHjwkNDc00vkhCQoJu/MPWrVsb3MeGDRt0YyVmpB3PJDAwULedtsWLt7d3pn0pipJpWmrtdai9JqKjo9m7d2+m8VoiIyPZvXs3AG3btjUY59Nlxs6Dtq6tra31yjOOLZndeXvvvfcIDQ1l+fLlupYM7777bp5+vjy9raOjI97e3ly5coUNGzbwzjvv6JalpaURGxvLzz//DKSPgZlxe+29/fS1mR+uXbvG5s2bsbe3Z/jw4bne/4ABAwgKCmLLli1UrFiRuLg4evbsSZUqVTKt26lTJ/bs2cMff/yRbRceLWP3rtYvv/ySqYuY9jp81nrz8/NjwoQJdO/enbNnzxb475nixYsbnB3JkJw2jnipEygAa9eupXv37vz111+ZfhCOHTuWAwcOcPToUVxdXQF03XaeHvE4I+0v1Pw84dr557W0J9DW1lZvdPHCwMbGptDFXBCCKlbEQ63m7YsX0XbcSVYU+l++TLRKxainpgbMSOow70xRhxlb7apUFPpzWBivwxftHBTGOsxvefn8Un/PRnnqRniWOsz4B3JRZ6guFixYQGBgYKYHmbt373Ls2DEgfcwF7XatWrXCzMyMnTt3sn//fgICAoD0B+XvvvuO3377Te942f3fkHLlytG6dWt27NjBJ598wpkzZyhXrpzu2Ln5fABDhgwhJCSElStX6h58Bw8enGnd0qVL4+LiwuPHj1m1apXew9uRI0f0Zrs0dqzcXG/aLjIJCQmMGjWKn376SXeNR0RE8OGHHwLw9ttv63WD1+5fpVIZPJZarWbUqFF8+eWXfPjhh/j6+urGLklJSeG9997j7t27eHl50atXL4P7WLRoEV26dNFrbTBnzhwOHz6Mg4MDQ4cO1W1XrVo1ID258vHHH+taRmg0GoKCgjLNoKOto4zH/fDDD6lXr57uOSIpKYl33nmHuLg4GjRoYHTgYWN1/fT+tXX9dJ1pZ/65dOkSGo0my/EaO3XqRMWKFdmxYweQnjDq2LGjwa5OOWUo/g8++IARI0Ywffp0mjdvTu3a6dOsK4rCzJkzOX36NM7OzgwbNizP12BGycnJ/PPPP5l6Opw/f54ePXqQkJDA4sWLDU6dnB1ra2tGjBjB5MmTdbNLvfPOOwbjHD58ON9++y3r1q1jwoQJfPLJJ5mGo7h79y6bN2/mrbfeArK+d8PDwzNN0Q6Z68lYvf35558kJibSunVrvetDURS2bt0KpI8NVNC/Z8zMzHL8OzAlJSVH6730CZSSJUuyf/9+QkJC+PPPP3n48CFubm507doVPz8/XdM2bXM77QBDUVFRxMbGGhwHRdtaJOP0ZkIY8pa7OyUsLelz9ixJ2oG4gNGXLnE3OZlpnp55+gUihBBCiOdvyZIljBo1Ci8vL2rUqIGjoyORkZHs37+fhIQEWrZsqffirmzZsrzzzjvMnTuXwMBA/P39cXV15eTJk9y4cYPx48fzxRdf5DmuQYMGsWPHDubOnQukDy77rA8o3bp1w8XFRdeawdPTM9MUvZA+Ze3kyZN577336N+/P/Pnz6dChQrcuHGDsLAwevXqRXh4eJZdY55F//79+eOPP6hQoQL+/v4kJiby559/EhcXR+PGjQ12i8nO1KlTOXr0KLt376Zq1aq0aNECBwcHDh48yI0bNyhWrBhr1641Ovildhpjf39/PDw8OHPmDKdPn9bNRpJxvIfOnTvrxrioXLkyAQEB2NnZcejQISIiIvj444/58ssvjcbauHFj0tLSqFKlCi1btkStVnPgwAEiIiIoWbKkwWmo80u5cuXw8/Pj6NGj1KxZEz8/P2xsbChevHim69jMzIzRo0czduxYIH2K3oL423f48OGEhYXx448/4ufnR0BAACVLluT48eNcuHABW1tbfvrpp2dKZGQlPj6eunXrUqFCBapUqYKzszPXrl3j8OHDpKWlMW3aNINde3Jq+PDhfPbZZyQlJVGrVi2jU6Tb2dmxZcsWOnXqxFdffcWSJUuoVasWZcqUIT4+nosXL3Lu3DlKliypS6Bkd++++eab7Nu375nu3VOnTvHee+/h6OhI3bp1cXd3JyEhgePHj3P9+nWcnJz0kquFSZF4taBSqWjdujWff/45S5Ys4dNPP8XPz48rV65w584dihUrpuu/WqVKFV22+ujRowb3py3POPe2EMZ0K1GCnbVr42Rurlc+/fp13r54EY2B0dOFEEII8eL67LPPGDFiBM7OzoSHh7N27VrOnj1Lw4YNWblyJdu3b9d1i9CaM2cOs2bNonLlyoSFhREaGkq1atUIDw+nbdu2+RJXt27ddK2qVSoVAwcOfOZ92djY8Prrr+u+HzBggNEH37Fjx7Jx40aaNGnChQsX2Lx5M0lJSXz99dcFNsaBl5cXR48epUWLFuzbt48dO3ZQunRpJk+erBuvJbesra3Zvn07CxYsoHbt2uzfv58NGzZgaWnJO++8w8mTJ6lXr57R7efMmcOCBQuIiYlh48aNXL9+nXbt2rFv375M071aWFgQGhrKxIkT8fDwYPfu3YSGhuLr68vBgwd1UxEbY2Vlxe7duxk1ahT//PMPGzduRKPRMHDgQI4ePWqwm0d+Wr9+PX379iUmJoZff/2VZcuW6bqNPU17favVaqNTYOeVSqUiODiYn3/+mVdeeYVjx46xbt064uPj6du3L3v37tWbVji/qNVq3n33Xd3PgvXr13Pz5k369OlDeHg4kyZNytP+S5YsSZ06dQAYNWpUlutWr16dU6dO8dVXX1G1alVOnTrF2rVrOXToEHZ2dnzwwQe6bmhaxu7d+fPnZ5rKPDc6d+5MUFAQ9evX599//+W3334jNDQUJycnxo8fz5kzZ3Sfq7BRKYbmvioiRowYwaJFi5gwYQIzZszQlffq1Yu1a9cydOhQli5dqrfN9evX8fb2RqPRcO7cOXx8fAoktpiYGJycnIiOji4UfZATEhJ0o/y3adNGmlwbcOrJE9qeOsXd5GS98leLF+fnqlVRkpOlDvPI1Nfh/v2OaDTpA1Gbmzvg71/4Bpo2dR3m1Qfza5OYnN4F08bKjpmjTj73GAp7HebV546OJP83ILuVgwMTcjngelGvv/ygrHFElZp+DhQLB1S9cv+z6NatW5m6FxclGWfqcHR0lO5Mz6Cg6jAoKIipU6cyZcoUgoKC8mWfL6qX5Tr85JNP+Oyzzxg2bJjeNL/PQ2Gvw4sXL+Lj44OTkxO3b982yeyshbkOc/O7LKfP34Xn0z+js2fPGpyqa8aMGSxevJiKFStm6t81fvx4VCoVy5cvZ/v27bry+Ph4hgwZgkajoUePHgWWPBEvp1r29oT5+lLpqYeBDQ8e0PbUKaIyTP0pCicrK3esrDz++zLtyPdFlZOdG8726V9Odm6mDqdIcnB3x8HDI/3LxDNAFFWKTWkSVMVIUBVDsSmYGSeEECIn7ty5w/z58zEzM9N14xE5N3nyZBRFYcSIESZJnojMXvoxUJYsWcLixYupV68eHh4eJCUlER4ezr1796hYsSK7du3KNGVx3bp1mTVrFu+//z4dOnTQ9aHbv38/d+7coUqVKnpTIAuRU162thzw9aXDqVMcyzCV4b7oaNqeO8d7KhWuRbdRWKHXsOF5U4dQ5E0auNPUIRR5o8/LfWBqSa3//v9WPK3bIG14hBDP2/jx47l9+zYhISFERUXx9ttv53g2lKLu999/Z9OmTfzzzz8cOnSIUqVK8dFHH5k6LPGfl74FSocOHWjbti03btxg06ZN7Nmzh3LlyvHVV19x6tQpowPBvvfee+zatYu2bdty6tQpNm3ahL29PRMmTODIkSMUL178+X4Q8dIoaWXFnjp1aOXiold+Oj6eCfb2RBSiZnFCCCGEEEI8bfXq1axatQqVSsXYsWP55ptvTB1SoXH8+HF++OEHzp49S6tWrdi5c6fe1NHCtF76Fiht2rShTZs2z7Rtq1ataNWqVT5HJAQ4WFiwpWZN+p87x6+Rkbrye2ZmTLCzo1ZcHE2l378QQgghhJ6goKCXfuyTl8G1a9dMHUKhJdf4i01edQthIlZmZvxcrRrveHjolUebmdHu7FlCHj0yUWRCCCGEEEIIIZ4mCRQhTMhMpWJuxYp85uWlV/4kLY0Op0+z5v59E0UmhBBCCCGEECIjSaAIYWIqlYqJ5csz38sLswwDyKYoCn3OnmXerVsmjE4IIYQQQgghBBSBMVCEKCwGlSzJzTNnmKVWk6JSAaAA71y+zL2UFKZ5eqL6r1y8mA4d8kGjSZ9dydzcXmblMYFPV7QhKSUOAGtLO5mVxwTm+fiQ/N8sY1b29jIrjwlY76pDm/iH//2/GHS5YOKIhBBCiJeDJFCEeIE0Sk0lKC6Or5yciNZodOXTr1/nXnIyCypVwkJm6XlhJSdHoNHEAmBu7mDiaIqm6Lh7JCanJ1BsrOyyWVsUhNiICJJj0+8DKwe5D0xBlXgHWyX9HCiJySaORgghhHh5yJOYEC+Y6hoNO6tVo7SVlV750jt3eO3sWRIzJFaEEEIIIYQQQjwfkkAR4gVUU60mzNeXSk9NZbzxwQPanjpFVEqKiSITQgghhBBCiKJJuvAI8YLytLXlL19fOpw+zdH/msMD7IuOJuDvv9leqxalra1NGKF4mr9/jKlDKPJmjjpp6hCKvAkxch+YWmLne+zcmT7+T5s2bbDNZn0hhBBC5Iy0QBHiBVbCyoo/a9emtYuLXvmpuDianDjBpfh4E0UmhBBCCCGEEEWLJFCEeME5WFjwR82avF6ypF75tcREmp44wVF52yuEEEIIIYQQBU4SKEIUAlZmZvxUtSpjPDz0yiNTUmhx8iS7Hj3SK4/TaDgcE8Pux485HBNDnAw8K4QQQogMmjdvjkqlIjQ0tEjHkB9UKhUqleq5HCs0NBSVSkXz5s1zva2xOI2dh6CgIFQqFUFBQc8WbD5LSkpi4sSJVKpUCWtra1QqFZ6eniaNSaPRsG7dOiZMmECbNm0oVqwYKpUKC4usR8q4f/8+wcHB9O3bl0qVKmFjY4NarcbHx4cxY8Zw7dq15/MBRK7JGChCFBJmKhXfVKxIKSsrJl69qit/otHQ8fRpgn18qGNvz4KICILv3tWbBtnJ3Jz+pUox0t0dHzuZ2lUIIYQQQjyb0NBQWrRoQUBAwHNNfk2aNImvv/4aNzc3unbtilqtpnjx4s/t+IbExsby2muv5Xq7999/n1WrVmFmZkaNGjXo0qULcXFxHDlyhO+++44ffviBDRs20Lp16wKIWuSFJFCEKERUKhUTypenpJUVwy5cIO2/8hRF4fVz51ABioHtojUavrt9m/m3bzPL25uxZcs+x6iFEEII8aIJDg4mPj6ecuXKmToU8ZycO3cuV+uPHj2aPn36mDxJobVmzRoA9u/fT6VKlUwcTTpLS0veeOMNfH19qVu3Lq6urtSpUyfb7VxdXZk6dSpDhgzBI0ML8ydPnvDWW2+xevVq+vTpw+XLl3F5aixEYVqSQBGiEBpSujTFLS3pc/YsiWlpunJDyZOM0oD3rlwBkCRKAfj770DS0tIH9jUzU1Onzm4TR1T0fLuuH8mpCQBYWdgypuePJo6o6AkODCTlvwGuLdVq+u+W++B5szrQAf+EO//9/xtovce0AYkXkiROih4fH59crV+8ePEXJnkCcOPGDYAXJnkCYGdnx08//aT7Pqddb7799luD5fb29ixbtowtW7bw6NEjtmzZwptvvpkfoYp8ImOgCFFIdS1enJ21amFvlvvbeNyVK5yPiyuAqIq22NgjxMSEExMTTmzsEVOHUyTduHeKa3f+5tqdv7lx75SpwymSbh85wq3wcG6Fh3P7iNwHpmD2+BiuaRdwTbuA2eNjpg7npXXp0iUGDx6Ml5cX1tbW2NvbU758eTp27Mjy5cv11s1uLAlj41pkLI+Pj2fy5MlUrVoVtVqNp6cn58+fR6VS4eLiQmJiotFY/fz8UKlUbNq0SVdmaNyLxo0bo1KpWL16tdF9zZs3D5VKxauvvqori42NZenSpXTv3p1KlSphZ2eHg4MDTZo04dNPPyUqKsro/nIrY11ev36d/v37U7p0aWxsbKhcuTJBQUEkJCRk2m7FihWoVCoGDhzIo0ePGDt2LN7e3lhbW+vVe2pqKosWLaJJkyY4OTlhY2NDpUqVGDNmDLdv3842vqVLl1KvXj3s7OxwdnamQ4cOhIeHG1z37NmzTJkyhaZNm+Lh4YGVlRXFihWjVatWutYWWYmPj2fixIlUrFgRGxsb3N3dGTJkiNE4cztWi6Hrtnnz5rRo0QKAvXv36vaZcTySgIAAVCoVv/zyi9F9f/XVV6hUKnr16pVtHJ6enqhUKhRF0fscKpWKFStW6K27evVqAgMDcXV1xdraGi8vL0aPHs3ly5ez3Pe1a9fYtGkTLVu2xNXV1aRj86jVaqpUqQLAzZs3c7TNnj17UKlU+Pj46OrpaYmJiboxWs6ePau3LCEhgVmzZtGoUSOcnZ2xsbGhSpUqfPTRRzx8+DDTvlJSUvjpp59444038PHxwdHREVtbW6pUqcKYMWOIiIgwGEPGnzv79++nc+fOlChRAjMzM925TEtLY8mSJTRt2hRnZ2csLS0pWbIktWvX5p133jH5+DCSQBGiEPN3dqbLM7wZSAMWGvnBJoQQQoisnTlzBj8/P5YvX461tTWdOnWiQ4cOeHh4sG/fPubOnZuvx0tMTKR58+bMnj0bLy8vunTpQqVKlfDx8aFx48ZERUWxceNGg9uePn2aY8eO4ebmRseOHbM8zqBBgwAyPZRmpE0ODR48WFd28uRJhg0bxoEDByhVqhSdO3emadOm3Lt3j9mzZ9OwYUODD2F5cfXqVerVq8fOnTvx9/endevWREREMHXqVFq3bm00ofTgwQP8/PwIDg6mRo0adO3alTJlygDpg5S2b9+eESNGcOLECZo2bUq3bt1ISkriu+++o06dOhw/ftxoTO+//z7Dhw9HrVbTtWtXypYty7Zt2/D392fDhg2Z1p89ezbTpk3j0aNH1KxZk+7du1OlShX27NlD7969GTdunNFjJScnExgYyNy5c6lSpQpdunQB4IcffsDPz49Lly7lpjpzrF27drRt2xYANzc3BgwYoPvq2bMnAO+++y6QnmwzJC0tjYULFwLp3YSy07NnTwYMGKD7PuMxK1asCICiKAwYMIDXX3+dffv24evrS/fu3bGxsWHVqlUEBASwfft2o8eYNWsW3bp1IzY2lnbt2hEQEIC5uXkOaiT/paSk6JIEpUuXztE2LVq0oGbNmly4cIGQkBCD6/zyyy88evSIFi1aUK1aNV15REQEDRs25IMPPuDSpUvUr1+fDh06kJSUxNdff02DBg10rX+07t27R79+/diyZQsuLi60a9eOli1b8uTJE929YixpBbB27VqaN2/Ov//+S6tWrWjdujXW1tYADB06lOHDh3P8+HHq16/Pa6+9Rt26dUlISGDevHn8/fffOaqTgiJdeIQoxOI0GrY84x8kK+/eZUaFCtiZ6JeDEEKIwu1zR8cC3b+Duzujz583uGyejw+xGV4ETIiJMbhecGCgXksoY+vl1uzZs4mJiWH69On873//01uWkJDAkXxufXXo0CFq1arF5cuXKVWqlN6ywYMHc/DgQVasWEGfPn0ybatNeLz55pvZzgzSp08f3nvvPXbt2sXt27f1xmYAOHXqFMePH8fNzY327dvryj09PQkJCaFFixaY/dcyNi0tjbt37zJu3DhWr17N5MmTmT9//jN9fkOCg4Pp2rUrv/zyC7a2tgDcunWLwMBA/vrrL6ZOncrnn3+eabstW7YQGBjIb7/9huNT1/CUKVMICQnB29ubkJAQXYuKlJQURowYwbJly+jZsyfnz5/Hysoq074XLVpESEgILVu21JV9/fXXfPTRRwwaNIimTZtSsmRJ3bJ+/foxceJEKlSooLefCxcu0KpVK7755hs6depEvXr1Mh3r4MGDVKxYkXPnzum6YyUmJvLmm2+yfv16+vfvz8GDB3NYmzk3fvx4GjVqxI4dO/Dx8TGYbOvatSvly5cnLCyMEydO4Ovrq7d869atXLt2jVq1atGsWbNsjzlz5kwAVq5cCRhO8C1evJjg4GCKFy/Orl27dOOQaDQa/ve///Hll1/yxhtvcPHiRUqUKJFp+4ULF7Jp0yZdIsqUli1bxoMHD7C1tdW7z7IzZswY3nrrLebNm2dw8Fnt/ZcxaaUoCr169eL06dMMGTKEOXPm4ODgAKS3xho/fjyzZs1i9OjR/P7777rtnJyc2LRpE+3atdO7F1JSUpgyZQqff/457777Llu2bDEY64IFC5g/fz4jR47UK79x4wbLly+nTJkyHDlyJNPPu3PnzmFn4gkxpAWKEIXYP3FxerPt5Ea0RsNZ6cYjhBDiGSXHxhbs15Mnxo/95IneusakxMfnaL3cunfvHgAdOnTItMzW1jZHD4W5NW/evEwPEwC9e/dGrVbrkh4ZaZvZw/+3LsmKo6MjPXr0IC0tjeDg4EzLtcmYfv366SVjypQpQ2BgoC55oqVWq5k1axYWFhasXbs2+w+ZC7a2tixatEiXPNHGMWvWLCD9Ac1QKxRLS0uWLFmSKXmSmJioe8CcM2eO3vS4lpaWfPvtt7i5uXH16lXWrVtnMKbhw4frJU8APvzwQ/z8/IiOjub777/XWxYQEJApeQJQpUoVJk2aBKDX7eppM2fO1BvLxsbGhgULFqBWqwkPDycsLMzotgXJ3NycUaNGARhMmmlbpmjXyQ/aJMvkyZP1BnFVqVR8/PHHVK9enaioKJYuXWpw+wEDBrwQyZPTp0/z4YcfAumzDrm5ueV42zfeeINixYrxxx9/cP36db1l4eHhHDt2jLJly9K1a1dd+Y4dO/jrr7+oU6cOixYt0iVPACwsLPjqq6+oUaMG+/fv1+v24+DgQJcuXTIlEi0tLZkxYwbu7u5s376dWCM/d1u2bJkpeQL//7O1bt26Bn/eVa1a1eTjN0kCRYhCLPYZkyf5tb0QQghRFDVo0ACAESNGsGPHjizHH8kPJUuWxN/f3+AyBwcHevbsaTDpsWXLFiIjI2nQoAHVq1fP0bG0iRbt236tlJQUVq1aBeh338koLCyML7/8klGjRjF48GBGjhzJBx98gJWVFZGRkTx+/DhHMeREmzZtDD5gderUiWLFihETE2Owu42vr6/BpMXRo0d58uQJrq6udO7cOdNytVqta+GzZ4/hgZkzdjPJqH///gAGx9R48uQJa9euZeLEiQwbNoyBAwcycOBA1q9fD2C0G4Szs7PBB/6SJUvSrl07o8d7XoYOHYparebnn3/WO++XL19m586dODs759vgqLdu3eLKf5MkGDoHKpWKN954AzB+7rTdj0zp1q1bdO7cmSdPntClSxfGjx+fq+1tbW0ZNmyYXhcpLW0i6+2339brmqRtIdKjRw+DLdTMzMx0P3sOHz6cafnJkyeZPXs277zzDoMHD9Zdv6mpqaSlpRm9fo3Vt4+PDw4ODmzdupXPPvuMq1ev5uCTP1/ShUeIQswhj91vLHMxkJgQQgiRkVWGN5UFsn97+yyX5eT4lmp1gcT54YcfcuDAAUJCQmjXrh2WlpbUrl2bZs2a0adPH+rXr5+vx8vYGsKQwYMHExwczIoVK5gwYYKuXNtiJCetT7SaN29OhQoVuHDhAmFhYTRp0gSAP/74g8jISBo2bEjVqlX1trl//z49evTgwIEDWe47JiYm36Zk9fLyMrrM09OThw8fcuvWLYPLDNG23slqv97e3nrr5jQmbfnT8WzevJlBgwZlOT6MsTf42sFPc3O858nFxYV+/fqxePFili1bxgcffACktwxSFIVBgwahVqvz5Vja81GsWLFMLYu0tOfd2LnL7h4raHfv3iUwMJDr16/Ttm1b1qxZk6sBf7VGjhzJ119/zbJlywgKCsLGxobIyEjWrl2LtbU1b731lt76//77L5De2kXb6smYBw8e6P4fFxdHv379DI7tk1GMkW6TxurbwcGB5cuXM2jQID755BM++eQTSpcuTaNGjWjXrh19+/bFPovfDc+DJFCEKMSq29nhZG7+zN14up0+zagyZRjl4YGbgb68QgghhDH5NZ7IszA2NsrTCmoabW2XmSNHjrB9+3bCwsIICwvj6NGjzJ49m5EjR+ZqvI+0tLQsl2fspmJIs2bN8Pb25uLFi7qkx/3799m6dSs2NjYGx0YxRjtTzeTJk1mxYoUugZJVMmbo0KEcOHCAxo0bM3XqVGrXro2Tk5NuNpxq1apx584do7ODFBRDx8uuLgtSxnhu375N7969SUhI4KOPPuKNN97A09MTe3t7zMzM2LlzJ23bts1TnT3v+n7amDFjWLx4MQsXLuT9998nMTGR5cuXo1Kp8rX7Tn4w5XVx//59WrZsycWLF2nVqhUbN27UDaiaW2XKlKF79+6sWbOGX3/9lQEDBvD999+TlJREv379Mo3/ov3Z88orr+gShE9TFIWUlBS9xOmECRPYsGEDPj4+fPHFF9SvX5/ixYvruvQ0adKEgwcPGr0Gs6rvHj160KpVK37//Xf279/PX3/9xYYNG9iwYQOTJ09m165d1KxZM1f1kp8kgSJEIWZnbk7/UqX4LgfT6hnySKPh0+vX+erGDfqXKsX7ZcrgY+KBmYQQQojCon79+rrWJqmpqWzcuJH+/fuzYMECevbsqZvuVftQYaw1wdPjFeSWNukxadIkli9fTpMmTfjpp59ITU2lV69eODs752p/AwYMICgoiF9//ZW5c+cSExPDtm3bsLW1zZSMiYuLY+vWrZiZmbF161bdsdLS0khISCAuLo67d+/m6fMZklXTfu0MJtrZdXJCO2BuVvvVvq1/enDdjDFlHH8jq3g2b95MQkICr776Kl9++WWmbbKbRSerqVyf5fMXhGrVqtGqVStCQkLYtm0bERERREVF0b59e6MP689Cez4ePnxITEyMwVYo2nvM2LkzlcjISFq2bMm5c+cIDAzk999/x8bGJk/7HDNmDGvWrGH+/Pm8+eabLFq0CDA841HZsmWB9IF/ta2EnpaWlpapJYl2mu1ff/2VWrVqZdomr7NAOTk50a9fP/r16wekT+f8zjvvsGnTJkaPHs3evXvztP+8kDFQhCjkRrq75/lGTlIUlt65Q9UjR+h8+jR7o6JM/tZCCCGEKEwsLCzo2bOnborXjFNtah/azp07Z3BbYzNV5MbAgQMxMzNjzZo1xMfHP1P3Ha1y5coRGBhITEwMv/32my4Z0717d5ycnPTWjY6ORqPR4OjoaDBRs2bNmgL5m2Lnzp3cv38/U/nWrVt5+PAhDg4OBmevMcbPzw97e3sePXqkN9uIVkJCAqtXrwbQJcae9uOPP2ZZ3rx5c13Zo0ePAChfvnym9RVF4eeff84y3qioKDZv3pypPDIyUjddb8bj5SdtQjA1NTXbdTNOaWxoFpj8UKZMGV1CxtAMPRnr09i5M4UHDx7QsmVL/vnnHwIDA9m8eXO+tIRp2rQp9erV48iRI3zyySfcuHGD+vXr68Zuykg7y8/atWtzdZ9mdf3u2LFDr7tPfihbtixTp04FMPk0xpJAEaKQ87GzY1Yus/g9ixenkpEf0H88fEjzv/+mwfHj/Hr/PqnZNCsWQgghipoFCxZw4cKFTOV3797l6NGjgP6DRcuWLTEzM2PHjh16b04VReHbb7/VDRiaF2XKlKF169bExMQwceJEzpw5Q7ly5TLNCpNT2oFily9fnmUyxs3NDRcXF6KiojIlEI4cOcK0adOe6fjZSUhIYMSIEbpuQgARERGMGzcOSB8sMzdv8m1sbHTdSsaNG6fXKiglJYV3332Xu3fv4uXlZXQAzIULF2YauHXOnDkcPnwYBwcHhgwZoivXdodYt24dd+7c0ZVrNBomT56coxl0xo0bpzfOSVJSEqNGjSIuLo4GDRrQtGnT7D/4M9C2bLl06RIpKSlZrtuhQwcqVqzI9u3bOXnyJN7e3rmamjentK0nPv30U06ePKkrVxSFmTNncvr0aZydnTONAWIqjx49IjAwkDNnztCqVat8S55oaRNXX3zxBWA8adW1a1fq16/P4cOHGTRoEJGRkZnWefz4MT/88INewkx7/X733Xd66164cIG33377meM+ceIEv/76q959raVNGBpK2jxP0oVHiJfA2P+a3427coWs0h1mwOyKFXm3TBk0isLmBw+YdesWB6KjM617NDaWPmfPUt7amrFlyjCkdGkcDIzOLYQQQhQ1S5YsYdSoUXh5eVGjRg0cHR2JjIxk//79JCQk0LJlS70ZUsqWLcs777zD3LlzCQwMxN/fH1dXV06ePMmNGzcYP3687kEnLwYNGsSOHTuYO3cu8P+tUp5Ft27dcHFxYfd/48h4enoaTMaYm5szefJk3nvvPfr378/8+fOpUKECN27cICwsjF69ehEeHp7nbkpP69+/P3/88QcVKlTA39+fxMRE/vzzT+Li4nRjseTW1KlTOXr0KLt376Zq1aq0aNECBwcHDh48yI0bNyhWrBhr167NNHWrlnYaY39/fzw8PDhz5gynT5/G3NycH374QW/WoM6dO1OvXj2OHTtG5cqVCQgIwM7OjkOHDhEREcHHH39ssGuPVuPGjUlLS6NKlSq0bNkStVrNgQMHiIiIoGTJkganoc4v5cqVw8/Pj6NHj1KzZk38/PywsbGhePHima5jMzMzRo8ezdixY4H0QU6fZXDU7AwfPpywsDB+/PFH/Pz8CAgIoGTJkhw/fpwLFy5ga2vLTz/9lGkMkPwwcuRI3YxPSUlJQHoirFGjRrp1OnbsqDdI69ChQzl16hQqlQpXV1dGjBhhcN/dunWjW7duuY6pd+/efPjhh9y7d48SJUrQu3dvg+uZmZmxceNGOnbsyMqVK1m3bh21a9emXLlyJCcn8++//3L69Gk0Gg19+/bVbTdlyhR69uzJpEmTWLNmDdWrV+f+/fvs378ff39/3N3dn2ka7evXr9OnTx9sbW2pW7cuZcuWJTU1ldOnT3PhwgWsrKz46quvcr3f/CQtUIR4SYwtW5Z/6tdnjIcHTk/NzuNkbs4YDw/+qV+fd/97a2CuUtGtRAn2+/py0NeXniVKGPyBcD0pifeuXKHswYN8fOUKt//7xSCEEEIUVZ999hkjRozA2dmZ8PBw1q5dy9mzZ2nYsCErV65k+/btmaYEnTNnDrNmzaJy5cqEhYURGhpKtWrVCA8P13X7yatu3brh6uoK/P+4KM/KxsaG119/Xff9gAEDjD74jh07lo0bN9KkSRMuXLjA5s2bSUpK4uuvv840nWp+8fLy4ujRo7Ro0YJ9+/axY8cOSpcuzeTJkwkJCXmmt/nW1tZs376dBQsWULt2bfbv38+GDRuwtLTknXfe4eTJk1l2C5ozZw4LFiwgJiaGjRs3cv36ddq1a8e+ffsytVqxsLAgNDSUiRMn4uHhwe7duwkNDcXX15eDBw/qpiI2xsrKit27dzNq1Cj++ecfNm7ciEajYeDAgRw9epQqVark+vPnxvr16+nbty8xMTH8+uuvLFu2TNfF6Wna61utVhudAjuvVCoVwcHB/Pzzz7zyyiscO3aMdevWER8fT9++fdm7d2+BtHwBOHv2LIcOHeLQoUN63Uu0ZYcOHdJNs6yl7QKjKApr1qxh5cqVBr+etbuKlZWVrgvX0KFDsxyU1t3dnfDwcBYtWkSDBg24cOEC69at082qNXz4cNavX6/Xoqt79+7s3buXwMBA7ty5w++//879+/cJCgpi27ZtWFpaPlPcjRo14osvvqBFixZERETw+++/s3PnTszNzRk1ahSnTp3K9t4oaCpFBjp4IcXExODk5ER0dLTR6bheJAkJCezcuROANm3amHQk68IqP+swTqPhbFwcsRoNDubmVLOzwy4HUx7/m5DAN7dusezOHeKNdN2xUKnoW7Ik48qWpZaJpxF7mqmvw/37HdFo0gcINDd3wN/fdDNUPCtT12FefTC/NonJcQDYWNkxc9TJbLbIf4W9DvPqc0dHkv8bKNPKwSHXM7UU9frLD8oaR1Sp6edAsXBA1Sv3P4tu3bpl8gEoTSnjoImOjo7P3IqjKCuoOgwKCmLq1KlMmTKFoKCgfNnni+pluQ4/+eQTPvvsM4YNG8bixYuf67FfljrMraioKMqUKUNiYiJXr17VDRb7LApzHebmd1lOn78Lz6cXQuSYnbk59R0daeniQn1HxxwlTwAq2NrybaVK3GzcmM+8vHAzkD1OVRSC792j9tGjtDl5kp2PHsmAs0IIIYQQIpM7d+4wf/58zMzMdN14RMH7/PPPiYuLo1evXnlKnojMZEADIUQmrpaWTCxfnnFly/LzvXvMvHmTs/Hxmdbb9fgxux4/pqadHePKluX1kiWxKkRZaSGEEEIIkf/Gjx/P7du3CQkJISoqirfffls38KgoGGFhYfzwww9cvXqVP//8E7VazfTp000d1ktHnnSEEEZZm5kxqHRpztSvz9aaNQk0MD0hwOm4OAaeP49XeDhf3rhBVDYjsgshhBBCiJfX6tWrWbVqFSqVirFjx/LNN9+YOqSX3sWLF1m2bBkHDx6kUaNGbNu2jQoVKpg6rJeOtEARQmRLpVLRvlgx2hcrxonYWGbdvMnq+/fRPLVeRHIy4//9l+nXrzOkVCnGlimDp4xfIIQQQoh8EhQU9NKPffIyuHbtmqlDKHIGDhyYp4GjRc5ICxQhRK74OjjwU7VqXG3UiA/KlsXBwPgqTzQa5t6+jfehQ/T55x+O5HIQSSGEEEIIIYR40UgCRQjxTMra2PC1tze3Gjdmlrc3ZQ1Mj5YG/BoZSYPjxwk4cYLNDx6QJgPOCiGEEEIIIQohSaAIIfLE0cKC98uW5UrDhqyqWhVfI1Mb74uOpsuZM1Q7fJilEREkap7uACSEEEIIIYQQLy5JoAgh8oWlmRl93dw4Vq8eu2vXpoOrq8H1LiQkMOziRcqFhzPt2jUeJCc/50iFEEIIIYQQIvckgSKEyFcqlYqWLi5sqVWLM/XrM7hUKaxUqkzrRaakMOXaNcqGhzPi4kUuGpgmWQghhBBCCCFeFJJAEUIUmOp2dizz8eF6o0b8r1w5XCwyT/yVmJbGoogIfA4f5tUzZ/grOhpFxkkRQgghhBBCvGAkgSKEKHClrK2ZXqECNxs35ruKFalgY5NpHQXY+OABr5w4QePjx1l3/z4aSaQIIYQQQgghXhCZXwcLIUQBsTM3Z3SZMozw8GDjgwfMvHmTcANTHB+KjeW1s2fxsrHhvTJlGFSqFPYGWq+8aBo0OKdrPaMy0G1JFLxPBuyQc2Bio86dA23yU86BSSS2Os6+vXsBaBYQgK2J4xFCCCFeFi/+E4kQ4qVjrlLRo0QJepQoQVh0NDNv3mTjgwc83d7kamIiYy5fZsq1a4xwd2e0hwelDUyX/KKwtvYwdQhFnrN9KVOHUOQ5esh9YHK2HiSaFdf9XwghhBD5Q7rwCCFMqomTE7/VqMGFBg0Y4e6OrVnmH0uPU1OZceMGnuHhDD5/nn/i4kwQqRBCCCGEEKIokwSKEOKFUEmtZkHlytxo1Ihpnp6UsLTMtE6yorD87l1qHDlCh1On2P34sQw4K4QQQjyD5s2bo1KpCA0NLdIx5AeVSvXcuo2GhoaiUqlo3rx5rrc1Fqex8xAUFIRKpSIoKOjZgs1nSUlJTJw4kUqVKmFtbY1KpcLT09OkMWk0GtatW8eECRNo06YNxYoVQ6VSYZGDrufa82Hsq0+fPs/hE4jcki48QogXSnErKyZ5evJh2bL8dO8es27d4ryBKY63PXrEtkePqGNvzwdly9KrRAkTRCuEEEIIUbSEhobSokULAgICnmvya9KkSXz99de4ubnRtWtX1Go1xYsXf27HNyQ2NpbXXnstT/sYMGCAwfKGDRvmab+iYEgCRQjxQrIxN2eouzuDS5dm68OHzLx5k73R0ZnW+/vJE948d47x//7LSDc3ygN2zz9cIYQQolAJDg4mPj6ecuXKmToU8ZycO3cuV+uPHj2aPn36mDxJobVmzRoA9u/fT6VKlUwcTTpLS0veeOMNfH19qVu3Lq6urtSpUydX+1ixYkWBxCYKhiRQhBAvNDOVik7Fi9OpeHGOxsQw69Yt1t6/j+ap9W4lJTHxxg1sHR1pk5xMtaQkKtk+37knzp3rT1paQnrcZrZUrRr8XI8vIHj7B6SkJgJgaWFD/3YzTRxR0bOhf39SE9LvAwtbW14NlvvgebM8OhS/xGv//X8N+K8ybUDihSSJk6LHx8cnV+sXL178hUmeANy4cQPghUmeANjZ2fHTTz/pvr927ZrpghHPhYyBIoQoNPwcHfmlWjUuN2zI2DJlsDc3z7ROgkrFJmtrqv79N2+cPcvx2NjnFt+DBxuJjFxHZOQ6HjzY+NyOK/7fqSu7OHFpOycubefUlV2mDqdIOr9xI2fXrePsunWc37jR1OEUSeZ3NuOhCcNDE4b5nc2mDueldenSJQYPHoyXlxfW1tbY29tTvnx5OnbsyPLly/XWzW4sCWPjWmQsj4+PZ/LkyVStWhW1Wo2npyfnz59HpVLh4uJCYmKi0Vj9/PxQqVRs2rRJV2Zo3IvGjRujUqlYvXq10X3NmzcPlUrFq6++qiuLjY1l6dKldO/enUqVKmFnZ4eDgwNNmjTh008/JSoqyuj+citjXV6/fp3+/ftTunRpbGxsqFy5MkFBQST8l8TNaMWKFahUKgYOHMijR48YO3Ys3t7eWFtb69V7amoqixYtokmTJjg5OWFjY0OlSpUYM2YMt2/fzja+pUuXUq9ePezs7HB2dqZDhw6Eh4cbXPfs2bNMmTKFpk2b4uHhgZWVFcWKFaNVq1a61hZZiY+PZ+LEiVSsWBEbGxvc3d0ZMmSI0ThzO1aLoeu2efPmtGjRAoC9e/fqjdmhHY8kICAAlUrFL7/8YnTfX331FSqVil69emUbh6enJyqVSjfuXcZjPt16Y/Xq1QQGBuLq6oq1tTVeXl6MHj2ay5cvZ7nva9eusWnTJlq2bImrq2uhG5vnypUrmJub4+LiQryBru9a1atXR6VSsXXrVr3y1NRUvv/+e5o3b65XdyNGjODmzZsG9/Xbb78xdOhQatSogYuLCzY2Nnh5eTF48GAuXLhgcJuBAwfqztuZM2fo3bs3pUuXxtzcXO86W7t2La1ataJYsWJYWlpSrFgxqlWrxltvvcWpU6dyX0H5SBIoQohCx9PWljkVK3KzUSO+rFABdyurTOtogJ/v36fesWME/v03Wx8+JE0GnBVCCJEPzpw5g5+fH8uXL8fa2ppOnTrRoUMHPDw82LdvH3Pnzs3X4yUmJtK8eXNmz56Nl5cXXbp0oVKlSvj4+NC4cWOioqLYaCRhefr0aY4dO4abmxsdO3bM8jiDBg0Csu5SoE0ODR48WFd28uRJhg0bxoEDByhVqhSdO3emadOm3Lt3j9mzZ9OwYUMePnyYuw+djatXr1KvXj127tyJv78/rVu3JiIigqlTp9K6dWujCaUHDx7g5+dHcHAwNWrUoGvXrpQpUwZIH6S0ffv2jBgxghMnTtC0aVO6detGUlIS3333HXXq1OH48eNGY3r//fcZPnw4arWarl27UrZsWbZt24a/vz8bNmzItP7s2bOZNm0ajx49ombNmnTv3p0qVaqwZ88eevfuzbhx44weKzk5mcDAQObOnUuVKlXo0qULAD/88AN+fn5cunQpN9WZY+3ataNt27YAuLm5MWDAAN1Xz549AXj33XeB9GSbIWlpaSxcuBBI7yaUnZ49e+qNE5LxmBUrVgRAURQGDBjA66+/zr59+/D19aV79+7Y2NiwatUqAgIC2L59u9FjzJo1i27duhEbG0u7du0ICAjA3MCLuoIwe/ZsRo4cyahRo/jyyy+zvMaM8fb2pmPHjkRFRbFqleFWh3v27OHs2bN4e3vTvn17XXlsbCytW7fmrbfe4tixY9SqVYsuXbpgbW3NokWLqFevnsGkRa9evfjll1+wtbWlZcuWtG3bFjMzM5YvX069evUICwszGm9YWBh+fn4cPnyYZs2a0bFjRxwcHACYNm0avXr1Yu/evdSoUYPXXnuNRo0aYW5uzrJly/jzzz9zXT/5SikCrl+/rowaNUqpXLmyYmNjo1hbWyuenp5K//79lb///tvodrt27VLat2+vFCtWTLGxsVGqVKmiTJw4UYmNjS3wmKOjoxVAiY6OLvBj5Yf4+Hhl48aNysaNG5X4+HhTh1MoSR0+uySNRgm+c0epeeiQwp49Rr+qHTqkLIuIUBI1mgKJY98+B2XPHpQ9e1D27XMokGMUtMJ+HY6bV0sZNdtbGTXbWxk3r5ZJYijsdZhXMxwclCBQgkCZ4ZD7+6Co119+SPvVQVFWoSirSP//M7h582b2K/3qULBfm6sYP/bmKvrrGhPSMmfrPUWj0SiPHz9WHj9+rGgM/M4YNGiQAijTp0/PtCw+Pl7Zu3evXtmUKVMUQJkyZYrB4+3Zs0cBlICAAIPlgFKrVi3lzp07mbZdunSpAiht27Y1uO/33ntPAZRx48bplQcEBCiAsmfPHl1ZdHS0olarFTMzM+XWrVuZ9nXy5EkFUNzc3JSUlBRd+c2bN5WQkBC9utJoNMrt27eVPn36KIAycuTITPszFEN2tHUJKF27dtX7OXHz5k2lcuXKCqCMHz9eb7vly5frtgsMDDT4N/bHH3+sAIq3t7dy9epVXXlycrIyZMgQBVC8vLyUpKQkve20+7W1tVV2796tt+yrr75SAMXJyUm5d++e3rLQ0FDlypUrmeI4f/68UqZMGQVQQkJC9K7DjNdExYoVlevXr+u2S0hIUHr06KEASqNGjTLtV7vd04ydB2PXrbHrVSs1NVUpX768AijHjx/PtHzz5s26azo3jMWvKIqycOFCBVCKFy+unDhxQi8W7Xl1dnZW7t+/r7edNk5zc3Nl06ZNuYrHkKtXr+r2lx3t5zH01a5dO+Xu3bu5OvauXbsUQKldu7bB5dprY9asWXrlffv2VQClU6dOma7ROXPm6O6JBw8e6N3jq1evVp48eaK3flpamjJ//nwFUKpXr66kpaXpLR8wYIDuM44fPz7Tz9fExETF1tZWsbe3V86fP5/pM1y7dk05d+5ctnWhlaPfZf/J6fP3S98C5dChQ9SoUYP58+cTFxdHmzZt6NChAyqViuDgYPz8/Fi7dm2m7ebMmUPr1q3Zvn071atXp3PnzkRHRzNjxgz8/Px48OCBCT6NEMIQKzMz+pUqRXiNGgTFxVEnJcXgemfj4xly4QLlDx7ks+vXeWhkvWdVu3YIvr5h+PqGUbt2SL7uW+TM6B7BvN97De/3XsPoHjL2hin0DwlhcFgYg8PC6B8i94EpJDX9g302X7DP5guSmv5RcAdKjS3Yr5Qnxo+d8kR/XaMxxudsvVy6d+8eAB06dMi0zNbWlmbNmuXbsbTmzZtHqVKlMpX37t0btVrNrl27MnXdSElJ0Y3PoG1dkhVHR0d69OhBWloawQbGL9K2PunXr5/eNK1lypQhMDAQMzP9Rwu1Ws2sWbOwsLAw+Pd2Xtja2rJo0SJsM4x3VqZMGWbNmgXAggULDLZCsbS0ZMmSJTg6OuqVJyYmMn/+fCD9OSDj9LiWlpZ8++23uLm5cfXqVdatW2cwpuHDh9OyZUu9sg8//BA/Pz+io6P5/vvv9ZYFBARQoUKFTPupUqUKkyZNAtDrdvW0mTNn6o1lY2Njw4IFC1Cr1YSHh2fZAqAgmZubM2rUKABdnWakbZmiXSc/zJyZPubZ5MmT9QZxValUfPzxx1SvXp2oqCiWLl1qcPsBAwboWvE8L3379mXjxo1cu3aNhIQELl68yLx58yhWrBjbt2/PsiWVIa1ataJ69eqcPHmSAwcO6C27desWmzZtQq1W67UeO3fuHL/88gvu7u78/PPPlCxZUm+7sWPH0r59e65cucKuXfpdo3v37o2dnf7UDSqVipEjR9K4cWP++ecfowMXV65cmenTp2f6mRETE0NCQgIVKlSgSpUqmbYrX758rsfyyW8vfQJl2LBhxMbGMmzYMK5evcqmTZv47bffuHz5Mp988gmpqakMGzZM7+I8ceIE48aNw9zcnC1btrB3717WrFnDlStXCAwM5MKFC7z99tsm/FRCCENUKhV1UlMJio/nUM2aDHBzw9JAX997KSl8cvUq5Q4e5J1Ll7hioK/0s3B0bICTU2OcnBrj6NggX/YpcsezVG0quNelgntdPEvVNnU4RZJHgwaUbdyYso0b49FA7gNTUFzr89jch8fmPiiu9U0dzkupwX/X9ogRI9ixY0euHnKeRcmSJfH39ze4zMHBgZ49expMemzZsoXIyEgaNGhA9erVc3QsbaJl5cqVeuUpKSm6rgEZH8AyCgsL48svv2TUqFEMHjyYkSNH8sEHH2BlZUVkZCSPHz/OUQw50aZNG4MJpU6dOlGsWDFiYmIMdoXw9fU1mLQ4evQoT548wdXVlc6dO2darlar6dOnD5DeFcIQY9PR9u/fH8DgmBpPnjxh7dq1TJw4kWHDhjFw4EAGDhzI+vXrAYyO3eHs7Gzwgb9kyZK0a9fO6PGel6FDh6JWq/n555/1zvvly5fZuXMnzs7OvPnmm/lyrFu3bnHlyhXA8DlQqVS88cYbgPFzp+1+9DytWrWKrl27Ur58ed1YO6NGjeLIkSM4OTlx+vRpFi1alKt9jhkzBsjcfWrx4sWkpqbyxhtv4OzsrCvfunUriqLQvn17XReap2nHCDp8+HCmZZcvX2bevHmMHTuWIUOG6K5fbZLZ2Fgo3bp1M9hFqkSJEnh6enLq1CnGjRvH2bNns/3Mz9tLPQvPw4cPdf21pk+fjqWlpW6ZmZkZQUFBzJo1i6ioKM6dO4evry8An3/+OYqiMGjQIL3+YWq1mmXLllGhQgXWr1/P+fPnTZ4BE0IYVlOtZkXVqsyoUIHvbt9m4e3bRGv05+6JT0tj3u3bLLh9m1eLF+eDsmVp5ORkooiFEKKQsTD8x3a+sbTPellKDo5voS6QOD/88EMOHDhASEgI7dq1w9LSktq1a9OsWTP69OlD/fr5m7jK2BrCkMGDBxMcHMyKFSuYMGGCrlzbYiQnrU+0mjdvToUKFbhw4QJhYWE0adIEgD/++IPIyEgaNmxI1apV9ba5f/8+PXr0yPTW+2kxMTG4uLjkOJaseHl5GV3m6enJw4cPuXXrlsFlhmhb72S1X29vb711cxqTtvzpeDZv3sygQYOyHB8m1shg+NrBT3NzvOfJxcWFfv36sXjxYpYtW8YHH3wApLcM0j5nqdXqfDmW9nwUK1YsU8siLe15N3busrvHnicvLy8GDRrEN998w+bNmxk7dmyOt33zzTcZP348v/32G3fu3KF06dIkJyfrWt48PebMv//+C8CyZctYtmxZlvvOeJ1qNBpGjx7N4sWLdYP7GhITE2OwPKv6Dg4OpmfPnsyePZvZs2fj6upKw4YNad26Nf369TP5zFAvdQLF2to6x+tqT0RycjJbtmwB0ptVPa18+fI0bdqU/fv3s2HDBr1fUkKIF4+7tTWfV6jAxHLl+OHuXebcvMn1pCS9ddKA9Q8esP7BA5o6OjKubFm6FC+OeS5GqhdCiCKnl+E/jJ+LTudztl7g7gI5vLbLzJEjR9i+fTthYWGEhYVx9OhR3YCQhrouGJOWlpbl8ozdVAxp1qwZ3t7eXLx4UZf0uH//Plu3bsXGxkbXciIntDPVTJ48mRUrVugSKFklY4YOHcqBAwdo3LgxU6dOpXbt2jg5Oelmw6lWrRp37tzJ8kGrIBg6XnZ1WZAyxnP79m169+5Nwv+xd9/hTZXtH8C/J2nTdA9a2tJFS6Et27L0ZSOU4StSFBUQZIniQIYDFGWo4ABFRVAUBGTIEgH5qUwBQaCFUlZLZXQPZvdIk5zfH6V5mw5ok7Snbb6f6+Kifc5zzrnznJwkvfOMggK89dZbGD16NJo3bw47OzvIZDLs3bsXAwcONKrN6rq9y5s6dSq+++47rFixAjNmzEBhYSF+/PFHCIJg0uE7piDl86IypUnKmibBbGxs8MILL+DTTz/FypUrMXfuXGzfvh0ZGRno2bMn2rdvr1e/9LWnY8eO6NCh8p67oiiiuLgYnTp10pV9+eWX+Pbbb+Hh4YHPP/8c//nPf+Du7g6lUgmg5O/oTZs2VfkcvF979+zZE/Hx8bqRIMePH8eff/6J33//HXPnzsWOHTvw6KOP1qhdTKlRJ1Ds7OzQs2dPHD16FHPmzMGyZct0vVC0Wq1umbPBgwfDx8cHABAXF6db+qlz586VHrdz5844evQooqKiTBZr+ZujNNtcUFCg13OmvirbdbW2u7E2VmxD492vDS0ATG7SBBNcXLDzzh0sTUvD6by8Csc4lp2NYxcvooWVFV7z9MRzrq6wqaNZ2OsDPg+NxzY0DtvPeKZoQ61W+8A/6huzso/9fu3QqVMn3R8VarUav/76K8aNG4fly5dj+PDhuuVeSz/LZWdnV3q869evP/DcD7oezz//PN5//32sXr0aDz/8MH766Seo1WqMGDECDg4OVe5f2bUeM2YM5s2bh82bN+OLL75AdnY2fv/9d1hbW+Ppp5/Wq5+Xl4f/+7//g0wmw2+//aYbHlBaJy8vD+np6VWe637llSn9g+zatWtV7hMfHw8AaNasma5O6f+iKFa6n6enJ4CSa1HVcUuHiZQ9bvntZeffKFV6fb28vHT77dy5EwUFBRg2bBgWLVqkV1+r1SIuLq5CWdn/4+Pjq4yzsvNVdqzKystuK23r8m1W3edlcHAwHn30URw4cAB79uxBamoqMjMzMWjQIPj7+xv8GlN+v9Jrd/v2bWRmZur1Qimtm5CQAKDqa2eq17ya3LP3Uzrfpr29fY2PM2XKFCxZsgQrV67ErFmzdMN5Xn755QrHKl2B6j//+Q++/vrrSo+n1WqRm5ur+xmAbpntFStW6A0lK91eugpUVc+pB7W3lZUVhg8fjuHDhwMAbt68iffeew/ff/89JkyYoPeaeT9arbbSZc0rU916jTqBApSsxT5kyBCsXLkSe/bsQefOnSGXyxEVFYWUlBSMGTNGb4xY6cVwcnKqchxYabKluheuOkqPWd7BgwdN1r2trhw5ckTqEBo8tqHx7teG9gDmALgkl2OnlRVOVZKkvFpUhGnx8Xjv2jUMVqkwRKWCk5ktg8znofHYhsZh+xnP0Db08fGpsiu8uSn9w6E6wsLC0K9fP+zZswcnT57UJVdcXFwAlCwpXFmX9l27dgEoScKU3V76pV758soMHz4c8+bNw5YtW7BgwQJdd/ynn3660n3VarXuHOW3Ozk5oXfv3jh06BA2bNiAGzduQK1WIzw8HIIg6NVPS0uDRqOBo6MjZDJZhWNt2bJF90dTbm6u3vb7xVCVonu9SPft24erV6/Czc1Nb/vevXtx+/Zt2Nvbo2XLlrrjliYTi4uLKz1Xq1atYGdnhzt37uDnn3+uMEFwQUEBfv75ZwBAt27dKj3G6tWr8eGHH1YoL51P5uGHH9btl5aWBqDkj//yxxJFET/99JNeWenzsPQ5kZmZic2bN+tNNwCU/OH9559/Aij50reyOMuXVXUdStu6qKhIr7z43iT8hYWFD7xukyZNwoEDB/Dll1/q5sUYP358ta93Zcrv6+DgAH9/f1y/fh3fffcdXnzxRb3toihi48aNAIBHHnlEb//SP+LLPzcNVfb1wtDjabVa3XOtQ4cONT6Ok5MTHnvsMezatQuzZs3C8ePH4enpif79+1c4VuncSjt37sR7772n60FSldLHV5rgKZ1vqKyYmBicPXsWQMXnSE2eO2VZWVnh3Xffxffff4/ExEQkJibqzeVSlVu3blW700PpvfUgjX4S2aCgIPzzzz8ICwtDSkqKbhLZ69evIzAwEH369NH7gFDa86P8jMJl2dmVjMk1xU1GRNIQALTRaPBOfj6W5eQgrKgIlpUkSHJkMmxRKvGCvT2+sbZGsqzql00rq5+gVK6GUrkaVlY/VVmPas+/d/bg8u2duHx7J/69s0fqcMxS6k8/IWX1aqSsXo3Un3gfSCFE9RPaFK1Gm6LVCFHxGtSGH374QfcNa1kZGRm6D+tlvxzr2bMnZDIZDh48iGPHjunKRVHEd999p0ugGMPLywt9+/ZFTk4OPvjgA8TExMDb29vgFYFKJ93cuHGjbvLY0rKymjZtCicnJ2RlZen+6CsVERGBBQsWGHT+BykoKMDMmTP1vjVOS0vTrV4zbty4B/4xWJZSqcTEiRMBAO+99x4SExN124qLizF79mxkZGTAz88PTzzxRKXHWL16dYV5YJYvX47Tp0/D3t4eY8aM0ZWXrjCyc+dOXQ8doGRuiYULF1Y6YWd57733nt6cHkVFRXjzzTeRl5eHTp064eGHH67GI6+5Zs2aASjpBVT8gBUNw8LCEBAQgAMHDuDChQvw9/fHgAEDTB5T6dwen332Gc6fP68rF0URixcvxvnz5+Ho6FjlRL91bcuWLZW+hty8eRMvvPACzp8/D0tLS0yePNmg45cmkZYuXQqg5H4ou3JWqfbt22Po0KG6jgVln/el8vLysGXLFty4cUNX1qpVKwAlc6eU7UmSnp6OKVOm6JJyNZWYmIh169ZV+nf2H3/8AeD+HR3qQqPvgXLs2DEMHz4cFhYW2LhxI/r16weFQoFjx45hxowZmDhxIo4dO/bASXNqW1JSkt7vOTk5aN26Nfr169cgvgEqLCzUfcvVq1evGr1hUQm2ofGMacMJAG4UF2NlRgZWZmTgVrkX/mJBwD6FAvsUCgx2csI0T0/0sLfXm8AtImIMtNqSJKxMZo/evRveHy4N/Xl4ZNX7KCouGZplZWmLV579ss5jaOhtaKylY8ZAde/LCIW9PcbVMIli7u1nCspdz0HQlHxLKMrt4BNW89eimzdvNojPH7WlbJf10jkpylq/fj3efPNN+Pv7o02bNnBwcMDNmzfx999/o6CgAP369cMzzzyj+4OldevWePXVV/HVV1/hiSeeQM+ePeHs7Ixz584hMTERb7/9Nj755BNYWFjotXtpL+Ty5VWZOHEiDhw4oFu5Y/z48VV+S1sam42NTaXHHjlyJN58800cPnwYQMmkj//9738rnbj0/fffx4wZMzBlyhSsWbMG/v7+SExMxD///IOnn34aJ06cQEJCAuzs7PTO9aAYKlM6x+GYMWOwZ88ehIaGokePHigsLMShQ4eQl5eHRx55BIsWLdKbZ6H0tcTS0rLKcy1atAgXLlzAgQMH8PDDD6NPnz6wt7fHiRMnkJiYiCZNmmDr1q1VTmI5efJkDB06FD179kSzZs1w8eJFnD9/HnK5HD/88ANatmypq/v0009j6dKlOH36NLp06YJevXrB1tYWp06dQmpqKt566y18+umnuvqlz8PS58QjjzwCrVaLrl27om/fvrCxscGxY8eQmpqKpk2b4qeffqrycZYvr+o6lLa1lZWVXnmbNm3QuXNnREZGomfPnujUqROUSiVcXV0rDEcCgNdeew3Tp08HULJ0saORE/ZX9rhef/11REVFYf369ejXrx969+4NNzc3REVF4fLly7C2tsb69esrrMBUem+Xf27WxCuvvKJLnJb22tFoNLrVkICSJc/nzJmj+33Pnj148cUX0bJlS4SEhMDW1hZJSUk4e/YscnNzYWNjg9WrVxs8IfWgQYPw0EMPISoqCpaWlnj11VerfHzr1q3Dk08+if3796NLly7o0KEDmjdvDlEUkZCQgOjoaKhUKpw8eRIBAQGQyWR47733cODAAaxduxbHjh3DQw89hOzsbBw5cgQBAQEYNmwYfv31VyiVSr3zlg5nLF9eSq1W4/XXX8cbb7yBjh076iabvXLlCqKioiAIAj799NNqT0bt6upaYdLrqlS3c0SjTqBkZmYiPDwct27dwj///INu3brptv33v/9F69at0a5dO6xevRrPPfcc+vbtq8tm5VUyN0Kp0jdUU36wKB1/Vqr0AlpbW9e7SY0eRKlUNriY6xu2ofEMaUM/a2t85OCAdwMCsC49HZ8nJ+PfSsZD/p6Zid8zM9HZ3h4zvb3xlJsbLGQylP1MKQj/myArT6PBxbw85Gg0sJfL0cbWFrYNYF6Vhvg8rOoaSKUhtqGpGfP42X6GEcvdCIa0oUwmq5A0MFeVtcVHH32EPXv24MSJEzh58iSysrLQtGlTdOvWDePHj8fIkSMrzGG3dOlS+Pn54YcffsDx48dhZ2eH7t27Y8uWLcjOzsYnn3yiO1/Zc1f2c1WGDx8OFxcX3LlzB4IgYPz48Q/cr6prbWNjg5EjR2L58uUASuZYqWzZUQCYPn06AgIC8Omnn+LSpUu4ePEigoOD8dlnn2HChAm6lS6rOldNnm+lCZyAgABERkbi3XffxcGDB3H37l34+vpi1KhRePvttysMgS89viAIVZ7L2toaf/zxB77//nusW7cOf//9N4qKiuDj44PXXnsNb7/9Nry8vKqMbenSpQgODsZ3332HiIgIWFpaYtCgQXjvvfd0k/GWUigU+Ouvv7Bo0SJs374dBw8ehIODA/7zn/9g+/btyMnJ0UuglLZRaewKhQJ79uzB/PnzsW3bNqSkpMDZ2Rnjxo3DggULqpweoGxbVFZedltpW1fWZtu3b8fs2bNx6NAhbNmyBWq1Gn5+frrncVmDBg3C9OnTYWNjg4kTJxr92lLV/j/99JNu6obTp08jLy8PHh4eGDVqFKZNm4ZOnTpV+7HXRExMDE6ePFmhvGxZcHCw3vHHjRsHBwcHnD17FsePH0dmZiasra0RGBiIRx99FK+88sp9V4SqjrCwMERFReGpp57S9RqqjKOjI/bu3YvNmzdj/fr1OH36NM6ePQsHBwd4enpi1KhR6N+/P/z9/XXt9MgjjyAyMhJz5sxBREQEdu/erbtP5syZg9deew1A1c+pqtq7ZcuWWLp0KQ4fPowLFy7g999/hyiK8PLywtixYzF16lS9yWwfRCaTVfs98EG9qXSPQZR6euZatGHDBjz33HNo0aJFlWuo9+vXD4cOHcI777yDjz76COfPn9fNTpydnV1p96AZM2bgiy++wFNPPYWtW7fWSuzZ2dlwdHREVlZWg/gGqKCgAHv37gVQcrPyA2/NsQ2NZ+o21Ioidt++jcVJSfg7K6vKen5WVpjm7Y3Q+DbQakq+eZfL7eEWmoblqalYl56ut4Syo1yOsR4eeLlZMwTfZ7igFBr68/CNbzqgUFWSAFcqbLH4leg6j6Ght6GxFjk46PVAmV3D4a7m3n6mIG5xgKAuuQaihT0EA1bLSU5OrvDljjnRarW6L7McHByYTDJAbbXhvHnzMH/+fMydOxfz5s0zyTHrq8byPJwzZw4++ugjTJ48Gd99912dnruxtGFNaTQatGjRAgkJCTh+/DgeeeQRg4/VkNuwJu9l1f372+BHv3TpUty5c8fQ3etE6Riu+zVAaRey0scSFBSky1hHRkZWuk9peWhoqMliJaL6RyYIeMLVFUcfeggnQkMxws2t0hfNhKIiTL96FbllkiQqrYg2ERH4OiVFL3kCAFkaDb5OSUGbiAgsLTd8j4iIiKixSEtLwzfffAOZTIZp06ZJHY7ZWLlyJRISEvDII48YlTyhigxOoMyYMQNeXl4YOXIk9u3bZ8qYTKa0i11sbCyyKvn2uLi4GGfOnAEAXRcphUKBxx57DAB0szWXVZrFA4Dw8PBaiZuI6p9uDg7Y0qYN/u3WDa95ecGmkux72e58haIWD1p0Tgtg+tWrTKIQERFRozJr1iyMGTMGoaGhyMzMxOTJk6s9FwUZ5vLly5g0aRL++9//4rXXXoNMJsPixYulDqvRMTiBEhAQgKKiImzevFm3lvcHH3yA5ORkU8ZnlMGDB8PW1hYFBQV44YUX9JaVUqlUmD59OhITE2FpaYmnnnpKt23WrFkQBAE//vijbrZfoGRpo4kTJ0Kj0eDJJ59EcHBwnT4eIpJegLU1vmrZEkmPPIKF/v7wUCiMPubMq1cRe595l4iIiIgakp9//hkbNmyAIAiYNm2abjUYqj1paWlYtWoV9u3bhzZt2mDbtm0V5t4h4xmcQLly5QoOHjyIUaNGwcrKCgkJCZg3bx78/f0xZMgQ/PLLLwYvX2Qqbm5u+Pbbb2FhYYGtW7ciICAAjz32GIYNG4aAgABdd7KvvvpKb0bm0NBQLFmyBBqNBkOGDEHfvn3xzDPPIDAwEAcOHEBQUJBudnMiMk8ulpaY7eeH+Icfxo9BQWhTbrK6mtACWJGaarrgiIiIGql58+ZBFMVGP/9JQxcfHw+tVovU1FR88cUXuhV9qPb06dMHoiiiqKgI0dHRHC1RS4yaAaZPnz5Yv3490tLSsGzZMjz00EPQaDT4448/MGLECHh5eeHNN99ETEyMqeKtseeeew6RkZEYN24c7O3tceDAAfz++++wsLDA6NGj8c8//+Cll16qsN/06dOxb98+DBw4EOfOncPOnTthZ2eH2bNnIyIiosrly4jIvFjJZBjn6YnzXbpUOqynutampyOv3FwpRERERERUf5hkGWNHR0e8/PLLePnllxEdHY0ffvgBGzduxM2bN/H555/j888/x8MPP4xJkybhmWeeqbCsWG3r0KEDfvzxxxrv179/f/Tv378WIiKixkYQBAgQHlyxClkaDS7l5aFLA1h1i4iIiIjIHJl8DaIOHTrg66+/RmpqKjZu3IjOnTtDFEWcOHECkyZNgqenJ6ZMmSJprxQiotogwrhV4XPYA4WIiIiIqN6qtUWcjx49ip07d+L8+fMAAFEUIQgCcnJysHLlSrRv3x6vvvqq5POkEBGZijE9UABgY0YG7hQXmygaIiIiIiIyJZMmUBITEzF//nz4+/tj4MCB2Lx5MwoLC9GzZ0/89NNPyMrKwu7duzFo0CBoNBqsWLECH374oSlDICKSjMy4/AlWpafD78QJzLp6FTdUKtMERURkIFE0rlcdERFRY2N0AkWlUmHz5s0YOHAgAgICsGDBAiQkJMDFxQXTp09HTEwMDh8+jNGjR8PW1haPPfYY9uzZg40bN0IURaxbt84Uj4OISHJG5k8AALkaDT5JSkLzEycw7d9/kVJUZIKjEhHVjJWVFQoLC6UOg4iIyCAqlQqWlpYmP67Bk8hGR0dj9erV2LBhA+7evav7lqJPnz6YPHkyhg8fDoVCUeX+zz77LF577TUkJSUZGgIRUaNVoNXiy5QUrEhNxQRPT7zt44Pm1tZSh0VEZsLBwQG3bt1Cs2bNIAimSA8TERHVnaysLNjZ2Zn8uAYnUB566CEIggBRFOHm5oZx48bhhRdeQGBgYLWPYWtrizt37hgaAhFRo7CkRQt4W1nhw4QEnM/L09umEkV8m5qK71NTMcbDA7N9fdGqjlcyIyLzY2VlBXt7e6SmpsLFxQVKpZKJFCIiqve0Wi2ysrKgVqtha2tr8uMbtYxxv379MHnyZAwbNsyg7jHHjh3jJLJE1CgpBRlkIqC9Tx0ZgM8DA/G6tzcA4Ck3N/x2+zY+SEhAZE6OXl0NgDXp6ViXno5nmjbFO76+aFsLWXUiolIODg6wsrJCdnY2bt++LXU4dUqr1eLWrVsAAFdXV8hktbbuQqPFNjQe29B4bEPjNcQ2dHBwgIeHR60c2+AEytWrV+Hv72/Uyb28vIzan4iovlLIBFwM7YIVqalYm56OrDJLFDvK5XjewwNTmjVDcJnMuEwQMNTVFY83aYK9d+/ig/h4HMvO1juuFsCmGzew6cYNhLu64l0/P3Syt6+rh0VEZsbKygpubm5Sh1HnCgoKEBUVBQAICQmBNYdQ1hjb0HhsQ+OxDY3HNtRncALl6NGjiIyMxIgRI6pV/5dffkFubi7Gjh1r6CmJiBqUYFtbfNmyJRYGBOBSXh5yNBrYy+VobWsLW7m8yv0EQcBAFxeEOTvjSFYWPkxIwP67dyvU23HrFnbcuoXBLi6Y4+eH/zg61ubDISIiIiIyawYnUMaNGwdPT89qJ1BmzpyJpKQkJlCIyOzYyuXo4uBQ4/0EQUBvJyf0dnLCiawsfJSYiN8q6Ub/+507+P3OHfRzcsIcPz/0cXLiXAVERERERCZm1ACm0pV3aqs+ERGVeNjREbvbtcOZTp3wpKtrpXUOZmaiX3Q0ekRF4ffbt/maS0RERERkQnU2A0xmZiasrKzq6nRERI3SQ/b22Na2LS506YLRTZtW+iJ+PDsbQ86fR5fTp/HrzZvQMpFCRERERGS0Okmg/PLLL8jKyoL3vZUmiIjIOG1sbbG+dWvEdu2KCR4esKhkyM7p3FyEX7yIDpGR+DkjAxomUoiIiIiIDFbtOVC+/PJLfPnll3plN2/eREBAQJX7iKKIrKwsZGVlQRAEPPbYY4ZHSkREFbS0scGq4GC837w5Pk1MxA9paVCVS5RcyMvDyJgYzI2Pxzt+fhjVtCksG8ASdERERERE9Um1EyiZmZmIj4/XK9NoNBXKqtKnTx/MmzevBqEREVF1+SmV+KZVK7zr54fFSUn4NjUVBVqtXp24ggKMi43FvPh4zPL1xTgPD1gxkUJEREREVC3VTqAMGzYMzZs3B1DSs2TChAlwdHTE0qVLq9xHJpPBwcEBbdu2RYsWLYyNlYioXgsOXgtRVAMABMHgRc6M0szKCp8HBmK2ry++SE7GspQU5Gg0enXiCwvxUlwcPoiPx5u+vnjB0xM291lWuSEZM/AzaLQl10Auk+YamLtha9dCqy65BjILXgMpqDqtxLmzZwAA7TuGgjPQERERmUa1P9l06NABHTp00P0+YcIEWFtb4/nnn6+VwIiIGho3t3CpQ9BxUyiwMCAAb/r44KuUFHyZnIy79/6oLZWiUmHalStYmJCAmT4+mNKsmeFr29cTHQLDpA7B7IWE15/7wFxpmz2B1AvWAIC2zXhPEBERmYrBfbe1Wi1SU1NNGQsREZmYs6Ul5jZvjviHH8bHAQFws7SsUOdGcTHevnYNfidOYGFyMnIliJOIiIiIqL7j4HciIjPgYGGBt319Ef/ww1gaGIhmCkWFOnfVanyYkoLJDg5Yb2WFm8XFEkRKRERERFQ/Vau3dmJiIgDA0tISnp6eemU15evra9B+RERkPBu5HK97e+NFT0+sSU/Hx4mJSCgq0quTLwjYplTi/86exUvNmuENHx94WnEWBSIiIiIyb9VKoPj7+wMAgoODcfHiRb2ymhAEAepyY/CJiKjuKeVyvOTlhYmentiQkYGFiYn4t6BAr06+VovPk5PxTUoKJnl64i1fX/gqlRJFTEREREQkrWolUERR1Pu//M/VZcg+REQNRXLyMoiiCgAgCAp4e78qcUQPZimTYZynJ8Z4eGDLjRv4MD4el8olUopEEd+kpuK7tDQ87+6OWb6+CLSxkSji+zt8dh3UmpKhRxZyS/TuOFbiiMzPqWXLoFGV3AdyhQJdX63/90FjI7+6Ai2KL9z7+SrQdobEERERETUO1UqgXL9+HUDJEJ7yZUREVOL69Xeg0eQAAORy+waRQCklFwSMdHfHUHt7fHjoELYolbhWbmljtShiVXo6fkxPxyh3d8z29UVrW1uJIq7c7mNLUKjKAwAoFbZMoEjgwDvvQJVTch8o7O2ZQJGA5aV5aKsuuQbiJXsmUIiIiEykWgkUPz+/apUREVHDJhMEPKxWo1tuLsSuXfFpWhpOZGfr1dECWJ+RgQ0ZGXjSzQ3v+vqio729NAETEREREdURrsJDREQVCAAGOTnh+EMP4UCHDujr5FShjghg282beOj0aTx+/jxOlku0EBERERE1JtXqgUJERA/m779Qbw6UxkAQBPRzdkY/Z2ccy8rChwkJ+OPOnQr1frt9G7/dvo0Bzs6Y4+eHXpUkXOrC491n6s2BQnXv0YUL9eZAobpX3Hoe4mJL5kBpFdwWvApERESmUa0Eyrp160x2wrFjOR6diBqnhjTniSG6Ozri9/btEZmdjY8SE/HrrVsV6uy7exf77t5FT0dHzPHzwwBnZwiCUGcxcs4T6XHOE+lpWkzB1at7AQAtWoRJHA0REVHjUa0Eyrhx40zyAVgQBCZQiIgauM4ODtjRti3O5+ZiYWIiNt+4gfJrrB3NysLAc+fQ1d4ec/z88N8mTeo0kUJEREREZGrVSqD4+vrygy8REelpZ2eHTa1bY17z5liUkID1GRnQlKtzKicHQy9cQAdbW7zr54fhbm6Q8/2EiIiIiBqgaiVQ4uPjazkMIiJqqIJsbLAmJARzmzfHJ4mJWJ2ejmJRv09KdF4enr50CcE2NnjX1xfPNm0KCxnnMSciIiKihoOfXomIyCT8ra3xbVAQrnXrhqleXlBWkiCJzc/HmNhYBJ06hR9SU6HSaiWIlIiIiIio5rgKDxGRidy8uQOiqAYACIIF3NzCJY5IGt5KJb5s2RLv+Pnh86QkfJOSgrxyiZJrhYV4IS4OCxIS8JaPDyZ6esJaLjf63NFX9kKjLbkGcpkFOgRyAs26FrNjB7Tqkmsgs7BASLh53gdSkqXuRDP1mXs/FwAtnpU4IiIiosaBCRQiIhOJjX0eGk0OAEAutzfbBEopd4UCn7Rogbd8ffFlcjK+Sk5GlkZ/lpSkoiK8duUKPkpMxBs+PnjR0xN2Foa/Nf3055soVOUBAJQKWyZQJPDr889DlVNyHyjs7ZlAkYDi9GR0UZdcA/G0PRMoREREJlKtT6kTJkwAAHh6euKjjz7SK6sJQRCwatWqGu9HREQNVxNLSyzw98dMHx98k5KCz5OScPteD4VS6SoV3rh6FYsSEjDdxwevennB0YhEChERERGRqVXr0+maNWsgCAKCgoJ0CZTSMlEsv3hlRaX1mEAhIjJfjhYWeMfPD1O9vLAyLQ2fJSUhXaXSq3Nbrcac69fxWWIipnp743VvbzSxtJQoYiIiIiKi/6lWAmXs2LEQBAGenp4VyoiIiGrCzsICM3x8MKVZM6xOT8cniYlIKirSq5Ol0eCDhAR8npSEl728MMPbGx5WVhJFTERERERUgx4o1SkjIiKqLmu5HK94eeEFT0/8lJGBhQkJuFZYqFcnT6vFZ0lJ+DolBS94euItHx94K5USRUxERERE5ozLGBMRkaQUMhkmenricteu+Ck4GME2NhXqFGq1+DolBQEnT+LFy5dxraBAgkiJiIiIyJwxgUJERPWChUyG5zw8cLFLF2xt3RodbG0r1CkWRaxMS0OrkyfxfEwMLufnSxApEREREZkjkyxxEBsbi61bt+LMmTO4ceMGAKBp06YIDQ3FiBEjEBwcbIrTEBGRGZAJAp5q2hRPurnht9u38WFCAk7dWxa3lAbAuowM/JSRgafd3PCOnx/a29lJEzARERERmQWjEijZ2dmYMmUKfv75ZwCosCLPrl27MG/ePIwcORLLly+Hg4ODMacjIiIzIggCHnd1xX+bNMH+u3fxQUICjmZl6dURAWy+eRObb97EE02awP/BC8MhT6PBxbw85Gg0sJfL0cbWFrZyee08CCIiIiJqNAxOoBQWFqJv3744e/YsRFGEn58fevXqBS8vLwBAamoqjhw5gvj4eGzatAmXL1/G33//DSuuokBERDUgCAIGuLhggIsLjmRm4sOEBOy7e7dCvZ23b+MFjQaKKo4Tm5eH5ampWJeejiyNRlfuKJdjrIcHXm7WDMGVDBsiIiIiIgKMSKB8/PHHiIqKgq2tLb799luMHj260nqbNm3C5MmTcebMGXzyySd4//33DQ6WiIjMWy8nJ+x1csLJ7Gx8lJCA3bdvV1k3T6PFgbt30c/JCV8mJ2Pm1avQVlIvS6PB1ykp+CYlBUtatMA0H5/aewBERERE1GAZPInspk2bIAgCVqxYUWXyBABGjhyJFStWQBRFbNy40dDTERER6XRzcMCudu0Q1akTnnJzg1BJHY0oon90NPxPnMD0KpInZWkBTL96FUuTkmohYiIiIiJq6AxOoCQmJkKhUGDkyJEPrPvss8/CysoKCQkJhp6OiIiogo729tjapg0udOmC59zdK62TUFRUo2POvHoVsXl5pgiPiIiIiBoRgxMozs7OUCqVkFdj4j0LCwsolUq4uLgYejoiIqIqtba1xU8hIbAzwWSwWgArUlOND4qIiIiIGhWDEyh9+vRBdnY2Ll68+MC6Fy9eRFZWFvr06WPo6QwWHx8PQRCq9e/IkSMV9t+/fz+GDBkCV1dXWFtbIzg4GO+++y5yc3Pr/LEQEdH9ycqM5bEUKhvYUz1r09ORV2aiWSIiIiIigyeRnTNnDnbv3o1Jkybhjz/+gKOjY6X1srOzMWnSJNja2uK9994zOFBD2dnZ4fnnn69y+6VLlxAREQF7e3t06tRJb9sXX3yBGTNmQBAE9OzZE+7u7jh69CgWLlyI7du34++//4arq2ttPwQiIjKAQmbwdwTI0mhwKS8PXRwcTBgRERERETVk1UqgJCYmViizs7PD999/jylTpiA4OBhTpkxB79699ZYxPnz4MFasWIHCwkL88MMPsLGxMW301eDq6oo1a9ZUuX3IkCEASuZpsS2zfGVUVBRmzpwJuVyO3bt3Y/DgwQCA/Px8DB06FAcOHMBLL72Ebdu21Wr8RERkGNHI/XPYA4WIiIiIyqhWAsXf3/++27OzszF//vz71hk1ahQEQYBara5+dLUsJSUFf/75JwBg4sSJetsWLVoEURQxfvx4XfIEAGxsbLBq1SoEBARg+/btiI2NRXBwcJ3GTURED2b4AJ4S9iaYT4WIiIiIGo9q9W8WRdEk/7TaBy0iWbfWrFkDrVaLNm3aoFu3brpylUqFPXv2AChJ/JTn5+eH7t27AwB27NhRN8ESEVGNyAA4GpgEsRAEWBkxhwoRERERNT7V6oFy/fr12o5DEqVDe8r3PomLi0N+fj4AoHPnzpXu27lzZxw9ehRRUVG1GiMRERlGEICxHh74OiWlxvuqRRFdzpzBmz4+eMfPDzbsjUJERERk9qqVQPHz86vtOOrc4cOHceXKFSgUCowZM0ZvW2nCyMnJCfb29pXu7+Pjo1fXWMnJyXq/5+TkAAAKCgpgaWlpknPUpsLCwkp/pupjGxpP6jYURf2fCwoK6jwGY0ndhsYqfw0mNGmCb1JSYEj/R5Uo4qPERPyUno7P/PzwX2dnCNXoldLQ29DUanofsP2Mpyx3IzTE1yKp8XloPLah8diGxmMbGs9c2rC675UGr8LT0K1evRoAMHTo0Aor6ZQmL8pOKluenZ0dgJL5X0yhNCFT3sGDByWZfNcYlS0HTTXDNjSeFG3o4KBG6d/XGo0ae/furfMYTKkhPg/LzrOlVquRcPQoxikUWG1tbfAxE1UqPPPvv+hcXIxJBQXwEKs/PW1DbENjlb8GxtwH5th+pjBEo0HpVy9qjabBvxZJjc9D47ENjcc2NB7b0HiNuQ1LR6A8iOFrPDZg2dnZutVzJkyYIHE0RERUm4aqVJhQUADZAxIfMlHExIICfJybi+aVrMATaWmJ1+zt8bOVFVS1FSwRERER1Vsm6YFSWFiIs2fPIjU1FXl5eRDv8yF17NixpjilUX7++Wfk5+fD29sbAwcOrLC9dNhOXl5elcfIzc0FADg4OJgkpqSkJL3fc3Jy0Lp1a/Tr189k56hNhYWFuoxkr169oFQqJY6o4WEbGk/qNoyIsEDpXNlyuQXCwsLq9PymIHUbGuvIqvehKS4CAFhY/O8ahAF4raAA32dkYMOtW8gqkyBxlMsx2tUVL7i7I+heT5WXRRHfZ2RgfnIyssvULRYE/KxU4qSjI5Y0b45BTk4VYmjobWisSxYWugRT2WtQXebefqZgsUsO3HvaWsjlDfK1SGp8HhqPbWg8tqHx2IbGM5c2rO7IEqMSKHl5eZg1axbWrFlTrS4vgiDUiwRK6fCdcePGQSar2AmnefPmAIDMzEzk5ORUOg9KacKjtK6xvL299X4vvYDW1tawNqLruRSUSmWDi7m+YRsaT4o29PZ+BVptyR/vMplVg7+GDfF52Kvjc1BrSv58t5Ar9OLvaG2Nb1xc8KlGg0t5ecjRaGAvl6O1rS1sK5kkdoa/P0Y1a4a3rl3DTxkZetuuFxVh+OXLGObqiqWBgfCr4sNEQ2xDY3V55RVoikruA7mVcfeBObafKRS3eAkJ1+IAAH4BrdiGRuLz0HhsQ+OxDY3HNjReY27D4uLiatUzOIFSVFSEfv36ITIyEqIowsnJCZmZmZDJZGjWrBlu3bqlm2TGzs4OTZo0MfRUJnXp0iWcPHkSgiBg/PjxldYJCgqCjY0N8vPzERkZib59+1aoExkZCQAIDQ2t1XiJqOEICFgkdQhm74kebz6wjq1cji7V7NnnYWWFdSEhmOTpiZfj4nCx3JcFv966hT/v3MEcPz/M9PGBVSVJeXPTfxHvA6mp2yzAxZSSeU+82oSh/k9FT0RE1DAY/ElvxYoViIiIgKenJ44dO4Y7d+4AAJo2bYrExETk5ubi6NGj6Nu3L9RqNebPn18vlkNetWoVAKBv374ICAiotI5CocBjjz0GANi4cWOF7QkJCTh+/DgAIDw8vJYiJSKi+qKXkxOiOnfGkhYtYFeut0qBVot3r19H+4gI7Lv3XkhEREREjY/BCZStW7dCEAQsXrwYjzzySMUDy2To3r079u/fj7CwMEyaNAknTpwwKlhjFRcXY/369QCAiRMn3rfurFmzIAgCfvzxR/zxxx+68vz8fEycOBEajQZPPvkkgoODazVmIiKqHyxlMszw8cHlrl3xbNOmFbbHFRQg7Nw5PPfvv7hVjeWOiYiIiKhhMTiBEhMTAwAYNmyYXnnZ5QsB6JIsarUaixcvNvR0JvHbb7/hxo0bcHJywvDhw+9bNzQ0FEuWLIFGo8GQIUPQt29fPPPMMwgMDMSBAwcQFBSEb7/9to4iJyKi+qKZlRU2tW6N/R06ILiSZeZ/uXMHr9rbY4dCAVXprMJERERE1OAZnEApKCiAs7Oz3iy8SqUSOTk5FeoGBgbC0dFRN+xFKqWTx44aNapaswdPnz4d+/btw8CBA3Hu3Dns3LkTdnZ2mD17NiIiIuDq6lrbIRMRUT31qLMzojt3xscBAbApN/dJoSBgrbU1Hj5/Hofu3pUoQiIiIiIyJYMnkfXw8MCtW7f0ytzc3JCcnIyEhAT4+fnpytVqNfLy8lBQUGB4pCawe/fuGu/Tv39/9O/fvxaiIaLGJjv7FESxZO1QQZDDwaGrxBGZn/j0aGi1JddAJpOjuUeHWj2fQibD276+GNW0KaZfuYLt5d4XYwsL0S86GiObNsWSFi3gaWVVq/HUBymnTkF7b+lnmVwOr668D+qacCcCzprYez87A169JI6IiIiocTA4geLn54fExESkp6fDw8MDQMmwl+TkZKxduxbvv/++ru6mTZugVqvh4+NjfMRERPVUdHR/aDQlvfDkcnv07Fm99eTJdJZtH4tCVR4AQKmwxeJXouvkvD5KJba1bYs/79zBq3FxuHJvFbpSm27cwG+3b2NB8+Z41csLFo14tZ51/ftDda83qsLeHrOzeR/UNatj/0Uvdck1EI/ZA0/zGhAREZmCwZ/gevbsCQA4dOiQrmzUqFEQRRHz58/HhAkTsHz5ckydOhUvvPACBEHA448/bnzERERE9dRAFxdEtGuHUYWFUIii3rYcjQbTr15F6OnT+DszU5oAiYiIiMhgBidQnnnmGfj6+mLfvn26shEjRmDYsGEQRRFr167Fa6+9hm+++QYqlQotWrTAggULTBI0ERFRfWUlk+HpoiJ8nZODx5ycKmw/n5eHnmfP4vmYGGSoVHUfIBEREREZxOAhPG3btsX169crlG/duhUrV67Etm3bkJycDEdHRwwYMABvvPEGnJ2djQqWiKg+c3UdBq22ZK4nmcxa4mjMU/sWA1CsLhk+Y2nx4MnCa5O7KGJrUBAO5OVh6pUruF5uWM+6jAzsvHULH/r7Y4qXF+SNZOnj4GHDoL4355mFNe8DKWg8H0dGajwAwN2zueEf9oiIiEiPyd9T5XI5pkyZgilTppj60ERE9VpIyDqpQzB7YwctljqECv7r6opHnZ3xSWIiPk5MRFGZoT1ZGg1eu3IFq9PTsbxlSzzs6ChhpKYRvo73gdSKO/+AyL17AQBhncOYQCEiIjKRxjuLHRERUT1hLZdjnr8/LnTpgsEuLhW2R+Xm4pGoKEyKjcUtDushIiIiqpdM9qWEWq3GxYsXcePGDQBA06ZN0aZNG1hY8HsPIiIiAAi0scGedu2w89YtvH7lChKLivS2r0pPxy+3bmFRQAAmeXo2mmE9RERERI2B0T1QLl26hGeffRb29vYIDQ3FoEGDMGjQIISGhsLBwQEjR47EpUuXTBErERFRgycIAoa5ueFS1654x9cXluWSJHfVarwUF4dHzpxBJJcAJiIiIqo3jEqgrF27FqGhodi6dSuKioogiqLev8LCQmzZsgWhoaFYxzHRREREOrZyOT4KCMD5Ll3Qv5JJ1iNyctD1zBlMiYvDneJiCSIkIiIiorIMTqAcP34cEydOhEqlQkhICFavXo2rV6+isLAQhYWFuHbtGn788Ue0adMGKpUKEydOxIkTJ0wZOxFRvVJUlILCwmQUFiajqChF6nDMUmZuOu7mpOFuThoyc9OlDqdagmxssLd9e2xu3RrNFAq9bSKAb1NTEXTqFH5MS4O2zAS09VV2Sgqyk5NL/qXwPpBEQQqU2ltQam8BBbwGREREpmLwBCULFy6EVqvF4MGDsWPHDijKfehr3rw5mjdvjlGjRmHYsGH4/fff8dFHH2H37t1GB01EVB+dOhUCjSYHACCX26NnTw6/qGsfrh2IQlUeAECpsMXiV6Iljqh6BEHA002bYrCLCxYkJGBpcjLUZZIlt4qLMeHyZfyQloZvWrZER3t7CaO9v29CQqDKKbkPFPb2mM1hSHVOuT8UA9Ul10Dcbw88zWtARERkCgb3QPnnn38gCAKWL19eIXlSlqWlJb755hsAJb1WiIiIqHL2Fhb4rEULnO3cGb0rWdL4eHY2Op0+jan//osstVqCCImIiIjMl8EJFJVKBScnJ/j5+T2wbvPmzeHk5AQVl2YkIiJ6oDa2tjjUsSM2hITAo9yXFFoAX6ekIOjkSfyUng6xAQzrISIiImoMDE6gtGjRArm5uSgsLHxg3cLCQuTm5qJly5aGno6IiMisCIKAUe7uiO3aFdO8vSEvtz2juBhjY2PR5+xZXMjNlSRGIiIiInNicAJl/PjxKC4uxsqVKx9Yd+XKlVCr1Rg/fryhpyMiIjJLjhYW+CIwEKc7d0Z3B4cK249kZaFjZCRmXrmCHA7rISIiIqo1BidQpk6diieffBJvvPEGPv74YxQUFFSoU1hYiE8++QRvvPEGnnzySbz22mtGBUtERGSuOtjZ4chDD2FNcDDcLC31tmkAfJ6cjOBTp/BzRgaH9RARERHVgmqtwjNhwoRKy+3s7GBra4t3330XH330ETp37gwvLy8AQGpqKiIjI5GXlwdHR0fY2dlh4sSJWLVqlemiJyIiMiMyQcDzHh4Y2qQJ3rt+HStSU6Etsz1VpcLImBh8n5aGZS1bIsTWVrJYiYiIiBqbaiVQ1qxZA0EQKnyjVbYsLy8Phw8frnT/zMxMrF27FoIgMIFCRERkJGdLSyxr1QoTPD3xclwcTt5bNrjUwcxMdIiMxAxvb7zXvDls5eVnUCEiIiKimqpWAmXs2LEQBKG2YyEiIqIaCLW3x/HQUKxOS8Osa9dwu8wcKMWiiE+SkrDxxg18ERiI4a6ufC8nIiIiMkK1e6AQERFR/SMTBExq1gzhbm5459o1fJ+WhrL9RZOKivDUxYsY6OyMr1u2REsbG8liJSIiImrIDJ5EloiIiOqPJpaW+C4oCCdCQ9HJzq7C9j/v3kXbiAi8d/068jUaCSIkIiIiatiYQCEiImpEujo44GSnTljesiWcLPQ7mqpEER8mJKBNRAR23bolUYREREREDVO1hvA8SFpaGrZv347Tp0/jxo0bAICmTZuiU6dOePLJJ+Hp6WmK0xAREVE1yAUBU7y88JSbG96+dg0/pqfrbY8vLMQTFy7gv02a4MvAQARYW0sUKREREVHDYVQCpbi4GLNnz8bXX38N9b2J60pX5REEAevWrcPMmTPx+uuv46OPPoKlpaXxERMREVG1uCkUWB0cjImennglLg7ReXl623+7fRv7797FbF9fvOXjAyVX6yEiIiKqklEJlGeffRa//vorRFGEo6MjevToAW9vbwBAcnIyjh07hszMTCxZsgTXrl3Dtm3bTBI0ERERVV93R0dEduqE5ampeO/6dWSXmQOlUKvF3Ph4rEtPx9ctW2JwkyYSRkpERERUfxk8B8rPP/+MHTt2QCaTYeHChUhPT8fu3buxYsUKrFixArt370ZaWho++ugjCIKAHTt2YPPmzaaMnYiIiKrJQibDVG9vXO7aFc+5u1fYfrWwEEPOn0f4hQtIKCyUIEIiIiKi+s3gBMrq1ashCAI+/vhjzJo1C1ZWVhXqWFlZYfbs2Vi0aBFEUcSqVauMCpaIiIiM42FlhZ9CQnC4Y0e0qWRJ419v3ULIqVNYmJCAIq1WggiJiIiI6ieDEyhRUVGQy+WYMmXKA+u+8sorkMvliIqKMvR0REREZEK9nJwQ1bkzFrdoAbtyc58UaLV49/p1tI+IwP47dySKkIiIiKh+MTiBkpOTA3t7e9hU8u1VeTY2NnBwcEBOTo6hpyMiIiITs5TJMNPHB7Fdu+IZN7cK2+MKCjDg3Dk8ffEikjmsh4iIiMycwQkUV1dXZGZmIiMj44F109PTkZmZCVdXV0NPR0RERLXEy8oKP7dpg33t2yOokiWNt968ieBTp/BZYiKKOayHiIiIzJTBCZTu3bsDAN55550H1i2t06NHD0NPR0RERLWsv4sLznXpgkX+/rCR6X9EyNNq8da1a+gYGYm/7t6VKEIiIiIi6RicQJk+fTpEUcSaNWsQHh5e6fwmp0+fxrBhw7BmzRoAwLRp0ww9HREREdUBhUyGWX5+iOnaFcMr6Tl6KT8ffaOjMfrSJaQVFUkQIREREZE0DE6gPPzww/jwww8hiiJ27dqFzp07w9nZGW3atEGbNm3g7OyMrl27Yvfu3QCADz74AA8//LDJAiciIqLa46tUYnvbtvi9XTu0UCorbN944waCT53Cl8nJUHNYDxEREZkBgxMoQMnQnG3btqFly5YQRRFZWVmIiYlBTEwMsrKyIIoiWrVqhe3bt1drqA8RERHVL4OaNMGFLl2woHlzKMsN68nWaDDtyhV0On0ax7KyJIqQiIiIqG5YGHuA4cOHY/jw4YiOjsbp06dx8+ZNAICbmxs6d+6M9u3bGx0kEVFDYG/fBVptPgBAJnvwCmVker7u7aFSFwAAFBYVJ0MlwyjlcrzXvDmec3fH61euYPft23rbz+XloUdUFJ53d0ePTp0g3Fuxx7IaK/WR6WmdOyHrdhoAwNHZE/IH1CciIqLqMTiBMmPGDAAl85r4+vqiQ4cO6NChg8kCIyJqaDp2PCB1CGZv6lM/SR1Co+ZvbY1d7dph961bmHrlCuLLLW28NiMDOz/4AB/5++PFZs0gFwSJIjVvqh7/h6N79wIAwnqEgalEIiIi0zB4CM9XX32F5cuXw9vb25TxEBERUT33uKsrLnXpgvf8/KAolyTJVKvxyr//ouvp0ziZnS1RhERERESmZ3ACpWnTprCxsYFMZtQ0KkRERNQAWcvlWODvj4tdumCQi0uF7Wdyc/HwmTN44fJl3FKpJIiQiIiIyLQMzn785z//QVZWFpKSkkwZDxERETUggTY2+L927fBLmzbwsbKqsP2HtDQEnTqFlamp0Ipihe15Gg1OZWfjwN27OJWdjTyNpi7CJiIiIqoxgxMob7zxBuRyOd544w1TxkNEREQNjCAICHdzQ0zXrpjt6wvLcsN67qjVeDEuDo+cOYPTOTkAgNi8PEz99194HT+ObmfOoH90NLqdOYPAqCh8r1QimT1ciYiIqJ4x+NPJww8/jPXr1+P3339H7969sXPnTty4cQNiJd8uERERUeNnK5djYUAAznXujEednCpsP5WTgy6nT6P7mTNoExGBr1NSkFWux0mWRoM9VlaYameHZWlpdRQ5ERER0YMZvAqPXP6/RfH+/vtv/P333w/cRxAEqNVqQ09JRFSvHT3qAI2m5Nt1udwePXtyAs269sY3HVCoygMAKBW2WPxKtMQRmZ9FDg5Q5eSgJ4Dednb49s8/kVpmDhQRwPFqTC6rFQS8lZgIS0tLTPPxqb2AGyHlbnc8oS55LRJ32wNP87WIiIjIFAzugSKKokH/iIiIyDxYCAJiu3bFGz4+sDBwSeOZV68iNi/PxJERERER1ZzBPVAOHTpkyjiIiIioEbK3sMBnLVpgnIcHBkZHI6WGK/JoAaxITcWXLVvWToBERERE1WRwAqV3796mjIOIqMFTKJpBo8kFAMjldhJHY54cbd2hVJT0VrCytJU4GvNk36wZVLkl94HC7n/3QXOlErkGrrCzNj0dCwMCYFtm+DBVTVR6ojBPAQCwUjaBYX1/iIiIqDyDEyhERKSvW7dYqUMwe++N2yt1CGbv1djK74OLeXkVJoytriyNBpfy8tDFwcGY0MxG0YCz2Lu35F4IGxAGa4njISIiaixqPAfKnj178Nhjj8Hd3R1KpRKenp4IDw/HkSNHaiM+IiIiagRyDEyemGp/IiIiImPVKIHy3nvvYejQofjjjz9w8+ZNqFQqZGRkYNeuXejbty+WLVtWW3EaTaVS4auvvkKPHj3g4uICpVIJb29vDB48GJs3b650n/3792PIkCFwdXWFtbU1goOD8e677yL3XtdkIiIiqh57I4ffGLs/ERERkbGqPYTn77//xkcffQQAcHZ2xqBBg+Dt7Y2EhATs2bMHeXl5mDlzJvr374/g4OBaC9gQycnJGDhwIC5dugRXV1d0794dtra2SEpKwpEjR2Bra4tnnnlGb58vvvgCM2bMgCAI6NmzJ9zd3XH06FEsXLgQ27dvx99//w1XV1eJHhEREVHD0sbWFo5yuUHDeBzlcrSx5Zw2REREJK1qJ1C+/fZbAECXLl3w22+/wc3NTbctISEBYWFhuHLlClatWoXPPvvM9JEaqKCgAAMGDEBsbCzmzZuHd955B5aWlrrt+fn5iIuL09snKioKM2fOhFwux+7duzF48GBd3aFDh+LAgQN46aWXsG3btjp9LERERA2VrVyOsR4e+Dolpcb7Pu/hARv2QCEiIiKJVXsIzz///ANBELBs2TK95AkA+Pn54dNPP4Uoivjnn39MHqQxFi1ahNjYWEyePBlz587VS54AgI2NDTp27FhhH1EUMX78eF3ypLTuqlWrIJPJsH37dsRWMVEeERERVfRys2Y1nnxNBmBKs2a1EQ4RERFRjVS7B0p6ejosLS3RqVOnSrd3794dAJCWlmaayEyguLgYK1asAAC8+eab1dpHpVJhz549AIBRo0ZV2O7n54fu3bvj6NGj2LFjB2bPnm26gImoQTt5MlhvGWOuylP3PlgThqLi/y1jzFV56t6y4GC9ZYzLrsoTbGuLJS1aYPrVq9U+no1MBudyX37Q/Vnt64iw/Nv3fm4CDL0scURERESNQ7UTKAUFBfDw8IBMVvl3R6XzgRQWFpomMhM4c+YMbt26hWbNmiEwMBDnz5/HL7/8gtTUVDg7O6Nnz54YPHiw3mOKi4tDfn4+AKBz586VHrdz5844evQooqKiTBZrcnKy3u85OTkAStq9fK+Z+qjsda9Pz4GGhG1oPKnbsKgoFVptyb0rk9mjoKCgzmMwltRtaKzM3Ay9BIoU16Cht6GxclJTobr3Hqawr3gfvOjqiuLiYsxKTIS2GsfL1Wrx/KVL+KVVKwiCUAsRNz7KglRYiyVJLLGgqEG+FknN3O9jU2AbGo9taDy2ofHMpQ2r+15Z7QRKdYmiaOpDGuzcuXMAAG9vb8yaNUs3zKjUJ598goceegi//vorfH19AQDXr18HADg5OcHe3r7S4/r4+OjVNYXSY5Z38OBB2NjYmOw8dYFLWhuPbWg8KdrQwUGN0r/vNBo19u5t2L0fGuLzUK1W6/0s9TVoiG1orOpcg1YAvpLJ8IdCgYMKBfLLJEZsRBGt1GqcLfPlwZ+ZmZh++DCGqFS1GntjMUSjQWnrqTUaye+Dhs4c72NTYxsaj21oPLah8RpzG5Z2ongQkydQ6pPbt0u6r0ZFReHUqVN45ZVXMHXqVHh4eOh+j4qKwmOPPYYzZ87A0tJS1/PD9j6z/dvZ2QEAsrOza/9BEBERNULeWi0mFRbiucJCJMnlKABgDcBHo4ESwOfW1jiiUOjqr1Eq0Vathq+2Ov1WiIiIiEyvRgmUmzdvIiAgwOA6giDgag3GPRurtLdJcXExRo4ciWXLlum29e/fH/v27UNQUBAuXLiAn3/+GWPGjKmz2MpLSkrS+z0nJwetW7dGv3794ODgIFFU1VdYWKjLSPbq1QtKpVLiiBoetqHxpG7DiAgLlP5tJ5dbICwsrE7PbwpSt6Gxjqx6H5riIgCAhYU016Cht6GxLllYoLSfiCHXoLT9JhcU4LqtLZKKiwEAKkHA9+7uONKmDayqGE5MJSx2yYF7q0VbyOUN8rVIauZ+H5sC29B4bEPjsQ2NZy5tWN3OETVKoGg0GsTHxxtcp67HLpcdgvPiiy9W2O7r64vHHnsM27dvx/79+zFmzBjdPnl5eVUeN/fe5HimTGx4e3vr/V56Aa2trWFtbW2y89QFpVLZ4GKub9iGxpOiDcu+xAkCGvw1bIjPw/p2DRpiG5qaoY/fDsDqwEAMjInRzZVyPj8fH6SlYUlgoMnia4zEcjeCuT8HjcX72HhsQ+OxDY3HNjReY27D4ntf2DxItRMoc+fONTgYqZTtCVNVr5jS8tLVg5o3bw4AyMzMRE5OTqXzoJT2FimtS0RERKbX3cEB7/j54cOEBF3Z58nJGOzigv4uLhJGRkREROaoUSdQQkNDIQgCRFHErVu3Kp2o9datWwD+N69JUFAQbGxskJ+fj8jISPTt27fCPpGRkbrjExERUe15388Pe+/cwal7c5QBwNjYWJzv0gVNGsAqdURERNR4NOpBxB4eHujRowcAYP/+/RW2FxcX4/DhwwCArl27AgAUCgUee+wxAMDGjRsr7JOQkIDjx48DAMLDw2slbiIiIiphKZNhQ0gIbMvMe5KmUuGFy5fr1cp/RERE1Pg16gQK8L+eM4sWLcKJEyd05Wq1GjNnzsS1a9dgb2+P8ePH67bNmjULgiDgxx9/xB9//KErz8/Px8SJE6HRaPDkk08iODi47h4IERGRmQq0scFXLVvqle24dQur7g2/JSIiIqoLjT6B8uijj+KDDz7A3bt30bNnT3Tv3h1PPvkkWrZsia+//hrW1tbYtGkT3N3ddfuEhoZiyZIl0Gg0GDJkCPr27YtnnnkGgYGBOHDgAIKCgvDtt99K+KiIiIjMy3gPDzzp6qpX9vqVK4jLz5coIiIiIjI3jT6BAgBz5szBn3/+iQEDBiA2Nha7d++GRqPBuHHjcObMGd2QnbKmT5+Offv2YeDAgTh37hx27twJOzs7zJ49GxEREXAt9yGOiIiIao8gCFgZFAQvhUJXlq/VYnRMDIpL1w8nIiIiqkU1Wsa4IQsLC0NYWFiN9unfvz/69+9fSxERERFRTbhYWmJdSAj6R0ejdPaTyJwczIuPx0dVrLZHREREZCpm0QOFiIiIGod+zs54o9yqeosSE3EkM1OagIiIiMhsMIFCREREDcoH/v54yM5O97sI4LmYGGQWF0sXFBERETV6TKAQERFRg2J1b2ljZZmljZOKivBSXByXNiYiIqJawwQKERERNTghtrb4vEULvbLNN29ifUaGRBERERFRY8cEChERETVILzVrhv82aaJX9sq//+JaQYFEEREREVFjVq1VeBITE012Ql9fX5Mdi4iIiMyXIAhYFRSE9hERyLg3/0mORoPnYmJwpGNHWMj4PRERERGZTrUSKP7+/iY5mSAIUKvVJjkWERERUVOFAmuCgzH4/Hld2T/Z2ViYmIj3mzeXLjAiIiJqdKr11Ywoiib5p9Vqa/vxEBERkZkZ1KQJpnp56ZUtiI/HP1lZEkVEREREjVG1eqBcv369tuMgIiIiMtgnAQE4mJmJC3l5AAANgNExMTjbuTMcLKr1cYeIiIjovqr1icLPz6+24yAiIiIymFIux4aQEHQ5fRqqe0sZXy8sxNR//8WakBCJoyMiIqLGgLOrERERUaPQ3s4OnwQE6JWtzcjA5hs3JIqIiIiIGhMmUIiIiKjRmOrtjTBnZ72yl+LikFRYKFFERERE1FiYZFBwYWEhzp49i9TUVOTl5UG813W2MmPHjjXFKYmI6p2ePbOlDsHsLX4lWuoQzN7sbGnvA5kgYE1wMNpFROD2vZX/MtVqjImJwYGOHSEXBEnjqwuFj2dg7969AICwsDBYSxwPERFRY2FUAiUvLw+zZs3CmjVrkJ+f/8D6giAwgUJERES1ytPKCquCgzHswgVd2eGsLCxOSsLbvr4SRkZEREQNmcFDeIqKitCvXz8sX74ceXl5cHR0hCiKEAQBXl5esLKy0i1fbGtrC19fX/j4+JgydiIiIqJKPeHqihc9PfXK5ly/jtM5ORJFRERERA2dwQmUFStWICIiAp6enjh27Bju3LkDAGjatCkSExORm5uLo0ePom/fvlCr1Zg/fz6XQyYiIqI6syQwEK2s/zeARS2KGHXpEvI0GgmjIiIioobK4ATK1q1bIQgCFi9ejEceeaTigWUydO/eHfv370dYWBgmTZqEEydOGBUsERERUXXZyuXY2Lo1LMrMexJXUIAZV65IGBURERE1VAYnUGJiYgAAw4YN0ytX35uwrVRpkkWtVmPx4sWGno6IiIioxjrZ2+NDf3+9spVpafj15k2JIiIiIqKGyuBJZAsKCuDs7AylUqkrUyqVyKlkbHFgYCAcHR1x/PhxQ09HRFTvnT37KLTakgm1ZTIbdOx4QOKIzM9X28ZApS4AACgsrDH1qZ8kjsj8rHv0URTfm1je0sYGYw9Ifx+84eODP+7cwV+ZmbqySZcvo6uDA5pZWUkXWC1R/D0EPQvS7v28FBhwSNqAiIiIGgmDEygeHh64deuWXpmbmxuSk5ORkJAAPz8/XblarUZeXh4KCgoMj5SIqJ7LyYmARlOSRJbL7SWOxjwlZpxDoSoPAKBU2EocjXlKiYiA6t6XKQr7+nEfyAUB64KD0T4yEpn3esreVqsxPjYWv7dvD1kjW9pYdvc0XLQl10C8mypxNERERI2HwUN4/Pz8kJ+fj/T0dF1ZaGgoAGDt2rV6dTdt2gS1Wg13d3dDT0dERERkMB+lEitbtdIr23v3Lr5KTpYoIiIiImpoDE6g9OzZEwBw6ND/uoWOGjUKoihi/vz5mDBhApYvX46pU6fihRdegCAIePzxx42PmIiIiMgAI5o2xTgPD72yt69dw7ncXIkiIiIioobE4CE8zzzzDNavX499+/Zh5MiRAIARI0Zg06ZN+PXXX7F27VpdTxRRFBEYGIgFCxaYJmoionqoa9cYiKIIoGQCbap7c57/k9dAYq/ExAD3rgHq4TX4KjAQRzIzca2wEACgure0cUSnTrCWyyWOzjQK+5/BkcOHAQC9eveG9QPqExERUfUYnEBp27Ytrl+/XqF869atWLlyJbZt24bk5GQ4OjpiwIABeOONN+Ds7GxUsERE9ZmVlZfUIZg9JzuPB1eiWuXgVb/vA3sLC6wPCUHPqCho7pVdzM/H29eu4auWLSWNzWSsvVAoc9X9TERERKZhcAKlKnK5HFOmTMGUKVNMfWgiIiIioz3i6Ij3mzfH3Ph4XdnXKSkY7OKCwU2aSBcYERER1WsGz4FCRERE1FC94+uL/zg46JWNj43FDZVKooiIiIiovjM4gdKjRw989913uHPnjinjISIiIqp1FjIZ1oeEwL7MvCcZxcWYePmybh4dIiIiorIMTqAcP34cL7/8Mpo1a4Zhw4Zhy5YtKCoqMmVsRERERLXG39oay8vNe/Lb7dv4NjVVooiIiIioPjN4DpTp06dj8+bNSE1Nxa5du7B7927Y29tj+PDhGDVqFB599FGugEBEZiUmZiy02gIAgExmjZCQdRJHZH7W/fEGitUlq6tYWigxdtBiiSMyPzvGjoW6oOQ+sLC2Rvi6+n0fjHZ3x//duYNNN27oymZcvYo+Tk4IsbWVMDLDWUZOQufC+Hs/bwF6bpA2ICIiokbC4ATKkiVLsHjxYhw6dAgbNmzAL7/8gqysLN3yxR4eHhg5ciRGjx6Nhx56yJQxExHVS7du/QqNJgcAIJfbSxyNeTp3dR8KVXkAAKWiYf7x29DF/vorVDkl94HCvv7fB4IgYHnLljiWlYXEez1pC7VajIqJwYnQUFjJGt50cfK03fC691okpp2XOBoiIqLGw6hPBYIgoF+/fli1ahUyMjKwfft2DBs2DAqFAmlpafjiiy/QuXNntGnTBosWLUJ8mdnuiYiIiOoDJ0tL/BQSgrL9Zs/m5mLO9euSxURERET1j8m+VlEoFAgPD8f27duRkZGBH374AX379oUgCIiJicGcOXMQGBhoqtMRERERmUwvJyfM9vXVK1uclIQDd+9KFBERERHVN7XSL9XBwQETJkzA/v37cfHiRYSGhkIURc5qT0RERPXWvObN0bncsKPnY2Jwu7hYooiIiIioPqmVBIparcauXbvwzDPPIDQ0FFFRUbVxGiIiIiKTsZTJsDEkBDZl5j1JUanwIpc2JiIiIpg4gXL06FG89NJL8PDwQHh4OLZu3YqCggI0bdoUU6dOxYkTJ0x5OiIiIiKTamljg6/KLW28/dYt/JieLlFEREREVF8YvApPqQsXLmDDhg3YtGkTkpKSAACiKMLOzg7h4eEYPXo0+vfvD1kDnMWeiIiIzM8EDw/suX0bO27d0pVN/fdf9HR0REsbGwkjIyIiIikZnED55JNPsHHjRly4cAFASdLEwsICAwcOxHPPPYehQ4fC2traZIESERER1QVBEPB9UBBOZmcjVaUCAORptRgdE4NjDz0ES34pREREZJYMTqDMnj1b9/N//vMfjB49Gk8//TSaNGliksCIiIiIpNLE0hJrg4Mx4Nw5XVlETg7mx8fjw4AACSMjIiIiqRicQAkODsZzzz2HUaNGoXnz5iYMiYiIiEh6/V1cMNPbG0uSk3VlixITMdDFBT2dnKQLjIiIiCRhcALl0qVLpoyDiIiIqN75KCAA++/eRXReHgBAC+C5mBhEd+4MJ0tLaYMjIiKiOsVBvERERERVsJLJsLF1ayjLzHuSWFSEV/79V8KoiIiISApMoBARERHdR2tbWyxp0UKvbOONG9iQkSFRRERERCSFaiVQ5HI55HI52rRpU6GsJv8sLIxeNZmIiIiozk1p1gyPubjolb0cF4frBQUSRURERER1rVoJFFEUdf8qK6vJPyIiIqKGRhAErAoORtMy855kazQYExMDtVYrYWRERERUV6rVJeTQoUMAABsbmwplRERERObAXaHAj8HBeOz8eV3ZsexsLEpMxHtckZCIiKjRq1YCpXfv3tUqIyIiImrMhjRpgle9vLAsJUVXNj8+HmEuLujm4CBhZERERFTbGv0ksuPGjYMgCPf9V1hYWOm+p0+fxogRI+Du7g6lUgl/f3+89tpruHHjRh0/CiIiIqovPg0IQOsyvXI1AEZfuoQctVq6oIiIiKjWGTyr63PPPYcxY8ZgwIABkMnqfx6me/fuCAwMrHSbXC6vULZt2zaMHDkSarUaXbp0gb+/PyIjI7Fs2TJs3boVf//9d5XHIyIiosbLWi7Hxtat0fX0aajuze92tbAQr1+5gtXBwRJHR0RERLXF4ATKxo0bsWnTJri5ueHZZ5/FqFGj0LVrV1PGZlKTJk3CuHHjqlU3NTUVzz//PNRqNb777jtMnjwZAKDRaDBu3DisX78eo0aNwsmTJyEIQi1GTURERPVRBzs7fBwQgBlXr+rKfkxPx2AXF4xo2lTCyIiIiKi2GNx1JDw8HAqFAjdu3MDXX3+NRx55BK1atcKCBQtw5coVU8ZY55YuXYr8/Hz0799flzwBSnqqrFixAo6OjoiIiMDevXsljJKIiIik9Lq3N/o7O+uVTY6LQ1IVQ4OJiIioYTM4gbJ9+3ZkZGTghx9+QJ8+fSAIAq5cuYL58+cjKCgIDz/8MJYtW4abN2+aMt46sWPHDgDAqFGjKmyzs7PD0KFDAQC//PJLncZFRERE9YdMELA2OBguFv/r0JupVuP52Fho7w3tISIiosbDqMlLHBwcMGHCBBw4cABJSUlYvHgxHnroIYiiiFOnTuH111+Hl5cXhgwZgo0bNyI/P99UcdfYoUOHMHPmTEyePBmzZ8/Gjh07UFRUVKFeTk6OrgdN586dKz1WaXlUVFTtBUxERET1XjMrK/wQFKRXdigzE0uSkiSKiIiIiGqLwXOglOfp6YkZM2ZgxowZiIuLw/r167Fp0yZcvXoVf/zxB/7880/Y2toiOzvbVKeskXXr1lUo8/T0xOrVqzFo0CBdWXx8vO5nX1/fSo/l4+MDALh+/brJ4ktOTtb7PScnBwBQUFAAS0tLk52ntpRdyaiqVY3o/tiGxpO6Dct+4SyKJfdvQyN1GxqrPlyDht6GplbTa9AQ22+QnR3Gu7nhxzK9bt+9fh3dbWzwkK1tncejLHcjNMTXIqk1xOdhfcM2NB7b0HhsQ+OZSxtW971SEMXa7WN64sQJvPrqqzhz5gwEQYBGo6nN01XwxRdfQC6X49FHH4Wvry8KCgoQHR2NefPm4fjx47C0tMTevXvRp08fAMDx48fRvXt3AEBxcTEsLCrmmPbt24ewsDAoFIpKe7EYoqrJaDdu3AibMkslElH9JZfHAdDe+00GjaaVlOGYpazCRIj3roEAGRyVlSfCqfbkxcUB2nv3gUwG21bmcR8UAphhZ4fUMiv7eWk0+Dw3F1Z1HIuTJg7CvftAhAyZcvO4BkRERIbKz8/HqFGjkJWVBQcHhyrrmawHSnnnzp3Dhg0b8PPPP1foXVGXpk+frve7vb09BgwYgP79+yM8PBw7d+7EtGnTcPbsWWkCJKJGgwkT6TFhIj1zSZiUpwQwo6AAb9vaQnPvS5EUuRw/KpV4qY6/sWPChIiIqHaYNIGSmJiIjRs3YsOGDbh06RIAQBRFWFpaYvDgwRg9erQpT2cUQRAwf/587Ny5E9HR0UhKSoKPjw/s7e11dfLy8uDo6Fhh39zcXAC4b2aqppLKjZXOyclB69at0a9fP5Oep7YUFhbiyJEjAIBevXpBqVRKHFHDwzY0HtvQeGxD47ENjdOQ2y8MQH5qKt4v857+h5UVJrRrh/+WW62nNjXkNqwv2IbGYxsaj21oPLah8cylDas71YjRCZS7d+9iy5Yt2LBhA44fPw5RFCGKIgRBQI8ePTB69GiMGDECznX4waG6QkJCdD8nJyfDx8cHfn5+urLExES0a9euwn6lyY7mzZubLBZvb2+930svoLW1NaytrU12nrqgVCobXMz1DdvQeGxD47ENjcc2NE5DbL93AgKwPzsbR7KydGUvX7+OHk2awNOqrgfzNMw2rG/YhsZjGxqPbWg8tqHxGnMbFhcXV6uewQmUzZs3Y+PGjfjzzz9RXFyM0qlU2rRpg+eeew6jRo3STbZaX92+fVv3c2nPEwcHBwQGBuLKlSuIjIysNIESGRkJAAgNDa2bQImIiKhBkAsCfgoJQfuICGTdm/ftVnExxsfG4v/at4esijnPiIiIqP4zeBnjkSNH4rfffoNKpYKXlxfefPNNnD17FufPn8fbb79d75MnAPDzzz8DKEmaBJVZgjA8PBxAyQSu5eXm5mL37t0AgOHDh9dBlERERNSQ+CqV+K7c0sZ/3r2LZSkpEkVEREREpmBwDxRHR0eMGDECo0ePRq9evapcRUZKZ8+eRWJiIoYMGaK3mo5Wq8WPP/6Id955BwAwdepUvaWCp02bhm+++Qb79+/H999/jxdeeAEAoNFo8PLLLyMzMxNdunRBWFhY3T4gIqrXrl2bDa22ZGUumcwKAQGLJI7I/Oz8+zOoNSoAgIVcgSd6vClxROZn/+zZ0NxboU5uZYX+i8zzPnimaVP83+3bWJeRoSt76+pV9HVyQjs7u1o9t8XF99GmKO7ez38DnT+r1fMRERGZC4MTKHFxcbCysoKtrW29TJ4AQHx8PMLDw+Hs7IzQ0FC4u7sjMzMTFy5cQGJiIoCSnjRz587V269Zs2ZYs2YNRo4cicmTJ2PVqlVo3rw5IiIicO3aNbi7u2Pjxo319nETkTRSUr6BRpMDAJDL7ZlAkcDR6PUoVOUBAJQKWyZQJBDxzTdQ5ZTcBwp7e7NNoADA1y1b4mhWFq7fW4WnSBQxKiYGEaGhUJZZ7tjULK59h0B1yTUQr9kzgUJERGQiBg/hcXd3h4uLC1JTU00Zj0l16NAB06ZNQ5s2bRAbG4tffvkFBw4cAAA89dRT2LNnDzZu3KjXO6XUiBEjcPLkSQwfPhzXrl3Djh07oNFo8MorryA6OhqBgYF1/XCIiIioAXGwsMCGkBCUTZVcyMvDrGvXJIuJiIiIDGdwDxQ7OztYWFjU67lO/P398cUXXxi8f6dOnbB9+3YTRkRERETm5BFHR8zx88P8hARd2ZcpKRjk4oJBTZpIGBkRERHVlMEJFH9/f1y+fBlqtbrSHhxEROYmOHgtRFENABAEvi5KYczAz6DRllwDuYzXQArD1q6FVl1yDWT8fAAAmOPnhz/v3sWJ7Gxd2bjYWJzv0gVuCoXJz6fqtBLnzp4BALTvGIq6XzyZiIiocTL4k83TTz+N999/H7/++iueeuopU8ZERNQgubmFSx2C2esQyMm9pRYSzvugPAuZDBtCQtAhMhK595Y2ziguxqTLl/Fr27Ymn1NN2+wJpF6wBgC0bcZ7goiIyFQMngPlzTffROfOnfHiiy/q5hUhIiIioooCrK3xTcuWemW7bt/GyrQ0iSIiIiKimjK4B8rHH3+Mfv36ISYmBmFhYWjfvj0eeeQRuLm5QX6fmeXff/99Q09JRERE1GCNcXfH/92+jc03b+rKpl+5gt6Ojgi2tZUwMiIiIqoOgxMo8+bNgyAIEEURABAdHY1z5849cD8mUIiIiMgcCYKAFa1a4Xh2NpKKigAABVotRsXE4ERoKBQygzsGExERUR0wOIHSq1cvk4/ZJSIiImrMnC0t8VNICPqePQvxXllUbi7eu34dn7RoIWlsREREdH8GJ1D++usvE4ZBRNTwJScvgyiqAACCoIC396sSR2R+Dp9dB7WmGABgIbdE745jJY7I/JxatgwaVcl9IFco0PVV3gfl9XZywtu+vvg4MVFX9llSEga6uKCfs7PRx5dfXYEWxRfu/XwVaDvD6GMSERGREQkUIiLSd/36O9BocgAAcrk9EygS2H1sCQpVeQAApcKWCRQJHHjnHahySu4Dhb09EyhVmN+8OfbduYPTubkAABHA2JgYnOvSBS6WlkYd2/LSPLRVl1wD8ZI9EyhEREQmwsG2RERERHVMIZNhQ+vWsCkz70mKSoUX4+J088sRERFR/cIEChEREZEEgmxssDQwUK9s282bWJueLlFEREREdD8GD+Hp169fjfcRBAEHDhww9JREREREjcokT0/83507+PXWLV3Za1euoIejIwJtbCSMjIiIiMqr9UlkS1fqEUWRq/YQERERlSEIAr5v1Qons7ORdm/y3VyNBs/FxODoQw/BkksbExER1RsGJ1Dmzp173+1ZWVmIiIjAsWPH4OLigilTpsDCgnPWEhEREZXlqlBgbXAwws6d05WdzMnBBwkJWODvL2FkREREVFatJVBKHT16FOHh4YiOjsauXbsMPR0RERFRozXAxQXTvb3xRXKyruyjhASEOTujh5OTdIERERGRTq33C+3ZsydWrFiBPXv24Ouvv67t0xERERE1SAv9/dHe1lb3uxbAmNhYZKnV0gVFREREOnUysDY8PByWlpZYvXp1XZyOiIiIqMFRyuXY2Lo1lGXmPYkvLMSr//4rYVRERERUqk4SKBYWFlAoFPiXHwCIiIiIqtTG1hafBQTola3PyMDGjAyJIiIiIqJSdZJAuXDhAnJzc2FpaVkXpyMiIiJqsF7x8sIQFxe9silxcYgvKJAoIiIiIgLqIIESFRWF0aNHQxAEdOvWrbZPR0RERNSgCYKA1cHBcCvzxVO2RoMxsbHQiKKEkREREZk3g1fh6dev3323FxYWIjk5GSkpKRBFERYWFnj33XcNPR0RERGR2XBXKLA6KAiPX7igK/s7KwsfJybiXT8/CSMjIiIyXwYnUP76669q1/X29sby5cvRs2dPQ09HREREZFb+6+qKl5s1w/LUVF3Z3OvXMcDZGV0dHCSMjIiIyDwZnECZO3fu/Q9sYQFnZ2e0a9cO3bt3h0xWJ9OtEBERETUan7VogUOZmYjJzwcAaACMjolBVKdOsLMw+GMcERERGaDWEihEREREZBwbuRwbQ0LQ9cwZFN+b/+RKQQGmXbmCH4KDJY6OiIjIvLBbCBEREVE91tHeHovKLW28Kj0d22/elCgiIiIi88QEChEREVE9N93bG486OemVvXD5MpILC6UJiIiIyAyZPIGybNkyhIaGwtbWFs7OzujXrx927dpl6tMQERERmQ2ZIGBtSAhcysx7cletxvOxsdByaWMiIqI6Ue0ESmRkJFxcXBAQEICioqJK64wePRqvv/46oqOjUVBQgKysLPz1118IDw/H4sWLTRY0ERERkbnxsrLC90FBemUHMzPxeVKSRBERERGZl2onUA4dOoTMzEwMHjwYVlZWFbZv3rwZmzZtgiiKaNq0KSZPnozp06fD398foiji3XffxeXLl00aPBEREZE5Ge7mhokeHnpl71y/jrM5ORJFREREZD6qnUA5cuQIBEFAeHh4pdu/+uorAECLFi1w/vx5fPvtt1iyZAkuXLiAjh07Qq1WY/Xq1aaJmoiIiMhMLQ0MRKC1te73YlHEqJgY5Gs0EkZFRETU+FU7gXLt2jUAQLdu3Spsu3PnDk6cOAFBEPDuu+/C1dVVt83a2hrvv/8+RFHEX3/9ZXzERERERGbMzsICG0NCYCEIurKY/Hy8efWqhFERERE1ftVOoGRkZMDBwQH29vYVtp04cQKiKEIQBAwdOrTC9gEDBgAArvKNnYiIiMhoXRwcML95c72y5amp+O3WLWkCIiIiMgMWD65SIicnBwqFotJtERERAICAgAC4uLhU2G5rawsHBwfkcHwuETVi/v4LIYoqAIAgVP56SbXr8e4zodYUAwAs5JYSR2OeHl24EBpVyX0gr+JzA5nG276++OPOHRzNytKVTbh8GZeC3kP6vzEAgFbBbcGrQEREZBrVTqA4Ozvj5s2buHv3LpydnfW2nTx5EoIgoFOnTlXur9FoYGFR7dMRETU43t6vSh2C2evdcazUIZi9rq/yPqgrckHATyEh6BARgax785/cLC7GKG1/vGzZCgKAFi3CpA2SiIioEan2EJ62bdsCALZs2aJXnpOTgyNHjgAAevToUem+t2/fRl5eHjw9PQ2Nk4iIiIjK8VMqsaJVK72yfVlZ2MPeP0RERCZX7QRKeHg4RFHEvHnzcPr0aQCASqXC1KlTkZ+fD7lcjuHDh1e677FjxwAArVu3NkHIRERERFRqpLs7nnN31ytbq1QiUVbtj3lERERUDdV+Z500aRICAwORkZGBrl27wtPTEw4ODli3bh0EQcDzzz9fZQ+TrVu3QhAEdO/e3WSBExEREVGJZS1borlSqfu9WBDwuY0NCrVaCaMiIiJqXKqdQLGyssIff/yBNm3aQBRFZGRkQKVSQRRF9OnTB0uXLq10v4yMDGzfvh0AMGjQIJMETURERET/42hhgfUhIXof7OLlcsxNSpIsJiIiosamRrO6BgQE4OzZs9i/fz/Onz8PAOjSpQt69+5d5T43b97EokWLYGlpiQ4dOhgXLRFRPXbz5g6IohoAIAgWcHMLlzgi8xN9ZS802pJrIJdZoEMgJ9CsazE7dkCrLrkGMgsLhITzPqgr3R0dMcfPD+di18MCJZPKJl2XY2/TVxBWySqJREREVDM1XhZHLpdj4MCBGDhwYLXqt23bVjcBLRFRYxYb+zw0mpLl2uVyeyZQJPDTn2+iUJUHAFAqbJlAkcCvzz8PVU7JfaCwt2cCpY695+eHopOfwFZbch9kCzYIin0U5zt3hisnliUiIjIKZxcjIiIiaiQsZDIoBUGvLF2lwqTLlyGKokRRERERNQ5MoBARERE1IrJyCRQA2Hn7Nn5IS5MgGiIiosajxkN4iIiocl5er0CrLQIAyGRWEkdjnnp2eA5qjQoAYCHncAUpdHnlFWiKSu4DuRXvAymoA15EwrU4RFpY4LrF/1bmmXblCno5OSHIxkbC6IiIiBouJlCIiEwkIGCR1CGYvSd6vCl1CGav/yLeB1JTt1mAiyl7oRYEfOPqCqhKkor5Wi1GX7qE46GhUMjYCZmIiKim+O5JRERE1AjZiyJ+CAhA2QE9p3NzMTc+XqqQiIiIGjQmUIiIiIgaqd6OjnjLx0ev7JPERPx1965EERERETVcTKAQERERNWIL/P0Ramen+10EMCY2FneLi6ULioiIqAFiAoWIiIioEVPIZNgQEgLrMvOeJBcV4aW4OC5tTEREVANmmUB56623IAgCBEHAhx9+WGW9/fv3Y8iQIXB1dYW1tTWCg4Px7rvvIjc3tw6jJaKGIjv7FLKy/kFW1j/Izj4ldThmKT49GtdSz+Ba6hnEp0dLHY5ZSjl1Ckn//IOkf/5ByineB1IQ7kTAWRMLZ00shDsRAIBgW1t8ERioV2/LzZv4KSNDihCJiIgaJLNbhef48eNYsmQJBEG477cuX3zxBWbMmAFBENCzZ0+4u7vj6NGjWLhwIbZv346///4brq6udRg5EdV30dH9odHkAADkcnv07JktcUTmZ9n2sShU5QEAlApbLH6FSZS6tq5/f6hySu4Dhb09ZmfzPqhrVsf+i17qkmsgHrMHni65BpM9PfF/t29j1+3burqv/Psvujs6ooW1tSSxEhERNSTVSqAEBASY5GSCIODq1asmOZYh8vPzMW7cOHh6eqJLly749ddfK60XFRWFmTNnQi6XY/fu3Rg8eLBu/6FDh+LAgQN46aWXsG3btjqMnoiIiMhwgiDgh6AgtI+MRPq9pY1zNRo8FxODox07woJLGxMREd1XtRIo8Q9Y7u5+vTnKbhMEodI6dWX27Nn4999/sWfPHmzZsqXKeosWLYIoihg/frwueQIANjY2WLVqFQICArB9+3bExsYiODi4LkInIiIiMpqbQoE1wcEYdO6cruxEdjY+TEjAPH9/CSMjIiKq/6qVQPnxxx8rLb9z5w4WLFiArKws9OjRA3379oWXlxcAICUlBX/99ReOHj0KJycnvP/++3B2djZd5DX0119/4euvv8bYsWMxZMiQKhMoKpUKe/bsAQCMGjWqwnY/Pz90794dR48exY4dOzB79uxajZuIiIjIlAa6uGCatzeWJifryj5ISECYiwv+4+goYWRERET1W7USKM8//3yFsuzsbHTp0gWWlpY4dOgQevfuXem+R48exZNPPonvvvsOpySaTC43NxcTJkyAu7s7li5det+6cXFxyM/PBwB07ty50jqdO3fG0aNHERUVZbIYk8t8iAGAnHvjxwsKCmBpaWmy89SWwsLCSn+m6mMbGk/qNizbEU8US+7fhkbqNjRWfbgGDb0NTa2m14DtZzxluRuhsmvwvqcn9t++jQv3tmkBjLp0CSfbtoVcEHCpoAC5Gg3s5HK0traGrVxeR9HXD3weGo9taDy2ofHYhsYzlzas7ucVgyeR/eCDD3DlyhXs2LGjyuQJAPTs2RM//PADhg0bhg8//BCffPKJoac02BtvvIHr169jx44dD+wFc/36dQCAk5MT7O3tK63j4+OjV9cUSo9Z3sGDB2FjY2Oy89SFI0eOSB1Cg8c2NJ4UbejgoEbpSEWNRo29e/fWeQym1BCfh2q1Wu9nqa9BQ2xDY5nyGphj+5nCEI0GpV+9qDWaKq/BCzIZ3rCzQ/G9F66EoiJ0OnUKd2Uy5JcZdm0jiuirUmGwSgVvrba2w693+Dw0HtvQeGxD47ENjdeY27C0E8WDGDxb2K+//gqlUonHH3/8gXUff/xxWFtb45dffjH0dAbbu3cvvvvuOzz77LMYNmzYA+uX9vywtbWtso6dnR2Akl44RERERA2Rn1aL58t9m5gil+slTwAgXxCwx8oKU+3ssEuhqMsQiYiI6hWDe6AkJydDoVBUa2JYQRBgYWGBlJQUQ09nkKysLEycOBFubm74+uuv6/TcNZWUlKT3e05ODlq3bo1+/frBwcFBoqiqr7CwUJeR7NWrF5RKpcQRNTxsQ+NJ3YYRERYo/XJWLrdAWFhYnZ7fFKRuQ2MdWfU+NMVFAAALC2muQUNvQ2NdsrCA6t7PhlwDc28/U7DYJQc0936Wy+97DQaIIo6cO4e4anTL1goCVltbIzgoCK96epoq3HqJz0PjsQ2NxzY0HtvQeObShtXtHGFwAsXZ2RkZGRmIjIyscq6QUpGRkcjJyYGHh4ehpzPItGnTkJycjM2bN8PV1bVa+5QO28nLy6uyTm5uLgCYNLHh7e2t93vpBbS2toa1tbXJzlMXlEplg4u5vmEbGk+KNiybTxYENPhr2BCfh/XtGjTENjQ1Yx4/288wYrkb4X5tGJuXhys1HNM+KzERj7u7I/g+vXUbEz4Pjcc2NB7b0HhsQ+M15jYsLi6uVj2Dh/D0798foihi4sSJyMjIqLLejRs3MHHiRAiCgAEDBhh6OoPs2LEDFhYWWL58Ofr06aP3748//gAArFq1Cn369MGzzz4LAGjevDkAIDMzUzecp7zS3iKldYmIiIgaouWpqajprCZaACtSU2sjHCIionrN4B4o8+bNw6+//ooLFy4gODgY48ePR+/evXXLGKempuLw4cP48ccfkZmZCXt7e8ybN89UcVebWq3G4cOHq9weHx+P+Ph4+Pn5AQCCgoJgY2OD/Px8REZGom/fvhX2iYyMBACEhobWTtBEREREtSxPo8G69HSD9l2bno6FAQFmtzoPERGZN4N7oAQEBOD3339H06ZNkZWVhS+//BLDhw9Ht27d0K1bN4SHh2Pp0qXIzMyEh4cHfv/9d/j7+5sy9gfKzMyEKIqV/itdmvmDDz6AKIqIj48HACgUCjz22GMAgI0bN1Y4ZkJCAo4fPw4ACA8Pr5sHQkRERGRiF/PykKXRGLRvlkaDS/cZ7kxERNQYGZxAAYDu3bsjNjYWCxYsQPv27SGTyXQJCplMhvbt2+PDDz9ETEwM/vOf/5gq5lo3a9YsCIKAH3/8UTfUByhZ2mjixInQaDR48sknERwcLGGURERERIbLMTB5Yqr9iYiIGhqDh/CUcnR0xJw5czBnzhwUFxfjzp07AAAXFxdYWloaHaAUQkNDsWTJEsyYMQNDhgxB79690bRpUxw9ehRpaWkICgrCt99+K3WYRERERAazN3L4jbH7ExERNTRG9UApz9LSEu7u7nB3d2+wyZNS06dPx759+zBw4ECcO3cOO3fuhJ2dHWbPno2IiIhqr+pDREREVB+1sbWFo4FJEEe5HG3MZBUeIiKiUkb3QCl148YNJCYmIj8/H7169TLVYWvNmjVrsGbNmvvW6d+/P/r37183ARERERHVIVu5HGM9PPB1SkqN933ewwM27IFCRERmxugeKL/88gs6duwIT09PdOvWDf369dPbnpmZiUGDBmHQoEHIysoy9nREREREZCIvN2tm0IfBx5o0MXksRERE9Z1RCZT58+djxIgROHfunN4KN2U5OTnB0dER+/btw9atW40KloiIiIhMJ9jWFktatKjxfi9cvoyEwsJaiIiIiKj+MjiBcvjwYcyfPx8WFhb4+OOPkZiYCHd390rrjh07FqIo4s8//zQ4UCIiIiIyvWk+PviiRYsafShMLCpCv7NnkcwkChERmRGDEyhfffUVBEHA3Llz8dZbb8Hb27vKut27dwcAnD171tDTEREREVEtmebjg4tdumCql1eFiWUd5XJM9fLCa82a6ZVfKyzEo9HRSCsqqstQiYiIJGPwJLL//PMPAODll19+YF0nJyfY29sjNTXV0NMRERERUS0KtrXFly1bYmFAAC7l5SFHo4G9XI7WtrawvZdUcbCwwEeJibp94goK8Gh0NP7q2BFNFQqpQiciIqoTBidQbt++DQcHBzg5OVWrvlwuh0qlMvR0RERERFQHbOVydHFwqHTbB/7+UIkiPktK0pXF5Oejf3Q0DnXsiCaWlnUVJhERUZ0zeAiPo6MjcnJyUFxc/MC6d+7cQVZWFlxdXQ09HRERERFJTBAEfBIQgNe9vPTKz+flISw6GpnV+FxIRETUUBmcQGnfvj1EUcSJEyceWHfDhg0QRRFdu3Y19HREREREVA8IgoAvAgPxUrk5Uc7k5mLguXPIVqslioyIiKh2GTyEZ+TIkTh48CDee+897Nu3D5ZVdNk8ceIE3n33XQiCgDFjxhgcKBFRfefqOgxabQEAQCazljga89S+xQAUq0tWBbG0UEocjXkKHjYM6oKS+8DCmveBFDSejyMjNR4A4O7Z3PAPe/chCAK+adkSKq0Wq9PTdeWncnIw+Nw5/Nm+PewsauPMRERE0jH4nW38+PH4/vvvcfToUfTu3Ruvvvoq1Pe+cYiIiEBCQgJ+++03/Pzzz1CpVHj00UcxbNgwU8VNRFTvhISskzoEszd20GKpQzB74et4H0ituPMPiNy7FwAQ1jmsVhIoACATBKwMCkKxKOKnjAxd+fHsbDx+4QL2tGsHm3Ir+hARETVkBr+nymQy7N69G8OGDcM///yDkydP6rY9/PDDup9FUUSPHj2wdetW4yIlIiIionpFLghYHRSEIq0WW27e1JX/lZmJYRcuYFfbtlAyiUJERI2EwXOgAICbmxuOHDmC1atXo3v37lAoFBBFEaIoQiaToVu3bli5ciUOHTpU7dV6iIiIiKjhsJDJsD4kBOHlFgvYd/cunrx4EUVarUSRERERmZbRvTrlcjnGjRuHcePGQavV4s6dO9BoNGjSpAksOPaViIiIqNGzlMnwc+vWGH7hAvbcuaMr/787d/DMxYvY2qYNLGVGfW9HREQkOZO+k8lkMri6usLd3Z3JEyIiIiIzopDJsK1NG4Q5O+uV77x9G6NiYqBmTxQiImrgDE6gBAQE6M118iA9e/ZEixYtDD0dEVG9V1SUgsLCZBQWJqOoKEXqcMxSZm467uak4W5OGjJz0x+8A5lcdkoKspOTS/6l8D6QREEKlNpbUGpvAQV1ew2Ucjl+bdsWfcsN3d528yaej42FRhTrNB4iIiJTMribSHx8PAoLC6tdPzk5GYmJiYaejoio3jt1KgQaTQ4AQC63R8+e2RJHZH4+XDsQhao8AIBSYYvFr0RLHJH5+SYkBKqckvtAYW+P2dm8D+qacn8oBqpLroG43x54um6vgbVcjt3t2mHQuXP4OytLV77xxg0oZDKsCgqCTBDqNCYiIiJTqLPBqMXFxZBx7CsRERFRo2crl+P/2rXDww4OeuVr0tMxJS4OInuiEBFRA1QnGY3s7GzcuHEDjo6OdXE6IiIiIpKYvYUFfm/XDp3s7PTKV6alYeqVK0yiEBFRg1PtITznzp3D2bNn9coKCgqwbt26KvcRRRGZdUk+JAAAavtJREFUmZn45ZdfoNFo0LFjR0PjJCKq9+ztu0CrzQcAyGQ2Ekdjnnzd20OlLgAAKCysJY7GPHl16YLi/JL7wNKG94EUtM6dkHU7DQDg6OwJuYSxOFlaYm+HDuh39iyi8/J05ctSUqAQBCxu0QICh/MQEVEDUe0Eyo4dO7BgwQK9suzsbIwfP/6B+4qiCEEQMH369JpHSETUQHTseEDqEMze1Kd+kjoEszf2AO8Dqal6/B+O7t0LAAjrEQapU4kulpbY16ED+p49i4v3kmsA8HlyMqxkMnzk788kChERNQjVTqA4OTnB19dX93tCQgJkMhm8vb2r3Ecmk8HBwQFt27bFpEmT0Lt3b+OiJSIiIqIGx02hwP4OHdDn7FlcLijQlS9KTISVTIa5zZtLFxwREVE1VTuB8vrrr+P111/X/S6TyeDm5obr16/XSmBERERE1Hh4WFnhQMeO6B0VhatlVnKcFx8PK0HALD8/CaMjIiJ6MIOXMZ47dy7syk0KRkRERERUFS8rKxzs2BG9z55FfJkkyuzr16GQyTDDx0fC6IiIiO7PqAQKEREREVFN+CqVONihA3qdPYvkoiJd+cyrV6EQBLx6n+HhREREUjJ4GeOcnBzs2rULhw4demDdgwcPYteuXcjNzTX0dERERETUSPhbW+Nghw7wVCj0yl+7cgUrU1MlioqIiOj+DO6Bsn79erz66qt444030Ldv3/vW3b59O7799lt8++23eOGFFww9JRFRvXb0qAM0mhwAgFxuj549syWOyPy88U0HFKpKlkpVKmyx+JVoiSMyP4scHKDKKbkPFPb2mJ3N+6CuKXe74wl1yTUQd9sDT9fPa9DSxgYHO3RA77NncaO4WFf+UlwcrGQyPO/hIWF0REREFRncA+WXX34BAIwePfqBdSdMmABRFLF9+3ZDT0dEREREjUywrS0OdOiAJhb/+05PBDA+NhYbMzKkC4yIiKgSBidQ4uLioFAo0K5duwfWDQ0NhUKhQFxcnKGnIyIiIqJGqK2dHfZ36ADnckmUsTEx2HbjhnSBERERlWNwAiUjIwN2dnYQBOGBdQVBgL29PdLT0w09HRERERE1Uh3t7bG3fXs4yOW6Mg2AkTEx2HnrlnSBERERlWFwAsXe3h6ZmZkoKjN7elUKCwuRmZkJa2trQ09HRERERI1YZwcH/NG+PezKJFHUoogRFy/i99u3JYyMiIiohMEJlLZt20Kr1WLXrl0PrLtr1y5oNBqEhIQYejoiIiIiauQecXTEnnbtYCP730fUYlFE+IUL2H/njoSRERERGZFAGT58OERRxIwZM5CYmFhlvYSEBMycOROCIGD48OGGno6IiIiIzEAvJyfsatcOyjJJlCJRxNALF3A4M1O6wIiIyOwZnECZPHkyAgMDkZKSgo4dO2LBggWIjIzEzZs3cfPmTURGRmL+/Pl46KGHkJKSAn9/f7z88sumjJ2IiIiIGqFHnZ3xa9u2UJSZa69Aq8Vj587hWFaWhJEREZE5s3hwlcpZWVnht99+w6BBgxAfH4/58+dj/vz5FeqJoojmzZtjz549UCqVRgVLREREROZhoIsLtrVpg+EXL0ItigCAPK0Wg8+dw/4OHdDVwUHiCImIyNwY3AMFAFq1aoWoqCi8/fbb8PDwgCiKev88PDwwe/ZsREVFISgoyFQxExEREZEZeNzVFZtbt4a8TFmORoOB587hTE6OZHEREZF5MrgHSilHR0csWrQIixYtQkJCAjIyMgAAHh4e8PX1NTpAIiIiIjJfw93csD4kBKNjYqC9V5apVmNAdDQOdeyI9nZ2ksZHRETmw+gESll+fn7w8/Mz5SGJiIiIyMw96+6OYlHE87GxEO+V3VGr0T86Gn917IjWtraSxkdERObBqCE8RERERER1YYyHB74vNyT8ZnExHo2ORlx+vkRRERGROalWD5TSZYotLS3h6empV1ZTHNZDRERERIaY6OmJIq0Wr/z7r64sXaVCv7Nncfihh9DC2lrC6IiIqLGrVgLF398fABAcHIyLFy/qldWEIAhQq9U13o+IiIiICABe9vKCSqvF9KtXdWUp95IoRx56CH5c9ZGIiGpJtYbwlF1Zp7Ky6v7TarX3OQsRERER0YNN8/HBJwEBemWJRUXod/YskgsLJYqKiIgau2r1QLl+/TqAkiE85cuIiIiIiOraW76+KNJq8X58vK7sWmEhHr03saynlZV0wRERUaNUrQRKZSvrcLUdIiIiIpLSe82bQyWK+DAhQVcWV1CgS6I0VSgkjI6IiBobrsJDRERERA3WgubN8aaPj15ZTH4++kdH43ZxsURRERFRY8QEChERERE1WIIg4JOAALzu5aVXfj4vD2HR0chkEoWIiEykWkN41q1bZ7ITjh071mTHIiIiIiISBAFfBAaiSBTxbWqqrvxMbi4GnjuHfR06wMGiWh97iYiIqlStd5Jx48ZBEASjTyYIgiQJlA0bNuDPP/9EdHQ00tLScPfuXdjY2CAoKAjh4eF47bXXYGdnV+m++/fvx+eff45Tp04hLy8Pfn5+ePLJJzF79uwq9yEiIiKiuiUIAr5p2RIqrRar09N15adycjD43Dn82b497JhEISIiI1TrXcTX17fKBMrNmzeRn59fcjALC7i6ugIAbt26BbVaDQCwtbXVlUthxYoVOH78OEJCQhAaGgoXFxdkZGTgn3/+QUREBFavXo3Dhw+jWbNmevt98cUXmDFjBgRBQM+ePeHu7o6jR49i4cKF2L59O/7++29JHxcRERER/Y9MELAyKAjFooifMjJ05cezs/H4hQvY064dbORyCSMkIqKGrFpzoMTHx+P69esV/s2cORPFxcXo168f9u/fj9zcXKSmpiI1NRV5eXk4cOAAHn30URQXF+ONN96QbOnjJUuW4NatW7h48SL++OMPbNy4EQcOHEBSUhJ69OiBK1euYObMmXr7REVFYebMmZDL5dizZw8OHz6MLVu24OrVq3j00Udx+fJlvPTSS5I8HiIiIiKqnFwQsDooCE+7uemV/5WZiWEXLqBQo5EoMiIiaugMnkT2zz//xLRp0zBixAjs27cP/fr1g6LMUnGWlpbo27cv9u3bhxEjRuD111/H3r17TRJ0TXXr1g0uLi4Vyps0aYKFCxcCQIXYFi1aBFEUMX78eAwePFhXbmNjg1WrVkEmk2H79u2IjY2t3eCJqMFQKJpBofC696/Zg3cgk3O0dYeTXck/R1t3qcMxS/bNmsHey6vkXzPeB1IQlZ4oEJqgQGgCUekpdTiSsJDJsD4kBOHlegrvu3sXT168iCKtVqLIiIioITN4IOjixYsBlPTueND8KJ9++ik2btyIJUuWICwszNBT1gqLe2NhraysdGUqlQp79uwBAIwaNarCPn5+fujevTuOHj2KHTt2YPbs2XUTLBHVa926MaEqtffGSZOop/95lV8sSK5owFndF0NhA8JgLXE8UrGUyfBz69YYfuEC9ty5oyv/vzt38MzFi9japg0sZVyQkoiIqs/gd42oqCg4OjrC3f3B3/B5enrCyckJp0+fNvR0tSInJwfz5s0DAAwdOlRXHhcXp5vXpXPnzpXuW1oeFRVVu0ESERERkUEUMhm2tWmDMGdnvfKdt29jVEwM1OyJQkRENWBwD5TCwkKoVCrk5uY+cDWa3NxcZGdn6/XykMLevXuxceNGaLVa3SSyOTk5GDRoED755BNdvdK5WpycnGBvb1/psXx8fPTqGis5OVnv95ycHABAQUEBLC0tTXKO2lRYWFjpz1R9bEPjsQ2NxzY0HtvQOGw/47ENK9oUGIjhly/jcHa2rmzbzZuQa7X4oUULyMv1pmYbGo9taDy2ofHYhsYzlzYsKCioVj2DEyghISE4c+YMvvzyS7z77rv3rfvll19Co9EgJCTE0NOZxKVLl7B27Vq9slGjRuHzzz+Ho6Ojrqw0eWFra1vlsUqTRtll3oiNUZqQKe/gwYOwsbExyTnqypEjR6QOocFjGxqPbWg8tqHx2IbGYfsZj234P1MA3LC1RUyZpYw3376Nm2lpeLWgoMpu2WxD47ENjcc2NB7b0HiNuQ1LR6A8iMFDeCZNmgRRFDF37lzMmjULt2/frlDnzp07mD17NubOnQtBEDB58mRDT2cS06ZNgyiKUKlUuHLlCpYsWYLff/8drVu3btRPBiIiIiJzpwTwfl4egtRqvfKDCgW+VSohShMWERE1IIIoiga/Xzz99NPYtm0bBEGAhYUFWrduDS8vLwBAamoqLl68CLVaDVEUMWLECGzevNlkgZvKyZMn8cgjj8Db2xuXL1+GtbU1du/ejaFDh8LJyQl3796tdL8vvvgCM2bMQOfOnREREWF0HJUN4WndujXS09Ph4OBg9PFrW2FhoS4J1atXLyiVSokjanjYhsZjGxqPbWg8tqFx2H7GYxveX6ZajcdiYxGVl6dX/pK7O5b4+UEQBLahCbANjcc2NB7b0Hjm0obZ2dnw8PBAVlbWff/+NngIDwD8/PPP+PTTT/Hxxx8jOzsb0dHRiI6O1qvj6OiIWbNm4c033zTmVLWmW7duaN26NS5evIjIyEj07NkTzZs3BwBkZmYiJyen0nlQkpKSAEBX11je3t56v5cODbK2toa1dcOaP1+pVDa4mOsbtqHxpGjDkyeDodHkAgDkcrsGvypPQ3wefrAmDEXFJX8UWVnaSr4qT0NsQ2MtCw6GKrfkPlDY2Rm1Ko85tp8pWO3riLD8kp7BVkebQDb0ssQR1S/WAPZ37Ih+Z88iukwS5duMDNhaWuKzFi306vN5aDy2ofHYhsZjGxqvMbdhcXFxteoZlUCRyWSYNWsWXn/9dezduxenT5/GzZs3AQBubm7o1KkTwsLC6n0jl851cuPGDQBAUFAQbGxskJ+fj8jISPTt27fCPpGRkQCA0NDQuguUiOo1lSoVGk3JHEpyeeUTUFPtysrLQKGq5A8ipaLqeayo9uSkpkJ1by4xRRUTsVPtEgrTYC2WXAOxUCVxNPWTi6Ul9nXogL5nz+JimXHvS5KToZDJMMfDQ8LoiIiovjIqgVLK2toaTzzxBJ544glTHK5O3bp1S9drplWrVgAAhUKBxx57DFu3bsXGjRsrJFASEhJw/PhxAEB4eHjdBkxERERERnNTKHCgY0f0jorC5TKrLyxKTIRMo0EXCWMjIqL6yeBJZBuKS5cuYcOGDZUuuRQX9//t3XlcVOX+B/DPmRkGhmEHFVncQEWUVASz3Motl8rM0tumdu22WmlWV23Tn6UtmmlltnhLK2/rtTLNcKncKkUQ941cAEEFWWeAYWae3x/AxMgywAwchvm8Xy9fDs/ZvvM958zynXOe5yTuvPNOlJaWYsCAAYiJibFMmzNnDiRJwscff4zNmzdb2vV6PaZPnw6TyYSJEyciKiqqWZ4HERERETlWu4oiSsRV9/S/kpGBb93dZYqKiIhaKodcgfLdd98hISEB58+fR3FxMbZt22aZptPpkJKSAkmScN111zlicw1y6dIl3HvvvXjooYfQt29fhIWFwWAw4Pz580hKSoLZbEaPHj2qdXAbGxuLpUuX4qmnnsLYsWMxdOhQtG3bFjt37kRmZia6d++OVatWNfvzIaKWa/BgxwxrTo235LEU2zNRk5pbwPNAbiW3XERCQnn/P6NGjULLvpFafqHu7tjepw+GHjiAs1V+cPvUwwNuQmCUjLEREVHLYlcB5cyZM7j99ttx8OBBAIAQApIkWc3j7u6Oe++9F+fOncOuXbuavYjSs2dPvPLKK9i5cyeOHz+O5ORklJWVISAgAMOHD8ftt9+O+++/H+41/Mowa9YsxMTEYOnSpdi7dy90Oh06dOiAuXPnYu7cuTV2LktEREREzqWDhwe29+6NIQcOIL201NL+H40GvbKyMKtzZxmjIyKilqLRBZSCggKMGDECZ86cQfv27TFmzBh8+eWX0FfpiAsAVCoVHnzwQcybNw//+9//mr2A0qZNG8ybN6/Ry48YMQIjRoxwYERERERE1NJ01mjwS0URJdPwd+e7T507B627Ox4MCZExOiIiagka3QfKW2+9hTNnziA+Ph5HjhzBRx99BC8vrxrnrexctrLjVSIiIiKilibS0xPbe/dGW5X1b4wPnzyJNVlZMkVFREQtRaMLKOvXr4ckSVi+fDn8/PzqnDcqKgpubm44efJkYzdHRERERNTkorRabOzRA95ms6VNALj/+HGsu3hRvsCIiEh2jS6gpKamws3NDf3797c5ryRJ8PHxQX5+fmM3R0RERETULHp6emKBTgevq4ooU44dwzeXLskXGBERyarRfaCYTCa4ublBobBdgxFCoKioCFqttrGbIyJq8Q4cGA6zubwfKIXCE336bLOxBDnaim/ug8FYDABQqzR44o5PZY7I9awdPhxlFf2huXl6Yso2ngfNTb1rLAYXZ1Y8fgsY+Yu8ATmpLmYz5uv1+D9fXxSYTAAAE4C7jh2Dm0KB8UFB8gZIRETNrtEFlLCwMJw+fRqXLl1C27Zt65x37969KC0tRXR0dGM3R0TU4hUW7oPJVAgAUCo5Spcczl88iBKDDgDgoWbRXg4Z+/bBUFh+Hqg5Wp0sFLn7EWAu3wci94LM0Ti3SJMJ33fvjltOnEBRRRHFKATuPHIE3/fqhTGBgTJHSEREzanRt/AMGzYMALB69eo65xNC4IUXXoAkSRg9enRjN0dERERE1Oyu9fbGxpgYeFa56rpMCEw4fBhbr1yRMTIiImpujS6gzJ49GyqVCosWLcIPP/xQ4zxnzpzBhAkTsHXrVmg0GsyYMaPRgRIRERERyWGInx9+iImBR5UiSqkQuPXwYfyWlydfYERE1KwaXUCJjIzEypUrodfrMWHCBHTr1g15FW8gY8eORa9evdC1a1ds2LABCoUCq1evRvv27R0VNxERERFRsxnu74/vevWCWpIsbcVmM8YdPIjdHCiBiMglNLqAAgDTp0/Hhg0b0KlTJ5w+fRqlpaUQQmDz5s04evQozGYzOnTogA0bNmDy5MmOipmIiIiIqNndFBCAb3r2hKpKEUVnNmPMwYPYW1AgY2RERNQcGt2JbKWxY8di9OjR+O2337Bnzx5kZmbCZDKhXbt2uP766zFs2DCoVHZvhoiIiIhIdrcEBeHL6GhMOnIEpoq2QpMJNx08iG29eyOWnScTEbVaja5srFixAgBwxx13ICQkBDfeeCNuvPFGhwVGRERERNQS3d6mDT6PjsbdR4/CXNGWZzRiZEoKfunTB9d4eckaHxERNY1G38Iza9YsPP300wgKCnJkPERERERELd7ktm3xSVQUpCptV4xGjEhJwVGdTra4iIio6TS6gBIUFARvb2+o1WpHxkNERERE5BTuCw7Gh927W7VdLivD8JQUnNTrZYqKiIiaSqMLKLGxscjPz8fly5cdGQ8RERERkdOY3r49VnbtatWWZTBg2IEDSC0ulikqIiJqCo0uoDzxxBMwm81YuHChI+MhIiIiInIqj4SG4q3ISKu2jIoiyrmSEpmiIiIiR2t0AWXMmDFYsmQJVq1ahfvuuw8pKSmOjIuIiIiIyGk8GRaG17p0sWo7X1qKYQcOIJ1FFCKiVqHRo/B0qXiDUKlUWLduHdatWweNRoPAwEAolcoal5EkCampqY3dJBERERFRi/Vshw4oNZvx4tmzlra/SkowPCUFv/bpg/bu7vIFR0REdmt0AeVslTeGSnq9Hvo6OsySJKnWaUREREREzu6FTp1gEAIvnztnaTtZXIwRFUMct+UADERETqvRBZSPP/7YkXEQEREREbUK/9epE0rNZryRlmZpO6rXW4oogW5uMkZHRESN1egCytSpUx0ZBxERERFRqyBJEl7r0gUGsxnLMzIs7Yd0OoxKScG23r3hxyIKEZHTaXQnskREREREVDNJkrAsMhIPh4RYtScVFeGmgwdRYDTKFBkRETVWgwsohw4dwmOPPYZrr70WUVFRuO666zBr1iycPn26KeIjIiIiInJKkiTh3a5d8c/gYKv2vYWFGHvwIIpYRCEicioNuoXn/fffx4wZM2A2myGEsLTv3bsXq1atwueff47bb7/d4UESERERETkjhSThg+7dUSYEPr140dK+u6AAtxw+jI0xMfCsZQRLIiJqWep9BcrBgwfx+OOPw2QyQaVS4brrrsOdd96J/v37Q5IklJaWYurUqUhPT2/KeImIiIiInIpSkvCf7t0xqU0bq/Zf8/Jw2+HDKDGZZIqMiIgaot4FlHfeeQdGoxFdu3bFgQMHsHv3bnz55Zf4448/8PvvvyM4OBh6vR4ffvhhU8ZLREREROR0VAoFPuvRAxOCgqzat+TmYuKRIyg1m2WKjIiI6qveBZSdO3dCkiSsXLkSPXr0sJoWHx+P1157DUII7Nixw+FBEhERERE5OzeFAl9ER+PmwECr9k1XrmDykSMoYxGFiKhFq3cBJT09HUqlEkOHDq1x+ogRIyzzERERERFRdWqFAl9HR2OUv79V+/c5Obj72DEYWUQhImqx6l1A0el0CAoKgkpVc7+z7du3BwDo9XrHREZERERE1Ap5KJX4rlcv3OjnZ9X+zeXLmHr8OExVBmsgIqKWo0Gj8NSH4As+Ebmo/v2PWV4DJUmSORrX9PzUn7kPZPbYsWNA5WcB7gNZlIxIwo7ffgMADBk6FBqZ46GaaZRKbIiJwZiDB7EzP9/Svu7SJagVCqzu3h0KSYLOZMIRnQ6FJhO8lUr01Gqh5ag9RESycHgBhYjIVbm7h8odgsvz8wqWOwSX5xPK80B2mlCUKIIsj6nl0iqV2BgTg1EHD+KPggJL+ydZWdCbTGirVuPTrCzkVxmlx1epxJTgYDwaEoIorVaOsImIXFaDCihXrlzBsGHDGj2PJEnYtm1bQzZJRERERNRqeatU+CkmBiNSUrC/qMjS/tXlyzXOn28y4e2MDLybkYGlERGYGR7eXKESEbm8BhVQDAYDfv3110bPw8upiYiIiIis+bm5IaF3bww7cAApOl29ljEDmJWaCgAsohARNZN6F1CmTp3alHEQEREREbmsADc3rOzaFQMPHGjQcrNTUzE6IIC38xARNYN6F1A+/vjjpoyDiIiIiMilfVHLbTt1MQN478IFLO/a1fEBERGRFXYiS0TkIMeOTYHZXAwAUCg06NFjrcwRuZ61m59GmbEEAOCm8sCU0Utkjsj1rJ8yBcbi8vNApdFgwlqeB83NLfEBxJWcrXj8FTD4c3kDonrRmUxYm5XVqGXXZGVhUZcuHJ2HiKiJsYBCROQg2dnfwWQqBAAold4yR+OaDqZuQYmhvP8ADzUvZ5fD8e++g6Gw/DxQe/M8kIMycwNCK16LROYhmaOh+jqi01mNttMQ+SYTjup0iPfxcXBURERUlULuAIiIiIiIXF1hI4snjlqeiIhsYwGFiIiIiEhm3nbefmPv8kREZBtv4SEicpDevbdCiPJfACWJH2TlMGPiWpjN5ftAoeA+kMOUrVthrvglXMEvdLIoHfgj9v75OwCg/7XXwUPmeKh+emq18FUqG3Ubj5dSiZ4chYeIqMmxgEJE5CA+Pv3lDsHldQruLXcILi+0P88DuYmAeOQqcy2PyTlolUpMCQ7G2xkZDV5WbzLhgwsX8GRYGCRJaoLoiIgI4C08REREREQtwqMhIY36cG4GMCs1FbccOoTLBoOjwyIiogosoBARERERtQBRWi2WRkQ0evmNV66gT2Iifs3NdWBURERUiQUUIiIiIqIWYmZ4OJZFRNj8kK4AMCssDF08rHu5uWAwYFhKCl48cwZGs7nJ4iQickUsoBARERERtSAzw8NxJD4eT4SGwveqzph9lUo8ERqKI/HxeDMyEklxcfhH27ZW8wgAC8+dw40pKThfUtKMkRMRtW7sRJaIyEH++msuzOZSAIBC4Y4uXRbLHJHr+X7XGzCayu//VynVGD/oGZkjcj1b586FqbT8PFC6u2PEYp4HzU115EX0LD1Z8XgXEPeGzBFRY0RptVjetSsWdemCozodCk0meCuViNZqoa1SVPFVqbCuRw+M9PfHjFOnUFzlqpNd+fnok5iI/3TvjtvatJHjaRARtSosoBAROUhGxrswmQoBAEqlNwsoMtiZ8hlKDDoAgIdaywKKDPa9+y4MheXngdrbmwUUGaj+eh+RxvJ9IP7yZgHFyWmVSsT7+NQ5jyRJ+Gf79rjOxwf/OHoUB3U6y7RcoxETjhzBoyEhWBoRAQ8OL05E1Gi8hYeIiIiIqBXoodXiz9hYPBYSUm3aygsXcG1SEo5VKa4QEVHDtOoCSllZGbZt24ZnnnkG8fHx8PPzg5ubG4KDg3Hrrbdi48aNdS6/detWjB07FkFBQdBoNIiKisJzzz2HoqKiZnoGRERERET156FU4p1u3fC/nj3hr7K+2PygToe4/fvxn8xMCCFkipCIyHm16gLKb7/9hhEjRmDJkiVIT0/HoEGDcPvtt6NNmzbYsGEDbr75Zjz00EM1voEsW7YMI0eOxObNm9GzZ0/ccsstyM/Px6JFixAXF4fs7GwZnhERERERkW0T2rTBgbg4DLzq9h+92YzpJ07gnmPHUGA0yhQdEZFzatUFFIVCgYkTJ2LHjh3IzMzEjz/+iC+//BKHDh3CF198AaVSiQ8++ACffvqp1XLJycmYPXs2lEolNm7ciN9++w1fffUVUlNTMXz4cJw4cQIPP/ywTM+KiIiIiMi2Dh4e+LVPH7zQsSOkq6b999Il9E1MxL6CAlliIyJyRq26gDJs2DB88803GDx4cLVpkydPxrRp0wAAa9eutZq2ePFiCCFw//33Y8yYMZZ2T09PrF69GgqFAt9++y2OHz/epPETEREREdlDpVDg/zp3xrbevRGiVltN+6ukBNcnJ2PJ+fMw85YeIiKbWnUBxZa+ffsCANLS0ixtBoPB0jfK3XffXW2Zjh07YuDAgQCA9evXN0OURERERET2udHfHwfi4jAuIMCq3SgEnvnrL4w9eBCXDAaZoiMicg4uPYzxqVOnAADt27e3tJ08eRJ6vR4AEBcXV+NycXFx2LlzJ5KTkx0WS3p6utXfhRVDQBYXF8PNzc1h22kqJSUlNT6m+mMO7Sd3Dqv+eCdE+fnrbOTOob1awj5w9hw6WkP3AfNnP4+rTgRnfC2SW2s9Dr0AfBUZiXezsvBcWhrKqhwrP+fm4pp9+7A6IgLDfH3t3lZrzWFzYg7txxzaz1VyWN/3SpctoGRlZeGTTz4BAEycONHSfubMGQCAn58fvL29a1w2PDzcal5HqFzn1bZv3w5PT0+Hbac57NixQ+4QnB5zaD85cujjY4RUcZO5yWREQkJCs8fgSM54HBqrdIhoNMq/D5wxh/Zy5D5wxfw5wliTCZU/vRhNJtnPA2fXGo/DbgAWKxRY6umJTKXS0n6xrAy3HDuG20tLcVdpqcO+KLTGHDY35tB+zKH9WnMOKy+isMUlb+ExGo249957kZ+fj5iYGDz00EOWaZVXfmi12lqX9/LyAgAUsNMtIiIiInJCkWYz3iwqwtCrbtsRkoRvPTzwnFaLi9LVXc8SEbk2l7wC5eGHH8a2bdsQGBiIb775BuqrOtSSQ9V+WIDyQk50dDSGDRsGn6uGn2uJSkpKLBXJIUOGwMPDQ+aInA9zaD+5c7hvnwpmc/ljpVKFUaNGNev2HUHuHNprx+oXYSorBQCoVPLsA2fPob2OqlSo/DrWmH3g6vlzBNUPSsBU8VipdMrXIrm50nE4HsDnly9j5tmz0FW+iQE4oVLhWX9/vNu5M24PDGzwel0ph02FObQfc2g/V8lhfS+OcLkCypNPPonVq1fD398fW7ZsQbdu3aymV962o9Ppal1HUVERADi0sBEWFmb1d+UO1Gg00Gg0DttOc/Dw8HC6mFsa5tB+cuSw6g91kgSn34fOeBy2tH3gjDl0NHueP/PXOOKqE4E5tI8rHIcPdOiAIUFBmHz0KA5UfM4FgHyTCfeePo2HdDosi4yEpsrtPg3hCjlsasyh/ZhD+7XmHJaVldVrPpe6hWf27NlYsWIF/Pz8kJCQYBmFp6pOnToBAPLy8iy381yt8mqRynmJiIiIiJxZN09P/BEbiydCQ6tNez8zE/H79+NIHT8wEhG5ApcpoDz77LN488034evri4SEhFpH2Onevbul09bExMQa56lsj42NbZpgiYiIiIiambtCgeVdu+KHXr0QqLK+UP2IXo+4/fvxwYULEFVHeiIiciEuUUCZM2cO3njjDfj6+mLLli2Ij4+vdV61Wo1x48YBANatW1dt+rlz57Bnzx4AwIQJE5omYCIiIiIimdwSFIQDcXEYctVwxiVmMx46eRKTjx5FXj0vdyciak1afQHl+eefx2uvvQY/Pz+bxZNKc+bMgSRJ+Pjjj7F582ZLu16vx/Tp02EymTBx4kRERUU1ZehERERERLII8/DA9j59sKBTp2pfGL6+fBl9EhPxe36+LLEREcmlVXci+8MPP+CVV14BAERGRuLdd9+tcb6goCAsWbLE8ndsbCyWLl2Kp556CmPHjsXQoUPRtm1b7Ny5E5mZmejevTtWrVrVLM+BiIiIiEgOSknCi5064QY/P9xz7BjSS0st086VlmJwcjJe7twZz3boAAWHPCYiF9CqCyhXrlyxPE5MTKy1T5OOHTtaFVAAYNasWYiJicHSpUuxd+9e6HQ6dOjQAXPnzsXcuXMto/UQEREREbVmQ/z8cCAuDv88fhw/5ORY2k0A5p45g215efg0KgrB7u7yBUlE1AxadQFl2rRpmDZtWqOXHzFiBEaMGOG4gIiIiIiInFCgmxu+69UL72ZkYHZqKgxVOpLdmpuL3omJWNujB24KCJAxSiKiptXq+0AhIiIiIiL7SZKEGWFh+DM2Ft01Gqtpl8rKMPrgQTybmgqD2SxThERETYsFFCIiIiIiqrc+3t5I7NcP04KDq017Iy0Ng5KTcaakRIbIiIiaFgsoRERERETUIF4qFT6OisJnPXrAS6m0mravsBADDh3CTjc3maIjImoaLKAQEREREVGj3NOuHZL79UM/Ly+r9kKzGUs9PfG2RgOdySRTdEREjsUCChERERERNVqkpyf2xMZidlhYtWnb1GoMOnwYB4uKZIiMiMixWvUoPEREzSkqag2EMAIAJIkvr3K476Y3YDKX7wOlgvtADretWQOzsXwfKFTcB3Iw9PsABw8kAQCu6RMLDixLzUGtUGBJZCSG+ftj6vHjyC4rs0w7UVKC/vv3483ISDwSEgJJkmSMlIio8fjJhojIQdq0mSB3CC6vd+QouUNweT0m8DyQmzlkPC4cLh8hpVcIzwlqXmMDA5ESF4d7jhzBrwUFlvZSIfDYqVPYmpuLj7p3RwD7RyEiJ8RbeIiIiIiIyGFC3N2xISoK95SUQCGE1bT12dnok5iIXXl58gRHRGQHFlCIiIiIiMihlJKEO0tLsUinQ7habTUtrbQUQw8cwMtnz8J0VYGFiKglYwGFiIiIiIiaRJTJhD9iYnB7UJBVuxnAC2fPYkRKCi6UlsoTHBFRA7GAQkRERERETcZfpcI3PXviva5d4X5VB7K/5uWhd2IiNubkyBQdEVH9sRNZIiIHSU9/B0IYAACSpEZY2AyZI3I9vx1YC6OpfOQHldINQ/tMkTki17P3nXdgMpSfB0q1Gv1n8DxobsrU9xBRdrjicSrQ6ymZIyICJEnCw6GhGOjri8lHj+KYXm+Zll1WhpsPHcLMsDC82qUL3BX8jZeIWiYWUIiIHOTMmXkwmQoBAEqlNwsoMtiweylKDDoAgIdaywKKDLbNmwdDYfl5oPb2ZgFFBm5H56OXsXwfiKPeLKBQixLj5YXEfv0w8/RpfJiZaTXtrfR07MjLwxfR0ejq6SlThEREtWN5l4iIiIiImo2nUokPunfHF9HR8FEqraYlFRUhdv9+fJaVJVN0RES1YwGFiIiIiIia3eS2bXEgLg79vb2t2otMJtx3/DimHjuGIqNRpuiIiKrjLTxERA7SufMiqz5QqPndMnC2VR8o1PyGL1pk1QcKNb+y6Pk4eby8D5RuUb3AvUAtWWeNBrv69sXzZ87g9bQ0q2lrL17EHwUF+CI6Gn2vKrIQEcmBBRQiIgdhnyfyY58n8mOfJ/IzRTyC1NQEAEBExCiZoyGyzU2hwGsRERju74/7jh3DpbIyy7STxcUYkJSE1yMi8ERoKKSrRvEhImpOvIWHiIiIiIhkNyogAClxcRjp72/VbhACM0+fxvjDh5FdcYUbEZEcWEAhIiIiIqIWIdjdHZuvuQavdekC1VVXm2zIyUGfxET8lpcnT3BE5PJYQCEiIiIiohZDIUl4tkMH7OrbF508PKymZRgMGHbgAOafOQOj2SxThETkqlhAISIiIiKiFudaHx8k9+uHSW3aWLWbASw4dw7DUlKQVlIiT3BE5JLYiSwRkYNcvrweQpQPtyhJKrRpM0HmiFxPyukEmMzl+0CpUKF3JDvQbG7H1q+HuWLYUYVKhR4TeB40N8WF7xFiTKp4XAxE/EPmiIgaz8/NDV9ER2NkZiaeOH0axVWuOtmZn48+iYn4T1QUxgcFyRglEbkKFlCIiBzk+PGpMJkKAQBKpTcLKDL49OdnUGLQAQA81FoWUGTw3dSpMBSWnwdqb28WUGSg3v8g4o3l+0Ds92YBhZyeJEl4ICQE1/v6YvLRozis01mmXTEacdvhw5gRGoo3unSBh1IpY6RE1NrxFh4iIiIiImrxorVa7I2NxcMhIdWmvZORgQFJSTih18sQGRG5ChZQiIiIiIjIKWiUSrzXrRu+6dkTfirri+lTdDrEJibik8xMCCFkipCIWjMWUIiIiIiIyKlMbNMGB+LicL2Pj1W73mzG/SdO4N5jx1BQ0R8TEZGjsIBCREREREROp6OHB37r0wfPdegA6app6y5dQmxiIhILCmSJjYhaJxZQiIiIiIjIKakUCrzcpQu29O6NYLXaalpqSQmuT07Gm2lpMPOWHiJyABZQiIiIiIjIqQ3390dKXBzGBARYtZcJgdmpqbj50CFcMhhkio6IWgsWUIiIiIiIyOm1VavxY0wMlkREwE2yvqnnpytX0CcxEdtzc2WKjohaAxZQiIiIiIioVVBIEmaHh2NP376I8PCwmpZpMGBESgqe++svGM1mmSIkImfGAgoREREREbUqcT4+SIqLw91t21q1CwCLzp/H0AMHcK6kRJ7giMhpsYBCREREREStjo9Khc969MDH3bvDU2H9tWdPQQH6JCbi28uXZYqOiJwRCyhERERERNQqSZKEae3bY3+/fuit1VpNyzMacceRI3jk5EkUm0wyRUhEzoQFFCIiIiIiatWitFr8ERuLGaGh1aatunAB/ZOScFSnkyEyInImLKAQEREREVGr56FU4u2uXfFdr14IUKmsph3W6RC3fz8+unABQgiZIiSilo4FFCIiIiIichnjg4JwIC4Og319rdqLzWb86+RJ/OPoUeQbjTJFR0QtGQsoRERERETkUsI9PLC9d2+82LFjtS9EX12+jD6JifizoKDacjqTCXsLCrAtNxd7CwqgY98pRC5FZXsWIiIiIiKi1kWlUGBB58640c8P9xw7hgsGg2Xa2ZISDEpOxsudO+OZ8HCc1Oux8sIFrM3KQn6VoomvUokpwcF4NCQEUVd1UktErQ+vQCEiIiIiIpd1g78/UuLicHNgoFW7UQjM+esv9Ni7Fz337cPbGRlWxRMAyDeZ8HZGBnru24e30tKaM2wikgELKERERERE5NKC1Gr80KsXlkdGQi1JVtNOFhfDbGN5M4BZqaksohC1ciygEBERERGRy5MkCU+EheH32Fh01WgatY7Zqak4zuGQiVotFlCIiIiIiIgqxHp7Y3+/fohqRBHFDOC9CxccHxQRtQgsoBAREREREVWhkCRkVulUtiHWZGVxdB6iVooFFCIiIiIioiqO6HTVOoytr3yTCUd5Gw9Rq8QCChERERERURWFdl5B8mZ6Onbl5cFottX9LBE5E5XcARARtRahoY/BbC4FACgU7jJH45oG974XRlP5JdcqpVrmaFxT/GOPwVRafh4o3XkeyMHY5SGc++skAKBjl25wkzkeImfkrVTatfwXly7hi0uX4K9S4aaAAIwLCMDogAAEqfneROTMWn0B5cSJE0hISMD+/fuxf/9+HDt2DCaTCQsXLsTzzz9f57Jbt27Fm2++ib1790Kn06Fjx46YOHEi5s6dCy8vr2Z6BkTkLLp0WSx3CC5v/KBn5A7B5Y1YzPNAbsae/4cjGQkAgNCeo1hAIWqEnlotfJXKRt/GUynXaLQUUyQA1/r4YFxAAMYFBqKPlxekq4ZMJqKWrdUXUN577z0sX768wcstW7YMTz31FCRJwuDBg9GuXTvs3LkTixYtwrfffotdu3YhKCioCSImIiIiIiI5aZVKTAkOxtsZGQ5bpwDwR0EB/igowAtnz6K9Wo2xFcWUEf7+8Fa1+q9mRE6v1feB0qtXLzz99NP4/PPPcezYMdx33302l0lOTsbs2bOhVCqxceNG/Pbbb/jqq6+QmpqK4cOH48SJE3j44YebIXoiIiIiIpLDoyEhDf6ypADwWVQU5nTogGu02jrnzTQYsDorC7cfOYLA3bsx4sABLEtLw0m9HkKIRsdNRE2n1Zc5H3jgAau/FQrbL4OLFy+GEAL3338/xowZY2n39PTE6tWr0aVLF3z77bc4fvw4oqKiHB4zERERERHJK0qrxdKICMxKTa33MksjInBPcDAAYHGXLkgrKcGmK1ewMScH23Jzoa+lU9kyIbAtLw/b8vLwVGoqIjw8cJOvL9qoVOhpNDrk+RCR/Vr9FSgNZTAYsHHjRgDA3XffXW16x44dMXDgQADA+vXrmzU2IiIiIiJqPjPDw7EsIsLmlyYFgLciIzEzPNyqPdzDAw+FhOCHmBjkDByIzddcg8dDQ9HFw6PO9aWWlGDlxYtYoNXiPh8f3HniBD64cAHpJSX2PSEiskurvwKloU6ePAm9Xg8AiIuLq3GeuLg47Ny5E8nJyQ7bbnp6utXfhYWFAIDi4mK4ubX87t9KqryYl/CFvVGYQ/vJncOion0QovyXJUlSwMsrvtljsJfcObTX+YuHYBblHf4pJCU6tItp9hicPYf2yty3D+aKX1gVCgXaxzfsPHD1/DlCWdZu+JuOVzzWAsEDZY7I+fA4tF9ryuFDQUG4QavFhxcv4vPsbKuOZX2VStwTFIR/tWuH7hoNiouL61zXEI0GQ8LC8GpoKE6VlGBzXh5+zsvDrsJClNVy206pJGFjXh425uUBAGI8PXGTnx9G+/mhv5cXVOyItlat6TiUi6vk0Na5W4kFlKucOXMGAODn5wdvb+8a5wmvqCxXzusI4VdVqytt374dnp6eDttOc9ixY4fcITg95tB+cuTQx+cuSFL5i68QGhQU/LfZY3AkZzwOt5+ZB5OoGEJXcsewzotkjccZc2ivg3fdBXPFhxCFRoNr/tv488AV8+cIY3V3YQjK90HZ7xps0jr3a5HceBzar7XkcBSAIQDSlEoUA9AACDeZ4HHlCs6dPIlzjVhnVMW/fwFIUamQ6OaGJJUKuXV0O3BIr8chvR5LLlyAl9mMvkYj4oxG9DUa4cO+U2rVWo5DObXmHFZeRGELCyhXqbzyQ1tHp0+VQxgXFBQ0S0xERERERCQ/DwBd7RzauCaeAK4zGnGd0QgzgDMKBRLd3LBfpcIppRKilqtMihQK7FSrsVOthiQEuplMiDMa0a+sDJ3NZvDaFCLHYgGlhUhLS7P6u7CwENHR0Rg2bBh8fHxkiqr+SkpKLBXJIUOGwMPGfZ1UHXNoP7lzuG+fCpV9wymVKowaNapZt+8IcufQXjtWvwhTWfkVKCqVPPvA2XNor6MqFQwVjxuzD1w9f46g+kEJVHy/UymVTvlaJDceh/ZjDu1XmcN8SYK+Z09s1+uxJS8PebUUcIQk4YRKhRMqFT738EB7Nzfc5OeHm/z8MMzXF95KZTM/A/nxOLSfq+SwvhdHsIBylcrbdnQ6Xa3zFBUVAYBDCxthYWFWf1fuQI1GA41G47DtNAcPDw+ni7mlYQ7tJ0cO27S5DWZzxa0LCuc7d6/mjMdh78iRKDOW35/rppI/fmfMob2ibrsNxopbeFR2voe5Yv4cwRhyKy5eOAsAaBfSiTm0E49D+zGH9vEVAneGhOBhjQZGsxm/FxRgY04ONl25gkN1fGfJLCvDJ5cv45PLl+EmSRjq54exAQEYFxiIbk7WRYAj8Di0X2vOYVlZWb3mYwHlKp06dQIA5OXlobCwsMZ+UCqvFqmcl4gIAHr0WCt3CC5vyuglcofg8ias5Xkgt7K4j5CYkAAAGBU3ih/2iFoRlUKBwX5+GOznh1cjInC+pASbKooptoZJ3pqbi625uXgqNRWRGo2lmDLUzw/udfS5QkR/43vqVbp37w5PT0/o9XokJibixhtvrDZPYmIiACA2Nra5wyMiIiIiIgIAdPDwwMOhoXg4NBQlJhN+zcvDpitXsDEnB3/VMWLK6eJirMjIwIqMDGgVCgz398e4wECMDQhAWCu9RYPIEVhqvIparca4ceMAAOvWras2/dy5c9izZw8AYMKECc0aGxERERERUU08lEqMDgzEiq5dcfraa3EsPh5LIiIwzM+vzqGOdWYzfsjJwUMnTyL8jz/QZ98+zPvrL+zOz4eJo/oQWWEBpQZz5syBJEn4+OOPsXnzZku7Xq/H9OnTYTKZMHHiRERFRckYJRERERERUXWSJCFKq8Xs8HBs69MHOQMH4puePfHP4GAEq9V1Lpui02Hx+fMYlJyMtrt34+6jR/H5xYvIqWcfEUStWau/hScpKQmPPvqo5e/U1FQAwPvvv48ff/zR0r5+/Xq0b98eQPmtOUuXLsVTTz2FsWPHYujQoWjbti127tyJzMxMdO/eHatWrWreJ0JERERERNQIPioVJrZpg4lt2sAsBJKLirApJwcbc3Kwt7AQtV1ncsVoxH8vXcJ/L12CAsC1Pj4YFxiIcQEB6O3lBamOK1uIWqNWX0ApKCjAn3/+Wa09PT0d6enplr9LS0utps+aNQsxMTFYunQp9u7dC51Ohw4dOmDu3LmYO3dujZ3LEpFrKy3NgKi41FWSJLi7h8ockevJK8qy2gd+XsEyR+R6CjIygMpLviUJPqE8D5pdcQY8zNmWx9BEyhsPEbUoCklCP29v9PP2xgudOuGSwYDNV65gU04Ofs7NRZ7RWONyZgC/FxTg94ICPH/mDELUaoytKKaM8PeHl6rVf7Ukav0FlBtuuMHyYbqhRowYgREjRjg4IiJqrfbu7QGTqRAAoFR6Y/Dg+o0nT47z8pqbUGIoH9LRQ63FksdSZI7I9bzbowcMheXngdrbG3MLeB40N4+tsbjJWL4PxFZvYBL3ARHVrq1ajSnBwZgSHAyj2Yw9BQXlV6dcuYLDdQyTfMFgwEeZmfgoMxNqScIQPz+MqxjZp6sLDpNMrqHVF1CIiIiIiIjINpVCgSF+fhhSMUzyuZIS/FRRTNmWm4viWoZJNlQZJnlWxTDJlcWUIRwmmVoRFlCIiIiIiIiomo5VhkkuvmqY5DM2hklenpGB5RXDJI+oHCY5MBCh7u7N+AyIHIsFFCIiIiIiIqqTRqnEmMBAjAkMxIrISBzX6y3FlJ35+TDW0m2CzmzG9zk5+D4nBwDQW6u1FFMG+PhAaUdHtDqTCUd0OhSaTPBWKtFTq4VWqWz0+ohsYQGFiIiIiIiI6k2SJPTQatGjYqjkfKMRW3NzsTEnB5tycnCxjiGPU3Q6pOh0WHT+PAJUKoyuuNXnpoAABLq51Wv7x3U6rLxwAWuzspBvMlnafZVKTAkOxqMhIYjSau1+nkRXYwGFiIiIiIiIGs23hmGSN1YMk7zPxjDJ6y5dwrqKYZIHVAyTPLaOYZLfSkvD7NRU1NQbS77JhLczMvBuRgaWRkTgoaAgRz5NIhZQiIiIiIiIyDGqDpP8YpVhkjfm5ODnK1esrhipygxgT0EB9hQU4LkzZxBaMUzy2CrDJL+VloZZqak2YzADmJWairKyMnRz7NMjF8cCChERERERETWJqsMkl5nN+L2gwHJ1yhG9vtblMgwGfJiZiQ8rhkmO8/bG7wUNG5Z9zvnzWKFQIKyW0YOIGooFFCIiIiIiImpyblWGSX6tYpjkTRXFlO15eXUOk7yngcUToPxKlM1qNR6oY8QgooZgAYWIiIiIiIiaXUcPDzwSGopHqgyTvDEnBxuvXMFZBxU9tqvVuJcFFHIQFlCIiIiIiIhIVlWHSX5bCBzX6y3FlJ15eai55xTb9JKENA5tTA7CAgoRERERERG1GFWHSX66Qwf8kJ2N8YcPN3p972g0uJSWhmGBgbje1xc+Kn4NpsbhkUNEREREREQtVrBabdfy55RKvHHhAt64cAEKAH28vDDY1xeD/fww2NcXbe1cP7kOFlCIiIiIiIioxeqp1cJXqax1COSGMANIKipCUlERlmdkAAC6aTQY7OuLIRUFlU4eHpAkye5tUevDAgoRERERERG1WFqlElOCg/F2RcGjISQhIGwUQ04WF+NkcTFWZ2UBAELVasvVKUN8fRGt1ULBggqBBRQiIiIiIiJq4R4NCcG7GRmoeaDjmikALCkqgl6SYIiKwh86HfYUFKDIxpUsGQYDvrh0CV9cugQA8FepMMjXt/y2H19f9PP2hptC0fgnQ06LBRQiIiIiIiJq0aK0WiyNiMCs1NR6L/Nqhw7ocugQAGBUaCg0Gg2MZjMOFBVhZ36+5V92WVmd68k1GrEhJwcbcnIAABqFAtf5+Fj6URng4wMtR/pxCSygEBERERERUYs3MzwcADA7NbXOK1EUAN6MjMSDgYFIqCigVFIpFIjz8UGcjw9mhYdDCIETer2lmLIjLw/nSkvrjKPYbMb2vDxsz8sDzp2DSpIQW6Vj2kG+vgh0c7PvyVKLxAIKEREREREROYWZ4eEYHRCA9y5cwJqsLKuOZX2VSkwNDsYjISGI0mpRXFxsc32SJCFKq0WUVot/hYQAANJKSv6+QiUvD0f0+jrXYRQCewsLsbewEEvT0wEAPT09Lf2oDPb1RbiHhx3PmloKFlCIiIiIiIjIaURptVjetSsWdemCozodCk0meCuViNZqHXIrTbiHB+728MDd7doBAHLKyrCropiyMz8f+wsLYWs8oCN6PY7o9Vh14QIAoJOHh6WYMtjXF909PTnSjxNiAYWIiIiIiIicjlapRLyPT5NvJ9DNDeODgjA+KAgAoDOZ8EdBAXbm5WFHfj7+KChAsbnu7m3PlpTgbEkJPr14EQDQxs0NgypG+Rns54feWi1U7Ji2xWMBhYiIiIiIiKietEolhvv7Y7i/PwDAYDYjqbDQctvPrvx85BqNda7jclkZ1mdnY312NgDAS6nE9VU6pu3v7Q0NO6ZtcVhAISIiIiIiImoktUKBAb6+GODri2cAmIXAEZ3Oqh+VDIOhznUUmUxIyM1FQm5u+TolCfHe3pZ+VAb6+sJXxa/vcuMeICIiIiIiInIQhSQhxssLMV5eeDQ0FEIInK3omHZHRT8qJ210cGsQArsLCrC7oACvApAA9K4c6afiX7C7e7M8H/obCyhERA7i7R0Ps7m8l3aFwlPmaFxTh3bXwGAs/0CiVmlkjsY1hcbHo6xitAI3T54HcjD790N+TiYAwNe/PXgBOBGRvCRJQmeNBp01GkwJDgYAXDQYrDqmPVBUVOfQzALAgaIiHCgqwtsZGQCASI3GUkwZ4ueHLh4e7Ji2ibGAQkTkIH36bJM7BJf3xB2fyh2Cy5uyjeeB3AyDNmFnQgIAYNSgUWApkYio5WmnVmNimzaY2KYNAKDAaMSeylt+8vOxt6AApULUuY7TxcU4XVyMj7OyAADt1eq/r1Dx80OMVgsFCyoOxQIKERERERERkYx8VCqMDgzE6MBAAECJyYTEio5pd+TnY09+PgpMdQ+enGkw4KvLl/HV5csAAF+lEoMqiimDfX0R5+0NNUf6sQsLKEREREREREQtiIdSiUF+fhjk54e5AExC4GBRkVXHtBfLyupcR77JhI1XrmDjlSvl61QocK23N4ZUFFSu8/GBl4M7ptWZTDii06HQZIK3UomeWi20rWg0IRZQiIiIiIiIiFowpSShr7c3+np744mwMAghcLq4GDuq9KPyV0lJnesoMZvxW34+fsvPL18ngL7e3pbbfgb5+qKNWt2o+I7rdFh54QLWZmUhv8qVMr5KJaYEB+PRkBBEabWNWndLwgIKERERERERkRORJAldPT3R1dMT09u3BwBklJZaOqbdkZ+Pwzod6upFxQQgsbAQiYWFWJaeDgDo4elp1Y9K23rE8lZaGmanptbYCW6+yYS3MzLwbkYGlkZEYGZ4eEOfaovCAgoRERERERGRkwt1d8fktm0xuW152SO3rAy7q3RMm1hYiDIbHdMe0+txTK/HB5nlo7mFqdWI0GgQbTIhXK9H36tG+nkrLQ2zUlNtxmYGLPM5cxGFBRQiIgfZudMHJlMhAECp9MbgwQUyR+R6nn63N0oMOgCAh1qLJY+lyByR61ns4wNDYfl5oPb2xtwCngfNzWNDO4w3lu8DscEbmMR9QETkivzd3HBzUBBuDgoCAOhNJvxZUGApqPyenw+dua7Bk4F0gwHpajV+A/DeoUMIVKksHdN2cHfH7HoUT6qanZqK0QEBTns7DwsoRERERERERK2cp1KJG/39caO/PwCgzGzGgYqOaXfk5WFXfj5yjMY615FjNOL7nBx8n5PTqBjMAN67cAHLu3Zt1PJyYwGFiIiIiIiIyMW4KRSI9/FBvI8PngoPh1kIHNfrLaP87MzPx/nSUodvd01WFhZ16eKUo/OwgEJE5CBqdQhMpiIAgFLpJXM0rslX2w4e6vJbeNzdnPPSUGfnHRICQ1H5eaD24nkgB+HRHiW68lEU3D0CIdmYn4iICAAUkoRorRbRWi0eCgkBAJzIy8OqPXtwVKnEeV9fHLcx0k995JtMOKrTId7Hx+51NTcWUIiIHOTaa4/LHYLLe2FagtwhuLwZx3keyK105AEkJJSfC6NGjoJG5niIiMh5dXB3xw1lZbihrAyjhgxBkVKJ3fn5+OziRXybnd3o9RZWGerYmbCAQkREREREREQ2tVGrcVubNghxd7ergOLthLfvAIBC7gCIiIiIiIiIyHn01Grh28giiK9SiZ5OOgoPCyhEREREREREVG9apRJTgoMbtezU4GB48goUIiIiIiIiInIFj4aENLigoADwSEUHtc6IBRQiIiIiIiIiapAorRZLIyIatMzSiAhEOentOwA7kSUicpg//4yyGsaYo/I0v4WfjEJp2d/DGHNUnub3TlSU1TDGHJWn+blv6YNR+pyKx4HArSdkjoiIiFqrmeHhAIDZqakw1zGfAsCbkZF4MiysWeJqKiygEBE5iMFwASZTIQBAqfSWORrXlK+7iBJDeQHFQ+28v244s8ILF2AoLD8P1N48D+QglWRCI8r3gSgxyBwNERG1djPDwzE6IADvXbiANVlZyK8yRLGvUompwcF4JCTEqa88qcQCChERERERERE1WpRWi+Vdu2JRly44qtOh0GSCt1KJaK0WWiftMLYmLKAQERERERERkd20SiXifXzkDqPJsBNZIiIiIiIiIiIbWEAhIiIiIiIiIrKBBRQbvv76a9xwww3w9/eHVqtF79698frrr6OsrEzu0IiIiIiIiIiombCAUoeZM2di0qRJ2L17N/r374/Ro0fj/Pnz+Pe//41hw4ahuLhY7hCJiIiIiIiIqBmwgFKL7777DsuXL4eXlxf+/PNP/Pzzz/j2229x6tQpxMTEYNeuXXjhhRfkDpOIiIiIiIiImgELKLVYtGgRAGDOnDmIjY21tAcFBWHlypUAgHfeeQf5+fmyxEdEREREREREzYcFlBpkZGRg3759AIC777672vRBgwYhPDwcpaWl2LRpU3OHR0RERERERETNjAWUGiQnJwMAAgIC0Llz5xrniYuLs5qXiIiIiIiIiFovldwBtERnzpwBAHTo0KHWecLDw63mtVd6errV34WFhQCA4uJiuLm5OWQbTamkpKTGx1R/zKH95M6hENaPnbGjablzaK+WsA+cPYeO1tB9wPzZz+OqE8EZX4vkxuPQfsyh/ZhD+zGH9nOVHNb3vZIFlBpUFi+0Wm2t83h5eQEACgoKHLLNyoLM1bZv3w5PT0+HbKO57NixQ+4QnB5zaD85cujjY4QklT82mYxISEho9hgcyRmPQ6PRaPVY7n3gjDm0lyP3gSvmzxHGmkyo/OnFaDLJfh44Ox6H9mMO7ccc2o85tF9rzqFer6/XfLyFh4iIiIiIiIjIBl6BUgNvb28AgE6nq3WeoqIiAICPj49DtpmWlmb1d2FhIaKjozFs2DCHbaMplZSUWCqSQ4YMgYeHh8wROR/m0H5y53DfPhXM5vLHSqUKo0aNatbtO4LcObTXjtUvwlRWCgBQqeTZB86eQ3sdValgqHjcmH3g6vlzBNUPSsBU8VipdMrXIrnxOLQfc2g/5tB+zKH9XCWH9b2zhAWUGnTq1AlA9aJGVZXTKue1V1hYmNXflTtQo9FAo9E4ZBvNxcPDw+libmmYQ/vJkcPK23cqHzv7PnTG47Cl7QNnzKGj2fP8mb/GEVedCMyhfXgc2o85tB9zaD/m0H6tOYdlZWX1mo+38NSgb9++AICcnJxaO4lNTEwEAMTGxjZbXEREREREREQkDxZQahAWFob4+HgAwLp166pN37VrF9LS0uDu7o6xY8c2d3hERERERERE1MxYQKnFvHnzAACvvvoqkpKSLO05OTl49NFHAQAzZsyAr6+vLPERERERERERUfNhAaUWt912G5544gkUFRVhwIABGDNmDO644w5ERkbi0KFDGDhwIBYuXCh3mERERERERETUDFhAqcPy5cvx5Zdf4rrrrsOePXuwadMmhIWF4dVXX8X27dtbbQc6RERERERERGSNo/DYMGnSJEyaNEnuMIiIiIiIiIhIRrwChYiIiIiIiIjIBl6B0kIJIQAABQUFMkdSP8XFxdDr9QDKY67vONr0N+bQfnLnUKcTMJnKHyuVwmnO36rkzqG9SotNMJSZAQCSySTLPnD2HNqrRAgYKh6bRcPPA1fPnyMIvYBkrHisEpCc8LVIbjwO7ccc2o85tB9zaD9XyWHl55XK7+G1kYStOUgW6enpCA8PlzsMIiIiIiIiIpeQlpaGsLCwWqezgNJCmc1mXLhwAd7e3pAkSe5wbMrIyEB0dDQA4OjRowgNDZU5IufDHNqPObQfc2g/5tA+zJ/9mEP7MYf2Yw7txxzajzm0n6vkUAiBwsJChISEQKGovacT3sLTQikUijorXy1N1Uu0vb294ePjI2M0zok5tB9zaD/m0H7MoX2YP/sxh/ZjDu3HHNqPObQfc2g/V8qhr6+vzXnYiSwRERERERERkQ0soBARERERERER2cA+UIiIiIiIiIiIbOAVKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCdvv6669xww03wN/fH1qtFr1798brr7+OsrIyuUNrET7//HNMmTIFvXv3Rtu2beHm5gZfX1/0798fixcvRlFRUa3Lbt26FWPHjkVQUBA0Gg2ioqLw3HPP1blMa2YwGLBixQoMGjQIAQEB8PDwQFhYGMaMGYMvv/yyxmWYw7+lpaVhxowZiIiIgLu7O4KCgnDTTTdh48aNdS7nSjk8ceIE3n77bUybNg0xMTFQqVSQJAkvv/xyjfObzWbs2bMHL774IgYNGoTAwEC4ubkhKCgII0eOxOeffw4hRJ3b3L9/P+688060a9cOHh4e6Ny5Mx5//HFcunSpKZ5ik2toDgFg/vz5kCSpzn/Hjx+vdfnTp09j2rRpCAsLg7u7O8LCwjBt2jT89ddfTfEUm1xjcggAOTk5mDt3LmJiYqDVaqFWqxEWFoY777wTO3bsqHPZ1nQclpWVYdu2bXjmmWcQHx8PPz8/uLm5ITg4GLfeemutr3lpaWl4//338eCDD6Jfv35wd3eHJEl44IEH6rVd5rBmK1eutJzHtnLJHMLma2Hlv7Vr19a4fGvKISDP5+jW9p7SmBz+9NNPeOCBBxAXF4f27dvD3d0d3t7e6NOnD+bNm4fs7Ow6t9najkMrgsgOTz75pAAgVCqVGDVqlLj99tuFn5+fACAGDRok9Hq93CHKbuDAgUKSJBEdHS1uuukmcdddd4lhw4YJjUYjAIjIyEiRkZFRbbk333xTABCSJIkhQ4aIO++8UwQHBwsAonv37uLy5csyPBv5pKWliejoaAFABAUFiZtvvllMnjxZXH/99cLT01NMnDix2jLM4d/27t0rAgICBADRvn17MX78eDFo0CDh5uYmAIgXX3yxxuVcLYeVr2lX/1u4cGGN8586dcoyT0BAgBg1apSYPHmyiI+Pt7TffPPNorS0tMblv/76a6FSqQQAER8fLyZNmiS6dOkiAIh27dqJU6dONeXTbRINzaEQQrz00ksCgOjdu7eYOnVqjf8uXLhQ47K7du0Snp6eAoDo2bOnmDx5sujZs6cAILRarfj999+b6qk2mcbk8PTp0yIkJEQAEIGBgWLs2LHijjvuED169LAsv3Tp0hqXbW3H4ZYtWyzPOTg4WIwbN05MmjRJ9OrVy9L+4IMPCrPZbLXcsmXLasz79OnTbW6TOaxZamqq0Gq1QpIkm7lkDsvV9ho4depUceONN1rek8+ePVttm60th0I0/+fo1vie0pgc3nPPPZZpI0aMEHfddZcYNWqU5Xte27ZtxeHDh2vcXms8DqtiAYUabf369QKA8PLyEvv377e0X758WcTExAgAYvbs2TJG2DL88ccfIicnp1p7dna2GDRokAAg/vGPf1hNS0pKEpIkCaVSKTZt2mRp1+l0Yvjw4QJAjQWD1kqv14uoqCgBQMyfP18YDAar6TqdTiQnJ1u1MYd/Ky4uFuHh4QKAmDx5slVhc+/evSIwMFAAEAkJCVbLuWIOP/zwQ/H000+Lzz//XBw7dkzcd999dX5xPX36tBg2bJj46aefhNFotJr266+/Cq1WKwCIBQsWVFs2IyPD8iHt/ffft7QbjUZx7733Wj542PqC0tI0NIdC/F1Aeemllxq0LZ1OZykazJ0712ra3LlzBQARHh7udMX8xuTw1ltvFQDEuHHjRFFRkdW0999/3/JjR1pamtW01ngcbtu2TUycOFHs2LGj2rQvvvhCKJVKAUCsWbPGatp3330nHn/8cfHxxx+LlJQU8dxzz9WrgMIc1sxkMonBgwcLLy8vMXXq1DpzyRzWzyOPPCIAiJEjR1ab1hpzKETzfo5ure8pjclhcnKyyMzMrLZMYWGhuPPOOwUAMWDAgGrTW+txWBULKNRolb+wvvzyy9Wm7dy5UwAQ7u7uIi8vT4bonMOOHTssv1xXVfnC9MADD1Rb5uzZs0KhUAgA4tixY80VqqxeeOEFyy819cUc/m3dunUCgPDz8xO5ubnVpi9fvtxy1VhVzKGwfOiv64trXRYuXCgAiIiIiGrTnnnmGQFAjBgxotq0wsJC4evrKwCIzZs3N2rbLUV9ctjYAsq7774rAIhu3boJk8lkNc1kMolu3boJAGLVqlWNCb3FqE8Ovby8BACxd+/eGqd37dpVABD/+9//rNpd5Tisavr06QKAGD58eJ3zVR6XtgoozGHNKq8AePfdd23mkjm0rbi42PLr/xdffFFtuivm0NGfo13lPaWq2nJYl/Pnz1uuosrPz7ea5grHIftAoUbJyMjAvn37AAB33313temDBg1CeHg4SktLsWnTpuYOz2moVCoAgLu7u6XNYDBY7outKbcdO3bEwIEDAQDr169vhijlVVZWhvfeew8A8Mwzz9RrGebQWuW52q9fP/j5+VWbPmLECADA7t27kZWVBYA5dJS+ffsCKO9b4WqVeaspv15eXrj11lsBAP/73/+aMELnVpnDf/zjH1AorD/SKBQKTJ48GYBr5NDDw6Ne8wUFBVn97YrHYV3nZWMwh9WdOHECzz33HIYOHYpHHnnE5vqYQ9u+/fZb5OXlISAgALfddlu16a6YQ0d/jnbF95SacljfZRQKBdzc3KymucJxyAIKNUpycjIAICAgAJ07d65xnri4OKt5yVphYSHmz58PAJYXEwA4efIk9Ho9gL9zeDVXym1SUhKys7MREhKCyMhIHDp0CAsWLMBDDz2EOXPmYOPGjTCbzVbLMIfWKjsHCwwMrHF65RcqIQSSkpIAMIeOcurUKQBA+/btrdoLCwtx+vRpAMxvVUlJSZgzZw4efPBBPPPMM1i3bh0KCwtrnb8yN8whMGbMGADAggULLOdupQ8//BCnTp1CTEwMrrvuOku7qx6HtZ2XjcEcVs+hyWTC1KlTIUkSVq9eDUmS6lwXc1i/4/A///kPAODee++t9mXXFXPYFJ+jXe09pbYc1qW0tBTz5s0DAIwcORIajcZqfa5wHKrkDoCc05kzZwAAHTp0qHWe8PBwq3ldXUJCAtatWwez2YyLFy/i999/R2FhIUaPHo3XXnvNMl9lvvz8/ODt7V3julwptwcPHgQAhIWFYc6cOXj99detRjV57bXX0LdvX3z33XeW45E5tNa2bVsAqLX3+KrtlflgDu2n1+uxYsUKAMDEiROtpp09e9byuLbXUVfM74YNG7BhwwarNl9fX6xYsQJTpkyxai8sLEROTg4A2zm8fPkydDodtFptE0TdMrzxxhs4evQoNm7ciA4dOmDAgAHw9PTEkSNHcPz4cYwbNw4ffvih5ZdDwDWPw6ysLHzyyScAqp+XjcEcVs/hG2+8gT///BPLli1DRESEzfUxh7aPw7Nnz+KXX34BAEyfPr3G6ZVaaw6b+nO0K7yn1DeHVSUlJWHFihUQQuDy5cvYt28fsrOzER8fj9WrV1vN6wrHIcACCjVS5S+Cdb1weHl5AQAKCgqaJaaW7ujRo1izZo1V2913340333wTvr6+ljbm1lrlm1lycjL27t2Lxx57DE888QSCg4MtfycnJ2PcuHFISkqCm5sbc3iVYcOG4ZVXXsH+/fuRnJxsuWy40qpVqyyPK/PBHNrv0UcfxZkzZxASEmL5taZS1asqasuxK+U3IiICixYtwpgxY9CxY0cA5a+Zr776Kn788UdMnToVSqUS99xzj2WZhuQQKM+js33YbYh27drh119/xSOPPILPPvvMaojU8PBwDBs2DG3atLFaxtWOQ6PRiHvvvRf5+fmIiYnBQw89ZPc6mUPrHB4+fBgvvfQSrr/+ejzxxBP1WidzaPs4/PjjjyGEQFxcHK655ppq010hh039OdoV3lPqm8Oqzp8/X22ZESNG4P3330doaKhVuyschwBv4SFqNjNnzoQQAgaDAadPn8bSpUvx008/ITo6Gjt27JA7vBar8mqTsrIy3HXXXXjnnXfQrVs3+Pj4YMSIEdiyZQs8PDxw+PBhfPHFFzJH2zINGzYMQ4YMgRACt956KzZs2ID8/Hz89ddfePrpp7F27VrLPaxX3/NLjbNw4UKsWbMGHh4e+Oqrr2q9fYrK3XfffZg7dy769OkDf39/+Pv7Y+DAgdiwYQMef/xxAMCsWbNgMBhkjrTlOn78OPr27YsNGzZg5cqVSEtLQ35+Pn799Ve0a9cOs2fPxtixY2EymeQOVTYPP/wwtm3bhsDAQHzzzTdQq9Vyh+R06sqh0WjE1KlToVAo8J///IfvJ7Vo6HFoNpstV6v885//bIYIWyZ+jrZfY3J42223QQgBo9GIs2fP4qOPPsKxY8fQq1cvfPPNN838DFoGvrJRo1ReEqfT6Wqdp7LfBR8fn2aJyVm4ubkhIiICTz31FH766Sfk5ubi3nvvRXFxMQDm9mpVL7+s6VeaDh06YNy4cQCArVu3Wi3DHP7t66+/xsCBA5Geno5bb70Vfn5+iIiIwNKlS/Hkk0+id+/eAMr7NQKYQ3u8+eabePHFF+Hu7o7169dbOqurqupxXVuOmd9y8+fPh1KpxOXLl/Hnn39a2huSQ6B159FoNGLixIk4ffo0PvzwQzzyyCMICwuDj48Phg4dioSEBAQHB2PLli1Yu3atZTlXOg6ffPJJrF69Gv7+/tiyZQu6devmkPUyh3975ZVXkJSUhAULFqB79+71Xi9zWLetW7fi/Pnz0Gg0NXbMCbhWDpvqc7QrvafYymFNlEolOnbsiOnTp2PXrl2QJAn333+/ZfABwHWOQxZQqFE6deoEoO6ewyunVc5L1V177bWIjo5GWloaEhMTAfydr7y8vFo7T3Sl3Hbp0qXGxzXNk5mZCYA5rEnbtm2xc+dOJCQkYM6cOfjXv/6F559/Hvv27cOyZcuQkZEBAIiJiQHAHDbW22+/jdmzZ0OtVuPbb7/F6NGja5yv8jYVoPzy2Jowv+UCAgIs/fikp6db2r29vS0FP1s5DAoKcrpLrRvizz//xNGjR+Hu7o7bb7+92nR/f39LJ7OVhWbAdY7D2bNnY8WKFfDz80NCQkK12xjtwRz+rXL0jQ0bNuCGG26w+ld5BcXGjRstbZWYw7pVdh47ceLEWm+zcJUcXs2Rn6Nd9T2lphza0qlTJ9x4440oKirCli1bLO2uchyygEKNUvmin5OTU2snQJUnYWxsbLPF5YwqX4AvXboEAOjevTs8PT0BoNYXMlfKbWxsrKUH/+zs7BrnqWyvvK+SOayZJEkYOXIkFi9ejA8++AALFy5EXFwcUlNTkZmZicDAQEs+mMOGe/fdd/HEE09YiieVV0bVxMfHB5GRkQCYX1tMJhPy8/MBoFqHgJW5cfUcVn5Q9fT0hFKprHGeyi9eV65csbS5wnH47LPPWu7vT0hIqHVkiMZiDqvbtWsXfvvtN6t/586dA1DeeWplWyXmsHZXrlzBd999B6DmzmMruUIOa+PIz9Gu+p5ydQ4bu4yrHIcsoFCjhIWFIT4+HgCwbt26atN37dqFtLQ0uLu7Y+zYsc0dntPIzs5GSkoKAFgu41Sr1ZYvXjXl9ty5c9izZw8AYMKECc0UqXyCg4MxaNAgANa/nFYqKyuzfBDr378/AOawoZYsWQIAePDBBy33YjOHDbNq1SrMmDHDUjy5+eabbS5Tmbea8ltUVGQZjaamKwpcyQ8//AC9Xg9Jkqp96ajM4RdffFFtOHOz2Ywvv/wSQOvPYWVHfrm5uZahUa9WeftT586drdpb83E4Z84cvPHGG/D19cWWLVssn1scjTksd+DAAQghavz30ksvASgvAlS2VcUc1uzzzz9HaWkpIiIiMHTo0Drnbc05rI2jP0e74ntKTTm0pbS0FLt27apxGZc4DgVRI61fv14AEF5eXmL//v2W9uzsbBETEyMAiNmzZ8sYofyOHDkiPvvsM1FcXFxt2okTJ8QNN9wgAIgBAwZYTdu/f7+QJEkolUrx008/Wdp1Op0YPny4ACAmTpzY5PG3FFu3bhUAhL+/v/j9998t7WVlZeLxxx8XAIS3t7fIysqyTGMOrR05ckTk5+dbtZWVlYlXXnlFSJIkIiMjRVFRkdV05lCIqVOnCgBi4cKFtc7zwQcfCEmShFqtFhs2bKj3ujMyMoSnp6cAID744ANLu9FoFPfdd58AIOLj44XZbLbrOcjNVg7PnTsnPv300xpfJ9evXy8CAgIEAHHvvfdWm67T6URISIgAIObNm2c1bd68eQKACAsLE3q93jFPRia2cmgwGERoaKgAIIYMGSIuXbpkmWYymcTixYsFAAFA7Nixw2rZ1nocPvfccwKA8PPzE3v37m3UOl566SUBQEyfPr3O+ZhD22zlkjmsWZ8+fQQA8corr9ictzXmsLk/R7fG95TG5PDixYti5cqV1T43CiFEenq6uPPOOwUA0alTp2rrbY3H4dUkIa4qARM1wJNPPokVK1bAzc0Nw4cPh1arxbZt25CXl4eBAwdiy5Yt0Gg0cocpm19//RU33ngjtFot+vbti7CwMBgMBpw/fx5JSUkwm83o0aMHNm/eXG289GXLluGpp56CJEkYOnSopQ+LzMxMdO/eHbt27UJQUJBMz6z5vfzyy3jhhRegUqnQv39/BAcHIykpCWfPnoVGo8HXX39d7ZYJ5vBvM2fOxPvvv49+/fohNDQUpaWl+OOPP3Dx4kVERkZiy5YtNd6P6mo5TEpKwqOPPmr5OzU1FdnZ2QgLC7Marm/9+vVo3749Dhw4gNjYWAghEBUVhWuvvbbWdVf2AVDV119/jbvuugsmkwnXXnstOnXqhH379uGvv/5Cu3btsGvXLsvlsM6iMTns27cvvLy80LdvX4SGhqK4uBhHjx61XE1x44034ocffrAaQrLS7t27MWrUKOj1evTq1Qu9evXC4cOHcfjwYWi1WmzduhUDBgxo+ifuQA3NIQBs374dt9xyC/R6PXx8fHDttdfC29sbKSkpSE1NBQDMmzcPr7zySrXttbbj8IcffsD48eMBAHFxcejZs2eN8wUFBVmuwAPK+9Gq+ot0eno6MjIy0KZNG6s+uFauXFnt8nPmsG7z58/HggULMH36dHz00Uc1zsMcWktOTkZsbCyUSiXOnz+PkJAQm9tsbTmU43N0a3tPaUwOz549i86dO0OtVqNPnz7o1KkThBBIS0tDUlISDAYDQkJCsGnTJssgBFW1tuOwGnnrN9QafPnll2LIkCHCx8dHaDQa0atXL/Hqq6+K0tJSuUOT3aVLl8Qrr7wiRo8eLTp16iS0Wq1Qq9UiODhYjBw5Urz33nuipKSk1uW3bNkiRo8eLQICAoS7u7vo2rWrmDt3rigoKGjGZ9Fy/Pzzz2LMmDEiICBAuLm5ifDwcDFt2jRx7NixWpdhDsv9/PPPYvz48SI8PFy4u7sLHx8fER8fL15//XWbv6S4Ug5/+eUXyy/1df07c+ZMg+av6+02MTFR3H777aJNmzZCrVaLjh07iscee8zqiipn0tAcZmdni3//+99i2LBhokOHDkKr1Qo3NzfRvn17cfPNN4t169YJk8lU5zZPnTolpkyZIkJCQoSbm5sICQkRU6ZMEadPn26GZ+x4Dc1hpdTUVPHYY4+JqKgoodFoLLmYMGGCSEhIqHObrek4/Pjjj+uVv44dO1otd+bMmXot98svv9S4XeawdvW9moc5/NuMGTMEADF27NgGbbc15VCuz9Gt6T2lMTnU6XRi6dKlYvz48SIiIkJ4e3sLlUolgoKCxJAhQ8Qbb7xR49UpVbWm4/BqvAKFiIiIiIiIiMgGdiJLRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKEREREQtwPz58yFJEm644Qa5QyEiIqIasIBCRERELc60adMgSRIkSYJCocDZs2frnD8tLQ1KpdKyzLRp05olzvrIy8vD/PnzMX/+fOTl5ckdDhERETUSCyhERETUogkhsHbt2jrnWbNmDcxmczNF1DB5eXlYsGABFixYwAIKERGRE2MBhYiIiFqsjh07AgDWrl0LIUSt861Zs8ZqfiIiIiJHYwGFiIiIWqw+ffqgV69eSE1Nxa5du2qcZ/fu3Th9+jRiYmLQp0+f5g2QiIiIXAYLKERERNSiTZ06FcDfV5lc7ZNPPrGaz5ZNmzbh1ltvRXBwMNRqNYKDgzF+/Hhs3ry51mVuuOEGSJKE+fPnw2w245133kFsbCy0Wi38/PwwcuRI/PLLLzUu17lzZ8vfnTt3tvTTYquvls2bN2PkyJEICAiAp6cnYmNjsWrVqlrnLysrwzvvvINBgwbB398fbm5uaNu2LXr16oV//etfSEhIqFd+iIiIqGYsoBAREVGLds8990CpVOLrr7+GXq+3mlZcXIyvvvoKSqUS99xzT53rEULg4Ycfxrhx47BhwwZcvnwZWq0Wly9fxg8//IAxY8ZgxowZdd4qZDQaceutt+Lxxx/H4cOHoVAokJ+fj61bt2LkyJH4/vvvreYPCAhAUFCQ5e+goCC0a9fO8s/X17fG7SxevBhjxozB9u3bYTabUVxcjOTkZDzyyCN4+umna4zrpptuwuOPP47du3cjLy8PXl5eyMvLw5EjR/DRRx/h//7v/+rMDxEREdWNBRQiIiJq0dq3b49Ro0ahoKAA69evt5q2fv16FBQU4KabbkJwcHCd61m2bBnef/99AMC///1vZGdnIzc3F5cvX8bs2bMBAO+++y7efvvtWtexcuVK/P777/jyyy9RVFSEwsJCpKSkoFevXjCZTHjsscdgMpks8//vf//Dvn37LH/v27cPWVlZln/Lly+vto2UlBS88MILWLhwIXJycpCXl4esrCzccccdAIA333wTR48etVrmv//9L3755RdoNBqsWbMGer0eubm5KCkpQXp6OlavXo3rr7++zvwQERFR3VhAISIiohavttt46nv7jl6vx8KFCwEAjz/+OF599VX4+/sDKL9KZMmSJXjwwQcBAAsWLEBxcXGN68nNzcX333+PSZMmQa1WAwCuueYaSxwZGRnYvXt3w59gFZWj9jz//PPw8/MDALRr1w5r165FmzZtIITAN998Y7XM77//DgCYMmUKpkyZAo1GAwBQKBQIDQ3FP//5T7z++ut2xUVEROTqWEAhIiKiFm/8+PHw8/PDtm3bkJ6eDgBIT0/Htm3b4O/vj/Hjx9e5fEJCAvLy8qBUKjFv3rwa53nxxRehUChw5coVbNmypcZ5Bg8ejEGDBlVr79evH8LCwgAAhw8fbshTq8bDwwMzZ86s1q7RaHDTTTfVuA0fHx8AQFZWll3bJiIiotqxgEJEREQtnoeHByZPngyz2YxPP/0UAPDpp5/CbDZj8uTJcHd3r3P5/fv3AwCio6NrvdUnNDQUPXr0sJr/avHx8bVuIzQ0FED5VSr2iI6OhlarbdA2xowZAwD4/vvvccstt+Drr7/G5cuX7YqDiIiIrLGAQkRERE7h6tt4Kv+vz+g7lcWEygJEbSqvIrl06VKN0729vWtd1sPDA0D5aDj2aMw2hg4dioULF0KlUuHHH3/EpEmT0LZtW3Tr1g2PP/44Dh48aFdMRERExAIKEREROYnrrrsO3bp1w4kTJ7Bs2TKcOHEC3bp1w4ABA+QOrUV4/vnncfr0abz++usYN24c/P39cerUKbzzzjvo06cPXnvtNblDJCIicmosoBAREZHTmDJlCoDyUXSA+l19AgBt2rQBUN7Ja10q+1dp27ZtY0OUVceOHfHMM8/gxx9/RHZ2Nnbv3o2xY8dCCIF58+bh0KFDcodIRETktFhAISIiIqdx3333QZIklJWVQaFQ4L777qvXcnFxcQCAo0eP1trR6oULF3Ds2DEA5Z3COopC8ffHLSGEw9Zbn+1ef/31WL9+PQIDA2E2m7Fz585m2z4REVFro5I7ACIiIqL66tChA9544w1kZmYiJCQE4eHh9Vpu5MiR8Pf3R25uLhYtWoQVK1ZUm2fBggUwm80IDAzEyJEjHRZz5Qg5QPkQxU3BYDBYhlW+mpubG5RKJQCgtLS0SbZPRETkClhAISIiIqcye/bsBi/j6emJF154AU899RTefvttaLVaPPvss/D398eVK1ewePFifPDBBwCAl156CRqNxmHx+vn5ITQ0FBkZGVi7di2uueYaS0HDUW677TaEhoZi0qRJGDBggKUj2oyMDMyfPx+XLl2CQqHAqFGjHLpdIiIiV8JbeIiIiMglzJw5Ew899BAA4NVXX0VQUBACAgLQpk0bLFmyBADw6KOPYsaMGQ7f9r/+9S8AwFtvvQUvLy907NgRnTp1wtNPP+2Q9ev1enz00UcYNWoUfH194e/vDy8vL4SFheGjjz6CJEl49dVX0bNnT4dsj4iIyBXxChQiIiJyCZIkYdWqVbjllluwatUq/Pnnn8jNzUVgYCAGDBiARx55BGPGjGmSbb/wwgvw9vbGZ599hpMnT+L8+fMAgOzsbIesf8WKFdi0aRN+/fVXnD59GpmZmTAajejUqRMGDhyIxx57DNddd51DtkVEROSqJNGcvZkRERERERERETkh3sJDRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCRERERERERGQDCyhERERERERERDawgEJEREREREREZAMLKERERERERERENrCAQkRERERERERkAwsoREREREREREQ2sIBCRERERERERGTD/wM8R2/jP1f9rQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_4 , 'co-', label='HR-,HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the survival estimates for the first 5 individuals.\n",
    "Note that the time scale is correct because we have set `model.duration_index` to be the grid points.\n",
    "We have, however, only defined the survival estimates at the 10 times in our discretization grid, so, the survival estimates is a step function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv.iloc[:, :6].plot(drawstyle='steps-post')\n",
    "plt.ylabel('S(t | x)')\n",
    "_ = plt.xlabel('Time')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is, therefore, often beneficial to [interpolate the survival estimates](https://arxiv.org/abs/1910.06724).\n",
    "Linear interpolation (constant density interpolation) can be performed with the `interpolate` method. We also need to choose how many points we want to replace each grid point with. Her we will use 10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "surv = model.interpolate(10).predict_surv_df(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv.iloc[:, :5].plot(drawstyle='default')\n",
    "plt.ylabel('Survival probability of Nnet-survival Model')\n",
    "_ = plt.xlabel('Time(month)')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "\n",
    "The `EvalSurv` class contains some useful evaluation criteria for time-to-event prediction.\n",
    "We set `censor_surv = 'km'` to state that we want to use Kaplan-Meier for estimating the censoring distribution.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    }
   ],
   "source": [
    "ev = EvalSurv(surv, durations_test, events_test, censor_surv='km')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Concordance\n",
    "\n",
    "We start with the event-time concordance by [Antolini et al. 2005](https://onlinelibrary.wiley.com/doi/10.1002/sim.2427)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7278655039673187"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.concordance_td('antolini')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Brier Score\n",
    "\n",
    "We can plot the the [IPCW Brier score](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5) for a given set of times.\n",
    "Here we just use 100 time-points between the min and max duration in the test set.\n",
    "Note that the score becomes unstable for the highest times. It is therefore common to disregard the rightmost part of the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_grid = np.linspace(durations_test.min(), durations_test.max(), 100)\n",
    "ev.brier_score(time_grid).plot()\n",
    "plt.ylabel('Brier score of Nnet-survival Model')\n",
    "_ = plt.xlabel('Time(month)')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Negative binomial log-likelihood\n",
    "\n",
    "In a similar manner, we can plot the the [IPCW negative binomial log-likelihood](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ev.nbll(time_grid).plot()\n",
    "plt.ylabel('NBLL')\n",
    "_ = plt.xlabel('Time')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Integrated scores\n",
    "\n",
    "The two time-dependent scores above can be integrated over time to produce a single score [Graf et al. 1999](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5). In practice this is done by numerical integration over a defined `time_grid`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1876650116113905"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.integrated_brier_score(time_grid) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5781619298615095"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.integrated_nbll(time_grid) "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}