{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5dacbe5f-0aa3-4b43-bfb1-cc58f02a7ded",
   "metadata": {},
   "source": [
    "# Cardinality matching"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14c518ee-3bc0-493a-9eb3-e2a289642823",
   "metadata": {},
   "source": [
    "Cardinality matching is the process of finding the size of the largest subset $\\hat{P}$ of a pool of patient $P$ within some \"distance\" of a given target population $T$:\n",
    "\n",
    "\\begin{equation}\n",
    "\\begin{aligned}\n",
    "& \\underset{\\hat{P}}{\\text{maximize}}\n",
    "& & |\\hat{P}| \\\\\n",
    "& \\text{subject to}\n",
    "& & |\\mu_{\\hat{P}k} - \\mu_{Tk}| \\leq \\delta \\textrm{ for all }k\n",
    "\\end{aligned}\n",
    "\\end{equation}\n",
    "\n",
    "where $k$ indexes the covariates of $P$ and $T$, and $\\mu$ denotes the means of the corresponding covariates. In cardinality matching, at least as implemented here, we search only for the size of the largest subset.\n",
    "Then in a second step, we optimize the balance (distance) among all subsets of the determined size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47d6b3c6-2bc8-4091-8108-ae6f8f2167a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "logging.basicConfig(level='INFO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b83085cf-5a4d-4db3-85ff-317d6e376735",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pybalance.utils.balance_calculators import *\n",
    "from pybalance.utils import MatchingData\n",
    "from pybalance.sim import generate_toy_dataset, load_paper_dataset\n",
    "from pybalance.lp import ConstraintSatisfactionMatcher\n",
    "from pybalance.visualization import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2e8252d9-3a36-44c4-9bbd-c01349be440e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <b>Headers Numeric: </b><br>\n",
       "        ['age', 'height', 'weight']<br><br>\n",
       "        <b>Headers Categoric: </b><br>\n",
       "        ['gender', 'haircolor', 'country', 'binary_0', 'binary_1', 'binary_2', 'binary_3'] <br><br>\n",
       "        <b>Populations</b> <br>\n",
       "        ['pool', 'target'] <br>\n",
       "        <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>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>gender</th>\n",
       "      <th>haircolor</th>\n",
       "      <th>country</th>\n",
       "      <th>population</th>\n",
       "      <th>binary_0</th>\n",
       "      <th>binary_1</th>\n",
       "      <th>binary_2</th>\n",
       "      <th>binary_3</th>\n",
       "      <th>patient_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62.731988</td>\n",
       "      <td>130.816972</td>\n",
       "      <td>76.100401</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>pool</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26.403338</td>\n",
       "      <td>130.784188</td>\n",
       "      <td>80.134423</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>pool</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>58.155044</td>\n",
       "      <td>175.704961</td>\n",
       "      <td>90.806745</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>pool</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>68.334248</td>\n",
       "      <td>167.485984</td>\n",
       "      <td>90.081777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>pool</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>54.114518</td>\n",
       "      <td>130.782073</td>\n",
       "      <td>53.612174</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>pool</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>21.474205</td>\n",
       "      <td>168.602546</td>\n",
       "      <td>70.342128</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>40.643320</td>\n",
       "      <td>188.188724</td>\n",
       "      <td>61.611744</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>target</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>29.472765</td>\n",
       "      <td>161.408162</td>\n",
       "      <td>57.214095</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>41.291949</td>\n",
       "      <td>150.968833</td>\n",
       "      <td>91.270798</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>67.530294</td>\n",
       "      <td>155.124741</td>\n",
       "      <td>56.196505</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>target</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "<pybalance.utils.matching_data.MatchingData at 0x7f9558209190>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = generate_toy_dataset(n_pool=15000, n_target=1000)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e699cd6-9f4c-4493-a261-0a704f288c64",
   "metadata": {},
   "source": [
    "## Optimize pool size with balance constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c359b7f-c658-47fd-847f-834b221b7b0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pybalance.utils.preprocess:Discretized age with bins [18.02, 27.51, 37.01, 46.51, 56.0, 65.5, 75.0].\n",
      "INFO:pybalance.utils.preprocess:Discretized height with bins [125.0, 136.67, 148.33, 159.99, 171.66, 183.32, 194.99].\n",
      "INFO:pybalance.utils.preprocess:Discretized weight with bins [50.01, 61.67, 73.34, 85.0, 96.67, 108.33, 120.0].\n",
      "INFO:pybalance.lp.matcher:Scaling features by factor 200.00 in order to use integer solver with <= 0.0000% loss.\n",
      "INFO:pybalance.lp.matcher:Solving for match population with pool size = None and target size = 1000 subject to 0.05 balance constraint.\n",
      "INFO:pybalance.lp.matcher:Matching on 27 dimensions ...\n",
      "INFO:pybalance.lp.matcher:Building model variables and constraints ...\n",
      "INFO:pybalance.lp.matcher:Calculating bounds on feature variables ...\n",
      "INFO:pybalance.lp.matcher:Applying size constraints on pool and target ...\n",
      "INFO:pybalance.lp.matcher:Solving with 4 workers ...\n",
      "INFO:pybalance.lp.matcher:Initial balance score: 0.1236\n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 1, time = 0.37 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t13153.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0068\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t1847\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 2, time = 0.48 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12981.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0163\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2019\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 3, time = 0.52 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12937.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0171\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2063\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 4, time = 0.54 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12910.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0178\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2090\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 5, time = 0.55 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12906.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0221\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2094\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 6, time = 0.95 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12874.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0221\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2126\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 7, time = 2.11 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12650.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0241\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2350\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 8, time = 2.27 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t12580.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0247\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t2420\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 9, time = 2.27 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t10818.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0413\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:Status = FEASIBLE\n",
      "INFO:pybalance.lp.matcher:Number of solutions found: 9\n"
     ]
    }
   ],
   "source": [
    "# Note that by default, gamma uses the standardized mean difference \n",
    "# to calculate distance. The ConstraintSatisfactionMatcher, however,\n",
    "# can only optimize linear objectives. It is not an error to pass \n",
    "# gamma with standardized_difference=True, as this is only affects\n",
    "# reporting, but to make the reporting consistent with what we're \n",
    "# optimizing, we explicitly pass standardized_difference=False here.\n",
    "\n",
    "gamma = GammaBalance(m, standardize_difference=False)\n",
    "matcher = ConstraintSatisfactionMatcher(\n",
    "    matching_data=m, \n",
    "    objective=gamma,\n",
    "    max_mismatch=0.05,\n",
    "    time_limit=600\n",
    ")\n",
    "match_card = matcher.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47da2013-6ffe-4d68-a9b6-d87f89e0ccf4",
   "metadata": {},
   "source": [
    "Note that as the optimization progresses, the size of the matched population increases and the balance also increases. This will generally be the case, since it is harder to find a larger set of patients (they have more degrees of freedom) that match a given target. Increased mismatch is the tradeoff of having a larger matched population.\n",
    "\n",
    "Let's check that the found solution satisfies the balance constraint:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a76e9375-d27f-4f9d-aea4-27d1f7e7a483",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.0500)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gamma.per_feature_loss(match_card.get_population('pool')).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d6a1bdf3-37ec-4e9a-9e62-16e459ab7361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1800 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "match_card = matcher.get_best_match()\n",
    "m_data = m.copy().get_population('pool')\n",
    "m_data.loc[:, 'population'] = m_data['population'] + ' (prematch)'\n",
    "match_card.append(m_data)\n",
    "fig = plot_numeric_features(match_card, hue_order=['pool (prematch)', 'pool', 'target', ])\n",
    "fig = plot_categoric_features(match_card,  hue_order=['pool (prematch)', 'pool', 'target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce715a25-d006-419d-ab1b-c6dfe3e77c29",
   "metadata": {},
   "source": [
    "## Optimize balance with size and balance constraints"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dde7ed9-75af-486c-82c6-2e69ae040ab0",
   "metadata": {},
   "source": [
    "Now that we have determined the optimal size of the matched population, let's optimize the balance for all subsets of that size. For this, we create a second matcher object, setting size constraints and keeping the balance constraint (max_mismatch)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "77b744e0-ae57-4e7e-9f85-6dffdec574ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pybalance.lp.matcher:Scaling features by factor 200.00 in order to use integer solver with <= 0.0000% loss.\n",
      "INFO:pybalance.lp.matcher:Solving for match population with pool size = 4182 and target size = 1000 subject to 0.05 balance constraint.\n",
      "INFO:pybalance.lp.matcher:Matching on 27 dimensions ...\n",
      "INFO:pybalance.lp.matcher:Building model variables and constraints ...\n",
      "INFO:pybalance.lp.matcher:Calculating bounds on feature variables ...\n",
      "INFO:pybalance.lp.matcher:Applying size constraints on pool and target ...\n",
      "INFO:pybalance.lp.matcher:Solving with 4 workers ...\n",
      "INFO:pybalance.lp.matcher:Initial balance score: 0.1236\n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 1, time = 0.27 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t825443200.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0366\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 2, time = 0.34 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t825304800.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0365\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 3, time = 0.49 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t733533600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0325\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 4, time = 3.38 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t733527200.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0325\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 5, time = 3.92 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t733465600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0325\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 6, time = 4.07 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t733395200.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0325\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:Status = OPTIMAL\n",
      "INFO:pybalance.lp.matcher:Number of solutions found: 6\n"
     ]
    }
   ],
   "source": [
    "matcher = ConstraintSatisfactionMatcher(\n",
    "    matching_data=m, \n",
    "    objective=gamma, \n",
    "    max_mismatch=0.05, \n",
    "    pool_size=len(match_card.get_population('pool')),\n",
    "    target_size=len(match_card.get_population('target')),\n",
    "    time_limit=600\n",
    ")\n",
    "match_dist = matcher.match()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e8fef8b3-1823-4cdb-98e8-6c86803c8c23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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87MqVKzh9+rTRp9uCIODw4cOGT9FPnz6N69evo0mTJgAKh6SfOHHC6D0yMzNll0759ddfceXKFbz99tuoVauwd+rw4cNGxwQEBAAAdDqd7HU1adLEovYTkfcR9AJWn1qtuFyMRQl6/2UQmj+DidO+k9zNQnHkSTw93ktNbQMY74ksZenw9pg2MQjMCkR0r2iUCixl25sdSwY2TwLyb1j+mm4JhcXfbEjMi1jSe/5sPR1GPhzutfHbO6/KB+Xk5CAmJganT5/GV199hQ8++ADjxo1DgwYN0K9fP4waNQo//fQTjh07hiFDhqBGjRro1+/eeof+/v547bXXcODAAWRkZGD48OHo0KGDIYg/9thjOHz4MFatWoUzZ85g5syZJkG8uNq1ayMgIAAffPABfv/9d2zYsAEJCQlGx9SpUwcqlQpbt27Fv//+i5s3b5qcx9L2E5F3Sc1KResvWpcsQS8qSNNqMFbsPSt5CAvFkafx5Hi/ceNGXL58mfGeyApFReGu3r2KlSdWKibosRGx2D1oN44OPYohjYegtF9p24e1C/nAupesS9D7LwOiXreoCJwcc8XhAOCdpx5Eh8rePYKGSbqXeP7553Hnzh20a9cOY8aMwbhx4/DSS4XLC3322WeIiIjAk08+icjISIiiiM2bNxt9Kh4cHIzJkydj8ODBiIqKQkhICJKTkw37u3fvjunTp+ONN97AQw89hLy8PDz//POy7alUqRJWrlyJb775Bk2bNsXbb7+N+fPnGx1To0YNzJo1C7Nnz0a1atUwduxYyXNZ0n4i8h4pZ1LM9hJMvxsun6B3S7hXLVatQfKhHMnhcpyHTp7IU+P97NmzMXXqVDRs2BCvvfaa5LkY78nXFU/Ii1dr75TcCZ2SOykOb4/vGI/hzYajQlAF2xNzoHB4e/pSILGy5a8p9qG4rQSdHh/tycbkb03rxhQpqt7+VOsaNr+Pp1CJPjaRJzc3F2XLlsWNGzdMqovevXsXZ8+eRd26dREUFOSwNuj1euTm5iI0NFR22Jc1OnfujFatWskuaWLOypUrMX78eFy/fr3EbbGWve+Fp9Pr9bh8+TIuX76MBx54wKE/h+5Oq9Vi8+bN6NWrFx/Q4Dv3w9wwPrUo4otykWie+bX0AX2XAG2GGr5UGjKX9VZPtxkmpxSbyDZy99RZsd5WSnHRk+M94N0x39prc/efw+K8Of64y7VZMr1LSWJUIvrVNx5xYtO1Za4G1ksvUWqiBPPN77fu6HlMW3cCtwvkp8AWLw7nLt83a1kT6zknnYiIXErQC8gtyIVOr1NM0JeFPYqHDyUB+FP6gPsSdEGnl03QOQ+diIjcga1LqAGFw9uHNB1Ssp5zwPKl1GJPA34auyTmRfIFHSYkK699/kJUXZ+L2UzSiYjIZSx5OJnYejyG5OZB/YPCMjP3JegAOA+diIjcmjVLqN1PqvfcajoBOPg/8xXbA0KA3guBMlVL9n73MVcgztvWPrcGk3QvsGvXrhK9fvjw4Rg+fLhd2kJEZAlLl4/5sOIjeCQlRvlkEgk656GTN2K8J/Ie1ibok9pOwpP1ngRQwnXOi1g6tL37HKDdy3brOS+SfChHcf65N659bg0m6URE5DTWzLsbdKsAj5z9Uvmg/stMCtUoBX6uh05ERK5kyYfUxRNywE5JeRFLh7Z3SwA6jLZ7cm7J+uenE3sgUKO26/t6GibpRETkFGnZaUjYn4A7wh2zxz57W8DUSxdk95+o/gwaDVsE//vWfl2bcV42Qec8dCIichVLPqS22xxzKZYObQckPwC3B3PD20sHqJEY3cznE3SASToRETmBoBfMJuixEbHoW78vAo4lI+S7N+XP1WcJss+HotF9DzFKheI4D52IiFzFkvor8R3jEd0g2v5vrheA9I8sS84dNLQdMD+83VcLxMlhkk5ERA4l6AUszVyqmKAbCuBkrgbkEvT/ht6JehE4v9n4PXR6LNz2m+TLfLnwDBERuZbLEnS9gAcubYH/3OfNH+ugoe2AZcPbGadNMUknIiKHMfdwMqntJAxuMhgaEUDeBfkiNsWLw+m1RruU1ldloTgiInIVQS+YTdDtUqX9fpmr4b/+VTS35FgHDW0HrF//nO5hkk5ERHZTtOY5AGzI2qBYGCdjSAYC1AHmK8xKVG83vJ9Ojxmpv8g+ALBQHBERucq1u9dk9xk+pLbn/HNLi8IBDh3aDnD985LiXSGrhIeHY9GiRYrHFBQUoH79+ti3b59zGuVGVCoV1q9fL7v/5MmTqFmzJm7duuW8RhE5SVp2Gh5d8yg6JXdCp+ROigl6YlRiYYJ+ZJVygt4tQTZBB4Abd7TIuytI7mOhOCLbMNYrY6wnS6RmpeKxbx4z2T6y+UgcHXoUzz/4vH0rtqcvBRIqmk/Qu88Bpl8BIsc4LEFfm3EejeK2yO5/d0ALvPRoPcZoBbwzZHfLly9H3bp10bFjR1c3xWbnzp2DSqVCZmamXc/btGlTdOjQAQsXLrTreYlcragwXJ42z+yxiVGJ6Fe3N7B3MbDhNfkDA0IK58gp+PbIecntHD5H5FiM9fIY632boBew8sRK2WHuQ5sOtW/veebqwuTcXGE4JyTngk6Pj/ZkK1Zwnz+wJaehWYDD3RXo9SKu3S5wwHn1yLuthdYvH35+yp+TlA8OgJ+fyu5tcBRRFLFkyRLEx8eX+Dw6nQ4ajff9iI4YMQKjRo3ClClTvPL6yDclnUwyu7SaYWmZ498Cb9cGtAq9TIFlgV7zFB8kvsk4L1mI5uDUx1E5NMjitpNvc1SstwZjvffFQsZ632SuDksZ/zIIDQi1z5tZOLRd9/gsqDu+5rDEHChMzlfuO4fETacUj+P655bjXw0F124XICLxB5e2ISOuKyqGBJo9rnPnzmjWrBkA4IsvvoC/vz9effVVxMfHQ6UqDPzXrl3DuHHjkJaWhvz8fHTq1AmLFy9GgwYNDOf59ttvMWPGDGRlZaFatWp47bXXEBsba3l7MzKQnZ2N3r17G7adO3cOdevWxVdffYXFixfjyJEjqF+/PpYuXYpHHnkEALBr1y48/vjj2Lx5M+Li4nD8+HF8//33ePTRR/HOO+/go48+woULF9CwYUNMnz4d//d//2d4XZcuXbBlyxa8+eab+PXXXxEZGYk1a9YgIyMDMTEx+Ouvv/Dkk0/ik08+QXBwMABgy5YtSExMxIkTJ6BWqxEZGYn3338f9erVAwDUrVs4j7V169YAgE6dOmHXrl0AgBUrVmDBggXIyspChQoVMGDAACxZssRwvZcvX0Z0dDS2bt2KGjVqYMGCBejbt69hf7du3XD16lXs3r0bjz/+uMX3lshdpWalKg5tB4oVxtEJwMYJ8gl6t4TCAjZB5RQfKA5eUuHL9JOS+yqUDrC06USM9U6I9Z06dQJwL9Zv3LgRM2bM8KpYP2/ePHTu3Nmwn7He96ScScHMfTNl9wdrgjGl/RT79KKbq+XynyO1R6F5h7FQOzBBN7f2OcD1z23B4e5e5PPPP4dGo8HBgwfx/vvvY+HChfjkk08M+4cPH47Dhw9jw4YNSE9PhyiK6NWrF7TawkrJGRkZePrpp/HMM8/g+PHjmDVrFqZPn46VK1da3IYff/wRDRs2RJkyZUz2TZo0CbGxsTh69CgiIyPRp08fXLlyxeiYN998E2+//TZOnTqFFi1aYO7cuVi1ahWWL1+OX375BRMmTMCQIUOwe/duo9fNmjULS5Yswb59+/Dnn3/i6aefxqJFi7B69Wps2rQJ33//PT744APD8bdu3UJMTAwOHz6M7du3w8/PD9HR0dDr9QCAgwcPAgB++OEH/PPPP0hJSQEALFu2DGPGjMFLL72E48ePY8OGDahfv75RW2bPno2nn34aP//8M3r16oXnnnsOV69eNewPCAhAq1at8OOPP1p8X4nclVLl2h0Dd2D3oN04OvTovQR951vyCXrfJUDU60DpMMUEXdDp8WW2dKDnPHTydt4Q66dOnep1sX7o0KG4du1ekTDGet+SmpWqmKDHRsRi77N70adeH9vfRCcAty4XThUzl6B3nwPtlAv4s+Ijtr+fGZYMbQcKC8Qdm/kEoltzCpo12JPuRWrVqoX33nsPKpUKjRo1wvHjx/Hee+9h1KhROHPmDDZs2IC9e/ca5o99+eWXqFWrFtavX4+BAwdi4cKFePzxxzF9euGwmYYNG+LkyZOYN28ehg8fblEb/vjjD1SvXl1y39ixYzFgwAAAhQFwy5YtWLFiBV5++WXDMfHx8ejWrRsAID8/H3PmzMEPP/yAyMhIAMADDzyAn376Cf/73/8Mn8wDQGJiIqKiogAAL774IqZMmYLs7Gw88MADAID/+7//w86dOzF58mQAMLSjyIoVK1CpUiWcPHkSzZo1Q6VKlQAAFStWRNWqVY3eJzY2FuPGjTNse+ihh4zONXz4cDz77LMAgDlz5mDx4sU4ePAgevToYTimevXq+OOPP5RvJpEHSDqZJLk9MSoRlYIr3dtwLFm5B92KJWBWpudIbn93QAvOQyev54mx/tNPP8Ubb7xhOGbWrFleGeszMjJQp04dwzGM9b6hQFegOMTdLkusHUsGNk8C8m8oH1d8vXOtVvnYErCk9xxgfZiSYHeDF+nQoYNhuBsAREZG4syZM9DpdDh16hQ0Gg3at29v2F+xYkU0atQIp04Vzh85deqUIfgViYqKMpzDEnfu3EFQkPRc0KLgCwAajQZt27Y1vHeRtm3bGv6dlZWF27dvo1u3bggJCTH8t2rVKmRnZxu9rkWLFoZ/V6lSBcHBwYagXbTt0qVLhq/PnDmDZ599Fg888ABCQ0MRHh4OAMjJkX74B4BLly7h77//NjtsrXhbSpcujdDQUKP3BoBSpUrh9u3biuchcleCXsDVu1ex8sRKyWHusRGxxg8k5oa4x12yOEFPPpSDd7b+ZrKd66GTr2CsL+SOsf7y5ctGxzDWe7/UrFREJEVI7ouNiL03kswWRT3neReAdS+ZT9D7LyscjebgueeW9J7H9W6CrLd6MkEvAfakKygfHICMuK52P69er0fezZsoExJiUeE4TxIWFobjx4/b/PrSpUsb/n3z5k0AwKZNm1CjRg2j4wIDjefu+fv7G/6tUqmMvi7aVjS8DQD69OmDOnXq4OOPP0b16tWh1+vRrFkzFBTIFw8qVaqURddg7r0B4OrVq4Y5cUSeJC07DXMPzFWs4j6k6RDjDfs/VO5B15ifiwsUJuiTv5X++8L10MlWjor11rbBkzDWM9aT8hz02IhYDG823PaTWzjnHIBx77kDrTt6HtPWncDtAvkP87j2uf0wSVfg56eyqJCLtfR6Pfz1+QgNCTSbpFvjwIEDRl/v378fDRo0gFqtRpMmTSAIAg4cOGAYAnflyhWcPn0aTZs2BQA0adIEe/fuNTrH3r170bBhQ6jVlhV6aN26NZYtWwZRFI0+6S9qz6OPPgoAEAQBGRkZGDNmjOy5mjZtisDAQOTk5BgNdyupouv++OOPDYXrfvrpJ6NjAgIKH5iK9yqUKVMG4eHh2L59O7p06VKiNpw4ccJQEIfIUxQts6ZUxT0xKvFeURxzlWetGOK+NuO8bILOeehUEo6K9Y7iibF+7NixsudirCdPpJSgB2uCTT+stsaRVcrLkxZnRRwtiXxBhwnJyr3nHNpuX0zSvUhOTg5iYmLw8ssv48iRI/jggw+wYEHhUNQGDRqgX79+GDVqFP73v/+hTJkyePPNN1GjRg3061c4DCc2NhYPPfQQEhISMGjQIKSnp2PJkiX48MMPLW5Dly5dcPPmTfzyyy+GCrRFli5digYNGqBJkyZ47733cO3aNYwYMUL2XGXKlMHEiRMxYcIE6PV6PPzww7hx4wb27t2L0NBQDBs2zIa7BJQvXx4VK1bERx99hGrVqiEnJwdvvvmm0TGVK1dGqVKlsGXLFtSsWRNBQUEoW7YsZs2ahVdeeQWVK1dGz549kZeXh7179+K11yz8Y4rCCrh//fUXunZ1bc8NkTUEvYClmUsVE/T4jvH3hvWZm4Med8niHnRBp5cdWsd56ORrPDHWv/DCC7LnYqwnTyLoBSSdTJJd0SRYE4y4DnG2V3C3NEGPPQ0EKxdZtRdz88/Ze+4YvJte5Pnnn8edO3fQrl07jBkzBuPGjcNLL71k2P/ZZ58hIiICTz75JCIjIyGKIjZv3mwYstWmTRt8/fXXWLNmDZo1a4YZM2YgPj7e4kIyQOHct+joaHz55Zcm+95++228/fbbaNmyJX766Sds2LABYWFhiudLSEjA9OnTMXfuXDRp0gQ9evTApk2bDMum2MLPz8+wbEuzZs0wYcIEzJs3z+gYjUaDxYsX43//+x+qV69ueLgZNmwYFi1ahA8//BAPPvggnnzySZw5c8aq9//qq6/wxBNPGBWXIXJnadlp6PhVR3xy/BPZYxKjEhHdILrwCyG/cP6cHYa4A8CKvWclt8/p/yDnoZPPYay3DGM92VtqVipaf9FaNkEvUQV3nVBYtd1cgh5YFoj+CChT1eEJuiXzz+cPbImXHq3HBN0BVKIoiq5uhDPl5uaibNmyuHHjBkJDQ4323b17F2fPnkXdunVlC6LYg16vR25uLkJDQ+023L1z585o1aoVFi1aZJfzlcTPP/+Mbt26ITs7GyEhIYa1U48ePYpWrVoZHeuIe+HOCgoK0KBBA6xevdqkcA9QeD8uX76My5cv44EHHnDoz6G702q12Lx5M3r16mUy988Xuep+CHoBj655VHYO+o6BO1A+qPy9XgNz8+j6LgHaDLX4/eXmofero8P8kT295mdDKTaRbeTuqbNiva2U4qKnxvoi3hzzi1+bIAiKsR5w/5/D4rw5Hlt6bebWQI/vGH/vg2prmYub3RLuDWkPKmdxcl6S75sl1dtPJ/Zw2brnnvozaU2s966/kOQWWrRogXfeeQdnz0r3fvmynJwcTJ06VTZoE7mb3IJc2QS9aJk1jZ/mXi+A0oNG/2VWJehK89A7VfOpz5eJ3A5jvTzGeu/i0AT9yCrzH2xHvQ6UDiv8zwnD25MP5Sgm6KUD1HhvUEuXJei+gnPSySGsGTbnS+rXr4/69eu7uhlEFtuQtUFyu9G6r5ZUobViDjqgPA/9nacehPof8+uzEpFjMdZLY6z3HuYS9BKtgW5u/rmVI8/sQWkVFYDzz52JSbqX2LVrl6ubICs8PBw+NquCyCuknEmRnHu3Y+AOVAquVPiFuYeMgBCg90KrEnRAfh76uwNaILpVVWxmkk4+iLGeyHnMLbE2pOkQ2wrEmVv5BHBa1fYigk6PFXvPYs7mX2WPYfV252KSTkREJlKzUmUfTsoHlbfsIcPGtVuTD+VIPihM7dUYTz9UC1qt1qrzERERWUMpQbd5eLtOAA7+D9g6Vf4YJ615Xhyrt7snJulERGRE0AuI2xsnuS8xKhGan782P7zdxl4ApXnoL0TZXumZiIjIEkofUtucoFsyLczJw9st6T1/d0ALrqLiIkzSiYjIyOpTqyW3x3eMR7+bt8xXobWxF0BpHvr8gS35KT4RETmU0ofUNiXolow6A5yeoK87eh7T1p3A7QKd7DFM0F2LSToRERkU6Aow7/A8k+2xEbGIrtsLSKws/+ISPmQozUPnPDgiInK0pJNJktutTtAtGdpexMnzz/MFHSYkK9d14fxz12OSTkREAAqH+Mn1IAzVqpUT9BI+ZJibh05ERORIcsVSYyNiLUvQdQJw9zrwc7JlyXn3OUC7lzn/nCQxSSciIsUEfVnYo1CnjpV+4cMxQJdpJXrIUFryhfPQiYjI0dZnr0f8gXjJfUOaDjF/gmPJwOZJQP4N88e6oDgcYH55Nfaeuxd+TEIWCw8Px6JFi1zdDCKyM6U5eGXUpfDwIenhfwgIKXGCrlQojvPQiZyPsZ58iaAX8NPdn2QT9MSoRPPLrAn5wLqXLEvQ+y8Dol53aoIu6PT4aE+2YoJ+OrEHE3Q3w550IiIfl1uQK7k9WBOMj8u0BnDadGfR+ucleNBQKhTHeehERORISiPIgP+Kpdbvp3wSS6q2Ay4Z2g4ABy+pMG7WD7L7SweokRjdDIEatRNbRZZgkq5ErwfuXHXIeVW38wB1AeBnppeoVAXzxxARlcDG7I0m20Y2H4mxYlmo08aZvsAOQ9wB4MYd6fXOWVGWnMpRsd4ajPVETmVJgm52HvqRVcCG15SPcVFyDgDfZJzHl9nyyTfnn7s3JulK7lwF5tWz+2n9AJS19OBJ2UDpMLOHde7cGc2aNQMAfPHFF/D398err76K+Ph4qFQqXLt2DePGjUNaWhry8/PRqVMnLF68GA0aNDCc49tvv8WMGTOQlZWFatWq4bXXXkNsbKz1F0hEHkOumvuLumCoN0kk6IBdEnQA+PbIeZNtLBRHTuegWG8Vxnoip1Ga4gXYKUGPPQ0Eh7kkOef6597B5R+dLF26FOHh4QgKCkL79u1x8OBBxeMXLVqERo0aoVSpUqhVqxYmTJiAu3fvOqm17u3zzz+HRqPBwYMH8f7772PhwoX45JNPAADDhw/H4cOHsWHDBqSnp0MURfTq1QtabWFPVkZGBp5++mk888wzOH78OGbNmoXp06dj5cqVLrwiInKktOw0RCRFmGxXiyJCNk2UflH/ZXZ56JCr5j6gDYe4eyvGe/tgrCcqGbll1oDCOeglStADQoDoj4AyVV2SoK/NOI/6075TTNDnD2zJBN0DuLQnPTk5GTExMVi+fDnat2+PRYsWoXv37jh9+jQqVzZd6mf16tV48803sWLFCnTs2BG//fYbhg8fDpVKhYULF7rgCtxLrVq18N5770GlUqFRo0Y4fvw43nvvPXTu3BkbNmzA3r170bFjRwDAl19+iVq1amH9+vUYOHAgFi5ciMcffxzTp08HADRs2BAnT57EvHnzMHz4cBdeFRE5gqAXkLA/QXLfJ6ERAP403dF3iV3WclUqFle2lH+Jz0/uh/HefhjriWwnt8zaiKYj8HrE6/JF4oqWV8tcDWybLn2Mi6q2FzFXvZ3D2z2LS79LCxcuxKhRozBixAg0bdoUy5cvR3BwMFasWCF5/L59+xAVFYXBgwcjPDwcTzzxBJ599lmzn8b7ig4dOkClUhm+joyMxJkzZ3Dy5EloNBq0b9/esK9ixYpo1KgRTp06BQA4deoUoqKijM4XFRWFM2fOQKfTOecCiMgpBL2ApZlLcUe4Y7Jv0K0CtP15vemLuiUAbYaW/L0VisWxmrv3Yry3H8Z6ItuknEnBzH0zJfe92uJV+QQ9czWQULFwWoxcgt53idOrthexpHr7uwNa4KVH6zHGehCX9aQXFBQgIyMDU6ZMMWzz8/ND165dkZ6eLvmajh07IikpCQcPHkS7du3w+++/Y/PmzRg6VP7BMT8/H/n5+Yavc3MLqxhrtVrD8K8iWq0WoihCr9dDr9cDQeWA2DMluEppoiji5s2bCAkJMQq0koLKFRa1sfC8+mLHFv27+P/vf7/ir1F6fdHr7j+mpERRdMh5PVXx+6HVaqFW+261zaLfz/t/T32Vve5H2u9pmLlf+iElOu8m4i5LF9DSth0F2OF7ceVWgeT2Of0fRL8WVSy6Pm/82fCma7mfu8V7Z8V6qxSL9ebioifG+uLtcOT5Xcnaa9Pr9R4T6z39b66gF7D69GosOrpIcv9TwU9B1ImS16fKTIJm03jl8/d+H2LzZ+wSI62Vmvk3ZqSdwu0C+Q/Z5vRrjOhWVT32+yfFU38mrWmvy5L0y5cvQ6fToUqVKkbbq1Spgl9/lZ5HMXjwYFy+fBkPP/wwRFGEIAh45ZVXMHXqVNn3mTt3LmbPnm2y/fvvv0dwcLDRNo1Gg6pVq+LmzZsoKCh6kAyw7sIsFRyIPEviU95Ni04nCAL2799veCgBgD179qBevXqoXbs2BEHAjh07DJ+wX716FadPn0Z4eDhyc3NRr1497Nmzx+j1O3fuRL169XDr1i0AhQHl7t27RsfYS15ent3P6cnu3r2LPXv2QBAEVzfF5bZt2+bqJriVktyPw/mHsf7Oesl9ffNuIl4mQT9SexT+3PK9ze9b3I6/VQCMH0j71dGh9MVj2LxZuoddjjf9bNy+fdvVTXAYd4v3To31lpKI9VJx0dNjvdK1eQtLr62goAB37tzxqFjviX9zMwsyseH2BhRA+gPi6FLRaBPQxuTaVKIOD1zaimZ/r1E8/9HaLyLn7/LA35vt1mZL6URg6kE1CvTSHX796ujQqZoI9aUT2Lz5hJNb5xye9jNpTaz3qOruu3btwpw5c/Dhhx+iffv2yMrKwrhx45CQkGCYX3W/KVOmICYmxvB1bm4uatWqhSeeeAKhoaFGx969exd//vknQkJCEBQU5LDrEEUReXl5KFOmjPmedAtpNBqcP38es2fPxksvvYQjR47g448/xrx589C6dWv07dsXMTExWLZsGcqUKYMpU6agRo0aeOaZZ+Dv74/Jkyejffv2WLx4MZ5++mmkp6fjk08+wZIlSwz3yc/PD0FBQSb3rSQccS88mSiKuHLlCoKCgvDoo4869OfQ3Wm1Wmzbtg3dunWDvz/nKZf0fqzPXo/1B9ZL7lOLIt6SSdCF3u+jeavn0NzqdzT1TcZ5pKafNNk+5dnHUbG05UmSN/5sODIh8kSOjPfOivW2UoqLnhrrLbk2T2fttd29exelSpXyiFjvqX9zBb2At9a+JZugz2g/A71r9za5NtXxr6H+bhJU2lvK5++zBM1aPINmdm+5eYJOj/d3ZKNAf1Zy/5z+D6J/i8oe+X2zhKf+TFoT612WpIeFhUGtVuPixYtG2y9evIiqVatKvmb69OkYOnQoRo4cCQBo3rw5bt26hZdeegnTpk2Dn8Qao4GBgQgMDDTZ7u/vb/JN1el0UKlU8PPzkzyXvRQNgyp6L3t5/vnncffuXXTo0AFqtRrjxo3DK6+8ApVKhZUrV2LcuHHo27cvCgoK8Oijj2Lz5s2Ge9O2bVt8/fXXmDFjBhITE1GtWjXEx8fjhRdeMHoPe7fZUffCUxW/H1I/o76I98GYLfcj5UwK4g/Ey+5PqhAFnJPoLei7BBo7zEMHCovFTV1vmqADQFiZUjbNk/Omnw1vuQ4p7hbvnRXrbWUuLnpirLf02jyZtdfm5+fncbHek9oKAF/98pVk7RXg3jJrRcOPDdcm5AMbRsuftFtCYQHVoHLQuKhA3NqM87K1XYDC+i7/F1HT9Nq8kKddmzVtdVmSHhAQgIiICGzfvh39+/cHUPgHbvv27Rg7dqzka27fvm3yh69oHk/RXCBf5u/vj0WLFmHZsmUm+8qXL49Vq1Ypvn7AgAEYMGCA7P5z586VtIlE5GRKhXJiI2IxNB9Qp0msh26nQnEAi8X5OsZ7+2KsJzJP0AuYd3ie5L7EqET0q9/PdEfmamD9q/In7bvEbnHRFpasf346sQcCNe5d44As49Lh7jExMRg2bBjatm2Ldu3aYdGiRbh16xZGjBgBoPDT4ho1amDu3LkAgD59+mDhwoVo3bq1Yfjb9OnT0adPH7cvukFE5GxKCXp8x3hE37oDpMk8kHRQ6Emw0oq90sPx3h3QAv8XwXXRfQHjPRE5k9xa6BlDMhCgNp1epcpMApQKxPVfZpclSG217uh5TFt3QrFA3PyBLZmgexGXJumDBg3Cv//+ixkzZuDChQto1aoVtmzZYiguk5OTY/RJelxcHFQqFeLi4vDXX3+hUqVK6NOnD9566y1XXQIRkVsym6A/0KdwSRkp/ZfZbRmZ5EM5kp/6T+3VGE8/VMsu70Huj/GeiJxFbi30SW0nSSbota/shubop/InjLsEaEyn0jhLvqDDhGTlwqpFQ9zJe7i8cNzYsWNlh7vt2rXL6GuNRoOZM2di5kzpB09fdv+9IiLflZqVqpygN4gG9i6WfnHfJXbrLUg+lCO7busLUXXt8h7kORjvS46xnkiZ0gfUg5vcF9t0Avz2L0HrHJkEPSAE6L3QZQm6oNNj5b5zSNx0SvaYqb0a44Woupw25oVcnqQTEZH9CHoBcXvjJPcZEvQjq4BtEhWy7TgPfW3GedkEnfPQiYjI3pQS9MSoRGj8iqU9x5KBjROglqvg3i2hcNqXi4rDWTq8nb3n3otJOhGRlxD0ApZmLpXcZ5Sgb3hN+gR2moeuVCiO89CJiMjezE3xMioUJ+QD616SP5kbFIgzl6CzQJz3Y5JOROQF0rLTkLA/QXK5mdiIWPMJuh3noSsViuM8dCIisieLpngV8YAK7gu3/SaboJcOUCMxuhkTdB/AJJ2IyMMJegFzD8yVXQ92SNMhygm6neehs1AcERE5g0VTvIqYS9BdXMHd3Prncb2bYHjHcE4X8xFM0omIPJigF5CTm4M8bZ7k/sSoRGgyVysn6E6Yh85CcUREZE8WTfEyHJyvmKBrJ/8F/1Ih9m6ixZQKrQIc3u6LmKQTEXmo1KxU2R4EoDBB73fzllMSdKV56CwUR0RE9qQU/wxTvIoo9KCLAaVxpNoQtHDhEmvmEnSuf+6bmKQTEXkgcwn6joE7UCmwvPxa6Haed6c0D52F4oiIyF6UisQB/03xAgCdAOz/UHo1EwB4OAbCI2/g/Jbv0cIB7TRH0OmxYu9ZySliRVjB3Xexa8NLdO7cGePHj3d1MwzcrT1E3qRAV6CYoJfxL4PyQeULH06k2DlB5zx0Iudwt9jqbu0h72cuQU+MSoRGBJC+tPBDarkEPSAE6DIN8HNNf+XajPOoP+072QR9aq/GyHqrJxN0H8aedAV6UY/r+dftf169Hnn5eRDuCvDzU/6cpFxgOfipnPNZSkFBAQICApzyXkRkm7Tf0zBzv/wDShn/MpjSfkrhPHQHr4UOcB46eT5HxXprMNYTmWdJgt7v1l3g7dqA3PrnQGGC3nth4Yomeq0DWqrM3PB2roRCAJN0Rdfzr6NTcieXtmH3oN2oEFRB8Zjhw4dj9+7d2L17N95//30AQFZWFubMmYMdO3bgwoULqF27NkaPHo1x48YZve769et46KGHsHTpUgQGBuLs2bPYt28fRo8ejV9//RXNmjVDXFwcoqOjcfToUbRq1QoAcOLECUyaNAk//vgjSpcujSeeeALvvfcewsLCJNtz9uxZhIeHO+QeEfmKw/mHsX7/esl9I5uPxNCmQxEaEArNz187fC10gPPQyTsw1jPWk/tTStBjI2IxpOmQwh50cwl6t4TCOGinJUetxQSdLMUk3Qu8//77+O2339CsWTPEx8cDAMqXL4+aNWvim2++QcWKFbFv3z689NJLqFatGp5++mnDa7dv347Q0FBs27YNAJCbm4s+ffqgV69eWL16Nf744w+ToWzXr1/HY489hpEjR+K9997DnTt3MHnyZDz99NPYsWOHZHsqVarknJtB5KXSfk/D+jvrJfcFa4IxptUYaPw0hXPw5CrY2nEtdIDz0ImcibGefJVSgm6o4q4TgJ1vKSfoLlxijfPPyVpM0r1A2bJlERAQgODgYFStWtWwffbs2YZ/161bF+np6fj666+NAnfp0qXxySefGIa+LV++HCqVCh9//DGCgoLQtGlT/PXXXxg1apThNUuWLEHr1q0xZ84cw7YVK1agVq1a+O2339CwYUPJ9hCRbQS9IDvEPVgTjLgOcYUJOqA8D92ODyech07kXIz15GsEvYCkk0lYkLFAcr8hQTe3/nn3OUC7l13We77u6HlMW3cCtwt0kvun9mqMF6LqcvQZGWGS7sWWLl2KFStWICcnB3fu3EFBQYFhCFuR5s2bG81NO336NFq0aIGgoCDDtnbt2hm95tixY9i5cydCQkzXk8zOzkbDhg3teyFEPi7pZJLkdsMQv6IE/cgqp8xDVxqux3noRM7FWE/eyNwKJoYE/cgq+eldABB3CXDh8mr5gg4TkqWnhQEc3k7ymKQrKBdYDrsH7bb7efV6PfLy8lCmTBmLCsfZYs2aNZg4cSIWLFiAyMhIlClTBvPmzcOBAweMjitdurTV57558yb69OmDd955x2RftWrVbGovEUlLOZMi2YsQGxGL4c2G39ug9KBix3noSoXiOA+dPJGjYr21bbAFYz15I7sl6P2XuTRBX5txXrZuC8AEnZQxSVfgp/IzW8jFFnq9HpoCDUKDQs0m6ZYKCAiATndvGM3evXvRsWNHjB597+E8Ozvb7HkaNWqEpKQk5OfnIzCw8A/boUOHjI5p06YNvv32W4SHh0Ojkf4Rur89RGQ9pXl4Fq8Da8d56EqF4jgPnTyVo2K9IzDWk7cT9IL9EnQXzT8HzBeI4/xzModdHl4iPDwcBw4cwLlz53D58mU0aNAAhw8fxtatW/Hbb79h+vTpJgFYyuDBg6HX6/HSSy/h1KlT2Lp1K+bPnw8AUKlUAIAxY8bg6tWrePbZZ3Ho0CFkZ2dj69atGDFihCFY398evV7vuIsn8kKpWamyCXpiVGLhEPfM1crrwNp5HrpSoTj2BhA5HmM9eTNBL2Bp5lLZ/YlRieYT9G4JwPQrLi0Q99GebMUE/XRiDyboZBaTdC8xceJEqNVqNG3aFJUqVUL37t3x1FNPYdCgQWjfvj2uXLli9Em7nNDQUKSlpSEzMxOtWrXCtGnTMGPGDAAwzF2rXr069u7dC51OhyeeeALNmzfH+PHjUa5cOcPIgPvbk5OT47iLJ/IyBboC2Z6EGe1noF/9fuYL5fRdYvd56CwUR+RajPXkrVKzUtH6i9b45PgnJvtGNh+Jo0OPFsY+pQS97xIg6nWXFYhbm3Ee9ad9J1vBvXSAGu8NaolAjdrJLSNPxOHuXqJhw4ZIT0832vbZZ5/hs88+M9o2d+5cw79Xrlwpea6OHTvi2LF7Q1q//PJL+Pv7o3bt2oZtDRo0QEpKilXtISLz0rLTMPWnqZL7oktFo3+9/srLrAF2T9CV5qGzUByR8zDWkzdSmtoFoHCJURHA3sXKI8fsGPesZW54Oyu4k7WYpJOJVatW4YEHHkCNGjVw7Ngxw7qopUqVcnXTiLyaoBcw98BcyX3jW49H2Nmwwi/kllkD7D4PT2keOgvFEXkuxnpyB+YS9LciZ0Nz4H/AVukPrwG4NEG3ZP1zTgkjWzBJJxMXLlzAjBkzcOHCBVSrVg0DBw7EW2+95epmEXm93IJc5GnzTLYHa4IxuNFgfH/2e6gyk6R7Eh6OAbpMs/swP6V56JxTR+S5GOvJ1cwl6Cur9UTEN2MB7S35k7gwQTe3/jnAAnFkOybpZOKNN97AG2+84epmENF/4jrEQeOnQe0ru6E5+qn0QQ5I0DkPnch7MdaTKykl6LERsRjScCA0c6orn8SFCbq59c85vJ1Kikk6EZGb2JC1wWTbjoE7UCmwPHT7PkDrHJkE3Y7LrBXhPHQiInIEpdVL4jvGI/rWHcBcgu7CJda4/jk5A5N0CaIouroJ5MP48+ebUs6kYEHGApPtpU5uALZOh1puuJ+dl1kDOA+dfAP/1pIr+erPn9LqJfEd4xGdl6e8/nn3OUC7l11awV0pQefwdrIXJunF+Pv7AwBu377NwinkMgUFBQDu/TyS95PrVVCLIkpvnS4/H89BQ/04D528GWM9uYOiWK9W+85yXKlZqcoJ+q07ygl63CVAE+ig1pmXL+gUE/TTiT24vBrZDZP0YtRqNcqVK4dLly4BAIKDg6FSqez+Pnq9HgUFBbh7965hrVFfxXtxjyiKuHnzJi5fvoxKlSr5VOD2ZUq9CkkVoqA6t0b6hQ5K0DkPnbyds2K9rbw5LvLa7h3777//Ijg4GBqNbzyKKyXosRGxiH6gD5BQUfrFASFA74UuS9AFnR4r951D4qZTkvtLB6iRGN2MCTrZlW/8ZbBC1apVAcAQvB1BFEXcuXMHpUqVcqsHA1fgvTAmiiKuXbuGBx980NVNISdQemj5vPLjaHbgM8l9jpqLp7TOK+ehkzdxRqy3lTfHRV7bPX5+fqhdu7bX3Qcpgl6QjXXBmmAMaToESJdZWrRbAtBhtNsObx/duR5iujXkNDCyOybp91GpVKhWrRoqV64MrVbrkPfQarXYs2cPHn30UZ8f0sx7YerMmTM+EbR9nVJl2+UVOqKNTIKunfwX/EuF2L09SoXiOA+dvI0zYr2tvDku8truCQgI8LrRBHKSTiZJbg/WBBeuXpK5Wnpp0W4JQNTrDm6dPKUProHCHnQm6OQoTNJlqNVqhw03VqvVEAQBQUFBXhekrMV7YczdHhbJMZQS9EG3ChB1VnqI+5Hao9DcAcP9lArFcR46eTNHxnpbeXNc5LX5HrmiqCObj8SYVmMKE3S5eegdRju4dfIsSdATo5sxQSeHYZJORORE5hL0uEsXJPcJvd/Hn3+XR3MHtGnlvnOS27mMDBER2Uop3plN0B2wtKilzCXocb2bYHjHcCbo5FBM0omInERpbdjlFTrK9qCj7xKIzZ8B/t5s9zYJOr1kMRwWiiMiIlspxbvEqETlBN0BS4taQtDpsWLvWcniqUBhXHwhqi6Tc3IKJulERE6gVDjn88qPy85BN1Rxd9BUCLnl1lgojoiIbGFuLfR+uTeUE3QHrFxiTsrRvzA55RfZ/RxZRs7Gj4KIiJxAqnCOWhSxulyk+QTdQdZmnJfsMYjr3YQ9BUREZLW07DREJEVI7kvoMBPRl/50uwQ9/aKKCTq5HfakExE5kKAXkHQyyaRwzpM3byH+ah78zyVLv9DBDytKxeKGdwx32PsSEZF3EvQCEvYnmGxXiyI+Co1Au69elH+xCxJ0QafHJz+dw5rf5YtHMkEnV2GSTkTkIGnZaUjYn4A7wh2j7f6iiLn/XpF/oRMeVuSGuXO5NSIissXqU6tN4l3fvJt46/JVAH/Kv9AFCfq6o+cxbd0J3C7QyR4zf2BLrm5CLsMknYjIAQp0BZj601ST7fceWGQ44WEl+VCO5DD3qb0a84GEiIisVqArwLzD84y2RefdRLxSvANckqDnCzpMSJYeSQawQBy5B/70ERHZWWpWquScvGhzCXr/ZQ5/WFmbcV52aRkWiyMiImtJxTyLEnQnxLz7rc04j0ZxW2T3vzugBV56tB4TdHI59qQTEdmR3LqwZh9Y4i4BmkAHtkx5HjqHuRMRkbVSs1JNKrmbjXfd5wDtXnb6Oujm1j/n8HZyJ0zSiYjsxKYEPSAE6L3Q4Qk6ID8P/d0BLfhgQkREVpFaWlQx3nVLADqMdnpybm79cwA4MbMrQko5Pg4TWYpJOhGRHdiUoDvxgUVpHjor1xIRkbVyC3IN/1aLIobk5mHi1evSB7toeTVzBeJKB6gRXbsAgRqOJCP3wiSdiKiEUrNSrU/QnfjAojTEj/PQiYjIFhuyNgBwj4KoUiwpEDe0XU18v1V+jjqRqzBJJyIqAanhfoD7JOhKheI4D52IiGyRmpWKBRkL3DJBF3R6rNx3DombTskeU7T+uVardWLLiCzHJJ2IyAaCXkBuQS6+OPmFyT53SdCVCsVxHjoREdlC0AuY+dM0hOn0bpegc/1z8hZM0omIrJSWnYa5B+YiT5tnss9dEnQAuHFHuoegqAeBiIjIWulbJmBPznmE6kX5g/ovA1oNdl6jUPjBtLkE/XRiDwRq1E5sFZFtmKQTEVlB0AtI2J+AO8Idk33ulKADwLdHzptsY6E4IiKylVBwC48cXCV/wMMxQJdpLqngvnDbb4oF4hKjmzFBJ4/BJJ2IyEKCXsDSzKUekaDLVXMf0IZD/IiIyHqqn9dAkzZW/oCAEJck6GszzstO7QKAuN5NMLxjOGuwkEdhkk5EZIG07DTZHvS+bpagKxWLK1vK36ltISIiz1fz8k5ojn4mf0BgWaDXPKcn6EqrlwAc3k6ei0k6EZEZSkPc/UVRvnCOi6rayvUosJo7ERFZ6+dtkxDxp3yCLkz4BZqQqm6XoM8f2JIJOnksPq0REZmRdDJJtgf9yLk/pV/konVhV+w9K7md1dyJiMhaGd+NR8RB6QT9lkqFjI4vQ1O2plsm6Ix55MnYk05EpCDlTAoWZCww2a44B71bgksSdLl56CwWR0RE1sr4bjwiDkgn6PMrlEP97gvQv9H/ObVNgk6PFXvPSsY6oDDevRBVl6PGyOMxSScikpGalYqZ+2aabFecgx4QAnQY7eCWmVKah/5CVF0nt4aIiDzZ0S0xsgn69LAKaNtjEfrV7+fUNpkrEMflRcmbMEknIpIg6AXE7Y0z2a5WmoMeEAL0XuiSpWc4D52IiOxBl7ESrfd/Krnvp4hnMbP3Emj8nBfnzPWeA0zQyfswSScikpB0Mslkm1oUkVy6JQCJeejdEgp70J2coAOch05ERHaSuRrqtHGSuw61G46He73v1OaY6z0HmKCTd3J598rSpUsRHh6OoKAgtG/fHgcPHlQ8/vr16xgzZgyqVauGwMBANGzYEJs3b3ZSa4nIF0jNQ3/y5i0c+vMiGv2y0fQF3RKAqNddkqBzHjp5CsZ7IjenE4D1r0ru+rrao2jVbb5Tm5N8KMdsgj5/YEvGOvJKLu1JT05ORkxMDJYvX4727dtj0aJF6N69O06fPo3KlSubHF9QUIBu3bqhcuXKWLt2LWrUqIE//vgD5cqVc37jicgrpZxJMZmHrhZFTL98Ff6iKP0iF8xBB5Sr23IeOrkTxnsi93di0xg0k9g+PawCWlcZ4dS2mKvezgJx5O1s+sneuXOnXd584cKFGDVqFEaMGIGmTZti+fLlCA4OxooVKySPX7FiBa5evYr169cjKioK4eHh6NSpE1q2bGmX9hCRb5MrFDckNw/Bcgl6/2Uu6UFXKhTHeehkL4z3RL5Bl7ESzY6sMdk+v0I5tO62AGqV89Ybt2R5tZcercc4R17NpifLHj16oGbNmhgxYgSGDRuGWrWsH2ZSUFCAjIwMTJkyxbDNz88PXbt2RXp6uuRrNmzYgMjISIwZMwapqamoVKkSBg8ejMmTJ0Otlv7jkZ+fj/z8fMPXubm5AACtVgutVmt1u+2h6H1d9f7uhPfCGO/HPc6+F3KF4qLzbmLi1evSr+mzBOKDAwEntLH4/VAqFDen/4Po16KKV/8MeePvibteC+O983njz3cRXpsb0gvwO7gc6u2zJHeHd30HPWr1wLZftznl2r7JOI+p609K7pvcvSGGR9aGRu1nt7Z47PfNArw292NNe1WiKNc9JO/y5cv44osv8Pnnn+OXX37BY489hhdffBH9+/dHQECARef4+++/UaNGDezbtw+RkZGG7W+88QZ2796NAwcOmLymcePGOHfuHJ577jmMHj0aWVlZGD16NF5//XXMnGna+wUAs2bNwuzZs022r169GsHBwRZeMRF5M52ow/a727Enf4/R9r55N2Uruae1/BR6P39nNM/Ejr9VSP3DNFF5tp4OHSpb/Sed3MDt27cxePBg3LhxA6Ghoa5ujgHjPZH3qnl1L1r+uRIafb7k/jXVOqNU1Rec1p70iyqs+V36QzjGN/IG1sR6m5L04o4cOYLPPvsMX331FQBg8ODBePHFF80OSbMlaDds2BB3797F2bNnDZ+kL1y4EPPmzcM///wj+T5Sn6zXqlULly9fdtmDkFarxbZt29CtWzf4+7vmId9d8F4Y4/24x1n3Iu33NMzcb/rQrxZFZJ6TqOKO/3rQWzzjsDZJKbofuWEPYnraaZP9k7s3xMiHw53aJlfxxt+T3NxchIWFuV2SXhzjvXN44893EV6bG9ELUM2rA40gnaBPD6uAqaNOQuOnccq1KfWgz+n/IAZG1HDI+3rc980KvDb3Y02sL/FEyjZt2qBq1aqoWLEi3n77baxYsQIffvghIiMjsXz5cjz44IOSrwsLC4NarcbFixeNtl+8eBFVq1aVfE21atXg7+9vNNStSZMmuHDhAgoKCiQ/1Q8MDERgYKDJdn9/f5d/U92hDe6C98IY78c9jrwXKWdSJBN0ABicmyf9or5LoGkz1CHtMefgJRW+TDdN0AFglA/Oz/Om3xNPuA7Ge+fy1HZbgtfmerqflkKtkKC37bEIpQJLGW131LUlH8qRTdCdtbyap3zfbMFrcx/WtNXmJzqtVou1a9eiV69eqFOnDrZu3YolS5bg4sWLyMrKQp06dTBw4EDZ1wcEBCAiIgLbt283bNPr9di+fbvRJ+3FRUVFISsrC3q93rDtt99+Q7Vq1SwedkdEBEhXcS+iFkW8ITUPvVsC4KIEXdDp8WW29DBAFoojR2K8J/IuuoyVUP8gHf+mhVVAm+4L0a9+P6e0RalIHNc/J19m01Pda6+9hmrVquHll19Gw4YNcfToUaSnp2PkyJEoXbo0wsPDMX/+fPz6q+navcXFxMTg448/xueff45Tp07h1Vdfxa1btzBiROEyD88//7xRoZlXX30VV69exbhx4/Dbb79h06ZNmDNnDsaMGWPLZRCRj5Kr4g4UJuhfl24l/UIXLbUGACvTcyS3vzugBf4voqaTW0O+gvGeyLtkbomFOm2c5L424bXQrsciRDeIdng7BJ0eH+3JZoJOJMOm4e4nT57EBx98gKeeekpyaBlQOLzN3NItgwYNwr///osZM2bgwoULaNWqFbZs2YIqVaoAAHJycuDnd+9zhFq1amHr1q2YMGECWrRogRo1amDcuHGYPHmyLZdBRD5Iroo7ACwNexSPZK6DSptmurP7HJcstQYU9jS8s/U3k+1TezXmQww5FOM9kfcQDq9Aq/2fSO6bFlYB+4ceQYDa8SNV1macl12hBGCCTgTYmKTPnDkTHTt2hEZj/HJBELBv3z48+uij0Gg06NSpk9lzjR07FmPHjpXct2vXLpNtkZGR2L9/vy3NJiIfJ+gFLM1cKrkvocNMPLr2dUB7S/rF7V52YMvkKa2H/kJUXSe3hnwN4z2Rdzi6JQat938quW96WAW067HIKQm6uTXQmaATFbJpuHuXLl1w9arpskQ3btxAly5dStwoIiJ7S81KResvWuOT46a9CLERseh/+W/5BL3/Mpf0oucLOtneBs5DJ2dgvCfyfIe3KifobXsscsocdCboRJaz6alTFEWoVCqT7VeuXEHp0qVL3CgiIntKzUqVHeIOAEPzAWybLr2z/zKg1WDHNEyB0nBAzkMnZ2G8J/Js639NRv90+QR9+qun3aIHff7AloxrRMVYlaQ/9dRTAACVSoXhw4cbzU/T6XT4+eef0bFjR/u2kIioBJTmoAPA51W7yxbRQdwlQCM9D9eRlBL0yd0bsqeBHI7xnsizCXoB6ZtfR//DX0ruT6xcFe26z3d4gi7o9Fix9yzmbJYuLjm1V2O8EFWXI8OI7mNVkl62bFkAhZ+slylTBqVK3Vs/MSAgAB06dMCoUaPs20IiohK4dvea7L63ImejzeoR0jv7L3NJgi7o9LIJeqCfiOGRtZ3cIvJFjPdEnis1KxUZW8Yj/rLpVBUAONS8H96MXgGNn2OncbFAHJHtrPrt/OyzzwAA4eHhmDhxIoe6EZFbkxvmPrL5SIxpNQaa9A+lX9h3iUuGuAPAyn3nJLeXDlAjunYBexvIKRjviTxTalYqDm4Zj7dkEnStJggP9V8BODhB5/xzopKxubo7EZG7EvQCkk4mYUHGAsn9Q5sOhSZztfQ89G4JQJuhDm6hNEGnR+KmUybbR3euh9c618X3W7e4oFXkyxjviTyHoBcw86dpyFRI0P37LHZoIVRzw9sBJuhElrD4t7RNmzbYvn07ypcvj9atW0sWkily5MgRuzSOiMhaadlpSNifgDvCHcn9ZfzLoOypTcCG16RP0GG0A1unbMXes5LbY7o1hKjXObk15KsY74k8T9ESo0Ny8yT3n2jzDJr1XurQBN3c8HaABeKILGXxb2q/fv0MhWP69+/vqPYQEdlM0AuKCXqwJhjT2k6EWmkeuguWWgMKhwZK9TzE9W4CjdoPWibp5CSM90SepWhqV3TeTcRfvW6yX9d1Npo9PN6hbTA3vJ0F4oisY/HTaPEhbxz+RkTuKOlkkmyCHhsRi6FatXyC7sJ56Gszzss+3AzvGO7cxpDPY7wn8gzFp3ZF592ULRSnjhzr0HZw/jmR/bmmy4iIyM5SzqTIzkFPjEpEv9wbwAaZBxUXzkPPF3SywwPnD2zJXgciIjJRvDCqUoLu6BFiXP+cyDEs/q0tX7684ry04q5elflDQUTkAClnUjBzn3SPX8aQDAQcXys/Bz0gxGXz0JXm7707oAUfbMglGO+J3Nf9hVEVE3QHjxBTStA5vJ2oZCxO0hctWuTAZhAR2UYpQU+MSkQA/ID1r0q/OCAE6L3QJfPQlRL0qb0ac2gguQzjPZF7ur8wqtkE3YEjxJQSdA5vJyo5i59Mhw0b5sh2EBFZxdwya/Ed49Gvfj9g72LpE3RLKOxBd0GCLuj0sgl66QA1Xoiq6+QWEd3DeE/kfgS9gLkH5uKOcAdqUcSQ3DxMlCgSB4AJOpEXsPjpNDc3F6GhoYZ/Kyk6jojIEYrPxZMS3zEe0Q2igSOr5NdCj3rdgS1UJrfUWukANRKjm3F4ILkU4z2R+8ktyEWeNg99827iLbnec8ChCbqg0+Oz9GzZNdCZoBPZj1Vz0v/55x9UrlwZ5cqVk5yvJooiVCoVdDouFUREjmFVgu6Ga6HLLbU2unM9xHRryASdXI7xnsi9CHoBX5z8Qnl4O+DQBP3gJRXGzfpBdj8TdCL7sjhJ37FjBypUqAAA2Llzp8MaREQkR9ALJU/QXbgWutJSa0zQyV0w3hO5j6J56D2u/euyBP2bjPP4Mlstu58JOpH9Wfyk2qlTJ8l/ExE5g6AXsDRzqez+xKjEwjnoSgm6C9dCV5qHzqXWyJ0w3hO5nqAXcO3uNUz9aar5HvT+yxwW25IP5WDq+pOy+5mgEzmGzd1J165dw6effopTp04BAJo2bYoRI0YYPn0nIrKX+yvaFjey+UiMaTUGGj8NkLlaOUF30VrogPw8dC61Ru6O8Z7IudKy0zD3wFzDHHTZBN3BBVC5BjqR69jUdbNnzx6Eh4dj8eLFuHbtGq5du4bFixejbt262LNnj73bSEQ+TNALsgk6gHsJuk6QX2rNxQm63Dx0LrVG7o7xnsi5imJenjYP/qIoXySu75LCAqguSNCn9mqMrLd6MkEnciCbfrPHjBmDQYMGYdmyZVCrC+eo6HQ6jB49GmPGjMHx4/KfuhERWUon6rDs52WyCXpiVGJhgg4A+z+UPokbJOhyDzpcao3cHeM9kfMUTeu6I9xRruLu4AruK/aeZQV3IhezKUnPysrC2rVrDQEbANRqNWJiYrBq1Sq7NY6IfJOgF5D0axIW3lgI3JA+xjAHHVBeas2FCbpSoTjOQydPwHhP5BzFVy5RTNAdGNfWHT2PaetO4HaB9KoNc/o/yASdyElsStLbtGmDU6dOoVGjRkbbT506hZYtW9qlYUTkewS9gNWnVmPe4XmKx2UMyUCAOqDwCzddak2pUBznoZOnYLwncryUMymYuW8mAECtNMQ9IMRhcS1f0GFCsnTMAoBn6+kwMKKGQ96biExZnKT//PPPhn+//vrrGDduHLKystChQwcAwP79+7F06VK8/fbb9m8lEXk9c+ufF0mMSrQsQXfhUmuAcqE49kSQO2O8J3Ke1KxUQ4IOAINz86QPDAgBei90SFxbm3Fe9kNloLAHvfRF+f1EZH8W/6a3atUKKpUKoigatr3xxhsmxw0ePBiDBg2yT+uIyOsJegFJJ5OwIGOB2WONhribq+TuoqXWABaKI8/GeE/kHIJeMPpw2l8U8cbV66YHPhwDdJnmkATdkgru/VpUwebNTNKJnMni3/azZ6V7hYiIbGVp7/mktpMwuMnge0XihHy3reSuNA+dheLIEzDeEzlH0skkw78V56G7KEE/ndgDgRo1tFqt3d+biJRZ/Btfp04dR7aDiHxM8Tl4cnoG9cTs/rNRKrDUvY3HkoF1L0m/wMUJutI8dBaKI0/BeE/keKlZqYYRZIoJevc5dk/QzVVwLx2gRmJ0MwRq1JL7icjxSvRbf/LkSeTk5KCgoMBoe9++fUvUKCLybuYS9NiIWAxqMAjfb/n+Xu85ULgW+sYJ0i9ycSV3QHkeOgvFkSdjvCeyn6Jh7mpRRHmdXrlQXLuX7fre5iq4T+3VGC9E1eWHykQuZlOS/vvvvyM6OhrHjx83mremUqkAFK6hSkQkxVyCXjTvXHJ43cH/AdpbptsdWPHWUpyHTt6I8Z7I/pJOJuHJm7cw5cpVhOpF6YMcUChO0OkVE3QWNiVyHzZ9TDZu3DjUrVsXly5dQnBwMH755Rfs2bMHbdu2xa5du+zcRCLyBoJewMoTK2UT9NiIWBwdevReYbj76QRg61TpfQ6qeGspzkMnb8V4T2RfKWdSsOjwfEy/rJCgPxwDTP4DaGm/woyCTo+F235jgk7kIWx6qk1PT8eOHTsQFhYGPz8/+Pn54eGHH8bcuXPx+uuv4+jRo/ZuJxF5MHMF4uI7xiO6QbTySfZ/KL097hKgCSxB60qG89DJmzHeE9lP0UiyYbl5CBYVetDtXCjO3BD3+QNbckoWkZux6elRp9OhTJkyAICwsDD8/fffAAqLzZw+fdp+rSMij2eXBP3IKmDbdNPt3ee4PEFfuO03yX2ch07egPGeyD6KEvTovJuYKLXMGgAElrX7yLB8QYcJycdkE/TTiT0Yq4jckE1/BZo1a4Zjx46hbt26aN++Pd59910EBATgo48+wgMPPGDvNhKRh7p/Ddj7WZKgqzKTgE3jpXfauaCONdZmnJftQec8dPIWjPdEJZealWpI0OPlisTFngaCw+yWoAs6PVbuO4fETadkj5k/sCUruBO5KZv+EsTFxeHWrcLiTfHx8XjyySfxyCOPoGLFikhOTrZrA4nIc127e012X1GBOCW1r+yG5uin0jv7L3PZPHSlBB3gPHTyHoz3RCVT9GG1YoLefxlQpqrd3tPc8HaAQ9yJ3J1NT7jdu3c3/Lt+/fr49ddfcfXqVZQvX95Q8ZWIfFtadhqm/mRa6G1k85EY02qM8dJqElSZSWidI5Og910CtBpsj2ZaTWkOOsB56ORdGO+JSibpZJJygm7neGaugjtQOMSdPehE7q3E3VB//vknAKBWLQ7tJKJCgl5Awv4EyX1Dmw41m6AjczU0ckPc+y5x6XrocmuhA+yZIO/GeE9kOUEvIOlkEs7smi2/DroD4tmKvWdlE/TSAWokRjdjgk7kAWzq7hEEAdOnT0fZsmURHh6O8PBwlC1bFnFxcdJrGxORzxD0ApZmLsUd4Y7JvjL+ZRAaEGrmBPnA+lel97k4QZdbC31053rIeqsnE3TyOoz3RNZLzUpF6y9aY9Hh+U5N0OViFADE9W6CYzOfQHRrxikiT2BTT/prr72GlJQUvPvuu4iMjARQuEzLrFmzcOXKFSxbtsyujSQi9yfoBaw+tRrzDs+TPWZK+ynKveiZq906QZdbCz2mW0MOcSevxHhPZJ2039Mwc/9MAMCQ3DzpgxyUoMvFKA5vJ/I8NiXpq1evxpo1a9CzZ0/DthYtWqBWrVp49tlnGbSJfExadhoS9idI9p4XyRiSgQB1gPxJjqwCNrwmva9bgtsm6JyDTt6M8Z7IcjpRZ0jQZZdas3M8E3R6rNh7VrYHnRXciTyTTUl6YGAgwsPDTbbXrVsXAQEKD+FE5HUEvYC5B+YqJuiJUYk2J+hiQGmoOowuaTNtppSgcy108naM90SWS89PBwDlQnF2jGfmqrgzRhF5Lpu6f8aOHYuEhATk5+cbtuXn5+Ott97C2LFj7dY4InJvgl5ATm4O8rQyQ/pgwVJrCgm64BcEXY95Ll1qTSlB51ro5O0Y74kssz57Pbbc3WJ+qTU7xbN8QYcJyccUE3TGKCLPZfFfiqeeesro6x9++AE1a9ZEy5YtAQDHjh1DQUEBHn/8cfu2kIjcUmpWKuL2xsnun9R2EgY3Gaw8B10hQdc9Pgubr9RBz+Z9StpUmygttcaHH/JmjPdE1knNSkX8gXinLbW2NuO84lKgjFFEns/iJL1s2bJGXw8YMMDoay7JQuQ7Us6kYOa+mbL7dwzcgUrBlZRPojQHve8S6Js/A3Hz5hK0smTkllrjww95O8Z7IssJegFxe+PMJ+h2moeuNAUL4FKgRN7C4iT9s88+c2Q7iMhDmEvQy/iXQfmg8vIn0AnA/g+BbdOl9xc9zLhweSe5ZWym9mrMBJ28HuM9keWSTiahr5sk6KziTuQ9SjQx5t9//8Xp06cBAI0aNUKlSmZ6zojIo6VmpZpN0BWXWTuWDGycAGhvSe938TJrgPJD0AtRdZ3cGiL3wHhPZCrlTAoWHZ6PTBcn6KUD1EiMbsYEnciL2JSk37p1C6+99hpWrVoFvV4PAFCr1Xj++efxwQcfIDg42K6NJCLXKxrSJyU2IhZ96/dFaECofIKuEzw6QedSa+SLGO+JpBV9aD3MCWuhK8Wmqb0a44WouoxPRF7Gpt/omJgY7N69G2lpabh+/TquX7+O1NRU7N69G7GxsfZuIxG5mKAXsDRzqeS++I7xGN5sOCoEVVAuErf/Q49N0LmMDfkqxnsiU8XnoTtyLXRBp8dHe7IVY9NLj9Zjgk7khWzqSf/222+xdu1adO7c2bCtV69eKFWqFJ5++mksW7bMXu0jIhdTquIeGxGL6AbR5k9yZJX8HPT+y+xW8dZW5hJ0zkMnX8V4T2Qq6WSSw9dCZwV3It9mU5J++/ZtVKlSxWR75cqVcfv27RI3iojcg7ll1oY0HWL+JEpV3OMuAZpAG1tnH1wLnUge4z3RPYJeQNLJJPy+a7Zsgi70WQJNCddCN1cgjrGJyPvZND4mMjISM2fOxN27dw3b7ty5g9mzZyMyMtJujSMi1ynQFSgm6IlRicrD2wHlBL3/Mpcn6FwLnUgZ4z1RobTsNDyyOhKXd8yUTdCP1n4RYotnSvQ+TNCJCLCxJ33RokXo0aMHatasiZYtWwIAjh07hqCgIGzdutWuDSQi50vLTsPUn6bK7k+MSkS/+v2UT2JmHXRXD3EHuBY6kTmM90SFPehHtk3G9ot/I1gUpY/p/T5y/i6PZra+h06PFXvPSi7/WYRroBP5DpuS9ObNm+PMmTP48ssv8euvhX9Mnn32WTz33HMoVaqUXRtIRM4l6AUk7E+Q3Dey+UiMaTWmZD3oblAkDuBa6ESWYLwnAnLvXsUkhQQdfZdAbP4M8Pdmm86/7uh5TFt3ArcLdJL7WcGdyPdYnaRrtVo0btwYGzduxKhRoxzRJiJykaIq7neEOyb7gjXBXpOgK81D51roRIUY74kKZX83EQ8pJOhoMxTQam06d76gw4RkFogjImNWfyTn7+9vNDfNHpYuXYrw8HAEBQWhffv2OHjwoEWvW7NmDVQqFfr372/X9hD5otSsVLT+ojU+Of6J5P64DnFekaDnCzrZeehcC53oHnvHe8Z68kQZ343HQ8dTpXf2X1aiuLY24zwaxW2R3c8Ench32fQ0OmbMGLzzzjsQBKHEDUhOTkZMTAxmzpyJI0eOoGXLlujevTsuXbqk+Lpz585h4sSJeOSRR0rcBiJfZ66Ke8aQDPSp10f+BDoB2LvY7RN0pQciroVOZMpe8Z6xnjzR0S0xiDjwmeQ+YerfJaqtknwoR3GJtfkDWzJBJ/JhNs1JP3ToELZv347vv/8ezZs3R+nSpY32p6SkWHyuhQsXYtSoURgxYgQAYPny5di0aRNWrFiBN998U/I1Op0Ozz33HGbPno0ff/wR169ft+UyiAiFQ9zNVXEPUAfInyBzNbD+Vfn9bpKgK1XM5Tx0Imn2iveM9eRRdAJ06UvQev+nkruPRI5Cm4DSkvssYa6C++nEHgjUqG0+PxF5PpuS9HLlymHAgAElfvOCggJkZGRgypQphm1+fn7o2rUr0tPTZV8XHx+PypUr48UXX8SPP/6o+B75+fnIz883fJ2bmwugcK6d1sb5QyVV9L6uen93wnthzNn3Q9ALWPbzMtn9szvMRq86vWTbo8pMgmbTePnz936/sJiODddjz3uRcvQvTE75RXJf6QA1hrar6fY/g/xduccb74W7Xos94r0zYj3gnvHeFt74813EE65NdfxrqL+bCLX2tuT+Q+2Go9Vjc02uwdJr+ybjPKauPym5r3SAGrP7NIGfqIdWq7eh9Y7hCd83W/HaPJOnXps17bUqSdfr9Zg3bx5+++03FBQU4LHHHsOsWbNsrvB6+fJl6HQ6VKlSxWh7lSpVDFVk7/fTTz/h008/RWZmpkXvMXfuXMyePdtk+/fff4/g4GCr22xP27Ztc+n7uxPeC2POuB+ZBZnYcHsDClBgsu/RwEfxeNDjUP+qxuZfpavV1r6yG61zpHsZgML1YnP+Lm9ztdsiJb0Xgh6YfED6T12gn4jo2gX4fqv8nEB3w9+Ve7zpXty+LZ0QuIo9470zYj3g3vHeFt70830/d702P70WfY6Nlt3/dbVHEah9DH9vlo9rctemE4Hd/6iQ+od0D3m/Ojp0qiZA/XcmNv+daVW7ncVdv2/2wGvzTJ52bdbEequS9LfeeguzZs1C165dUapUKSxevBj//vsvVqxYYXUjbZGXl4ehQ4fi448/RlhYmEWvmTJlCmJiYgxf5+bmolatWnjiiScQGhrqqKYq0mq12LZtG7p16wZ/f3+XtMFd8F4Yc8b9EPQCruVfQ9w6+SHu86PnKxaJU2UmQXNUPkEX+ixBsxbP2LxeLGCfe6HUgz65e0MMj6ztMYXi+Ltyjzfei6JeX3fhynhvS6wH3DPe28Ibf76LuPO1qX5eA03aWNn908MqYOrwr2Vjo9K1KcUiAJjT/0EMjKhhW8OdwJ2/byXFa/NMnnpt1sR6q5L0VatW4cMPP8TLL78MAPjhhx/Qu3dvfPLJJ/Dzs/5BNywsDGq1GhcvXjTafvHiRVStWtXk+OzsbJw7dw59+twrYKXXFw4H0mg0OH36NOrVq2f0msDAQAQGBpqcy9/f3+XfVHdog7vgvTDmqPthrkAcUDgHvVSgQm/ZkVWA3BD3bglAh9HQqG2aSSPJ1nuxNuO87EPR1F6N8dKj9ST3uTv+rtzjTffC3a7DnvHeGbEecO94bwtPbbcl3O7ajqwC0mQKnwKYFlYB7XosUo6N/7n/2pIP5Sgm6J5Uwd3tvm92xGvzTJ52bda01apIm5OTg169ehm+7tq1K1QqFf7++29rTmMQEBCAiIgIbN++3bBNr9dj+/btiIyMNDm+cePGOH78ODIzMw3/9e3bF126dEFmZiZq1fKMP3JEziboBaw8sdKiBL1f/X7yB2SuVq7gHvU6YMcE3VaCTi9bNbd0gJproROZYc94z1hPbk1p6VAAbcJroV2PRcqxUYa5AnGelKATkXNZ9TQtCAKCgoKMtvn7+5do0n5MTAyGDRuGtm3bol27dli0aBFu3bplqAD7/PPPo0aNGpg7dy6CgoLQrJnxANpy5coBgMl2IipkSe85ULjMmmIVd50gX8XdTSq4F1mx96zk9tIBaiRGN/OYIe5ErmLveM9YT25JIUG/pVIhMawCtj69E5WCK1l9anMJ+vyBLbnsJxHJsipJF0URw4cPNxpOdvfuXbzyyitGy7JYswTboEGD8O+//2LGjBm4cOECWrVqhS1bthgKzOTk5Ng0lJ6ILEvQy/iXwZT2U5QTdADY/6H0djdL0JMP5WDOZtNiVKM710NMt4ZM0IksYO94z1hPbkchQZ9foRySQstAp1IhIai81ac2t+TnC1F1GYuISJFVSfqwYcNMtg0ZMqTEjRg7dizGjpUu1rFr1y7F165cubLE70/kjcytfx4bEYu+9fsiNCBUsUgcgMKHmW3TTbd3S3C7BF3uwYgJOpHlHBHvGevJbShM3ZoeVgHry4QAKJwCZjY+FqMTgU9+Ood3tv4muZ/D24nIUlYl6Z999pmj2kFEdrb61GrZfWbnnhenNF+vg/xSNc6mlKDPH9iSCTqRFRjvyWspTN0qnqDHd4y3ah56ytG/MHm/BgATdCIqOddXeCIiuxP0AuYdnmeyfWTzkRjTaozlPQNKheL6L3OLInGAcoL+7oAWnPdHRESFbl+W3Hx/D7o1Cbo3VXAnIvfgHk/YRGRXcr3oViXo5grFtRpsY+vsy1yCzgcjIiICUPjBs0Rcm1+hnCFBN1tE9T6s4E5EjsAkncjLyPWiT2o7yaq5dZ5QKI4JOhERWUQmQQeADSGFxRAToxLtmqCzgjsR2YpJOpEXEfQClmYuldw3uIkVPd8eUCiOCToREVlEYWRYrp8KuX5+Vg1xF3R6rNh7VnIlEYAV3Imo5JikE3kJpeXWrOpFV5qH7iaF4pigExGRxWRGht1SqTC3YgVss2It9LUZ5zHxm2Oy++f0fxCDO4Tb0koiIgN+xEfkBVLOpCgut2ZxL7rSPHQ3KRS3NuM8E3QiIjJPJ0D30yLJkWEflw1FVJ2a2F2+KspbuBZ68qEcxQT92Xo6DIyoYWtriYgMXP/ETUQlkpqVipn7Zsrut2qdV6V56G5QKE7Q6WUfkJigExGRwX9z0NUyu5eWL4tA/9KY0n6K2Rhpbng7UNiDXvqifAJPRGQNJulEHkzQC4o96Favh+7m89BX7D0ruZ0JOhERGRxZJT9tC8C0sAoY0WKURSuemBveDhQWiOvXogo2b2aSTkT2wSSdyIPlFuRKbo+NiMWQpkO8bh66VC/G1F6NmaATEVHhlK39H0p/4Pyf6WEV8EP5ythrQYJurnp78QJxWq3W5mYTEd2PSTqRB9uQtcFkW2xELIY3G275SYR8t5+HrvSg9EJUXSe3hoiI3IpOAA7+D9g6VfGwaWEVsLNCNcSZGeJuyfB2juAiIkdy/dM3Edkk5UwKFmQsMNnet35fy0+isG6su8xD/ybjPKauPym5b/7AllzihojIlx1LBjZOALS3ZA+ZX6EcAjqOQ2yz4ZgdEKqYoFs6vJ3rnxORIzFJJ/JAKWdSZIvFhQaEWnYSpTl7bjIPPf2iCmvSpRP0dwe04EMSEZEv0wlmE/TpYRWwvkwIjrZ53a7D24mIHIlJOpGHUUrQLa7krpSgB4S4xTz0bzLOY83v0nV5OcyQiMjH6QRg51uKCfq0sArYUCbEbGzk8HYicjdM0ok8iFKCHt8x3rJK7uYS9N4LXT4PPflQjuwQdz4oERH5OKWpWgDerVAOq0PLQKdSmY2N646ex7R1J3C7QCd7DIe3E5GzMUkn8hBK66HHd4xHdINo8ycxN8S9w2iXJujmejOYoBMR+TgzCXqb8FrQqlQACgupKsXGfEGHCcny8885vJ2IXIVJOpGbE/QCrt29JrseusUJutIya32XuHwOurneDCboREQ+TicoJujTwioYEnQAGNJ0iOyx5grEMeYQkSsxSSdyY6lZqbLJOWBFgq70YOMGCbqg0zNBJyIiZfs/lN1VNP+8iNI8dHMJOoe3E5GrMUknclPmEnRzw/gMiorrSHGDBB0AVuw9K5ugz+n/IBN0IiJfd2QVsG26yeaPy4Ziafmy0BXrQVeah54v6BQT9NOJPRCokS5aSkTkLEzSidyQoBcUE/RgTbDiMD4DpfVj3WSZteRDObJz0J+rp8PAiBpObhEREbkVhXoqUgm63AfYSj3opQPUSIxuxgSdiNwCk3QiN7T69GrZfWX8y2BK+ynml1ozt36sGyyzprQm7YmZXbH9+y1ObhEREbkVhQR9WlgFixN0pXgzunM9xHRryAJxROQ2mKQTuZnD+Yex/uh6k+0jm4/E0KZDERoQatla6Ps/lE/Q+y9zi2XW5B6Y5g9siUANH5aIiHyaQoI+/b456HIJurlVQ0oHqJmgE5HbYZJO5EbSfk/D+jvrJfeNaTXGsuQckJ27B6AwQW812LYG2oEly6z9X0RNaLVaJ7eMiIjchpkEfb0FCbq5AnFFQ9yZoBORu2GSTuQmCnQFmLlfeh10pSq1JpTWQo+7BGgCbWxhyXGZNSIiMssOCbrSaC2Aa6ATkXvjXyYiN5CalYqIpAjJfUpVao3oBGDvYvkEvf8ylyboXGaNiIjMsiJBl1vlxFyC/u6AFnjp0XpM0InIbbEnncjFUs6kYOY+6R50i5dZy1wtvw46ULjUmguHuAPKy6wxQSciImsSdACSq5yYS9C5BjoReQIm6UQulJqVKpugW7TMmk4oLBAnN/8ccIu10JWWWeMDExERIXO1VQn6/dPAzNU74fB2IvIkTNKJXERpLfRgTTDiOsQpz0M313sOuE2CLtercTqxB9ekJSLydTpBNp5JJeixEbFG08DMFYjjaC0i8jRM0olcQNALWJq5VHJfj6AeiO8fj1KBpeRPoFQcroiLq7gDliyzxgSdiMjn7f9QcrNUgn7/KDNL5p8zQSciT8MkncjJUrNSZXvQx7cej7CzYco96OYS9G4JQIfRbr0OetEya0RE5ONklgydX6GcZIJeNMrM3PB2gAk6EXkuJulETqRUJA4ABjcajO/Pfi9/AnMJuhv0ngPmE3Q+NBERkdI89KTQMkZfj2w+EmNajYHGT2N2eDvAeidE5NmYpBM5ibkE3exa6AoPM+7Sew4wQSciIgsozEOfFlYBOpXK8HWwJtiQoHP9cyLyBa5/oifyAZYk6P3q94NWq5U+QMiXLxLnBsXhAPOVdZmgExGRwe3Lkpunh1XAhmLD3IsPcef8cyLyFUzSiRxI0AtIOpmEBRkLJPfHRsRiSNMh8j3oOgE4+D9g61Tp/W6SoK87eh7T1p3gOuhERGSW6uc1QNpYk+33z0MvHiO5/jkR+RIm6UQOkpadhoT9Cbgj3JHcH98xHtENouVPYG6JtW4JbpGg5ws6TEjm0jdERGRerSs/QnP0Y8l9G0JKG/5dPEYqJegc3k5E3ohJOpEDCHqhRAm6KjMJ2DRe/g0CQgrnoLsY16YlIiKL6QW0yZFO0HP9VMj1K0y0YyNiLUrQGWOIyFsxSSdygKSTSTYn6LWv7Ibm6KfyJw8IAXovdHmROA49JCIia/gdXC65/ZZKhbkV7xWLK1oHnQk6EfkqJulEdpZyJkV2DnpRgThJOgF++5egdY5Cgt59DtDuZZcm6JasTXs6sQcCNWontoqIiNzakVVQb59lsvnjsqFYWr6sIUFPjEoERD98tCebhUiJyGcxSSeyI6Uq7hlDMhCgDpB+4X/zz2XTWjdZYs1cgbjSAWokRjdjgk5ERPccWSW7hGjxBD02IhbaGxGoP+072VMxQSciX8AknaiEBL2A3IJcbMjaoNiDLpugKzy8AHCbCu7mCsSxeA8REZnIXC0b4+5fD12f2x4TN7DOCRERk3SiEkjLTsPcA3ORp82TPSa+Y7z0EHedAOz/ENg2Xf4N3CRBZ4E4IiKymk6QXaXk/vXQC663RfyG32VPxThDRL6ESTqRjcxVcAcUisSZW14NAPovA1oNLmErS44F4oiIyCb7P5TcPD2sgtF66AXX2yL/n/+TPQ3jDBH5GibpRDZSquAOKCToZoa3n6j+DBoNWwT/wFL2aGaJmEvQWSCOiIgkHVklOVJsfoVyFifonEZFRL6KSTqRDZQquAMyVdwtGN4u9H4f2X+XRyM/1/9qKiXoLBBHRESyFD6MTgotY/i39nob2QSdw9uJyJe5PhMg8iCCXkDSySTZBH3HwB0oH1QemvuT7GPJwMYJgPaW/Mn7L4P44EDg7812bLFtlBJ09mwQEZEshQS9eKE4Ua/G3X+eljyOCToR+Tom6UQWEPQCVp9ajXmH58kekxiViErBlSRenA+se0n+5MWXV9Nq7dDaklmbcV42QeeDExERyVJI0IsXitNeb8MEnYhIAZN0IjNSs1IRtzdO8RjZCu7mCsS5SfX2IvmCTraKOx+ciIhIlpkEvWgeurk56IwzREQAx6sSKUg5k2JRgi5bIE4pQe+/zK0S9LUZ59EobovkPiboREQkyw4JeukANV6IquuwJhIReRL2pBPJSM1Kxcx9MxWPsbVAHOIuAZpAO7TSPszNQWeCTkREkixI0EXRD9qrUci/1FvyuKJipKx1QkRUiEk6kQRBLyj2oE9qOwmDmww2LRBnbnh7QAjQe6HHJOjs2SAiIlmZq80m6NobrXD3n2hAlI57LEZKRGSKSTpRMYJeQG5BLr44+YXk/tiIWAxpOsQ0OQfMrn9uVCDOTViyzBofnIiIyIROkP1QOqFyVawvHVBYwf3vZ2RPwalURETS3CdbIHKRosR8Y/ZGxertsRGxGN5suOkOS4a3u1mBOEGnx4q9ZzFn86+S+9mzQUREig7+T3Lztlb98fWNI4oV3AEm6EREStziCXzp0qUIDw9HUFAQ2rdvj4MHD8oe+/HHH+ORRx5B+fLlUb58eXTt2lXxeCIlqVmpaP1Fa3RK7qSYoAPAkKZDTDceSwberq2coLtRgThBp8cnP/6O+tO+k03Q3x3QAi89Wo8JOhHZFWO9FxHyga1TTTa/H1YJMTeOoOB6W8UE/Z2nHmSCTkSkwOVP4cnJyYiJicHMmTNx5MgRtGzZEt27d8elS5ckj9+1axeeffZZ7Ny5E+np6ahVqxaeeOIJ/PXXX05uOXk6Syq3F0mMSjQd4l60/rn2lvSLuiUA068ArQaXsKX2se7oebSY/T0SN52SPYY9G0TkCIz1XiRzNZBYWXLXitLBKLjyiGwFdwBY0F7AU61rOKp1REReweVJ+sKFCzFq1CiMGDECTZs2xfLlyxEcHIwVK1ZIHv/ll19i9OjRaNWqFRo3boxPPvkEer0e27dvd3LLyVMJegErT6w0W7m9iGQFd4WHFACFw9ujXneb+ef5gg4Tko/hdoFO9hgm6ETkKIz1XkKhOOoLQd1x4/RcxQru8wc0g8blT55ERO7PpRlEQUEBMjIyMGXKFMM2Pz8/dO3aFenp6Rad4/bt29BqtahQoYLk/vz8fOTn5xu+zs3NBQBotVpotdoStN52Re/rqvd3J868F4JewJrf1mDhkYVmj41pE4Pe4b1RJqAMNH4ao/apMpOg2TRe/n36LIHY/BnAhmtyxP1IOfoXJqf8onjMO089iOhWVd3qZ5K/J8Z4P+7xxnvhTddyP2fEesA9470t3PbnW8iHv0yCvkrXGTuuD5N96eTuDTE8sjZEvQ7b/nbDa7MDt/2+2QGvzTPx2tyPNe1ViaIoOrAtiv7++2/UqFED+/btQ2RkpGH7G2+8gd27d+PAgQNmzzF69Ghs3boVv/zyC4KCgkz2z5o1C7NnzzbZvnr1agQHB5fsAshjHCk4gpTbKYrH9AjqgdYBrRGkCoJapTbZrxJ1eODSVjT7e43sOdJafgq9n3+J22sv6RdVWPO76bUU6V9Hh0eriVCrnNgoIjJx+/ZtDB48GDdu3EBoaKirm2NXzoj1AOO9I9W68iPa5Hxssl0Q/bBc1xPzhedkX/tsPR06VHbZoyYRkduwJta7x1hcG7399ttYs2YNdu3aJRu0p0yZgpiYGMPXubm5hrltrnoQ0mq12LZtG7p16wZ/f/dJ6FzBkfdC0AvIK8hD2tk0pBxVTtBntJ+B/vX6y+5X/bwGmrSxsvvFgNLQ9ZiHHs37yR5jCXvdD0Gnx8r0HKxJ/032mBMzuyLQjccd8vfEGO/HPd54L4p6fcmUJbEecM94bwt3+/lWZSZBc9Q0QV+ni8IbwovQivLfk3eeetBo/rm7XZs98do8E6/NM3nqtVkT612apIeFhUGtVuPixYtG2y9evIiqVasqvnb+/Pl4++238cMPP6BFixayxwUGBiIwMNBku7+/v8u/qe7QBndh73uRmpVqVVE4kznnxR1ZBaQpr3+u6jAaGjvOPy/J/VibcR4Tvzkmu79o/fOQUqa/F+6IvyfGeD/u8aZ74S3XIcUZsR5w73hvC5e3W2F50XxRgwnaMbIvNbeMp8uvzYF4bZ6J1+aZPO3arGmrS7vRAgICEBERYVQIpqgwTPEhcfd79913kZCQgC1btqBt27bOaCp5EEsT9EltJ+Ho0KPmE/QNCgm6mxSIE3R6XLmZj4/2ZCsm6FN7NcaxmU8gunVNJ7aOiHwZY70HylwNJFSUTNDX6h5Bo/xVsi/lMp5ERCXn8uHuMTExGDZsGNq2bYt27dph0aJFuHXrFkaMGAEAeP7551GjRg3MnTsXAPDOO+9gxowZWL16NcLDw3HhwgUAQEhICEJCQlx2HeQeCnQFZhP02IhYDGk6xHRJtfuZS9D7L3OL5dXM9ZwXYfV2InIVxnoPolDBPVnojMnCS7IvnT+wJf4vgh8CExGVlMuT9EGDBuHff//FjBkzcOHCBbRq1QpbtmxBlSpVAAA5OTnw87v3aeyyZctQUFCA//s/4zU4Z86ciVmzZjmz6eRmLOlBNzu0HVAc4gegcP3zDqPdovd8xd6zmLP5V7PH8sGJiFyJsd5DCPmSCbog+mGFrifmKBSIO53YA4Ea+UKlRERkOZcn6QAwduxYjB0rXZRr165dRl+fO3fO8Q0ijyLoBSSdTMKCjAWS+0c2H4mhTYciNCDUfO+5Qg8CgMLh7W2GlqC19mFp77m5eYFERM7CWO/mZOLfWt0jmKiVj4tFdU6YoBMR2Y9bJOlEtjLXex6sCcaYVmPMJ+eAZfPPXZygs/eciIjsTib+mRve/mbPhhj5MOefExHZG5N08liWJOhxHeK8JkFfd/Q8pq07gdsFOtljpvZqjAFtaqJsKX8+NBERkXkS8c+S4e39I2/ilU4NHN06IiKfxCSdPJK5AnEWF4czN/8ccIsCcfmCDhOSlYe3s+eciIgsJhP/zA1vB4Cgal9jfp9PHdk6IiKfxiSdPIqgF7D61GrMOzxP9hiLisMBwLFkYOMEQHtLer8bFIgTdHqs3HcOiZtOyR7DeedERGQxnQAc/B+wdarJLnPD2wMrb4J/hb146+F4y0apERGRTfgXljxGWnYaEvYn4I5wR3L/yOYjLZ9/rhOUE3QXD28XdHp8vv93xeQcYO85ERFZoQTLqwVVWwv/cocR3zHesg/CiYjIZkzSySMIekExQbeqQJxOAHa+5bYJ+sFLKoyb9YPZ47jcDRERWUwmQbdk/nlQta/hX+4I4jvGI7pBtCNbSUREYJJOHiLpZJJigm5xgThzS6y5eP75Nxnn8WW2cuLN5W6IiMgqMuufm5t/XjS8XaXSWz6VjIiISoxJOrm9lDMpsmugT2o7CYObDLZPgbi4S4AmsAQttZ2lS6vF9W6C4R3DOf+ciIgsI/PhtCXD2998vBP61k9EaEAo56ATETkR/+KSW0s5k4KZ+2ZK7ssYkoEAdYDyCRQK5Bjpv8xlCfrajPOY+I1y5XYm50REZLUSJujDmw13YOOIiEgOk3RyS4JeQNLJJNke9MSoROUE3dLkHHDZEHdLes9ZuZ2IiGyiE0wSdGvmnw9p+rGjW0hERDKYpJPbEPQCcgtysTF7o+ISa2Yry5qbd17EhUusWdJ7/u6AFnj6oVpOahEREXmNogKpxazTRWGa9kXcRpDkS+6ff87h7URErsO/wORyOlGHpF+TsPDIQrPHKlaWtWTeeRE37j0HgHeeepAJOhERWe9YsskSo/miBhO0Y2RfUrS8GmDBB+FERORwTNLJpdJ+T8PMGzOBI+aPVUzQJR5KJHWfA7R72W17zyd3b4gqN06iT+saTmoVERF5DSEfWGc819xcBff7E3QusUZE5HpM0sllUs6kYOZ+6aJw95Nd+kUnALcvmzyUmHBRci7o9LhxR4tvj5w323s+f2BL9GtRBZs3n3RS64iIyGtITPUyXyCucP45AMRGxDJBJyJyE0zSySWUqrYXp7jEmiVzz9183jlgXBxOq9U6oWVERORVbEjQQxpNg8pPBwAI1gRjSNMhDm0iERFZjkk6OZW5qu1AYWL+ZL0n5ddltXTuuQvmnVvTcw4U9p7/X0RNJ7SMiIi8kpBvXYLul4+gqusMCXoZ/zKY0n4KC8UREbkR/kUmp0nLTkPC/gTcEe5I7o+NiMWQpkOUHxQsrdwed8np655b2nMOcGk1IiIqIZmlRpUS9OIV3AFgx8AdKB9Ungk6EZGb4V9lcooCXQGm/iS/ZvmM9jMwsPFA+RNY2nseWBboNc+pCbqlFduLsPeciIhKRKJYqrk10IsXiAMKR61VCq7k8KYSEZH1mKSTw6VmpSJub5zs/uhS0ehfr7/8CSyde95qMBBUzmnzzwWdHiv3nUPiplNmj53aqzEGtKmJsqX82XtORES2k6jgbm4N9PsT9GBNMAY3cf4ypEREZBkm6eRQ5hL02R1mQ/2rWnqnG889t2ZoO3vOiYjILiQ+tBZEP6sT9LgOcRziTkTkxvgXmhymQFegmKBnDMmASq/C5l83m+50w8rt1hSFY885ERHZlUyCvlAYaHGCrrhiChERuQ3+lSaHUOpBL/oUP0AdAK3+viXH3LD33Jph7QB7zomIyM50gkmCvlb3CCZq5T/MLr4GOpNzIiLPwr/WZFfmllgb2XwkxrQa4xHrnlubnMf1boLhHcPZc05ERPa1/0OjLy1dA92iVVOIiMjt8K822YWgF7D61GrMOzxP9phgTbBpgq4XEKDNhd/+JcD2Wcpv4qTec2uTcy6nRkREDnNklWF0mbkK7kBhD7rKT4fEqET0q9/PWa0kIiI7YpJOVhP0AnILcg1fb8zeqJicAxKFav5b39V/61T0BIATCi92Uu+5tck5wKHtRETkQEdWARteA2C+gjtwb4h7xpAMBKgDnNVKIiKyMybpZDFLesulGA23+y85x1b5NdONOLj3vKgY3Lqjf1k1rD26dQ0WhSMiIodRZSYBm8YDAPJFDSZox8geG1h5E/wr7IVKpcech+cwQSci8nBM0klRUa+5Jb3lUgzD7XQCkL7U8uTcCb3n1iyjBnDOOREROYFeQL2Lm6E5ugaAJQXi7lVwZw86EZF3YJJOssytca7EUElWhHXJOeCU3vMVe8+aXUatCJNzIiJyimPJ0GycgGbaWwCsr+DOBJ2IyDswSScjRT3nG7I2yFZoV2KUnB+wfFi7rmsC1K0HA0HlHNJ7buuwdibnRETkFDoB2DgBqv8S9HxRo5igF1VwLzK4iXOWJSUiIsdjkk42D2mf1HYSnqz3pOHr0IBQm5LzTZdromf7PlD7+1vbdEW2JOYAk3MiInKBg/8DLOlB98tHUNV1Rgl6YlQil1kjIvIi/Ivu49Ky0zD3wFzkafMsfo2ht7z4A4FOsCo5R/c5QLuXodeLEDdvtrLV8mxNzKf2aowBbWqyGBwRETmfkG+In0proAdU3ImAStugUukN2+I7xnOpNSIiL8Mk3UcJegHX7l7D1J8sS6pjI2LRt37fwt7y+5Nza6q1/5ecG4a067VWttyUrYl5ES6jRkRELnMsGVhXmJQrJejwy5dM0KMbRDujlURE5ERM0n2MLcuoGSq0F9EJwN3rwM/JtifndmDLuubFcVg7ERG51H/z0AXRDyt0PTFHeE76uKIh7kzQiYh8ApN0H2JNtfai+eZGPefW9poDdk/OS9przjXOiYjIbez/EOvutsI07Yu4jSDJQ4qvgV6ECToRkXdjku4DBL2ApJNJFlVr3zFwB8oHlS/ZkHbArsk5E3MiIvI6R1Yh//vZmKBdJXtI8TXQi5iMbiMiIq/DJN2LWTO0vYx/GUxpPwWVgisZ78hcDayXXwLGhJ2ScybmRETktY6swtp1X2OilQl6xpAMroVOROQDmKR7IWuSc9lh7XevFybo26Zb9qZ2TM5tnWfOxJyIiNyaTgD2f4jk77ZjsiD/AXhQta/hX+6I0bZJbScxQSci8hFM0r2INcl5bEQshjQdYrquqjU9593nAC0GAUHlSpSc60Tgyq0CbDz+p83JOQvAERGRW8tcDWHdmP8KxMlUcAcQ0mia0RroABCsCcbgJoMd3UIiInITTNK9gLUV22WrtVvac26HXvOi4ezfZvyJOfs1wP5dVr2eveZEROQxDMPbk+SPKargfl+CXjQdzeRDdSIi8lr8i++BBL2A3IJcAMDG7I0WJ+eT2k7C4CaDba/W3i0B6DDa5uSc88yJiMinWDi8XaqC+/jW4xHdMNp4OhoREfkE/tX3MGnZaZh7YC7ytHkWv6bEyTkA9F8GtLJuqF1RUg6AiTkREfmWY8nAxglIvvMQJisMb5cqEBddKhrPN3ke/v7+jm4lERG5ISbpHqRAV4CpP1meWBsl5zoBuHUZ+DnZup7zVoOtmnNe0t7yIpxnTkREHksnWJigmxaIG996PMLOhjm6hURE5MaYpHuI1KxUxO2Ns+hYQ3IuArhz3brEvIgFPefFe8oB23vLi7DXnIiIvML+DxUTdKnh7cB/BeIaDcb3Z793RiuJiMhNMUl3c4JeQNLJJCzIWGD22EltJ2Fwo6ehyb8JHLByODugWK3d3gl5kak9G6H0v7/gqSd7oFRQYInPR0RE5ErC4VVY8d1+2QruUsPbgcIEPa5DHOefExERk3R3Zknv+Y6BO6CGiFCdHpoT3wKJVax/I5lq7fYaun6/4j3mol6HzZt/Yc85ERF5vLUpyZh4sCKA5yT3yyXoxZdF1Wq1Eq8kIiJfwiTdjRSv2r4ha4NR77laFBGqvzcsrpS6FGLaxqDSsa+t7zEvUiw5F3R63LiZb9hlz8S8KCkHYDKUXavXyb2MiIjIM+gEJH/9BSYfqyx7iFyCbrIsKhER+Twm6W5Crmq7WhQxODcPb1y9bvqis6Otf6PucyA0exo3xNKAnxq4o8O6ozl27SkHOL+ciIh8g3BkNVakbMQcQbr3HJBO0E1WXiEiIvoPI4MbkKva3jfvJt66fNXm8wqiH26gNNBlGtC0PxBUFuuOXUDiWwdL0FpTxXvKAdPeciIiIm9UOLy9LOSGtwOmFdyLD20nIiKSwgjhIjpRh2t3r2HLb1sw7/A8k+HsfW/ewkSp3nMJhmS8mHUN5iLxRIXCL7YA2HLE9IU2YEJOREQEJK9NxuTDIbL725Rdh9+qHTKq4M6h7UREZAkm6U5iNN/8dApWXF2IRd8U7ht685b0cPbir5dIxAFgne5hJApDTV9woqQtvodD14mIiO75au0aTDlcRnZ/h/JJ+KXqCaj++5pD24mIyBqMFg5SPCnfmL0RCw+9i1C9Hk/+l5APl3qNtYm4A7CnnIiISJpQUIA5ny7Cij8elD0muFoyfil3ArERsehbvy9CA0KZnBMRkVUYNUqoeDJepHhSDgBP3ryFzKvXDUn4FZh++u7MRLwIE3IiIiLLfJ2SjDcOhgCQTtCLD2/nsHYiIioJt0jSly5dinnz5uHChQto2bIlPvjgA7Rr1072+G+++QbTp0/HuXPn0KBBA7zzzjvo1auX09qrF/W4nn8dG7M3Yt7hefDTqxCiDTTsf+LWbWy/fsPoNZ/oejo9CS9yfzIOMCEnIiLn8rRYDwCCoMUfF7KwMnUdvvizpexxkeWTcKLqCUxkUTgiIrIDl0eR5ORkxMTEYPny5Wjfvj0WLVqE7t274/Tp06hc2XS90X379uHZZ5/F3Llz8eSTT2L16tXo378/jhw5gmbNmjmlzVfvXEG/pMIHhRaX22Jv7v+heEr+2X//ORuTcSIickeeGOsB4I8LWXh8ye8AzCfo7D0nIiJ7cXmSvnDhQowaNQojRowAACxfvhybNm3CihUr8Oabb5oc//7776NHjx6YNGkSACAhIQHbtm3DkiVLsHz5cqe0+cbVy/jr91kAgL+c8o73SCXiAJNxIiJyX54Y6y0RWf4LLH7tA5QPKs/ecyIishuXRpSCggJkZGRgypQphm1+fn7o2rUr0tPTJV+Tnp6OmJgYo23du3fH+vXrJY/Pz89Hfn6+4esbNwr7vK9evQqtVmtTu29cvQF9/m2bXmuJ2G710atZVZPtoUGawkQ8/6Zpm/JNNnkErVaL27dv48qVK/D393d1c1yO9+Me3gtjvB/3eOO9yMvLAwCIoujiltifM2I94Nx4377MBuTU+hV9IibA744fbty5IfFq23jjz3cRXptn4rV5Jl6b+7Em1rs0Sb98+TJ0Oh2qVKlitL1KlSr49ddfJV9z4cIFyeMvXLggefzcuXMxe/Zsk+1169a1sdWON34RMN7VjSAiIqfLy8tD2bJlXd0Mu3JGrAecG+///O//z+E5u5+biIi8myWx3uvHZk2ZMsXo03i9Xo+rV6+iYsWKUKlUCq90nNzcXNSqVQt//vknQkNDXdIGd8F7YYz34x7eC2O8H/d4470QRRF5eXmoXr26q5visdwx3tvCG3++i/DaPBOvzTPx2tyPNbHepUl6WFgY1Go1Ll68aLT94sWLqFrVdLg3AFStWtWq4wMDAxEYGGi0rVy5crY32o5CQ0M96gfLkXgvjPF+3MN7YYz34x5vuxfe1oNexBmxHnDveG8Lb/v5Lo7X5pl4bZ6J1+ZeLI31Lq00FhAQgIiICGzfvt2wTa/XY/v27YiMjJR8TWRkpNHxALBt2zbZ44mIiMh1GOuJiIis4/Lh7jExMRg2bBjatm2Ldu3aYdGiRbh165ahAuzzzz+PGjVqYO7cuQCAcePGoVOnTliwYAF69+6NNWvW4PDhw/joo49ceRlEREQkg7GeiIjIci5P0gcNGoR///0XM2bMwIULF9CqVSts2bLFUDAmJycHfn73Ovw7duyI1atXIy4uDlOnTkWDBg2wfv16p66bWlKBgYGYOXOmybA8X8R7YYz34x7eC2O8H/fwXngeX4z1tvLmn29em2fitXkmXptnU4neuN4LERERERERkQdy6Zx0IiIiIiIiIrqHSToRERERERGRm2CSTkREREREROQmmKQTERERERERuQkm6Q4yd+5cPPTQQyhTpgwqV66M/v374/Tp00bH3L17F2PGjEHFihUREhKCAQMG4OLFiy5qsWMtW7YMLVq0QGhoKEJDQxEZGYnvvvvOsN+X7sX93n77bahUKowfP96wzZfux6xZs6BSqYz+a9y4sWG/L90LAPjrr78wZMgQVKxYEaVKlULz5s1x+PBhw35RFDFjxgxUq1YNpUqVQteuXXHmzBkXttgxwsPDTX4uVCoVxowZA8D3fi7I8+3Zswd9+vRB9erVoVKpsH79eqP9s2bNQuPGjVG6dGmUL18eXbt2xYEDB4yOuXr1Kp577jmEhoaiXLlyePHFF3Hz5k0nXoU0c9dW3CuvvAKVSoVFixYZbXfHazN3XcOHDzf5G9WjRw+jY9zxugDLvmenTp1C3759UbZsWZQuXRoPPfQQcnJyDPvd9e+wuWuTii0qlQrz5s0zHOOp37ebN29i7NixqFmzJkqVKoWmTZti+fLlRsd46vft4sWLGD58OKpXr47g4GD06NHD5PnHXa/NFkzSHWT37t0YM2YM9u/fj23btkGr1eKJJ57ArVu3DMdMmDABaWlp+Oabb7B79278/fffeOqpp1zYasepWbMm3n77bWRkZODw4cN47LHH0K9fP/zyyy8AfOteFHfo0CH873//Q4sWLYy2+9r9ePDBB/HPP/8Y/vvpp58M+3zpXly7dg1RUVHw9/fHd999h5MnT2LBggUoX7684Zh3330XixcvxvLly3HgwAGULl0a3bt3x927d13Ycvs7dOiQ0c/Etm3bAAADBw4E4Fs/F+Qdbt26hZYtW2Lp0qWS+xs2bIglS5bg+PHj+OmnnxAeHo4nnngC//77r+GY5557Dr/88gu2bduGjRs3Ys+ePXjppZecdQmyzF1bkXXr1mH//v2oXr26yT53vDZLrqtHjx5Gf6u++uoro/3ueF2A+WvLzs7Gww8/jMaNG2PXrl34+eefMX36dAQFBRmOcde/w+aurfj3659//sGKFSugUqkwYMAAwzGe+n2LiYnBli1bkJSUhFOnTmH8+PEYO3YsNmzYYDjGE79voiiif//++P3335GamoqjR4+iTp066Nq1q/fmViI5xaVLl0QA4u7du0VRFMXr16+L/v7+4jfffGM45tSpUyIAMT093VXNdKry5cuLn3zyic/ei7y8PLFBgwbitm3bxE6dOonjxo0TRdH3fjZmzpwptmzZUnKfr92LyZMniw8//LDsfr1eL1atWlWcN2+eYdv169fFwMBA8auvvnJGE11m3LhxYr169US9Xu9zPxfkfQCI69atUzzmxo0bIgDxhx9+EEVRFE+ePCkCEA8dOmQ45rvvvhNVKpX4119/ObK5VpG7tvPnz4s1atQQT5w4IdapU0d87733DPs84dqkrmvYsGFiv379ZF/jCdclitLXNmjQIHHIkCGyr/GUv8OW/K7169dPfOyxxwxfe/L37cEHHxTj4+ONtrVp00acNm2aKIqe+307ffq0CEA8ceKEYZtOpxMrVaokfvzxx6Ioes61WYo96U5y48YNAECFChUAABkZGdBqtejatavhmMaNG6N27dpIT093SRudRafTYc2aNbh16xYiIyN99l6MGTMGvXv3NrpuwDd/Ns6cOYPq1avjgQcewHPPPWcYTudr92LDhg1o27YtBg4ciMqVK6N169b4+OOPDfvPnj2LCxcuGN2PsmXLon379l55P4oUFBQgKSkJL7zwAlQqlc/9XJDvKSgowEcffYSyZcuiZcuWAID09HSUK1cObdu2NRzXtWtX+Pn5mQyLdzd6vR5Dhw7FpEmT8OCDD5rs9+Rr27VrFypXroxGjRrh1VdfxZUrVwz7PPW69Ho9Nm3ahIYNG6J79+6oXLky2rdvbzT82Fv+Dl+8eBGbNm3Ciy++aNjmqd83AOjYsSM2bNiAv/76C6IoYufOnfjtt9/wxBNPAPDc71t+fj4AGI3k8PPzQ2BgoGH0pademxwm6U6g1+sxfvx4REVFoVmzZgCACxcuICAgAOXKlTM6tkqVKrhw4YILWul4x48fR0hICAIDA/HKK69g3bp1aNq0qU/eizVr1uDIkSOYO3euyT5fux/t27fHypUrsWXLFixbtgxnz57FI488gry8PJ+7F7///juWLVuGBg0aYOvWrXj11Vfx+uuv4/PPPwcAwzVXqVLF6HXeej+KrF+/HtevX8fw4cMB+N7vCPmOjRs3IiQkBEFBQXjvvfewbds2hIWFASj8ua9cubLR8RqNBhUqVHD7n/t33nkHGo0Gr7/+uuR+T722Hj16YNWqVdi+fTveeecd7N69Gz179oROpwPgudd16dIl3Lx5E2+//TZ69OiB77//HtHR0Xjqqaewe/duAN7zd/jzzz9HmTJljIZEe+r3DQA++OADNG3aFDVr1kRAQAB69OiBpUuX4tFHHwXgud+3omR7ypQpuHbtGgoKCvDOO+/g/Pnz+OeffwB47rXJ0bi6Ab5gzJgxOHHihNE8W1/UqFEjZGZm4saNG1i7di2GDRtm+GPvS/7880+MGzcO27ZtM/pE0Ff17NnT8O8WLVqgffv2qFOnDr7++muUKlXKhS1zPr1ej7Zt22LOnDkAgNatW+PEiRNYvnw5hg0b5uLWuc6nn36Knj17Ss5jJfImXbp0QWZmJi5fvoyPP/4YTz/9NA4cOGCSMHiSjIwMvP/++zhy5AhUKpWrm2NXzzzzjOHfzZs3R4sWLVCvXj3s2rULjz/+uAtbVjJ6vR4A0K9fP0yYMAEA0KpVK+zbtw/Lly9Hp06dXNk8u1qxYgWee+45r3ke++CDD7B//35s2LABderUwZ49ezBmzBhUr17dZOSmJ/H390dKSgpefPFFVKhQAWq1Gl27dkXPnj0hiqKrm+cQ7El3sLFjx2Ljxo3YuXMnatasadhetWpVFBQU4Pr160bHX7x4EVWrVnVyK50jICAA9evXR0REBObOnYuWLVvi/fff97l7kZGRgUuXLqFNmzbQaDTQaDTYvXs3Fi9eDI1GgypVqvjU/bhfuXLl0LBhQ2RlZfncz0a1atXQtGlTo21NmjQxDP8vuub7K5V66/0AgD/++AM//PADRo4cadjmaz8X5DtKly6N+vXro0OHDvj000+h0Wjw6aefAij8ub906ZLR8YIg4OrVq279c//jjz/i0qVLqF27tiHm/fHHH4iNjUV4eDgAz722+z3wwAMICwtDVlYWAM+9rrCwMGg0GrPxyNP/Dv/44484ffq0UXwBPPf7dufOHUydOhULFy5Enz590KJFC4wdOxaDBg3C/PnzAXj29y0iIgKZmZm4fv06/vnnH2zZsgVXrlzBAw88AMCzr00Kk3QHEUURY8eOxbp167Bjxw7UrVvXaH9ERAT8/f2xfft2w7bTp08jJycHkZGRzm6uS+j1euTn5/vcvXj88cdx/PhxZGZmGv5r27YtnnvuOcO/fel+3O/mzZvIzs5GtWrVfO5nIyoqymSpxt9++w116tQBANStWxdVq1Y1uh+5ubk4cOCAV94PAPjss89QuXJl9O7d27DN134uyHcVxUkAiIyMxPXr15GRkWHYv2PHDuj1erRv395VTTRr6NCh+Pnnn41iXvXq1TFp0iRs3boVgOde2/3Onz+PK1euoFq1agA897oCAgLw0EMPKcYjb/g7/OmnnyIiIsJQ96GIp37ftFottFot/PyM0zu1Wm0YHeEN37eyZcuiUqVKOHPmDA4fPox+/foB8I5rM+LiwnVe69VXXxXLli0r7tq1S/znn38M/92+fdtwzCuvvCLWrl1b3LFjh3j48GExMjJSjIyMdGGrHefNN98Ud+/eLZ49e1b8+eefxTfffFNUqVTi999/L4qib90LKcWru4uib92P2NhYcdeuXeLZs2fFvXv3il27dhXDwsLES5cuiaLoW/fi4MGDokajEd966y3xzJkz4pdffikGBweLSUlJhmPefvttsVy5cmJqaqr4888/i/369RPr1q0r3rlzx4UtdwydTifWrl1bnDx5ssk+X/q5IO+Ql5cnHj16VDx69KgIQFy4cKF49OhR8Y8//hBv3rwpTpkyRUxPTxfPnTsnHj58WBwxYoQYGBhoVM24R48eYuvWrcUDBw6IP/30k9igQQPx2WefdeFVFVK6Nin3V3cXRfe8NqXrysvLEydOnCimp6eLZ8+eFX/44QexTZs2YoMGDcS7d+8azuGO1yWK5r9nKSkpor+/v/jRRx+JZ86cET/44ANRrVaLP/74o+Ec7vp32JKfxxs3bojBwcHismXLJM/hqd+3Tp06iQ8++KC4c+dO8ffffxc/++wzMSgoSPzwww8N5/DU79vXX38t7ty5U8zOzhbXr18v1qlTR3zqqaeMzuGu12YLJukOAkDyv88++8xwzJ07d8TRo0eL5cuXF4ODg8Xo6Gjxn3/+cV2jHeiFF14Q69SpIwYEBIiVKlUSH3/8cUOCLoq+dS+k3J+k+9L9GDRokFitWjUxICBArFGjhjho0CAxKyvLsN+X7oUoimJaWprYrFkzMTAwUGzcuLH40UcfGe3X6/Xi9OnTxSpVqoiBgYHi448/Lp4+fdpFrXWsrVu3igAkr8/Xfi7I8+3cuVPyuWDYsGHinTt3xOjoaLF69epiQECAWK1aNbFv377iwYMHjc5x5coV8dlnnxVDQkLE0ND/b+/e42SuHj+Ov2fvFuvOurZylzthKVSkiKgQKZfSt6JoKZE7ISGJ+HVBkvKt5BKRiMK6rUuKNivaLi657rrt7sx8fn/sdydrZ2Znd2d3Ztbr+Xh8H1/7OefzmXN2lua95xZm9OvXz0hMTPRQj/7lrG/22Avp3tg3Z/26cuWKce+99xqlSpUyAgMDjVtuucUYMGCAcfLkyXTP8MZ+GYZr79kHH3xgVK1a1QgJCTHq169vrFixIt0zvPXfYVf69n//939GgQIFjAsXLth9hq++bydOnDD69u1rlCtXzggJCTFq1KhhzJgxw7BarbZn+Or79tZbbxkVKlQwAgMDjUqVKhmjRo0ykpKS0j3DW/uWHSbDyKer7QEAAAAA8DGsSQcAAAAAwEsQ0gEAAAAA8BKEdAAAAAAAvAQhHQAAAAAAL0FIBwAAAADASxDSAQAAAADwEoR0AAAAAAC8BCEdAAAAAAAvQUgHAAAA8ok2bdpoyJAh2b5/3LhxatCgQZ6+JoD0COkAAAAAJEnDhg3Txo0b3f5ck8mkFStWuP25QH4U4OkGAAAAAPAOhQoVUqFChTzdDOCmxkg6gAzWrVunO+64Q0WLFlWJEiX0wAMP6OjRo7by7du3q0GDBgoJCVGTJk20YsUKmUwm7d+/31bnp59+0v33369ChQqpTJkyevzxx3XmzBkP9AYAgJuL1WrVyy+/rOLFiys8PFzjxo2zlV24cEFPPfWUSpUqpbCwMN199906cOCArfzG6e5ms1kvvPCC7TPB8OHD1adPH3Xp0sXl14yIiJAkde3aVSaTyfY1APsI6QAyuHz5sqKiorRnzx5t3LhRfn5+6tq1q6xWqxISEtSpUyfVrVtXe/fu1cSJEzV8+PB091+4cEF33323GjZsqD179mjdunU6deqUunfv7qEeAQBw8/jwww9VsGBB7dy5U9OmTdOECRO0YcMGSVK3bt10+vRpff3114qJiVGjRo10zz336Ny5c3af9frrr+vjjz/WwoULtW3bNiUkJNidtu7sNXfv3i1JWrhwoU6cOGH7GoB9JsMwDE83AoB3O3PmjEqVKqWDBw9q69atGjVqlP7880+FhIRIkt5//30NGDBA+/btU4MGDTRp0iT98MMPWr9+ve0Zf/75pypWrKjY2FhVr17dU10BACBfa9OmjSwWi3744QfbtaZNm+ruu+/WAw88oI4dO+r06dMKDg62lVetWlUvv/yynn76aY0bN04rVqywzY4LDw/XsGHDNGzYMEmSxWLRrbfeqoYNG9rCurPXnDp1qqTUNelffvllhhF4ABmxJh1ABkeOHNGYMWO0c+dOnTlzRlarVZIUHx+v2NhY1atXzxbQpdT/EF/vwIED+u677+yuaTt69CghHQCAXFSvXr10X5ctW1anT5/WgQMHdOnSJZUoUSJd+dWrV9Mta0tz8eJFnTp1Kt1/5/39/dW4cWPbZ4PMXhNA1hHSAWTQqVMn3XLLLXrvvfdUrlw5Wa1W1alTR8nJyS7df+nSJXXq1Emvv/56hrKyZcu6u7kAAOA6gYGB6b42mUyyWq26dOmSypYtq82bN2e4p2jRornymgCyjpAOIJ2zZ88qNjZW7733nu68805J0tatW23lNWrU0JIlS5SUlGSbKnfj2rJGjRrpiy++UEREhAIC+GcGAABv0KhRI508eVIBAQEubd5WpEgRlSlTRrt371arVq0kpU5337t3b5bPUg8MDJTFYslGq4GbDxvHAUinWLFiKlGihN59913FxcVp06ZNioqKspX36tVLVqtVTz/9tA4fPqz169dr+vTpklJ/ay5JAwcO1Llz59SzZ0/t3r1bR48e1fr169WvXz/+Aw0AgIe0bdtWkZGR6tKli7755hsdP35c27dv16uvvqo9e/bYvef555/XlClTtHLlSsXGxmrw4ME6f/687b/5roqIiNDGjRt18uRJnT9/3h3dAfItQjqAdPz8/PTpp58qJiZGderU0Ysvvqg33njDVh4WFqbVq1dr//79atCggV599VWNGTNGkmzr1MuVK6dt27bJYrHo3nvvVd26dTVkyBAVLVpUfn78swMAgCeYTCatXbtWrVq1Ur9+/VS9enU9+uij+v3331WmTBm79wwfPlw9e/bUE088ocjISBUqVEjt27dPtzeNK2bMmKENGzaoYsWKatiwoTu6A+Rb7O4OIMc+/vhj9evXTxcvXlSBAgU83RwAAJBLrFaratWqpe7du2vixImebg6QL7FYFECWLV68WLfeeqvKly+vAwcOaPjw4erevTsBHQCAfOb333/XN998o9atWyspKUlz5szRsWPH1KtXL083Dci3COkAsuzkyZMaM2aMTp48qbJly6pbt2567bXXPN0sAADgZn5+flq0aJGGDRsmwzBUp04dffvtt6pVq5anmwbkW0x3BwAAAADAS7CDEwAAAAAAXoKQDgAAAACAlyCkAwAAAADgJQjpAAAAAAB4CUI6AAAAAABegpAOAAAAAICXIKQDAAAAAOAlCOkAAAAAAHgJQjoAAAAAAF6CkA4AAAAAgJcgpAMAAAAA4CUI6QAAAAAAeAlCOgAAAAAAXoKQDgAAAACAl/BoSP/+++/VqVMnlStXTiaTSStWrMj0ns2bN6tRo0YKDg5W1apVtWjRolxvJwAAAAAAecGjIf3y5cuqX7++5s6d61L9Y8eOqWPHjrrrrru0f/9+DRkyRE899ZTWr1+fyy0FAAAAACD3mQzDMDzdCEkymUz68ssv1aVLF4d1hg8frjVr1uinn36yXXv00Ud14cIFrVu3Lg9aCQAAAABA7gnwdAOyIjo6Wm3btk13rX379hoyZIjDe5KSkpSUlGT72mq16ty5cypRooRMJlNuNRUAAJcZhqHExESVK1dOfn5sFwMAwM3Mp0L6yZMnVaZMmXTXypQpo4SEBF29elUFChTIcM+UKVM0fvz4vGoiAADZ9scff6hChQqebgYAAPAgnwrp2TFixAhFRUXZvr548aIqVaqkY8eOqXDhwjl6dkpKir777jvdddddCgwMzGlTvQp98030zTfRN88zm6/pcuLfits+U7EHk/WG+dEs3b+iX0XdUr5atl8/MTFRlStXzvF/lwAAgO/zqZAeHh6uU6dOpbt26tQphYWF2R1Fl6Tg4GAFBwdnuF68eHGFhYXlqD0pKSkKDQ1ViRIlvPrDZ3bQN99E33wTffMMs9WshGvndHT9y2q4f6VWW9prkvlxyV/y83d+78u1Tqptq2aKjo5WZGSkbq1YQwEB2e9f2veGZVgAAMCnQnpkZKTWrl2b7tqGDRsUGRnpoRYBAHyF2WpWQnKCJOmro18p9ruxGv/PBR2wtFc38xKXnjGybQX1b1VLAUFBSklJ0eGCR1W5Qs4COgAAwPU8GtIvXbqkuLg429fHjh3T/v37Vbx4cVWqVEkjRozQX3/9pcWLF0uSnnnmGc2ZM0cvv/yy+vfvr02bNum///2v1qxZ46kuAAB8wMq4lRq1bZT8DUNhVqseSLyqyv80U1Xz4y7dP6pDDfVteasC/NnUDQAA5C6PhvQ9e/borrvusn2dtna8T58+WrRokU6cOKH4+HhbeeXKlbVmzRq9+OKLeuutt1ShQgW9//77at++fZ63HQDg3dJGzlf/+qU+2DNDj1+6rKizCVqUNq3dBYRzAACQ1zwa0tu0aSNnx7QvWrTI7j379u3LxValHoVjNptlsVic1ktJSVFAQICuXbuWaV1fQ988w9/fXwEBAaxLBXLAbDVr6eGlmrl7mnolJOrlcxf0mOGnRZb2Lo+cj7y/mvrfUZVwDgAA8pxPrUnPC8nJyTpx4oSuXLmSaV3DMBQeHq4//vgj34Uq+uY5oaGhKlu2rIKCgjzdFMAn3LjWPC2c7z93QZL0ueVODUt51qVnjepYS31bRBDOAQCAxxDSr2O1WnXs2DH5+/urXLlyCgoKchrirFarLl26pEKFCsnPL399oKNvec8wDCUnJ+uff/7RsWPHVK1aNa9qH+CN0taap+mceEn7z5yT2fDTWRXWF5ZWmmx+LNPnEM4BAIC3IKRfJzk5WVarVRUrVlRoaGim9a1Wq5KTkxUSEpLvwhR984wCBQooMDBQv//+u62NAOxbfmS5xm4fK0nyNwz1TkjUsHMXsjZyzppzAADgZQjpdnhbcMPNhZ8/IHPLjyzXhG1jVMxq1QOXLuvl/01tX2Zuo+HmpzO9n5FzAADgrQjpAACfsvzIcsWsH6r9Z87ZrpkNPy2w3J/p1PaRHWqqf8vKhHMAAOC1COkAAJ9gtpr18U8f6p/NE/Ta/0bOzf/btd2VI9Wmd6uvRxpXyOVWAgAA5AwhHW7Tpk0bNWjQQLNmzfKK5wDwfWk7t3919CvFfjdWr103eu7K2vORHWrq4UYVVKRAIKPnAADAJxDS4TGbN2/WXXfdpfPnz6to0aK268uXL1dgYKDnGgbAK6yMW6mxW19VmNWqzpcupxs9d2Vq+7SH66n77RXzoKUAAADuQ0iH1ylevLinmwDAw5YfWa7d3wzT92fPKcxqSGJqOwAAuDkw9y8faNOmjQYNGqRBgwapSJEiKlmypEaPHi3DSP1ge/78eT3xxBMqVqyYQkNDdf/99+vIkSO2+xctWqSiRYtqxYoVqlatmkJCQnTffffpzz//tNXp27evunTpku51hwwZojZt2jhs10cffaQmTZqocOHCCg8PV69evXT69GlJ0vHjx3XXXXdJkooVKyaTyaS+ffva+jNkyBDbc1xt//r161WrVi0VKlRI9913n06cOJGdbycADzJbzVr00yJN2jZGU/45awvon1vuVNWkJZkG9FEdaynutfsJ6AAAwGcR0vOJDz/8UAEBAdq1a5feeustzZw5U++//76k1IC9Z88erVq1StHR0TIMQx06dFBKSort/itXrui1117T4sWLtW3bNl28eFFPPvlkjtqUkpKiiRMn6sCBA1qxYoWOHz9uC+IVK1bUF198IUmKjY3ViRMn9NZbb9l9jqvtnz59uj766CN9//33io+P17Bhw3LUfgB5a2XcSjVZ3ECnN43V3uN/SEodPX/X3NGltedxr92vp+7kzHMAAODbmO6eT1SsWFFvvvmmTCaTatSooYMHD+rNN99UmzZttGrVKm3btk0tWrSQJH388ceqWLGiVqxYoW7duklKDdRz5sxRs2bNJEkLFy7Ubbfdpl27dql58+bZalP//v1tf7711ls1e/Zs3X777bp06ZIKFSpkm9ZeunTpdGvSr3fkyBGX2z9//nxVqVJFkjRo0CBNmDAhW+0GkLfMVrOWHFqiI5vHpztWzZWN4SSmtgMAgPyF4YZ8onnz5jKZTLavIyMjdeTIER06dEgBAQG28C1JJUqUUI0aNXT48GHbtYCAAN1+++22r2vWrKkiRYqkq5NVMTEx6tSpkypVqqTChQurdevWkqT4+HiXn3H48GGX2h8aGmoL6JJUtmxZ29R6AN4rbfT8zKZ/d253dfScqe0AACA/YiQdLvHz87OtcU9z/XTzG12+fFnt27dX+/bt9fHHH6tUqVKKj49X+/btlZyc7Pb23bgbvMlkytBeAN4j7czzU5snaP//dm2XXD9WrX/LykxrBwAA+RKfcPKJnTt3pvt6x44dqlatmmrXri2z2Zyu/OzZs4qNjVXt2rVt18xms/bs2WP7OjY2VhcvXlStWrUkSaVKlcqwEdv+/fsdtueXX37R2bNnNXXqVN15552qWbNmhpHtoKAgSZLFYnH4nFq1arnUfgC+Y2XcSo19p5r6LI/Sy9cF9GXmNpkG9Ond6uvpVlUI6AAAIN/iU04+ER8fr6ioKMXGxuqTTz7R22+/rcGDB6tatWp68MEHNWDAAG3dulUHDhxQ7969Vb58eT344IO2+wMDA/X8889r586diomJUf/+/XX77beradOmkqS7775be/bs0eLFi3XkyBGNHTtWP/30k8P2VKpUSUFBQXr77bf122+/adWqVZo4cWK6OrfccotMJpO++uor/fPPP7p06VKG57jafgC+YWXcSsWsG2Kb2i79O719uPlph/elbQzH1HYAAJDfEdLziSeeeEJXr15V06ZNNXDgQA0ePFhPP536gXfhwoVq3LixHnjgAUVGRsowDK1duzbdFPHQ0FANHz5cvXr1UsuWLVWwYEF98MEHtvL27dtr9OjRevnll3X77bcrMTFRTzzxhMP2lCpVSosWLdJnn32m2rVra+rUqZo+fXq6OuXLl9f48eP1yiuvqEyZMho0aJDdZ7nSfgDezWw1659LJ3Rk7QuacMPmcFWTlmiy+TGH9zJ6DgAAbiYm4yZbuJuQkKAiRYro4sWLCgsLS1d27do1HTt2TJUrV1ZISEimz7JarUpISFBYWJj8/Dz34bFNmzZq0KCBZs2ala37Fy1apCFDhujChQu2a97St9zg7X3L6s/h9VJSUrR27Vp16NAh3/0Sg775pqtJVzV2xVgF/vNZhtHzBZb7nYZzb1977s73zdl/mwAAwM2FjeMAALliZdxKjd36qnonJGpYFjeHm/ZwPXW/vWIutxAAAMD7ENIBAG63/Mhyxawfmu7ccyl1czhna88lzj0HAAA3N0J6PrB58+Yc3d+3b1/17dvXLW0BcHNLO1rtn80T9Np1o+dS5gHd26e3AwAA5AVCOgDALVbGrdSuG3Zul1xbf87oOQAAQCpCOgAgR8zma/rswPv6a9sb6UbPzYafFlnaa5L5cYf3MnoOAACQHiEdAJBt+755SQ23v6ueN1xnczgAAIDsIaQDALLEbDUr4do5Be36QA23v5uh3JXN4QjoAAAA9hHSAQAuW310tfZ/M1yjT/1lt5zd2wEAAHKGkA4AcElyyhXFrhmk0Tfs2i65tjncqI611LdFBOvPAQAAnOCTErIkIiJCs2bNclonOTlZVatW1fbt2/OmUV7EZDJpxYoVDssPHTqkChUq6PLly3nXKCAnLGbp8hkdXP2sgl4rq2F2AvrnljtVNWmJw4D+4C0WHR7XVk/deSsBHQAAIBN8WoLbzZ8/X5UrV1aLFi083ZRsO378uEwmk/bv3+/W59auXVvNmzfXzJkz3fpcwO0sZil6rjSxhPRGFdWNWWq32jJzG6cbxE3ucpvuLmcQzgEAAFzEdHcnrFZD568kOym3KvFKilL8kuTnlzsfQIuFBsnPz5Qrz84NhmFozpw5mjBhQo6fY7FYFBCQ/35E+/XrpwEDBmjEiBH5sn/wYRazdO2C9OMyaf1Ip1Vdmd4+7eF66togXGvXHnBzQwEAAPIvEoIT568kq/Gkbz3ahphRbVWiUHCm9dq0aaM6depIkj766CMFBgbq2Wef1YQJE2QypYb88+fPa/DgwVq9erWSkpLUunVrzZ49W9WqVbM954svvtCYMWMUFxenMmXK6IUXXtCwYcNcb29MjI4ePaqOHTvarh0/flyVK1fWJ598otmzZ2vv3r2qWrWq5s6dq9atW0uSNm/erLvuuktr167VqFGjdPDgQX3zzTdq1aqVXn/9db377rs6efKkqlevrtGjR+uRRx5Jd9+6dev0yiuv6JdfflFkZKQ+/fRTxcTEKCoqSn/99ZceeOABvf/++woNDZUkffvtt5o1a5Z++ukn+fv7KzIyUm+99ZaqVKkiSapcubIkqWHDhpKk1q1ba/PmzZKkBQsWaMaMGYqLi1Px4sX18MMPa86cObb+njlzRl27dtX69etVvnx5zZgxQ507d7aVt2vXTufOndOWLVt0zz33uPy9BXKNxSzt+r9Mg3kaV45XS9scLiUlxR0tBAAAuGkw/zAf+fDDDxUQEKBdu3bprbfe0syZM/X+++/byvv27as9e/Zo1apVio6OlmEY6tChg+1DdExMjLp3765HH31UBw4c0CuvvKIxY8Zo0aJFLrfhhx9+UPXq1VW4cOEMZS+99JKGDh2qffv2KTIyUp06ddLZs2fT1XnllVc0depUHT58WPXq1dOUKVO0ePFizZ8/Xz///LNefPFF9e7dW1u2bEl337hx4zRnzhxt375df/zxh7p3765Zs2Zp6dKlWrNmjb755hu9/fbbtvpXrlzRkCFDtGfPHm3cuFF+fn7q2rWrrFarJGnXrl2SUsP8iRMntHz5cknSvHnzNHDgQD399NM6ePCgVq1apapVq6Zry/jx49W9e3f9+OOP6tChgx577DGdO3fOVh4UFKQGDRrohx9+cPn7CuSa/UtTp7S7GNAzm94+skNNxb12P7u3AwAAZBMj6flIxYoV9eabb8pkMqlGjRo6ePCg3nzzTQ0YMEBHjhzRqlWrtG3bNtta8Y8//lgVK1bUihUr1K1bN82cOVP33HOPRo8eLavVqvDwcB07dkxvvPGG+vbt61Ibfv/9d5UrV85u2aBBg/Twww9LSg2769at0wcffKCXX37ZVmfChAlq166dJCkpKUmTJ0/Wt99+q8jISEnSrbfeqq1bt+r//u//bKPwkjRp0iS1bNlSkvTkk09qxIgROnr0qG699VZJ0iOPPKLvvvtOw4cPlyR17txZYWFhtmUKCxYsUKlSpXTo0CHVqVNHpUqVkiSVKFFC4eHh6V5n6NChGjx4sO3a7bffnq6fffv2Vc+ePSVJkydP1uzZs7Vr1y7dd999tjrlypXT77//7tL3FHC7tGnt+5dKG0a7dMvUYsX1acp9unDmAYd1OPscAAAg5wjp+Ujz5s1tU9slKTIyUjNmzJDFYtHhw4cVEBCgZs2a2cpLlCihGjVq6PDhw5Kkw4cP68EHH0z3zBYtWuitt96SxWKRv79/pm24evWqQkJC7JalBW1JCggIUJMmTWyvnaZJkya2P8fFxenKlSu20J4mOTnZNg09Tb169Wx/LlOmjEJDQ20BPe1a2ui4JB09elRvvPGGdu3apTNnzthG0OPj423LBm50+vRp/f3335lOUb++LQULFlRYWJhOnz6drk6BAgV05coVp88B3C6L09olaVrxolpktNaVEz2c1uPscwAAAPcgpDtRLDRIMaPaOiy3Wq1KvHRJhQsVytWN43xJyZIldfDgwWzfX7BgQdufL126JElas2aNypcvn65ecHD6dfqBgYG2P5tMpnRfp11LC+KS1LNnT0VEROi9995TuXLlZLVaVadOHSUnO94osECBAi71IbPXlqRz587Z1r8DuS6L4Xxa8aL6qlBBJfj56erF25V04hGHdUd2qKn+LSuzezsAAICbENKd8PMzOd20zWq1KtCapLBCwbkW0rNi586d6b7esWOHqlWrJn9/f9WqVUtms1k7d+60TXc/e/asYmNjVbt2bUlSrVq1tG3btnTP2L59u6pXr+7SKLqUutHavHnzZBhGulH9tPa0atVKkmQ2mxUTE6NBgwY5fFbt2rUVHBys+Pj4dFPbc+rs2bM6cuSI3nvvPdtzt27dmq5OUFDqL0csFovtWuHChRUREaGNGzfqrrvuylEbfvrpJ9vmd0Cu2r9UWuF8k7c004sX1ZKwwrL87+9u8oUmTgM609sBAADcj5Cej8THxysqKkr/+c9/tHfvXr399tuaMWOGJKlatWp68MEHNWDAAP3f//2fChcurFdeeUXly5e3TXEfOnSobr/9dk2cOFHdunXTd999p7lz5+qdd95xuQ133XWXLl26pJ9//jnDtPG5c+eqWrVqqlWrlt58802dP39e/fv3d/iswoULa9iwYXrxxRdltVp1xx136OLFi9q2bZvCwsLUp0+fbHyXpGLFiql48eJ67733VL58ecXHx+uVV15JV6d06dIqUKCA1q1bpwoVKigkJERFihTRuHHj9Mwzz6h06dK6//77lZiYqG3btun55593+fWPHz+uv/76S23bOp6lAeSYxSzteMflNeevliyuVYULSZKGNh4qa0IzTVj1m8P6TG8HAADIHYT0fOSJJ57Q1atX1bRpU/n7+2vw4MF6+umnbeULFy7U4MGD9cADDyg5OVmtWrXS2rVrbdOzGzVqpP/+978aM2aMJk6cqDJlymj8+PEubxonpa5z79q1qz7++GNNmTIlXdnUqVM1depU7d+/X1WrVtWqVatUsmRJp8+bOHGiSpUqpSlTpui3335T0aJF1ahRI40c6fqa2hv5+fnpgw8+0MiRI1WnTh3VqFFDs2fPVps2bWx1AgICNHv2bE2YMEFjxozRnXfeqc2bN6tPnz66du2a3nzzTQ0bNkwlS5bM8oj4J598onvvvVe33HJLtvsAOOXi6Pn109rTRs8ntJig5AuNNXyV/WUrTG8HAADIXSbDMAxPNyIvJSQkqEiRIrp48aLCwsLSlV27dk3Hjh1T5cqVHW5+dj2r1aqEhIR0u4R7Sps2bdSgQQPNmjXLLc/LSd9+/PFHtWvXTkePHlWhQoVs56Tv27dPDRo0cEv7csKT71tycrKqVaumpUuX2najv1FWfw6vl5KSorVr16pDhw4Z1sb7OvrmAhdHz6cVL6ql101rTzOk4VBZLtypyWt/sX9fNqa38765xtl/mwAAwM2FkXS4Xb169fT666/r2LFjqlu3rqeb41Xi4+M1cuRIhwEdyDYXRs9vXHN+PVNic01cWkqS+wI6AAAAso6QjlyRlSnyN5OqVauqatWqnm4G8hMXR8+vX3N+I1NCCyX81dnhvQR0AACAvENIzyc2b97s6SY4FBERoZtsVQWQN3I4ei5JdxV5VasOF3Z4PwEdAAAgbxHSAcAX7V0srXJ+qoCz0XNJ6ljyNX36g+PjFdnBHQAAIO8R0gHAl7gwvX133Qc1IHGvw9Hzl5q8pIDLrTRy+c92y9nBHQAAwHMI6QDgK1yY3v5Dk8f03NkfJDsB/aUmL6lXrV76IuZvDV9u/4g1prcDAAB4FiEdAHxBJtPbf2r0qHqf2ybL2R/slsf0jlGQf5CW7Y7X8C8I6AAAAN6KuYwA4O0yCegxzfup5/ntDqe3T2o5SX4K0LvfHyWgAwAAeDlG0gHAW7mw/vyHJo/puVMbHZZPaDFBKRcbq+qrXzusQ0AHAADwHoykw2URERGaNWuWp5sB3Bz2L5UmlnAY0H9u1FORVaunrj93YFLLSUq+0FjDPjvgsA4BHQAAwLsQ0gHA2+xd7HSDOEun2Rpw6UddslyzWz608VDte3yfrp1v6HB6u0RABwAA8EZMd3fGapWunnNabrqSKPknS3659PuOAsVz79kAvE8m688tnWbr9yp3KvGn6XbLJ7SYoK7VujrdIE7iDHQAAABvRUh35uo56Y0qDov9JBXJ7Ta8dFQqWDLTam3atFGdOnUkSR999JECAwP17LPPasKECTKZTDp//rwGDx6s1atXKykpSa1bt9bs2bNVrVo12zO++OILjRkzRnFxcSpbtqyeeuopjRw5Mte6BiA90/4l0pohDsu33t5bz/40XXIQ0Ce1nKQHqz7oNKBzBjoAAIB38/intLlz5yoiIkIhISFq1qyZdu3a5bT+rFmzVKNGDRUoUEAVK1bUiy++qGvX7E/5vNl8+OGHCggI0K5du/TWW29p5syZev/99yVJffv21Z49e7Rq1SpFR0fLMAx16NBBKSkpkqSYmBh1795djz76qA4ePKgxY8Zo8uTJWrRokQd7BNw8Kp3dogAHAf2nRo+qQURFPXvme4f3b+q2KdOAPu3henq6VRUCOgAAgBfz6Ej6smXLFBUVpfnz56tZs2aaNWuW2rdvr9jYWJUuXTpD/aVLl+qVV17RggUL1KJFC/3666/q27evTCaTZs6c6YEeeJeKFSvqzTfflMlkUo0aNXTw4EG9+eabatOmjVatWqVt27apRYsWkqSPP/5YFStW1IoVK9StWzfNnDlT99xzj0aPTt2kqmrVqtq/f79mzJih/v37e7JbQP5mMctvxxw1jP/AbvG+5k/qiVMbJAfHq0lS4cDCKhZSjDPQAQAA8gGPDqfMnDlTAwYMUL9+/VS7dm3Nnz9foaGhWrBggd3627dvV8uWLdWrVy9FRETo3nvvVc+ePTMdfb9ZNG/eXKbrPshHRkbqyJEjOnTokAICAtSsWTNbWYkSJVSjRg0dPnxYknT48GG1bNkyw/OOHDkii8WSNx0Abjb/28Hdf+M4u8XmTrNSA7oThQMLa0SzEfoi5m8COgAAQD7gsZH05ORkxcTEaMSIEbZrfn5+atu2raKjo+3e06JFCy1ZskS7du1S06ZN9dtvv2nt2rV6/PHHHb5OUlKSkpKSbF8nJCRIklJSUmxTvdOkpKTIMAxZrVZZrVYppKg09IjDZxuGoUuXLqlQoULpwrFbhRRN3cDOBWltT5P25+v//8Z2Xn/PjX++/jlp9934Gr4orW/e2her1SrDMJSSkiJ/f/8s3Zv2M33jz3Z+kN/6ZvrxUwWsHuSwfGvjR/XsT45nCEU1ilLHiI4qHFRYX+47qZEr7Af0yV1uU9cG4R77vuW39+167uxbfvz+AACA7PFYSD9z5owsFovKlCmT7nqZMmX0yy+/2L2nV69eOnPmjO644w4ZhiGz2axnnnnG6eZmU6ZM0fjx4zNc/+abbxQaGpruWkBAgMLDw3Xp0iUlJyf/72qQ846EBisxN3Ne4iWXqpnNZu3YscP2SwhJ+v7771WlShVVqlRJZrNZmzZtso2mnzt3TrGxsYqIiFBCQoKqVKmi77//Pt39O3bsUJUqVXT58mVJqeHx2rVr6er4ssTERE83wa7k5GRdvXpV33//vcxmc7aesWGD89FXX5Yf+uZnTVGnA44D+viSpfX5ue12y1oFt9I9IffI/zd/bT0arS0nTFr5u/1f5vSsYlHBUwe0dq3jc9LzSn543xxxR9+uXLnihpYAAID8wKd2d9+8ebMmT56sd955R82aNVNcXJwGDx6siRMn2tZS32jEiBGKioqyfZ2QkKCKFSvq3nvvVVhYWLq6165d0x9//KFChQopJCQk0/YYhqHExEQVLlw490bSXRQQEKA///xT48eP19NPP629e/fqvffe0xtvvKGGDRuqc+fOioqK0rx581S4cGGNGDFC5cuX16OPPqrAwEANHz5czZo10+zZs9W9e3dFR0fr/fff15w5c2zfJz8/P4WEhGT4vvkab3rf7Ll27ZoKFCigVq1aufRzeL2UlBRt2LBB7dq1U2BgYC610DPyS98yG0EfXyZcn4fa/+VgaECopnedrgC/AK3c/7fGrD6sK8n2l6NM7nKbujUu75Y250R+ed/scWff8ssvPwEAQM55LKSXLFlS/v7+OnXqVLrrp06dUnh4uN17Ro8erccff1xPPfWUJKlu3bq6fPmynn76ab366qvys3OeeHBwsIKDgzNcDwwMzPChymKxyGQyyc/Pz+6zbpQ2VTrtHk974okndO3aNTVv3lz+/v4aPHiwnnnmGZlMJi1atEiDBw9W586dlZycrFatWmnt2rW2702TJk303//+V2PGjNGkSZNUtmxZjRgxQn379k3XN2/pa0542/t2Iz8/P5lMJrs/o67Kyb3ezqf7tnextNr+GeixpTtqbeNG+vyXD+2WhwaEalTzUSoQXEBmi9VpQPfGNeg+/b5lwh19y6/fGwAAkHUeC+lBQUFq3LixNm7cqC5dukhKDU8bN27UoEH2R5muXLmSIVSlrdm9fg31zSowMFCzZs3SvHnzMpQVK1ZMixcvdnr/ww8/rIcfflhS6ntx48jO8ePH3dZW4Kazd7G0yn5ATwkIUY/QH2X5xf668peavKRetXopwC/1n+wF2475VEAHAACA6zw63T0qKkp9+vRRkyZN1LRpU82aNUuXL19Wv379JKWODJcvX15TpkyRJHXq1EkzZ85Uw4YNbdPdR48erU6dOmV5gy0AyBMWs7TjHWmD/SU5KQHBGlOsoCwOll7E9I5RkP+/09+X7Y7X5LX29+2Y3q2+HmlcIedtBgAAgMd4NKT36NFD//zzj8aMGaOTJ0+qQYMGWrdunW0zufj4+HQj56NGjZLJZNKoUaP0119/qVSpUurUqZNee+01T3UBABw7sEz66kUp5bLd4rdKltLCQiEOA/qklpPSBfTPY/50eMxa7KT7FBzALysBAAB8ncc3jhs0aJDD6e2bN29O93VAQIDGjh2rsWPH5kHLfMuN3ysAHmYxOw3oo0sW14rCBRzePqnlJD1Y9UHb10lmi4Z9Zn+X9und6hPQAQAA8gmPh3QAyHcsZum71zIJ6IXslg1tPFS9a/e2rT+XUkfQHQX0aQ/XY4o7AABAPkJIBwB3ymSK+6sli2uVg4A+vvl4PVTjoXTXlu2OdzjFfWSHmmwSBwAAkM8Q0gHAXTKZ4t4ooqJSHKw/H1dknDrd2indNWcBvWCQv/q3rJyz9gIAAMDreN8h0QDgq3a843QE3V5ALxxYWBMjJyrAlP53ppkF9Eld6yjAn3/CAQAA8htG0gHAHfYudnjMmr0p7i81eUkPVHlAYUFhMiyG1h5eayvLbIp7/5aVCegAAAD5FCEdAHLIErNI/qsH2y27cYr7S01eUq9avdJtDJdiSbH92dkxa9MerscadAAAgHyOkA4AObB/3VA12PG+3bLrp7jb27X9RmaL1eku7gR0AACA/I/5kvlEmzZtNGTIEE83w8bb2gO4ncUs89Y3HQb00ddNcZ/UcpL61unrNKBbDOmtTUftlhHQAQAAbh6MpDthNay6kHTBcbnVqsSkRJmvmeXnlzu/7ygaXFR+prz5XUpycrKCgoLy5LUAn7Z/qbTiWYf/gF5/DnpM7xgF+Tv/e7Vy/98auctfydZjGco4Zg0AAODmQkh34kLSBbVe1tqjbdjSY4uKhxR3Wqdv377asmWLtmzZorfeekuSFBcXp8mTJ2vTpk06efKkKlWqpOeee06DBw9Od9+FCxd0++23a+7cuQoODtaxY8e0fft2Pffcc/rll19Up04djRo1Sl27dtW+ffvUoEEDSdJPP/2kl156ST/88IMKFiyoe++9V2+++aZKlixptz3Hjh1TRERErnyPgDy1d7G06nmHxWkBvXBgYY1oNiLTgG62WDVm9WElW+0fzcYxawAAADcXQno+8NZbb+nXX39VnTp1NGHCBElSsWLFVKFCBX322WcqUaKEtm/frqefflply5ZV9+7dbfdu3LhRYWFh2rBhgyQpISFBnTp10v3336/58+fr7NmzioqKSvd6Fy5c0N13362nnnpKb775pq5evarhw4ere/fu2rRpk932lCpVKo++G0AusZhTj1hzsIO7lBrQX+i/Sy/6+SssKMzp9PY0C7Yd05Vki92y6d3qs4s7AADATYaQng8UKVJEQUFBCg0NVXh4uO36+PHjbX+uXLmyoqOj9d///jddSC9YsKDef/992zT3+fPny2Qy6d1331VycrLCwsJ04sQJDRgwwHbPnDlz1LBhQ02ePNl2bcGCBapYsaJ+/fVXVa9e3W57AJ9kMUu7/k9aP9JptfFlyqrpvW+oVKjrv5Batjtek9f+Yrdserf6eqRxhSw1FQAAAL6PkJ6PzZ07VwsWLFB8fLyuXr2q5ORk23T1NHXr1k23Dj02Nlb16tVTSEiIkpOTJUlNmzZNd8+BAwf03XffqVCh9Oc+S9LRo0dVvXp193cG8IT/rT13ZnrxoirVZoxerdPHpZHzNM6OWouddJ+CA/yz1FQAAADkD4R0J4oGF9WWHlscllutViUmJqpw4cK5unFcdnz66acaNmyYZsyYocjISBUuXFhvvPGGdu7cma5ewYIFs/zsS5cuqVOnTnr99dczlJUtWzZb7QW8TiZrz6XU6e2N2s9U12pds/RoZ0etTe9Wn4AOAABwEyOkO+Fn8nO6aZvValVAcoDCQsJyLaS7KigoSBbLv+tat23bphYtWui5556zXTt61P7xTterUaOGlixZoqSkJNu13bt3p6vTqFEjffHFF4qIiFBAgP0foRvbA/gUFwL6qyWLq0k2A/rMDb/aLZvc5TamuAMAANzk2JEon4iIiNDOnTt1/PhxnTlzRtWqVdOePXu0fv16/frrrxo9enSGsG1Pr169ZLVa9Z///EexsbFav369pk+fLkkymVJ3nx44cKDOnTunnj17avfu3Tp69KjWr1+vfv362YL5je2xWq2513nAjSwxi5wG9GnFi6pBRMVsBfQv9/2peuO/0TubM/7C7MFbLOrWuHxWmwsAAIB8hpCeTwwbNkz+/v6qXbu2SpUqpfbt2+uhhx5Sjx491KxZM509ezbdqLojYWFhWr16tQ4cOKBWrVpp9OjRGjNmjCQpJCREklSuXDlt27ZNFotF9957r+rWrashQ4aoaNGithkFN7YnPj4+9zoPuIHZfE17lveR/+rBdsun/y+cf1QkTOPveC3LAT3JbNGLyw443Mm9dVkjy20GAABA/sN093yievXqio6OTndt4cKFWrhwYbprU6ZMsf150aJFdp/VokUL7du3TwkJCQoLC9Mnn3yiwMBAVapUyVanWrVqWr58eZbaA3irveuHqVH0e2rioDzt7HNJiukdk+nZ5zf6POZPh2vQJen1h26T/wnH5QAAALh5ENKRweLFixUREaEiRYro6NGjtjPQCxQo4OmmAW5ltpq1c81AtYz51GGdtIAeGhCqUc1HZTmgL9sd73AXdyl1o7gH65XRWkI6AAAAREiHHSdPntSYMWN08uRJlS1bVt26ddNrr73m6WYBbrUybqVi1g3RhDPnHNZJC+gvNXlJvWr1ytIRa5LzY9akf49aS0lJydJzAQAAkH8R0pHByy+/rGHDhtmmu3t653rA3ZYfWa7964c6Dehbb++tF++ZqLFBYVkO55LzY9YKBvlrUtc6HLUGAACADAjpAG4qX8Z+pt/WD9OEcxfslu+u+6AaPviu7ggIydHrLNh2zO71kR1qqn/Lygrw55dfAAAAyIiQbodhsMsyPIefv9yzZ32UukZ/4LB8X/Mndft9M3P8Ost2x2vy2l8yXB/ZoaaeblUlx88HAABA/kVIv05gYKAk6cqVK2ySBo+5cuWKpH9/HuEeMV8PUZOdCx2WWzrNVsPGfXL8Os7WofdvWTnHzwcAAED+Rki/jr+/v4oWLarTp09LkkJDQ2UymRzWt1qtSk5O1rVr1/Ldum36lvcMw9CVK1d0+vRpFS1aVP7+rFd2l33rotTYSUBX5znyb/R4jl/H2Tr06d3qM8UdAAAAmSKk3yA8PFySbEHdGcMwdPXqVRUoUMBpmPdF9M1zihYtavs5RA5ZzDJHv62GOxxPcVeXeVKDXm55OUfr0Kc9XE+PNK7gltcAAABA/kZIv4HJZFLZsmVVunTpTI9FSklJ0ffff69WrVrlu6nJ9M0zAgMDGUF3l/1LpRXPOvxH7mDDHqr7wDuSv3v+GXS2Dr377RXd8hoAAADI/wjpDvj7+2calvz9/WU2mxUSEuJ1YS+n6Bt82t7F0qrnHRZvbdxTd3Sa77aXYx06AAAA3IUFkgDyFUvMIqcBfVLpcDXvOMdtr8c6dAAAALgTnx4B5Bv71kXJf/Vgh+Wvliyu+u2nK8DPfZOIWIcOAAAAd2K6OwCfZ7aatXPNQLWM+dRu+fTiRbUkrLB2Pb5XQf5Bbntd1qEDAADA3QjpAHzayriVilk3RBPOnLNbPrpkca0oXEiTWk5ye0BnHToAAADcjZAOwGctP7Jc+9cPdSmgP1j1Qbe9rrOAzjp0AAAA5AQhHYDPMVvNWnJoiX7bPN5hQN/auKdebDdZY4PC3LoG3VlAZx06AAAAcoqQDsCnrDm2RpN3T9Z95/9xGND3NX9Sd9w30+2vnVlAZx06AAAAcoqQDsBnWAyLpu6e6jSgWzrNVsPGfdz+2s7OQiegAwAAwF0I6QB8xo6kHU4DujrPkX+jx93+uklmi8Oz0AnoAAAAcCd2NwLgE8xWs0L++cxpQFcuBPQv9/2pGqPW2S0joAMAAMDdCOkAfMKe9S/keUA3W6x69cuf7JZxFjoAAAByAyEdgNeL+XqI7tz7X/uFuRTQJWnBtmO6kmzJcL1gkD9noQMAACBXsCYdgNcym69p38qndfvBlXbLLZ1m58oadCl1J/fJa3+xWzapax3OQgcAAECuIKQD8Ep71w9To+j3dLuD8n3Nn8yVXdwl50etxU66T8EB/rnyugAAAABDQQC8zp71UWoU/Z7D8r3N+6thLpyDLjkP6NO71SegAwAAIFcR0gF4lRW/LFOT6A8clu9u2leN7nszV147s7PQH2lcIVdeFwAAAEjDdHcAXmPP+ih1cRLQl5e/V53aTc+V1zZbrJyFDgAAAI9jJB2Ax5mtZv3w1XMOR9B/rNFWV4f/Kf/SvXOtDQu2HbN7nYAOAACAvMRIOgCPMVvNWnp4qWbunqb9x/+wWyclIET1ui9TitXItXY42smds9ABAACQ1wjpADxiZdxKjdo2SpLUJyHRbp2UgBAFdpot+QdI1pRcaYezdeichQ4AAIC8RkgHkKfMVrOWHFqiGTEzJEldEy9p2LkLGerF3vaAajz0YWpAz622OFmHPr1bfc5CBwAAQJ4jpAPIM6uPrtbEHRN11XxVUmpAn3DmnN26uR3QJefr0NnJHQAAAJ5ASAeQJ5ItyRq5daQkyd8w1Dsh0e4IuiSpy7xcD+isQwcAAIA3Yi4ngFy3Mm6lGi9pLEnqnHhJ+4//4Tigd54jNeiVq+1ZtjuedegAAADwSh4P6XPnzlVERIRCQkLUrFkz7dq1y2n9CxcuaODAgSpbtqyCg4NVvXp1rV27No9aCyCrlh9ZbtsgrnPiJb3mYHp7aoU5UqPHc7U9zgI669ABAADgaR6d7r5s2TJFRUVp/vz5atasmWbNmqX27dsrNjZWpUuXzlA/OTlZ7dq1U+nSpfX555+rfPny+v3331W0aNG8bzwAp27cIM7fMLw6oLMOHQAAAN4gWyH9u+++01133ZXjF585c6YGDBigfv36SZLmz5+vNWvWaMGCBXrllVcy1F+wYIHOnTun7du3KzAwUJIUERGR43YAcK8bN4iTpN4OjlmTlLoG3YNT3Kc9XI916AAAAPAK2Qrp9913nypUqKB+/fqpT58+qlgx6x9uk5OTFRMToxEjRtiu+fn5qW3btoqOjrZ7z6pVqxQZGamBAwdq5cqVKlWqlHr16qXhw4fL39/f7j1JSUlKSkqyfZ2QkCBJSklJUUpKzs5dTrs/p8/xRvTNN3lD38xWc4aA7uiYNUuLIbK2fkXyC5AyaXNO+rZ8318avvxnu2WTu9ymrg3CPfo984b3LbfQt6w9CwAAwGQYhpHVm86cOaOPPvpIH374oX7++WfdfffdevLJJ9WlSxcFBQW59Iy///5b5cuX1/bt2xUZGWm7/vLLL2vLli3auXNnhntq1qyp48eP67HHHtNzzz2nuLg4Pffcc3rhhRc0duxYu68zbtw4jR8/PsP1pUuXKjQ01MUeA3DVtmvb9PW1r21fO1uHvqrBQhkm+79gcxeLIUXtsP/7yJ5VLGpeOsv/BAJud+XKFfXq1UsXL15UWFiYp5sDAAA8KFsh/Xp79+7VwoUL9cknn0iSevXqpSeffFL169d3el92Qnr16tV17do1HTt2zDZyPnPmTL3xxhs6ceKE3dexN5JesWJFnTlzJscfhFJSUrRhwwa1a9fONv0+v6BvvsnTfUu2JKv5sua2r/0NQ/uP/2G3rrnTHBn1HnX52dnt2/tbj+v19b9muD65y23q1ri8y8/JTZ5+33ITfXNNQkKCSpYsSUgHAAA53ziuUaNGCg8PV4kSJTR16lQtWLBA77zzjiIjIzV//nzddtttdu8rWbKk/P39derUqXTXT506pfDwcLv3lC1bVoGBgemmtteqVUsnT55UcnKy3VH84OBgBQcHZ7geGBjotg+M7nyWt6FvvskTfVt9dLXtHHQpNaAPPH/RfuXOcxSQzU3istK3Zbvj7Qb0kR1qqlfziGy9fm7iZ9I3uaNv+fV7AwAAsi7bZw2lpKTo888/V4cOHXTLLbdo/fr1mjNnjk6dOqW4uDjdcsst6tatm8P7g4KC1LhxY23cuNF2zWq1auPGjelG1q/XsmVLxcXFyWq12q79+uuvKlu2rMvT7AG4X9o69DRpZ6EPuJiQsXK7ibm+i7skfR7zJ2ehAwAAwOdkK6Q///zzKlu2rP7zn/+oevXq2rdvn6Kjo/XUU0+pYMGCioiI0PTp0/XLL784fU5UVJTee+89ffjhhzp8+LCeffZZXb582bbb+xNPPJFuY7lnn31W586d0+DBg/Xrr79qzZo1mjx5sgYOHJidbgBwA7PVrLn759o2iuua2VnozZ/L/TZZrBr22QG7ZZyFDgAAAG+Wrenuhw4d0ttvv62HHnrI7lRyKXU6+3fffef0OT169NA///yjMWPG6OTJk2rQoIHWrVunMmXKSJLi4+Pl5/fvh+mKFStq/fr1evHFF1WvXj2VL19egwcP1vDhw7PTDQA5tDJupUZtG2X7umviJU1wFtC7zJP8c7zKJlMLth2ze52z0AEAAODtsvVpeezYsWrRooUCAtLfbjabtX37drVq1UoBAQFq3bp1ps8aNGiQBg0aZLds8+bNGa5FRkZqx44d2Wk2ADcxW81acmiJZsTMsF1zKaDn8lnoUuo69MlrM87iGdmhJmehAwAAwOtlK6TfddddOnHihEqXLp3u+sWLF3XXXXfJYrG4pXEAvM+No+dS6hp0hwG93cTUKe55MILOOnQAAAD4umx9ajYMQyaTKcP1s2fPqmDBgjluFADvZC+gBxqG4zXonefkySZxEuvQAQAAkD9kKaQ/9NBDkiSTyaS+ffumW49usVj0448/qkWLFu5tIQCvYLaa7Y6ge0NAl1iHDgAAgPwhSyG9SJEiklJH0gsXLqwCBQrYyoKCgtS8eXMNGDDAvS0E4BWWHFqS7muna9Dz6Ji1NKxDBwAAQH6RpZC+cOFCSVJERISGDRvG1HbgJrH8yHLXN4kLKpQnx6ylWbY7nnXoAAAAyDeyvbs7gJvD8iPLNXb7v3/nMw3oHWfmySZxkvON4liHDgAAAF/k8ifpRo0aaePGjSpWrJgaNmxod+O4NHv37nVL4wB41sq4lekCurfs4i453yiOdegAAADwVS5/mn7wwQdtG8V16dIlt9oDwEskW5LTbRTn7yW7uKdxtlEc69ABAADgq1wO6ddPcWe6O5C/2TtqLcxqtV/ZAwGdjeIAAACQX7FgE0A6y48szxDQJanzpcsZK+fxLu6StHzfX2wUBwAAgHzL5ZH0YsWKOV2Hfr1z5xxMiQXg1W7cJE5KnebeOyFRw85dyHhDg15507D/sRjS8OU/2y1jozgAAADkBy6H9FmzZuViMwB4ktlq1pJDS9IdsyalbhTncB26JIUUzd2G3WDLCfu/KGSjOAAAAOQXLof0Pn365GY7AHiIvfXnUiZHrUlSl3l5tpO7JH0W86dW/u6f4Trr0AEAAJCfuPwJOyEhQWFhYbY/O5NWD4B3sze9XXIhoHeek6dT3T+P+VMjVxyyW8Y6dAAAAOQnWVqTfuLECZUuXVpFixa1uz7dMAyZTCZZLBa3NhKA+914Bnoap2ehS6kj6HkY0J2dh846dAAAAOQ3Lof0TZs2qXjx4pKk7777LtcaBCD3ma1mu1PcnZ6F3m6i1Py5PJ3iLjk/D5116AAAAMhvXP603bp1a7t/BuB7lhxakuGav2FocXANSX9kvMEDZ6FLnIcOAACAm0+2h8TOnz+vDz74QIcPH5Yk1a5dW/369bONtgPwPo52cX/g0mVNOJeoQIudgO6Bs9Cl1IDOeegAAAC42WRrMef333+viIgIzZ49W+fPn9f58+c1e/ZsVa5cWd9//7272wjADVYfXa0Wn7TIEND9DUOjz5xToCXZ/o3Nn8uD1qX3ecyfDgP66w/dxjp0AAAA5FvZGkkfOHCgevTooXnz5snfP/VIJIvFoueee04DBw7UwYP2P1wD8Ayz1awpO6foqvlqhrLeCYkKNQz7N+bxMWuS843ielax6KGG5fO0PQAAAEBeytZwVFxcnIYOHWoL6JLk7++vqKgoxcXFua1xANzj/LXzSkxJzHC9a+IlDTt3wf5NebyLexpHG8VN7nKbmpd28MsEAAAAIJ/IVkhv1KiRbS369Q4fPqz69evnuFEA3Gdl3Erd/dndGa47PWpt1GmPBHRnG8V1a8wIOgAAAPI/l+ex/vjjj7Y/v/DCCxo8eLDi4uLUvHlzSdKOHTs0d+5cTZ061f2tBJAty48st3sWeqCzo9a6zJMCgnO5ZRk5W4fev2VlGVZLHrcIAAAAyHsuh/QGDRrIZDLJuG7t6ssvv5yhXq9evdSjRw/3tA5AtjkK6J0TLzkO6J3neGQE3dk69Ond6ivA308phHQAAADcBFwO6ceO2V8nCsD7rDi6QhN2Tshw3WlA99BRa5LjdejTHq6nRxpXyOPWAAAAAJ7jcki/5ZZbcrMdANzAbDVr67WtWrdzXYYyf2dT3IMKeeSoNcn5OvTut1f0QIsAAAAAz8nR2UqHDh1SfHy8kpPTn6/cuXPnHDUKQNatPrpaE3dMtHvMmiR9VKyFdHxZxoKgQlLHmXl+1JqU+Tp0AAAA4GaTrU/lv/32m7p27aqDBw+mW6duMpkkpZ6ZDiDvmK1mpwH9w9L3qO7OhRkL7oiS7nrVIwHdlXXoAAAAwM0mW5+CBw8erMqVK+v06dMKDQ3Vzz//rO+//15NmjTR5s2b3dxEAJlZcmiJ04DeyF5AlzwW0CXWoQMAAAD2ZOvTeXR0tDZt2qSSJUvKz89Pfn5+uuOOOzRlyhS98MIL2rdvn7vbCcCBlXErNSNmht2yD8Pbq1H0e/Zv7DLPYwGddegAAACAfdkaSbdYLCpcuLAkqWTJkvr7778lpW4uFxsb677WAXAq2ZKsUdtG2S2LeXS744DuoaPWpNSAzjp0AAAAwL5sDaPVqVNHBw4cUOXKldWsWTNNmzZNQUFBevfdd3Xrrbe6u40A7FgZt9JhQF9Yup2CpjiYMt55jseOWnO2URzr0AEAAIBshvRRo0bp8uXLkqQJEybogQce0J133qkSJUpo2TI7u0cDcBuz1awlh5Y4nOL+6rVb1WTnB/Zv9uBZ6M42imMdOgAAAJAqWyG9ffv2tj9XrVpVv/zyi86dO6dixYrZdngH4H7ORs8lqbB/AT16YrP9Qg+ehS453yiOdegAAABAqhzvGvXHH39IkipW5EM2kFsyGz2XpNCAUL1bqL4kO/tCePAsdImN4gAAAABXZWsBqNls1ujRo1WkSBFFREQoIiJCRYoU0ahRo5SSkuLuNgI3LbPVrMU/L1bDjxo6DejDGg7R9lt6qs4+O8tN7oiShv8u1e+Riy11zNk6dDaKAwAAANLL1rDa888/r+XLl2vatGmKjIyUlHos27hx43T27FnNmzfPrY0EbkaZTW1Ps6js/Wq8erSUctl+BQ+ehe5sHTobxQEAAAAZZeuT+9KlS/Xpp5/q/vvvt12rV6+eKlasqJ49exLSgRxafmS5xm4f67TO0MZD1bt6NwVMLue4kgfPQpekRduP273ORnEAAACAfdn69B4cHKyIiIgM1ytXrqygoKCctgm4qbkS0Ce1nKQHL12WnAV0D56FLklJZosmrTmc4Trr0AEAAADHsjXXdNCgQZo4caKSkpJs15KSkvTaa69p0KBBbmsccLPJLKC/1OQl7Xt8X2pAX/Gsw3rmTp47C12Svtz3p2qMWme3jHXoAAAAgGMuj6Q/9NBD6b7+9ttvVaFCBdWvX1+SdODAASUnJ+uee+5xbwuBm4SzgD608VD1rt1bAX4BkjnJaUBfXf8D3VfvwdxqZqbMFqte/fInu2WjOtZiHToAAADghMshvUiRIum+fvjhh9N9zRFsQPY5C+gTWkxQ12pdU7/Yv9RxQA8qJPN902T9IzCXWumaBduO6UqyJcP1gkH+6tsiIu8bBAAAAPgQl0P6woULc7MdwE1rZdzKnAf0O6Kku16VYTWkP9bmUksz5+g8dEma1LUOo+gAAABAJnK07fM///yj2NhYSVKNGjVUqlQptzQKuFkkW5IdHrOWLqBbzE5H0G3HrFlTcqmlmVu2O97heeixk+5TcIB/HrcIAAAA8D3ZGta6fPmy+vfvr7Jly6pVq1Zq1aqVypUrpyeffFJXrlxxdxuBfGll3Eo1XtLYblm6gC5JO96x/5CgQlLHmR49Zk2SPo/502FAn96tPgEdAAAAcFG2QnpUVJS2bNmi1atX68KFC7pw4YJWrlypLVu2aOjQoe5uI5DvLD+y3OEI+tDGQ9MH9L2LpQ2jM1a8I0oa/rtUv0cutdI1ZotVwz47YLeM89ABAACArMnW8NsXX3yhzz//XG3atLFd69ChgwoUKKDu3btr3rx57mofkO842yQuNCBUvWv3/vfC3sXSquftPyhtiruHLdh2zO71aQ/X4zx0AAAAIIuyNZJ+5coVlSlTJsP10qVLM90dcCKzgD6q+ajUY9Yk5wG9yzyvCOiONoob2aEmAR0AAADIhmyF9MjISI0dO1bXrl2zXbt69arGjx+vyMhItzUOyE8yOwd9W89t6lSlU+oFZwG98xypQa9caqXrnG0U179l5TxuDQAAAJA/ZGsobtasWbrvvvtUoUIF1a9fX5J04MABhYSEaP369W5tIODLzFazEpITtCpulWbEzLBbJ8MmcZkF9EaP50JLs8ZZQJ/erT5HrQEAAADZlK2QXrduXR05ckQff/yxfvkldaprz5499dhjj6lAgQJubSDgq1YfXa0pO6coMSXRYZ38FtDZKA4AAADImSyH9JSUFNWsWVNfffWVBgwYkBttAnxesiVZI7eOdFonwznoO96xv4u75DUB3dlRa2wUBwAAAORcluekBgYGpluL7g5z585VRESEQkJC1KxZM+3atcul+z799FOZTCZ16dLFre0BsstsNWvxz4sdnn+eJl1AP7BMmlrJ6wN6ZketEdABAACAnMvWwtGBAwfq9ddfl9lsznEDli1bpqioKI0dO1Z79+5V/fr11b59e50+fdrpfcePH9ewYcN055135rgNgDusPrpaLT5poTf2vOG03qSWk9KPoH/1opRy2X5lLwnoEketAQAAAHkhW2vSd+/erY0bN+qbb75R3bp1VbBgwXTly5cvd/lZM2fO1IABA9SvXz9J0vz587VmzRotWLBAr7zyit17LBaLHnvsMY0fP14//PCDLly4kJ1uAG7jyvT2Td02qVhIsX+PWJNSp7j7QEDnqDUAAAAgb2QrpBctWlQPP/xwjl88OTlZMTExGjFihO2an5+f2rZtq+joaIf3TZgwQaVLl9aTTz6pH374welrJCUlKSkpyfZ1QkKCpNS19SkpKTlqf9r9OX2ON6JvrltzbI1GRzuYqq7U889H3D5CRQOLyrAYSrGkSFaz/HbNl//GcXbvMXeaI6Puo1IW25gb79tnMX9q5IpDdsseb1ohz35G+Jn0TfQta88CAAAwGYZhuFrZarXqjTfe0KpVq5ScnKy7775b48aNy/aO7n///bfKly+v7du3pztf/eWXX9aWLVu0c+fODPds3bpVjz76qPbv36+SJUuqb9++unDhglasWGH3NcaNG6fx48dnuL506VKFhoZmq91AGoth0WsXX1Oyku2W3x9yv5oHN5e/yd92rcK5bar/xyIFWJPs3rO6/gey+gXmSnuzatdpkz4+6m+37LEqFjUt7fI/HwCcuHLlinr16qWLFy8qLCzM080BAAAelKWR9Ndee03jxo1T27ZtVaBAAc2ePVv//POPFixYkFvtSycxMVGPP/643nvvPZUsWdKle0aMGKGoqCjb1wkJCapYsaLuvffeHH8QSklJ0YYNG9SuXTsFBnpHqHIX+uac2WpWYnKilvyyRMkX7Qf0HT12KMg/KP1Fq1kB05+VyUFAN3eao/vqPZitNknufd/MFqsGj/vWbtnkLrepW+PyOXp+VvEz6Zvom2vSZnkBAABkKaQvXrxY77zzjv7zn/9Ikr799lt17NhR77//vvz8sr4HXcmSJeXv769Tp06lu37q1CmFh4dnqH/06FEdP35cnTp1sl2zWq2pHQkIUGxsrKpUqZLunuDgYAUHB2d4VmBgoNs+MLrzWd6GvmXkyvnnk++YrIIh6fdqkMUsbZnmdA16gJvWoLvjfVsYfdTudU9vFMfPpG+ib5k/AwAAQMpiSI+Pj1eHDh1sX7dt21Ymk0l///23KlSokOUXDwoKUuPGjbVx40bbMWpWq1UbN27UoEGDMtSvWbOmDh5Mf0bzqFGjlJiYqLfeeksVK7KBFXKX2WrWxB0TddV81WGdmN4xGUfQDyxzvot7l3lSg15ubGnOsFEcAAAA4BlZCulms1khISHprgUGBuZow5uoqCj16dNHTZo0UdOmTTVr1ixdvnzZttv7E088ofLly2vKlCkKCQlRnTp10t1ftGhRScpwHXA3s9WsufvnOg3ok1pOyhjQMztmbdRpKSDjbA9P+TzmTw3/4qDdsv4tK+dxawAAAICbS5ZCumEY6tu3b7rp49euXdMzzzyT7hi2rBzB1qNHD/3zzz8aM2aMTp48qQYNGmjdunUqU6aMpNTR++xMpQfcaWXcSo3aNsppnUktJ+nBqnbWkzs7Zq3LPK8K6GaLVcM+O2C3bHq3+grw5+8iAAAAkJuyFNL79OmT4Vrv3r1z3IhBgwbZnd4uSZs3b3Z676JFi3L8+oAjZqtZSw4t0YyYGQ7r2D3/PM3exdIGB8ezedkUd0lasO2Y3evTHq6nRxpnfUkLAAAAgKzJUkhfuHBhbrUD8Dqujp6XCi1lv3DvYmnV8/bLvGyKu8Q6dAAAAMAbMHcVsGP5keXZn95uMUvbZjsO6F42xV1KDeisQwcAAAA8L0sj6UB+58r09qGNh6p37d72p7fvXyqteNbxC3Se43VT3J0FdNahAwAAAHmLkA78z+qjqzM9Xs3h6LnkWkB30zno7uIsoLMOHQAAAMh7hHRAmZ9/7nT0XJLMSfkuoLMOHQAAAMh7hHTctMxWsxKvJUqSPjr0kcOAPqHFBHWt1tXxgzIbQffCXdwJ6AAAAIB3IqTjprQ3ea9Gfep8Yzgpk+ntkvMd3O+Iku56VfL3rr9mBHQAAADAe3lXegBymdlq1uLDi7X8yvJM68b0jlGQf5D9QotZ2vGO4zPQgwoR0AEAAABkmXclCCCXmK1mLT28VG/secOl+pNaTnIc0A8sk756UUq5bL88qJDUcabXBfTPY/4koAMAAABezrtSBJALVsatzPTM8+s5neJuMUtrX3Ic0NtNlJo/53UB3WyxathnB+yWEdABAAAA7+FdSQJws+VHlmvs9rFO6wxtPFSdq3aWJIUFhTnewV2Srl2Qki7aL/PCHdzTLNh2zO51AjoAAADgXQjpyLdcCeiZbgx3PYtZip5rv8wLd3BPs2x3vCav/SXD9ZEdahLQAQAAAC9DSEe+lFlAvz/kfo3vMl4Fggu49kBnx6wNjZUKh2ejlbnP2UZx/VtWzuPWAAAAAMiMn6cbALiT2WrWop8WOQzoQxsP1a5Hd6llSEvn09qvt3ex83PQQ0tmo6W5z1lAn96tvgL8+esPAAAAeBtG0pFvZLZB3IQWE9S1WlelpKS4/lBn56BLqdPcvWyTOEn6LOZPjVxxyG7ZtIfr6ZHGFfK4RQAAAABc4X3pAsgGVwN6lrgS0L1wHfqu0yZ9HO04oLMOHQAAAPBehHT4NLPVrPPXzudtQPfSY9ak1KPWPj7qb7eMgA4AAAB4P+9LGYCLVh9drSk7pygxJdFhnSzt3p7GWUD34mPWzBar3tp01G4ZAR0AAADwDYR0+CSz1ayJOybqqvmq3fKn6j6lgQ0Gur45XBofDeifx/ypYZ8dsFvGUWsAAACA72B7Z/ikJYeWOAzooQGh2Qvo+5fmu4AucdQaAAAA4EsYSYfPMFvNSkhO0Kq4VZoRM8NuncKBhTWi2YisB3SL2fExa14c0JPMFqcBnaPWAAAAAN9CSIdPyGz3dkna1G2TioUUy3pAl6Qd79i/7sUBPbMR9Ond6nPUGgAAAOBjCOnwesuPLNfY7WOd1pnUcpJKhZbK+sMt5tSAvmF0xrJ2E30yoLctb9XbA+5VgZDgPG4VAAAAgJwipMOrrYxbmWlAn9BiQtZ3cJdkOvhf6euXpJTL9is0fy7Lz8wLzqa4FwzyV4eKZqa4AwAAAD6KT/LwWmarOdMp7pNaTsr6GeiSTIZF/s4Cepd5XnkO+ucxf6rGqHV2ywoG+Wt8p1ryN+VxowAAAAC4jfelEOB/EpIT7F4f2nioOlftrLCgsOytP5d06+n1MjkK6J3nSA16Zeu5ucnZFPfn2lRRVLvqMqwWrf17f942DAAAAIDbENLhtVbFrcpwbWjjoepbp2+Onmvav0R1/v7UfmGXeV4Z0M0Wq9Mp7lHtqivA308pVksetwwAAACAOxHS4XXMVrOWHFpi95i1zlU75+zhexcrYM0Q+2WjTksB3rnZ2oJtx+xeLxjkr0ld67AGHQAAAMgnCOnwKpkdtRYWFJb9h+9dLK163n5Zl3leGdDNFqsWbDumyWt/yVCWNsWdgA4AAADkH4R0eI3MAvqklpOyvQbdaUD30jXoX+77U69++ZOuJNufwk5ABwAAAPIfQjq8QmY7uWf3mDVJmQd0LzwLPcls0YvL7K9Bl6Tp3eoT0AEAAIB8iE/58ApLDi1xWJbdY9YkOQ3o5o5veWVAd3bMmiRNe7ieHmlcIQ9bBAAAACCvMJIOj1t+ZLndTeKeqvuUBjYYmCtT3PdVelJ1GjyWvefmImfHrEmpI+gEdAAAACD/IqTDo1bGrdTY7WPtluVWQDd3fEvxfxdTnew9OdckmS1OA3rspPsUHOCfhy0CAAAAkNeY7g6PSbYkO1yHnpubxBleOoLuaIp7wSB/vdmjPgEdAAAAuAkwkg6PWH10tUZuHWm3LNubxFnM0o53pA2j7ZenbRKXkpL1Z+ciZ1PcOWYNAAAAuLkQ0pHnzFazpuycYrdsaOOh2dsk7sAy6asXpZTL9su9dBd3s8XqMKAXDPInoAMAAAA3GT79I88lJCcoMSUxw/XQgFD1rt076w+0mH0yoEvSgm3H7F4vGOSvSV3rENABAACAmwwj6chTZqtZHx36yG7ZqOajsrcOfcc7PhnQl+2O1+S1v2S4zhR3AAAA4OZFSEeeWX10tSbumKir5qsZyjZ126RSoaWy/tC9ix2vQe8yT2rQK+vPzAPLdsdr+BcH7ZYR0AEAAICbFyEdecJsNTsM6JJULKRY1h/qbBf3UaelgOCsPzMPOAvo07vVJ6ADAAAANzHSAHKd2WrW3P1zHQb0LB+3ZjFL22Y7Duhd5vlkQJ/2cD090rhCHrcIAAAAgDdhJB25ytkUdyk1oGfpuLX9S6UVzzou7zzHJ6e4T3u4nrrfXjGPWwQAAADA2xDSkWsym+Ie0ztGQf5Brj/Q2fR2yes3iSOgAwAAAMgM092RK1yZ4k5AJ6ADAAAASI+RdLjdyriVGrVtlMPyLE9xzyyg++gu7gR0AAAAADcipMNtzFazlhxaohkxMxzWcesU93YTpebPSf7e+WNMQAcAAACQVd6ZbuBzMhs9l9w8xd2Lp7dLBHQAAAAA2UNIR7aZrWYlJCdoVdwqp6PnkpunuBPQAQAAAORThHRky+qjqzVl5xQlpiQ6rTe08VD1rt07a+egE9ABAAAA3KQI6cgSs9Ws89fOa+TWkZnWzfLoucUs7XhH2jDafjkBHQAAAEA+R0hHptKmtX919Cu9seeNTOtna/T8wDLpqxellMv2y704oJstVi3YdkyT1/5it5yADgAAAMBVXnFO+ty5cxUREaGQkBA1a9ZMu3btclj3vffe05133qlixYqpWLFiatu2rdP6yJk1x9ao1aet1HpZa5cC+qSWk9S3Tt+sBXRzkvTl0z4Z0L/c96fqjf+GgA4AAADALTwe0pctW6aoqCiNHTtWe/fuVf369dW+fXudPn3abv3NmzerZ8+e+u677xQdHa2KFSvq3nvv1V9//ZXHLc//LIZFk3dPznTduSRt6rZJ+x7fl/Xp7dFzpUmlHdfx4oCeZLboxWUHdCXZYrecgA4AAAAgqzwe0mfOnKkBAwaoX79+ql27tubPn6/Q0FAtWLDAbv2PP/5Yzz33nBo0aKCaNWvq/fffl9Vq1caNG/O45fnfjqQdumq+6rRO4cDCmnzHZJUKLZX16e1TK0nrnaxt7zLPawP65zF/qsaodQ7LCegAAAAAssOja9KTk5MVExOjESNG2K75+fmpbdu2io6OdukZV65cUUpKiooXL263PCkpSUlJSbavExISJEkpKSlKSUnJQetluz+nz/FGV5Ou6utrXzssj2oUpY4RHVU4qLAC/AKy9j2wmhXw1YsyOZreLill+F9SQLCUC9/bnL5vn8X8qZErDjksf/2h29S1QbhHfi7y888kffNN9C1rzwIAADAZhmF46sX//vtvlS9fXtu3b1dkZKTt+ssvv6wtW7Zo586dmT7jueee0/r16/Xzzz8rJCQkQ/m4ceM0fvz4DNeXLl2q0NDQnHUgH7tsvawpCVMyXB8eNlyhplD5m/yz9VyTYVHNE8tV/dRqu+VmvxAdqNhHfxZvma3n57boUyZ9+pvjvs9oZlaAx+enAPA1V65cUa9evXTx4kWFhYV5ujkAAMCDfHp396lTp+rTTz/V5s2b7QZ0SRoxYoSioqJsXyckJNjWsef0g1BKSoo2bNigdu3aKTAwMEfP8jYLf1oo/Zj+WlSjKPWo2SPrD7OapasX5PfTZ/L/1sHxapIsbSfKuH2A6vkFqF7WX8Vl2XnfzBarFkXH69PoX+2WFwzy1/hOtdS5QTl3NjXL8vPPJH3zTfTNNWmzvAAAADwa0kuWLCl/f3+dOnUq3fVTp04pPDzc6b3Tp0/X1KlT9e2336pePceRLjg4WMHBwRmuBwYGuu0Dozuf5Q2WH1mut398O8P1B6s9mPV+HlgmrX1JSrrovN6o0/IPCFb2xuezx9X37ct9f+rVL39yuEHcyA411b9lZQX4e88Qen77mbweffNN9C3zZwAAAEge3jguKChIjRs3TrfpW9omcNdPf7/RtGnTNHHiRK1bt05NmjTJi6beNFbGrdTY7WPtloUFZXHmQdrRapkF9C7zUtefeyFXdnB/ulUVrwroAAAAAHyXx6e7R0VFqU+fPmrSpImaNm2qWbNm6fLly+rXr58k6YknnlD58uU1ZUrq+ujXX39dY8aM0dKlSxUREaGTJ09KkgoVKqRChQp5rB/5gdlq1qhto+yWTWo5yfXd2y1madf/Od+5PU2XeVKDXlloZd75POZPDfvsgMNydnAHAAAA4G4eD+k9evTQP//8ozFjxujkyZNq0KCB1q1bpzJlykiS4uPj5ef37yjlvHnzlJycrEceeSTdc8aOHatx48blZdPznSWHlti9PqHFBNfOP89KOG8/WWr6H8nf4z+Cdi3bHa/hXxx0WD69W3090rhCHrYIAAAAwM3AKxLSoEGDNGjQILtlmzdvTvf18ePHc79BNxmz1awlh5ZoRsyMDGVDGg5R12pdM3/I/qXSimczrzc0Vgot6bXh3GyxasG2Y5q89heHdWIn3afggLxcPQ8AAADgZuGdSQl5ZvXR1Zq4Y6Kumq/aLe9VI5Op6BaztOMdaYPjXdslSUGFpI4zpcLONwT0pMw2iCsY5K9JXesQ0AEAAADkGkL6TcxsNTsN6A+FPuR8Hbqro+dePrVd+neDOEe8cQd3AAAAAPmP96Ym5Lolh5Y4DOhjmo1RUGyQ45v3LpZWPe/8BXwgnEtsEAcAAADAezAseJNafmS53TXoUupO7l2qdHF8c2YBvd1EafRZKXKg1wf0ZbvjnQb06d3qE9ABAAAA5BnvTlDIFcuPLHd4FnpM7xgF+QcpJSXF/s2ZBXQvPlLtehZDen/rcb2+/leHddggDgAAAEBeI6TfRJzt4i6ljqAH+Wdzinu7iVLz57x+5FySlu/7S8N3BEiyH9DZIA4AAACAp3h/ooJbZLaLe6Znoe9f6jigd54jNXrcDa3Mfct2x2v48p8dlrNBHAAAAABPIqTfBDLbxX1CiwnOz0K3mB3v4u4jAd2V88/ZIA4AAACApxHS8zmz1ay5++dmP6BLqeeg2+MjAT2z3dul1A3iHmlcIY9aBAAAAAD2EdLzscymuE9qOcn5FHdJpv1LpA2jMxa0m+gTAX3Z7ngN/+Kgw3KmtwMAAADwJoT0fMpsNWvKzikOA3raLu7OVDz7gwL2vWe/sPlzOW1irnJlevvkLrepV/OIvGsUAAAAAGSCkJ5PJSQnKDEl0W5Zpru4S5LVrEbxDgJ6l3levYu7K9PbH6tiUbfG5fOoRQAAAADgGub45lNfHf3K7nVXprjLYpbflqn2yzrP8dpz0M0Wq979/qjTgD6yQ00dHtdWTUsbedgyAAAAAHCN9w6HItvMVrPe2PNGhuubum1SqdBSzm8+sEz66kX5p1zOWObF69BdGT1P2709JSUlj1oFAAAAAFlDSM9n0nZzt6dYSDHnN1vM0lcvSvYCuuS169Az2xxOYvd2AAAAAL6BkJ6PrIxbqVHbRtkte6nJSwrwc/J2W8zSd685DuheuA7dlc3h2L0dAAAAgC/xrtSFbFt+ZLnGbh/rsLxXLSfryPcvlVY867i8yzyvWodutli1aPtxTVpz2Gk9Rs8BAAAA+BpCej6QWUCf1HKS41H0vYulVc87vDdl+F8KLFAop010G1fWnjN6DgAAAMBXEdJ9nCsB3e5u7haztOMdacNoh/furTRAdQOC3dHMHHNlarv07+ZwAAAAAOCLCOk+zFlAH9p4qHrX7m1/BP1/O7g7XH8uydxpjv74M0x13dXYHHBl9FxiejsAAAAA30dI90Fmq1lLDi3RjJgZdssntJigrtW62r85sx3c202Umj8nw2pIf651U4uzx9XR81Eda6lviwimtwMAAADweYR0H7P66GpN3DFRV81X7ZY7DehS6hR3RwG985x/z0G3evYscdaeAwAAALgZEdJ9iNlq1pSdU7If0PcudrwG3Ut2cHd19Jyp7QAAAADyI0K6Dzl/7bwSUxLtlrkU0B3t4j7qtOQFG8Qxeg4AAADgZkfS8REr41bq7s/utls2qeWk7Af0LvM8HtDNFqve/f5opgF9erf6erpVFQI6AAAAgHyLkXQf4GwX903dNqlUaCnHNzsL6J3neHSKu9li1aLtxzVpzWGn9Rg9BwAAAHCzIKR7OWcBvXBgYRULKeb45swCetomcR7AsWoAAAAAkBEh3Ys5C+ihAaEa0WyE/XPQLebUXdwdbRLnwYDu6sZwjJ4DAAAAuBkR0r2Us4A+tPFQ9a7d235A379UWvGs4wd7KKC7OrVdYvQcAAAAwM2LkO6FnAV0p7u4O5veLnksoLs6tX1Ux1rq2yKC0XMAAAAANy1CupdZGbcyXwR0s8Wqi1dT9MXeP5naDgAAAAAuIqR7EbPVrFHbRtkty1FA7zIvT3dxd3XkXGJqOwAAAABcj5DuRZYcWmL3erYDeruJUvPnJP/cf5uzMnIuMbUdAAAAAOwhpHuJ5UeWa0bMjAzXhzYemr2AnkfT27OyIZzE1HYAAAAAcIaQ7gWcbRTXu3bvjBe95Ii1rExrl5jaDgAAAACZIaR7mLOAPqnlpIzHrHnwiLW0Ke2SXJ7WPrJDTT3cqIKKFAhk9BwAAAAAMkFI96DMjlp7sOqD/17IbPRcyrWAntUp7WkYOQcAAACArCGke4DZataSQ0vsrkGXbtgozmKWdv2ftH6k84fmQkC3GNLC7b9r8texLt8zqmMtdW1YnpFzAAAAAMgGQnoeWxm30uExa9INAT2zqe1p3HzEmtliTQ3nOwIkuRbQ2RAOAAAAAHKOkJ6HnE1vl24I6JmdfS657Yi169eaf7nvL6a1AwAAAICHENLziNsDeg5Hz9OCeXZCedqUdklMawcAAAAANyKk54HMAvqklpNSN4lzZXO49pOlpv/J1uh5ToK5lBrO+7aIIJQDAAAAQC4hpOcyZwF9aOOh6l27d+oxa5mtP8/B1Pbs7s6ehnAOAAAAAHmDkJ6LMjtirWu1rqmj59tmu/1otZyOmktSl1ssmtKvvQqEBGfrfgAAAABA1hDSc0mmAf3WTlL0XLcereaO6expa81DA6Rv1q9j9BwAAAAA8hAhPRdkGtAvX5Umlsj8QS5sDueuYH7jBnApKSlZfhYAAAAAIGcI6W7mLKBPbD5WXU7/4Xxqu5Tp+vPcCuYAAAAAAM8ipLvRyriVdgO6v2FocfE7VO+TJzN/yHWj59efX54mJ2vM2QAOAAAAALwbId1NzFazRm0ble6av2GoV0KiXj53QTr+ifMH/O9oNbP8dPFSUo7C+PUYNQcAAAAA30FId5Mlh5bY/pwunDthNvx0sfVEqUl/yc9fX26PJ5gDAAAAwE2MkO4Gq39brRkxMzIN52bDTxdVUJL0peUOTTI/Ln0j6ZvvctwGgjkAAAAA+D5Ceg6ZDbMmRo/V49eF8+vDeBpbKHcjgjkAAAAA5C9eEdLnzp2rN954QydPnlT9+vX19ttvq2nTpg7rf/bZZxo9erSOHz+uatWq6fXXX1eHDh3yrL1Wq1kXLxzT17+tU/zvM7XxXOrmbmdVOFfD+PUI5gAAAACQ/3g8pC9btkxRUVGaP3++mjVrplmzZql9+/aKjY1V6dKlM9Tfvn27evbsqSlTpuiBBx7Q0qVL1aVLF+3du1d16tTJkzafP/+bNPtuXbHcofnmOZqfC6/BKDkAAAAA3Hw8HtJnzpypAQMGqF+/fpKk+fPna82aNVqwYIFeeeWVDPXfeust3XfffXrppZckSRMnTtSGDRs0Z84czZ+fG3E5owtXLbon6f/c9rwbR8oJ5gAAAABwc/JoSE9OTlZMTIxGjBhhu+bn56e2bdsqOjra7j3R0dGKiopKd619+/ZasWKF3fpJSUlKSkqyfX3x4kVJ0rlz55SSkmL3nsxcPHdR1qQr2bpXkoa2q6oOdcIlSWEhAamBPOnSv89PcnRn3klJSdGVK1d09uxZBQYGero5bkXffBN98030zTWJiYmSJMMw3NE0AADgwzwa0s+cOSOLxaIyZcqku16mTBn98ssvdu85efKk3fonT560W3/KlCkaP358huuVK1fOZqtzbsgsaYjHXh0A4K0SExNVba4J2wAAD/BJREFUpEgRTzcDAAB4kMenu+e2ESNGpBt5t1qtOnfunEqUKCGTyZSjZyckJKhixYr6448/FBYWltOmehX65pvom2+ib77JnX0zDEOJiYkqV66cm1oHAAB8lUdDesmSJeXv769Tp06lu37q1CmFh4fbvSc8PDxL9YODgxUcHJzuWtGiRbPfaDvCwsLy3YfPNPTNN9E330TffJO7+sYIOgAAkCSP7k4WFBSkxo0ba+PGjbZrVqtVGzduVGRkpN17IiMj09WXpA0bNjisDwAAAACAr/D4dPeoqCj16dNHTZo0UdOmTTVr1ixdvnzZttv7E088ofLly2vKlCmSpMGDB6t169aaMWOGOnbsqE8//VR79uzRu+++68luAAAAAACQYx4P6T169NA///yjMWPG6OTJk2rQoIHWrVtn2xwuPj5efn7/Dvi3aNFCS5cu1ahRozRy5EhVq1ZNK1asyLMz0q8XHByssWPHZphOnx/QN99E33wTffNN+blvAADAc0wG570AAAAAAOAVPLomHQAAAAAA/IuQDgAAAACAlyCkAwAAAADgJQjpAAAAAAB4CUK6C8aNGyeTyZTufzVr1rSVX7t2TQMHDlSJEiVUqFAhPfzwwzp16pQHW5w1f/31l3r37q0SJUqoQIECqlu3rvbs2WMrNwxDY8aMUdmyZVWgQAG1bdtWR44c8WCLXRMREZHhfTOZTBo4cKAk333fLBaLRo8ercqVK6tAgQKqUqWKJk6cqOv3gPTV90ySEhMTNWTIEN1yyy0qUKCAWrRood27d9vKfaVv33//vTp16qRy5crJZDJpxYoV6cpd6ce5c+f02GOPKSwsTEWLFtWTTz6pS5cu5WEv7Musb8uXL9e9996rEiVKyGQyaf/+/Rme4a1//5z1LSUlRcOHD1fdunVVsGBBlStXTk888YT+/vvvdM/w1vcNAAD4BkK6i2677TadOHHC9r+tW7fayl588UWtXr1an332mbZs2aK///5bDz30kAdb67rz58+rZcuWCgwM1Ndff61Dhw5pxowZKlasmK3OtGnTNHv2bM2fP187d+5UwYIF1b59e127ds2DLc/c7t27071nGzZskCR169ZNku++b6+//rrmzZunOXPm6PDhw3r99dc1bdo0vf3227Y6vvqeSdJTTz2lDRs26KOPPtLBgwd17733qm3btvrrr78k+U7fLl++rPr162vu3Ll2y13px2OPPaaff/5ZGzZs0FdffaXvv/9eTz/9dF51waHM+nb58mXdcccdev311x0+w1v//jnr25UrV7R3716NHj1ae/fu1fLlyxUbG6vOnTunq+et7xsAAPARBjI1duxYo379+nbLLly4YAQGBhqfffaZ7drhw4cNSUZ0dHQetTD7hg8fbtxxxx0Oy61WqxEeHm688cYbtmsXLlwwgoODjU8++SQvmug2gwcPNqpUqWJYrVafft86duxo9O/fP921hx56yHjssccMw/Dt9+zKlSuGv7+/8dVXX6W73qhRI+PVV1/12b5JMr788kvb167049ChQ4YkY/fu3bY6X3/9tWEymYy//vorz9qemRv7dr1jx44Zkox9+/alu+4rf/+c9S3Nrl27DEnG77//bhiG77xvAADAezGS7qIjR46oXLlyuvXWW/XYY48pPj5ekhQTE6OUlBS1bdvWVrdmzZqqVKmSoqOjPdVcl61atUpNmjRRt27dVLp0aTVs2FDvvfeerfzYsWM6efJkuv4VKVJEzZo184n+pUlOTtaSJUvUv39/mUwmn37fWrRooY0bN+rXX3+VJB04cEBbt27V/fffL8m33zOz2SyLxaKQkJB01wsUKKCtW7f6dN+u50o/oqOjVbRoUTVp0sRWp23btvLz89POnTvzvM3u5Mt//2508eJFmUwmFS1aVFL+ft8AAEDeIKS7oFmzZlq0aJHWrVunefPm6dixY7rzzjuVmJiokydPKigoyPYBLU2ZMmV08uRJzzQ4C3777TfNmzdP1apV0/r16/Xss8/qhRde0IcffihJtj6UKVMm3X2+0r80K1as0IULF9S3b19J8un37ZVXXtGjjz6qmjVrKjAwUA0bNtSQIUP02GOPSfLt96xw4cKKjIzUxIkT9ffff8tisWjJkiWKjo7WiRMnfLpv13OlHydPnlTp0qXTlQcEBKh48eI+1Vd7fPnv3/WuXbum4cOHq2fPngoLC5OUv983AACQNwI83QBfkDZCKUn16tVTs2bNdMstt+i///2vChQo4MGW5ZzValWTJk00efJkSVLDhg31008/af78+erTp4+HW+c+H3zwge6//36VK1fO003Jsf/+97/6+OOPtXTpUt12223av3+/hgwZonLlyuWL9+yjjz5S//79Vb58efn7+6tRo0bq2bOnYmJiPN00wCYlJUXdu3eXYRiaN2+ep5sDAADyEUbSs6Fo0aKqXr264uLiFB4eruTkZF24cCFdnVOnTik8PNwzDcyCsmXLqnbt2umu1apVyzadP60PN+667Cv9k6Tff/9d3377rZ566inbNV9+31566SXbaHrdunX1+OOP68UXX9SUKVMk+f57VqVKFW3ZskWXLl3SH3/8oV27diklJUW33nqrz/ctjSv9CA8P1+nTp9OVm81mnTt3zqf6ao8v//2T/g3ov//+uzZs2GAbRZfy9/sGAADyBiE9Gy5duqSjR4+qbNmyaty4sQIDA7Vx40ZbeWxsrOLj4xUZGenBVrqmZcuWio2NTXft119/1S233CJJqly5ssLDw9P1LyEhQTt37vSJ/knSwoULVbp0aXXs2NF2zZfftytXrsjPL/1fXX9/f1mtVkn54z2TpIIFC6ps2bI6f/681q9frwcffDDf9M2VfkRGRurChQvpZhBs2rRJVqtVzZo1y/M2u5Mv//1LC+hHjhzRt99+qxIlSqQrz8/vGwAAyCOe3rnOFwwdOtTYvHmzcezYMWPbtm1G27ZtjZIlSxqnT582DMMwnnnmGaNSpUrGpk2bjD179hiRkZFGZGSkh1vtml27dhkBAQHGa6+9Zhw5csT4+OOPjdDQUGPJkiW2OlOnTjWKFi1qrFy50vjxxx+NBx980KhcubJx9epVD7bcNRaLxahUqZIxfPjwDGW++r716dPHKF++vPHVV18Zx44dM5YvX26ULFnSePnll211fPk9W7dunfH1118bv/32m/HNN98Y9evXN5o1a2YkJycbhuE7fUtMTDT27dtn7Nu3z5BkzJw509i3b59tF3BX+nHfffcZDRs2NHbu3Gls3brVqFatmtGzZ09Pdckms76dPXvW2Ldvn7FmzRpDkvHpp58a+/btM06cOGF7hrf+/XPWt+TkZKNz585GhQoVjP379xsnTpyw/S8pKcn2DG993wAAgG8gpLugR48eRtmyZY2goCCjfPnyRo8ePYy4uDhb+dWrV43nnnvOKFasmBEaGmp07do13YdRb7d69WqjTp06RnBwsFGzZk3j3XffTVdutVqN0aNHG2XKlDGCg4ONe+65x4iNjfVQa7Nm/fr1hiS77fXV9y0hIcEYPHiwUalSJSMkJMS49dZbjVdffTVdSPDl92zZsmXGrbfeagQFBRnh4eHGwIEDjQsXLtjKfaVv3333nSEpw//69OljGIZr/Th79qzRs2dPo1ChQkZYWJjRr18/IzEx0QO9SS+zvi1cuNBu+dixY23P8Na/f876lnaknL3/fffdd7ZneOv7BgAAfIPJMAwjDwbsAQAAAABAJliTDgAAAACAlyCkAwAAAADgJQjpAAAAAAB4CUI6AAAAAABegpAOAAAAAICXIKQDAAAAAOAlCOkAAAAAAHgJQjoAAAAAAF6CkA4gyyIiIjRr1iyX6x8/flwmk0n79+/PtTYBAAAA+QEhHUCW7d69W08//bRbn7lo0SIVLVrUrc8EAAAAfE2ApxsAwPeUKlXK000AAAAA8iVG0oGbwFdffaWiRYvKYrFIkvbv3y+TyaRXXnnFVuepp55S7969JUlbt27VnXfeqQIFCqhixYp64YUXdPnyZVvdG6e7//LLL7rjjjsUEhKi2rVr69tvv5XJZNKKFSvSteO3337TXXfdpdDQUNWvX1/R0dGSpM2bN6tfv366ePGiTCaTTCaTxo0blzvfDAAAAMCLEdKBm8Cdd96pxMRE7du3T5K0ZcsWlSxZUps3b7bV2bJli9q0aaOjR4/qvvvu08MPP6wff/xRy5Yt09atWzVo0CC7z7ZYLOrSpYtCQ0O1c+dOvfvuu3r11Vft1n311Vc1bNgw7d+/X9WrV1fPnj1lNpvVokULzZo1S2FhYTpx4oROnDihYcOGuf37AAAAAHg7QjpwEyhSpIgaNGhgC+WbN2/Wiy++qH379unSpUv666+/FBcXp9atW2vKlCl67LHHNGTIEFWrVk0tWrTQ7NmztXjxYl27di3Dszds2KCjR49q8eLFql+/vu644w699tprdtsxbNgwdezYUdWrV9f48eP1+++/Ky4uTkFBQSpSpIhMJpPCw8MVHh6uQoUK5ea3BAAAAPBKhHTgJtG6dWtt3rxZhmHohx9+0EMPPaRatWpp69at2rJli8qVK6dq1arpwIEDWrRokQoVKmT7X/v27WW1WnXs2LEMz42NjVXFihUVHh5uu9a0aVO7bahXr57tz2XLlpUknT592s09BQAAAHwXG8cBN4k2bdpowYIFOnDggAIDA1WzZk21adNGmzdv1vnz59W6dWtJ0qVLl/Sf//xHL7zwQoZnVKpUKUdtCAwMtP3ZZDJJkqxWa46eCQAAAOQnhHTgJpG2Lv3NN9+0BfI2bdpo6tSpOn/+vIYOHSpJatSokQ4dOqSqVau69NwaNWrojz/+0KlTp1SmTBlJqUe0ZVVQUJBtYzsAAADgZsV0d+AmUaxYMdWrV08ff/yx2rRpI0lq1aqV9u7dq19//dUW3IcPH67t27dr0KBB2r9/v44cOaKVK1c63DiuXbt2qlKlivr06aMff/xR27Zt06hRoyT9O1ruioiICF26dEkbN27UmTNndOXKlZx1GAAAAPBBhHTgJtK6dWtZLBZbSC9evLhq166t8PBw1ahRQ1LquvEtW7bo119/1Z133qmGDRtqzJgxKleunN1n+vv7a8WKFbp06ZJuv/12PfXUU7bd3UNCQlxuW4sWLfTMM8+oR48eKlWqlKZNm5azzgIAAAA+yGQYhuHpRgDIX7Zt26Y77rhDcXFxqlKliqebAwAAAPgMQjqAHPvyyy9VqFAhVatWTXFxcRo8eLCKFSumrVu3erppAAAAgE9h4zgAOZaYmKjhw4crPj5eJUuWVNu2bTVjxgxPNwsAAADwOYykAwAAAADgJdg4DgAAAAAAL0FIBwAAAADASxDSAQAAAADwEoR0AAAAAAC8BCEdAAAAAAAvQUgHAAAAAMBLENIBAAAAAPAShHQAAAAAALzE/wOLYa7UXFj2QwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1800 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_dist = matcher.get_best_match()\n",
    "m_data = m.copy().get_population('pool')\n",
    "m_data.loc[:, 'population'] = m_data['population'] + ' (prematch)'\n",
    "match_dist.append(m_data)\n",
    "fig = plot_numeric_features(match_dist, hue_order=['pool (prematch)', 'pool', 'target', ])\n",
    "fig = plot_categoric_features(match_dist,  hue_order=['pool (prematch)', 'pool', 'target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6461053-c41c-472a-ad31-57245b690d42",
   "metadata": {},
   "source": [
    "## Optimize balance without balance constraint"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dea30112-beb0-49b8-95bc-c7f95444fcaf",
   "metadata": {},
   "source": [
    "You can also remove the balance constraint, if you don't care about individual mismatched features. Here we run a matcher fixed to the size of the optimal subset size but relax the mismatch constraint."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9b9002d6-3419-408d-9f97-a9a6a65eb4de",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pybalance.lp.matcher:Scaling features by factor 200.00 in order to use integer solver with <= 0.0000% loss.\n",
      "INFO:pybalance.lp.matcher:Solving for match population with pool size = 4182 and target size = 1000 subject to None balance constraint.\n",
      "INFO:pybalance.lp.matcher:Matching on 27 dimensions ...\n",
      "INFO:pybalance.lp.matcher:Building model variables and constraints ...\n",
      "INFO:pybalance.lp.matcher:Calculating bounds on feature variables ...\n",
      "INFO:pybalance.lp.matcher:Applying size constraints on pool and target ...\n",
      "INFO:pybalance.lp.matcher:Solving with 4 workers ...\n",
      "INFO:pybalance.lp.matcher:Initial balance score: 0.1236\n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 1, time = 0.08 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2127925600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0942\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 2, time = 0.12 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2020125600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0895\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 3, time = 0.14 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2019725600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0894\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 4, time = 0.22 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2016325600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0893\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 5, time = 0.28 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2015325600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0892\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 6, time = 0.33 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2012125600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0891\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 7, time = 0.34 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2011725600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0891\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 8, time = 0.36 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2011525600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0891\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 9, time = 0.38 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t2011325600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0891\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 10, time = 0.61 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t478921600.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0212\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:=========================================\n",
      "INFO:pybalance.lp.matcher:Solution 11, time = 1.05 m\n",
      "INFO:pybalance.lp.matcher:Objective:\t478920000.0\n",
      "INFO:pybalance.lp.matcher:Balance (gamma):\t0.0212\n",
      "INFO:pybalance.lp.matcher:Patients (pool):\t4182\n",
      "INFO:pybalance.lp.matcher:Patients (target):\t1000\n",
      "INFO:pybalance.lp.matcher: \n",
      "INFO:pybalance.lp.matcher:Status = FEASIBLE\n",
      "INFO:pybalance.lp.matcher:Number of solutions found: 11\n"
     ]
    }
   ],
   "source": [
    "matcher = ConstraintSatisfactionMatcher(\n",
    "    matching_data=m, \n",
    "    objective=gamma, \n",
    "    pool_size=len(match_card.get_population('pool')),\n",
    "    target_size=len(match_card.get_population('target')),\n",
    "    time_limit=600\n",
    ")\n",
    "match_dist2 = matcher.match()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6e7662f9-0cc3-4217-b6d4-4868ac2bd1dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1800 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_dist2 = matcher.get_best_match()\n",
    "m_data = m.copy().get_population('pool')\n",
    "m_data.loc[:, 'population'] = m_data['population'] + ' (prematch)'\n",
    "match_dist2.append(m_data)\n",
    "fig = plot_numeric_features(match_dist2, hue_order=['pool (prematch)', 'pool', 'target', ])\n",
    "fig = plot_categoric_features(match_dist2,  hue_order=['pool (prematch)', 'pool', 'target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e82f82fb-eab8-4966-99fd-bd4d5d87e7cc",
   "metadata": {},
   "source": [
    "Note that the solution no longer satisfies the max_mismatch constraint."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "014a2b7e-d2a5-46be-bd25-299ff3bf52df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.1696)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gamma.per_feature_loss(match_dist2.get_population('pool')).max()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pybalance",
   "language": "python",
   "name": "pybalance"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}