{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Examine the example dataset format and preprocess example data. Explore properties of the `PreprocessedData` object and masking operations available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from epimodel.preprocessing.data_preprocessor import preprocess_data\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data format:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Date</th>\n",
       "      <th>Region Name</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Active</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Mask Wearing</th>\n",
       "      <th>Symptomatic Testing</th>\n",
       "      <th>Gatherings &lt;1000</th>\n",
       "      <th>Gatherings &lt;100</th>\n",
       "      <th>...</th>\n",
       "      <th>Some Businesses Suspended</th>\n",
       "      <th>Most Businesses Suspended</th>\n",
       "      <th>School Closure</th>\n",
       "      <th>University Closure</th>\n",
       "      <th>Stay Home Order</th>\n",
       "      <th>Travel Screen/Quarantine</th>\n",
       "      <th>Travel Bans</th>\n",
       "      <th>Public Transport Limited</th>\n",
       "      <th>Internal Movement Limited</th>\n",
       "      <th>Public Information Campaigns</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AL</td>\n",
       "      <td>2020-01-22 00:00:00+00:00</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>2020-01-23 00:00:00+00:00</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AL</td>\n",
       "      <td>2020-01-24 00:00:00+00:00</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AL</td>\n",
       "      <td>2020-01-25 00:00:00+00:00</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AL</td>\n",
       "      <td>2020-01-26 00:00:00+00:00</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country Code                       Date Region Name  Confirmed  Active  \\\n",
       "0           AL  2020-01-22 00:00:00+00:00     Albania        0.0     0.0   \n",
       "1           AL  2020-01-23 00:00:00+00:00     Albania        0.0     0.0   \n",
       "2           AL  2020-01-24 00:00:00+00:00     Albania        0.0     0.0   \n",
       "3           AL  2020-01-25 00:00:00+00:00     Albania        0.0     0.0   \n",
       "4           AL  2020-01-26 00:00:00+00:00     Albania        0.0     0.0   \n",
       "\n",
       "   Deaths  Mask Wearing  Symptomatic Testing  Gatherings <1000  \\\n",
       "0     0.0           0.0                  0.0               0.0   \n",
       "1     0.0           0.0                  0.0               0.0   \n",
       "2     0.0           0.0                  0.0               0.0   \n",
       "3     0.0           0.0                  0.0               0.0   \n",
       "4     0.0           0.0                  0.0               0.0   \n",
       "\n",
       "   Gatherings <100  ...  Some Businesses Suspended  Most Businesses Suspended  \\\n",
       "0              0.0  ...                        0.0                        0.0   \n",
       "1              0.0  ...                        0.0                        0.0   \n",
       "2              0.0  ...                        0.0                        0.0   \n",
       "3              0.0  ...                        0.0                        0.0   \n",
       "4              0.0  ...                        0.0                        0.0   \n",
       "\n",
       "   School Closure  University Closure  Stay Home Order  \\\n",
       "0             0.0                 0.0              0.0   \n",
       "1             0.0                 0.0              0.0   \n",
       "2             0.0                 0.0              0.0   \n",
       "3             0.0                 0.0              0.0   \n",
       "4             0.0                 0.0              0.0   \n",
       "\n",
       "   Travel Screen/Quarantine  Travel Bans  Public Transport Limited  \\\n",
       "0                       0.0          0.0                       0.0   \n",
       "1                       0.0          0.0                       0.0   \n",
       "2                       0.0          0.0                       0.0   \n",
       "3                       0.0          0.0                       0.0   \n",
       "4                       0.0          0.0                       0.0   \n",
       "\n",
       "   Internal Movement Limited  Public Information Campaigns  \n",
       "0                        0.0                           0.0  \n",
       "1                        0.0                           0.0  \n",
       "2                        0.0                           0.0  \n",
       "3                        0.0                           0.0  \n",
       "4                        0.0                           0.0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('../notebooks/double-entry-data/data_final_nov.csv').head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Loading example data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping NPI Travel Screen/Quarantine\n",
      "Dropping NPI Travel Bans\n",
      "Dropping NPI Public Transport Limited\n",
      "Dropping NPI Internal Movement Limited\n",
      "Dropping NPI Public Information Campaigns\n",
      "Dropping NPI Symptomatic Testing\n",
      "Masking invalid values\n"
     ]
    }
   ],
   "source": [
    "data = preprocess_data('../notebooks/double-entry-data/data_final_nov.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring Preprocessed Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NPI names:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mask Wearing',\n",
       " 'Gatherings <1000',\n",
       " 'Gatherings <100',\n",
       " 'Gatherings <10',\n",
       " 'Some Businesses Suspended',\n",
       " 'Most Businesses Suspended',\n",
       " 'School Closure',\n",
       " 'University Closure',\n",
       " 'Stay Home Order']"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.CMs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Region codes and names:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country Code\n",
       "AD                   Andorra\n",
       "AL                   Albania\n",
       "AT                   Austria\n",
       "BA    Bosnia and Herzegovina\n",
       "BE                   Belgium\n",
       "BG                  Bulgaria\n",
       "CH               Switzerland\n",
       "CZ            Czech Republic\n",
       "DE                   Germany\n",
       "DK                   Denmark\n",
       "EE                   Estonia\n",
       "ES                     Spain\n",
       "FI                   Finland\n",
       "FR                    France\n",
       "GB            United Kingdom\n",
       "GE                   Georgia\n",
       "GR                    Greece\n",
       "HR                   Croatia\n",
       "HU                   Hungary\n",
       "IE                   Ireland\n",
       "IL                    Israel\n",
       "IS                   Iceland\n",
       "IT                     Italy\n",
       "LT                 Lithuania\n",
       "LV                    Latvia\n",
       "MA                   Morocco\n",
       "MT                     Malta\n",
       "MX                    Mexico\n",
       "MY                  Malaysia\n",
       "NL               Netherlands\n",
       "NO                    Norway\n",
       "NZ               New Zealand\n",
       "PL                    Poland\n",
       "PT                  Portugal\n",
       "RO                   Romania\n",
       "RS                    Serbia\n",
       "SE                    Sweden\n",
       "SG                 Singapore\n",
       "SI                  Slovenia\n",
       "SK                  Slovakia\n",
       "ZA              South Africa\n",
       "Name: Region Name, dtype: object"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.RNames.groupby(level=0).first()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All preprocessed data parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dates | Type:<class 'list'> (<class 'pandas._libs.tslibs.timestamps.Timestamp'>), Shape:(130,)\n",
      "Region Abbreviations | Type:<class 'list'> (<class 'str'>), Shape:(30,)\n",
      "Region Names | Type:<class 'pandas.core.series.Series'> (object), Shape:(5330,)\n",
      "NPI names | Type:<class 'list'> (<class 'str'>), Shape:(9,)\n",
      "Active cases | Type:<class 'numpy.ma.core.MaskedArray'> (float64), Shape:(30, 130)\n",
      "Confirmed cases | Type:<class 'numpy.ma.core.MaskedArray'> (float64), Shape:(30, 130)\n",
      "Deaths | Type:<class 'numpy.ma.core.MaskedArray'> (float64), Shape:(30, 130)\n",
      "New Deaths | Type:<class 'numpy.ma.core.MaskedArray'> (float64), Shape:(30, 130)\n",
      "New Cases | Type:<class 'numpy.ma.core.MaskedArray'> (float64), Shape:(30, 130)\n",
      "Active NPIs | Type:<class 'numpy.ndarray'> (float64), Shape:(30, 9, 130)\n"
     ]
    }
   ],
   "source": [
    "data_details = {'Dates': data.Ds,\n",
    "                'Region Abbreviations':data.Rs,\n",
    "                'Region Names':data.RNames,\n",
    "                'NPI names':data.CMs,\n",
    "                'Active cases': data.Active,\n",
    "                'Confirmed cases': data.Confirmed,\n",
    "                'Deaths':data.Deaths,\n",
    "                'New Deaths':data.NewDeaths,\n",
    "                'New Cases':data.NewCases,\n",
    "                'Active NPIs':data.ActiveCMs}\n",
    "\n",
    "for k,v in data_details.items():\n",
    "    try:\n",
    "        dtype = v.dtype\n",
    "    except AttributeError:\n",
    "        dtype = type(v[0])\n",
    "    print(f'{k} | Type:{type(v)} ({dtype}), Shape:{np.array(v).shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Preprocesed Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'Font Awesome 5 Free-Solid-900.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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NHTtW27dvj3PM7du3dfv2bXl4eGjOnDmaM2dOit8nxTCPU5vPtNmlSxcjaXvp0qVWJ5lv2LBBkyZNkr+/v8V2f39/HTt2TMeOHdOiRYs0Y8YMVa9e/ZnGbq5Tp07GeDds2JBkkvn69euNZfP7H+P8+fMaPXq0kYAfIywsTI8fP9bZs2e1cOFC/e9//1P//v2fdfgAkCaQZA4AAADYkL+/vz799FMjwTxG8eLFVapUKWP966+/1s8//2ysV6lSRdWrV1emTJl0+/ZteXp66v79+/L29lafPn30119/xVsF98mTJ+rTp48RHHF0dFTTpk1VunRp+fv7a9u2bbp165Y++eQT1alT5/lcdDxS6/okKTg4WAMHDpS3t7dcXV3VvHlzFSpUSAEBAdqxY4d8fHwkRQfHypQpo969e8fpIzIyUu+++6727dtnMaYaNWrIyclJFy5ckIeHh6KiorR7924NGzZMv/32W7wBxcSCqxs2bFBERISk6EBYSpknmSen+nFCbty4YVQuzpkzp+rXr2/s69Kli5EIu27dOr3//vtycXFJsK+U3kt7e3tVqFBBH3zwga5fv66lS5dKksqXL6+2bdtKUrxVWWJzdXVVkyZNjMrX27ZtMypcxMc8wBj7M0nN5zQpu3btMpabNGmSoj4kpTgZ92W+b6nxHU+O1Ewy57sVzZbfLQAAAAAAACAtOXz4sAYMGKCwsDBJ0XG5pk2bqnDhwgoODtbBgwd1+vRpRUVFafHixbpx44Z++ukn2dvbS5IKFSqkDz74QAEBAfrpp58kSQULFlSfPn0kSXnz5rU434cffqgNGzZIkhwcHFS/fn2VLl1aLi4uCggI0MmTJ3XkyBGZTCY9evRII0aM0ObNm1/Kiua1atUykswPHjyovn37WuzftWuXRo4caRR8KVmypOrUqaOcOXMqLCxM165d086dOxUUFCSTyaSffvpJZcqUUevWrY0+unTpYrwT2rJliyZMmJDgbIyPHz/Wnj17JElFihRRpUqVjH2ff/65kWDu4uKiJk2aqGjRorKzs9PNmze1ZcsWPXnyRPfv39eAAQO0detWZcuWLUX35cmTJ9q8ebMkycnJySLJvG3btpo6dapCQ0ONGScTm6FYiq4+Pm7cOONdZ86cOdW0aVNj9s7t27fL19dXDx480MCBA/X333+rRIkSqRKnjhlvWFiYPD09FRwcLGdn53jbxsSxJSljxoxq2bKlxf5Tp06pf//+evLkiSQpV65catKkifLly6egoCB5eXnp+PHjevr0qaZNmyZ/f3+NGjUqyTECQFpHkjkAAABgQ6dPn5YkNW7cWB988IHy5s2rc+fOWVRM2LFjh5F8lzVrVn333Xdxqho/ffpUX3/9tf744w89efJEI0eO1Pr16+Xk5GTRbvbs2UaCed68eTV//nyLZPaxY8fqiy++0NKlS7V3797ncclxpOb1SdK9e/ckSc2aNdP06dMtpt577733NH78eGOqvd9++y3eBNSFCxcaiZvOzs769ttv1bRpU4s25sGmgwcPau3aterSpYs6depkBBQ3bdqkcePGJVhBOqZihZ2dnVHROLnu37+vhw8fSpJy584tNze3FPVjbtWqVUYwsFOnThbjL1q0qKpWrapjx47pyZMn+ueffxJN4n2We1myZEmVLFlShw4dMgKMJUuW1IABA5J1PZ07dzYCphs2bEgwETY8PFxbtmyRJKVPn94iUJzaz2liwsPDLRKb69atm6zjU8vLet9S4zturbCwMF29elVS9I9yihcvnuK+JL5bkm2/WwAAAAAAAEBa4u/vr+HDhxsJ5k2bNtW0adOUNWtWi3abNm3SRx99pNDQUO3atUs//vijhg0bJin6XdCAAQN08+ZNI8k8ZltsBw8eNBLMXV1d9fvvv8dbeOPQoUMaPHiwQkJC9ODBA23fvj3eqtC2VrRoUWM5pjhJjMjISE2ePNlIMB8xYkScGYal6Grmw4YN09GjRyVJf/31l0V8s1SpUipbtqzOnTunx48fa9++fWrcuHG849m0aZPCw8MlSR07djS237lzx5itMmfOnFqyZIkKFixocez777+vfv366fLlywoICNCff/4Z73itsWnTJgUHB0uKjrNnyZLF2Jc5c2a1aNFC//zzj6KiorRs2TKNHTs2wb7u3LmjiRMnGnHv3r17a9y4ccqQIYPRJmbG1X379ikkJESTJk3SH3/8kSpx6ixZsqhJkybasmWLQkJC5OnpqXbt2sXbdufOnQoMDDSu27zIS1BQkEaPHm0kmA8YMECjR4+OE4PetWuXxo4dq8DAQP3444+qWbPmCy3aBQC2YG/rAQAAAABpTVBQkH755Rer/4KCghLtr1SpUpo9e7aKFy8uZ2dnVa9e3fj1vMlk0vfff2+0nTlzZpzkOyk6ae+TTz4xAlc+Pj5au3atRZtHjx7p999/lxRdfWLu3LkWCeZSdMWCSZMmxUlUfF5S8/rMFSlSRDNmzLBIPpWipy6cMGGCETjy9vbWnTt3LNpERUXpl19+MdanT58e7/2oWLGiPv30U2N92bJlkqIricdU2H348KEOHjwY7xivX7+ukydPSpJq1Kih/PnzJ3g9iUnNKstS9PWvWbPGWI8vadR8W8x1J9TXs9zL1NKgQQMj+f7gwYPxTnspRU+X+fjxY0nRAcaYyivP6zlNyM2bN41AsyTly5cv2X2khpf5vj3Ldzw5rly5YnwWJUuWTLACjTX4bj2WZNvvFgAAAAAAAJCW/PLLL/L395cUHeubNWtWnARzSWrTpo2++uorY/3nn382jkuOmOIdUnTSdULvHGrVqqUuXboY62fOnEn2uV6E7NmzG8t+fn4W+44cOaKbN29KksqVK5dgwna2bNn00UcfGesxldHNmc/cGFNcKD7mhYfMk8xjKtFL0Z9l7ARzSXJzc9OECRMSHYe1Vq5caSybf44xunXrZtHW/H1FbL///rtCQ0MlRc/KOmnSJIsEc0nKlCmTZsyYYTy7hw8f1rVr11I8/tjM77/5jJqxJTbb5pIlS3Tr1i1J0XH6Dz74IN4iJ40aNdKUKVMkRce3Z82a9UxjB4C0gCRzAAAAIJn8/f311VdfWf0Xk1iXkB49eiSYuHj8+HFdvnxZklSlShXVqlUr0b6GDh1qLK9bt85in6enpyIiIiRFB3rKli2bYD/mAbPnKTWvz1y3bt0SrHDr4uKicuXKGesPHjyIMyZfX19Jkru7u1q1apXgedq2bauyZcuqQYMGqly5slGpwTwol1BAy3z85sHE5DJPMo9Jbn8WBw4c0O3btyVJlSpVirdyc5s2bZQxY0ZJ0rlz54xk+dhS416mBgcHB6NyRUREhFF5OTbz4K95gPF5PacJiR38z5EjR6Ltb968adUPXpYvX56scbzM9+1ZvuPJkZrfL75b0Wz53QIAAAAAAADSEvP3C++9954cHBwSbNuqVStVq1ZNkhQcHKxNmzYl+3ytW7fWmDFj1KNHjyTfW7i7uxvLMdWfXzbOzs7Gcuwk89y5c2v8+PF688039e677ybaj3lsOL5r7dChg/HZeHh4KCQkJE6bmzdv6tixY5KkqlWrWiSSm894efr0aeNdXmw1atTQ2rVrdezYMf3444+Jjjkh3t7exjhy5cql+vXrx2lTu3ZtozCSr6+vtm3blmB/Hh4exvKIESMSbOfq6qpevXqpSpUq6tq1q54+fZqi8cenYcOGypYtmyRpz549RrVyc0FBQdq5c6ek6GrxsYud/P3338by4MGDEz1f69atjSr5R48eNZLTAeBVlfC/PgAAAAC8EJUrV05w35EjR4xl86TJhJQtW1ZOTk4KCwvTqVOnFBERYQS29u/fb7Rr1KhRov0ULlxY5cqVe6ZKCNZIzeszV7FixUT7iam8K8mYZjKG+X1KaErDGE5OThaVPWK0b99eX3/9tSIiIrRt2zZNmjQpTkJsTNJl+vTpLaZWTK7UrmSeVAULKbrqRKtWrYyqzEuWLFGlSpXitEuNe5laOnfurD/++EOStHHjRvXt29dif0hIiBEMdXNzswisPq/nNCExFUtiJHXs1atXLarUJCR//vzq2bOn1eOQXt779izf8eRIze8X3y3bf7cAAAAAAACAtOLGjRtG8mrWrFmTLNAgRRexOHr0qKTo2Fvv3r2Tdc4mTZqoSZMmSbYLDg42qoBLSjAp2tbMY8P29pZ1WIsWLWokCifGZDIZhTJi1iMjIy0Sw7Nnz64GDRrI09NTwcHB8vT0VNu2bS36Wb9+vVEAJHYV7cqVK8vR0VHh4eE6fvy4evfurddee00NGjSwKEJjb2//zMVQzOPUnTp1sriOGHZ2durcubPmzJkjKTpOHft6pOjEeW9vb0nRidtJxXj/97//PcPIE+bo6Kh27dpp8eLFCg8P19atWy2qsUvStm3bjMT2du3aWVz3/fv3jetwdnZWkSJFkjxnlSpVjGrsR48eTfFsxQCQFvAmDgAAAEim/PnzW/wy/1kVKFAgwX1XrlwxlhcvXqzFixdb3W9oaKgePXqkXLlySZLu3btn7Iuvgm5s5cuXf+5J5ql5feaSqvwcUylYipvQe+fOHWO5RIkSVo8n9vnr1aunXbt2KTAwULt371bz5s2N/adOnTICVs2aNVPmzJlTdB5JunDhgrH8rEmw/v7+2r59u6To5PeYCsXx6dq1q5EIu2nTJo0bN05ZsmSxaJMa9zK1lC9fXiVLltTly5fl5eWle/fuKXfu3MZ+Dw8PBQcHS4oOMJonrj6v5zQhmTJlslgPCgoyqnC8aC/rfXuW73hymH+/Epv9ISl8t16O7xYAAAAAAACQVpgncVubWGz+jsD8+JR68uSJrl27puvXr+vGjRu6du2aLly4oMuXL1sklqfm7ImpKSAgwFhO6j1MVFSUfHx8jGv19vbWlStXdPbsWYt+pPivt1OnTvL09JQUnVAeOyk7pvCQk5OT2rRpY7Eve/bsGjRokObOnSspupr5Rx99JDs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+jfXr1yMlJQUPHjxA27ZtcfHiRYMqGKmpqWjevLk6AO/s7IwWLVqgWrVqiIuLw+bNm3HmzBksWLBAfRxjLl++jPbt2yMhIQGAVANv0KAB/P398ejRIxw4cACHDx+GUqnEb7/9hqCgIHz77bcZeq/GnD59Gj/99BOWLl2qPjYAKBQKNGrUCEOGDEHLli3NJv3nyZMHkyZNwsCBAzMdkL58+bL68eDBg/H7778jKSkJnp6eGDVqFEaMGKGzfcWKFa1KMndxccHChQvh5uam09/t27ejb9++6kovVatWxe+//242iZ6IiIiIiIiIiOh1pz+rZWhoqMWCIbZ25swZnQRzJycn9O3bF926dUP58uXh6+uL5ORk3Lp1C7t27cKPP/6ok7j6/fffo3///jqV0hcsWKCefbJo0aLqOHvdunWtrji+d+9e9ePatWvjo48+QmhoKPLly4eHDx9i06ZNGDt2rDpOnpSUhIEDB5qdvXLAgAE6CeZeXl4YMmQIOnXqhNKlS8PJyQnXr1/H2rVr8f3336tn5Vy0aBF8fHzw008/Wex3eHg4Vq1aZfL19u3bW2zDlLNnz+LgwYMAgICAAAwdOhRt27ZF8eLFERsbi6NHj2LSpEk6id2zZ8/G+++/jypVqhhtc8yYMToJ5s7Ozvjggw/Qt29fhISEIDExEceOHcP06dPVSdnWJLl///33Ov2oXr06PvvsM9SsWRNBQUFITExEREQEVq1ahRkzZqiLxVy4cAFTp07FN998k6nPyJSoqCjMnz8fc+bMwdWrVw1eVygUaNCgAQYNGoQ2bdrAxcX6IfaNGzfasqu4d++eznr+/Pmt3jdv3rw669oV0TPjm2++gVKpxE8//WR2jKFXr15YtWqVyZmBVTjGQERERERE9PJhkjkRZRspKSk6AWBLlapfxOeff65OMG/WrBlWr14NDw8PnW1SU1MxbNgwdZWPBQsWYOrUqertunTpAkACu6ok8y5duqBevXpmjx0TE4PWrVtj4cKFOknEkydPRt++fbFw4UIAwIQJEwySzNPS0tClSxd14Lx79+74+eefDap6HDlyBO3bt8edO3ewePFi1K9f32QVCVUlmFq1amHmzJkoW7YsLly4gLNnz+oE+qyxe/dueHt7Y+nSpQY3CRw/fhwNGzZEdHQ0wsPDsXr1anTr1k1nmzlz5qgHGYKCgvD333+jRo0a6tcnTZqEH3/8EcOHD1cPTBgzbdo0dZL3Z599hsmTJxts8/PPP2Pw4MEAgB9//BGff/65wTVgjbS0NKxfvx4zZ840GCDx9fVF7969MXjwYKurjTRr1gzNmjXLcD9UkpOT8eTJEwASsJ09ezamT5+OO3fuoGDBgkaD4wUKFLDYbt68eTFv3jxUrlzZ4LUqVarg5MmTePz4MQAw8EtERERERDahVCoApcLyhnbrgAIOPDoREb0GLly4oLNepkyZLO/DiBEjdCqYL1iwwKB6sIuLC0qXLo3SpUujd+/eaNSoEQ4cOABA4qMrV67E6NGj7dK/b775Bl9++aVO1eSCBQtiwIABaNasGapWraqOS546dQqnT5/GG2+8YdDOn3/+qVOMJTg4GBs3bkSpUqV0tqtQoQIqVKiAvn37okmTJjh37hwAYObMmWjatCmaN29utr+qz8Xb2xvjx49Hp06d4O3tjf/++w/Lli3TiXdnlCoRu0qVKti0aZNOQrG7uzuaNWuGxo0bo2vXruqZMZVKJRYsWGA0yfzcuXM6Veg9PT2xfv16nbEZT09PNG7cGI0bN8aPP/6IYcOGWdXXn3/+Wf24Zs2a2Ldvn854g5ubm/qzbt26NerWrYu4uDgAwKxZszB27Fib3HBx+vRpzJo1C0uWLEF8fLzB635+fujVqxcGDhxocC04ysOHD3XW/fz8rN7X1dUVXl5e6s9SNVaQWTly5MCUKVMwYcIEs2MMCoUCixYtwqBBg7BixQqjbXGMgYiIiIiI6OXEJHMiyjZu3LiBlJQU9XrhwoXtcpz4+Hh1gNXd3R3z5883mlzs4uKCadOmYfHixYiKikJcXBwuXrxoNACWERUqVMDq1asNAnHOzs6YOXMmVq9ejdjYWJw7dw5PnjzRCSCuXr0aR48eBQA0aNAAixYtMhporVGjBtasWYNatWpBqVTim2++Qc+ePeHs7Gy0T4GBgdi2bRty5coFQKpEVK1aNVPvb8aMGUar0FetWhXDhg3D119/DQDYuXOnTpJ5QkICxo4dC0Cq5axZs8Yg4K5QKDBs2DA8fvwYkyZNMtkH7QpAo0aNMrrNoEGDsHz5cuzduxepqak4deoUQkNDrX6fALBixQqMHDnSIOG9UqVKGDx4MLp37w5PT88MtfmiVAMNANTHdnV1RdGiRU3uo93H9957D8nJyTh+/DgePnyIypUrIzQ0FCNGjLAYzM7ugd/IyMgMB93N3exARERERERERERkjn6V4UKFCmXp8R8/fowdO3ao15s0aWKQYK7Pw8MD48aN00lEPn36tF3616NHD4wZM8bk64ULF8bIkSMxcuRI9XNhYWEGSebp6ek6lbG9vLywZcsWk7ORAlKYY9u2bShXrpw65vrtt99aTDJXWbduHRo2bKher1OnDurUqWPVvua4u7tj/fr1BhWrVZydnfHTTz9h7dq16psHdu3aZXTbCRMmIC0tTb3+888/my3+M3ToUNy8eRPTp08328eoqCiduGnPnj3NFrSpWrUq+vfvr2736dOnOHXqlMnq69Y4c+YMhgwZolNNXVvNmjUxaNAgdOnSBe7u7pk+jj3ExsbqrOsXGbLE29tbnWQeExNjkz5ZGmMAJBl++fLl6NKlC1asWJHtxhg4PkBERERERK8rJpkTUbahH7wxFSRVsTTtpIqPjw/69++vXk9OTsaMGTNw/fp1+Pr6Ik+ePCb3dXNzQ5kyZdRJy7YIyA0bNszkVIs5c+ZEzZo1sXPnTgDAzZs3dYJu8+bNUz8eNWqU2UoeNWrUQOPGjbFt2zaEh4fj33//Rd26dY1u26NHD3WC+YvIlSsXevToYfJ17eOrqrGr7NixA0+fPgUg1bzffPNNk+18+eWXmD17tnq6Un3an29YWJjJyuCLFi2CQqFAwYIFdSrhWGvz5s3qIKKbmxs6dOiAIUOGmO27vSUlJakfJyQkwMvLS6dCS86cOVGnTh189913KF++PADo3GQRHBxsduBGW1paGr777jssXrwYFy9e1HmtZMmS6N69Oz7//PMMV8R3lKVLl2LWrFmO7gYREREREakony+OPD4REZEd6cc3M5pM+qKePHmCDz74ADdu3MD169cxcOBAq/bTT/5VxXVtSaFQYMKECRa3a9asmU6S+Y0bNwy22bp1K65cuaJeHzRokNkEc5UCBQpg4MCB6mrfhw4dwokTJywmPzdv3lwnwdyWOnfujIIFC5rdJm/evKhYsSKOHz8OALhz547BNtHR0Vi7dq16vVKlSujZs6fF448fPx7z58/XKXZiiTU3IXz88cd46623UKxYMZQoUQI+Pj5Wt2/M8ePHDRLMvb290a1bNwwaNAiVKlV6ofbtSTvGD0iCd0Zob69d2CmjDh48iNGjR+PYsWMWxxi0tW/fHu3bt7fqGC/TGAPHB4iIiIiI6HXFJHMiyjbS09N11i0Fzi5evIgRI0ZYbLdIkSI6Sea+vr466+aEh4frVI14kYCciqVqJdrJ9dpJ7ampqTh48KB63ZoqHqGhodi2bRsAmE0yz2gFb1MqVapkNtgXGBiofpyYmKjz2ubNm9WP27RpY/Y4np6eaNasGZYvX2709bp16+LkyZMAgA4dOmDw4MFo3749atasqVPN3dbV8p2cnExWi88q2jcepKSkGFyzMTEx2Lt3L06ePGk0AJyRZPubN2/ir7/+Mgj+AsDVq1cxbtw4XLlyBUuWLMnAOyAiIiIiIiIiIno9aFeRBgCl0vo7nOrVq4e9e/davX2RIkUQHh6u81ypUqUwZ84cq9tQ0U+GT05OznAblgQHB1sVv9WvrhwVFWWwjaqoi0rbtm2t7kfr1q3VSeYAsHv3bouxeVNFT2yhXr16Vm1XpEgRdZK5qqq1tt27d+vE6C1VsFfx8vLCu+++i19//dXkNr6+vihQoIA6uf23335D3rx58emnn5q8kaJYsWIoVqyYVX3IDHd3d0ybNg3vv//+S18URf93wVyxIWO0t9cfd7NWWFgY6tSpY3R/S2MMGcExBiIiIiIiIsfL2L86iYgcSL+Stqkq1fZw584d7NmzB7///jtGjx6NNm3aoHDhwihWrBjOnj2r3i4jQX5TgoKCzL6uXYVbO5gYERGhEwwOCAiAQqEwu4wdO1a9/c2bN00e01bBW3NV4QFJDlfRD05evXpV/diawKT+lKfaRowYoU7WT0hIwPfff48333wTAQEB6NixI+bNm4e7d+9aPIYlbdq0QcmSJQHIQMqSJUsQGhqKatWqYcGCBQaJ9FnB29vb7OsBAQE4duwY3nvvPURHR+Pzzz/H3Llz1a9v3rwZGzZswOnTp3H9+nXs3bsXM2bMQGhoKJydnZEvXz506NAB+/btQ7FixXDkyBGzgzJLly7FqVOnbPTuiIiIiIiIiIiIXh36Cbfa1YJfNpGRkdizZw+mTJmCpk2b6rxmi7i5PlXc1RL9eKh+FWgAOsVbgIzFwytWrKizrpr11BxbFXUxJiQkxKrtvLy81I9TU1MNXj969KjOekb6XLt2bYvbaFfFVyqVGDduHIKCgtC0aVP8+OOPOuMuWSExMREDBw5EoUKF8MUXX5gdL3E0/Zlw9ZPOLdE+3zly5MhUH0aPHm0yQd3YGEO5cuXg4eGBwMBADBkyhGMMRERERERE2QgrmRNRtlGsWDEoFAp1QPratWvw9/c3uX3Tpk1NBq/37NmD+vXrmz3ew4cPMWXKFCxduhT37t0zuZ2zs3OGg3jmZHbK0ydPnrzQcc3t7+vr+0Jtq2gnkVuif+4ePHiQof6Yuzby58+P3bt3o0+fPggLC1M/HxUVhdWrV2P16tVQKBSoXbs2Bg0ahG7dumWogrdKu3bt0LZtW2zcuBEzZsxQV8Q5fvw43n//fQwfPhx9+/bFoEGDDCrq2Iu5JHNXV1ds2LABZcqUwY4dO9CnTx/cunVLZ5uwsDCzleTv37+PNWvWYO3atfjkk08wYcIELF26FPXr18fhw4eN7nP48OGXevpRlW7duhkMkFkSERGBIUOG2KlHRERERESvN6VSASgz/m8123VAAQcenYiIXgPaMz8CEntztPPnz+P48eO4ePEirl27hvDwcFy/fh2PHj0yuY89ksxz586dqf2M9eX27ds66wUKFMhU2wDMjiXYon1LfHx8rNpOu5q1sc9Eu+gLABQvXtzqPpQuXdriNiNHjsTOnTuxZ88e9XOJiYnYtm2bevbVfPnyoVGjRmjWrBmaN29uUIjoRXTp0gVpaWmYOXMm/vvvP/XzDx8+xMSJE/Hdd9+hRYsWGDRoEJo0aZKp8QF70R9nyWgxG+3tM5tkfuzYMaPPWxpjSExMxJw5c8zOkPCyjjFwfICIiIiIiF5XTDInomzDy8sLISEhOH/+PAAJGtWoUcMuxzpw4ABat25tkHidI0cOBAcH44033kCtWrXQuHFjDBgwIEPTjtqLdvUJHx8ffPnllxnaPzg42ORr+pUxHEG7wow1UzhaGrgoU6YMDh48iIMHD2LlypXYtGkTrly5orP/gQMHcODAASxatAgbNmzIVMBVoVCgVatWaNWqFc6ePYsZM2ZgyZIlSEhIQGRkJKZMmYJp06ahZcuW+PDDD/HOO+/YNWBtburMAQMGIDQ0FCdPnkSzZs2MVrCxllKpxPTp0xEdHY0//vgDv/zyCypXrmx025iYmEwfJyv5+/ubvXmBiIiIiIiIiIjIlvSrUusn/pqjnbxrirVxyJSUFPz666+YOXMmLl++bHF7FxeXF4otWsOWMeunT5/arC1risH4+fnZ7Hj6PDw8bNJOVFSUznpGErytKRLj5uaGzZs3Y9y4cfjxxx+RnJxssM29e/ewaNEiLFq0CG5ubmjZsiW++uorg+rxmeHh4YG+ffuib9++2L9/P2bOnIm1a9eqr9u0tDRs2LABGzZsQIkSJTBw4EC8//77L0V8WP/6yeisv9rx+My+H+1ZdbW9ymMMHB8gIiIiIqLXleOzBomIMqBly5bqJPM1a9bgo48+svkxIiMj0b59e3UwuFKlSvjoo4/w5ptvomTJknB2dtbZ/mWZolS7cotSqcTw4cMd2Bvb0w6cWhP01w+Cm1K7dm3Url0bP/74I27evIldu3Zh+/bt2LRpkzo4u337dkycOBHjxo3LVN9Vypcvj7lz52Ly5Mn47bffMGfOHNy+fRvp6enqgHXp0qUxZMgQ9OrVy6aVWSxxcnLC559/juTkZPTu3dtmg0Dz589Hx44d0bx5c7Rv3x5r1qwx2OZluImBiIiIiIiyH6USgO0Lo2agAw48NhERvRaqVKmis26qiq893b17F61bt8bx48dNbuPm5oaQkBBUr14ddevWRaNGjZA3b94s7OWLSUlJsVlbCQkJFrdxc3Oz2fGySkZmc7W2cr2HhwcmT56MTz/9FMuXL8e6deuwf/9+ownnycnJWLNmDdatW4fJkydjxIgRVvfHkjp16qBOnTq4c+cOfv75Z/z22286lfmvXbuGESNGYMyYMejcuTMGDx6MmjVr2uz4GaX/3TI3i4C+J0+e6FzvQUFBmeqDk5OTQTEgjjEQERERERG9mkyXMyUiegn17dtXXV1lz549OHLkiM2PMW/ePDx8+BCABPEPHTqEPn36oHTp0gYJ5oBuAM8e035aq3DhwupA2rNnz3Dnzh2L+8TExBgN2L6MypYtq3587tw5i9tbs42+woULo3fv3li6dCnu3buH9957T/3a4sWLM9yeKf7+/hg9ejRu3LiBv/76C7Vq1VK/dunSJXz88ccoUKBAhioTZUThwoUNnqtWrRry5cuHtWvX4vTp0zY93tdffw0AaN26tcFrzs7OqFevnk2PR0RERERERERE9CoIDQ3VKURx69YtXLhwIcuOn5ycjBYtWugkmLu5uaFZs2aYOHEiNmzYgMuXLyMuLg6nTp3C3Llz0aNHD6sqWb9MtAu4BAUFQalUZnq5ceOGA9+J7Wh/JkDGqmVntLJ2YGAgPvzwQ+zYsQORkZHYtGkThg8fjipVqhhU209PT8fIkSONJhq/qAIFCmD8+PG4desWFi5ciGrVqum8npiYiEWLFqFWrVqoWrUqfv/9d4cUISpWrJjO+u3bt63eV39b/bas1aBBA4PnOMZARERERET0amKSORFlK6VKlULXrl3V6/379zc5LZ855iooHDp0SP24V69eyJEjh8ltw8PDER4erl7Xr9wAWD/l6Ivy9PRE1apV1evWBFm7du0KDw8PFCpUCH/88Yc9u/fCtIOEmzZtMrttSkoKtm3bZvS1y5cvo0OHDggJCUGLFi1MtuHp6Ylp06ap1zMSqLWWi4sL3n33XYSFheHw4cPo2rUrXF1dAQCxsbGIjY21+TEBYPbs2erHpUqVwqRJk9RV2q2ZRjejjh07hmfPnqF58+aYNGmSepkyZQoOHz6MSpUq2fyYRERERERERERE2Z2rqyvatGmj81xWxnF/+eUXnDp1Sr1erlw5nD9/Hps3b8bo0aPRqlUrBAcHG1QRzmiSsaNpV3N++vRphqp2v6r0C5VkpCDKtWvXMn1cb29vNG/eHFOnTsXx48dx//59zJo1C4UKFdLZ7ttvv830MSzJkSMHevbsiaNHjyIsLAzdunVTx+1VTpw4gX79+qFAgQL43//+h7t379qtP/qKFy8OT09P9XpGbjy5ePGiznr58uUz1Yc1a9bgl19+0Yn3c4yBiIiIiIjo1cQkcyLKdn744Qd10Pf06dNo2bIlnj59avX++/fvx/vvv2/y9aSkJPXjx48fm21r6NChOuvGptXUrn5u7+B0r1691I8nT55stv/79u3Dpk2bkJ6ejjt37jh0ekdrtG/fXl21Z/PmzTh27JjJbWfPnm1yikh/f3+sX78eFy9exI4dO8wmj2u3UaBAgUz23Do1atTA0qVLER4ejs8//xwBAQF2O1bz5s2RL18+AJJ0X69ePTRt2hQAcO/ePbsc8969ewgMDMSoUaPUy4gRI3RujCAiIiIiIsoIJRRQKh24IGtuKiciotfbRx99pLP+66+/4v79+1lybP3ZHZcvX44SJUpY3O/KlSs6646cAdQaNWrUUD9OSUnBiRMnrN43JSUF//33H6Kjo+3RNYfRnn0TAI4ePWr1vtbMQJuWloZr165ZTEgOCgrCkCFDcPz4cQQGBqqf/++//3TGcuylVq1aWLJkCW7evImxY8eq4+oqUVFRmDFjBrZv3273vqg4OzvrxNWPHTtm9Xfs8OHDOuv659laOXPmxIABA3Ti/RxjICIiIiIiejUxyZyIsp08efLg77//Rs6cOQFIVYSyZcvi119/NTk1oVKpRFhYGNq2bYu3335bJ7G4ePHiOttWrFhR/fjnn382WnUjMjISnTt3xrp163SeN3Z87elMtaue20Pv3r3VQf67d++iUaNGRvsfFhaGzp07q9c7duyIcuXK2bVvL8rLywufffYZAAlAt23bVqeKjsqff/6JkSNHmmzH399fPaVicnIyOnToYDToGRsbi4EDB6rXO3To8ILvwDr58+fHhAkTcOvWLZQqVcoux3ByclJXFQEkgV/1WZqr8v8ijN2AQUREREREREREROZVr14dzZs3V6/HxMRgyJAhWXLsS5cuqR8HBgZaHUPWj5ubK76SVTOBmlO/fn2d9SVLlli9719//YVKlSrB19cXvr6+6hh2dlevXj2dWV7/+usvq/ZLTU3F8uXLzW7z8ccfw9PTEyVLlkTDhg0RFRVlsd3AwECd86RUKvHw4UOr+mQLefPmxddff42IiAgsXboUoaGhWXZsYxo3bqx+/PjxY6sS+wHdWWKLFi2K4OBgm/eNYwxERERERESvFhfLmxARvXxq1KiBAwcOoH379rh69Sru37+PgQMHYtiwYXj77bdRoUIF+Pn5ITo6Grdv38aePXsMKlZ7enri66+/xrBhw3Se/+CDDzB9+nQkJibi8ePHKFeuHDp06IBSpUohKSkJFy9exObNm9VVMlxdXdXBrcjISIO+FitWTP145MiRCA8Ph5ubG9q3b2/zxG4PDw+sXLkSdevWRUxMDE6dOoWyZcuiRYsWqFixIhITE3H8+HH8888/6n2KFi2KOXPm2LQf9jJixAhs3LgRYWFhuHPnDqpXr46WLVuiSpUqSEpKws6dO3Ho0CEAcn5VSf9OTrr3VE2ZMgXbt29HXFwcjhw5ghIlSqBVq1YoWbIkvLy8cOPGDWzYsEEdpC5SpEiWDw64u7vbtf1+/fphxYoV2LFjB+7du4caNWqgbdu2uHXrll2O5+vra5d2iYiIiIjoNaYEoHRgYtrLXZSViIheITNnzsTu3buRkJAAAFizZg0+++wzfPfdd5lqT6lUYsqUKVZtpxIbG4ukpCSdxGNjjh49iunTp+s8l5ycbHJ7FxfNUGV6errFPtlD+/btERgYqJ7Z8rfffkO/fv1Qvnx5s/vFxsbiq6++Uq9HR0ejdu3adu1rVvHz80OnTp3w559/AgCOHz+OVatWoWPHjmb3+/777y1Wsi5RooT6mkhPT8e8efMwfPhwi33SLuLj5uamnvE2K7m6uqJr167o2rUrjh8/jpkzZ2LZsmVZ3o/OnTtjzJgx6vWZM2danK1227ZtOjeO9OjRwy598/HxsUu7HGMgIiIiIiJyDFYyJ6Jsq0KFCjhz5gwmTJigDibGx8dj69atmDp1KkaPHo3Jkyfjzz//1Ekw9/Pzw6hRo3D58mWMHDlSJ4gNSFL40qVL4eHhAQBISkrC0qVLMXbsWEyaNAlr165FUlISFAoFPvjgA8yaNUu97/Hjxw362alTJ+TOnRsA8OTJE4wfPx5fffWV3aZPrFy5Mg4ePIiQkBAAEsBfu3Ytxo4di8mTJ+skmIeGhmL//v0ICAiwS19szdXVFZs3b0a9evUASEWMdevW4auvvsKECRPUCebDhg1D+/bt1fvpD3yULFkSW7ZsQZ48eQAACQkJWLFiBSZOnIgvvvgC8+bNUyeYV6pUCdu3b9eZivNVoFAosG7dOrRo0QKAVAFZuXIlTp8+bfNj1ahRAwUKFLB5u0RERERERERERK+D4sWLY8GCBTpVv6dMmYJ3330Xjx8/zlBbZ8+eRcOGDTFq1CiL25YtW1b9OCEhAd9//73Z7bdv346WLVsaVBxWJccb4+3trX5srIhLVvDw8NBJck5ISECLFi1w5swZk/vEx8ejU6dOiIiIUD9XqVIl9Syar4LPP/8cbm5u6vV+/frh4MGDJrdfuXKlTuKzKd26ddMpsjJ27Fiz7QLAwoULdap1N27c2OIND/ZWtWpVLFiwALdv30bdunWz9NilSpVC06ZN1etLly7FypUrTW7/8OFDDBgwQL3u7u6us25L7dq1s3mbHGMgIiIiIiJyHCaZE1G25u7ujs8//xw3b97EunXrMHDgQNSoUQMBAQFwdXWFp6cnihQpgtDQUAwbNgwbNmzA7du3MWnSJLMBqXbt2uH06dMYMmQIypQpAw8PD7i6usLf3x81atTARx99hBMnTuDXX39Fy5Yt1ZWy16xZg7i4OJ228ubNq666HhgYCBcXF+TOnRsxMTF2+1zKly+PM2fOYOnSpejYsSOKFCkCDw8P5MiRA4ULF0aHDh2wevVq/PvvvyhYsKDd+mEPvr6+2LVrF5YtW4YWLVogX758cHNzQ548edC+fXvs2bMH33//vc5AhvZAhUqdOnVw6dIl/Pjjj3jnnXfU7Xh4eKBYsWLo2LEjli5dimPHjqFUqVJZ+RazjJeXFzZu3Ij169ejffv2KFiwIFxdXeHu7q5ecuXKBR8fn0wtQUFB6NixI9asWfNSTHtLRERERERERESUXXXu3BkzZ87UmbVx+fLlKFWqFMaMGYMbN26Y3DctLQ3//PMPOnTogDfeeAO7d+/Wed3JycloVWP957788kt88MEHOHr0KOLj45GYmIirV69i5cqVaNmyJZo2baou3qEtOjraZN/y5cunfnzhwgUsXLgQiYmJiIuLQ2xsrMn9bG348OF455131Os3b95E9erV8eGHH+LAgQOIjo5GfHw8zp07hxkzZqB06dLYunWrent3d3fMmzfvlYqDhoSE4IsvvlCvR0dHo27duvjkk09w4sQJxMfH49mzZ9i/fz969OiBzp07G9xgABjONBoYGIihQ4eq1+Pi4lCvXj188sknCAsLw7Nnz5CWloanT59i37596NevH/r06aPe3tXVFePGjbPDO86cgIAAnRlts8rEiRPVRZSUSiV69uyJefPmGWx34cIFNGjQQOeGiE8//dRuY0MdOnTArFmzEBISkumxBY4xEBERERERvTwUSu257oiIiF4RzZo1Uwf5jx49imrVqjm4R/Q6unLlClq2bKleL+DSGG5O9pku9FW1+Z/lju4CEWXQ07R4R3ch26p1cKCju5CtLa7xu6O7kG2VdU1zdBeyrdDpwxzdhWxH+ewJ0navUK9v3LgRwcHBVu2r///XKYNbA0G5bd5Hqz18Ctc5G9SrGXkvREREmfX333+jT58+RiuYh4SEoHLlysifPz/c3d0RHR2NK1eu4NChQ4iKijLaXrVq1TBz5kzUqlXL4LWUlBS8/fbb6hkkrVWwYEHkzZsXx44dAwC4uLjg2bNn6tlDtX3zzTf4+uuvjbbz1Vdf6SQTayeZ9urVCwsWLLCqP9bu9/TpU3To0MEgCd8Sd3d3LFu2DG3atDH6eu/evbFw4UL1urVDs/Xq1cPevXsBAEWKFEF4eLjBNmPHjtX5jG7cuIGiRYtabNvaPimVSvTu3RuLFi2yqs85cuTAO++8g02bNqmfO3ToEGrWrKmzXXJyMpo1a4Zdu3ZZ1a6Kk5MT/vrrL3Tu3DlD+72sMnv+VH744Qd8+umnOs+VLl0aDRs2hKenJ86ePYvt27cjPT1d/XpoaCj27t0LV1fXF+4/maf/7xePll8gytXfgT0iIiLKHvy83HBiTCNHd4OIyCz9/99/lccHWMmciIiyhfPnz2PatGnYsGED7ty5Y3ZbpVKJ8+fPA5ABhFe1EjkRERERERERERG9Xlq1aoWLFy9iwIAByJEjh85rFy5cwNKlSzFt2jSMHz8eM2fOxNatW40mmFepUgUrVqzAkSNHjCaYA1IxetOmTWjatKlVfXNyckLPnj1x6tQpdOjQQf18amoq9u/fb3SfoUOHokyZMkZfO336tFXHtZXcuXNj+/bt+Prrr5EzZ06r9qlatSr+/fdfkwnm2Z1CocAff/yBb7/9Fu7u7ma3LVKkCLZu3apTER6AwXUKAG5ubti0aRM++ugjODs7W9WX8uXLY8eOHa9MgrktDBs2DJMmTdKpFn/p0iXMmTMH06ZNw9atW3USzGvXro3NmzczwZyIiIiIiIisxiRzIiLKFqKjozFixAi0adNGZ2pMY9avX4+bN28CACpWrIhcuXJlRReJiIiIiIgoKylfgoWIiMgB/P398csvvyAiIgITJkxA9erVdap1mxIcHIz//e9/OHLkCI4fP45OnTpZ3M/Pzw9btmzB9u3b0bNnT5QuXRo5c+aEs7MzfHx8ULx4cbRq1QrffPMNLl68iIULF8Lf3x/t27fXaefXX3812n7OnDlx6NAhfPHFFyhXrhxy5coFFxcXBAYGws3NzfoPxUZcXFwwduxYhIeHY/bs2Wjbti1KlCih7pefnx+qVKmCgQMHYufOnTh69CiqVq2a5f3MSs7Ozvjyyy9x8eJFjB8/HqGhociXLx/c3NwQFBSEunXr4qeffsL58+dRr149xMfrznAWGBhotF13d3f89NNPuHr1KiZMmICmTZuicOHC8Pb2houLC/LkyYOKFSti4MCB2Lx5M06dOoX69etnxVvOVkaNGoWwsDC8/fbbJr/P+fLlw5QpU7B37174+vpmbQeJiIiIiIgoW1MorZ2TjYiIyIGSk5MRFBSE6OhoKBQKLFq0CD169DDY7sCBA2jVqhWePn0KAJg/fz569+6dxb0lEvrT4xRwaQw3Jx8H9ij72fzPckd3gYgy6GlavOWNyKhaBwc6ugvZ2uIavzu6C9lWWdc0R3ch2wqdPszRXch2lM+eIG33CvV6RqaQ1P//65RBrYGg3Dbvo9UePoXrzxvUq6/ydJhERPTyi4qKwpkzZ3DlyhVERUUhLi4Obm5u8Pf3R7FixVCxYkUEBAQ4upv0Ghg6dCimT58OQBLUExMT4eLi4thOvSbu3r2Lf//9F3fv3kVCQgL8/PxQsWJFVKtWjefAAfT//eLR8gtEufo7sEdERETZg5+XG06MaeTobhARmaX///uv8vgA/zVJRETZgpubG7788kuMGDECSqUS7733Hn788Ue8+eabyJMnDx4/fowTJ05g37596n1at27NBHMiIiIiIiIiIiJ65fn6+qJOnTqoU6eOo7tCr4DU1FQsW7YMxYoVQ/HixZE3b16rquUDwLFjx9SPy5Qpw+TmLJQ/f3507tzZ0d0gIiIiIiKiVwj/VU9ERNnG8OHDERMTg4kTJyI1NRUnTpzAiRMnjG47ZMgQ/PDDD1ncQyIiIiIiIsoySgWUSuuSnexB4cBjExEREdmTi4sL+vXrh6SkJABAx44dsXLlSov7HTlyBP/++696vW7dunbrIxERERERERHZn5OjO0BERJQR48aNw9mzZzF8+HBUrVoVvr6+cHFxQd68eVG1alUMGzYMZ86cwaxZs+Dm5ubo7hIRERERERERERERZTtVq1ZVP964cSMOHz5sdvvw8HC8++676nWFQoE+ffrYrX9EREREREREZH+sZE5ERNlO6dKlMXXqVEd3g4iIiIiIiBxJ+Xxx5PGJiIiIXlEDBw7EwYMHAQCJiYlo2LAhevfujW7duqFo0aIICgpCQkICrl69is2bN2P69Ol4/Pixev/+/fvrJKoTERERERERUfbDJHMiIiIiIiIiIiIiIiIiIlJ77733sHnzZixbtgwAEBcXh9mzZ2P27NkW923ZsiVmzpxp7y4SERERERERkZ05OboDRERERERERERERERERET0clmyZAnGjx8PLy8vq7b39vbGpEmTsG7dOri5udm5d0RERERERERkb6xkTkRERERERERERNmOEgoolQoH9sCRxyYiIiKyPycnJ3zxxRcYOHAgVqxYgX/++QenT5/Gw4cPER8fjxw5ciBfvnyoUKECGjdujK5du8LX19fR3SYiIiIiIiIiG2GSORERERERERERERERERERGeXv749BgwZh0KBBju4KEREREREREWUhJpkTERERERERERFR9qN8vjjy+ERERERERERERERERK8oJ0d3gIiIiIiIiIiIiIiIiIiIiIiIiIiIiIheHqxkTkRERERERERERERERERERGQnudxd4eTu5uhuEBERvfRye/LvJRHRy4RJ5kRERERERERERJQNKZ4vjjw+ERERERGRZb/3robg4GBHd4OIiIiIiChDnBzdASIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6eTDJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUXBzdASIiIiIiIiIiIqIMUz5fHHl8IiIiIiIiIiIiIiKiVxQrmRMRERERERERERERERERERERERERERGRGiuZExERERERERERUfbDSuZERERERERERERERER2w0rmRERERERERERERERERERERERERERERKTGJHMiIiIiIiIiIiIiIiIiIiIiIiIiIiIiUnNxdAeIiIiIiIiIiIiIMkypkMWRxyciIiIiIiIiIiIiInpFMcmciIiIKIukeedAqou7o7uRraQp0x3dhWzraXqCo7uQrX336C1HdyHbmpr3pKO7kG0lx7g5ugvZmhv4NyOzYtJTHd2FbMvjkdLRXch20uKViHd0J4iIiIiIiIiIiIiIiMgiJpkTERERERERERFRtqNUyuK4Djjw2ERERERERERERERERHbm5OgOEBEREREREREREREREREREREREREREdHLg0nmRERERERERERERERERERERERERERERKTm4ugOEBEREREREREREWWK0tEdICIiIiIiIiIiIiIiejWxkjkRERERERERERERERERERERERERERERqbGSOREREREREREREWU/SoUsjjw+ERERERERERERERHRK4qVzImIiIiIiIiIiIiIiIiIiIiIiIiIiIhIjUnmRERERERERERERERERERERERERERERKTm4ugOEBEREREREREREWWUQglA6eDjExERERERWaHvgmOIdQ93dDeIiIjoFZPb0w07P63r6G4Q0SuMSeZEREREREREREREREREREREdvIsMQVRacmO7gYREREREVGGMMmciIiIiIiIiIiIsh8HVzJ36LGJiIiIiIiIiIiIiIjszMnRHSAiIiIiIiIiIiIiIiIiIiIiIiIiIiKilweTzImIiIiIiIiIiIiIiIiIiIiIiIiIiIhIzcXRHSAiIiIiIiIiIiLKMCUApcKxxyciIiIiIiIiIiIiInpFsZI5EREREREREREREREREREREREREREREamxkjkRERERERERERFlP0o4tpo4K5kTEREREREREREREdErjJXMiYiIiIiIiIiIiIiIiIiIiIiIiIiIiEiNSeZEREREREREREREREREREREREREREREpObi6A4QERERERERERERZYrS0R0gIiIiIiIiIiIiIiJ6NbGSORERERERERERERERERERERERERERERGpsZI5ERHR6yr8X+Dkn0BqkuFruYsAdYYDObyzvl9EREREREREr6P0NOD+aeDRZSD2AZCaCLi4A57+gF8xIF8lwM3T0b0kIsqeIq8BD84C0XeA5DjA2QVw9wF8C8vvq1eAo3tIlP1wjIGIiIiIiOiVxyRzIiKi19WqvkDsfdOvO+cA6o/Ouv4QERERERFlhPL54sjjE9nCvf+AQ78AFzcCSc9Mb+fkAhR9C6jUAyjfHnByzro+kvV+rABE37RuW4UT4OIhya1+xYHCtYBy7YHAUvbto6PsngTsnaxZ/+S0JCES2UvMfeDQz8CZVcCz2+a3zVMeeKMzUPV9wD1X1vSPsqeTS4D1gzXrvTYCxeo4rj/WehoBzHhDs1531IvH/znGQERERERE9MpzcnQHiIiIyEHiI82/Hr4/a/pBRERERERE9DpKjgPWfwj8+jbw31LzCeYAkJ4KXN8DrOkH/FwbuHMiS7pJdqRMB1LigKgI4PpuYM8kYHYNYOMwINHC9UBE5oXNAWZUAg5Mt5xgDkiV83++kiTc0yvs3TuiVwPHGIiIiIiIiF55rGSeVe79B1zcJIMA0XeA+MeAs5tUKPEtDJRoAJRuAQSUdHRPXx1jfSxv4+QK5MgJ5C4qVWIqdQfylrd712xGuyrO2GjH9oWyzuOrwMW/gas7ZQAq7rFUPfL0B3IVAIrXA0o3BfJVdHRPKTO0Kzq1mQNU7m6/Y9X+EDg4C0hPMf763VMyVfd/yzSVWWxR3YSIiIiIiMgWlApZHHl8osxKjgMWtQVuH9F9Pncxienkyg+4egIpCUDMPeDuCeBpuGa7RxeB+c2BLn8Cwe9kZc/J7pTAsd8lMa/fDsDdijg3EenaPBI48qvuc57+QIGq8jubwxtISwHinwD3TwP3z0A9RUnCU2BNf+DJdaDeqCzvOlG2Yu0YA2dfISIiIiIiyraYZG5v0XeAbZ8D59cZvpaaKNVpnlyX5PMdY4GK3YB3vga8g7K4o6+p9BQg4Yksd08Ah38FavQHmkxkwINePglPgR3jgBOLAGWa4evJsZJ0fvMgsGei3LjSZLxMtUtkzDtjZdG24WPgxEJ5nBIHfOOn+/reybrTGmeWqyfQ4gegUtcXb4uIiIiIiIgou9k8QjfBvGANoOlkoGBV0/vcPARsHQXcPSnrqQnAyt7AgL2Afwm7dpdewCengdxFDJ9PTwfSkoCEqOeVzPcCh2YDic+LiTy+DKzqA3RfBSh4UwuR1U4t1U0wz5kfaDoRKNMKcDYxLPrkBrB7InBGq4L5nklAQCmgfHv79pcoO8vMGIOtcIyBiIiIiIgoSzDJ3J6e3QPmN5MAMQC4uANF6wBBZQCP3HLnduwD4NZhqZKgTAdO/QncOgS8v4WJ5rZU51PA3Vf3OWWaVAKKfQDcPAw8uiDPHf5Fzk2LaQ7pKpFRSTHA4naaQUQnF6BwKJC3AuDpB0AhFc3vngBuHQGgBC5tksHK97cAAcGO7D1lJ/krawLA9pQSD/z3FwPARERERERE9Pq5exI4tUSzXqyuJBK7uJnfr3AtoO8/wNIuwLWd8lxyDLB9DNB1qf36S/bh5AQ4eQCuHkCufHJ+K/cA5jYAYu/LNld3SAGbcu0c2lWbqT+aM+SRfaUkAP98pVn3zgv0+wfwKWh+P79iQIe5EkffPUHz/NbRQOlm8j0lIutwjIGIiIiIiOiVwiRze1EqgRU9NQnmZVoCrWYAXgHGt48IA9Z8AETfBCKvAsu6yYABK5TYRpVexqvFaDv2B7BxqDw+Oheo2NV85aCXwdAzju4BZZW/P9EkmBcOBdr9avqafnBepvN8cBaIewT82R4YfBhw88y6/lL2VaBK1h0rsEzWHYuIiIiIiF45CiUApYOPT5QZx+ZrrSiA1j9ZTjBXcXaVuNDMqkDS84rXl7cAUbcA30I27yplMZ8CQLPJUqFe5ejvr06SOZG9XdgoMXGVd762nGCu7e0RcnPHrcOyHnsfOL8BqNjFtv0kepVxjIGIiIiIiOiV4uToDryybuzTTHeatwLQaaHpBHMAKBIK9FwHuDyvhnD7KHB5q927SVqq9QHKttWsH/vdYV0h0vHkOnB2jTzOmQ/ovtL8TRN5ygI9NwBez2dDiLoJnFxs/37SqyGorMy8kRUK1cia4xARERERERG9TML3ax4HlgZyF83Y/t6BwBudNevKdIlH06uhTEvALadm/dZhIC3Fcf0hyk7C9X4LgxtnbH+FAqg1WPe563teqEtErx2OMRAREREREb1SmGRuL9pBpwqdAWcrisb7l9Cd0otJ5lmvTEvN4wfnHNcPIm3X90Jdmq1MSyBHTrObAwC8/IFQrWA4f0/IWs6ucnNUVihUM2uOQ0REREREryblS7AQZUb0Hc1jZysrmOsr2VB3/emNzPeHXi7OrroFJtKSgfhIx/WHKDvR/n0FMvcbW6KB7jp/X4kyhmMMRERERERErxQrMp8pUxKeaB6nxFu/X/H6wInFgEduqUBjTtxj4Ph84OpO4PFlIPEZ4OEL+JUASr4jlbm9/E3v/2MFIPomENwE6L4CiIuU6t3nNwBREbKNTyGgbGugxgeAp59m37OrgROLJBE78RmQM68MbLw1zLppWa/uBM6sAm4eBGIfAgonaaPoW0Dl94CC1Sy3YQ8evlorRkYKn0YAM96Qx0XeAt7fZL69sT7yX5/CwNAzxre5dRQ49ScQEQZE3waUaYCHn1QxKtlQPg+dfmlRnUMAGBut+9ruScDeyfL408tAzjzAxc3AqSXA3VNA3EPA3UcCPRU6AW+8CzhZcd/J7WPSxo39QMx9ID0V8A4CCodKBSX9AS5jHl6Q6+fGfuBpOJCWJNe8f0mgeD2gSk+5HkxJTwcubADOrQHunJBryNkV8PQHClQFSjcDyncAnJwt98UW1+KLnENrvMjvidN4wN0XUBj5LLSvkTZzgMrdTbd1cgmw/nnSet1RQP3RhtukJgNnVgAX/pZrLD4ScPUAvAIl0Fe2tZwbY27sBxa21O1L+L/AoZ+BO8fl987TDyhQDajynul29MU/AY79AVz5B3hyDUiMls8jqAxQujlQpRfg5ml6f9V3uOr7QKvpQMwD4Og84NIW+e6lpQC5Csh5rvGB3Cxkyc1DMs1xxEEg9oFc+/krAdX7A6UyWFnHFt9HQH7Lj/wmNzQ8uwNAkbF+ZEbOfBmbqpaIiIiIiIjoVaHQ+nf3o4sSv9COvVqjYHWg8XiJh3kGSBzKGkkxwOkVUiTl3n8Sv0lPlTb8iklsrnx7wK+45ba0Y0vasdJn94D/lgIXNwFRt4CkZ4B3HombVOwGlG0DuOglfj65LnHxq//IPqmJElMqWF1iQfpJn5bEPJDY4ZV/gMgrEltSOEmb+d6QmHj59hK7ehnpxzVdchjfTvscAMAnp83PgKiydpCcIxX92LK+R5fkurkZJmMRCVFSpdbTT66bYnWBMi0sX4fW9Fc7TggAYyKliE9qkoxdnFsLPDwvcTUnV00st3wHoOiblt+7vgfngHPr5DsRfUu+E25ecs0WrgWUbpHxmF3cY+DMSmnz/lnNTQKefhITK/omULIRUKyO9W3a6hzoS0+T7+qVbRLnjnsIJMfJb4JvYYkvlu9gXdxT253jMjvnrcNA5DX57XHz1MTNi9UFQlrKMWxJoRfXjDhgfSxZxT0X0GyKfL5eATJOZkx2/v7lqwQM2CuPI68BxxfIWMmz20BKosSY81UEyrWTGYCtKaSl7+pOiaPfDJPYdWK09DlXAflbU66d/B5bkpW/CQlRwH/LgEubpc2EqOdjVyWAcu2Biu/K9ZFZT25If6/tksfxjwHnHDJDSYFqQOmmQJlWGf+809OA8+ul7bsnZazL1V3GJks1kTE3a65NW8pfRWbttieOMRAREREREWUJhyaZ37p1C4UKWZGQnB3lKqB5fHo5EDrEuurDIa2Arx5b3u7YfGDbF0BKnO7zcY9kuXUIODADaDpJgvCWRIQBK3sDsfd1n394TpYzK4GeGyRRdnU/CbBoi4qQRM5za4Fef5u+Qz3+iex/bafha5FXZTm+QAYbWv4oQZCs9OiS5rG977JPTwM2j5DEfn0xd2W5vhvYNxVo92vGA6HaUhOB5e9JYra2uEcSzLq2S5Je31sjiefGpCQCf38CnF5m+FpUhCynl8kNDh3mSeDNmL1TgT0TDW+iiH0gS8QBYP8PQLPJQNXehvvHRQLLukpwWltaEpAcK/04twbYO0VunjA1IGaLazGrzqH278mlLVKNxaeA6e1V8lcCxjw2DKzbw9NwYEknCXJrS0qRgcQn1yRwXrA60HWZBOfN2TsF2D0ROjd7xD4ALm2SJaQV0OF30wNsAHB6JbD5Uwlea4t7CNx4KNNI//ujXK/F3rb8Hq/uAFb31036B2SgMvKK/Aa2+kl3Rgpt6enAts+Bwz8b9ufKdlkq9wBy5rfcF1t9HwHgwE/Ajq8t39hka4VqZM21SURERERERPSy8SsuyWuAVKne+D+Jczi7Wt+GVwBQ+yPrt09PB8JmAvu+B5KMJDQ+uy1L+H5gzySgUneg0TcZL5xw9Hdg+5eGhRJU8YpruyQ20nWZJDEqlRLH3jUeSE/R3Sf6lizn1gBvdAHazLb8GaWlAHu/A8JmGy/WkBwrVYnPrwd2T5D3WKFjxt6jvaWnS7ETlVwFzMd27CklAdg8XApQ6BdlSU4BkmPkvF7fA+wcJ8moLX/M+E0Tltw+DqwbaBh7BOR6fnxJYrTBjSUOa83xYx5IrO7sahi8t4RkIOGp3ARyfIEUNmnxPZC/suV2w+bI9aw/dgNIcYdnd4A7x+S6z1dRrmtzYxH2PAdXdwBbRxv/XFXx7VuH5DtVtbd8X9y8zLcZ/wRYNxi4vMXwtcRoWZ7ekJk3t38JVO0FNJlouxs+9McDtn8pybvegRlrp+YA2/TnRWTF9+/oPGDr5zK+ok31+3txo/xNaPuzxHOtcec4sHmkXOf6VONAd09IbL58e6Dpdxk/P/b4TTixGPhnjHz3tcU9lOVmmHxv2/1sfH9zkmKAHWOB4wsN/9alJkqfI69KTD+glNzkUKK+dW3fOiLfucgrus+nJQGJZ4AHZ+RvYqNxQKmmGe97ZhWoYv9jcIyBiIiIiIgoSzg0ybxRo0bw8vJCqVKlEBISgq+++sqR3bGt4EYSpAakCsv8ZkC9zyWgYe4OdGv+Mbz/BwkYqfgWkcCAd5AEZy5vBaJuSoBpw4eSSFxnmOn2oiKAv7pIcC9nfql44BUgAdTzG6Qqc+RVYOtnEvS/tFmC2iGtpWr50wipSJESJ8GXdYOBgfsNj5PwFPi9sSbQ4eopSbeBZaRazv0zUlkmPUWSUaNvAe+ty1yFhMyIfyKVfAEACqlKbE/7f9AkJzu7STWBoLIyUBJ9G7iwUaoYJEZLgvigAxmvQqKyfogMEDm5yDWYr6IMuEQclAregAT8Ng4FOv5huH9qMrC4rQTRAKkGEdwIyPuGVAB6dBG4vE2ugas7gD+aAf3+Mbyx4r/lwO7x8ljhBJRoKH1x85QKR5e3SXXo1ARJoPUtYhhIW/W+JsHc01+uodxF5f1EXpUq2mnJcp0tbgcMOWpYGclW12JWncNidaX9tGRJcF7QHKj/hXwHLd2IkRUBttQkYGkXTUA3V0H5LHwKSNWbhxfkd0mZLpUrlvcA+mw13d5/f8n1CkhAtXQzOUe3j0r1EyjlPC/pJOfFWAX+I3MlAK+Sp7xUR/H0kwGkK9tlMCP2AbC4PdDteUK2KffPyA1DKfG6v7nRt6TSUWKUnJ/1Q2SwKaiMYRsbPpSq4ypF6wBFasvvasRBIOJf4OSfUs3HHFt9HwFgz2QZJFDJX1kq4CfFAkd/M9zeljiNJREREREREb2ughtpkswBSXiOvA7UGSoVTPVjWS8qJQH4611JRLRGeipwYqEUg+i2wvoKxju/BfZPs7zdneMSS+q/S+KRx+db3uf0cqlC3mSC6W0SnkoMLtxIbNqYZ3eA1X2lkvU7X1u3T1a4vEViTSrl2jmmH2mpEjdTxY+tcX6dxAL777Su6I41bh0G/mwviZiWXNkucbO+O8x/j+6flWvw2W3r+nDnODC/OdB+rlTfNmXHOODfH6xrE5DZBP5oKrFSY4nm9jwHB2dJQq01hSfSUyUZ+fZR+U0wNQtp4jPduLslyjQp3PHoMtBrg3Uzk1oS3FhrnAcyZvBzKPDm/4BK3Wx/A4S9ZMX379DPwNZRlreLvCrXf6cF5q9/QGaNXTfYMGndKKXc5HH7GNB9FRBYyop9YJ/fhG1fAGGzLLf37LaMS5TvYF1fAZmdY2kXKehljceXgT87AM2+A2r0N7/t+Q3Aqj6Giev6UhOALSNl7CCr5M+KJHOOMRAREREREWUFhyaZA0B8fDxOnjyJU6dO6SSZ9+rVCyEhIShTpgxCQkJQsmRJODvbIMCUVfJXlgRQVeXo+2ek+rK7r0ztWfQtSS4MLJOxJNAb+3QTzOuNBuoM101+bTJRKgCrgpm7vpXqwaamXlQFFar2BppP060Gc2mLDEAAktQJAEXeBLr8qRuMCx0CzG0oSY33TwP3ThtOc7f+Q01wsXh9CcjqVyeIvCYJqA/Py2DAvilA/c8tfiyZlpL4vKrxfhkAiXpeIabhGEl+tttxE4CDP8ljVy+g90bDu/qbTJTP/sY+CRAd+AloOztzxwvfL8m6XZYYBupOLAI2PK96dHaNTLObS6+S8o6xmoTWvG8AnRcaVgSJuQ+s6iuJso8uSIXvdr/obrP3O/mvwkmqFZVqovt600mSpHt6uazv/143yfzmYeDG8ykcA0pL8F0/KPzkuiTVxt6X6tpnVxtWlrbFtZiV5zBXPrnpQRXkfBoOrOkPuP4PKF73ebJyqJwbWwTiM+r8Bs3vSJG3gB6rDZPf7xwHFraWalE3w4DwA6anqlQNBNYZLp+59nu6tlsGC5Nj5Fo4uciw4v3dk1KBB5BpQ9vMNqxIlT5Jqo7s/EbOzer+wIdHTVdYV1Vdqf8FUOdT3T41+EoC1fdPy8DIoTlA659097+2S5Ng7uIu1cn0A/IXN8l3SL9Suj5bfR8fXpQq+4B8J5tPBar3e/75pEvVlKRn5vvyIgpaWfmGiIiIiIiI6FVTY4DcIK9dafvBGUkUy+EDlGosMatib0uRjxeRliozWGonmDu5AFV6Am+8KwURXHJIIZGLfwMHZ2pmhYu8KkUcPthjOTHz3imJQwBSyKT2h3KTvk9BIO6xzIC58xtN4uHdExJPUfWrcCjw5ieSMObqITNOHpghVcxVDv8KhH4osTJ96WmGCeYefkDoYKB0C8Cv2PMiFVckBnpkrqYv//4gxSxqf2jNJ2pfT8OBTVqFE9x9gNofO6YvYTN1E1zzVwHe+p9UhfYKlATP6Ftyk8ShXzQV8h9fkjhogy9s049l3eRYTq5y3VZ8FwgKAaCQYx39Xbeww73/gKNzZczCmJj7cl3HPdQ8F1BaZgYoXhfwzitVh++dkpstzq+XbVLi5bvUZytQsJphu7eOSmVmFe+8wNvD5bvsU0D6++yOZibPpzdku+RYYMtnwPubDdu01zk4sRjYrv2aQipKV+4B5KsEuHkDMfdkls4DMyTmrvps/3oX6LPdeMLujq91E8yL1wdqDZaxFk8/+VyjbkqRkeMLNEnCEf8Cp5ZaNyuvJSUaAnkqyG+qStwjeb87xso4WclG8t885V/eKsj2/v49uS6J1QCgcAaq9ZHvV0CwFCC5sVdix6q4f3qK/I36YA+Qp6zxNq/tlnEL7RsXSr4DVOsrY5TuPlKUJ/yAvL97/8k2URGSVD1wn3WzNtj6N+HYfMME8/IdJVaet7ysPzgn251eJsfWbt+c5Dh5b4+1ZlHOVVB+b4Ibyd/IlHi5OeC/v6QIjTJdxhk2Dwe88wBlWxtv+/5Zma1XO8G8QFXgraFA4doy64BqjOzgTEk0P2akyJS9+JcEcuTiGAMREREREdErwKFJ5sWKFcPNmzeRlpZm8Nrhw4dx5MgR9bqrqytKliyJkJAQ9VKmTBl4eVmYms+R2v0q1VO0A9uJURIYVwXH3X0l4bx4PanW61PQfJs7v9U8Dv0QqGekyoCzq1ReSY6Vig3KdJmese820+3mqwS0nG4YUCvdTIJXd0/Iups30HmR4aBCUAjwRmdN1Zm7J3WTzG8fl2n1AAnYdv3L+PSH/iWkEsas6hLwCJsjQciMTsuqb8YblrcBZOChyQSpaGFPjy5pAivF6xmfNs7NC2g9E5jxPNn93qnMH0/hLEndxqoOVekJnF7x/DpVSkJ0xXc1rz+7q6n84RkglaO9/A3byZlXqkHPrCrVoU8vB94eoTlm/BPgyTV5HFTOMMEckGu35XS5oSElXhK8U5M1AevbRzXbVu1tfHDLrzjQ8Ctg/WAACrl2tZPMbXUtZvU5bPSNfK5nVmqeS4mTmQUuPR+AcPOWgbji9YDSzYGAkpk/XkZon5dag4xXVy9QVX6z9k6WhOY7x00nmQNyfhuOMXy+RH2g7RxgxfMBh10TgMrv6SZ975qgCay2/NH4lMdOzjLDw7O7EmBOeAIc/gVo8KXpPr3xLlB3pOHzXv5A08lSYR7Q3Aihbec3msdNJhqv+FKmhfR33UDTfbDV9xEA9kyUKkSADFaqEswBqQ6fr6L1lb8yyjmH4Y1I2UBkZCSePLFwE4CeiIgIyxsREREREVHmKAGF0rHHJ8oUnwJS7GP9YMPXkqIl/qOKAfkWkaIfxd6WuIipCsKmHJ8vM8ypePpLzEs/STaojCyVewJLOsrN9IAk//39sRQdMSc5Vv6bvzLQbaVuQQefApLA7Z5LU+wC0CSYV+8PNJuiO1td/kpAp/lys/5/S+W59BSJ6xmr7Lr/B904RoFqwLtLgZx5NM+5ekiMqkBVSaZd3B6IuSuv7RgrCcbGqknbU1qKJN4+DZcY36FfpLgCIAmU7efpvoesdFQrGbFANeD9LbqJxS5ugHs5IE85GUeY30LilYDEr+qNNj4DYUYlRsk4So81QMGquq+pzmfeN2QmVpWTS0wnlK75QDfBvEovoMX3usV3XPyBkg1lObdW9klLlmtwZW8pVqEfUz72B9R/GHL4AP12GN4k4l9ClpBWwO9NNImnEQeMF+6xxzmIvCYFKVRcPYFOC+XmFm25i0iMtmJXYO1AzZjW3ZNS2Kjxt7rbJ8cB/y3TrIe0Ajov1h1z8vSTJX8lKcb0V1dJpgXkJhJbJJk7OQHtf5XPV/VdUklPkWIg13bJuoef3OBSrI4kxBubndJR7P39U41tuHnLb2XxuprXXD0kph7SWmaWVY2npCUBm4YZn6U0/olugrnCCWg1Q8aftOXKD7zxvBL4P2M0yd3RN4G//ycFVSyx5W9C/BNgu9Y4hMIJaDPHsHBR4VqylG5mmNhtzpbPdBPMSzUFOszTrTTvkkOKkhWpLWMQf3XV3DSw/kOgUA3jf/s3fapbMb5qb6DFj7rnPaiM3HBQoSOwqI3cPJJVXsExBo4PEBERERHR68qhSeZbtmxBUlISLl++jIsXDafoUio1IzXJycm4cOECLly4oH5OoVCgYMGCKFOmDMqWLatOPM+Tx0FBV31unkCvv2UawX1TJdFPX2KUBGgubpTAXsmGQIMxEmTT9zQCuP088d7N23iCubYGYyRwkhIH3DoEPL4iVQiMqTXYdMWGvBU0Sealm5uu9BuoFYCLf6z72gmtwFDoYONJvSq+hSTJ+fh8CQJe2mz/pG+V1CQJ6BZ723LC/4tw0vrqPTwnlSFyeBtul7soMOggkKvAiyXaF69nflrbom9pAj361+mppZqAWdVexhNaVXLkBGoOlGr7ynQZDFNdp9rvOeomEPPA+ACJm+fz6kgBhsfSbuP2EQBGBuIAmUK2QFX5/PQTnm11LWb1OXRyluBj6WaSsPw03HCb5Fjg2k5Z/hkjVRwafKkbILYH/fNiasrMWgOBCp0A38Lmp6Z0cQcampmiuGxrTTWauIcyPWaR2vLas7vA1R3yOFcBGQQx5+0RkmQOSCK2uSRz7SRsfYVqyMBfegoQ+1D3tWd3ZfAFALyCDCuva6vUVf5eqG7I0Ger72NqMnB1pzx2dpNKYfoKVLFfADh/ZQmeZzNLly7FrFlWTJtKREREREREZEnl7nLz9+bhkrxqSlSELKpE6/xVpOJwxW7m4wIAkByvmcUMkEIUXZYYr8KskjMP8N5a4Ofamjjhhb+NJ8Dqc3KV2dv0ZwxUqdgN+OcrKcyikqcC0Ow708mQbw/XvHcAuHvKcJukGKnSqn4P+YHuK81XXw8KAbqvAH6rJ+chPUUS1TvNN71PZllbAEWbb2EpYqOKeWW1hChJ+lSp+K75eF7+yhKrOjRH1hOj5EYFY+McmdH6J8NkUm01B8iMnQ/PyfrDc1JBX38sI+KgboGI4MaSCGuumnW5dtLW5ucV5qNvSYyuel/d7e5rVc4uUd/8LAQeuaVQ0DKtcY8b+3S/Y/Y6B//+IEVVVNrMMkww1+aSQ+LSUTc1sz0enSfVkrW/Y5HXdGdnqNzT/OdaqonEulUJzA/OAnGRln/XrJGnHNBzHbCsu8x4akrCE+DSJlkA+d6VbSM3HpgaS8sKWfn9a/uz6fEDFzeg4x/AL3U0idI3w+R7pP/bdHSeVIxXafiVYYK5NicnKfikqsYOyH8fXZIZNiyx1W/C0Xm6NyPU/sgwwVxbubbyXfjHSIEcfU/D5bdCJW8FuaHDWJEelaJvAh3mAks7y3pSNHDoZ6DRON3tIg7KuK9KweqGCebaAkvLzWK/N9KtNG9vr9gYA8cHiIiIiIjodWWDMhIvJkeOHKhQoQI6deqk8/yiRYswatQotG3bFqVLl4aLiwuUSqXOkp6ejlu3buGff/7BjBkzMHDgQNSrVw+1a9dGnz59MHXqVGzcuBHXrplI1ssKCoVUVhl6Hui+SqaF8ytuYmOlJEfObaAbFFe5sU/zuER93TvdjXHPBZRsoFmPOGB62wJmgjHeWonA5iq5uGlVlU/VGxjRPna+iqbbUCmkNcXZzTDL21tS51Og0beGS4MxQK0hUqXC2U0S8k/+KYMoEQctt5tZAaVkSkNAAk2/1ZNgVtRNw23zlHvxSu7mBo4AqWCkkpqk+5qtzp17Ls31kxQt7/nAT8Cjy4ZtBJY2HkzWrnx9bi2wqK38NyFKdzs3T6nQYCxYZ6v3k9XnUKV8B+DjU0DvzVIZPKgsABPB+ttHgEWtZdpLrZt2bE77vByYIdV8Lm2V6jXaPHJLdXVzAXFAvo+WpmAu3UzzWJUsDTz/3j5/r3krWJ7uNGceGTwA5Nw9u2t8OycX89eLs6tM9wlopnlV0Z6OukR93arrxpRpbvo1W12/t49oKowVqGr8885vpDq/rRSqbr+2iYiIiIiIiLKLqr2AAfsl0dVad08A27+UxOU930klbFOu7tAtKPFGF6BIqOVjeAVI3FTb0XmW9yvf3nyhC2cj8ZXqfczHSvxLAC5aRSL0i5sAUj1ZVfUVkNnrLMWWAIkdhbTWrJ9fD8Q+Mr19Vir6NpAjl6N7ofHgnOVtag6QWVA/2AuMumm7BHPfwrrnyRiFQuJu2oxV7D38q+56o28sxw8BoOr7cvOCytHfzW//6CKQbiGRs+Q7QPu5QJ/twKeXpdq/ObY4BwlPZVZTlfxVJN5siZOzVMZWSYnXTZ412t+zltutN1qqaA86CIy+bZsEc5WC1YDBYTJTgrOViahRN2VsbnYNqV7/svwe2Ov7V/IdKehijksOSRjXpn0NATL2cGSuZj1nPhl3s0b9L7QbsvzdAmz7m6D9Xlw9gTrDLR8/dIgUuLHk6O+aSv2A/F01l2CuUqqJVK9XOb4ASNebEVz/HDT40vLMEQWrAeXaWz6+LXGMgYiIiIiI6JXg0Erm5tSoUQM1amiS41JSUnD16lV1NfOLFy/i4sWLiImJMdj36dOnCAsLQ1iYJqHOy8sL1apVQ9OmTdG8eXO4uVlIcrQ1ZxcguJEsAPDsniQLhu+XBETtqsTKNBko8PTXreAdpTWlVl4rq5/kfUMqzQDGKx+r5Mpn+jWFVmDCXKKswkQAIy1Vqlio/FbPdBvGRN/O2PbGVOkl0zua8zRCpn28eRBIjJYqIkOOmq688yJc3KRS84bngePIKzK1HQD4Bz+fivMdoGgd64JOlnhZeA+unprH+lUMHmlN5bfCTOUJY/TP3TvjgCWd5BqPuSvVHv4ZA/gUkukxS75j/gaKvBVkusDTz6fdvL5bFoWzVEQo+Q5QspE8NjY4YMtrMavPoTaFQhK7VcndcZHyexJxALi+F3h0QXf7sFnymVqa/SCzSjWT96mqSHFurSzObkChmvJZBDcB8pS1rj1rAuDaU5dG39I8fqQ1K8blrcBYH+uOqW7rtkzZqc/d13JyvOp7pP8ditLqX0Apy30IKmf6NVt9H63pUwF7BoBr2q9tIiIiIiJ6jSgApRXJgfY8PtGLCiojVbcfX5FZ1i5sNIztGJMcC+yZKPGP7iuNzz55fbfuepX3rO9XhU7Als+kKAegWwDFlKJ1LG+jH6csbEWlbg9fIOZ55WX9ogaAbmVqACjTwnKbKqWbA+fWyGNlmsSGy7axfn97OfWnVHCv2htoMsn28UVLPHwlqTrmeUGG4wukGE3tD03HbnMXlcXWirxpXSK4qpCESnK87rpSqXsd+xWXivbWUI3vqGbJfHjesOp2UIjMvAhIjHJlL6nUrN8vFZccwBudTR/THufg5iHdmRPMFbvQV7wu4Oql+U0I36+bGO9XXJK5054XsdkzWWbkrdrLdLXhvOVlsRdPP6DFNElmP7sKOL9BCnEo08zvp0yX3+Nru4Cuy81XzLaHrPr+Vell3Xalmkp8PDFK1q/t0n394XmZcVQluJHlWLpKYGnAr4RmZk9rql7b6jch+o6M66iUbCjFkixxcgYqdJSCO+Zo/21y9ZQxMGuVbqaZOUBdmb6y5nXtwjaeAXJjkjUqvivfhazCMQYiIiIiIqJXwkubZK7P1dUVISEhCAnRDfrdunULFy9e1Ek+v3fP8G702NhY7N27F3v37sWcOXMwd+5cFCliIenYnnLlkyBEhY6y/uC8VEj47y+oq/Du/BYo31ETjIl/otnfI7d1x9HeTnsaUn3aScbmKCxU4DUmMQrq95QZ5vptS7mLAN2WAbNrSkWDhKfAwZ+Axt/a53hV3pNA2LYvNME5QIJakVeAw78AbjllUOSt/1kf8DbG2vMLGFa8fpHPX3/fkg2Brn8BG4cCz+5ono++JQH6EwslEF2qMRD6EVDYSJCo9U8yaHb4F5nKFpCg8O2jsuyZJAHYNzoDtT/WDfTb+lrMynNojpe/VBxRVR15Gi5TKB77QzNocGAGUL2f8QHHF+XkBLy7RAYe/1sG9WeclixB4fD9wI6xMtBQqTtQa5DuzAcG78eKPrr7ah7HagWwX/T3wtT+GfkO6dMOsLtbkfSuPbOAPlt9H63pk08hCVAbqxD2IlzcgUK1bNtmFunWrRuaNm2aoX0iIiIwZIiVlXuIiIiIiIjo9RUQLJVIG3wpN4ff2CvFBML/1SQaGnP3BLC4LdD3H8DVQ/e128c0j51czc9mqc/VXRLaIv6V9ac3JD5trkK4uSrm2v3Q5mNFNVjtfYzN1nfriOaxs5vxAgKm6Ce43j5q+yTzT06bLoCSlipVoWMfSOXnc2slERZKSXQ99gcQeRXovtr6pE1bqdYH2D3++YoS2DsZODBdEjxLNpTZCK0tKvEirCnaABjG71SxY5XIq0CC1hiLbwbHh3RmeVVKAmipJpqnqvUBzmhVF76wQQoA5a+sKa5SsLrMiGgtW5+DW4d1132LWr+vsysQWAq4e1LWbx/VfT2Ht8TkTy6W9bQkYMsIYOc3kqBeooF8BiZn+rUjL3+p9F1zgMyKGr5fbji4sU+3aIm+uEfy+9p/l/xGZ6Ws+P4Vfcu67VSzUKiSpqMigMRnmoRsg+sqo9+t8pok84cXgKQY8zM52+o34f4Z3XXtJG5LtCuNG5McD9zXquafM1/Gvvv6s0rfPqbpX1KM/E1WyfeG5SrmKhn5/wBbeMXGGDg+QEREREREr6tsk2RuSqFChVCoUCE0atRI/Vx0dLQ64fz8+fM4f/48rl+/jvTn0xPevHkT/fr1w6ZNm7K+orkpecoC7X6WQNuafvJczF0J2qiqn2cmOVanoq6ZO/utues/s/QDN++MM1313BhLVbhtyd1HqsPsmSTrl7dmPsnc2ICHvso9gHLtpELRxY1SfSDpmeb15Bip2n12FdDie+lbVtM+f28NBTysmGpWxcVIhZ1STYCPTwFXtkmQ/epO3QBTWpI8f+FvoO5nQP3P9drMIRVgQj+UKkOXtkgFlnStqYFj7krA9cRC4L21muCbPa7Fl/Ec5i4KNPsOKNMSWNxOPpuUeOD8Okk0zxQL17O7D9DuF6DuSODsauDSVhnk1P4NenId2PUtcHwh0Huj6cE1/cFGo93RatdZ63dc+xwXqysDOBnhXzJj21slg7+v5oLNNvs+WtEnhUIqjVzZrvt8/iqZD0Y7OUuFMHvMEJEF/P394e9vw2l7iYiIiIjoxSjxQveS2+T4RPbgW0hiTpV7yPqjS8C13cDlLZJ0bixRbu8U4J2vdZ+Pj9Rt01Q1YVP8S2iSzAEg7rH5JHPPTBQ3cPPO+D7a0tN0CxCkJWd8ZjttMQ9erD8Z5ewCOOeSZM2AYIkzRoQBSzpKtXpAEmH3TDI8v/b25icyPqFdWTg1Ebi2UxYA8M4ricMl3wGCG1tXBTijrG1TP86rP9ugdtETQCr9v9C1cl93vUgoUOdTYP/32p2QGOndE8C+KXK9F31LPq/SzQCfguaPYetz8EzvhpU1/TTjURkVHyk3SThrDTM2Hi/J59qJ28kxEje/uFHWfQsDJRpKX0vUN7w5xt48fIGQVrIA8p2/vkfGKy5vl/5qS3oGrBsM9Psna/tp7++fd17zv+f6/IrpVuaOvgW4P5+RU/+62vWtLJmilN90c0nmtvpNiLqpu56R5HhLie6x93Ur5j+5ZrvfG+1ZSoGM9dvTzz5J36YYG2Oo0lOKTWWWA8cYOD5ARERERESvq2yfZG6Mj48PatWqhVq1NHcxP3v2DDt27MCvv/6KiIgI3L59GytXrkT37t1t34Ezq4Cw2VLlIKQ10HSi9fu+0UkqPaiCNZFXNUnm2pV7tauam6M9kGBNBV170O43INMjWluJ3RHyaFWveRphZkMLI4mpidYdz80LqNhFlvQ04O4p4MYe4Mo/kjwNpQwcbRwmU85aUxHIltx9NVWPy7WTihUvysVNE8hVKoEH5+Sav7pDBk1UA2V7v5OgezEjU/3lygeEDpElOU6muby+R5KbVVMcJjwFVvQCPj4pgSd7XYv2PIc39gM7x0lgNV9FoMti6/ctVkemP1RVj4m8ZmZjG13PfsWBt0fIkhAFRBx4Pgi6VQLPABB9E1g3CHh/s/E2tJP0TdGuyu0dpHmsfY6DQoA3P7au3/bknUfzOCHK8vbm3r+tvo86fTJTHT2/kSTz4MZA/dGZOy4RERERERERZVxgaVlqDQSi7wD7pgLHF0AnnnPkN+Dt4bqzx2nHkDMTG9bfx9IMa5mptP2ixU8SomDTOz6yalZNc4qEAm1mASt7a547NEeKbnhlYXKbixvQfSWwZ7IcXzVjorbY+zI7639/SSGIUk2kcIh+Fd4X6oeNkpCtictlqD0j10rDr6SIxfYxxpM4k2MlTnp5K7B5BFCoBlD7I03Csz5bnwN7fAbaiZ4evkCfrfL+Ty0xTOoFJLH3+HxZXL1k5oB6n0nhFEfImUcT20+KBY79LjftqG7yAIDbR+QGH2srf9uCvb9/Hr4Z608OvcTuJK1kfJtfVxbas9Vvgn4cXv89mmMuCR6w7+9Nkt6NEJb6oi9HzqxLMgcMxxgq9TA+izERERERERG9tF7JJHNjcuXKhfbt26N+/fpo0qQJYmJi8M8//9gnyTwlXipTAJIwm1F5ymuSzLUDR9qJqQ/0pnEzRXu6N0cF6VzdpSpC7PM77R9elEC5OcnxMsCQ1VUsAElGVnF1N/1aapL5dvQrmVh77IJVZanzqVQpWtxOqqwo0+QGhnqfZbzdF5G7qCap9eFFy0mtqUly3Vob2FIoZDrEvOUlYfzZXWBJJ5keFgD+W248yVybm5dU6yj5jlRLOb8eWNVXKnhHRUiid9E3s+ZatPU5VKZpph5NipEkdu3r0BLtmyb0A9EZup4zUcXJwxco00KW5lOBI3NlilRAks+jbkkVLX2PLllu+8E5zWO/YprH2r9zDy9Y18/4J3Kzgb1mdPAtrHmsuq7NeXTZ9Gu2+j7q9OkcTCpQxfC5C39LVfqMcnIGKnTMeHV5IiIiIiIiItLwKQC0mg4UqQ2s6a95PjlWkiBLNdHa+AWTr/UTRC3GpOw4W6Yp2rMb2oK1hRbsrWxbwK+EVL8FpF+XtwKV7TCeYY6rB9BonCRCn10j1ahvhhlPeE1LlrjRxU3AO2OlEvPLRH8GgBdl6lqp1A0o1x64tFk+j2s7gcRoIxsqgVuHgeWHJcm843zjMxza8hzY/PuSYPicR265SaLuZ89nvNwM3D6mW9VZJSUO+G+pbNdmthRhcqQc3vKZlWwEzG8GJEZpXru8NWuTzAH7fv+smU1Um8HfA63h5ay4rl42xmbx1ZZVvzeZYanvtqY/xrDtcylWlBkcYyAiIiIiInKI1ybJXCV37twIDQ3Ftm3bcPXqVfscpLBW0uqDMzK9paVEVm1PtKoNB5U13u613ZJwai6RNzFaKjurFKphfR9srUht4NwaeXxxo+XP45+vgKNzAa8goEZ/oO5I+/dR5b5WEqh2IiYAuHpqHlu60191o4ExJxYBZ1ZKMmnj8aaDp4GlgRofADueT4WqP6VnVihSWyp1AMDFv6WihzmHfwX+GQN4+EkVklbTn++7GTg6D3h8Gaj2viRgG5Mrv7y26n1Z137PWz+Xvjy+DAw+JNsaU7YNUHwxcPX5FJba0zXa6lrMqnOYv4pMHZiWBCQ8kSR1S+dAm87vSYjua9qJ89qzHhhj6npOTwPWD5GE7md3gaHnjFetUiiAmh88vwaeJ5E/u2s8yfzaLiA9HXByMnxN5dIWzeNSzTSPi7ypeXzzEBAXab7CU8x94MfyEpz0LQy8vwXwysTUzuaUfAdQOMtAyrXdcuOCm6fp7VXXrTG2+j4WrC7PJTwB7p0Com8bn543v5Ek84fnZMmMS5uBUTctb0dERERERGQNJWxawDhTxyfKiOQ44OSfMmNd3EMgoJQkD2bGG52Bc2vl39oqjy7pJpm7+2qKLRhNcrVAO8ES0K2S/rLQn7mwQFWg/y6HdMWmFAqJ52vH9h6et137xpJUzfEKkNhezQ+k2nPEQSB8nxTZuXcaOj+IynSJqeYuBpRtbbs+vyj9a+XNT4BG39jnWK7uQPn2sqSlSmz1xj4pLnTriGHC6IW/gW1fAM2nmG7TFudA/zMYckTi1/bgWwh463+yJDyVGTvD90t/H13U3TYtCVg3UBJPC1bN/DFPrwCe3JDf19QkSXbPjDxlZRxg2+ea58wVBsmol+H7Z81soua2176W9K+r7qs0MzS/zPQrl2fk76Slz0//MynXDui0wPr2zdEfF87o33f9Suj2pj/GcOeYLJnFMQYiIiIiIqIsZyaD79Xl7y8Jh1FRUfY5QEAwUESrosH6wdZXtb55WDNtmFcQUKyu5jX/EkCh51OIJcfKNHnm7J4oVdUBIDAEyFPOuj7YQ6VumsfH5gOR10xvG3lNEngBCQbmq2TXrulISQBOLtKsl26u+7pHbpnCEQCeRph+H+lpwIGfTB8nKVYCgLH3gTMrzPdJO5ndVFK1PVXsCnUVooubJIBpSvwT4ODz953wRPeaU6ZL1ZboW1J1I81MJQfthGft9/w0XKp6J0ZLgrc5Op9bPs1jW12LWXUO3XMB5Tto1reNtq7SNyDVpk8ukcfOOYAQvaByrgKax9d2m27n7inTrzs5y40Z907JZ3Rpk+l20tPlulAfP5/x7Z7dAU79abqd0ys1ieoBpSXorxJYSgYTARmc2DnOdDsAsOtbqbSSmgi4eds+wRyQJPfiz3/Lk6KBf38wve3VnVLByBRbfR+dXTSDDMp0YKeJATXvQKn+bysZmXKUiIiIiIiI6FWTlgxsGQnsnyYxpxOLX6y9kFa66yl61V+9gzSPo25ZnslOn35SpY+RYgGO5uoOuGkl3MVZKAySneTUi8kkxxpuoz8zn7XVc7VjdBmVwxso1VgKbwzYBwy/AjSfBuTSK2Cwz0zCtCPox/3iLBTdsBVnF7lh4O3hQK+/gZE3gM6LgIJ6RYGOLwBiH1nXZmbPgVeg7npWfV88cksssvlUYMhh4H9ngYZfSxEMlfRU83FTaxyYAeyZKIVOTi62/vM0xuD3Nd5wm+z8/Yu5b36MRp/2OIrCGchdRLPuqOvqRenP/vzEzFiRPu3CRsYY/N7Y8DPJXQQ6M4dkZNbRtBTNTKlZxTvQtv//wDEGIiIiIiKiLPdaJpl36tQJH3/8MRo0aGC/gzSfovmH7pPrwK91gVNL5R/wxqSnSRWbJR010841/tawInD9z6EOHoTNkkRz/UBQWqokmB/+5fkTCqDpJFu8q8wLbqRJkE+JAxa1lcRVfY8uA0u7SHIoIMmipRpnTR8TngKr+gJRz++Ad/MGqvbW3Uah0JoSUQls/J/h4E1SDLC6ryTdmlKhkyT9AnJTwZ7vjAf0bh4GjsxTHdwwsJkVgspokpyV6cCyblJpWt+zu8Bf7wJxzwO3PoWAyu9pXg9uDHjnkccPzgKbPzX87ADg8VXdGyi0E6Mr99A83jUBuGKi4nPYHODuSXmcM59UbVb3w0bXYlaew4ZfATmfJ6fHRwLzGgFhs6UitikX/gbmt5D3CABvj9AdWASAonUAxfM/AzcPStK9vjsngGXdjU9nqqJ9XjYOBe4cN9xGqQS2f6m5PvJVMpwpQNvmkZJEre/SFuDvjzXrxn7btH8nTyyU4+oPoqalAnunyu+uSr3Rpvvzohp9o5lCdN804NAvhttEhMlvhzm2+j4CQN1RQA4feXx6uVS40b+GH5x/sUEPfa4ecoMGERERERGRDSiUjl+IMsTdV7e6aeQVqWqeWZ56s7d5+umuF6ymeZyeAtzOQOXQ5Hjg/hnNeq6Cktz4MiqgVSU1KiJjyXxJMTJDX3Kc7fv1ouL1YjLGCgE4OeuuG0tEN8aapMT0NNnuxn7z23kHygyQA/YCnlqJlffPZvzGBnsKKgu4aM3smNFKus/uyedhaowHkMTdG/vNx7/cPGXGwT5bgWJva55PSwLun9bd1tbnQFWcQyWjn8HDC+Z/s9JSJK5+64j5dnwLAXWGAX3/AZy1xsAy8htljH7ScMSBzLdl6fcVyN7fv7QkGaexRmry84rpz+WvBDi7atZf9Lp6fFXi2enpGdvvReWvpLtu6brVZm4mY0Cul9zFNOv3/pNzaq24SODxFSAl0fA1Ny+ZCUXdl1Nyjqzx4GzGK+m/qPR0zdigLXCMgYiIiIiIKMu5OLoDjhASEoKQkBD7HiRPOaDrMuDPDkBqglQ7XjcI2PKZVLT1LSJBhqQYqYh9Y59uteN6o4GK7xq2W7weUG8UsOd5YuWeSZK8XqqpJJDGPZIkzKgIzT51RwIl6tv17Vql4x/A3IbyWUTfBObWB4rXfx6AUkqA8tIWTTKruy/Qfq5tjn1ioeH0dIAkaaYkAI8vA1d36E5x12Si8arTtQYBV7bJ4xv7gJ8qSyK0VyDw9AZwYaNUK/YpJIETYwE170A5j6oqy3smAv/9JdeGT8HnQbv/pPK3qvpFtT6Oq0bf8kcJPj26KMn4i9sBhUOBIrUlCPz4siQEq6b5dHEHOsyTSkIqLm7ymaqSaI8vAC5tBYLfAXwKQ66B88DlbZp2ghsDpZtq2ijTHCj5jpyrtCS5KaNgDRlI8g4CEqIkcKxOclZIRQ+XHLrvxxbXYlaew1z5gJ7rgPnNJMk8KVqm6tz5LVCsDuAfLL8nKQlSBfzGfuDZbc3+lXoAdUcYtusdCJTvqKnEvvF/UiG+cKh8DneOA9f3yuNy7WQKZmOq9ZHKMA/OyvUxt4F8nnnKSTA+7rF8DqppUJ3dzN/44uQqv5vLukkifJHa8nzEQZlSVaXGB0DJhob7l3xHKgPtmyrrB2dK9fxSTeWzjLkv19DTcN227HlDS94Kkvy+8xsASmDrZ1KtvWQjCYrePvZ8Fgsl4F8SiLxqui1bfB8B+SxaTAPWDpDfwgMz5PerTHPA3Qd4cA44v15z45NK0TpA743Wve/L24GlnTTrjy/LddxnmwyoEREREREREb1OFAr59/ulzbKuTAcO/wo0HJO59vRnu8tfWXe96FvAsT806ycXA0XftK7tMyslPqNSrE7m+pgVitUBbuzVrJ9eAYQOtm7fsDkS1wOkqnK9UUDNAbbvY2boz2AXEGy4jXYVd0DiXvkqmm/3aYRuXMyYzSOB4/MlGVHhJNW3PXzN7+MVIOdCHUNUyniFT0Gzu2UZFzegcE3g+h5Zf3RREmfzvWHd/mv6S2xS4SQJ/10Wa27kOLMK+Pt/QHKMrHddBpRuZr49J2dJNr+xT/NcnFblbXucg6JvQopzPL9L6sxK4M1PLL51AHLN/PymxMxd3CWW/v5mzet/dZNxk/RUiQkPvwo4WahzFVBS4qaqeL72+8+MIrWBi1pxy0M/A+XaZq4tS7+vQPb//p1dZZhobczFjZprG5A4u7YCVQFXT0219wt/y1iQ/riMMUkxMp6QFC2x7dzFpEK7fizbHryD5Hzd+0/Wr+8Bou8APgXM7gbA8ky7gJyPpzfkcdIzGXMKaWld3/75SjPbq1cQ0PIH3QJGwY00s70mxwAXNgAVOlrR71XWHd+Wto4yHCet/4WMXVuDYwxEREREREQO91ommWeZom8Cgw5IMujlrfJc0jMJsJjiU0iSL81VO643SoJ0/3wtVYqjIoAjvxpu5+YNtPgBqNjlxd6HrfgUBPrvAla9D9w6LIMo13bKoi+gNNBpAeBfwjbH3v+99du6+0oArHJ346+XqA80niBBHmUaEHPP8PMPKA10+RPYMdb0ceoMk+vhwAz5LJ7eAI7fMNxO4QRU6ws0+87692Br7rkkYLN2IHB5izx3M0wWfbkKAO1/AwrXMnytQkepwLP9CwmQxt7XrSStrWwboK2Ras+dFgAremmum9tHZNHnlhNoOtF4YM1W12JWnsPA0sCgg3JN/bcMgFIG+q5sf56cbISHH/DO10CVXqbbbfG9VAmJ+FfWIw4YVnip0gt4Z6zpJHMXN6DHaqmcraogf323LPq8goDWMzWJ48aUbw9AAZxeJgM32onlgHyeDb4E6nxquo0GX8qNHzvGSnD72R3g2O+G2ymcZSCl4Vem27KVOp/KDBdbR8lgy/0zuhXBALmxomJXuTZNsdX3EQDe6CxJ7ms+kM/pyTVJyjfn1mGpuqJfqceYwz8bPnf/tAS9jd1IRURERERERPSqq9hVk2QOSJJ5pW4Zj4OmpeomkPsWNqwmW6alxGLinlcePr1C4jxFQs23Hf9EZsrU7/fLqlJ3YO8UTXXWf3+U+FJOI5W/tT27K7OFqiQ8eV584SVweZtUuldx8QBKNTHcTj+B9OJG49tp2zXe8vH9imk+T2U6cGIR8ObH5vcBNLOEApIw6hVoeZ+sVPV9TZI5IGM3PddbjnNd2qKJUSrT5bPRTiYOLK2bhHtsvuUkc0D38wIklqdij3PgU1Dij6oiOvfPACcWA1X0ZkA0ZvuXmqIsqYmGydS5i2iKrcRHSvzPUoJ3erok9arksiK515zyHSUerPrcbh0Czq7WzAyZEUd+01pRyHiFvuz+/Ts2H6jeX86dKcnxun12cpG/Wdpc3OR3+OjzQj2xD2Q2zwZfWO7znsmSYA7Iew4IzpoEc5UqvYBNw+SxMk3GrjotML/PubWaxHRzqr4v505l5zdSSMzSrCD3/pOCRioJTw3/NlV+T2a7Vd0wsutbSf431/bTcCn+lJUSo42Pyxz4ScZLOMZARERERESULVgoI0AvzL8E0G058MFeoM5woFhdqdrs4iHJjR5+Mk3jG+9KUvKHx8wnmKvU6A98cgqo97lUcvYMkOCOuw9QqCbQYAzwyX8vT4K5ik8BoO92oOtyec+5i0kyvLMbkDMfENwEaDMHGPgvkKes/fuj+swCSkmQsNUM+dxMJZir1P5QbiCo1kfeg4s74JFbzkXTyTI1YWAp820Akrg7YB9Qc6AEZd19pE8euYE85YHQD+XaaTHNumCLPXn4At2WAe9vAar2ls8sRy6pOu0VKMGxZlOBIUekSpIpNT8AhhwG3hoGFKwu79XJBcjx/DxU6yPH6LzIeBWCHDmB99YA3VYCb3SRKt5u3tKGdx6gUC25/j86BlTpaboftroWs/Ic5swLtPsF+PCoJFGXbCT9dvWSxGt3H0mKL9tGKq9/8p+cK4XCdJvuuaQqdYffZYDBK1A+g1wFpXp5z/VA65+kfUt967dT2glpLVOTuno+/zzzy9SvTSbJedGuTm+Mwhlo/yvQZYlURPfwk3b8ikuy/qAw8wnmKjUHyGdQ/wsJwnoFyrlxywnkqQDUGgwMDpNEfHOfkS3V6C/9r9ZX3o+zm9zYUqiWJN93W6E7Rawptvo+AvI358NjQO2PgcAy8nvmllN3yk1tacm6sz6YE/PA+PPxkdbtT0REREREZI7yJViIMiqklW5F3OQYYGEr4O4p69tITwPWfqCpkApIrEQ/vuGSQzcxUZkGLO8uM6qZEvsI+LO9FIdQKVpHZu97WeXKLwl3KnEPgT87AlG3TO8TFykFE7RjHKWbW1/V2p4eXgA26CWUVuomcVF9Rd+UeJfK6RXAzUOm2943TTOroTkVOkmMSGXPZODmYfP7nFqqNcMkgBINrKtknJVCWgOBWrPchu9/Xnwh0fQ+d09KsQdtdYYBzq6a9bwVdJOur2wDDhkpoKLtwXngqNaNIp7+QKEamnV7nYO3h+vGejd9KonY5uyeqFs8ycUDqP2R7jaV9MZUtowEHpuZrREA9k3R/a2xFDe2JGcembFS29qBwH/LM9bOkbm6Sb4VOkosV192//4lxwJ/dTUdw01JAFb2ksIkKlV6Ga+OXvsjuS5U9k2VmSLMObHoeaK0igJ428iMrPZUuYeMZaicWwvsGGd6+5uHgA1WVv8vUEXGcFQeXwKWdZWkcVOe3ACW99Dc0AEA1ftKpXptQWXkOlF5Gi77JccZbzfmvsw2kBxrXd9t5Wm45uYTbckxHGMgIiIiIiLKRljJPKvkr2TdtHMZ4R0E1PtMlswYesbyNgBQf7QsllTubjk5W6V00xcPGFoyNtq+7QeFAC1/NL9N16WW28lbIfMVrs2dQ2vPG5Cxc1ektvkq1NbwKy6JvS+iVGNZXpQtrsUXOYeZERBs22CrQiGBcnPTKXr4Wv5OOTlbbicjQlpaP32kKd5BMu2itVMv6svI74i1v6mBpWR6S1NCWlp/XFt8HwG56aLxt7KopCQC35cGEqN0t81TXm6isKp/ocDDc0aet0GfiYiIiIiIiLIjhQJo9xswt4Gm8vGzO8C8d4CqvSRZ2lQcOT0NuLZLEuAeaMUhitUFKpsotlBrCHBtt2YGv/hI4I8mkij4RhdJVHN2A55GAJc2yQxn2glwngFAm1nG236ZNB4vs7w9PC/rD84Ac0Kl4EVIa8C/JAClJLxd3Awc/kUql6t4+jtuJsn0NKn2+uCcVGY9sUgqRat45zE9C59HbqBMC+D8ellPTZQE+9ofSfVmn4JA/GPg1hGpzKyaCc+nEBBtJgnfK0AKNPz7PIaVEgcsaCHJjuU7SKECNy9JEnxwXhJyTy3R7O/kCtSzMjadlZycpErx3AbyngDg7Crg9lEpFlKyoVTTTo4FIq8BJxcDp5drqkoDUixCP5EZkHP0p1bF7K2fATf2SjXj/JXlXKUlAU+uyzV4cKZu9fO6o3STgu11DgrVkGPteT5bQVoSsKqPJEhX7S2FYXLkkt+luyeln3dP6LbR+Fu5uUNb3vJSSfzsKlmPfQD8VheoNUhmVfAvKTMqJkQB904Bx+frJq7nyAW8NdSwvxnV4Evg+l7Nb2RastyUc2al9KXY27o3CGi7fxbYM0kqkqt455GZb415Fb5/D88BP4fKjUplWkoBnvhI+Vuzb4r8ZqrkLiZFd4zJXUTGy9apbshQAttGy29ajQ+kCIynv1wXD88Dh+bozioAyOdm63FUS1xyyIy6C1tqkqH//UFm83zzE/m+uLgDj69IIv/ReUB6itxcYCx5Wl+b2cCvb2tuprixD5hVXc5v6WaAb5Hnvws35GaPY/M1v00A4FcCqP+58babTpZZaZ89nw3g+m5gTi3g7ZFAcCMp3hNzF7iwUWZ7Vv3Ns7bvthBQWorscIyBiIiIiIgoW2OSORERERlydQfazgFW9wNS4uU5r8CMDSzX/0Kquzw4q3mu7ijdim1ERERERESZ5ehq4qxkTpkVWArosQpY2lmSiwFJWjs6TxbfwlIV2TuPzFyXEAU8uwvcPKjZXiV/FZkR0MnELHROTkDHP4AVPSXhFZDksmO/y2JOzvxA9xW6VV5fVm6eMkPcX+9q4hDJMZJYt/978/t65Aa6LpPP3R5mvEB1dK9A4L21UgDClHfGAeEHJJkVkPe9Z6ImiVhfvooyE+QSC4Ui6o0G7hyTpEhArtHDv8hijsIJaP9b1ieLWiuoDND1L6nQrLqhIioC2GJFUY+8FYAui40nKZd8R2az3T9N89ylzbJYUuMDuSFCn73OQd2R8ltySKuK9OWtsljy1jCZrdGYFtOkEr8qITQ5Vipa75tqvk0XD5kRWD9xPTNcPYAeq4HF7XQTU6/+I4u7j9wokDOP3ESTEg/EPpQbDfQTvz39ge6rpJCJKdn5+1e0jlTzj48Etn0uiyk+hWWGWfdcprep1FU+h3++ApTp8tzNME1yvTlvdDGdwG5vRULlM1vzgSb5OuKALMYonOTGgy1WFLbJmUeux7/e1VxfcY+AneNkMcensPxdc/cx/rqXP9BjjcyGEvdQnou6CWz40HSbtT8Czq0Hom9a7rstcIyBiIiIiIjolWAi8kxERESvvTItgCFHgNazgPZz5XFGgreefkD/XUCXJUDzacCA/dbPsEBERERERET0KitcS/6dXLye4WtRN6XC79F5kiB97Hfg8hbdBHOFE1C9H/D+ZvMJyIC83mONJC265bTcN4UzUKk7MPBfSarNLnwLAX23S8Kucw7L2wPy+ffbKdVqXyYKJ0m6HLAfyFPO/LZ+xYDeG4G8ViSzV+wK9PobcPO2vK2LG9BtJVBjgFwT1ggqC/RcD5Rvb932jlK8rsSsgptYt736+7bFfMJxwzFSzTmHiaRQfZ7+sn2zKcZft9c5UCiAphOBDr9bf3OFd17Z3twMpR655Vos38H0NvoKh8r31pZViXPmAfr9A1Tvb/i5JUYDV7bJjAH//iBJ2+fWGCaYF60DfLAXyGfhe5Wdv3+tf5KK2gpzQ8UKqVA/YK/MUGtJ7Y/k702Qhd8tlRw+cv23+1VmSnWU8h2A3psB/2Dz2+XIJXHyUhmYHTdveaD/bqBCZwuftZZy7YH+O4GAkua3CyoDDNgnN7mYpZDK7O98Y93xbYljDERERERERNkeK5kTERGRab6FgCrvZX5/lxxASEvb9YeIiIiIiIjoVZG7iCQEhh8ATi6WKsKqysqmuPsCZdsANQcCecpafyxnF6DeKEnAPrsauLYLeHBOKtimJklyaGBpSb6t0Fn6lh25eQHNpwJv/k8SR6/vBR5fAuKfyPt0zwXkLiZJ5eU7AgWrOrjDCsDVU/qdMy8QFAIUrC7n2Fwys76gEEmIvfg3cH49cOc4EPMAcHaT6tBFagOVugEFq2Wse67uQPMpQOgQ4MxKqUj86JJcp6mJgIefVNwvVB0o3Rwo0cCxiaIZ4VdcKvXfPSU3dYTvB6JuAQlP5HXVd6LIW0DFLtYnY1frIwmi59dpvmexj4CUOEku9g6SZODSzeQzM1cZGrDvOajQUa61C38D13YCt49JVe+kZ3JdegcB+SoBpZoAIa2kSrglnn4ye8LbI4Azq4DbR4DHVyS5Oy0F8AqQ/hZ9Sz6Dom9Z19eMcvOSyuqhg4FjfwDnN0jFenOccwAl6ssNBcGNrD9Wdv3+KZyBppPkhpbj86Vq+rN7kgjtV0wS7Sv3kCTpjChRHxh0ALiyXZabh4HY+zIrh0sOubkibwVJjC7f3nSl7qxWuCYw+JB8d8+tBe6elKrjbl6AT0H5jKv0AnwKAE8tXEv6vAOBDnOBup8B59fK36YnN+RvsDJdPoOAYKBQTTkfQWWsbztXPqmWHnEQOLVUrpPoO3Iec+WT71iVXkCBKhnrsy1xjIGIiIiIiChbUyiVSk7sSkREjnVjP7DweZCwYjeg3c+O7Q+RjVy5cgUtW2oC4Hl9W8HVxddxHcqGtqya7+guZFtP0xMc3YVs7btHdhrofg1MzXvS0V3Itopt7ufoLmRraxvOdnQXsq08zimO7kK21WbMCEd3IdtJi3+C+FMr1esbN25EcLCFqpHP6f//dVqHTkBuP5v30WpPn8B5debeC5FRSiUQeQ2IvAJE3waSYyUp08VdEpADSwN5KgBOnKCUiCjDYu4DD8/LzQSJUXLjibOrJGv7l5QkXGsS6bOr3ZOAvZM165+czr43FBFlE/r/fvFo+QWiXP0d2CMiIiJ6Ffl5ueHEmAzcKEtENqH///uv8vgAK5kTERERERERERERETmaQgEElJSFiIhsK2deWYiIiIiIiIiIyGoseUJEREREREREREREREREREREREREREREaqxkTkREjlesDjA22tG9ICIiIiIiouxEqZDFkccnIiIiIiIiIiIiIiJ6RbGSORERERERERERERERERERERERERERERGpsZI5ERERERERERERZT/K54sjj09ERERERERERERERPSKYiVzIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlJjkjkRERERERERERERERERERERERERERERqbk4ugNEREREREREREREGaVQAlA6sAOOPDYRERFRRtQfLQsRERERERERUQawkjkRERERERERERERERERERERERERERERqbGSOREREREREREREWU/rGRORERERETZRC53Vzi5uzm6G0RERPSKye3J/78gIvtikjkRERERERERERERERERERGRnfzeuxqCg4Md3Q0iIiIiIqIMcXJ0B4iIiIiIiIiIiIiIiIiIiIiIiIiIiIjo5cFK5kRERERERERERJTtKJQAlA7sgCOPTUREREREREREREREZGesZE5EREREREREREREREREREREREREREREaqxkTkRERERERERERNkTq4kTERERERERERERERHZBSuZExEREREREREREREREREREREREREREZEak8yJiIiIiIiIiIiIiIiIiIiIiIiIiIiISM3F0R0gIiIiIiIiIiIiyjDl88WRxyciIiIiIiIiIiIiInpFsZI5EREREREREREREREREREREREREREREamxkjkRERERERERERFlOwpWMiciIiIiIiIiIiIiIrIbJpkTERERZRHF2atwSvFwdDfoNeGucHZ0F7K1erkuOLoL9Bq60Xyeo7uQzeVwdAeyrRQlw0OZ9ejtFEd3IdtRPEpFjlOO7gURERERERERERERERFZ4uToDhARERERERERERERERERERERERERERHRy4NJ5kRERERERERERERERERERERERERERESkxiRzIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlJzcXQHiIiIiIiIiIiIiDJM+Xxx5PGJiIiIiIiIiIiIiIheUaxkTkRERERERERERERERERERERERERERERqTDInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUXR3eAiIiIiIiIiIiIKMOUgELpwMM78NhERERERERERERERET2xkrmRERERERERERERERERERERERERERERKTGSuZEREREREREREREREREREREdtJ3wTHEuoc7uhtERAQgt6cbdn5a19HdICIiyhaYZE5ERERERERERETZk9LRHSAiIiIiIrLsWWIKotKSHd0NIiIiIiKiDHFydAfo/+zdd3QUVRsG8Gdbeq+UAAmhd1B67x3p8olKE1BpoiCoqChFaVY60ouCVCnSmyC9i3QCaaRvNpvsZvv3x8Kwm90kG0gh+PzOyTk7M3fu3J2y6L3vvJeIiIiIiIiIiIiIiIiIiIiIiIiIiIjoxcFM5kRERERERERERFT8mFC0mcyZRZ2IiIiIiIiIiIiIiF5izGRORERERERERERERERERERERERERERERAIGmRMRERERERERERERERERERERERERERGRQFrUDSAiIiIiIiIiIiLKK5HJ/FdkTEBRHp6IiIiIiIiIiIiIiKggMZM5EREREREREREREREREREREREREREREQmYyZyIiIiIiIiIiIiKHxOKNpU405gTEREREREREREREdFLjJnMiYiIiIiIiIiIiIiIiIiIiIiIiIiIiEjAIHMiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEkiLugFERERUNDLOnoViy1aYdFqbbbLSIQh4dyTE7u5F0DIiIiIiIqLciUzmvyJjAory8EREROQ4o1aLzH+uQ/vgAQzyFJi0WoicXSAN8IdTuXJwqVoVIienom4mUbHCMQYiIiIiIqKXH4PMiYiI/qNiP5oAfWJitttFTk4IHDO6EFtERERERERERHlxt01b6GJjbdaH7dgOl8qVn7lek8GAOy1bwZCUZLXe/92RCPrgg2eu90Vk0uuReeMmXGvWyJf6Ms6cReSgQY7vIJNB7OYGWVAQnCtVgnuTxvDs2BESD498ac+LxvKedatfH+XWriniFtHLLuPMWcjXr0f6sWMwaTTZlhM5O8O9WTP49OsLz1atCq+BVCw9fOttqM6dAwDISpVChcOHirhFjkn8eT6SFiwQlsMPHoRTSOlnro9jDERERERERC8/cVE3gIiIiIqGPjU1x+2qM2cKpyFERERERETPwvQC/BG9oNL27n2u/VVnztgEmL+MVBcuIKJ3H8jXry+6Ruh0MCoU0Ny5g7Tdu/Hosym417ETFLt2F12biF4C+pQURL33PiIHDYJy//4cA8wBwKTRIP3QIUS/+x4evDEQ2ocPC6mlRMUXxxiIiIiIiIhefgwypxeWSacr6iYQEb3U/AcPBmSybLer//0XJoOh8BpERERERERERPlCuXffc+2v2LMnn1ry4oqdNBkP33wLmtu3i7opNgzJyYidMAEJ331f1E0hKpb0iYl4+MZApB85YrXeuWIFeHXvDr/Bg+H/3rvwffsteLZvB2lQkFU59cWLePD6AKivXy/MZhMVOxxjICIiIiIievlJi7oBZCvrVGUAUOKrr+D7ev881aONjsG9du2s1pVdsRzuTZo8dxsLkkmvR8rqNdDFxKDEF58/cz03qlTNvZBMBom7O2RlysCtXl149+79XNPIFjbLqUWr3rxRxK2hwqKJiIDy4EFknDgJXXQ09CkpEIlEkPj5QVoiGO6NG8OzdWu4VKtW1E2lZ2D5b0DJmTPh07tXgR0r6KMPEfTRh1brHn3+BVJ//x0AYFKpcLN6/kwVnZXI1RUlvvwCPj17Fkj9RERERERERP9l2ogIZN669Ux9nSadDukHDhZAq14sih07CuU4bvXro9zaNXa3mXQ6GDUaGJKTobl3D4o/dkJpkYU+eelSOFeqBO9uXQulrUQvi5gJE6F98EBY9mjZEkGTPoZz+fJ2y5tMJmT89RfiZ8wUMpgbUlMRPWo0ym/fBomPTyG0mqj44RgDERERERHRy4+ZzIsJ5b68T2+aVgyzzeji4hDRtx8S5syBUaUqhAPqYEhNRea1a0hZvQYRvfsgbsZMvlVPLySDQoFHX07F/W7dkTjvO6jOnIEuJgYmtRpGlQq66Gioz19A0s/zEdG7D6JGjYY2MrKom03FjEuNgunwzcqkVhfaYC4REREREb3ETEX4R/SCEbm6AiKRsJy2N+99ygCQfvIkDApFfjWLciCSySDx8IBTuXLwbNMGIT98j5IzpluViZ85s3D6ygtJhcOHUPXmDVS9eSPb4Hui55G2bz9UZ84Iy96v9UDI4kXZBpgDgEgkgkeLFgjdshnOVZ8mMNLHxSFx4cICbS/Ry4ZjDERERERERC8XZjIvJjLOnoNeLofU19fhfYpjkLn2YSQ0N2/me73+I0dC4uVltc5kNMCkzoQ+KQnqSxehuXMXMBggX7sWMBieK4s6UX4zpGcgctg7yPznH/MKqRRur7wClyqVIfH1BSCCPiUZmdf+gfryZcBkQvqhQ1Bfvoxya9fCuXxYUTafihHXmoXTAQwAzuEVCu1YRERERERERC87iZcXZNWqQX3hAgBAuXcfgsaNy3M9lv3KLrVqIfPq1XxrI+XOp08fpO3fj4xjxwEAhpQUpO3fz0ytRA5K3bhR+Cx2d0fw519AZPECTk4kHh4oPWc27vfsBej1AADFlq0IGj8eYlfXAmkv0cuGYwxEREREREQvFwaZv+BEzs4waTSAXg/lgQPw7d/fof009+8XSLB2ceXTrx+cQkrnWEb+20bETZ1q/rxhA7x7vgbXWrUKoXXPrsLhQ0XdBCokcV98IQSYu77yCkrNmpXtPZ15+zZiJ34Mza1bMCQnI2r4cJTftZOd4OQQ54oVn/7bU8Bc69Yp8GMQEREREdHLS2Qy/xUZZjOnF5BXp05CkLk2IgKZt27DpXIlh/c3ajRIP3T4aX1dOjPIvAj4vPaaEGQOAKqz5xhkTuQAk14P1cWLwrLrq69A4uGepzqcK1SAR9OmSD92DABgzMiA+uo1uDdskK9tJXpZcYyBiIiIiIjo5SIu6gZQztybNxM+K/fuc3i/tN3mbDMimQzOlSvne7teRr4DXodnp07CsvzX34qwNURPaSMjkfbnnwAAaVAQyixZkuNLEy6VKqHsqpWQBAQAAHQxMUjdvKVQ2krFn0gmg0uVKoVyLLe6dQvlOERERERERET/FZ4dOwDip93+aXv/zNP+6ceOwZiRAQBwCguDS9Vq+do+coxTaKjVsj4+vmgaQlTMGORymDIzhWWxk9Mz1ePerJnVsi4q8rnaRfRfwjEGIiIiIiKilwszmb/gnCtUgO7hQ2ju3EXG2bPQy+WQ+vrmut+TgFT3Zs1gTE8v6Ga+NDzbtoVy714AgOb27SJuDZFZxqnTgMmcHs2zXTuHMq9IfX3hN+htJM77DgCQfvQo/N56s0DbSS8Pl5o1ob5ypUCPIQ0KgrRkyQI9BhEREREREdF/jSwoCG6vvALVuXMAzIlLgsaNc3j/tD1Pg9K9unR55nYY0jOQtmsnMv4+hcx//4UhJQUmgwESPz84lSkD9yZN4NWlM5zKls1TvRmnzyBt316or1yBLiYWxowMSNzdIfH1hXOVKnBv1AieHdpD6udnd/+Hb70tnBtLiu3bodi+XVguu3p10WYtllgP3YicnbMterdNW+hiYwEAbvXro9zaNQ4d4kaVqsJn7549Uerbb7ItazIYkH7sOJQHDiDzn2vQxcXDqFZD4uUFia8vXGtUh1ujxvBs3z7XvktH2hs7+RPhenh1747Sc2YDMCfTUOzcifQjR6F79AgGuRxiH284lSkLj5Yt4d2zJ2TBQQ59f8vvpjx0COnHjkF9+QoMSUkwqlSQ+PlBVro03Js1hXfXrnAqVy5P9aqvXUPa7j1QX7oE7cOHMGRkQOzqComPD5zLl4d740bwbNcOstI5z8Bq2c78ugZZ6RMTkfbnn0g//he0ERHQp6RAJBJBEhAAl6pV4dGyJby6dIbYxcXhOo0aDZQHDyL98BFkXr8OfWIijFotJN7ekPr5wbV2bbg3bQKPNm2eORDcLpHIalF9+QpMWi1EeTyGR/NmME2eBKmfHyS+vtkGzBbn5y94yhT4vTkQAKA8ehSKLVuReeMG9AkJEDk5QVa6NNxefRU+fXrDpVreXzgyKJVI2/Mn0v86Ds2t2zAkJ8NkMkHq5wenCuHmZ7ZbN0i8vHKtqzB/EzJv3kTq1q1QnT0HXVQUTHo9pEFBcK1ZE969e8OjWdM8nwtL6SdOIv3wYaguXIA+MREGpRISH2/ISpSEe+PG8OrcCS5Vq+ZeURa6hAQotm5D+om/oL1zFwaVClI/PziHl4dXt+7w6tY1f5+1XHCMgYiIiIiI6OXBIPNiwLNzZ2ju/Azo9VAeOADf/v1zLJ954wa09+8DALy6dkXqxo0OHyv95EkoduyA+vIV6BMTAQDSgAC41asLr27d4NG8ea51aO7cQermzcg4c9bcAaPVQuzjDedyoXBr0hg+fftCFmTdqZO6dRseffqp1TrLjv3cOtnyi8TbojPLZDvnsTY6BvfatQPgWIfhk45CWalSqHD4kN0y6suXkbp1G1QXLkD36BFgMJg7msPD4d6sGXz69sm2k82yQ7DqzRtW2xJ/no+kBQsAABX/Og5pYCCUhw9DsW0b1P9chyEpCWIvL7hUqQKvbt3g/VoPiMS5T26gvnIFqdu2QXXmLPQJCTAZDOZ75JV68Orew6EOtme5RyyZjEYo9x9A2p9/Qn3tKgxJyRBJpZD4+cG1Vk14tG4Nry5dIJJIcm1L+omTSNu1y9yhl5QEkUgEaVAQ3Bo0gE+f3nCtXTv3c/Ic19ARhtRU4bNRrXZ4P/cmTZD440/mY0tsr63lPVJy5kz49O6VbV2Wz2jAqFEIHDPapoxJq4Vi5y5zZ/f169CnpkLs7Aypvz9c69aFZ4cO8GzT2m79GWfOInLQIKu2ZJw9i5Q1a5B59Rr0cjkkPt5wrVUbPn36ZFtPVnq5HKkbNyH9+HFoHz6EMS0NYm9vOFeoAM82reHTrx/Erq7Z7v/kGfZ5/XWU/Goq9ImJkP/6K5SHj0AXGwuTTgdZiRJwb9YMfm8OdGiwSXXxIuS//gbV+fPQJyVB4u0Nl+rV4PfGG/Bo2dKh7/VEfjyPAJB56zbk69cj4/Rp6B89AmSyPLXjWbjWrQtRlkEfIiIiIiKiPDE9/ivK4xO9gLy6dBYCqbUREci8dRsulSvlup9RpUL6sWNP6+naBfrEpDwd22Q0ImXlSiQtXgKjUmmzXf/oEfSPHkF19iwS58+HT69eCJo4Ide+M210DGInToT60iWbbQaFAgaFAtoHD6Dcuxfx33wD/2HDEDDqfYf6B19EWbMmOztw/QpK5o0biP34Y2ju3LXZZkhJgSElBdp796DY8QfiZ85E4LhxQuBqfjHfV6uQ+NNPMGk01m1ITII6MQnqixeRtHgxAseOhf+QwQ7Vm/7XCcR/840wnmJJHx8PfXy8ud6Fi+Dbvx+CJkyA2M0txzr1cjkeffoZ0o8csdlm1OlgTEuDLjIS6UePIn72HPj064vgyZNzDOAuqGtg0umQuHAhUlathilLv7MJgDEyErrISCj37UPiTz8haOIEeHftmmu9GadOIfazz6CPfWTb3qQkGJKSoLl9G6m//w5JYABKfPYZvCxmmX0eEn9/iD08hORL+sREJMz7DkGTJ+WpL9IpNBT+gwfnS5ueR0E/f4a0NMR+8inSD1mPX5m0Wmhu3YLm1i3I16+HV/fuKPHlF5B4eORap8lkgnztWiQtWAiDQmGzXRcTA11MDDKOHUfSjz8hYPToPCfIKYjfBINSibhp05C2c5fN+KAuKgq6qCik7dkDj7ZtUXL6tDy1FzC/eBI3fToyr1y1PXZiEgyJSci8dg3Jy5bBq3NnBH/2KaT+/rnWazIakbzsFyQtXmzzHD/5Hcv4+xRSVq5AqTlz8tzuZ+VaswbkBX0MjjEQEREREREVCgaZFwNenToj6aefAZgzz+QWZJ62Zw8AQOTqCs82rR0KMtfFxSF20mSozpyx3RYVBUVUFBQ7/oBbw4YoPW8upAEBdutJWrQIiT/PB4xGq/WGxCSoEpOgOn8eyUuXIfjTT3L9HkVBc+9pZ7Jz1YKdys1kMCBu+nSk/vqbzbanHT9/I2nxYpT69luHg2rtMWq0iB47Dsr9+63WG5KTkXHyJDJOnoT8t19R9pdfIPH0zKYODeK++AKKHX/YbNNFR0MRHQ3Fjj/g3rw5Ss+dA4m3t916nvce0cvliH5/lM2AkkmrhVGlgi46Gml7/kTSwkUos2RxttmQDKmpiJkwERknTljXA0D74AG0Dx4gddMmePfsiRJfTYXYTragwrqGshLBwuf0I0egi4uDrESJXPdzrV4dVa5dLZRONm10NKJGjLQZkDHqdNCmp0P78CEU27fDtXZthCxamG02qScSFy5E0s/zrTpzDYlJSD90COmHDsGzfXuUmjc3x8wbip27EDdtGoxpaVbrDUlJUCUlQXX6NJKWLUPpOXPh3qhhrt8x/a8TiJ040SroHzAP1mojIpD6228oMe1r+PTsaXd/k9GI+G+/hXzNWpv2ZBw7joxjx+HdpzdkwcF297eUX88jACQvX4GEefOsn0mdLtc2PC/XunUK/BhERERERERE/0WeHTogbvoMwGAAACj37XUoyFx5+IgQoOZctSqcy5fPU5C5MTMT0e+/j4y/Tzm2g16P1N9/h+rcOZRZvAhOoaF2i+liY/FgwAAYkhxri0mjQdLChdBGR6H07NkOtv7FkmqRVR0wjxEUBfX164h8620YVSqHyhuVSsRPnw59clKeMujnJv6bbyFfuzbXcia1GgmzZgEmE/yHDsmxbPLKVUiYM8emn9ouvR7yDb9CffkKQhYvyjZBiiE9HQ/fGAhtRETudQKAwYDU3zZCe+8+yq5aafeliIK6BgaFAtFjx9kdE7JHHxeH2I8mQHPrNoI+HJ9tOeXRo4gePQbQ6x2q15CYhJgPxsM4PR0+ffs6tE9ORCIR3Js3g/LPvcK6lNWrkXn9OvxHDId706bF5uWTgn7+TBoNokaMhPry5VzLpu3cicwb/6LcmjU59u0bNRo8+uQTq1kxcmJQKBA/YwYy//kHJadPg8jB5Cf5/ZugT07Gw7cHQXvvXq51ph86hKj4eLuJqrKj2L0bjz75FCatNvfCJhPS9uyB+upVlFm6BM7ly2df1GBAzIQJVvd7djR37iJy0GC4NW7scLufh0vNmgV+DI4xEBERERERFQ4GmRcDzuXD4FylCjQ3byLj7Fno5XJIfX2zLZ/2uDPBs3WrXLNqAOZMDg8HvgldTIx5hVQKj2bNzNPfiUTIvH4d6SdOAHo9VGfO4EH/1xG6aaNNoLnijz+Q+ONP5gWxGO7NmsKlWjWIXd2gj49H+tGj5sy/mZmI++JLOIWEwL1JEwDmN9qDJk6ENioSqb+Zg+JdatSAV2dz57lzpYp5OWXPRC+XQ75+vXlBJILfwPzNtpJV8tKlQnCySCaDR6tWcK5YESInGXSxj6A8eBCGlBQY09IQPW4cym/fBufw8Gc61qPPPjN3Fkul8GjRAi7VqsGk10F1/jzU5y8AADKvXEXcl1NR+rt5NvubtFpEDh0G9QVzWchk8Gje3Dxln1gE7b17UB49BpNKhYy//sLDN99EuV9/s5ma8XnukSdiPvxQCDCX+PrCo01rOJUpA5NWZ85WdOAATDodtBERiBz2DsJ377KZCtOgUODB/94QOvtFrq7wbN0aThXCAb0BmTdvIv2vvwCdDort26F79Ahll/8CkdT6J7OwrqFbo8YQyWQw6XQwpKbi4VtvI3DsGHh26GA3+N1SYQSYG7VaRL37rhBgLi1ZEh6tWkJWoiSMKhU0d+4g/ehRwGiE+soVRI8Zi9D167KtT7F9O1RnzwIAnMqXh2eb1hC5uEJ95Yr5pQCTCcoDBxA1ciTKLl9uNwN/yoYNiP/6aTYR58qV4d64MSS+vtAnJiL9+HHoIiNhSExC5PDhKLNwITyaN8u2TZk3b0Dxxx8wqdWQhYTAo1UrSAMCoIuNRdq+fTAqFDDpdHj02RS41qgB5woVbOp49NkUKLZtE5bdGjSA26uvAjBBde48VOfOQbFlKyQ+Pjme7/x6HgEgcf4CJM2fLyy71KhhfuZkMiQvXiwMRhcEtzp1CqxuIiIiIiL6j2AmcyK7pP7+cGtQH6pTpwEAaXv3IXDs2Fz3e5K8BDBnQ88Lk16PmA/GWweYS6Xw6dsH3j1eg3OFcIicnKCLjoby4EEkr1gpJAbQPniAyHeGI2zz73b7RR59OdUqwNyrSxf49O8H58qVIfH0NGcxj4xE6sZNUOzcKfRnpP2xEz69+1glF7CcmfLJDHZA4c2k6Qj5pk1IP/g0q7BXly4OvSSQ30wmE2InTXoa4CoWw+f1/vDu3gPOFcIhdnODPjkF2ogIpKxda5UJOXnZL/Du0QPOYWHP3Y7048dhfJwNWVqqJPyHDIVHyxaQligBo0IB1YULSFq0GJpbt4R9En/6CV5du0IWbD8YPHXLFnPg6RMiEbw6d4Z3n95wrV4dYjc36BISkfH3SSQvXw7dQ3Nm+cx//0X0+6MQumG9TZ8zACTMnWsVYO7epAn8Br0Nl2rVIPHxgTEjA9qYGCi270Dqpk1CBmbVuXNQbN8Onz59rOorqGtgMhhsAswlPj7wGzwIHm3awKlsWZj0emgjIpC250/I168XgmOTly6FxNfXbmZoY0YGHn36mRBgLnJygt/gwfDs2AFO5UIhdnaCPikJmbduIWX5CmHGBQCInz0Hnu3a5do36gj/ocOg3Lff6gUC1fnzUJ0/D4mfHzzatIZ748Zwb9gw24RKRa0wnr+kpUufPlvBwQh47z14tG4FiY8PdDExSNu1G8krVsCUmQkA0N69h5ix41B2zepsZ8WN++JLqwBzkZsb/N74Hzw7doJTWBhEYhG0UdFQHjyAlJWrhIzzih07IPb0RIkpn+V6bvL7N8FkNCJ67DirAHOxlxcCRgyHZ4cOQr0Zp08jackSaO/eQ+Y//+Tazicy/v4bsRM/trof3Zs3h+//BsC1dm1IPD2hl8uhOnsOKStXIvPffwGYk8lEvTMcYdu2ZptEJvHHn6wDzCUS+L7eH969+8A5vDxMWi3U//wD+Zq1SD92DAaFAsq9uQek5wen0FCrWQUKAscYiIiIiIiICgeDzIsJr86dkXjzJqDXQ3nwIHz79bNbTn3lCnTR0eZ9unRxqO6YjyYIAeZOoaEImf+zTYBk5q3biB492jwlXGwsYiZMRLlVK63KJC1YaP4gFiNk4QJ4tmpltd30yWTEfvYZ0v7YaS6/ZKkQQOxcsSKcK1ZExpmzQpC5c4UK8B821KHv8KyMGo05i/CZs0haslg4d4EffGAOsi+o42ZmInn5CgDmTrZyq1fDtWYNqzLBkych6v1RUJ0+Deh0SF6+AqVmznim46nOnIFT+fLma5sl60Hq5s14NOVzAEDan38iaNLHNpmUE+Z9JwS0OleripAffrDJEK5LSEDsRxOgOncOmjt3ET9tGkrN+taqzPPcIwCgunhJGBxzCg9H6Pp1Np3O2shIPBz4JvSJieYs/Hv22GSWfjRlitDZ796kCUrNmW0z7aD2wQNEjxkLzZ07UJ05g6SFixA4doywvTCvoSw4CL5vvomUleZnThcVhdiJH0P05VS4N2oE94YN4PrKq3CpWqVIsrAo9+2H9q65A9atfn2U+WWZTfC7+to1RA4aDKNKBfWFC1CdOwe3+vXt1vckwNz/3ZEIHDPG6jtl/P03oseMhTEjA6pTp5G6ebNNxnv1P9cR/4353hM5O6PkjBnw7mY9javJMBnJy1cg8fvvAZ0OsRMnovye3dlmYXkyhWXA2DEIGDnSqk2B4z9A5LBh0Px7AzAYkLJ6DUpO+9pq//STJ4UAc5GzM0rPmwvPdu2sz+OhQ4j5aIJNpvSs8ut51Ny9i6TFi80LYjFKfD4Fvv/7n7Bdff68w5mM8krk5ATnAvyNJSIiIiIiIvqv8+rUWehH096/j8xbt3MMVDYolcj466+n+3d2rG/5CfnGjeYkA49JfH1RZvEiuNaubVXOuUIFOFeoAJ8+fRA5cqS5PwXmYLpHn3+BkJ9/siqvjY62apffoEEI/mSyVRmpv785sL5uXbjWqY24qV8J21LWrnVoBruiYjKZYNJoYJDLoblzB/Jff0P6kSPCdudKlVDiyy+KpG2qs+eEPj8ACJ48GX5vv2VVRhYcBFlwENwbNUTCvHlIXvaLeYNeD/mvv6LEp58+dzueBJO6N2+O0t9/b5VIQRwYCK9OneDRsiUih70D9cWLAABTZibS9uyxGwitffAAcdOmC8siV1eE/PA9PFq2tCrnFFIaTv37w7tnTzyaPFkInM385x8k/PgjgidOtG6nSmU166Bn+/Yo/dOPVklAJD4+cPXxgWv16nBv2gTRo0YLL0WkrF1nE2ReUNcgeelSq34/l9q1UGb+fEgDA63KudasCdeaNeHTuxci3xkOfXw8ACDhu+/g3rgRXKpYzwabtm8/DCkpwnLpH76HZ5s21u0tWRKykiXh0bIlYj+aILzcYkxLg2LHDvgNGmTT3rxyrVkDAe+9h6QFC2y2GVJSoNi8BYrNWwCYk5y41a8P90YNzUlK8iHIPT8UxvP35NlyrVsXZZYshsTLS9jmXL68OdFNp46IHDpMeNFHdf48FFu32s06r/jjDyh27BCWncqVQ8jiRTbB7i6VK8GlciX49O2LqHfegebOXQCAfN06eDRvZvMsZtfu/PpNSN28+WlCFwCysmVRbuUKyEqXtqrXu3t3eHXqhNhJkxzP1J6aihjLAHOxGCW//srm/MmCg+HdvRu8unZBwuw5SFm1CoB5Jo9HX05FyA/f29StuX8fycuXC8siFxeELJgPj6ZNnxZydYVH06bwaNoUKWvWmMdN8pCB/XmIxGK4VK/OMQYiIiIiIqKXgP1XzemF49W5k/BZuXdftuWedMiJPT3h3qJFrvWmnzgpBHSKvbxQduUKuxl4XSpXQtmVKyD28AAAqE6fRvrJk8J2Q2oqtA8fAjB3fGcNHgbMmZ5LfvUVRK6uAADN7duOTQ2XD+61a4cbVara/N2qXQd327bDo08/he5hJCQ+Pij5zTcIGDmiQNujuXdPeHvfvXFjm+BkABC7uaHk9KeZmDOvX3/2A0okKLNwgd1p9Xz69oVbw8cDLSaTOSDagi4+HikbNpir8fND2eXLbQJaAUAWFISQRYsgCTRn/lDs3AntgwfC9vy4R9RXrgifffv3s9vh61S2LALHP56uUyRC5jXrjBLqq1ehPHDQXDY8HCELF9gEmAPmFy7KLFkMkYsLAPOUmobH2ZWAwr+GQRM+gle3blbrTCoV0g8fRvw33+JB3764Xb8BIt8ZjuTlK6BxdErWfGB5XfwGvW03u7przZrwG/J4OkqxGOqr13Ks06d/fwR98IFN0Lx7kyYo+c1MYTnxp59hypJtO/GnHwGdDgBQYupUmwBzABBJJAgYMVwIqjakpiIll+k1vV/rgcD337dpk9TXFyU++URYzsjyDAFA4vc/CJ+DP5lsE2AOAJ5t26LE1C9zbEN+PY8AkPjzfCGrkP+woVYB5gDs3tP5xaVGDYjtZHt60SUnJ+POnTt5+nv4+HePiIiIiIiIqDB5dmgPWMzKp9yXc+ZS5YGDMD3uT3GtUwdOIaVzLG/JqFY/fZEdACQShMz/2SbA3JI0MBBlf/lF6Lswt+EAMm/csCqnuXnTatmnn21goyXfAQPgXPVphnLVuXM2fUeFTXXunN2+6RtVquJm1Wq4Vacu7rZug6gRI60CzD07dEC5dWuzzWBb0DQ3ra9Fbuc+cNw4SCxmYFWdzr/AQmlgoE0wqSWxqyuCswTUZu3nfiJp2TIhMzMAlJoxPcegVrGTE0rNmQOX2rWEdfINv9okitA+fAiTWi0s+/Ttk+Msk56tWsGjdSthWXPrFvRyuVWZgrgGhvQMJK94mkBIGhyMMosX2wSYW3KuWBFllix++pui0yF56VKbcpkW7ZX4+dkEmFsSiUQI/nyK1e9URj7eM4FjRiNg9Gggl5k+tffvI3XjRsSM/xC3mzTFw7fehvy3jTBmZORbW55FYT1/0pIlUWbpEqsAc0sulSqZZ7+1OI9JS5fZlDMZjU+TDMGcmKfMsqU5ZlOXBQejzC+/QOzp+bTuhYsca3c+/iYk//I0UBsyGUJ+/skqwNySSCZDqdmzrf6dyUnKhg0wJCcLy4HjP7AboC/ULxYjePIkeHbsKKxT7tsHjUWWdaHdy5dbzUQaPOlj6wDzLPzefttmDKCgvWxjDBwfICIiIiKi/ypmMi8mnMqWhUv16si8fh0ZZ85AL5dDatFhBJg7cdIeB6B7tmvn0P9cp+3aJXz2e+styEqWzL4NISHwfetNJC8yDxgotmx92mFh0RGoi4mBPjHRbqek2NXVPO2pn59N+18ERq0WqvPn4N6oYY7n4nmJLM6X5vZtGDMyIHa37QxzCglB2I4dkJUskW0nnyPcGzeGU2hottvd6tcXsgnoLaaeBQDFtu1CwK5Pv345XjeJhzv83nobid99BxiNUOzajcDRo8wb8+EesQzuVV2+nG1WE6/OneBaqyZkZcrYBDyn/r5Z+Ow36G2IHweR2yMrVQrer72G1I3mTmXlocPw6dXT3JZCvoYiiQSl586BZ5vWSPj+B+iiomzKGFUqZJw4gYwTJ5AwZw5c69RB4Afj4N6o0TMf19G2PaG+fNluADUA+L39Fry6dYVT6dJ2p5MV6nN2RtCH47Pd7tWhA5KqVIHm5k0YkpKgvnQJbq++CsAchJ3x1wkAgLRECXj3fC3Htge89y7kj4O20/7YiaBx47Itm1MHrGudOoBMBuh0Ns+QLj5emD5TEhAAn2xmogAAn549kbxosfBCRlb59TyatFohC5hIJoP/sGE2+7vUqJlt3c/LtZhOY7lhwwbMnz+/qJtBRERERESPiUzmvyJTlMcmyoXU1xfuDRsi43GikLS9+xA4dmy25Z8kLwEcnyHzifS//oIh8Wl/iHf37nB75ZXc2+jnh6APPsCjz6YI6+QbfrWZIc5S5q1bdpOkWCrxxecwKBRwKlMGspCQIpn573lJfH3hWrcuIH5x8gRpbt3KsU9HJJWi1Nw5gNEEpzIh2QZpPguffv2yDSZ9wrVGdUh8fWF4HKitS0iwKWNQKIRZNAHApWZNh+53kUSCwNGjETXcnJzGpFYjddt2u1mRn8i8dTvXjMyBY8bAp1cvyELKwCmktN3+ZUv5cQ0Uf+yAUakUlv1HDHdorMalShV4dWgvZHBO27cfwcnJdhO4AOZzrYuLg6xEiWzrlPr6IuTHHyB2d4csJCTfx2QCR4+Ce9MmSJg9B+pLl3LfwWiE6tw5qM6dQ+KPPyJg9Cj4vvFGji8LFJaCev6CJ06AxCLI2x73Bg3g0aYN0g8dAgDoIiOhvnzZqj0Zf/1l1aftO2CA3eQoWcmCg+E74HUhC7v6yhWor1+Ha/XqOe6XX78J6suXoYuMFJa9OneCS+XKOdYrkkoR9NFHiHrnnRzLmUwmyDf8KixLg4Lg72Cm/sCxY6Dct+9JRZD/+htKTPnsad1aLZT79j+tu1RJ+Lz+eu71jv8AqVu3Wr1oU5BetjEGjg8QEREREdF/1YvTQ0m58urS2fxBr4fy4EGb7arz54XpCr262mbutSfDYpoyzw4dcm9Dp85Wx3tC4uEhvLlvVCoR0befOZvy/fs2dTiHhxd6gLn/yJEImjjR5i/wgw/gN2gQ3Js0gUgmg0mlgmLLVtx/rafV98tvzmFhkDzufNVFRSGibz/If/0VupgYm7IulSs9V3AyALjWqpXjdonf0+th1GistqnOnXvaFgemnnOt8zRDkfri0ykG8+MecWtQX/is/HMvIocOQ9revVYZxgFzoLpzhQp2M2pbf5+cOyrN36eO3e9T2NfwCa8uXRC+fx/KrV0Dv8GD4VyxYrbZWNSXLyNy8BDEfzsLpgKcAtHyuiT/shzR48dDeeQIjCqVVTmJtzecw8JyDDAHzNnKc5uW1LNNa+Fz+okTwmfVufPCdI8uVarkOgAgDQwUOtx1MTHQPf4NtS0ozfH+F8lkQme8KcszlPH3KeGze5PGuQ5serRtm+22/HoeVZcvC9fHpVYtu+e7ILOMuNatU2B1ExEREREREZGZ0J8Mc7bezFu37ZbTy+VPZ2YTi61m1XRExt9/Wy379O3jeBu7dYPIze1pXWess+9mDSiP++prKHbtzjE7uVvduvBs1QrO4eF2+weLA4NcjoRZs3CvfQekWQQSFibnihWtlqPHf4j0v/7KsZ/Ro2lTeDRvBqfQUIhksnxri1uDBg6VswxSNmXpmwQA1YWLQsZ+APBsm32m7azcGzWyuldVWe5Vp7Jlrfo9k+bPR8q69TDmMJurS+XK8GzbFi6VK9kNMC+Ia6A6ZZ3NObuEIXbrbm1xvgwGqM5fsNpu1V6DAVEjRkKVS3C3Z9u2cG/UCE4F9EKIW926CP11A0I3b4bfoEGQlSnj0H4GuRzx06Yj6t13YbTIUF9YCuP5k/j4wLN9e4fa4/1aD6tly5mOASDD5r7Kvo87K6v7CoDqzNlc98mv34SMU6esli3HQHPi3qSx1Uwc9mhu34HBIiGNR8sWuY6NPOEcHg6ncuWE5ay/N+pr14SZdgHAq0NHiBx4KUni6Wk1g0JB4xgDERERERHRy4GZzIsRr06dkDBnLgBAuXcffLNkw32SbUbi7w/3xrlnLjbp9dA/emRekMngXCE8132cK1Z4mq03IQFGrVbImB700UeIGjkSMBigj49Hwpw5SJgzB9JSJeHRtBncmzeDe5OmuWYXKAg+/frlOsWrNjoGsZMnQX3+AoxpaYgeNRrl9+zONhPH8xA5OSHow/FClh5tRATivjJn6HEKC4N7s2bwaN4Mbg0b5stAiCQg5+8gdnF9umC07qS0nIYvZtw42IZQZ08X+8hq+XnvEZcqVeD9Wg8odvwBwDyAlfH334BEAtcaNeDevDk8WjSHS82adoOLTXq9VTaNBzlMS5jb9ynsa2hJJBLBrX59uNU3B3fr5fLHGVbOQ3X6FDR37lqVT1m1CmIPj6dZ5fOZR+vWcGvQAKqz5s5f5Z97ofxzL0QyGVzr1YN7s6bwaNkSLpUqOVSfSy5ZSgDrAUZdbKzwWXPv6XdPP3oUN6o4Nm2lZV2y4GCb9RIvr1w7gMUuLjAAgNGYpc6nT41zeQd+ZytVzHZbfj2PlufMuXx5u+WlpUpB4ucHQ0pKHo6SO5GzM9zq1cvXOomIiIiI6D/KhKLNJs5M5vSC82zXDo+mfiXMiqbctxculW37Z5T79gN6PQBz4J692Qdzor569emCTAaXXBJeWBI7O8O1enXhxXpdZCQMqanCC/FOoaFwa9xICIw1pqUhdsIExE+fDvemTeHerBncmzS225/zonCrXx/l1q7JdrtJq4VBqYQuNhbqy1cg37AB2ogIAOZA15hx42CY9rXNeEBBc2vUCE7lygn9qfpHjxA1fASkQUFwb94MHk2bwq1x40JJKOMcbr//KiuR29N+bnsvImTNZi0rHeJwG0QyGZzLlxdmLFRfuWK1XezuDq8e3aHYvMV8fK0W8dOnI/H77+HWuBE8mjWDe5MmDmV3fqIgroHq8tNzIJLJ8vTsuFSxzvCsvnIFXh2fJi/y6twFCXPmwvg4KYzm9m08/N8bkJUpA4/mzeHerCncGjSAxMPD4WPmF9ca1eFaozqCP5kMzf0IZJw+BdXpM1CdOydkurYn49hxRI8bhzKLFzsUxJtfCuP5c61b1+GXQbImMtLcvGm1/DzPlr37Kjf59ZuQecP6e7jUyH1sAgBEYjFca9RE+pEj2ZZ5nnMCAM5VqgjXX3P3LgzpGcLYmW27HQ/mdq1VG8o/9+apLc+KYwxEREREREQvBwaZFyOy0qXhUrsWMq9cRcaZM9DL5UIHkkmvh3L/AQCAV8cODmV8MCgUwmeJh4dD+4jEYkg8PYUOAUNqKsRBQQAAj2ZNEbJgPuKmfgV9XJywjz72EVJ//x2pv/8OkZMTPFq2hN+QIXCrV9fxL18InEJKo8yiRbjftRv0CQkwKBRIXrECwRMnFsjxfPr0ASBC/OzZMFpcC21EBLQREZCvXQuxuzs827WF/zvv2GSuyAurIPLcZMmEYXmf5FXWffPjHikxbRokfv5IWbtWGPyCwWCeRvHKFSTNnw9pcDC8e3SH39ChVp2shrQ0m+/3PN+nMK9hTqS+vvDq0AFej2cj0EZHI2X1GqT+9puQmSd5+XL4vvE/SP388v34IrEYIQvmI376DCj++EM4xyadDqozZ6A6cwaJ876DrFxZ+PTqDb+334LYIuuPzffxz72NYi9v4bMhKVn4bHyO+xXI/n4Xu7g8e53JT9sn9sp56lEAOQ4M5Nfz6EibRCIRXGrWQMax41brXWrWhGvNZ5zmUiKBZ9s2BfLyTmF444030KlT3rK5PXz4EKNGFcwLHkREREREREQ5kXh7w71JY+H/7dP27kPg2LE25Z4kLwEAr65d8nwcQ8rTAE1ZqZJCUhJHOYWGWs3epk9JsZp1rdSMGYh4/XUYEp9mhDWkpiJt926k7d5triM8HB6PEx24NWgAkbT4DH2InJwg9feH1N8frjVrwveN/yFh3ndIWbFCKBP39TS41q7tcBKHfGmXWIxS381D5FtvW81YqE9IgGLLVii2bAVEIrhUrWpOuNGqpTloNZeZBZ+F2DP3PjUAEIksgoCzJIIAAF18nNVy7MSJiH3G/n+DXA6TXm91rwV//DHUly9De/dpoghjRgbSDx5C+sFDAMzjPO7NmsGjZQu4N2mSY79jfl8Dk8Fg1Zdq0unynKTDkj4x0WpZ4uGO0nPnIOq99wGLgF5dVBTkGzZAvmEDIJXCtWZNuDdvBs/WreFS9dmP/6ycy4fBuXwY/N54AyaTCZobN5B+8iTSDx+B+vJlmzGEjON/IfX3zfB9vX+htbEwnr+8jFfISpQwzwb8eLxBFxNrtT3rDKF3W7Z0uO6sst5X9uTbb4LFzLQiJyfIHo93OsKpfBiQQ5B51t+bxB9+QOIPPzhcvxWTCYbkJCHIPOuMurkl2bLkXD7s2drwDOyNMfj06wuRLG//nWClCMcYOD5ARERERET/VcWnp5UAAF6dOyPzylVAr0f6oUPweZyJOePUaSHw26trV8cqe9ZgW4vOwawdVp6tWsFjfxMojx2D8sABZJw4afWGukmrhfLAASgPHEDA++8jcOyYZ2tDAZF4esKnf38kzZ8PAEg/cvSZg8xzmrbwCZ8+veHVuROUBw9CefAQMv7+22qKO2NGBhQ7/oBi9x6U+OJz+PYvvE5MwZNAbgD+w4dbDfDkRmQng/fz3iNiJycET/oYfoMHI+3PPUg/fMQ85abFNKf6+HgkL/sFqZt+R5nly+H6OPuEyeK7AEDQhI8AkePZRyR2gp9fxGvoFBKCEp99Cs927RD5zjuATgeTWg3lvn3w/d//nq3SXO5niacnSs36FgGj3kfanj1QHjmCzGv/WHXc6h5GIvGHH5C6aRPKrlmTfcenI4OARovfIYtsKyb90/XmDEHNc6/LgnNYQXSw5m1gLcfsMfn2PDrWJtcaNW2CzD1atEDgmNEOH/dl4u/vD/9iGiBPRERERERE/01enToL/2+vvX8fmbduW2Uz1yUkQHX+vHlBJhOSGOSFITVV+Czx9Mrz/llfgDekWr9kLytVCmGbNyNu2jQhUDcr7b17SLl3Dymr10Di7Q2v7t0R8N67xfJFd5FEguCPJ0J77x7Sjx0zr9TpkDR/AUJ++rFQ2+JavTpCf9+EuC+nPr1PLJlMyPz3X2T++y+Sly6FNCgI3n16w3/YO/k6o+nzJICwZFSk5Us9TxgUCqt7TOLlhdD16xE/Zw4UW7dlG9SaunEjUjduhMjNDV4dOiBg9Cg4hdjPcpyf1+B5k7BkZVCk2qzzaNECoevX4dGXU6G5dct2J70e6kuXoL50CUk//QxZ2bLwHTAAfm8OzHUmyYIgEongUq0aXKpVQ8Dw4dDcj0DiDz9AuX+/VbnkX36BT/9+BfISRXYK+vmTeOft91psmYAqI91qmyEt/54tRxKt5NtvgsVYjjiPGfZzy8hfEL83Qt3p1uc/L23P6/d8XlnHGLx79X7hkpA5iuMDRERERET0X8Ug82LGq1MnJMyaDZhMSPtzrxBknvbnnwAAacmScHVwijCJ19MOJEN6OkwGQ67ZzE06HQyWnS52sgWInJzg1b49vNq3N2eBuH0bGadOIeOvE8g4c0YIkkxauBBuDRrAvVFDh9pbWCyn5tNFR2dfMJfOWJNG49DxxG5u8O7RA949esBkMCDz+nVknDqN9OPHob540XwcvR5xX30N94YN4VSunEP15hextzcMSeYsQV6dO8GlWrXnrjM/7hFZcBD8Bw+G/+DBMKpUUF24iIxTp5B+5MjT6WQVCsR88AHC9+2FSCKBxNvbqg6ffv1s1j2LgryGGWfOIvG776BPToZLtWp5Gkhyb9gA3q/1EKZo1T54kH3h3O5nrWP3s1PZsgh4910EvPsuDGlpUJ07h4yTf0N59Aj0sY8AALrYWDyaPBnl1q21W4dRmW53vSWrmRgCA55+tugYd65QEf7DhjrU7oIktWifI5nWDTl8//x6Hi3blFOnvUtN22k2lQcOQBsZmedjisRieHXrBo/mzfK8LxERERERUXZE+Rcrl2dFeGgih3m2a4u4L55mn1Xu22sVZK7cu08IhPVo0uTZ+sqeN2jVYB2IK5LYJoWQBQejzPz50Ny/j7Tde6A8fBiamzftHtugUEC+bh0U27cjZP78F67/2VH+I4Y/DTIHkH70KIxabZ4zxT8v5/BwlFu3Fup/rgtJP570v2alT0hA8qLFUGzegjLLfynUzOuOyJqE5Lnry8y0WSfx9kap6dMR+P7jZByHDkN99apV8h5hf5UKiu3bkbZnD0rOmAHv7t3sHie/roHJIlFLfjBl2u8zdq1TB2Hbt0F17hyUe/dCefSo0DeclS4yEgmzZyN182aUXbkSsmDHM0kXBOfyYQj56UckLV6MxB+e9sXroqKgvXu3wGYrzbY9Bfj85XnGB8sEVJIs++bjvWXvuXoRiZxskyxZyu/fG2M+nZfc2p3fso4xxM/6Fk5ln22ck2MMRERERERERYNB5sWMrEQJuNatC/XFi8g4cwaG1FSI3dygPHgQgDnTuaOZFEROTpCWKmnu3NPpoLl7z2qAwR7NnTtCR5I0MDDXbAEikQgulSvDpXJl+A8eDF18PKJGjBQyWCj++OPF6+QXPw20F2X5fpYDHEadNsdqHJnSLyuRRALXWrXgWqsWAkaOgObePUQOewf6uDjAYIBi1y4EFvK0ak4hIVA/DmrV3L2ba1CrUauFSatzOFNNftwjYjc3eDRvBo/mzRD88USk7duPmAkTAJ0OuuhoqC9ehFv9+hA7O0MaGChcG83du3B75ZWcv49aDYhEDmfGyPdraDRAfeWK+aODL4NYcqlUGU9CiG0GESzuZ1MB3M8SLy94tm0Lz7ZtEfz5FMjXb0D89OkAANX589DFxkJWqpTNfpr792zW2ZS5fVv47FSmrPBZFlLmaZm7dxxqp14uh8THp8Cy0MhKP83Ynnnrdg4lzbQ5fP/8eh4t26TJoU2uNWvarNPcvm11/vNCeeQIKp8980z7EhEREREREVHeSTw94d6sGdKPHAEApO3dh8CxY4XtT5KXAIBXNwdnyMx6DC8voe/IoMx75tas+4jd3LIt61y+PALHjEbgmNHQJyYi4/QZqM6eQcap0zYJQ4zp6Yh+/32U37XTbh/Ui861dm1AIhH6401aLbQRD3Ltw3eESZtzX6Dd9tSoDtca1RE8cSK00TFQnTmNjDNnoDp12qbvUJ+YiKhh7yB8394cr2dhy5q5ufzuXXAODy+QY8lKlYL/O+/A/513YFAozOfqzFlknDkN7V3r/j+TVovYTz6BU7mycK1VK9s6n/caZH2JxKVWLYRt2phP39iaSCSCe4MGcG/QACW++AKa+/eRcfo0VKfPQHXmjE3iC+39+4gaORJh27Y+cz+tPikJabt3Q5+UDH1KMtzq14dPz57PVJf/yJFI27vP/DLLY5p79/MlyPxFef4M6bkne7Eqr1IJny2TWAHWyVEk/v6odPJEnuouKpZZvY1KZZ72NWbkfP6y/t6UWboEHi1a5OkY2cmajdyQ5njbc2t3fss6xpB55ap5xu5nxDEGIiIiIiKiwmebEoReeF6dO5s/6PVQHj6C9L//hvHxVHReXbvkqS63V14VPiv37cu1fNq+p1MEutap83Tfw4cR+c5w3GnTBklLlma7vyw4GAHvjhSW9XFx1gUKb6bBbGluPe00tAzEBKyDzg0p8hzrybx2LdttqZs34+HgIbjTvAUUO3dlW845PBx+bw4UlvVx8TkesyC41be4Rw4czLW8fO063H71Vdxu1BiPvpz6dN98uEfiv/kWD14fgFsNGkIXn/258OrYAe6NGwnLOovzltfvkzBnLm7VqYvbzZojceFCYX1hXUOXmjWFaUINqalI2707T/trHz582pYsHeBiF9en7Xo8zWV21Nf+sbveZDAgdtJkRPTpi9vNmmfbQS4SieD35kA4WQza6LI5FxknTsJkZypZS8rDR4TPHq1bCZ8tr6/6wkXo5Tk/p7qEBNxp0RK36tTFvS5dcz0Pz8K9eXPzgCCAjJMnzS8u5CD9+F/Zbsuv59G1dm1IfHwAAJnXr0P3yH4mIam/P6SlSuZ6HEeJ83GaZCIiIiIiIiJyjFeXzsJn7f37yHz88rguNhbqy5cBmPs9Pdu0eab6LWeZ08U+gjGPAZTae/etlh0NCJcGBsK7ezeUnDYNFQ4eQPk9u+E/YgRErk/7vIwqFVJWr85Te14UIqkUEj9fq3VGVYadgk871R3NnKtPTX2epsEppDR8+vRB6dmzUfGv4wjdshm+b7wh9IEB5kDX1M2bn+s4+U3i52+1bCiAvkC7x/X2hleHDijx+RSE79qFCocPIfDDD4X+OQCAXo+kpdn3m2f1LNdA7OwMsfvT/rnC+v6A+QURvzfeQMhPP6Liqb9Rbt1aeHXvblVGc/Mm0g8ffuZj6BMSEP/Nt0hetgyKLVuRtmfPM9clEong2a6d1Tpjpp1+3WL8/OliYx0+pjY62ipbuVO5slbbpX5+wmdDWhpMdjL3v4hkZZ4mrTHpdNDFxDi8b3bjG09k/b3Jz7EHWZkQq2XLcaDc6LKOyxYwjjEQEREREREVfwwyL4Y8O3YAxOZLp9y/3zylKQCn0FC4Vq+ep7q8e74mfE5ZuzbbQEMA0MXEQL5+vbBsFdBuNCLjxAnoYx8hbc+eHDvTLDtSpMHBVtssMzSbjIXfCWXMzETq5i3Csmfr1lbbJT4+ED3O/KCLjs6248ZkMCB5+Yrsj5ORAdVpc4YJxa6dObZJbxHMnvV8FQbv114TOkqVhw5Bdf58tmX1cjmSV5i/tyE1Fc6WWXXy4R7RRkdDfeUKjGlpSNuVfWA3YP0SgNRiik1vi8wl8k2boH3wINs6tA8eCB2xhqQkq+ersK6hxMMDXl2ePmvx33wLzb3cM30DgDYyEqnbtgEwz1zg2b691XZZyRLC54y//862HvX169luF0kkyLx1C5nXr8OQlARlDoMAJqMRBosO9OymPtXHxUGxdWu29Sh27oL28TlwCg+3mvbTuXx5uDzO9mPSapH43ffZ1gMAiT/+COh0MGk0ELu7W3WG5xepry/cG5lfejAqlTkOFqWfOAn1pUvZbs+v51EklcKzQwfzgtGIhO/tnyeT0QiJh2e2x8grsYsrjBl2BkOJiIiIiIiehekF+CMqBjxat4HI2VlYVu4/AMCc1Rwm843s0aqVVfBpXlhlXtbpkPl4Vj5HGNVqZFpkCpaWLGnTDqNGg8zbt5H577851uVcvjyCPhyPMosXW61XP0fG1KJkMplgTLXO9iwNtNOfJn3ap260yDScE11kpEPljCoVMv/9N9f+SNfq1VHii89Rcto0q/Uv2rl3rWWdUVd9NW/t09y5A/3jbM32mHQ6aO7fhyqH/j3A/CJFwIjhKPfrBohkMmG9vey++X0NXCzOgS46Ok+Br4b0DGju3MnxPjOkpUF99Sq00dkH64rEYri9+ipKz5mNgCyzfj7PPSMLCbEK+s68cjXPL71Ykvj6WC/7+NgWKsbPX2Y2iWXsUWf5XbdMQgVY31fQ6XL9vbZk0umQefMmDHnMJJ4fXGtYj6mqHr945YicEk0Btr83mXn9vYmIgC4+3m5CHtcaNayW1Xlqt+PXPT+YjEZIAwPzrT6OMRARERERERU+BpkXQ7KgILi98goAIOPUKSGo0zIQ1VEeTZvC7VVzZlyjUonIIUOhuXvXppzmzh08HDoUxsfT57k1aPA0QBGAR4sWQsYaza1biPt6GoyZmbb1REQgacHTbNCeHayDXi2neNPFOJ5FIT8YFArEfDRByFQgdnODz+v9rcqIRCK4169vXjCZ8OjLqTbf05CegZgJE5B5/Xq2x/Lq1k3ITp1x7DgSFyywG3StungJ8g0bnhzcJki4MDhXqPD03jIaET1qNNJPnrQpp4uPR/T7o2BITgYASEuVhE+fPsL2/LhHfPr0Fj4n/vgT0o8ft9vmlNWrkfmPuaNMGhRk1eHp0aIFXOvWBQCYVCpEDh0GtZ1rpbl/H1HvvS9k5napVQseLVsK2wvzGgaOHy8EpxvkcjwY8D8kr1qVY0bstAMH8PCtt2F63LEd8N67kAYEWJVxa9BAeGFFff4C5Bs32dSjvvYPokePEabltcen99PrEvflVKjtdK6aTCYkzJot3B8u1avbzBRgKW76DCgPHbJZrzx8BI+++EJYDv7kE5sygWPGCIMJqb//jvjZc2wGE0x6PZIWLYJiy9Ng9sDR1gMa+Slo4gRAKgUAJC9egpQ1a23KqC5cQOxHH+VYT349jwAQMGoUxJ7mAPK0P3YiYe5cm3s4dtIkaB5nN3vCrUEDVL15w6G/MkusB3W19+/jwVtv5ZrNnYiIiIiIiIjyj8TDHR4tmgvLygOPg8z37RXWWWY7zyv3Bg2sli2TeORGsWsXTBZ9hFnrut+7N27VrYeIHq/h0ZTPHWtPwwaQ+D/NIKt/3D9S3KgvX4bJInOwyM3NbtIGy6B8fUKCQ3VnnDqd43ajWo07rdvgVr1XENG7DxJ/+NGherPeRy/auXerX98qCFmxy/FZI7XR0bjfsxfuNGuOm7Xr4OGbb1ltjxo1Gjfr1sP9Ll0R/f6oXGdqBADnsDA4V60qLFsGfBfUNXBv2NBqOW1nzglULKWsXoX73XvgVr1XcLtRY6SsXSds00ZG4nbTZrjdoCEe9H8d8nXrcqgpp/ZmH8SfG4mXF5wtEpIYFAoodux45vqyzrJgL8lTcX7+NLdvQ3PnjkN1W51HkQgeLVpYbc96XynycF8pdu9GRM9euF2/AW7Vb4CEuXMd3vd5uTe3/h6Kbdsd2i/zVu7nzrVmTauZNdIOHHD4pQdDegYe9H8dd1u2wq3adXCvazcYNRphu0v16pBYJMxJ27vX7nhbViadDmkOzGqdn+JnfmPzAk3A2DEcYyAiIiIiIipGpEXdAHo2Xl06Q3XuHEwaDUyPOxasMovnQal5c/Gg/+vQx8dD++AB7vfsBY/mzeFSrRogEiHz+nWk//UX8Dj4UBoUhFJzZkMkfvqOgsjJCcGTJyP2owkAgNRNm5B+5AjcWzQ3T29qMgeqpx89KrTXvWULm0zhslKlzJ28JhPUFy4g5uOP4VyhImTBQeYMvs8o9fffIfHyst1gMsKozoQ24j7Sj/8lBNEDQNAnkyGzk3Xab9DbSD92DACgOn0a9zp0hGeHDpD6+0EbGQXlwYMwKpWQlioJaWCg3ewjUn9/BIwejcTvvgMAJP08H4odf8C9USPISpWESatF5vV/zcGjj8+7z4DX4WKZGbwQlfhqKjJv3YT27j0YFApEDXsHrq+8ArdXX4VIJoP2/n0oDx0Srq3I2Rml586F2CJDUn7cI55t2sC9eXNk/PUXTFotokaMhGudOnCpWRPSgAAY0hRQnTv/NCOESISgSR9D/DgY/InS380z3/OJidDFxuJBv/5wb9IErrVqwmQymdtx5KgQWC329kbp2bOs6ijMaygLDkLZFcvx8M23YJDLYVQqkfDtLCT+8CPcGjaAc2gYJL6+MGaqoX8Uh4yzZ6G3mJXAu3dvBLz3nk29Un9/eHXtKgwkxH35JdJ27oTrq68AJiDz2lVzh7fJBM/OnaD8c69NHQDgO+B1pG7ZAs2tWzAoFML5dK5UCRI/PxiSk5F+8gS0d80ZV0QyGYI/mZzDF5bBlJmJ6FGj4daggfAijOrCBajOnHl63IED4dGsqc3uHs2bwf/dkUheZO58TFmxAml79sCjdSvIgoOhT0hA+l8noIuKsq7L4iWC/OZSpQoCx4xB4vffAyYT4mfOROq2bfBo3hwiF2dkXrlqfmnCZIJTaGiOGfbz43kEzPdViS8+R+ykyYDRiORflkN54CA82raFxMsT6n/+QfpB20B/9aVLMBkMVjNPZMdeML3m3xtQ7t//XL/pREREREREAIo+mzgzmVMx4tmpE5QHDgIwJ4DIOHMWmVfNiQLEHh7P1S/i0a4dJAEBMDzO8KzYtQs+/fsJiVKyo5fLkfTTz1brvHv1tFqWlSoFzb83AACZ//4L9bV/4FrTOoNrVgalEoa0tKd1lChhv6BUKvTbwZR7QHBhS1m12mrZs11bq6zXT8hKPj1HBrkcqosX4VavXrb16pOTkZJLALDY1RUSHx+hjzH92DHo4uPt9pdbepLARWhbdue+iMhKloRHixZC/77mxg2kbtlik5zBnoRZs4X+YpNGA5fq1ay2O4WUFu4ng1wO5f4D8OrUMcc6TUajVT+u5fktqGvg3asXkhYsFF5gSFr2Czw7d4YsyP6sk0K98fFIWblKWDakpsLt1afPuCwkxCpRiWLXLgSOGZ3rDAm27S2ZY/ncePfsiYRZT/vykxYshGe7dpD6+uapHoNCYRUo7fbqq3azMRf35y9h3ncos3hRjmXST55ExvG/hGX3Jk1sEsh4tm9vHgt4/KJE6qbf4dO3r9UspPYYMzKs/h0wKpVCkqDC4FK5Elxq1xLG8TJOnED6sWO5/pv4ZFwoJyInJ/j06iUkITIkJiF58WIEjh2b675J8+fD+Dizu0mng1NYqPV4m0QCnz69kbzsFwCAUaFA4s8/I3jixBzrTVmzRvi3ujAYlErIf/vNth3LVyBg5EiOMRARERERERUTDDIvpjw7dEDc9BlCp51zlSpwDg9/prpkwcEI3bQRMeM/hPriRUCvR/qRI0g/csSmrHvTpig1exakFplgnvDu2hUGeSoSZs2CSaeDPjHRKkuwVfs7dkSpb7+xWS/x9IRXly5I223OIJL2h7kTz7ly5efqLEhessThsmJvbwRPmgSf3r3sbndv0gRBkyaZsykYDNAnJNhk5XAKD0fIzz8hYV72HU0BI4bDqFQieflywGiELjISqfamSRSL4TtgAII/+9Th75DfJB4eCN2wAbGTJgv3hfrCBagvXLApKy1RAqVmz7LbkZof90jp779HzAcfIOPECXM7Ll+2OxWg2N0dwZ9MhnfXrjbbZCVLIvT3TeZ7/tIlwGhExokTQp2WnMLDUfr77+AUGmqzrTCvoXN4OMJ2bEfivO+g+OMPwGSCKTMTGceOI+OY/YzuEh8fBH44Hj79+mVbb4kvv4A+Lg6qc+cAAKrz56E6f96qjE+/fgj8cHy2QeYiJyeUWbYU0e+PEjLIZ/z9NzL+/tu2TQEBKDntayFw3B6vzp0gEomg2PEHVGfPQnX2rHUBsRiB48YhYOSIbOsIGjcOUj9/JHz3HUxqNfRxcUj91bYzExIJ/IcNQ+D4D7KtK78EjBwBsYc74r/5FtDroblxA5obN6zKuLdsAZ+ePREz/sNs68mv5xEAvLt3h8jFBbEfT4JJrYb24UOkrFiR4/cw6XQwpqdD4u2d21eGPjHR/nq5PNd9iYiIiIiIiCj/eLZuDZGrK0yPM3/GffklYDK/KeHZtq3Ny+l5IXZygv/QoUiYPdu8wmBA9OgxKLN4EVxr17a7jz45GVEj37XqO3Br0ADujRpZlfPp3cfqJfjYSZNQbs1qmxn7njCZTOa+F4sM4B5ZEp0I7XZzg/FxMLo+NTXX71mYkleugtIy26xIBL+BA+2WdW/UCOkWMwImzJqNsitXQOzmZlNWn5yM6DFjYVQocm2DT+/eiJ8xAwBg0moR89FHKLtkSbZBwyadDvEzrftzszv3Rcn/3ZHmpDqPM43HffU1xK6uOc4Um/jTz8IMAAAgcnGB39ChVmW8e/dGyuo1wnLcjOlwrlwJzmFh2dabtHCR1TOQ9XwVxDWQBQfDu28foa/UkJSEqBEjUWbhAnMyGDv0cjmi33vfKkmPR5s2cLHIwi4Si+HdsydSVq0S6o2dMgWl58yBSGp/KNKQno6E777Psb155TvgdaSsWSMEaOvj4hA5aDBC5v8Mp7JlHarDqFIhevQYIcgXAPzfe9du2eL+/KUfPYr4OXOyDU5W/3MdsRMstolECBw7xqac2MUF/kOHIGHuPHN7MjMR9e67KLNocbaJd4xqNaI/GA9d7NNZjZ2rVoVHmza5tjs/BY0bh8ihw4TlmI8noeySxVYz5D5hMpmQMGeu8KJKbvyGDkXq1q3CjB1JixZD4u0Nv0GDst0ndfNmpKy2eMlIJLKbRMhv6FDIf9so3KcpK1bCqUwZ+A4YYLfetP37Hc6Kn190UVFPX+ayYMzI4BgDERERERFRMcIg82JK6u8P94YNkPH3KQDIsQPUEbLgYIRuWA/lkSNI+/NPqC9dhj4pCdDrIQ0Ohmu9uvDu3gMezZvlWI/fmwPh0aI5UjdvgerMGWgfPIAhIwNiV1dIAwPh1qA+vLt1yzHAtOQ3MyErE4K0P/+EPi7enNncaITJZILIYirLfCGVQuzmBmlAAJwrVoR70ybw6tTJftZzC/5DBsOjWVOkrF+PjL9PQR8fD7GLC5zCwuDVpTN8+veH2MUl18MHffQhvLp2QeqWrVBfuABtdDSMKhUk7u6QligB98aN4f1aD6vO2qIi8fJCmUULoTp/Hoo/dkJ1/jz0CQkwajSQeHnBpXIleLRpC59ePXPMTvK894jEwx1lf1mG9GPHoNi9G5nX/oE+Ph5GrRYSXx84lSkLjxYt4N27V47ZV2QlSiD01w1QHjkC5d69UF26DENSEkw6HSS+vnCpWhWeHTvCu1tXiLJkQrdUmNdQFhSEUrO+hf/IkVDu3wfVxYvQPngIfVISTJmZEHt4QBoYCOcKFeDZri08WreGxMMjxzolHh4ou2Y10vbsgeKPP5D5z3UY09IgCQiAa53a8O3fH+6NG1tlf8qubaEbf0Pa3r1Q7tuPzBs3hN8QiZ8fnMLC4Nm6Fbx794bE0zPHukRiCUp9+w0827eHfMOvyPz3XxgzMiAtVRLuTZrAb+BAOFeokOv58nvrTXh17gT5pk3IOPm3+V5TKCB2doasTBm4N2wAn/79n/kFnWfhN3Ag3Bs3Rsratcj4+2/oYx9B5OYG5/Bw+PTuBe8+fawGJbKTX88jAHi1bw/XP2siZe1ac1acqGiIpFLIypaFNiLCaspqAJD4+zvU+QsAbq++As3t23bW13dofyIiIiIiIiLKH2I3N3i0aCEELlvOovasM2Ra8hs8yJx04HESB4NcjgcD34RPv77w7t4DzhUrQCSTQRcdDeWhw0hZsQIGi0BLiZ8fSs6cYVOvR+tWcK1Xz5wcBYD2/n3c7/Ea/IcOgUfLlpCVKQORVAqDXA711atIWbPWaiY8aamS8B3wut02SwMDoX3c56U6fQbpx4/DvVEjGLU6iGTS5wq8zyujVgtDUhJUFy4gddPvQkKIJ3z69882YN+rcyckfP89TCoVAEB95Qoe/O8NBLz/Plzr1oHE09N83g8eRMqGDTAkmrPYSkuWtMqinZVP3z5IWbsWusdJNdTnL+D+az3hP2wo3Bs3hrRkSYjEYuiTkqC6cBHJK5YLGZ0BwKVmTXi2b/dc56UguNWti4BR7yPp5/kAHgfwfvgRFH/sNJ/nOrUh8fCALj4emf/8g+QVK5F57ZpVHUEfT7TJKu1SubJ51sjHCXQMiUl40KcvfAe9Dc927eAcGgqRiwsMaWnIvP4vUjdutApcF3t4wH/EcKs6C+oaBH/8MdTnL0Bz5w4AQHPzJu537wHfN9+EZ4f2cA4NhckE6KKjoDx0CPK162CweBFD4uuLEnYSqvgPGwrFtm3Cs638cy8i7kfAb8hguNevD2lgIEwA9PHxyDh9GsnLfhG+G2BOruRao7r9C+cgsasrSs+ehYdDhgrBrZrbt3G/Zy/4vfkmvHu+Bufy5e3ua9Rqodx/AIk//mg1C6Z3797waGo7oybwcjx/KctXQH3lCvyHDYNb3boQubpC++ABFH/8AfmatULWewDwGzok298iv6FDHyefMY9b6mMf4UG/fvDp2xde3brCuWJFiKRS6KKjkXHqFJJXrIQ+Lk7YX+TsjJLTpuX/OGAu3Js0gc+A15H620YA5qzgD956G34DB8K7V084hYbCpFZDdfESkn/5Rfj3yGo2jGw4hZRGialf4tHkT8wrHr8Ilbb/APzeHAjXeq9A6usDfVISMm/fhnzNGuH8PeE3dAhcq9s+F1JfX5SY+qUwezBMJsRN/QrpJ07A76234VK9OkQiIPP2baRu3ATFjh3ml8scaHd+cQoPh9jb2+bFCufKlTnGQEREREREVIyITCYTJ3YlIqIilXHmLCIfZ+/w7tnTbhZ7KnzKQ4cQM2GikOVM4u+PMkuWODzYo5fLETl4CDS3bgnrAkaNQuCY0QXS3hfRnTt30K1bN2G5ZHRVOOlci7BFxc/uh2dzL0R2qU3aom5CsXYs06eom1BsdXXLzL0QEb1QdCZDUTeh2Kq0d2RRN6HYESXK4bx8m7C8a9cuVKxY0aF9s/73taxFf4g9/fK9jY4yKlOgO75JWM7LdyHKL3fbtBWywEqDg1Hx2NFsy6bt3YeYDz6wWifx9UXFv45nm2nYss8GMGeBDspSxxOGtDREjxsH1anTefoO0uBglFmyGC5Vqtjdro2OwcM337QKRnSExNcX5datzTbBQOynn0Gx1f4siyVnzIBPn955Ot4TWc/Z8/Jo0wYhP3yfYyKMlLXrhKzHjgj84ANoo6Og2LwFQPb9cepr/yBy6FCrjM6OkJUri9B16yANDLTZZnnPutWvj3Jr19iUiZ38CRTbtwvLVW/esCljz8O33hYC9GWlSqHCYfvJHEwmExK+nWWdLdhB/iNGIOjD8Xa3GRQKPHzrbbsBkTkRubig7C/L7CZeKYhrAAC62FhEvfe+Vb+dIyTe3ghZvAhudeva3a48ehQxY8ZaBSY7wqV2LZRbsSLXhBmOSjtwALEfTYBJa9s34hQeDueKFSENCIDYzQ2G1FToYmOhunBB6Ad9wqNlS5T++SeIX8Lnz6lcORjVaugTEhyq1/u111Dym5kQicXZljEoFIgeO87qZR9HiJydUfq7efBs29bu9gL/TdDpEPPhR1YvfuTEqVw5uLdoAfnatbnWDQDJK1aaZ0d+PIOCo7x6dEepb76BSCLJvu7lK5AwZ45D9YlcXBA4ZoxV+fCDB+EUUjpP7cqL//oYQ9b/f3Ht9hlSZbazhRMRUeHzc3fCxc/bF3UziIioGMv63/sv8/hA9j0BRERE9J/m2bYtwnfvQskZ01FqzmyU37UzT9mEpL6+CP19E0Lm/4zgLz5H2Latxabzl4iIiIiIiOhl49GqJURublbrPDt0yDbAPK8kXl4ou2wZAkaPdixQVCKBd69eCNu+LdsAc8CcCTZ0w3q4Z5NJ2B6P1q0RumljjjPYBY4dA0lggN1tmtt5C7wtCBJfXwRPmYKQn3/KMcAcMM/oV2LqlxDnMquh2NMTJWfORMC7jr0k5VqzBsqtWweXGjUca7RIBO9evRC6YUO2wc0vApFIhOBPJqPUvLmQlXYsuFIaGIhS8+ZmG2AOmAOwy61ZnaeZZ11feQWhv27IdmbPgroGslKlEPrrBvgOHJjr/fWEe5PGCN20MdsAcwDwbNUKZVcsh1NoqGPtlcngN2QIyi7PvwBzwDx7Y+imjXCxkwFae+8elHv3Qr5uHZKXLkXqpk3IOHHCKsBc5OSEgFGjELJwQY4B5kDxff6kQUEot3aN3XNkSeztjRJffoFSs77NMcAcMD8DZZf/goBRoxy+ni7Vq6Pc+vXZBpgXBpFMhtI//oDADz6AKJdZil1q1UKZ5ctznRHZkv/QISj7yzI4V6rkUHmxpyeCP/sMpWbNyjHAHDDPIBCycCGkWWZXyEoSGIAyixY6fj/lE44xEBERERERFX/503tMRERELyVZqVLw6dPnmfcXOznBs92LNzUyERERERG9BEyP/4ry+ETFiNjFBZ6tWiFtzx5hXV6CYR0hkkoROHoUfAe+gbQ9e5Bx8m9obt+GISUFRp0OEm9vOIeHw71xI3h16+5w9lRZqVIou/wXqK9eRdqeP6G+dg3ahw/NGX5NJkj8/SELCoJb40bwbNfeoQA2WYkSCNu8Bcm//IKM48ehS0wEdDpIfHye8yzkkVQKsZsbxB7ucCpTFs6VKsG9SWN4NGsGkUzmcDW+AwbAs317KLZvR/qRo9A8fABjqgISX1/IQkLg2a4dvHt0hzTAfmB9dlwqV0Lopo1QnTmDtP37kXn9X+iio2FMTwfEYkj9/SErWRLuzZrBs0N7OJcvn9czUGS8u3aFV4cOUB48iPQTJ6C+cgWGpGQY0tMhdnGBNCAALtWrw6NVS3i2bw9xLsGnACDx8UHp7+Yh4L13odi9G+rLV6C9fx8GpRImvR5SX19IAwPhVr8+PNq0hnuDBrnWWVDXQOzmhhKfT4H/8HeQtudPZJw+Be29+zDI5ebn1cMDsrJl4FanDry6doVrrVoO1etWvz7K7/wD6X/9BeWhQ8i8cQP62EcwZmRAJJNB4u8PpzJl4NGyBTzbt4esVCmH6s0rlypVELr5d6QfPQrFtu3IOHkSxoyMHPeRBAbAu0tX+L71Vp6yOxfX58+pXDmEbvwNabt3Q/HHTmhu34Y+NRUSDw84V6kMz9Zt4N2rJySeng7XKZJKEThmNPzeehOKPXuQ8fff0Ny+Y/53IDMTEnd3yEqXhkutmvDq1AluDRtCJBLlqd0FQSQWI+DdkfDu3QuKLVuQfuw4NPfvw6hWQ+rvD+cKFeDdvRu8unZ9ppez3Js0QdiO7Ug/dgwZx49DdfES9ImJMKSlQSyTQeLnB5eqVeDerDm8unTO0zn3bNMa7k0aQ/HHH1AeOIjMGzdgUCgg8fSErEwIvNq3h3efPpD6+iLjTOHPGskxBiIiIiIiouJNZDKZOBxCRERFynIa4eymByUqjrJOj1MyuiqcdK5F2KLiZ/fDwh/4eFmoTbZTQpPjjmX6FHUTiq2ubplF3QQiyiOdyVDUTSi2Ku11LBMlPSVKlMN5+TZhOS9TSGb972tZ8/4Qe/rlexsdZVSmQPfXJmH5ZZ4Ok4iIqLgzGQzQ3L0HbeRD6OMTYFSpYNLrIHZ1gyw4CM6VKsG5QoWibmaButumLXSxsQDMLwOUW7umiFtE9HLL+v8vrt0+Q6rMvwhbRERET/i5O+Hi5+2LuhlERFSMZf3v/Zd5fICZzImIiIiIiIiIiIiIiIjopSWSSOBSuRJcKlcq6qYQERERERERERUbDDInIiIiIiIiIiKiYkdkMv8V5fGJiIiIiIiIiIiIiIheVuKibgARERERERERERERERERERERERERERERvTiYyZyIiIqce8MGqHrzRlE3g4iIiIiIiIoT0+O/ojw+ERERERERERERERHRS4qZzImIiIiIiIiIiIiIiIiIiIiIiIiIiIhIwCBzIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhJIi7oBRERERERERERERM/EVNQNICIiIiIiIiIiIiIiejkxyJyIiIiIiIiIiIiIiIiI6CVW4fChom4CERERERERERUzDDInIiIiIiIiIiKiYkdkMv8V5fGJiIiIiIiIiIiIiIheVgwyJyIiIiIiIiIiIiIiIiIiIiogXi4yiF2ciroZREQEwNeNv8dERESOYpA5ERERERERERERERERERERUQFZPvhVVKxYsaibQURERERElCcMMiciIiIiIiIiIqLix/T4ryiP/wJo06YNYmJicixz7tw5eHl5CctyuRyLFi3CoUOHEB8fDy8vL9SrVw/vvPMO6tSpY7eOqKgozJw5E6dPn4ZIJELDhg0xadIkhIaG2i2/efNmfPbZZ/jiiy8wcODAZ/16RERERERERERERERURBhkTkRERERERERERFQMpaWlISYmBhKJBLVr1862nEQiET4nJSXhf//7HyIjI+Hq6opKlSohPj4eBw4cwOHDh/H111+jb9++VvtrtVoMGTIEUVFRKFGiBJycnHD48GFcunQJO3bsQHBwsFX5zMxM/PTTTwgNDcXrr7+ev1+aiIiIiIiIiIiIiIgKBYPMiYiIiIiIiIiIqNgRmcx/RXn8onbr1i0AQLly5fDrr786tM/48eMRGRmJpk2b4vvvv4e3tzeMRiN++eUXzJs3D1OnTkXdunURHh4u7LN9+3ZERUXhtddewzfffAOJRIJZs2ZhxYoVWLVqFSZNmmR1jFWrViE+Ph4//vgjpFJ2QRMRERERERERERERFUfiom4AEREREREREREREeXdzZs3AQCVKlVyqPyZM2dw9uxZuLm5Ye7cufD29gYAiMVijBgxAj169IBOp8OiRYus9rtw4QIA4I033hCyog8aNAgAcP78eauyKSkpWLZsGWrXro1OnTo9+5cjIiIiIiIiIiIiIqIixSBzIiIiIiIiIiIiomLoSZB5xYoVHSq/bds2AEDbtm3h5+dns33AgAEAgEOHDiEzM1NYn5iYCADw9fUV1j3ZX6FQWNWxcOFCpKenY+LEiY5+DSIiIiIiIiIiIiIiegExyJyIiIiIiIiIiIiKH9ML8FfEngSZV65c2aHyly5dAgC88sordrfXqlULUqkUKpUK//zzj7Dey8sLAJCcnCysS0pKAgAhGzoAREVF4bfffkPr1q1Rv379PHwTIiIiIiIiIiIiIiJ60TDInIiIiIiIiIiIiKiYMRgMuHPnDgAgKCgIq1atwujRozFo0CB8/PHH2LNnD4xGo1DeaDQiOjoaAFC2bFm7dcpkMgQHBwMAIiIihPVPgtLXr18v1Ll+/XoAwKuvviqUmzdvHoxGIz766KP8+ppERERERERERERERFREpEXdACIiIiIiIiIiIqK8EpnMf0V5fEsPHz7Mcx1+fn7w9/d/puM/ePAAGo0GADBkyBBkZGRYbd+xYwdWrlyJBQsWICgoCAqFAnq9Xjhudnx8fBATEwO5XC6s69WrF1atWoVdu3bh/PnzcHZ2xsOHD+Hv748hQ4YAAK5evYq9e/eid+/eqFix4jN9JyIiIiIiIiIiIiIienEwyJyIiIiIiIiIiIjoOY0aNSrP+4wePRpjxox5puPdvHlT+FyzZk2MGTMG1atXh0ajwfHjxzF79mxcvXoVI0aMwKZNm5CZmSmUd3JyyrZeZ2dnALAq7+HhgfXr12PmzJk4ceIE0tLS0LZtW0yaNAlBQUEAgDlz5sDJyQljx44V9tPpdEhKSoK3tzfc3Nye6XsSEREREREREREREVHRYJA5ERERUWGpWh6Q+BR1K4qVdNNfRd2EYivJYCjqJhRrm5PqF3UTiq3yJfYVdROKrS6Hx+ZeiLIV0emXom5CsSU3ZuZeiOwKOCEr6iYUO4YMKdRF3YiXRKlSpfDWW29BLBZj8uTJEIvFAABXV1f06NEDNWvWRK9evXDjxg1s3rwZbdu2zVP9IpHIarlEiRL46aef7JY9cuQIzp49i+HDh6NEiRIAgKVLl2Lx4sXIyMiATCZDp06dMHXqVHh4eDzDtyUiIiIiIiIiIiIiosLGIHMiIiIiIiIiIiIqnkxF3YCiU7duXdStWzfb7WFhYejevTs2bdqEgwcPokePHsI2rVab7X4ajQYA4OLi4lA7DAYD5s2bBx8fH4wYMQIAsGfPHsybNw81atTAgAEDcO3aNWzcuBFyuRzLly93qF4iIiIiIiIiIiIiIipaDDInIiIiIiIiIiIiek4LFixAuXLl8rSPn59fAbXGrGrVqgCA6OhouLm5wcnJCVqtFqmpqdnuI5fLAQD+/v4OHWPr1q24c+cOJk+eDC8vLwDAkiVL4OzsjBUrVsDb2xv9+vVDYmIiDh8+jGvXrqFmzZrP98WIiIiIiIiIiIiIiKjAMciciIiIiIiIiIiI6DmVK1cOFStWLNRjGo1G6PV6ODk52d1uMplTvUulUojFYoSFheHWrVuIjo62W16n0yEhIQEAEBoamuvx1Wo1fvrpJ5QuXRoDBw4EYM6Sfvv2bVStWhXe3t5C2fr16+Pw4cO4cuUKg8yJiIiIiIiIiIiIiIoBcVE3gIiIiIiIiIiIiCjPTC/AXxEaOHAgatSogdmzZ2db5vr16wCAChUqAABq164NALh8+bLd8levXoVer4ezszOqVauWaxtWrVqFhIQEjBs3Tgh0l8vlMBqNNoHvnp6eAAClUplrvUREREREREREREREVPQYZE5ERERERERERERUzFSsWBEGgwH79+9Henq6zfaYmBj8+eefAIAuXboAADp37gwA2LdvH1JTU232+fXXX4XyLi4uOR4/JSUFv/zyC6pWrYoePXoI6729vSEWixEfH29V/smyr6+vg9+QiIiIiIiIiIiIiIiKEoPMiYiIiIiIiIiIqPgxAaIi/CvqTOaDBw+Gk5MT4uPjMX78eCQmJgrbbt68iWHDhkGlUqF+/fro0KEDAKBx48aoV68elEolRo0ahaSkJACA0WjEsmXLsHPnTshkMgwfPjzX4y9YsADp6emYMGECRCKRsN7FxQU1atRAbGws9u/fD8Cc3Xznzp0AgAYNGuTbOSAiIiIiIiIiIiIiooIjLeoGEBEREREREREREVHehIaGYu7cuZg4cSKOHz+O1q1bIywsDHq9Hvfv3wcA1KhRA/Pnz4dYbM41IhKJMHv2bLz55ps4f/48WrdujYoVKyIhIQGJiYkQiUSYOXMmwsPDczz2w4cPsXHjRjRp0gTNmjWz2T5mzBiMHDkS48aNQ4UKFRAbG4v09HT07dsX5cuXz/+TQURERERERERERERE+Y6ZzImIiIiIiIiIiIiKoY4dO2L79u3o378/goKCEBERgcTERNStWxeff/45Nm7cCB8fH6t9ypQpg23btmHQoEEIDg7G7du3odFo0Lx5c6xatQo9evTI9bjfffcd9Ho9JkyYYHd7ixYtsGjRIlSpUgURERHw9PTEmDFj8PXXX+fH1yYiIiIiIiIiIiIiokLATOZERERERERERERU/Jge/xXl8V8A5cuXx7Rp0/K0j5+fHz799FN8+umnz3TMH3/8MdcyrVq1QqtWrZ6pfiIiIiKil82wVeeR7vKgqJtBRERExZivmxMOfdSyqJtBRP8xDDInIiIiIiIiIiIiIiIiIiIiKiBpmTqkGrRF3QwiIiIiIqI8YZA5ERERERERERERFTsikwkiU9GlEy/KYxMRERERERERERERERU0cVE3gIiIiIiIiIiIiIiIiIiIiIiIiIiIiIheHAwyJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiKBtKgbQERERERERERERJRnpsd/RXl8IiIiIiIiIiIiIiKilxQzmRMRERERERERERERERERERERERERERGRgJnMiYiIiIiIiIiIqNgRARAVYTZxUdEdmoiIiIiIiIiIiIiIqMAxkzkREREREREREREREREREREREdAmp9wAAQAASURBVBERERERCRhkTkREREREREREREREREREREREREREREQCaVE3gIiIiIiIiIiIiCjPTI//ivL4RERELwiDwYDLly/jxo0biIuLg1qthqurKwICAhAeHo5XXnkFbm5uRd1MesE8ePAAV65cQXR0NBQKBZycnODr64vw8HC8+uqr8PDwKOomEhEREREREVERYpA5ERERERERERERERERUTF06dIl/Pjjj9i2bRvS0tKyLSeVStGqVSsMGTIEr7/+OiQSSSG28qnQ0FA8fPgQANCyZUscPXq0SNrxIpk6dSq++uorYTkiIgKhoaEFdryIiAgsXLgQW7ZsQURERLblxGIx2rRpg+HDh6Nfv34QiUS51j148GCsXr1aWDaZ+FYeERERERERUXEmLuoGEBERUfHz999/Y8OGDVCpVEXdFCIiIiIi+o8SmYr+j4iIqKhkZGTgnXfeQb169bB69eocA8wBQK/X4+DBgxg4cCBq1aqF8+fPF1JL6UUhl8vxzjvvoFKlSpg7d26OAeYAYDQacfDgQbz++uto1KgRrl69Wkgtpf8CjjEQEREREREVD8xkTkRERA5LTEzEqFGj8PvvvwMAwsPDsXLlSjRv3ryIW0ZERERERERERPTfkJGRgfbt2+PUqVNW68PDw1GvXj2ULl0a7u7uUKlUiI2Nxblz53D//n2h3L///osWLVpg69at6NSpU2E3n4rAqVOn0Lt3b8TFxVmtd3d3x6uvvopq1arB19cXmZmZiIqKwsmTJxEbGyuUO3v2LJo0aYLffvsN3bp1K+zm00uEYwxERERERETFC4PMiYiIyCHbtm3DyJEjkZiYKKy7d+8eWrZsiQ8++AAzZsyAq6trEbaQiIiIiIiIiIjo5Td69GirAPPGjRvjhx9+QIMGDbLd5+TJk/jggw+EDOZqtRr9+/fHxYsXUaFChQJvMxWdAwcO4LXXXoNarRbWlS5dGl999RX+97//wc3NzWYfo9GIPXv24MMPP8SdO3cAmF9u6N27Nw4ePIgWLVoUWvvp5cExBiIiIiIiouJHXNQNICLKL5cuXcKXX36Jpk2bomzZsnB1dYW3tzcqVqyI9u3bY86cObh9+3ahtCU0NBQikQgikahQjleYHjx4IHy3Vq1a5WvdCQkJWLBgAXr27Inw8HB4eHhAJpMhMDAQjRo1wvjx43Hu3Llc65k6darQxlWrVuVrG/+LUlJS8Oabb6J3795Wnb9PmEwmfP/996hTp45N9iQiIiIiIqICY3oB/oiIiArZhQsXrPo827Zti6NHj+YYYA4ATZs2xd9//42OHTsK65RKJSZMmFBQTaUXwM2bN9GvXz+rAPOePXvi5s2bGDZsmN0AcwAQi8Xo1q0bLl26hHbt2gnrdTod+vbti6SkpAJvO708OMZARERERERUfDHInIiKvejoaPTv3x/16tXD119/jb///htRUVHIzMxEWloa7t69i4MHD+Ljjz9G1apVMXToUMTHxxd1s8lCSkoK3n//fZQtWxajR4/Gjh07cP/+fWRkZECv1yMpKQlnzpwRsvF06tTJanpXKji7du1C9erVsX79+lzL3r59G82aNcPkyZORmZlZCK0jIiIiIiIiIiL6b1myZInwWSQSYdmyZXBycnJoX5lMhjVr1sDb21tYt3PnTkRGRuZ7O6noGY1GvPXWW1AoFMK63r17Y8uWLfDw8HCoDnd3d2zdutUq231iYiKmTp2a382llxTHGIiIiIiIiIo3BpkTUbEWGxuLFi1a4PfffwcAuLi4oHPnzpgwYQJmzpyJr7/+Gu+//z7q1KkDwNypunLlSrRo0YKB5i+I06dPo1q1ali0aBE0Gg0AoFKlShg6dCi+/PJLzJw5E2PHjkW9evWEffbt24f69evj5MmTRdXsl15qaiqGDBmC7t27Iy4uzuH9jEYjZs2ahVdeecWhrPNERERERETPSmQq+j8iIqLCduTIEeFz1apVERYWlqf9g4KC8OabbwrLRqMRhw8fzrf20YtjxYoVOH/+vLBctmxZrFmzBmJx3oaHPT09sWDBAqt1S5cuRUJCQr60k15OHGMgIiIiIiJ6OTDInIiKLZPJhL59+yIiIgIA0KtXL0RGRmLPnj2YM2cOPvnkE3z++edYsGABLl26hL/++gvlypUDYM6G0LNnT5hMHBEuSufOnUPbtm2FgP/atWvj6NGjuHXrFpYvX46pU6fik08+wY8//ogLFy7g5MmTqFSpEgBz9vPu3bvjzp07RfkVXkr79u1DjRo1rKbdfSIgIABLlizBrVu3kJSUhL1796JNmzY25f799180btwYU6ZMgVarLYRWExERERERERERvfyioqKEz87Ozs9UR8eOHa2W792791xtohePyWTC3LlzrdbNnDkT7u7uz1Rfhw4d0KBBA2FZp9Nh3bp1z9VGenlxjIGIiIiIiOjlwSBzIiq2jhw5glOnTgEA6tSpg02bNiEwMDDb8s2aNcOBAwfg6uoKwJxBe9euXYXSVrKVlpaGnj17QqVSAQC6deuG06dPo2XLltnu06RJE5w8eRLly5cHAMjlcowcObJQ2vtf8fvvv6NTp06IiYmx2VapUiX8888/GDFiBFxdXREdHY2OHTviwIED+Oijj2zKGwwGzJgxA126dOELHURERERERERERPlAJBIJn69fv47k5OQ819GoUSPMnTsXq1atwu7duzFs2DCH9ktPT8cvv/yCXr16ISwsDG5ubnBxcUHJkiXRvn17zJo165lnEL18+TImTJiA2rVrw9/fH66urihfvjzat2+PpUuXIjU1Nc91KpVKLF68GH379kX58uXh6ekJV1dXlC1bFq1bt8bMmTOfOcBeo9Fg7dq1GDhwICpVqgQfHx84OzujdOnSaNKkCT7//HNcuXLlmerOD0+SuTwRGBiIfv36PVed77zzDurXr48JEyZg586dDt83uTEYDNi6dSuGDRuGatWqwc/PD05OTihZsiReffVVTJw48ZlmNb1x4wamTJmCli1bIjg4GE5OTvDy8hLuq2+//RY3btzItZ7BgwdDJBIJf45q1aqVsE9oaKjdMqtWrRLKhISECOvXrFmDOnXqwM3NDSEhIWjTpg1+/vlnKBQKu/VkPYf+/v5wdnZGSEgImjVrhmnTpuHu3bsOt/15cIyBiIiIiIjo5cIgcyIqtg4ePCh8HjhwIKRSaa77VKxYEYMGDRKWGWRedKZOnYrY2FgA5uuyceNGuLi45LpfQEAAVq5cKSwfOXLEaopYej4rVqzIdtvy5csRHBwMABg1ahTq1KmD2NhYiMVizJw5EzVr1rS736FDh4QZB4iIiIiIiPKN6QX4IyIiKmQVKlQQPmu1Wrz77rvQ6XR5qiMwMBAfffQRBg0ahC5dumQbAPuE0WjE999/jzJlymD48OHYvn07Hjx4ALVaDY1Gg7i4OBw8eBCTJ09GWFgYZs+e7XBAaHp6OoYOHYp69eph3rx5uHr1KlJSUpCZmYmIiAgcPHgQI0eORPny5bFp0yaH6jQajZgzZw7KlCmD9957D1u2bEFERATS09ORmZmJqKgoHD16FJ999hmqVKmCESNG5CmIfdWqVQgNDcXbb7+NDRs24M6dO1AoFNBqtYiNjcWpU6cwffp01K1bF3379rUbbFvQdu7cabXcvn17ODk5PVedw4cPx9mzZzFnzhx069YN3t7ez1UfAOzZsweVKlVCnz59sGLFCty4cQNyuRw6nQ5xcXG4cOEC5s6di2bNmqFdu3b4999/c61TrVZj2LBhqF69OmbMmIHjx48jISEBOp0OSqVSuK8++eQTVKtWDf3793+mlzUKypQpUzBo0CBcuXIFarUaMTExOHLkCMaNG4f09HSb8k+yhluew5SUFGi1WsTExODkyZP44osvULVqVYwaNQoZGRkF2n6OMRAREREREb1cGGRORMWWZadfXjrF2rdvD5lMhuDgYBiNxhzLPnr0CF9//TUaNWoEHx8fyGQyBAYGom3btli0aBEyMzMdOqZKpcLcuXPRuHFj+Pn5wc3NDRUqVMCQIUNw+vRph+rQaDRYsWIFunfvjtKlS8PZ2Rm+vr6oVasWPvjgA1y/ft2hegAgMjISn376KRo0aGCVFaRdu3b44Ycf7HZU5qfU1FQsXbpUWP7mm2/g5ubm8P4tWrQQMp77+Pjg6tWrz9yWAwcO4K233kKFChXg7u4Od3d3hIeH4+2338bevXsdquP69esYP3486tSpAy8vLzg7O6NkyZJo2bIlpk2bhkePHmW7b2hoqMMZUCwznzx48MBqm2XGk9OnTyM5ORlDhgyBn58fvL29Ua9ePcyYMcOmTpPJhM2bN6N///4oV64c9u3bZ/fYFSpUQLNmzYTlJ8/Ok2kqnZyc8Oabb2bb9icZ64mIiIiIiIiIiOjZdenSxWp58+bNqF+/PjZu3Cj01eWnzMxM9OzZEx9++KFDgdhqtRqTJk3CO++8k2vZlJQUtGrVCitXrsw1KF0ul2PAgAHYunVrrsfv2LEjPv7442yzPlvS6/VYtmwZGjZsiDt37uRY1mg04u2338aQIUMQFxeXa90mkwlbtmzBq6++ijNnzuRaPj8dPnzYarlFixaFenxHfPbZZ+jatSvu37/vUPlDhw6hUaNGOSYP0uv16NixI1asWOHwiw6///47mjdvDqVS6VD5gnT48GG7/fgAUL9+fZQuXdpq3XfffYcuXbrg5s2budat1+uxcOFCtGjRIscxi+elVqvtrucYAxERERERUfHEIHMiKrYspw5ct26dwx2AvXr1glarRVxcHJYtW5ZtuR9//BHly5fHl19+iTNnzkChUECv1yMpKQmHDx/G+++/j1q1auU6neLFixdRpUoVTJw4EadPn4ZcLodarca9e/ewatUqNGnSBFOmTMmxjhMnTqBKlSoYNmwYdu3ahdjYWGi1WqSmpuLatWv48ccfUatWLYwZMwZ6vT7beoxGI6ZNm4bw8HB88803OHfunFVWkEOHDmH8+PEIDw/H7t27cz6Rz2H79u3CiwG+vr7o2bNnnutYsGCBkNVm3Lhxed4/Ojoabdq0QYcOHbBu3Trcu3cPKpUKKpUK9+/fx9q1a9G5c2e0adMmxylep0+fjlq1auGHH37AlStXoFQqhfvr+PHj+OKLLxAeHp7jvZbftFotOnXqhFWrVkEulyMtLQ2XLl3CpUuXrMo9fPgQDRs2RL9+/fD7778jMjIy24736tWr211/7tw5YfCldu3a+ftFiIiIiIiIiIiIyMqYMWNsEnZcuXIFAwYMQFBQEAYOHIhVq1YhMjIyX4733nvvWWXFFovFGDJkCI4ePYqUlBRoNBr8+++/+PjjjyGTyYRyK1aswKJFi3Ks+9q1a7hw4QIAoEaNGli2bBnu3r2LzMxMxMXFYf369ahYsaJQ3mQyYdSoUdBoNHbr0+v16N+/v9UsqFKpFO+++y5OnjwJuVwOlUqF69evY/r06fDx8RHK3b59Gx07dkRKSkq27R01ahTWrl1rtW7AgAE4cOAAkpKSkJmZiTt37uDHH3+0CgaOi4tD586dHQ6mfl4Gg8Em6NgyuPdFMGvWLMycOdNqXadOnbBjxw7Ex8dDo9Hg4cOHWL58OSpXriyUUSqV6NOnT7ZB+/PmzcNff/0lLNevXx+bN29GVFQUNBoNFAoFrl69ii+++MIqE/uNGzcwZ86cfP6WeWMwGDBmzJhst/fu3dtqecWKFfjoo4+EYG2RSIQBAwZg//79SE5OhkajQUREBJYuXWo1A8LFixfRo0ePAnkpJSc1atSwu55jDERERERERC82aVE3gIjoWXXp0gVffPEFAODu3bto0aIFvvrqK3Tp0gVSafY/b45kjP7666/x5ZdfCsvh4eHo0qULgoKCcP/+fWzevBlKpRJ37txB69atceXKFWGKv6xatWoFpVIJT09P9OrVCxUrVoRCocCuXbtw8+ZNmEwmzJgxA9WrV8f//vc/m/2PHTuGjh07Ch3nPj4+6NGjBypWrIj09HQcPnwY586dg9FoxPz583H//n3s3LkTYrHte0Tvv/8+lixZIixXr14dHTt2hL+/Px48eIA//vgD8fHxSEhIQI8ePbB27Vq88cYbuZ6vvLLs5G/RogUkEkme68gu6NkRcXFxaN68uZANXCqVolOnTqhXrx5EIhEuXLiAvXv3Qq/X48iRI2jYsCHOnDljc43XrVuHzz//HIB5cKVjx46oV68e3N3dERMTg127duHhw4dQq9UYMWIEwsLC0K5du2dut6O++eYbnD9/3mZ9v379AJgHYw4ePIgBAwYIgybe3t7o2bMnjh07ZpMlHQBOnjxp91j9+/eHv78/kpKSEBsbm2vbTpw4IXyWSCSoWbMmPDw8HPlaREREREREVkQARI4lqCyw4xMRERW2kJAQLFiwAEOGDLHZplAosGHDBmzYsAEAEBYWhhYtWqBNmzZo3749SpYsmadjHTp0CKtWrRKWPT09sX37drRp08aqXNWqVTFr1ix07NgRnTp1gk6nAwB8/vnnGDRoUK6zWI4cORI///yzVZB6cHAw3njjDXTt2hUNGjTA7du3AZj7dvft24cePXrY1LNkyRKrLNcBAQHYtWsXGjZsaFWuWrVqqFatGoYNG4YuXboIyTkiIiIwfPhwbNmyxabu3bt3Y/HixcKym5sbNm7ciG7dulmVq1ChAsaOHYshQ4agb9++2L9/PwBzJvb+/fvj3LlzDo1RPI8nAdWWypUrV6DHzItr167h008/FZYlEgkWLlyIESNGWJUrW7Yshg4dirfeegvDhw/H6tWrAZiTrPTt2xe3bt2yubcsX2xo2LAhjh8/DicnJ2Gdk5MTatasiZo1a6JHjx5o2bKlkBBn/vz5mDp1qt2xlcIQFxcnZMgfNWoUxo4di5CQENy7dw9r165Fnz59hLJ37tzB6NGjhWU3Nzf8/vvvNjMdhIaGYvjw4Xj77bcxaNAgbNy4EQBw/vx5TJkyBbNnz36mtppMJty8edNqxuFy5cqhTJkyOX4/ezjGQERERERE9GJjJnMiKrZeeeUVq061y5cv47XXXkNQUBAGDBiAxYsX4/r16w5PifjE2bNnMXXqVGH566+/xq1bt/DTTz9hypQpWLFiBe7cuSNkVIiPj8fkyZOzrU+pVKJHjx6IjIzE6tWrMWXKFMyZMwf//PMPBg0aJJSzNwWiXC5Hr169hA7hHj164N69e0I93377Lc6ePYtNmzbB1dUVALBnzx67da1atUoIMJdKpVi8eDGuXbuGefPm4dNPP8XSpUtx7949DB48GIA56/nw4cNx69atPJ0/R1y9elX43LRp03yvPzf/+9//hEDqSpUq4cqVK9i5cye++uorTJ06FTt37sTFixdRvnx5AOaM3/aC7b/++msA5gDzP/74A3v27MH06dPxySefYP78+bhz547V9I5ZM7MUlL1798LDwwOrV6+GQqFAdHQ0vvvuO2HAY/z48ejQoYNVVp7x48dj1apV2Q42JCUlYeHChcJyly5d0KdPH/Tp0wevv/46AOD48eO5tq158+bCX5MmTVCpUiXExMQ8z9clIiIiIiIiIiL6Txk8eDCWLVtmFTxrT0REBFavXo1BgwahVKlSaNCgAebNm4ekpCSHjpO1P3P58uU2AeaW2rRpg4kTJwrLycnJ2Lx5c47HaN68ORYtWmQVYG7J29sb06dPt1p36tQpm3IqlcqqnEQiwbZt22wCzC2VKFEC+/btQ4kSJYR1W7duxeXLl63KmUwmfPbZZ1brfvnlF5sAc0uenp7YsWOHVbKUCxcuYMeOHdnuk19SU1Otll1cXF6oINzPPvtMyL4NANOmTbMJMLckk8mwcuVKqwQu0dHRWLp0qVW51NRUPHz4UFh+++23c3xGXnnlFQwfPlxYlsvlNte+KHz++eeYP38+KlWqBDc3N9SsWROzZ8+2ykb+7bffQq1WC8srVqywCTC35OzsjPXr11s9DwsWLMgxc39OPvroI1SrVs2qv3/9+vU57nPlyhWkpaUJyxxjICIiIiIiKh4YZE5ExdqaNWvQunVrq3VyuRwbN27Ee++9hxo1asDf3x+9evXCwoULERUVlWudc+bMEQLTR48ejc8//9wm03ZwcDC2bdsmZEzfsGED0tPT7dZXs2ZNbNmyxWrqTcDcyf3zzz8LnbvXr1+36dCbM2cO5HI5AKBBgwbYsmUL/Pz8bI7Rr18/q2k6Z8+eLewHADqdzipw/rvvvsPIkSNtMqa4u7tj5cqV6N69OwBzx/yTQOr8ZHkdLKcNLQz79+/H0aNHAZizwh88eBDVqlWzKVezZk0cPHgQXl5eAIDDhw/jwIEDwvaUlBRhCseaNWuia9euNnXIZDIsWbJEyKZy7dq1QpuCcunSpXj77bfh5eWF0qVLY/z48XB3dwcAq2DxJ5ydnXOtc9KkSTAYDADMWfE3b96MzZs3Y8GCBTh16pSQSSYvHj16ZDcz0IsoOTkZd+7cydOf5aAGERERERHlM5Op6P+IiIiKyDvvvINLly7lGFia1blz5zBhwgSEhYXh66+/FjKO2xMTE4MjR44Iy/Xr1xdmSszJmDFjIBaLIRaLUbZs2WyzFz8xY8aMXDN7d+zY0apMRESETZm9e/daHevNN99Es2bNcm1vYGCgTdKWrP2nly5dwpUrV4Tlli1b2p2VNCsXFxf89NNPOdZdELKOVdgbUygqSUlJVtnmw8LCMGnSpFz3E4lEWLRokdV9kNu5tEx2k52xY8di8+bNuHDhAlJTU1GvXr1c9ylI/v7++OSTT3IsI5fLsW7dOmG5fv36QpB2TiQSidU4kUqlspqpIC+e5T5Wq9X4+OOPheXiNsbA8QEiIiIiIvqvkhZ1A4iInoebmxsOHTqEhQsXYvr06XY7rOVyObZv347t27dj9OjR6NixI2bMmGG3s1Cj0WDv3r0AzNm+p0yZku2xw8LC8MYbb+DBgweoVKkSUlJS7GYD+fDDD4Vg9Kw8PT3RsGFDHDp0CAAQGRlp1eH7ZFpTAJg1a1a29QBAnz590KxZM5w4cQLp6enYtGkTRo4cCQA4efKk0JkVFhZmNY2iPd999x127doFk8mETZs2YcmSJfma6cSykzsgICDf6nWE5TkdN25cjtM3hoWFYezYsUIGnBUrVqB9+/YAYHUtHjx4gLi4OKuMN0+4ubnh/PnzCAwMLLTv6u/vn2Onck6DRzlJT09Hv379sG7dOqtpSLdt24YRI0bkedaAJ1Qq1TPtV9g2bNiA+fPnF3UziIiIiIiIiIiIAADVqlXD7t27cevWLaxbtw7btm3D9evXc90vPT0dX375JXbt2oXdu3cjMDDQpszhw4et+vsGDhzoUJtKlCiBW7duISQkBC4uLjmWdXV1RZMmTXKt08vLC35+fkhOTgZgm6kbgFWCEAAYNmyYQ+0FgDfeeANjx45FRkYGAPN3z6+627Rpg/DwcNy7dw+Aua9eq9XmmoX+eWQdR3jWftuCcOjQIav2DBkyBGKxYznRKlSogNatWwvX586dO4iOjkZISAgAc1KZ0qVLC1mtly5dihIlSuCjjz6Cp6en3TrDwsIQFhb2PF8pX7Vq1UqYtTY7J06csEpm89prrzlcf9u2beHu7i7c60eOHMGHH36Y53Y+mX03r5YsWQKZTIZZs2YVuzEGjg8QEREREdF/FTOZE1GxJxKJMGrUKERFRWHPnj147733rKYNtGQymbB3715hWtCsTp06JQRA169fH8HBwTkee/Xq1Th27BiWLVuGsmXL2i3TvHnzHOuwDExWKpXC5/v37wuB4f7+/mjVqlWO9QBA//79hc+W0wpador36tUr18wwFSpUQN26dQEAer3e7vSjz8MyM/yzdkY+K8tz0adPn1zLZ3dOvby8UKdOHQCAQqHAq6++irlz5+LmzZs2dVStWrVQg+kbNmyYbce8Xq9/rrq3bduGUqVKoV27dujfvz8qVKiA3r17OzzFLhEREREREREREeWvypUrY9q0afjnn3/w8OFDrFixAgMHDsx1Fslz586hQ4cOUKvVNtsuX75stVy/fn2H21OhQoVcA8wBc4Bv1llEs2OZBMVen/KZM2eEzzKZDA0aNHCoXsCccfz/7N1ldFRX+/fxX0KEICHBihWH4u5e3N01lBtKC6VYi1uBQgsULaWU0uAuwbVYcXdvgrsECBaZ50X+Oc9MdCIwhH4/a81aZ5/ZZ59rJL25977m2sWKFTPaV69etdh11HxsSVZVSI+o/8uXL3XmzJloXR9doROqP6QiH7F9L0Ovtxw6dMii3bVrV+PYZDJpxIgRSp06tWrWrKmJEye+8/c+tkqXLh1ln3379lm0o5Mk7+joqNy5cxvtAwcOWB9cHJk2bRprDAAAAAAQj5BkDuCj4eDgoFq1amn69Om6fPmybt26pYULF6pLly7KmjWrRd/AwED17ds3zNZ7N27cMI7z5s0bJ3GlTp06yrjN4wphvuVnwYIFrbpXSNKzFJykHt5Y5n1iMlZccHNzM47f58RhQECA8Rk7OjoqT548UV6TN29eOTo6SpJu375tsYDx008/GYsgt27d0nfffafcuXMrU6ZM6tKli1auXGnxw4H3JbJJ5Yi2ZxwwYIDs7Oy0a9euKMf39fXV9u3btWzZMqMCDwAAAAC8dybJzoYPfThFQQEAMGTMmFEdO3bU/PnzdfPmTZ07d06TJ09W1apVw90p88SJExo5cmSY86HnEUPPsccFd3f3GF0XXrXjBw8eGMeZMmWSs7NztMbMmTOnRfv+/fvhju3o6BjtyteRjf0uhP5xga+v7weTaG7+Xkph35uoRPVefv/992EK9rx+/VqbN29W7969lT9/fqVLl04dOnTQ4sWL9ezZs2jd/12L6ochknTz5k2Ldps2bWRnZ2f148iRI8a1Dx8+jHVhmphgjQEAAAAA4o+ws0kA8JFIly6dWrVqpVatWkmSzpw5o/Hjx2vu3LnGJPSgQYPUqlUrY2tK8wnJmE5whxbRNoxRCdn6U5KSJ09u1TUpUqQwjs0rrcTlWHEhe/bsunfvniTp7t27cTp2ZMxfR7JkyayqkmNvby83Nzdj8vvx48dKmzatJKl69ery8vJS165dLSZ2r1+/rj/++EN//PGHnJ2dVadOHfXp08eqrV/jgnkSf2hx/Vn+l7Ru3Vo1a9aM1jXXrl1Tt27d3lFEAAAAAAAAQORy586t3Llzq0ePHrp586ZGjRqlmTNnWiRqT506VYMGDVLixImNc6GTb11dXeM8tvCS3mPKfA48svnRiIS+JqL59WTJksXp2O+Cm5ubUqZMaVHg5d9//1W+fPne6X2tYf5eStH/rKJ6L52cnLRhwwaNGDFCEydO1Nu3b8OMcefOHc2dO1dz586Vk5OT6tatq6FDh1pd7Oddsmb95smTJ3F6z8ePH0dZLAmsDwAAAAD476KSOYD/jHz58snT01Pz5883zt26dUvbt2832v7+/rYILVzhVWOJinkldDs7u3cyVlwoWrSocfzPP//EaIxnz55pyZIl0ar6EpP3QYr8vahTp46uXr2qlStXqm3btkqVKpXF82/evNHKlStVtmxZDRs2LEb3D2Ft/JEtzkRUlaRWrVoaN27cO6lI9LFIkSKFcuTIEa1HpkyZbB02AAAA8PEyfQAPAADikQwZMmjGjBmaN2+exfkXL15o586dFufiek74XYvp3G8I8zlgSRYFSt7l2O9KsWLFLNrHjh2Lk3EPHz4cq6ro7+O9dHFx0dixY3Xz5k1NnTpVVapUMQoNhfb27VutXLlSRYoU0bhx42IVW1yIKE5zcb2O9erVqzgd72PF+gAAAACA/yqSzAHES4sXL1aJEiWUKVMm9e7dO1rXtm7dWlWqVDHaly5dMo7Nq2A8ffo0tmHGinkl9dDVPSJiXpnE/LXE5VhxoVq1asbxrl27wq0mEpUtW7aoZcuWSpMmjYoUKWLVlo7m74Ovr2+YCenw+Pv7y9fX12iHV6nGyclJjRo10rx583Tv3j2dPHlSv/zyi6pXr26R8P3DDz9ox44dEd4rqgn2169fRxlvVCKq0F+hQgX17dtXn376aazvAQAAAAAAACBu+fn5aerUqRo8eLA6d+6sCRMmxHisNm3aqH79+hbnzp8/b9EOPY/4/PnzGN/vfTCPNyZz+6GvSZIkSbhjm88Vx8XY78rnn39u0Q79I4KYeP78ucqWLSt3d3dVqFBBQ4cOjXaCcujvVXQ/q+i8l6lSpVL37t21bds2PXr0SOvXr1ffvn1VpEiRMD+iCAoK0vfff6+VK1dGK57IxGTdwxqh38Nz587JZDLF+EEiNAAAAAAgMiSZA4iX/Pz8dPjwYV2/fl1///13tK8vUKCAcWw+0WdexfnChQtRjrN582Z17NhRI0eO1OHDh6MdR2Ry5MhhHJ86dcqqa06cOGEcm78W87FOnjwZq7HiQo0aNZQyZUpJwZ/lqlWroj3G7NmzJQUnZqdJk8aqrVWdnJyUMWNGScHJ4+fOnYvymjNnzhjJ6GnTppWLi0uk/e3s7FSgQAH16tVLmzdvlo+Pj8X3LXSVIPNKK2/evIl07Dt37kQZb1RCXn9MpUqVSpkyZbJ4ZMyYMd5VNgIAAAAAAADik7dv36pHjx4aPXq0Zs2apT///DNW4zVu3NiiHbo6derUqS3a3t7eVo999+5dPX78OObBxUCaNGmM42vXrkU51xpa6CR788Rb87H9/f3177//xtnY70rDhg0t2mvWrIl1BewtW7bI399fb9++1Z49ezRv3rwo58tDM38vJenixYvRuj6m72WSJElUu3ZtjRs3TkePHtXdu3c1bdq0MEVXRo4cGeba0HPf1r6P1hb8ia7Qf5sPHjx4J/d5V1hjAAAAAID4hSRzAPFSuXLljOOTJ0/qn3/+idb1ly9fNo7z5ctnHJcqVUr29sH/aTx06JCePHkS6TgrVqyQp6enhg4dqjNnzkQrhqhkyZJF6dOnlxQ8GRlZBewQy5cvN45Lly5tHJcvX944XrlypYKCgiId59KlS0Ziu729vUqUKBGt2KPi6Oiobt26Ge3BgwfLz8/P6ut37dqlTZs2Ge2vvvrK6mvN3wvz9ysiEb2na9asUc2aNZUpUyaNGTMmwuvTp0+vQYMGGe2bN29aPJ8oUSLjOLLJ4Lt37+rGjRtRxhsV8/tFV8KECfXjjz/Kx8fH4nHt2jWtW7cu1rEBAAAAQHTYBdn+AQDA++Lm5mZRwfjixYu6d+9ejMcLKQISIkWKFBbtYsWKWbSPHj1q9dhdunRRihQplCxZMpUuXTrKHRzjQsmSJY1jf39/HTx40OprX758aVF05dNPP7WokG0+tqRorUeYTCbt37/faDs5OSlbtmxWXx9TOXPmtIj70aNHWrhwYazGnD59ukW7adOm0R4jNu+lJO3du9einSdPHot2YGCgrl69GmXl9tSpU6tbt246evSoUqVKZZw/efJkmB8ohC5w8+LFiyjj9Pf317Vr16LsFxOh12ui812XpLNnz8bqvx2xUb9+fd29e5c1BgAAAACIR0gyBxAvffbZZ6pYsaLR7tixo9VVnvft26cNGzZIkj755BNVqVLFeM7V1VX16tWTFFxVevz48RGO8/DhQy1dulRScNJ0rVq1ov06otKhQwfjuH///goICIiw76pVq7Rv3z5JwZOe5hO8lSpVMip6+Pj46Ndff430vt99951xXLNmTbm5ucUk/Ej17t1b6dKlkyRduXJFLVu2tKq6zL///qu2bdsaCxNly5Y1PjNrmL+nkydPjjRx+9q1a5o2bZrRbtmypXEcFBSkzZs36/r161q8eHGkn4158njIDwdCmFdK2bp1a4RjjB07NsLn3pfXr19bJNqbCz2ZDwAAAAAAACDu2NnZWRTQCAoK0tSpU2M8XuiK0KGTys3vJUlLliyxatzXr19r165dkqRnz57J2dn5vVQorlSpkkU7OpXeFy5cqFevXhntzz//PM7G3r59u3x8fIx2qVKlol39O6b69Olj0R42bJhVCdLh2bZtm8Wusg4ODvr666+jPU6FChUsvg+enp5RFsUJcfnyZe3Zs8doZ8yY0WIX1h49eihRokTKnj27qlSpoqdPn0Y5ZqpUqSw+b5PJpPv371v0SZo0qUX79u3bUY67d+/eaFfTt1bFihUt3sPo/HjA29tbBQsWVJo0aeTi4mKxzvY+5MiRwyj0FBprDAAAAADwYSLJHEC8NXXqVLm6ukoKTlIuWrSo5syZE+FWhYGBgfrrr79Uq1YtY9Jy3LhxcnJysug3cOBAJUiQQFJwYm/o6hyS9PjxYzVt2lS+vr6SghOXQ2/zGBe+/fZbo6LMoUOH1KRJk3C3GV21apXatWtntAcMGKC0adMabQcHBw0dOtRo9+7dW7///nuYCjIvX75U586dtWbNGkmSi4uLfvrppzh9TSFcXV01f/58OTo6SpLWrVun4sWLW0xUmwsKCtLixYtVqlQpoxq4u7u75s+fH637VqtWTRUqVJAk+fr6qmrVqjp37lyYfmfPnlXVqlX17NkzScELCU2aNDGer127tvGZnzp1St26dbNYiAhx6dIljRgxwmibjyFJlStXNo6HDBkSZtvZoKAg/fzzz7FaMLKGNVt35syZU3nz5n2ncQAAAABAtJhs+AAA4D0zL6AhSVOmTLHYtdNaAQEBmjFjhtHOnDlzmOrIWbJksUi+3bNnjzZv3hzl2H/88YcxpypJzZo1i3Z8MdGwYUN98sknRnvBggVWVcl+9OiRxdy5FPZ9LlmypAoVKmS0d+/erUWLFkU59ps3b9S7d+9Ix36XmjZtahH3tWvX1KlTJ6uTukPcu3dPnTt3tjjn4eGhLFmyRDumtGnTqn79+kbb29vbqjUIk8mk7t27W6xphH4vs2XLprdv30oKnlefNWuWVTGZ/wjAyclJqVOntng+Y8aMFu3Vq1dHGeuQIUOsundMfPrpp6pdu7bRPnHihGbPnm3VtX379lVgYKCk4B+EFClS5J3ECAAAAAD4eDhE3QUAPkz58+fX2rVrVbN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      "text/plain": [
       "<Figure size 3000x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm_plot_style = [\n",
    "            (\"\\uf963\", \"black\"), # mask\n",
    "            (\"\\uf0c0\", \"lightgrey\"), # ppl\n",
    "            (\"\\uf0c0\", \"grey\"), # ppl\n",
    "            (\"\\uf0c0\", \"black\"), # ppl\n",
    "            (\"\\uf07a\", \"tab:orange\"), # shop 1\n",
    "            (\"\\uf07a\", \"tab:red\"), # shop2\n",
    "            (\"\\uf549\", \"black\"), # school\n",
    "            (\"\\uf19d\", \"black\"), # university\n",
    "            (\"\\uf965\", \"black\"), # home\n",
    "            (\"\\uf072\", \"grey\"), # plane1\n",
    "            (\"\\uf072\", \"black\"), # plane2\n",
    "            (\"\\uf238\", \"black\"), # train\n",
    "            (\"\\uf1b9\", \"black\"), # car\n",
    "            (\"\\uf641\", \"black\") # flyer\n",
    "        ]\n",
    "data.summary_plot(cm_plot_style)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessed Data Operations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove regions with fewer than 100 total deaths:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Region AL removed since it has 33.0 deaths on the last day\n",
      "Region AD removed since it has 51.0 deaths on the last day\n",
      "Region EE removed since it has 67.0 deaths on the last day\n",
      "Region GE removed since it has 12.0 deaths on the last day\n",
      "Region IS removed since it has 10.0 deaths on the last day\n",
      "Region LV removed since it has 24.0 deaths on the last day\n",
      "Region LT removed since it has 70.0 deaths on the last day\n",
      "Region MT removed since it has -- deaths on the last day\n",
      "Region NZ removed since it has 22.0 deaths on the last day\n",
      "Region SG removed since it has 23.0 deaths on the last day\n",
      "Region SK removed since it has 28.0 deaths on the last day\n"
     ]
    }
   ],
   "source": [
    "data.remove_regions_min_deaths(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove region 'AL':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.remove_regions_from_codes('AL')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mask dates for which NPIs were deactivated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Masking AT from 2020-05-04 00:00:00+00:00\n",
      "Masking AT from 2020-05-21 00:00:00+00:00\n",
      "Masking BE from 2020-05-14 00:00:00+00:00\n",
      "Masking BA from 2020-05-17 00:00:00+00:00\n",
      "Masking BG from 2020-05-04 00:00:00+00:00\n",
      "Masking BG from 2020-05-21 00:00:00+00:00\n",
      "Masking HR from 2020-04-30 00:00:00+00:00\n",
      "Masking HR from 2020-05-14 00:00:00+00:00\n",
      "Masking HR from 2020-05-29 00:00:00+00:00\n",
      "Masking CZ from 2020-04-27 00:00:00+00:00\n",
      "Masking CZ from 2020-05-14 00:00:00+00:00\n",
      "Masking CZ from 2020-05-28 00:00:00+00:00\n",
      "Masking DK from 2020-04-23 00:00:00+00:00\n",
      "Masking DK from 2020-05-14 00:00:00+00:00\n",
      "Masking FI from 2020-05-17 00:00:00+00:00\n",
      "Masking FR from 2020-05-14 00:00:00+00:00\n",
      "Masking DE from 2020-04-23 00:00:00+00:00\n",
      "Masking DE from 2020-05-07 00:00:00+00:00\n",
      "Masking DE from 2020-05-09 00:00:00+00:00\n",
      "Masking GR from 2020-05-07 00:00:00+00:00\n",
      "Masking GR from 2020-05-14 00:00:00+00:00\n",
      "Masking HU from 2020-05-07 00:00:00+00:00\n",
      "Masking HU from 2020-05-21 00:00:00+00:00\n",
      "Masking IL from 2020-04-29 00:00:00+00:00\n",
      "Masking IL from 2020-05-07 00:00:00+00:00\n",
      "Masking IL from 2020-05-08 00:00:00+00:00\n",
      "Masking IL from 2020-05-22 00:00:00+00:00\n",
      "Masking IT from 2020-05-21 00:00:00+00:00\n",
      "Masking MY from 2020-05-07 00:00:00+00:00\n",
      "Masking MY from 2020-05-13 00:00:00+00:00\n",
      "Masking NL from 2020-05-14 00:00:00+00:00\n",
      "Masking NO from 2020-04-30 00:00:00+00:00\n",
      "Masking NO from 2020-05-10 00:00:00+00:00\n",
      "Masking NO from 2020-05-14 00:00:00+00:00\n",
      "Masking PL from 2020-04-23 00:00:00+00:00\n",
      "Masking PL from 2020-05-07 00:00:00+00:00\n",
      "Masking PT from 2020-05-07 00:00:00+00:00\n",
      "Masking RO from 2020-05-18 00:00:00+00:00\n",
      "Masking RS from 2020-04-30 00:00:00+00:00\n",
      "Masking RS from 2020-05-09 00:00:00+00:00\n",
      "Masking RS from 2020-05-10 00:00:00+00:00\n",
      "Masking SI from 2020-04-23 00:00:00+00:00\n",
      "Masking SI from 2020-05-03 00:00:00+00:00\n",
      "Masking SI from 2020-05-21 00:00:00+00:00\n",
      "Masking ES from 2020-05-14 00:00:00+00:00\n",
      "Masking ES from 2020-05-28 00:00:00+00:00\n",
      "Masking CH from 2020-04-30 00:00:00+00:00\n",
      "Masking CH from 2020-05-14 00:00:00+00:00\n",
      "Masking GB from 2020-05-16 00:00:00+00:00\n"
     ]
    }
   ],
   "source": [
    "data.mask_reopenings()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mask the final 20 days for all regions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.mask_region_ends(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mask all but the first 14 days for region 'AT'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 75)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.mask_region('AT',days=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unmask data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.unmask_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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