{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Initial exploratory analysis to get a feel of the data. \n",
    "Two files:\n",
    "* Streams: 60 Tracks and their stream counts across different categories for specific dates\n",
    "* Popularity: Tracks and their popularity for specific dates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['arrow', 'annotate', 'ylim', 'xlim']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (12, 7)\n",
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from plotnine import *\n",
    "\n",
    "pd.options.display.max_columns=500\n",
    "\n",
    "data_dir = '../data/archive_as_of_friday_20_july/'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pop = pd.read_feather(os.path.join(data_dir, 'popularity.feather'))\n",
    "pop.date = pd.to_datetime(pop.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>date</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-07</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id       date  popularity\n",
       "0  00kzys67XYXiB31cSP5jfo 2017-02-04           0\n",
       "1  00kzys67XYXiB31cSP5jfo 2017-02-05           1\n",
       "2  00kzys67XYXiB31cSP5jfo 2017-02-06          36\n",
       "3  00kzys67XYXiB31cSP5jfo 2017-02-07          38\n",
       "4  00kzys67XYXiB31cSP5jfo 2017-02-08          40"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50515"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_of_rows = len(pop)\n",
    "number_of_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "267"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_of_tracks = len(pop.track_id.unique())\n",
    "number_of_tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "amin       79.000000\n",
       "mean      189.194757\n",
       "median    193.000000\n",
       "std        60.905877\n",
       "amax      439.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of popularities per track\n",
    "pop.groupby('track_id').size().agg([np.min, np.mean, np.median, np.std, np.max])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "amin   2016-10-30\n",
       "amax   2018-05-17\n",
       "Name: date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_ranges = pop['date'].apply([np.min, np.max])\n",
    "date_ranges\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-11-02</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-11-03</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-11-04</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  count\n",
       "0 2016-10-30      1\n",
       "1 2016-11-01      1\n",
       "2 2016-11-02      1\n",
       "3 2016-11-03      1\n",
       "4 2016-11-04      3"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts_by_date =  pop.groupby('date').size().to_frame('count').reset_index()\n",
    "counts_by_date.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc24eb3bd30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot data\n",
    "counts_by_date.plot( x = 'date', y = 'count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00mc2RHScEYMEFlc7FRGaK</th>\n",
       "      <td>2017-10-21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04HzRAn3BJaIvmhpvc1GVT</th>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04qrVtScdD4IBGSL5q6yEv</th>\n",
       "      <td>2017-11-25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09aaq7feVx9Jykdw0f00QU</th>\n",
       "      <td>2017-05-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             date  popularity\n",
       "track_id                                     \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-04           0\n",
       "00mc2RHScEYMEFlc7FRGaK 2017-10-21           0\n",
       "04HzRAn3BJaIvmhpvc1GVT 2017-01-20           0\n",
       "04qrVtScdD4IBGSL5q6yEv 2017-11-25           0\n",
       "09aaq7feVx9Jykdw0f00QU 2017-05-06           0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_date_per_track = pop.groupby('track_id').first()\n",
    "first_date_per_track.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc24edae128>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_date_per_track.groupby('date').size().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>50515.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>43.922775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.320415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>82.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         popularity\n",
       "count  50515.000000\n",
       "mean      43.922775\n",
       "std       15.320415\n",
       "min        0.000000\n",
       "25%       36.000000\n",
       "50%       45.000000\n",
       "75%       55.000000\n",
       "max       82.000000"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc24ecaf320>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop.groupby('date').agg([np.median]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc24ed27f98>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop.groupby('date').agg([np.mean]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "aa = pop.groupby('track_id').diff().rename(columns={'date':'date_change', 'day_index':'day_index_change', 'popularity':'popularity_change'})\n",
    "pop = pd.concat([pop,aa], axis =1)\n",
    "\n",
    "pop.date_change.fillna(0, inplace = True)\n",
    "pop['date_change_int'] = pop['date_change'].dt.days\n",
    "pop['day_index'] = pop.groupby('track_id')['date_change_int'].cumsum()\n",
    "\n",
    "\n",
    "#pop['day_index_change']=(pop.actual_day_index - pop.day_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>date</th>\n",
       "      <th>popularity</th>\n",
       "      <th>date_change</th>\n",
       "      <th>popularity_change</th>\n",
       "      <th>date_change_int</th>\n",
       "      <th>day_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0 days</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>1</td>\n",
       "      <td>1 days</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>36</td>\n",
       "      <td>1 days</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-07</td>\n",
       "      <td>38</td>\n",
       "      <td>1 days</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>40</td>\n",
       "      <td>1 days</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id       date  popularity date_change  \\\n",
       "0  00kzys67XYXiB31cSP5jfo 2017-02-04           0      0 days   \n",
       "1  00kzys67XYXiB31cSP5jfo 2017-02-05           1      1 days   \n",
       "2  00kzys67XYXiB31cSP5jfo 2017-02-06          36      1 days   \n",
       "3  00kzys67XYXiB31cSP5jfo 2017-02-07          38      1 days   \n",
       "4  00kzys67XYXiB31cSP5jfo 2017-02-08          40      1 days   \n",
       "\n",
       "   popularity_change  date_change_int  day_index  \n",
       "0                NaN                0          0  \n",
       "1                1.0                1          1  \n",
       "2               35.0                1          2  \n",
       "3                2.0                1          3  \n",
       "4                2.0                1          4  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pop['day_index'] = pop.groupby('track_id').cumcount()\n",
    "pop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>amin</th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>amax</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.220974</td>\n",
       "      <td>8.734592</td>\n",
       "      <td>53</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.212121</td>\n",
       "      <td>12.793493</td>\n",
       "      <td>56</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>23.526718</td>\n",
       "      <td>18.184802</td>\n",
       "      <td>57</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.877395</td>\n",
       "      <td>14.504651</td>\n",
       "      <td>63</td>\n",
       "      <td>261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>42.125475</td>\n",
       "      <td>12.213567</td>\n",
       "      <td>66</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           amin  median       mean        std  amax  len\n",
       "day_index                                               \n",
       "0             0     0.0   2.220974   8.734592    53  267\n",
       "1             0     0.0   7.212121  12.793493    56  264\n",
       "2             0    25.5  23.526718  18.184802    57  262\n",
       "3             0    41.0  37.877395  14.504651    63  261\n",
       "4             0    44.0  42.125475  12.213567    66  263"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popularity_by_day = pop.groupby('day_index')['popularity'].agg([np.min, np.median, np.mean, np.std, np.max, len])\n",
    "popularity_by_day.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc24eb85208>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(popularity_by_day.index, popularity_by_day['median'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'] + 2*popularity_by_day['std'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'] - 2*popularity_by_day['std'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2, 40)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(popularity_by_day.index, popularity_by_day['median'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'] + 2*popularity_by_day['std'])\n",
    "plt.plot(popularity_by_day.index, popularity_by_day['mean'] - 2*popularity_by_day['std'])\n",
    "plt.axvline(x = 5)\n",
    "\n",
    "plt.xlim([-2, 40])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mp\n",
    "\n",
    "def plotAllPops(pop, x_min = 0, x_max = 150, x = 'day_index'):\n",
    "    cmap = mp.cm.autumn\n",
    "    by_track_id = pop.groupby('track_id')\n",
    "    cc = 0\n",
    "    for name, group in by_track_id:\n",
    "        plt.plot(group[x], group['popularity'], color=cmap(cc/number_of_tracks), alpha = 0.7)\n",
    "        cc +=1\n",
    "\n",
    "    plt.title('Popularity over time')\n",
    "    plt.xlabel(x)\n",
    "    plt.xlim(x_min, x_max)\n",
    "    \n",
    "plotAllPops(pop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllPops(pop, -1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fc247f98d30>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(popularity_by_day.index, popularity_by_day['std'])\n",
    "plt.xlim([0,50])\n",
    "plt.axvline(x = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc24eb7cd30>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(popularity_by_day.index, popularity_by_day['len'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* How do we know when a track is released? Is it at the first data point? ~Ask Joel~ \n",
    "### Clean popularity -- remove jumps to 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "replacment_pop = -1*pop.loc[(pop['popularity'] == 0) & (pop['popularity_change'] < -1), 'popularity_change']\n",
    "\n",
    "# CLEANING: Remove sharp drops to 0 that transition more than one step  \n",
    "pop.loc[(pop['popularity'] == 0) & (pop['popularity_change'] < -1), 'popularity'] = replacment_pop\n",
    "\n",
    "plotAllPops(pop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pop['popularity_change'].fillna(0, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day_index</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>267.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>5.261364</td>\n",
       "      <td>9.672777</td>\n",
       "      <td>264.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>16.030534</td>\n",
       "      <td>15.111813</td>\n",
       "      <td>262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>14.616858</td>\n",
       "      <td>16.717067</td>\n",
       "      <td>261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4.608365</td>\n",
       "      <td>9.629523</td>\n",
       "      <td>263.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   day_index       mean        std    len\n",
       "0          0   0.000000   0.000000  267.0\n",
       "1          1   5.261364   9.672777  264.0\n",
       "2          2  16.030534  15.111813  262.0\n",
       "3          3  14.616858  16.717067  261.0\n",
       "4          4   4.608365   9.629523  263.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop_change_by_day = pop.groupby('day_index')['popularity_change'].agg([np.mean, np.std, len]).reset_index()\n",
    "pop_change_by_day.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<plotnine.scales.limits.xlim at 0x7fc24c0f5630>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pop_change_by_day.day_index, pop_change_by_day['mean'])\n",
    "plt.axvline(5)\n",
    "xlim([0,50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223363257325013346)>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pop_change_by_day, aes('day_index', 'mean')) + geom_line() + coord_cartesian(xlim=[0,50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<plotnine.scales.limits.xlim at 0x7fc24dacbc50>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pop_change_by_day.day_index, pop_change_by_day['std'])\n",
    "plt.axvline(5)\n",
    "xlim([0,50])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO: Calculate days after release for popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "release_dates = pd.read_feather(f'{data_dir}/track_release_dates.feather')\n",
    "release_dates.derived_release_date = pd.to_datetime(release_dates.derived_release_date)\n",
    "release_dates.set_index('track_id', inplace = True)\n",
    "pop = pop.join(release_dates, on = 'track_id', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>date</th>\n",
       "      <th>popularity</th>\n",
       "      <th>date_change</th>\n",
       "      <th>popularity_change</th>\n",
       "      <th>date_change_int</th>\n",
       "      <th>day_index</th>\n",
       "      <th>derived_release_date</th>\n",
       "      <th>days_after_release</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0 days</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1 days</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1 days</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-07</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1 days</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1 days</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id       date  popularity date_change  \\\n",
       "0  00kzys67XYXiB31cSP5jfo 2017-02-04         0.0      0 days   \n",
       "1  00kzys67XYXiB31cSP5jfo 2017-02-05         1.0      1 days   \n",
       "2  00kzys67XYXiB31cSP5jfo 2017-02-06        36.0      1 days   \n",
       "3  00kzys67XYXiB31cSP5jfo 2017-02-07        38.0      1 days   \n",
       "4  00kzys67XYXiB31cSP5jfo 2017-02-08        40.0      1 days   \n",
       "\n",
       "   popularity_change  date_change_int  day_index derived_release_date  \\\n",
       "0                0.0                0          0           2017-02-03   \n",
       "1                1.0                1          1           2017-02-03   \n",
       "2               35.0                1          2           2017-02-03   \n",
       "3                2.0                1          3           2017-02-03   \n",
       "4                2.0                1          4           2017-02-03   \n",
       "\n",
       "   days_after_release  \n",
       "0                   1  \n",
       "1                   2  \n",
       "2                   3  \n",
       "3                   4  \n",
       "4                   5  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop['days_after_release'] = ((pop['date']  - pop['derived_release_date'])/pd.Timedelta('1 day')).astype(int)\n",
    "pop.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllPops(pop, 0, 10, 'days_after_release')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllPops(pop, x='days_after_release')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllPops(pop)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. It looks like the using the days after release does not help with the inital days. Maybe the calculations are staggered somehow - didn't I read that somwehre?\n",
    "2. There is a vertical line that is fixed by using the relase date, so it might just edge the previous verison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pop.to_feather('../data/archive_as_of_friday_20_july/pop_60_cleaned_with_days_after_release.feather')\n",
    "pop.drop('date_change', axis = 1).to_feather('../data/archive_as_of_friday_20_july/pop_60_cleaned_with_days_after_release.feather')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Streams\n",
    "\n",
    "This file is from Sony and it's the historical stream counts. The data is only available for artist that were signed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "streams = pd.read_feather(f'{data_dir}/streams_60.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>date</th>\n",
       "      <th>region</th>\n",
       "      <th>all_streams</th>\n",
       "      <th>source_album_page_streams</th>\n",
       "      <th>source_artist_page_streams</th>\n",
       "      <th>source_chart_streams</th>\n",
       "      <th>source_collection_streams</th>\n",
       "      <th>source_daily_mix_streams</th>\n",
       "      <th>source_discover_weekly_streams</th>\n",
       "      <th>source_other_streams</th>\n",
       "      <th>source_playlist_streams</th>\n",
       "      <th>source_radio_streams</th>\n",
       "      <th>soruce_release_radar_streams</th>\n",
       "      <th>source_search_streams</th>\n",
       "      <th>sony_playlist_streams</th>\n",
       "      <th>spotify_playlist_streams</th>\n",
       "      <th>otehr_playlist_streams</th>\n",
       "      <th>shuffle_streams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-02</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>17136</td>\n",
       "      <td>1617</td>\n",
       "      <td>365</td>\n",
       "      <td>0</td>\n",
       "      <td>865</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4875</td>\n",
       "      <td>9342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>57.0</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>9116</td>\n",
       "      <td>911</td>\n",
       "      <td>540</td>\n",
       "      <td>0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1047</td>\n",
       "      <td>4809</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>81.0</td>\n",
       "      <td>4111.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7405</td>\n",
       "      <td>474</td>\n",
       "      <td>610</td>\n",
       "      <td>0</td>\n",
       "      <td>1574</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>791</td>\n",
       "      <td>3900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7868</td>\n",
       "      <td>301</td>\n",
       "      <td>763</td>\n",
       "      <td>0</td>\n",
       "      <td>1572</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>968</td>\n",
       "      <td>4198</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3559.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id       date     region  all_streams  \\\n",
       "0  00kzys67XYXiB31cSP5jfo 2017-02-02  Worldwide           30   \n",
       "1  00kzys67XYXiB31cSP5jfo 2017-02-03  Worldwide        17136   \n",
       "2  00kzys67XYXiB31cSP5jfo 2017-02-04  Worldwide         9116   \n",
       "3  00kzys67XYXiB31cSP5jfo 2017-02-05  Worldwide         7405   \n",
       "4  00kzys67XYXiB31cSP5jfo 2017-02-06  Worldwide         7868   \n",
       "\n",
       "   source_album_page_streams  source_artist_page_streams  \\\n",
       "0                          6                           7   \n",
       "1                       1617                         365   \n",
       "2                        911                         540   \n",
       "3                        474                         610   \n",
       "4                        301                         763   \n",
       "\n",
       "   source_chart_streams  source_collection_streams  source_daily_mix_streams  \\\n",
       "0                     0                          1                         0   \n",
       "1                     0                        865                         0   \n",
       "2                     0                       1733                         0   \n",
       "3                     0                       1574                         0   \n",
       "4                     0                       1572                         0   \n",
       "\n",
       "   source_discover_weekly_streams  source_other_streams  \\\n",
       "0                               0                     2   \n",
       "1                               0                  4875   \n",
       "2                               0                  1047   \n",
       "3                               0                   791   \n",
       "4                               0                   968   \n",
       "\n",
       "   source_playlist_streams  source_radio_streams  \\\n",
       "0                       14                     0   \n",
       "1                     9342                     0   \n",
       "2                     4809                     0   \n",
       "3                     3900                     0   \n",
       "4                     4198                     0   \n",
       "\n",
       "   soruce_release_radar_streams  source_search_streams  sony_playlist_streams  \\\n",
       "0                             0                      0                    NaN   \n",
       "1                             0                     72                   57.0   \n",
       "2                             0                     76                   81.0   \n",
       "3                             0                     56                   53.0   \n",
       "4                             0                     66                   82.0   \n",
       "\n",
       "   spotify_playlist_streams  otehr_playlist_streams  shuffle_streams  \n",
       "0                       9.0                     NaN                0  \n",
       "1                    8741.0                    32.0                0  \n",
       "2                    4111.0                    29.0                0  \n",
       "3                    3400.0                    84.0                0  \n",
       "4                    3559.0                   400.0                0  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "streams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19221"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(streams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(streams['track_id'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "amin   2016-11-03\n",
       "amax   2018-05-16\n",
       "Name: date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "streams['date'].apply([np.min, np.max])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region\n",
       "Worldwide    19221\n",
       "dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "streams.groupby('region').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data_on_days_after_release</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-3 days +08:15:44.262295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>41 days 09:30:15.122361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-267 days +00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-1 days +00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-1 days +00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-1 days +00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>123 days 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      data_on_days_after_release\n",
       "count                         61\n",
       "mean    -3 days +08:15:44.262295\n",
       "std      41 days 09:30:15.122361\n",
       "min          -267 days +00:00:00\n",
       "25%            -1 days +00:00:00\n",
       "50%            -1 days +00:00:00\n",
       "75%            -1 days +00:00:00\n",
       "max            123 days 00:00:00"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_tracks = streams['track_id'].unique()\n",
    "#pop.set_index('track_id', inplace = True)\n",
    "track_streams_with_pop = streams.join(release_dates, on = 'track_id')\n",
    "tt = track_streams_with_pop.groupby('track_id').agg({'date':np.min, 'derived_release_date': np.min})\n",
    "tt['data_on_days_after_release'] = tt['date'] - tt['derived_release_date']\n",
    "tt.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>derived_release_date</th>\n",
       "      <th>data_on_days_after_release</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0uIBHtYDehJwG78e0yYjXd</th>\n",
       "      <td>2017-11-01</td>\n",
       "      <td>2017-07-12</td>\n",
       "      <td>112 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184HI8TB2GGFMkgOQvVwYW</th>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>2017-05-12</td>\n",
       "      <td>3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1Ba0ucfKPaRzS3AKvX3X3r</th>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>2017-01-12</td>\n",
       "      <td>123 days</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             date derived_release_date  \\\n",
       "track_id                                                 \n",
       "0uIBHtYDehJwG78e0yYjXd 2017-11-01           2017-07-12   \n",
       "184HI8TB2GGFMkgOQvVwYW 2017-05-15           2017-05-12   \n",
       "1Ba0ucfKPaRzS3AKvX3X3r 2017-05-15           2017-01-12   \n",
       "\n",
       "                       data_on_days_after_release  \n",
       "track_id                                           \n",
       "0uIBHtYDehJwG78e0yYjXd                   112 days  \n",
       "184HI8TB2GGFMkgOQvVwYW                     3 days  \n",
       "1Ba0ucfKPaRzS3AKvX3X3r                   123 days  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tt[tt['data_on_days_after_release'] > pd.Timedelta('0d')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>derived_release_date</th>\n",
       "      <th>data_on_days_after_release</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0U1pfb8oRmhHazPuIOndaM</th>\n",
       "      <td>2016-11-03</td>\n",
       "      <td>2016-11-11</td>\n",
       "      <td>-8 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0bPSRn4crnh5f1JhELPlyL</th>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>-64 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ekNZULmcBHp3WRNKft7ou</th>\n",
       "      <td>2017-11-09</td>\n",
       "      <td>2017-11-17</td>\n",
       "      <td>-8 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44mJEP4jnRy7crjl5vtJLk</th>\n",
       "      <td>2017-05-18</td>\n",
       "      <td>2018-02-09</td>\n",
       "      <td>-267 days</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             date derived_release_date  \\\n",
       "track_id                                                 \n",
       "0U1pfb8oRmhHazPuIOndaM 2016-11-03           2016-11-11   \n",
       "0bPSRn4crnh5f1JhELPlyL 2016-12-01           2017-02-03   \n",
       "1ekNZULmcBHp3WRNKft7ou 2017-11-09           2017-11-17   \n",
       "44mJEP4jnRy7crjl5vtJLk 2017-05-18           2018-02-09   \n",
       "\n",
       "                       data_on_days_after_release  \n",
       "track_id                                           \n",
       "0U1pfb8oRmhHazPuIOndaM                    -8 days  \n",
       "0bPSRn4crnh5f1JhELPlyL                   -64 days  \n",
       "1ekNZULmcBHp3WRNKft7ou                    -8 days  \n",
       "44mJEP4jnRy7crjl5vtJLk                  -267 days  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tt[tt['data_on_days_after_release'] < pd.Timedelta('-1d')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "#streams[streams['track_id'] == '44mJEP4jnRy7crjl5vtJLk']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from pprint import pprint\n",
    "\n",
    "with open(f'{data_dir}/sony_tracks_data.json') as track_data:\n",
    "    t_d = json.load(track_data)\n",
    "    \n",
    "this_stream = [x for x in t_d['results'] if x['track_id'] == '44mJEP4jnRy7crjl5vtJLk']\n",
    "#pprint(this_stream)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train/ test set\n",
    "THIS DOES NOT APPLY RIGHT NOW. --In order to have a minimal test set, if the 60 streams are the full extent of what we can get, set aside 10 tracks as test set. Because of the nature of predictions in time, let's take the last 10 in terms of release date.--\n",
    "\n",
    "I'm hopeful this won't be needed, ie, we can use the full sample for testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_streams = streams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>date</th>\n",
       "      <th>region</th>\n",
       "      <th>all_streams</th>\n",
       "      <th>source_album_page_streams</th>\n",
       "      <th>source_artist_page_streams</th>\n",
       "      <th>source_chart_streams</th>\n",
       "      <th>source_collection_streams</th>\n",
       "      <th>source_daily_mix_streams</th>\n",
       "      <th>source_discover_weekly_streams</th>\n",
       "      <th>source_other_streams</th>\n",
       "      <th>source_playlist_streams</th>\n",
       "      <th>source_radio_streams</th>\n",
       "      <th>soruce_release_radar_streams</th>\n",
       "      <th>source_search_streams</th>\n",
       "      <th>sony_playlist_streams</th>\n",
       "      <th>spotify_playlist_streams</th>\n",
       "      <th>otehr_playlist_streams</th>\n",
       "      <th>shuffle_streams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-02</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>17136</td>\n",
       "      <td>1617</td>\n",
       "      <td>365</td>\n",
       "      <td>0</td>\n",
       "      <td>865</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4875</td>\n",
       "      <td>9342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>57.0</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>9116</td>\n",
       "      <td>911</td>\n",
       "      <td>540</td>\n",
       "      <td>0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1047</td>\n",
       "      <td>4809</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>81.0</td>\n",
       "      <td>4111.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7405</td>\n",
       "      <td>474</td>\n",
       "      <td>610</td>\n",
       "      <td>0</td>\n",
       "      <td>1574</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>791</td>\n",
       "      <td>3900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7868</td>\n",
       "      <td>301</td>\n",
       "      <td>763</td>\n",
       "      <td>0</td>\n",
       "      <td>1572</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>968</td>\n",
       "      <td>4198</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3559.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id       date     region  all_streams  \\\n",
       "0  00kzys67XYXiB31cSP5jfo 2017-02-02  Worldwide           30   \n",
       "1  00kzys67XYXiB31cSP5jfo 2017-02-03  Worldwide        17136   \n",
       "2  00kzys67XYXiB31cSP5jfo 2017-02-04  Worldwide         9116   \n",
       "3  00kzys67XYXiB31cSP5jfo 2017-02-05  Worldwide         7405   \n",
       "4  00kzys67XYXiB31cSP5jfo 2017-02-06  Worldwide         7868   \n",
       "\n",
       "   source_album_page_streams  source_artist_page_streams  \\\n",
       "0                          6                           7   \n",
       "1                       1617                         365   \n",
       "2                        911                         540   \n",
       "3                        474                         610   \n",
       "4                        301                         763   \n",
       "\n",
       "   source_chart_streams  source_collection_streams  source_daily_mix_streams  \\\n",
       "0                     0                          1                         0   \n",
       "1                     0                        865                         0   \n",
       "2                     0                       1733                         0   \n",
       "3                     0                       1574                         0   \n",
       "4                     0                       1572                         0   \n",
       "\n",
       "   source_discover_weekly_streams  source_other_streams  \\\n",
       "0                               0                     2   \n",
       "1                               0                  4875   \n",
       "2                               0                  1047   \n",
       "3                               0                   791   \n",
       "4                               0                   968   \n",
       "\n",
       "   source_playlist_streams  source_radio_streams  \\\n",
       "0                       14                     0   \n",
       "1                     9342                     0   \n",
       "2                     4809                     0   \n",
       "3                     3900                     0   \n",
       "4                     4198                     0   \n",
       "\n",
       "   soruce_release_radar_streams  source_search_streams  sony_playlist_streams  \\\n",
       "0                             0                      0                    NaN   \n",
       "1                             0                     72                   57.0   \n",
       "2                             0                     76                   81.0   \n",
       "3                             0                     56                   53.0   \n",
       "4                             0                     66                   82.0   \n",
       "\n",
       "   spotify_playlist_streams  otehr_playlist_streams  shuffle_streams  \n",
       "0                       9.0                     NaN                0  \n",
       "1                    8741.0                    32.0                0  \n",
       "2                    4111.0                    29.0                0  \n",
       "3                    3400.0                    84.0                0  \n",
       "4                    3559.0                   400.0                0  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_streams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_streams.reset_index().to_feather(f'{data_dir}/train_streams.feather')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training data EDA (Streams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>region</th>\n",
       "      <th>all_streams</th>\n",
       "      <th>source_album_page_streams</th>\n",
       "      <th>source_artist_page_streams</th>\n",
       "      <th>source_chart_streams</th>\n",
       "      <th>source_collection_streams</th>\n",
       "      <th>source_daily_mix_streams</th>\n",
       "      <th>source_discover_weekly_streams</th>\n",
       "      <th>source_other_streams</th>\n",
       "      <th>source_playlist_streams</th>\n",
       "      <th>source_radio_streams</th>\n",
       "      <th>soruce_release_radar_streams</th>\n",
       "      <th>source_search_streams</th>\n",
       "      <th>sony_playlist_streams</th>\n",
       "      <th>spotify_playlist_streams</th>\n",
       "      <th>otehr_playlist_streams</th>\n",
       "      <th>shuffle_streams</th>\n",
       "      <th>derived_release_date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-02</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-03</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>17136</td>\n",
       "      <td>1617</td>\n",
       "      <td>365</td>\n",
       "      <td>0</td>\n",
       "      <td>865</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4875</td>\n",
       "      <td>9342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>57.0</td>\n",
       "      <td>8741.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-04</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>9116</td>\n",
       "      <td>911</td>\n",
       "      <td>540</td>\n",
       "      <td>0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1047</td>\n",
       "      <td>4809</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>81.0</td>\n",
       "      <td>4111.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-05</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7405</td>\n",
       "      <td>474</td>\n",
       "      <td>610</td>\n",
       "      <td>0</td>\n",
       "      <td>1574</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>791</td>\n",
       "      <td>3900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>7868</td>\n",
       "      <td>301</td>\n",
       "      <td>763</td>\n",
       "      <td>0</td>\n",
       "      <td>1572</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>968</td>\n",
       "      <td>4198</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3559.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-02-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             date     region  all_streams  \\\n",
       "track_id                                                    \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-02  Worldwide           30   \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-03  Worldwide        17136   \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-04  Worldwide         9116   \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-05  Worldwide         7405   \n",
       "00kzys67XYXiB31cSP5jfo 2017-02-06  Worldwide         7868   \n",
       "\n",
       "                        source_album_page_streams  source_artist_page_streams  \\\n",
       "track_id                                                                        \n",
       "00kzys67XYXiB31cSP5jfo                          6                           7   \n",
       "00kzys67XYXiB31cSP5jfo                       1617                         365   \n",
       "00kzys67XYXiB31cSP5jfo                        911                         540   \n",
       "00kzys67XYXiB31cSP5jfo                        474                         610   \n",
       "00kzys67XYXiB31cSP5jfo                        301                         763   \n",
       "\n",
       "                        source_chart_streams  source_collection_streams  \\\n",
       "track_id                                                                  \n",
       "00kzys67XYXiB31cSP5jfo                     0                          1   \n",
       "00kzys67XYXiB31cSP5jfo                     0                        865   \n",
       "00kzys67XYXiB31cSP5jfo                     0                       1733   \n",
       "00kzys67XYXiB31cSP5jfo                     0                       1574   \n",
       "00kzys67XYXiB31cSP5jfo                     0                       1572   \n",
       "\n",
       "                        source_daily_mix_streams  \\\n",
       "track_id                                           \n",
       "00kzys67XYXiB31cSP5jfo                         0   \n",
       "00kzys67XYXiB31cSP5jfo                         0   \n",
       "00kzys67XYXiB31cSP5jfo                         0   \n",
       "00kzys67XYXiB31cSP5jfo                         0   \n",
       "00kzys67XYXiB31cSP5jfo                         0   \n",
       "\n",
       "                        source_discover_weekly_streams  source_other_streams  \\\n",
       "track_id                                                                       \n",
       "00kzys67XYXiB31cSP5jfo                               0                     2   \n",
       "00kzys67XYXiB31cSP5jfo                               0                  4875   \n",
       "00kzys67XYXiB31cSP5jfo                               0                  1047   \n",
       "00kzys67XYXiB31cSP5jfo                               0                   791   \n",
       "00kzys67XYXiB31cSP5jfo                               0                   968   \n",
       "\n",
       "                        source_playlist_streams  source_radio_streams  \\\n",
       "track_id                                                                \n",
       "00kzys67XYXiB31cSP5jfo                       14                     0   \n",
       "00kzys67XYXiB31cSP5jfo                     9342                     0   \n",
       "00kzys67XYXiB31cSP5jfo                     4809                     0   \n",
       "00kzys67XYXiB31cSP5jfo                     3900                     0   \n",
       "00kzys67XYXiB31cSP5jfo                     4198                     0   \n",
       "\n",
       "                        soruce_release_radar_streams  source_search_streams  \\\n",
       "track_id                                                                      \n",
       "00kzys67XYXiB31cSP5jfo                             0                      0   \n",
       "00kzys67XYXiB31cSP5jfo                             0                     72   \n",
       "00kzys67XYXiB31cSP5jfo                             0                     76   \n",
       "00kzys67XYXiB31cSP5jfo                             0                     56   \n",
       "00kzys67XYXiB31cSP5jfo                             0                     66   \n",
       "\n",
       "                        sony_playlist_streams  spotify_playlist_streams  \\\n",
       "track_id                                                                  \n",
       "00kzys67XYXiB31cSP5jfo                    NaN                       9.0   \n",
       "00kzys67XYXiB31cSP5jfo                   57.0                    8741.0   \n",
       "00kzys67XYXiB31cSP5jfo                   81.0                    4111.0   \n",
       "00kzys67XYXiB31cSP5jfo                   53.0                    3400.0   \n",
       "00kzys67XYXiB31cSP5jfo                   82.0                    3559.0   \n",
       "\n",
       "                        otehr_playlist_streams  shuffle_streams  \\\n",
       "track_id                                                          \n",
       "00kzys67XYXiB31cSP5jfo                     NaN                0   \n",
       "00kzys67XYXiB31cSP5jfo                    32.0                0   \n",
       "00kzys67XYXiB31cSP5jfo                    29.0                0   \n",
       "00kzys67XYXiB31cSP5jfo                    84.0                0   \n",
       "00kzys67XYXiB31cSP5jfo                   400.0                0   \n",
       "\n",
       "                       derived_release_date  \n",
       "track_id                                     \n",
       "00kzys67XYXiB31cSP5jfo           2017-02-03  \n",
       "00kzys67XYXiB31cSP5jfo           2017-02-03  \n",
       "00kzys67XYXiB31cSP5jfo           2017-02-03  \n",
       "00kzys67XYXiB31cSP5jfo           2017-02-03  \n",
       "00kzys67XYXiB31cSP5jfo           2017-02-03  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_streams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'track_id'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3077\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3078\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3079\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'track_id'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-91-63ce51a7a022>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrain_streams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'track_id'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mset_index\u001b[0;34m(self, keys, drop, append, inplace, verify_integrity)\u001b[0m\n\u001b[1;32m   3907\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3908\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3909\u001b[0;31m                 \u001b[0mlevel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mframe\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3910\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3911\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mdrop\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2686\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2687\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2688\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2689\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2690\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2693\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2694\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2695\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2697\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   2487\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2488\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2489\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2490\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2491\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   4113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4114\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4115\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4116\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4117\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3078\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3079\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3080\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3081\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3082\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'track_id'"
     ]
    }
   ],
   "source": [
    "train_streams.set_index('track_id', inplace =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "columns overlap but no suffix specified: Index(['derived_release_date'], dtype='object')",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-92-e035625f4534>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrain_streams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_streams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrelease_dates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[1;32m   6334\u001b[0m         \u001b[0;31m# For SparseDataFrame's benefit\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6335\u001b[0m         return self._join_compat(other, on=on, how=how, lsuffix=lsuffix,\n\u001b[0;32m-> 6336\u001b[0;31m                                  rsuffix=rsuffix, sort=sort)\n\u001b[0m\u001b[1;32m   6337\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6338\u001b[0m     def _join_compat(self, other, on=None, how='left', lsuffix='', rsuffix='',\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_join_compat\u001b[0;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[1;32m   6349\u001b[0m             return merge(self, other, left_on=on, how=how,\n\u001b[1;32m   6350\u001b[0m                          \u001b[0mleft_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mon\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6351\u001b[0;31m                          suffixes=(lsuffix, rsuffix), sort=sort)\n\u001b[0m\u001b[1;32m   6352\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6353\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mon\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36mmerge\u001b[0;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m     60\u001b[0m                          \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m                          validate=validate)\n\u001b[0;32m---> 62\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36mget_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    572\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    573\u001b[0m         llabels, rlabels = items_overlap_with_suffix(ldata.items, lsuf,\n\u001b[0;32m--> 574\u001b[0;31m                                                      rdata.items, rsuf)\n\u001b[0m\u001b[1;32m    575\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    576\u001b[0m         \u001b[0mlindexers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mleft_indexer\u001b[0m\u001b[0;34m}\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mleft_indexer\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mitems_overlap_with_suffix\u001b[0;34m(left, lsuffix, right, rsuffix)\u001b[0m\n\u001b[1;32m   5242\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mlsuffix\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mrsuffix\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5243\u001b[0m             raise ValueError('columns overlap but no suffix specified: '\n\u001b[0;32m-> 5244\u001b[0;31m                              '{rename}'.format(rename=to_rename))\n\u001b[0m\u001b[1;32m   5245\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5246\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mlrenamer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: columns overlap but no suffix specified: Index(['derived_release_date'], dtype='object')"
     ]
    }
   ],
   "source": [
    "train_streams = train_streams.join(release_dates)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_streams['days_from_release']=train_streams['date']-train_streams['derived_release_date']\n",
    "train_streams['all_streams_cumsum'] = train_streams.groupby('track_id')['all_streams'].cumsum()\n",
    "train_streams['days_from_release'] = (train_streams['days_from_release']/ np.timedelta64(1, 'D')).astype(int)\n",
    "train_streams.reset_index().to_feather(f'{data_dir}/train_streams_with_release.feather')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visual EDA for Streams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotAllStreams(pop, x_min = 0, x_max = 150, x = 'days_from_release', y = 'all_streams_cumsum', log = True):\n",
    "    cmap = mp.cm.autumn\n",
    "    by_track_id = pop.groupby('track_id')\n",
    "    number_of_tracks = len(by_track_id)\n",
    "    cc = 0\n",
    "    for name, group in by_track_id:\n",
    "        y_data = np.log(group[y]) if log else group[y]\n",
    "        plt.plot(group[x], y_data, color=cmap(cc/number_of_tracks), alpha = 0.7)\n",
    "        cc +=1\n",
    "\n",
    "    title = 'Log Stream count over time' if log else 'Stream count over time'\n",
    "    plt.title(title)\n",
    "    plt.xlabel(x)\n",
    "    plt.xlim(x_min, x_max)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAG6CAYAAADtSUvWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXmwJVle3/f5Zebd3l57d3VXVy8zPd2zMKNZGCAADQizSgjCWCALS8IWWA5DGAeSkayQwQ6DbRkFIUQojDGDsWR2E2hBEGA0MCwC3DMwzDAz3TPTe1d1rW9/7y6ZefzH73cyT+a79y3VVdVVXecbceKcPOdk3rz57sv85O/8zu+Ic46oqKioqKioqKioe1HJ630CUVFRUVFRUVFRUa+XIgxHRUVFRUVFRUXds4owHBUVFRUVFRUVdc8qwnBUVFRUVFRUVNQ9qwjDUVFRUVFRUVFR96wiDEdFRUVFRUVFRd2zijAcFRUVFXVHSkR+VUT+xut9HlFRUW9sRRiOioq66RKR50XkK27xZ6yIyAdF5FUR2RSRZ0Tke4N2JyJvupXncLdJRH5LRP7W630e0yQi3y8i/yKsc859jXPup16vc4qKiro3lL3eJxAVFRV1g/phYB54ElgHHgfeftidRSRzzuW36Nyi9lG89lFRUXeSomU4KirqtkpEvl1EPisi10XkX4nI2aDtK0XkaRFZF5F/JiK/vY8l833ATzvnVp1zpXPu0865X7TjfNj6fExEtkTkm0XkAyLysoh8r4i8Cvyk9f2LIvInIrImIr8vIp8XnM/fE5HPmeX5kyLyjUHb3xSR3xORH7Z9nxWRL7L6l0Tk8n5D/CJyXER+UkQuiMiqiPzyQddIRB42i3cW9K2svfbZvysiP2THfE5EvsbafgD4EuBH7Zr86Izz+noR+TP7Tr8lIk8G1+IXW33/iYj8iJWXReQnROSiiLwiIv+jiKRTrtV14Ptbx/lq4L8FvtnO7WMzvtuhr7eI9Ow6vCgil0TkfxORway/R1RU1L2rCMNRUVG3TSLy5cD/BPwV4H7gBeBnre0k8IvA3wdOAE8DX7TP4f4A+AER+TYReXPY4Jz7Uiu+0zm34Jz7Odu+DzgOnAe+Q0TeDXwQ+M/tM38M+Fci0rP+n0MBchn474F/ISL3Bx/1fuBPbd+ftu/yPuBNwLei4Lkw4/z/OTAHvA04jVq6971Gh9T70Wt3EvhHwE+IiDjn/gHwO8B32jX5zvaOIvI48DPAdwOngH8L/GsR6Vr914rIkvVN7Rx/2nb/KSC37/7ngK8EwheZ9wPP2nf9gfBznXO/Bvwg8HN2bu/c57sd9nr/L+howbus/QHgv5t92aKiou5VRRiOioq6nfprwAedcx91zo1Q8P1CEXkY+Frgz5xzv2RD6D8CvLrPsb4L+L+B7wQ+aZbUrzng80vg+5xzI+fcLvDtwI855/7QOVeYf+oI+AIA59wvOOcumOX554DPAJ8fHO8559xPOucK4OeAc8D/YMf/dWCMglhDBtRfA/xts2xPnHO/fYhrdBi94Jz7cTunn0KB+swh9/1m4Fecc7/hnJsAPwQMgC9yzr0AfBT4Buv75cCOc+4PROSMfZ/vds5tO+cuo3D/LcGxLzjn/qlzLrdrfyM61PUWEUH/tv+1c+66c24The1vmXnkqKioe1YRhqOiom6nzqKWTgCcc1vANdRqdxZ4KWhzwMuzDuSc23XO/aBz7j2opfDngV8QkeP7fP4V59ww2D4PfI8Nu6+JyBoKWN4t4a8HLhRrqE/yyWD/S0F5186rXTfNMnwOuO6cW53Stt81OoyqFwjn3I4VZ1mnD/rsEv2b+M/+aeCvWvk/prYKnwc6wMXgWv0YagX2eonXrsNe71Oo1f0jwfn8mtVHRUVFNRRhOCoq6nbqAgpOAIjIPAqyrwAXgQeDNgm395NzbgO1/M0Dj+zXtbX9EvADzrmVIM05535GRM4DP45ank8451aATwBymHM6QC8Bx0VkZUrbftdo26rngv73HeFz29//oM8WFNxfsapfAD4gIg8C30gNwy+hFvWTwXVccs697QiffVD7UXQVBeO3Beez7Jw77EtBVFTUPaQIw1FRUbdKHRHpBylD4enbRORd5pf7g8AfOueeB34FeIeIfIP1/S/ZB/RE5B+KyPtEpCsifeC/AtZQf1lQK+KjB5zjjwN/W0TeL6p5Efk6EVlEwdoBV+zzvo0jRKvYT865i8CvAv9MRI6JSEdEvJ/zzGvknLuCgum3ikgqIv8p8NgRPvqga/LzwNeJyF8QkQ7wPSjk/r6d9xXgt9DJh8855z4VfJ9fB/6xiCyJSCIij4nInz/iuT0sIq/5uWQW7R8HflhETgOIyAMi8lWv9dhRUVFvPEUYjoqKulX6t6h1zqfvd879JvAPgf8HtQQ/hvlxOueuAv8ROunrGvBW4CkUxqbJoVB2FbVo/gfA15lbAWjEgp+yYfK/MvUAzj2F+pb+KLAKfBb4m9b2SeAfA/8eBbV3AL935KswW/8JMAE+DVxGJ62x3zUyfTvwd9Fr9DYMVA+pfwJ8k2ikiR9pNzrnnkYnov1T9Lr+JeAvOefGQbefBr6C2irs9deBLvBJ9Fr+IuqvfFj9guXXROSjR9hvlr4X/Xv+gYhsAP8v8JabcNyoqKg3mETd8qKioqLuLJmF8GXgrznnPvR6n09UVFRU1BtT0TIcFRV1x0hEvkp0ZbkeGndW0BBqUVFRUVFRt0QRhqOiou4kfSEa29cP0X/DawjDFRUVFRUVdaCim0RUVFRUVFRUVNQ9q2gZjoqKioqKioqKumeVHdzl5unkyZPu4Ycfvp0fGRUVFRUVFRUVdQ/qIx/5yFXn3IGL7dxWGH744Yd56qmnbudHRkVFRUVFRUVF3YMSkRcO7hXdJKKioqKioqKiou5hRRiOioqKioqKioq6ZxVhOCoqKioqKioq6p5VhOGoqKioqKioqKh7VhGGo6KioqKioqKi7llFGI6KioqKioqKirpnFWE4KioqKioqKirqnlWE4aioqKioqKioqHtWEYajoqKioqKioqLuWUUYjoqKioqKioqKumd1IAyLyAdF5LKIfKJV/10i8rSI/JmI/KNbd4pRUVFRUVFRUVFRt0aHsQz/n8BXhxUi8mXAXwY+zzn3NuCHbv6pRUVFRUVFRUVFRd1aHQjDzrkPA9db1f8F8D8750bW5/ItOLeoqKioqKioqKioW6ob9Rl+HPgSEflDEfltEXnfrI4i8h0i8pSIPHXlypUb/LioqKioqKioqKiom68bheEMOAZ8AfB3gZ8XEZnW0Tn3vzvn3uuce++pU6du8OOioqKioqKioqKibr5uFIZfBn7Jqf4IKIGTN++0oqKioqKioqKiom69bhSGfxn4cgAReRzoAldv1klFRUVFRUVFRUVF3Q5lB3UQkZ8BPgCcFJGXge8DPgh80MKtjYG/4Zxzt/JEo6KioqKioqKiom62DoRh59xfndH0rTf5XKKioqKioqKioqJuqw6E4aioqKioqKiou1LOQTGBsoAyr8tFDkkKS6df7zOMugMUYTgqKioqKirqxuScgmUxtnxSQ6dP+Vjb84n1m0xpD7ar/XMrt/KpdUWQF3WbK2ef+/1PwjfFBXSjIgxHRUVFRUXdPXJOYS8fBZA5rssVVAZW0LIA5/MyAEZL7WN4OM1HTZidjFrtY4XOmyERyHqQZJB21GrbyDNIM807A+i36pJUy5Jqedp+7Xzu2M0596i7XhGGo6KioqKiboamgepkZNuW/PZk2Mx92adqe1f3mQwNREf6OTdbWVdhNO1auavltAOdPgyWdLvT07rM8mnJA2fahaxTHzPs095O0pv/naKiDqkIw1FRUVFRb2x5v9HQetq2pk5GtTV0msU1HyuYjnct39FyG2z3G5afpSRTyMz6mnf6Wu4twMJJ2+5Z6gZ5t4bSrBcAaLcJmUkKklieQpI08zRTy2xU1J0o54Ac3AgYad4oj2fUjw79ERGGo6KioqJun5ybDZseRBuW1WGrXwifo73wWvmmtnxQX4uSTAGz09ch+u6cpuXlGlQ7/dpyGkJr6vfrTd/2EBsVdbfJOaDYB1IPWXYjYDyj3uc3Mhpy+P+r+B8YFRUVdS8rhFPvE1r5ho6afqLThvqr4ftx4GM62js5qoLWyY2fa2VB7QXWUoPO7lxtEd0zBJ/Vw/tp4ALQ6N9yDwjLyY2uTxUV9TrJFcwGy/H0+hsq38BICBlITxM9kC5I38orkPj6dp9WfXu7Ue7qqAeHG/GIMBwVFRV1p8kDatufdI9VdLjXJ7VhYW1bTKe4Btyo1VTEhvXNypkGw/edAQxWmkBa9WkDZ68G0oYbQK/u5/eNUBp1t8s5GjDK8JCW01nl8Yz6G/m/TvaBzKUZkDqlPLWtG0DqnYeed94ZRUVFRd3pKguF0vFuMMlpOB1e9wz7t+C1DbV+v6Oqsn62JznZsHx/sQbPtpW07Xua9VrwGg79dxWCo59p1BtRrkQB1UPqEIXMNrQO95anwu2UtiNL9gHOeUiOB21dDgWs08qkt/Z/2jkoCvXxLS2qSRFEOfHlsty7XUU+Cfq287Ld//BW6wjDUVFRb1yVxXTYrFIAseMdA9FpkLvb3O+oQ/1JWoNlOBmq04PBMnROB8DZa/qU+slU1cSqVr/Kghpv51H3kFwObrdOFcBa2rPtwXQ3gNxpfcZHPxfpAf0AVPtAF1gEOW7lLrguSAfKDmC5y6DMLO9AkdblMrHtRMHuyLA4gXI0va0NjW2Q9H3zvA7LV1j85tzHdi7r2M4NGC3qGM9FK6yf/vGauXN763BWDNt8/ZS+jf7T9ttf8e4ZFRV1Z8m7CIx3mmm03ZzFP96B8Xbd5uv9jP/cJl4dRX6CVKdfJz+jvzswAA3bB1rvt0O3gdCaGsNGRb3RVVn9ZljrigLKIZQ7UG4plJbb4Lah2AVsmyG4Hd328MpQtxmCmIWVnBqMLPcw5AI4cg6cQJFBmWpepHtTntRpInr4XDSNnW5PgInTbV+Xl/adNmo49N+/ArLgnKBVF24zZZ8D6qb2mbKPiLnPWu4twJUh2Le7utK3iVh/CfYL65jdnoafu89xwmNN7evr2L+uffxDKsJwVFTUzZFzajUdbSukjrabANuwwFrdaGcv9I53OFR4qrSjk6Z68/Xs/qUlKw+aYNu2uHbCdj/5qheH/aNuvpwLrG35FEBs1RdmcSsCi1sxxfrWPlbuLXGHPFbj81v11bEmwBhkDMkIkonmMoZ0Aonl6QSyQlNaQCeHrNTtjtVnJcg0a53bW84FJonlU8oeVieJAapBa04NsYXtU4jCcPivLfZ3kdbn4pqQFgKWB64QwNoAlwp0DCYTO05C85je7T08hkAV6i4RW0RELCxeEqTU6n3ZtlMLnZemM/YLQZHgc/05hmDq9vYNvnp9bVzz/MNr66+juGZ9+3rLtHLwNwgn58kU6A+3q79pq/3vcShFGI6KimoqH8NoC4abMNwKyptartK2tQV1ZXHw8f0EqxBkl85ouTdfW1u7AeR6wPX9O4PoFnCvyjkLnZYHeT6lzq/CNqU8tU9r30Y5XEo4D9IkAM08GEJuLQ080zIYlA9tCWy1+2sS1mUOupY6WF4qqHXCclmnzOfOINZBWjYhxBioAUheFXwmCqA+Hyewm5hF1urLIG+UU+MfqeFJsHjISQ2CA8tFWm1BfQWediwPhBAAaJhCUHR1P8Lt4DpUEBf2bVssgws1yyp6A1ZMVcmNRXK4UfnztOtdvRiE28mMPmn9XcO2Rp4E1yOdfvzG5yTTz8kfqyr/80N9u/g0iYp6I6oBtAa13lo73qnhNYRdX7efa4GIug1UaR4WTunkrN4C9K2+bbEN3Qmiy8DdqbJUv+ux+VSPzf96ZP7YM5MP0eYnDxpYVotcjGvgLCYBiAbLCofQ6tpwOQMIpw4nz9gnhKEktPZhbQFg7bEYzqhLBTI7Tur0+Zw6SJzmvpwYdCaYVbU0a6oH0yBPS31qZwa8qc/L+php2YRU/x0aMqItDUJd0ipnlpu/aqMc5pYIYQbIEuh44AvqxcyiM4fAPfykQZ7W2w1wCvID6zxghW3hsYLjH/qYYd46/h7Ae61w2AK8qfA5A0b3wOGsfNa5htB5C+VjFh8muXA7R18K2n1ycIef2xFhOCrqTpZzChK7Gy243ajLuxu6vbuu5d31g6MReF/Y3oKC7MoDCrIV1C422/12d3Drb4pvBPkVz0KLYSMvZrQH9e06Hwpt7OFzGADmqIbIECyL3MqBFbP6vElrOD20cNoDx/s+Nia/vEb5h3niH+yhNS+ZXpcKdDMbPg6X+81sSDjYTrNgu6PLASdpsCxwFiwJ7NuzYJU2IClAzElU8mbC5wU2Rq8PXRkBO5DYxKzEogkkE5ASkiBJaZ/h66wsrobACkR81A6fUhoTsnwZi9Pqy9IHBlSTu3yd9EEGQAckCz4v2afsYTEE1UTPZVp5v/0OLMf7y6FUwWM+JdnkOXLU73rcTKW5v5Rj9Pfrc1/2IDm2ukl9bBd8jita5VKPMxNcwxQArJQzXmanjKjMegkO66vRk8MrwnBU1O2Qt9R6P1pvpa3gNnBDaOTb7BsH1ofMGixrOnZO8/4iDJZaYDtfW2vvBuusc1NA7SYDZqMuGP52hUJlu70sAktmEMu3AtBc68uynvFd2o0+LJcFlS8pJZRh+7R9/MPCKxgeDK1r1cSXcNtbOZMaHhvA2IXOnEJiEgBi2gmAslvX+4UqOkFYtk5v+nblo92FrpUrX8cgVf6SBrZ+6eCq/QiWqXIM+RYUW5rnm3W52IJi28rbUKxBsWNpSyd2MVLY9UAsxd7tpKiMoTXgenhtA2K3LidzIHMg8yCLkCxAsgjJEqTLdZ2E/QaW+3L3Nf9r3VNyzqyEBmauDMp5DYbOx+udNCHRL/frcio4rPI8AEnf7l+S8qDeA6LfJ4TYIsj9S9gUeBS7V4i3hPoJetwkIHRBdwdOdLtMAkYVGz0It5m9XYodx++X1HWl9S0T3S6o3WQq9xnqvBBNoRG4uoQChZvybuCAy4f69hGGo6JuREWu1tidddhdgx1LvhxaaYcbasXbT925JrgunKxdDirL7GJtvfXbWefgcw2hspjoOd8IYIawGLYfBjArkJyYxXFGe/vYh/luLgDIsrXdhsmyDZcGWA3jgz0UyjLIXXB82y8EznBYsT30WwFrR/t5mOwGC0p0gmV8u0EYtU4PulbumZtJt2/9PXj6cmf6dgW3d4nVzTkodxVWJztNsN2TbxrweshdB3YNXEN49VBb6HVIzdrcoWWpFbWWVkCb2d8t1XKypEmWDFpbKVkwaJ0Cs/Tv3OvfBsbSl4NRggZQhn2K2npY+tBkY3DDADRzNGyZt6T7uqDdBQBZWSZDsCyCuhAYcwPFFjiKtz56i3s7BTB5lOukhUa2ByTDthAE21DYAMSgrkpBXZGiodd6NRSWiflpU08WLNEJhYULJhWKgmEuGg0jR/MJqG93ovvmlhf2pudB1oNuO7FfG1T311AiNjqTNlOSQCdVF5s0gU6idX47E3M9skmCmY0uZQJd65Oi+/g8E+Djh/rTRhiOivKajBRed1YtbwFuWB5uNvd1BklJWsNqdx6Wz8KpxxR2014NQmmntsIlHcCZJTIczp7AcATbW1C8WNdVUDpp1U2mH6PYx7J8MxRaGR2B1TmAQ8+dlQXBNXMPngVmKeiolaAweC1yBVE/OakotBx+TgWe1Ja4BrQGPniIXvtOz/KuQmfaMfhsgWYFrO162562jy93e4FF9S4B0qOqzBVg820ovaV119KOwa2lcjilLujrts0SGwBsaJGV3B58/qHpagutYL8/+01i1m4PszIIINZbWxfqvNHWglxaLkLVi5hBWunhMa9BsZwoFLorVpfXedVeNOvD9gZ0tqySHjob1kmDzcp1w87Nu3w0LJFBuXLRCMFxWt2sPuHbZKCpTGQjFVOBSYLDBOUGMAZQWSZNYPRxeUtqqAutilUZA0Z/KVx9eXx5DExK7VdKMDkwSLl9foFtp3V9kdTAWPmlh9eR6eVUDP6C5MEuS/W3nqXaz0Oh3yeEwTRRwuuZ609qMCli/YKUJtUtUt2XXB0STVzdT4Ckfc6t75Vg3zf4XYTl0CrvxsHv2/ZrhMqbYvmeWefL7O17CEUYjrq75GPQhj6R1UQbS75tMobhOmyvwu4qbBvEjjZrF4TRNozNfSEfU/8TlTQAN/V+hZ166Ba7SXlft7SjN5rxBmxsvLbvmST1Z3qfxnDY2pc7PXV9SFvtfujZX7M2hHorZxlYS0PoLHIF0cLAs8hhYhDuZ93nE5j4fATFAdbv/eRhMYTKwQzA9HA5DVBD8JwFtR5+49K+qjJnr/vATpAOsV36SZcekNruBR5i7aGdiD3UMYgNwbd66tKYtOSXcZV5YAD0wNnqWa5bpyKzcgfKrE6VZW4SQKZBvNsC93INqJU/pUEmAYRW2x4iA2hMpkHkLJicAZXVcQwsKuCA5svdtNEJaL4UBi+jDbj0KdGXTpcpvJVBCqM+FAEM5kltsK1CnHmLo9SXZ+S0fuwsNm8JIzTP7UT8kHs1tG6WTSc1yJQE1yGAr8SxB8Iysyh6a2IqNVB6GPR1vuxBsSvQD0Axpf6dtpOUrXOaksgt939b2Zsqtybqsn/+UNTPoNcEg2FOq19o2bXtPPx9SFBuJf83K4Pniy/7Z0tV58yS7fZ+nn8pcq2ybwv7ta3Re+qnHOuQijAcdXQ5gyW/vGzeTjZL3M8cn9rHzxz37ZNWHrQ3+ub2j+Utoh6Cx828tHzam6FIsBStH46eh7mTzZBevQUtV0vXZjWgVhNz2pCazQbXsB3shlGgQdvN0lmWNWyO/cx9m5Uf5uMh7Pi6nXpGf9jnRic8STLbUtqdg/mWpXRq+aD2VvmNaC29nXIlTDZgct3SOoxXzZ1gI3Ap2La6bYPabQU8v0CAs2HlCmDNuuitsEIzMkLHw2AR7MPsB5FzZvFPYJIqZLlU60pbdcvZ4ghlorAmoYVNQIaQ7NQgWrk5uFadbfsoTUkAOpW1y4OUz22/tuvLHrcX6vZ2VAQ61KMgWf19/PcswrK3MqZN62Xo85iXNuRdahrbPaMoYWLlSQF5oZbM3O4lVbkIwMX/HTyEhQBeHA42M2+FlCkJjSLRA5aYAZIGhlXs26RZrtqSGhr9ZEpo3iukle+Bx1JfeBqwOAOiGu4AQV5KvZ931/VwV4EfTfgrrFy4wODggu2iBYbTII/Wee7Xtw2XwUvGnmNB5ZvfiF9s7kOVv/60PGwPYhr7usz/zdLmsf3f0B8nnEDr3fhK/zsPJvbmgevcxMq+bhIYw/wzcxIYaHzdIRVh+G5XCKa5X262lefjZl3RAtIwxFHhJwbNgNJ8H8g8rKpZ3a08zaiGHUs/s9UP+Q11eDW3FcaAymrUEYPYEzC3AnPHYP4ELJyA+eOaL5zUEGALJ9SFIc04EoAVBQx3LG3X5V0rb21bRAfbHu3shdfXCqqdHvRCP1LL5xZh+WSzbla+r0XV+5fG28Kh5Jy9dI3QJU9tlrZPzpfzoOzb8ua2ryuGLcuruRCUYdlcDcoROPvcCmgBDGR8yqCKwZom9VBoB+gHUJh4GIQKAsMJeBWMmBuCT9JFKShDLbdpnWMPXT96khhQhxArziC63Jv7IdY9llA7HuG5EjxYQysnrWFyzEPA4CSnCZyFpdzVoyO5HyWxutw/vMu6jx9dyQ10/NB4G7ilVe/bmj8u+2oyJQX1PnzbYEY/WnmjLrx2Afj7FwHn86Tu27AYepgLLI2lq4Erb1sDW9bCRj36+636uzovXN3W+PzgUlVgGHx+aF0O+9fkPP2aV5clAHLs/6fKQ4APQL79N6PdxycPiDJlH4IXgeB8G3/T4NlV7WPXUlrHDPtX26A//COqAvlC4dQvEb1nIZl2fTD62N4+qt92Bdb2/PcLjiSJuoQMWguOHFLxqXcrVeT1qltVKKRguwjjbrbgdRbETut/I2DqraPe6ul9WbNgu79Qzw5v96lAthsco1f3D1PategIQQiw7VX1zd1Zhe3rmjZW934XEegvwcoZBdv54wa7Pj+m+dyKWninKZ/U4Hr9GoxeroHWw+s0wA3rxodwAcg60J+D/rxOduoN9gfVbn/v9qw+Wedo8H4vy5UGqGMFxsJcOEJwbbfPzPfZpxhRWZsqK5SRlveLqyb+eJOStTVCDgVmOx/Av+HP50EVffFLknrCifEmqVllKqANHt5CDWAe0MLYsG0Qwj9QPYhaXga/vzCsk6tMUARkUlvTCqGeOY7VBVayghqOKsuZQWdJbTEqw1S2oCo8DgS0d4NqvQBMs8Z5MErEnqTStOC1rXTVdlL38eeah32oy94KWYFmK/fQ3bgefp8WGPrPrCCyouPW9Wpfu4O2aYJjAyDt91WFyQvDr0kNMe1tzLVhVnsVni+tjxv2Cy2QVb/QMpnWlskkgClpRS9puDIctmzXaN/yPsfZYwE/RN/9ys6ZxXRshhkzbo3HWj8e122Nbd8/2M5nAbT/PHt58iN/vWCksNsJRgRbk307XZ1Q3JmSun5/zxr+N3TI6/v33zXjnJuKMNxWPlEw27oGW9c1uPxkaPC5D9j6sofUyZBDzYZvq+OBslfPLvfb/YWgrleD6J5yb0p9t7nfUS2jB2kyhLWLsH4Rrn2uLm9c0uvZDg8mYuHAVtRae/KRpjXXA+9gmcZKY0UBO5uwuQbbG/DqVdj+HGyt12l7A7YtH+4cbqik04PBfA2z/Tk4dkqBdjBf14V9fJuvO0xkhzeiqgevWQHauS/nI7VuFkPIdyw3C2e+2wTXYhhYXEMQ9WlkFtVxbRn12+1FGRzBdknlCtAYO/aOiQaC3hjp9w9X4XJlAJgeFstmHxHIXA2zqeUiWtd1Fh7WUS2YkFFbaCvrof8coTGEDRW3NiGNKVYzq/fg5YG0ms3ut4N9K3gN8iLYDjm+srwakHqLoB8qDoeuK5iVvZ/lpp2bvwhmXa5i0YZxbAPLczVx0vqG1k1/LCf1tqOuC38OlZW4aAL3keHxEG0+1F2VOkGduVZTKF5dAAAgAElEQVRlnbq9cs9qxVROMh3VSfxM/SC+chVOb1qeBvvM6uPjOfvzarXFF/VbK+dgNILtTdjc0Hxroy5vbuj21oZOuN7ZhuGuGXL2WUQpVLcL/YE931ZgMAdLc1o3mAvagu1pea+vv4+7TG8sGM4ntrrWdpB2glW3gvqxDbePh7V7wa4tYDBLItShjyx5n9PBUhAOyade3R7WVft2m8Ca3sHWP+fUurt2QSHXw65Pu+vN/oNlWDkL9z8Ji6c0LZzUNH9crb0i+ua5vaFpZ1Pz1Uuw9UwNtltrdXlnc/r5iagVdmEZ5pfh9DmYXwrgdW460PbnFGrvJteAIq/dRSY7mhfe93pUlys3l9HechiVwgVQWSUPlq0hf2x439nkI/yEI0cjlNHUdAMjGOEQrn/hD4eXIbCA+kQNnQ14DFwAGpYfb0FqfWwlpxZZz1idQiMY+GVrswBk00LhtjHBJjiHJDjv0HIYWg3LhGqVL+87W00EM39Tl2k9GdVEsSKBPLMJTqn65FbRq0QnMo2czZAvdULkpFAf1Kqc1+XK7xGqoWx7z6gN2h4UzRrXhlIJ/n6Vry313y30I0xbvone+n3Ue6If9fKglllIu9BiKUn9c/TD290enHkwAM60CaIhgE5rn5aSA9ojSN57ynMF1Z1tA9jNGmSr8pS6yT5Gnbl5WFiCxSVYWoEzZ/eC6kEgexcC7M3UnUsAzmkIq82rFq91Vlq3yAA77LuMrFdvrl4q1sPpYFGhtDdv/qUnYNEslN25Gn7vZFi9GXJOr+f6xRp6K/C9oC8RXiJqyV05C4+8H1buh/mT0F2EZKBvox5yN9bh4guw/fG6zoPtLKutiMLs/JLC7dlHtOxhd6GV5haP5B/0uss5jXQxMteRsUW5qNKG5uMtfZHLDXzHFpJq2vKTs5IUASRCFfrGWzRDv8JwmKka6rS2LITOFKSjf+ukC9JFI21065T2IOlpLgYG3gLlo11IAc5W6sL8wp19x3JHU7Gl9RJYe/1wf7VSVzhMFkK3WfMay6a62vUgzaEzgSyHbKIwm+TNPJzd7y9TOCzop567BKRncNoFZ9EOyi4UPSh7UPYhX4B8ESZzmsYZ7DrYzmEnh90J7A5hZ1dD6+0MYTiGkaWqPNHFWyoffj8JLig3XkBkCnSGIOq3uzWIeigV69MPfM59vONev47QsceaGZTb297SGPqSOu+ja/6GeV77HhZlPYEm97lNtplM6v5juz7V0O+2uhEcpEffAt/1dw7uF/XGkP/dTOy3MrFJy7m5CuTetWBcT2j2/fPAnSAs++OEZT+xa7SrELyfpVYE5hcUbBeW4OQZOP8mhdz5RVhchoVFK1uf+YV7HmT3yDnqUIOH0+2F4dE2fPrDgW/slMle26uwfgk2Lk+H2yRRK2x/SfPj5xRm/epafoUtn/cXgu3B3QVMt0JFDpuX1X3Bp/VXa/Ad79R9JYGl07B8P5z8YgVd6al1apirtXb1Kjz7WVj/AwXcWZpbrOH2+Bk49+Zm3fxSsL1498HtQdq5Blc+AVc+Bdc+Bauf1RBs0+A1cQYNFkvSW0E7JXRLar82nycKptKrrV/ZHGTzmjoLuu3BtMq7BrTeZy6wrEKQe6Ayi6f3hS1HzeTGwfbQIhhchHzT4DbwPfOWZ6ZBin2fCq47+h3SOUgHmrI58293Cq1JDukEZEK1DK7YBDMZamIMMqYO+WWhsSpelNoaW3QVWHd7MO7DuAejHgy7sGtpJ4NRoiA7crBdwOZYATac9ZznOiku36i3K8izfI+CNxcPmh0bSer2YGEBjps/eW+gQNobQL9fj4R4i0/PD18OZgBraL2cMiyfm7W4LDVqyXikeVgej5ppFPbZnL3f1O++j0RsEqlN+vSRTrpdHfGp/AyDel+eVh9e27n5o51L1GuT92W92fA5GTePM608GR/uBWk/ZfZ/0u3Wv6OuvfR1OtDvwuK8bWfqPzuw/8e+lecXYH7e8gWYm7ODl80Xfxe+6PrtMXAFdi7P7l+VoRkxxgXHa+97yLLzcyAmQV7YeZW67UcPw+WcqzkU07bb8yyKVl24HczDwJ5L4vsc/W8r7rVEBTii3ntuxT313V+yt6FyE+jqhKil07B8RvPFUzC3rOA7WFKofSNbZ2+W8jFcewGuPgerL2tae0XBN4xkkKSwaMC7clatu0WisLuxCVcuwKWX4NpF9kxu68/DyklLp2D5BCyu1HC7sGyuCm+wN1fnFPQmG800XoOtV2DzJdi+oDep4VWtL/0EPIGsD117SUsC/7+kA53FGl7TOYM+g8CkHwytBkPI3i1AMLgrFQL9Agc+AkG4XexqH3eEGcUOqmDp4Yxsv3qVD/7vRsAudZxUA/pE7Dv0a8j1CyKQmgW6MGA1gBWD2mSk9UkY3zX0DQ7+Nt7PNwzO7wPiT1K1xG51YasPmwPY6Gt52IVhCsPAx9QbWf0kLh89YJLXkDieaCodlcuFB1nvJpBmCmvzC+bOYy98fmhzcRmWlmHpGCwf07J/UM5y4fHDrd43cDSst6vyjua7lvuQQ34FwHxKHgLr5JD+hl4iNaT2+nUKt33Z9wuT79Mf7N2/6yfP3IH3/wakzMo9dJSt/oetL/cet5q4Oa2+mHFeweeUPkRVAJpVBKFcDVRVH0u5L4e/nSDMlX/JaywO1KrzUQeq0ZbWs6VdP6u9WnwlHOGQYGRDglEP75Zj/aqoBEK1GIXv48sCVQSU0FhQGQ3aoHqr5EfD7HdQ5fbZjcgr5d58T5vbZ992/X7Hvlmy/2nnR9rsHoygo26W025vj8yZi1nQT975mx9xzr33wDO4rTD8zne4pz70q3sneN2JN7e7ScNNhd6rz8GVZzWtvkQ1gS/r6kpoxx6AlQcUeEvzJ9zZhdUrcPllhd7VYB3vJIVTZ9X/9sw5tegun9CJZcsn9YF1t8s5BcM22FaAu97cHq3C6JpO/PI+uPnItod6z/Ihp9J56J+CudMwfwoW74PF+9Vq4H1Jw7dfHz6uDbG+zh0BTMQsv0kP9d1MA9dNfzPzb9g+PJdZd/2yqW6EvuWP1eLKhGZILHuY+XBcfmKSn6gVxvYMXGOrWK5VOCm70Tp/DGqI9dbavKPW2qILeQ/KARQDKOehXLC0BCwDx9HlcgcwTtRqmzu12A7HarXcHdauCDu7sL0D29uwFYyMTNNgoCC7YJachUVYXLSybfty2N7r1fe5oqjhdHdby7sWtWTHtv2Qqu9XtW3X+cyZ3S2lae0vmHXQ1atSzTOLQuG301StW91ukHf1/Lsd6HnrV6bWro5N2up0oGMA4t8gXBGAWlmXveVmT9us+lafanvK8W9knz3laX38MWYB502Ut7qV7RSEpJra7uuLKXXBMcPtGz33cPW4RiQH72oTRG9oxKW1e1EVDsvcpnxdFf82nLTXmhDoJ/AlWf3iGfqCN9y9Aj/xqt3pyBQj/QrZiaCNYB+fh/AXzIuQMih7lzT7rVTLQ/s8aPcRZXy5YeFsWUKr6DPB/3qDl1rDeA0XrintYN8zA+nszaWDxsnuWp4FdZ295f3aMIOHP54Ex/Wudb6M/1vefInIoWD49rpJdHpw/MHb+pFvKDkHW1fh8ufgiqWrz2md19wxOPUoPPgutTKWXV2c4epF+OwFuPpnOiEtVNaF0w/A+Sfg/V+p4HvmHJy4/+6aWOblLbej6wqu4+uaRtemA28Y6aIsDHB9POXELIJFHVomDAyfJtA/DUvm5tEfQDfT4XuZmL/rDvCCpq0Z5yx9BVcfCN1bVVOnDwrp240lV0gtbdjfjQJoHaHAOkZX9PIWVH/jhoblNLRmpEIzGoGgEQJSqvXqndTWVrr2YMuo1o1PnE4eSwu7Rn7WfwrY96IHLNbgKkuQLkO6BOkKpMchOwadE5qSZXRJXDu3yQTW1mD1OqyvwcZ1WLsOa9c0X1+F7VfNJ90udhjL1VtFuplaXRfn4NgcPLgIC2dgbmCppy4Hg54Od/a6mlOa5XRX02QIo3WYXNLJuLsjWA+izIyHzTQZ6u8qPK9GOXhx6NhDP8tgMYPjmcFrVoNsGvgB+1RZwKR+AWIX3DY3vBCLl70T3RY1Jjd6n++0te3Ls+qDcuXnHhxnWt/2PlVMY9FRgTxv+S/7lNd+y5Nco1F4n2ZfF44o5BOrC/OJ7ufVCNXmc5tAGfaRxNw+eoE7SDA5u+NjiIfxxQP3kWrb9vH7hyGtOoF7SqerL0C3csTPOXUvmlyC8VXIr0JxHfJVKNf03uo2AH+P3VGDArsg3lXKXKOSid4Pkwl1LGtgsgTz30q91PWkLldLXB/RlWeaxO6ZHgrpgAya8NmAyQAWQ4gMQXMqgIbw2ir7fhXkvwb5xaEqv/7A/Ss3y3/ox1/kOvqQr+/tP+0YRdH83/HuZJNglKGxb8Gehav86MMhdReSzj2iCnw/a+kzmg8tmoIIHHsQ7n8rpAvKQps7cO0KfPRZ2PxI83hLx+HkWXjr++Dk/WrlPX4Gjp1W14a7xTpfDBVqRwHgjq7D+FoTfsspT+xsAbrLajEsM3DL4OZ0EtJoTVO+TWM1qtSZNSxV94a0VAjpmDUsTfTmmqxBsmnWDO9/6yevefeBMZUrQTXN30NrTjXsX7keUJerOkdFSw4F1dxcAMJy0VGrabVkbV/L9IGB3ogT8x/NUouOUOiEsixXt4TOCPq22lcy0c8MfYpx9lAegPOpTzVxzPXBddGJY5n2dRJYAM2/q5zA+BUYfqZesMTD5sgAcrxLtThMY9lTO49OB4514LRZLX1KA8tl6FbiJlBcg+JyfdP0N9TtHDbLersdVH4/+egQlUXLfAcXbPJYNl9PJPNxu6vQh90aZtLOPuDXhrlDguC+x2jvs1/bjRxvyrlOPUZYPsI9yTmbPBf4MI9Gre3Qbzn0bx7ObmukI7qMAJXbSM+7ggyabiFzU1xFGv1n1HW6ze1babTwk5HKHXC74DbB2YT1yYRqmWrvIpWvQn4dinUot6DYALbtZcyOwS768u6B1fv7G6wmHlhblusEDUk4VcHLuh9CdwnVKoCuB+Uieh+0lBxD51osTIFOXw5BdUq5AafeytmG2QNeGjzATbx7yqQGw7DcWF3Ntw3rtiI4xmGBclrfWUDr29quaeES0VOXkGZK/bQ6q6/cU5LataW6f7dz/0yy+4WPLgRHuodEGL5TNNyES8/Apc9Y/kwdrkwSOHFeozbMnYZhCdfX4OXPwcd+X3+koI759z8MT7xH3RtOnlXwPXlW/e7uZJUFTNYMbltpHMBvPmUYO+1D7wR0j8PyE5rLAPJdGF6H0VUYX1Lg2vkUsGERBMbQzWFOgiFfb+XEwmWl1JZVg9twGLUa3qX5D+3zavRLFFRLs7jmlnt/1kKgyNCwWR3N6QCpWvf9DZeu3tglC24U6D994vT8OiV0C32wVGkX0k1IxuiEM3vo7JFQhfHKO1D65EN7Wbno2APGbvJi1uxqgtoQ2FKL12iiIbvGFgFhNKmjIgxHNuHM1RZpn5LMJoIdV3/bhYHChLdy+VULk1RDgU3suOMJbNmxR2MYDmF3VyFnzxKsAaQjevzenOYDPwl33kITzeuE3Cq29ALMLWj9YFEnqc3NK5zcLS+Xt0seVj14jrab0DptMt60+mntvu6oE6L8ZDzvk9wPfJPnF5q+zQfB6ay6Tuf1+S240sDVUgWyO616y4t1yK9BuQrFGrh1hV7M4ip+ApQf7g+TH33y/qUmf19KoeFWUblDpc37ilu0F3d7kWYAMgcyb2kBkkUdSUqWIVvR0aTOMR1NSuanwKyFrqsWnggm7Pnyat6EyWlQWrVt1W1+op6PXBIuWOE/y0/caywVbPuGxy+8C04Ih+yFy9BAsh9Y+pXoGil4wazCStrfxGvWb9UbYdrnJjSh1BtMkmA7Sep6n3xdkkw5T5l9HtX5WPIb3ghV+Y6ndfmQur0+w+99r3vqqadu2+fdkXJOIzh4Fwfv5+tdHbzF98zjcPwRHaZe34aXn4UXn4b1a9qv09OIDOfeDOfeBA++ScH3TnwIO6cgu3sRhpcVTivY9VbdVYJft0pS6B1XuO0vwKCvw9udEtIhlHYDn1zWIbRyDdgAdhX60pJmSKzwhuzfHv1nmh9d4N61d2EBqJZ09TCbJwqzZWrJILHsqlVUOoEPXOA3l5gPXNpTmPcLovgoCmIT6vwEMzEoT2wyWWpREpJdkF2QHUtDqhtPw3duHmQRWIJkCWTZ0oq5IqzUKenScHOoUqsuL+H6Kly5CteuwpXLmq5eqVPbr1VEfWgXFtQdoW/DsFmqPqdpavfm0mJQb2lQ+R0LJL+fRCyCgkGpz+cW6nBE8+bT69sGFnd6YNEX7sT/n9spH9zfT8IL03C3aUnd0z6jfmzHOyqsZtn0CXe93t76NrROm6wXtnlr6p3493YO3BaUG5rcppWtbnzV7nlXzGVgHdhUy6vs6L1PxtTQ6i2s3vcVmlZXR+XbW72MQv3CaNul3dcKP+pjo0EMgPk6ueBe4waQ96Hoq7//qKO+/uPMJp6O9HfjVzsbjerytNXRJgHIVlbQKdZUb+kMQ/O1IdID5DTr5bS+jdE5moDpAa8NnuF2Mq0tacLjzLYZx06SOvKL99/3o2FZ1oTDpAWKFTBKsJ0Ebldh/3A/CdrTVv/Wsarj+QmNYR+7JmnwGY0448H+YfjH8Jhp0mD52mJds4RkD96BPsP3ovIJXHoaXv00XPy05qHF99gDcPatcOIRHcLfHsOFF+Fjn4aLH6Ly8TtxHzzyNnjkSfXtvf/hO8uftxjD8BLsvgrDVxV8q/IlnaCF02H4NFeY7y/oCjfdOegdM4usWTGTbWADyo9DcVXdF0qb6DX2hGqW12p5Ugkg1tXgWkGs1ZW+LTGfWANX10N9c80ikc2rC0pnCbJl6C5BbxG68xoNorek5WxOATLJaviVAGgbYBvU+QkDbgTldbXKuGtQ+nTd8kvgrjN1Ap0sQ3IfJCcsHddcjkGyYsOAK/p5R1FZqm/utavNFILu2mrwsLCJO/PzsLSooPvYefOfTtS9YTzSJa63fKzpKZ+bJAqvc/N1XM37H7Rwez78kLX76AyDeYPfwZ0JN7dSk0k90c5PwmtMvNttgmy4PRrZRD3vA22gexT5EGX9QQ2a/QHMnWhGgwhTf0aEiTbozvJHDUM8zUyBpW1Pm58k6ur76779wz5hX/MJrqIvTNBFb3Kty8dQbJqrgE/bUG6CWwXWQDYg3VJXpHQXspG5KRnEJo56OW6HXyRRF39Bn+Dh899Rv6xPbATKz9EqsDpr9y/0hUBq80vGifYZ2f4jNHzgyOl9Ez9BbwPcGs0RsuCaucAI4VXZIly9LVPawzabi8ycQSFQRXkIAdODlQSAlYR1rXofTcIDlyTmf2+wlgT++ElQH8JZdR7SLDcW/PHwGnwnSVrtQZnwWFPaxS5O1T/8nfrfprmfNH4Y7O17Gw2hN00OyA/sdUO6g2jqDaS1i/DCR+DFj8IrH1efR9DQZeffA/c9oVEFtobq6vDCM/DhX1RQAHV3eOgt8OXfBA8/AQ89rmHKXk85B5NNg9sQeC/C6CUFtnSsCxdkE71RL/bhZFdX7+pM1KLpLIxPaUvuVvFpJzAsbIKKq9PE1ZN2/I184q2zqDWWAD6lC7KgQ2nZcbMsn4T5MzB3VtPiQzD3oIYwO8iX67VeM7cK5RVNxbUaestr1nZdLTptSRfEADd7PIDdE3V9cky/91FVFLC6WgPu9Wt7offaFbXIhOGUxKklt9e1uJl2My5yi0LQBZnYhEX/PURBduU4nDgJy49b6LAVCyu2bIHkl9R6eye4GFSLVoRDAkF0gbCuqm8NIbgp/UI/ae8HPdqu/aPHtiKm94+eDOvtscVin5iLQG4WV1dQ+05Tl0N/akGt7p0OLGSwYlakblZblDqpTbCaDybutVKaWuSJpN4OLY5VlIUtYLOu39MeRGNoL4vt/P98Obu9+ju1IyaEuaMZgcHnbnq/sH/7uGEkAL/KopQKrJlrptTnQNfV0BPmfuR2P1YJggkwDO57FchSQ29Yl4NactugYz+QxuI01hcU1H1dV/T+Ha4eKGFuMEgQ0SGclOgtgFU5CwAyjBIRjJaFSzxXeZCqcGehf3z4XYIy7fI0yj5EXzmoL0dr3/ccD3us8DhH/D779d3jMjHrvGYda1r9lO2p1+Cgzzhsv1af6u/3bziMDoRhEfkg8BeBy865t7fa/g7wvwKnnHNXp+1/T2gygpf/1AD4IxrLFzR27xNfDg98HsgcvHpBXR2e+mW4ekH7iMB95+FdX6wA/PATcPrB1wcIykJdGHYvwPA5GD8H4xdgcgHKV0G2IJ3UwLuYwHF/4wO1Gow1+ZnSWxPIC+olYDELLVoeow+/3KnLgTNn3cSiFWSJuRIMIBtA9xgsPAjzj8DiozB3v8Ju9yR0TkK2ePuunRvWoFtegeJKc7u8yt7X2Myst8chPQfZO+vt5FgNuvIa4mlvb6vl9vIldVu4fKm25l66ANdsQZvQquVK6CR2vZ2W+x3oZ9DrmB9tqhbfxTlYmIeFOZgfaKD4uT7MW/SFub66tPS7eowqBFEIlZvAGg1QLEt9IWov4+xaoDkLQI8ErNOO7UH2AIuJh6YiGIINF9AoW9vtiXh+yPYgdRPoB9CQhvCQBEDhgcFm9yedACS6NUBMJbMpwIOgNCcz2v1wenhJRV9MC399nP3fF+pO4yMm5EUdlSUvgkgK3lczGN6e2MQd31ZN7intmgbD1qWNEvkh7bJsGnVD41mCgmrqYFDCooP5EhZLWHKw4GDO6sxtX5PBrd/2VtoG44vmY2AsCrK7ic4X2xLYTWE7hc0UtjMYdmA3g51UF3HZ6aoLgaTBw1zUparb079nt6MuVX1zrfKW+Z6tqBoushLGbPbRIHw/b4n3i5B0OsEiEj76S1TUvaEDfYZF5EvRV/3/K4RhETkH/B/AE8B7DgPDbyif4bWL8MJT8Pz/B698QoEi68GDnwcPvRt6J+HiBXj6j+G5T1Ktprd4DM6/RcH3/FvU5/dWTW5zI2Ad3HqduzWYvALji5BfgslVdUMobcJEkkPi7+7Ym7+9/Xurzbgwfy8bCpwUMDZrTi5mxU1hEkzAckk9nIYNMWWJ+Yz2oGvuB505tdj2z0LvbDPvn1XYvR1yZcuq2wbdK3q9GhKz2J4COVlbb5NjaNzbJaCHRpfw5m4z8YQr8FQr+eTUcYjzenu8A5urmtavwfpV2Lyuy5fvbEIxUqsVhf4tk1JdUFKn17yTqLU+E4Neg9au9zXrBH5nnfohmd3EyUDigSupk7S2PXnIlLowDFbjOOn0ekkVVPKyBq2J/x2HKada9rix9LH5M+6OdfSilBoIfUxkXyapJ+H1bEJez1bB7JlPc6NuoHnfT8yzlTQzC4ME+gI5bkGjh8tJHkwIMj/KcBJPmKqlYe37DHcsPNyodqXw1ufKGh1OArJymddW1NAqG6bDAH/zR9EE/Gl5lRL98y7ksDKC5TEsTmBhAgsjmMs19XMYFNAvoVcoBIdW3DbvVWBv5e1UF2HZTXVBlp0MdjsKrcMB5API5yCfRyeALQEr+nLbnTfI7Dahs5pkd8i2bjeCaVTUDeqmxRl2zn1YRB6e0vTDwH8D/Msjn93dqLKEi5+C5/5QAXj1Za0/9iC842sVgHcd/Mnvwi/9rC5VDBqv9wu+Ch55q7o7HDv12oHCOXTCxCXgMrgrmrgM7hqwjsZhtFBhhS3aUFh82spnVtDoBX2gqzEXJzlMdm3SgvnATcy6W5QGteZrO+kBZ0COQ7IM2FKS5UhdApIdnejWGVl4K/MP7i7C3EOw8DD07rN0xtJ96qd7M6DLOdQ30BaOcBaH1430+pRXUH/ca2rFrVwXVu0Fom01zED6ID4sjw+fYy8MJOh74yqUn6qtUkdVWcCOLbIQ+n368E7jwizrftg30b9jmuowuKRmQbKIB31brrxroNVftAmJtqx5at+B1L6HlavvZUnS6eWpbZ3gGKEpzcPpDf59ndPrsb0FW5s6uc5PstuyiXZV/brmu4Ef7WH85Hp980W2KBZzZmUb9GHJfGQzs6R1/AhGYIEVqeHU55OxgvSG1Y23dPJT2K9ahtbKVYivoVqwS+9mEQzn76kPgdT3cXWdQGUmbc/uPmgiUJbBINMQhZXluTXcHQ5jJ4FPgF9oJVw+VUqqJVuTMfS2YbADy0NY2Va4XTSonTOg7ZcKtB0UaKeNmgZfUV+AUBeDiaj/61aiL+vjFCYZjLswMaAtF/XFVVbUzeqRb4H7HotwGhX1BtcN+QyLyNcDrzjnPiavt3/frVRZqNX3s78Hz/57tbwlGTzwdgXg8+/VBS0+8iH40I+ola43gCffB0+8Gx5/l67YdiNyY+ASuFcVet2rzW12m/2LEkaZWrK212Bn1SxJBk5lH/IFGPa1ztmDqByhAJejkRe8lctmaLiTkJ6G7kOw8CaYewCSBcg3YPdp2Hoahi+BXIFkqODTGSj4Dmyf5Sdh4VHoP6Cpc2I2DDkH7KChgHxcSotRSVAO26oYlrb4hBur1dZtByAc5G6EXpRQYmDbVdhN+mi0hQWQRUvzdZ8qgLn5KxMEP6dVH7aTwvoWvHwBXn4FLl6Ey1fg8lVbSGJDV0MzXqBAQTfrweAYLJ2A4yfh5Bm4/wGdXHbmfl3Gd3FZfXEXl/WhfafKRyzwq6lVaWsK0E4B3cL7f7aSKxXQesHiAJmFX+stwmCZavEE0NyHv6vgqdQXv40xXF3VkHyT8f4QHcJmBachjJY1ZKZingaiH1jBacuq6mMahzPJO61JQj66h4fXamGFIIWgWrk6QOVXWrkalAriLofSYsYW9uJYTHSkwY8yJGOQXUjNhzYpg/ZcwxX2JwaxJSwUmg/MLaHnoGd510G3tDCGwZ+mcX1FXagmKeQ9GADwuPAAACAASURBVHVhpw/lQK2xLIIza2xyApIz0LkPslPqVtXrwyCI3JL2mumN/AyLirodci5wB/NuTe1kLlBVnyDesd+nLGz0aVwbAvLWfInJqJ6gmo91209a9fNcqiXDJ4f+CkeGYRGZA/4B8JWH7P8dwHcAPPTQQ0f9uNsv5zTW76f/HXzmd2C4oSDy8HvhsS9SAB7uwh9/GH7jB+Hi8/qgecu74ev/Frzt8/WhdNBnsBFYc71l13J3GVhv7dQFOQNyHxSP6hD52quwdgHWL6ilqRyZlaUPZBrKJhcbSt0CxtCdmBtEAklPIyGk56H3APTPweJjOsnp+JMgA7j2Gbj8Ubj+Ebj27+CqWXyTsT5IOnM6GXDxLXDsXXDsHTA4B90zkEzMyrqmqXwByj/ViYIVxIaA61cROsB6JxkaKsxcN1yu363cBbelCfuO1dD5KX1YVpPPTkFyWlN6v7ZLPwDiG5hYl+e6CtrVS/Dis/Di83DhJfXTvXoJrl+FjTX9Bw+VpAqwKyfg9Jvh9P0KuecehocegXOP6KSz7gG/q9st59Ta6sF1c0MjRWyuw+o1g/tV/c5bHmy3dJ+JdzfwN9AAaMsysDJ630kjJeeoF7TwvrKZ+lQmmVrJJ8C0pdISm+TX7dSTwqoQPlLDWIb6SpOicU+D83R28y79zdzyhlXV/Hb9SnBh3EwPoJmdc/UdAstqNVEmMVg1N5nSFjco7aXObxdDzZMSUoNSCQC1sYS205Si39mHSQonOIVB7lOn7gW9HAZjdTvoT6zOXA86ZZ2y0l6q66/RUJnYSEYXXRjGXtIny8AxSO6D7EHoPQKdR2HwhILtUaOhREXdjfITOUNALAwS2/DY7hNCp78v+VXZ9tvHHzsPy5MaQBvgObb9R/Vn+NXlXPhS7+p8T51ZH8I62vu0GKAxUgV4V8swtnE7nJ2/vx5Sh4ozbG4S/8Y593YReQfwm2g0boAHgQvA5zvnXt3vOHe0z/D6q/DMhxWC115Ri9LDnw+Pf6m6QBQlfPz34SO/BZ/9mP7BHnoLvOcD8K4v2RvtwTngKrhnwT2vgOsuUwFvNd3eqwdyGjhl+Qm1ggxLBd7rT8PmM7DzEkwsJq9DrY6uD8UiDLtqqS63ISugN1arS88WK+ifhcW3wfF3wMoTBq336YN7dxWuPA2X/wiufxQ2P61uA+mOWn+6cwq+cw/A8qNw/DFYOK3HlSE4g95yrS67KTFQJFELK2Ew9aBMsM0ABZFNtfT6KAzlZSgv0Aw11oH0PkjOQnrW8vsNek8a5L5GjYZw9TJcuQjPfRZeeBZeeV4nRl67rBA4MrcS/88soi9Ti8tw/BScOlOD7vnH4NG3wLmHXr9hV2+l3dnRqBLXr+wF2fU1/W7eSru9pVbd4W59A/XWWp/7md8VrKZB7lOm1lvviuDDpQ3mYTCoJ/L4WJLhksXOQ6K/gQZWiTIoF5P6pu/jlRZTfpez1O3XVlYPrhLMlvfEV/iJXKXeK4qJRnzwrknjkbkPjRUYUw+rhQFskPtyFZlAAjhN90JrFQ+0oxNNOwN9ye3Mabk7sMlTTl+Gs6H9X29Bsg2J5ek2JBbeKx1ZBJiivvZAw6peJtQLJnhL7QKwqG4GyUl92czOQvcc9B6C9AQki5rkDh69iLp75WGyujdNsUqGUNkGzRAg2zDZbptq8Qzbgvb9oDb8DKiB0LVAkhZUNsAy6DsNQMNwd9VLqr247gkpGEDlzNjJ+4CoXxTJLwFejVZ19y4TXi317f3lfdkmffYGNnnY0Vx9tEQNHuZ65cbGHKUaCooRlBPk3d9za+IMO+c+Dpz22yLyPPDeuzKaxPWX4HO/r+nKs1r3wNvhPf+hWoGzPjzzJ/CzPwKf+AN9MzpxH3zFN8O7PwCnH6iP5UbgPgXu41A+A+5z6Ix5rxWzPj4M8j4D3pPqszacwHAdhhcVdjd+B7afhfE65FtqhXLOHjhLMHwINkV9ELMSeiOYX4MFgeMD6K0o6K68HY69E+beDHOPQTpfn87WRXjuN+DV34XNPwG5BJ1tte7MdeCYDcvPPwjzKxp6KfETuV62hDK9JNSLNhyD9CHNZQWSlbosx1C3g8Bc5By4a1BchPKi5U9DcUG3XWhFzWrg7bwrAF+D3tc63Lm7o1D7yosGui/AxZdry24Fu/YWLIn9U/fVcvvwW+HMWTj7IDx4Hh55E5x/VEOKzYqZeqNyTldV2zJr69YWbJo7wfWraqFeN5DdWjc3g22D2J06tux4VN+4Z0nEQLBjM9MHMFiAlTPqW7uwCPNLsLgEyyvqsrG0rJMjU/ubJKI3MH+jLgsbChuq+8PutsXKtfPbvQZrFnbsMOr26tnz3Z6ea2dgL1kJVdD8EqpIA84puPoVoPJC08j78Q5hY0tHOHx87LTYW05su4uu8po5i5ntQTWMBBHUJZn9fuZtAukC9BbUpaNvMaw78zoCwxgNzOyjcKwrzLJVQ63sgKzry2kyol59MDeoPcDwUaY6mlT0oTwBo0X0vnUS0lNqte0+BN3z0DsP6TLqPhRdDd5w8isGlgHITYW6GZbI/YbD9xtGn1qeBq/BObQB9WbGz90DpZaqUG8eAKn/B6aOipR1W2kvmOUUkPURbrxBYeqiGyGABlFHkuDzk9Tm6Xj47NTb1UId/r5kkUOqOQBJ696V1J+XBucRlisrrX2+K230LDAI5LtU4VSLbSivW5uNchVjXWdhc2zMYyFXXR4YPgJjyKF0eCPTYUKr/QzwAeCkiLwMfJ9z7icO/Ql3mkbbav39xK/B9Re17v4n4Yv/MwXgpdNq/frtfw2/9yuwtaYP/vf9BXjPl2noMxH9A5WfBPfHOvTvnkFBMQF5BJIvBHkM5FHgIRitwc7zsPMCbD8Pux/VWL3FNky2FXrzbZ3Z7Zlz3Iftk7CaAj3oj2F+BMd24Lizh/8CzD8EK++AwZsUfAeP6SQXl4O7CsUl2PmX6uaw+VHIX1IrUOrgLAoO2TxkJ6C7YhNk5gxkDWLbUBu2ydL+D0Mfb7d4FoqXAuh9FYpXaQ5nZ+qjnJyFzjualt7kFJXP442oLDV+7mc+CZ/5FDz/OV3g5OolWLumsDgZ640XatjNegq7559Uq+6D5+FhA90z98HJU9zwAih5XoOsh9qtTQPbLXU7uGZwu7aq1trNdQXIKg6wf2BY2S/FWcX1tBtbZjDbn9Pfebg628KiAuzSMVg5BsdOaFpZUQutK9QyvmPntLOlC2fsGIzvWLp6GV4yoM0P4a+VZrU1eG5erQFLJ+DYmdoK658spbkYeGj1YbnGY3sx2IUrm7rIi79pencB79/q3QjSXP1V+wn0BQaioygdczXIcu3XfiikKSTmh9xdgP4y9Ff0xbG7YHF65zUMYDaneeWn2kUXYFgFbGEV///prun/g6yrpVZ2qVYaTHOaK4a15MzH34WW2i4UyxrtgAG6KtgC6gd/TF2GstP6ctl/E/QfhfQ2hiW8lxRaKmf5UU6zGs4a5j5o2PtG60LAPepqgUdR9XJtKQsihkzd7uh9oXI5IoDPcEg9sGyGw+2uqC2kZWGglStoFZaXdv/08FXdS/PGYEidty2preSXKm6v1NZ2Q/KpDZX++1ULbcAewA5XEKwmPth937uUVe5i7XOEOiThlOsHNZw3QlMWTWhvTDA3i20jxrr/O8k+ud1Tk65NRLZVUNO+3jPTPiR2D03sPur9/ZOeGi2TruZpu18GfMlBv0i7nPfKcszXXoA//RV4+kMKnGceh7d8GTz2hbBgk9yuXYLf/mX4o99QX5kn3gNf8NXw5Hv1H9S9CuVHawBmB/1jvgnkHZB8HvAkjDfUpWHrGdj6DGx/Tt+AQN+KXKIWr501GG3phLZRAVsdtcYUfeilcLIHxwoY7NrKTAOYPwdzjxv4+ofYGIrnoHwOihcVNsfPwuRFjRs8WdPPdw7yDNxx6DwIC0/C4rug93AAt35p3sWjg2cFvS8q9BYv1slt1f2kp9bc9H61NiVna4tvcvLGgXcyUcvutcvw0nPwuWfgpefVunvlosLkcJdq1SlJ1Kq7uAzHbFLamQfggXPqp3vuvFp1j5842F/XOXU1WFszaDVrrLfcethdN3/a9VXYWFf/6RBk86Bc5oCjWlazCndm5bl5PfflAGBPnIKTp7XsJ9MtLevCFzibjLZRrwLXLm9vNlPbvzmUiK0Gt1gvf+wnrCU+eoTYvdqssEVRx5Wd5AbYFjljd0fBdvZFVkCdT2AuhflUPWm6Tv1XO4W6B6VmDZWxnsKeGL3e2mEPocxbZpegs6hlnzfqFgxoNyC/CPmLll9SqHWrwIZZbHcgMQtt6i20B1hnXVJbZ8seutztHDpJzCA2NX/3zn3qftA7B9lJA9l57jnfWudqH8cw/FsIeaFvdxsA223t+iLYzqfUV22TKdB6G8DSW/SqyZJ2j2gvWrFfXZIGbkBB2ddnrT7epauyABaAXYPSfNqLiVr6Qsgsze+0mKiVcGJD2flYfVBzsw4W1q+0Y/iJUCGcSQiAfsg83PZQF0BaAzITuz21LLwe0qZtQ1AOj0Xdb4+FOJwzEOa+n/eBpdnm928sWNH+4/vvSg3+lcrmZkXSrj5Quz3cbt+m2m3iIym1Jo2TgesAXXCZ1rtMX9Jdpve3MoXC7nWlQO7qZ2D4f1YWzediGbxAlj5vucaVef3y6fR5I7/0sUO5SbzxYXjtIvzuT2hItLSjPsDv+Do482ZtL0t4+qPwh7+urhBJCn/uz8MHvhHuOw3uT2sAdhd1HzkF8m5I3g35w7D1ikLvlgHwxNwjkq5GVNjeVp/kzZcMgHeh6MBoAYp5WD4FJ47DSgn9DeiMdag36Sn4zj+pafAYJOsGvs/WAFxumIV5XWFiewN2xrA7Uj/iyXGYfy/c95fh/NepD+FrVbkGxfMB+L6geQN6F9RlopHOmTX5Bi1QZaluAJcvqDvDZz4Fzz4NLz+vVt9dW80rzwFROOv2NQLD6fvhgfPw6JvhTU/A42/d34XBOf3brZm7QQW6a7qCm8+v24ptwx0aS7MWZuVxBXX0AGkCbRakhSVdqW3luAL4iVP1Sm1Ly/WKbb7srdHOqVX22mW4bi8Da9dg7armq1dhc00fPtMkokDbN/9S79vlJ7BhbgaVP6y5FIwnCrK7BrP7gqyp39cFAebmYK4L8x1dWKKfqpW2i/m2lgaQI2AX3DaUO0Ax/bfTXVT3oO5yC2Dnawutt9JmFt4vEZhch/wFGL0AxStqpS2vgrsOsqEp3VVf2nRsVtpZ90yh4UdbdqHsg+urZZYFdBTlmL70pafMn/Yh6D+i/vt07w7rbFnW4NkG0f22p9bdwD5++yj+34dV6B/uYTDcbuRHaPND1w1w9cPVVpbEJnb6kR3LfRSSKia5Wd6KkU6eHm9r/PHxjoXGtPjRuQ1P+3Jh4FmMazgNAbb0ltLQgmqf6a2Dbhp4Bpq6DLMLytNA0re16305GKqv8na5naxtTyjHgDZdq+4gCPz/2XvvaFuSq8zzl+b4a9993tUz9cobWZBBrlpSC+gGiWYa0wYGGobpWQw0o2HoZpjuRdOMZmDW9OoFMyymobEzS9BCQEsYUaKEXKmqUJVK5et57+591x+bZv7Ye0dG5j33vVeoBCqkXCtuREbmyXtOZkbEF198e28DlLnldjDUumBMXtyqYj8QgmAzctmOudyrzyrHbT/LIFWmN/c+Z/IwvM/gXSPPy+fl3ufToPgfdr0sh9B79v5ExLfrsPDhoGV7zlkx2bB6OxZSTDzCwPEprox3TuBd09+vhOMOfuzYVzkYHvXhsd+BJz4sHc1rvx3u+UbxrQoCGh79M3j0QQlaMDEtUoi33g2dU5A9AflzCNXfENY3eDWkt8HqPCw/DctPisYXFFDcAp1bIZmCC0fh4mOw/jyifYkh3QIzB2HbLgmJ2liBYKlom7VtAnrbd4jcoR5DfhLSo5KyUxRGaZH4+e0NYOkKrK7B6gDWcxi1hHHd/S449G7YcbcydX+FLc9V1nACkhOSpycgWyzOCSbLYDe6RUHvzF9tYDeG9/IFYXTPnIATR0XDe/lC4Td2MMCxu/WWLPHv3gf7D8Gh2+DIHbB3H2zfUQDePBe21ge2VbBr+9cWYNAtD9jGUlgjzFO5ds2CU6gua2pKvEPMbIHpaXm/JqeEofVzPxTx9YzoBn2YvySSjvlLsophaf6y+qLNcVG6glCDN7REMxZpAAefpbWADf2hgNkb9QXNphi2dRqiK2/XVGYQQcMDsjU8I7FEWVqVKWQDGcDT/vX/XxAIsG3MQGNW00yR6tPQmJY878LoCvTPC7BNLiJBURaAJQW1XQi7EJj0YHh9ptZnadMWZD5Du0XY2WiHrG409srqSm0v4iP7y8TOuud7HdB4I2D5UoDm9T6TpS/PbzJ3cFFclKsu4qIY4lCIpyigFB7aSYCs7BsZUgyMgQ2sHuvnD7aOOcxxesds5LGTwwJAZiOP7fSW2HMDkfocHEOqYNOYLvuMGX3mxh7rxNm3qncGUrmXQwHEvpTxexxjaWylodPQA5SWR+Wyy6MiDzXHq7fAN0QKvsIit8h9FsxGJaJF+Oxc7y367umkPLPnZUk/aGx8iWW1Z12+BZIH5X3ziFI6Lyj6C5NohPo9A31OYVa8ZxEK0Ci/ZwYS7VphVhzzAab7X1kBMn1GvMSO2zneb/QUZsV+5ZwN5+ZFWzFgaXrk0uRD83H1obdv96pkbGdlNtZv0EaH5TLed6oe8732+I9u+0e+SsFwnotLtE//CqxfEynEm78XOlvk+OkX4KHfg6cfhloCr90Pr9kLe3PgOZzRW3BImN/sDljNYOU5WHoSuiflf0QNmLobpu4VZufiChz9M7j0EITnBQBEk2LEtuuwGLblZyBREBnPqtThsEgdWpMQLijwfVEAZ67SiqAN0a0QHhbvEgvH4OIj0JvXoAwNSKahcRh2vwFueTPsvPelA+B8qEyvD3xPUhixRQJy48MQHdS0H5FWvETQm+ciFbhwBi6eFYO1U0dF1jB/SRjefl9AYJqrz1gNLbpjj8gYjtwJh28Tg7Xde+S681fhyhXJry0UDK4B3WsL6pfQljt1WSZPiwE1yOVYgAdyNZ+YhG3bRVZhLK6B3lkDv39FN2jddbhyHi6dhTMn4eIZuKQSj9UlAa+2ZEQgIDdUNilF7lOkGucw2vhMmnWYMDCrgLZV15DLMTQCAbRxrnKDVNhZhvIOpF1x0XejPiNqeLpZjSrodLNNeY6mqa1NaN6Rcn0SSATcDi/C8AKMTupE8DIEixCuQLgmjG00wgV0GAdsLSBJFov0IGsg0oMJBNiam70d4vGgtk/aY203zjCstBSfFIDz5WBFb8SSVs95OfrrIFDAOcYvcRWIjvNd7APYWFlLi+YW5goCdPITZEUyzSGJHMsNaJqRjU2UvJT0BUhWDZiq1vObWdqXAKXWZWqg5MDoJtczls6AZ7XsA1QfpDqA6g/4tl9BZa6J2qCu7dZkRqHHdJoeNAgRgOkBBB9xGVjIHbLzvlZQfPdSkJZUwGUVLNkyvNWHuXeOn99snfdVIwNZFBOTqLLvgJoBc3Ca2NK91XPNXsLJAartRfersoLqZGPDs/XKzltD9dlvttk9D7xn4NVhuT5/dDLnTyKCqFipC+Ki7CLEajmMdEzQPIyLFMUQ1IQYCSMZKwI1jI5q5fNL4dv9d4miDu0bfQPlEsPufSb3PuvusU4uXNOpYojA+1w+5rj3f/xn4D+OPCfY9V99FYLh9UV46Bfg5KPir/WtPwi77pAb9exj8PBvQf8x2DOE+6ZhZ63wCRzsguBOCF4Fg61w7Tm49pjIHvJMXpTJO2D6Ppi6D9ZrcPQLcOxBWHwEWvPCirW3wPZXwe4DUF+H3lG5fjwLE3dDZ5ewa+Ea5BcgOy/MqzG+QR2iwxAdgfAIhLcKE3rmg3D5Y9C7IAAxmYVsN2x7C+x5Nex6NUztvjlQmmeI8dpZCm3vCSk7q9cWRIcgPqSg97CyvbWX9kySRJjL86fh+adF1nD2pIC8tdUi7GseFK5Uag1xQ7b3gDC8B28VsNtuy4u+MA9Xr8JVBb1Xr8h+ryvgdmRLgYkM1iEFexMGBbD1ge6UF7DCB7aWbL/5EiUmpiVeWZY0fwUunJYJwOXzsKAs78o18aSQqBbKJB61hoDbuCHlZgyzUzDVgokatGMx/mpEAmTrgbyHkRqNhSMEfIxwWukbbUGoYLbj6WcnJK9NFMDVJAiuTvdDjxkdrcDgIgyvSkoWILmGhAC/CFyBQCUJ0SrEvUKKYH5y3b00trYGaVMY23RC0zRkM5Inc5DOie/aYUMjjSXqsF2Xhq08GqovzeuA1ZdrKd4tu98AZG56zkv8TBjgAmWQCgA1MJr0lZ1XC++kC5nWpf2inFnUSmXzkx6kPT3eA2dcY2DUM6pxIZmr+xT91AbgYsCjcj5WVJBVAjMV9rS0733YGVVWAJT/PdyxvHwsqOTVpX0HArwBfAM+NvDrf9AHyrzEzWPQNngcCMezei4qoM/wGrjy6w18KTByIExBmgNDUJIDOKCn99OBQAUseVDIrfxl/TQtmF47ZlFP7ViSlstJUgaTVYCZ+d/R7pkHqnIUoIeFXtr8lTv9dFTsO3sDb9+5jwzH5ApqI0/u4pbw0YkNHgNbaScWtMe9z15by8ecawB9w/Fs/Gdv6pp/ffjwy7LlOcHrPvpVBIaNDf6LXxIQ9MZ/Cvf9fXnZrjwNj/84TDwNM8DcDpg9APG9ENwBwW2Q3wJr52DxMVj4nLg4A5g4AjOvhpn7hS06/jS88Ci8+Bgkx2HyEkzmMLEFdtwL2/dCPg/D80AO7V0wtU2iH4WLkJ31QG+MuATbU6ToCIT7pONZOgonfwOuPAi9M/JiJjPQfjXsfg/sfj1svY0bOpXOc8guQ/ICpC9A8jwkpyh5cAjnFPAa+D0E4c6bA9a2DYeq4z0tgPfZJ+H4C8JqdrsiaSCXjqXRgslZ1fAegAOHYeceAXsgbM3qahnwLsxrR+iB3SgUKUkUSAMeDaTzqmvI1FpNpAhbd8DcdjEsm571DMtmBARPTnPT3iCSRIJLrK6IMdzqioBcy1eWxVfv1YuweFVA7qAn3zfpl4FVGArAn52ELdMCcucmYWYCJhvQzCnpZrOuMDPjRk0zBPNBqZ9HLWFk/ShcJR2tlmsTXDcqV9KXiIODszC4IMzt8BIkVyC9AixAtAzxOuLPdqRskrJOxiyFOlCmAaShpCQQV4ODOvTqsNaElTYsdWChDSs16KnxxVjkUGWjvHIUyPtQr0ND5Sz1mqSaZ5hoqRYVg2EcFsvycVAsz8e2LK8DXBwVbJflcVgMdoE/aCW4ABqZ+MOUMOFa59wK2f6o2LfPWh0pzj2RWcmTUBr00GdQFjB6ANJjaKr31kBoaajwGaDKOaVyXhzfFCR651avYwDH/ylZNSkQsrzkXcOAWbjxGFYOZAWBsNjPw4JdM9YNBT7GzPmsWykZoKrJubHHyLlAK3Wcaz0XNEaPx1quqYW9fS42F1n14vMEMtFLVD4zHInMLBmpkepIw3v70byUiR9ZnzRUbfFIjmcjPWekDL3ZQdh7aPKinNKKTGkp32t/VS2p1bu2Y6AxGJNbMgCpYD+CQvpi9RTtPbT/a9/LmyBsWO5/ybOQL23zpSWuHJbLTqriH/P3w03O1fM2HPdWF6rXHHdu9ZobPls511htO2/Ta97o3MCrCzb+X7e6Ujmep9C7COtnoHsO1s9C7zz0rxA88CdfJWC4twIP/aL4Ct55O7zzX8DsHmE6j/076P6xNKqpd8Lu90J8PwQHBPAufh6WnoCVp6TRh7Ewv1veALNfB7Thhcfgmc/Ci38JyTrMrsKOPnRimN0JW28BloTxivowMQudNtS7gMoLwmlheA1whgY2PRlDmsDV5+DMx+DyhyE5hjTmbTD7Ftj7Ptj7JnGldr0t70FyVEHvC5JyjWYXNARwx0dw+t5wL4Sd61/T34ZDkTacOyX5+dPw4jMibzBftqNEgG2jDdt3S4CJPbcI4O1Mycx+ZbksaVhbpViOVhlDUwFtiAzyw4F0nI26GhiGAmbnthdgd+uOIp/bLjrXzbYsEwM5A7dr6qe3Cm7t+MqK/D7Q7zpQY5W+JBKIhlBPxV1XM4AmMNkWJneqVcgUWjVhcvPR+O8WxqqNnfL0srOeVnaqSCY1uFGnniQyIA76mquf4UEXBssCckfHZYUguAThNYhXoLYKzR60B/LbSqAWBegIMEkDNbpAgIjtjyJNIQxjGNWE4a2GtXYuzLwBsQowbVAMAwoDDMqDnb+8bBq2m92qbEo1jTtmhkXXXcpXJsZ0jgb+nLFLXpxn5YziXN/gxoHDvIR3BQCC02A6LaaWU+9zqYLFBFUwBIXcJsthZEyd/xmKOmPysqBI/rMv5TrQ55pjrKOCutADfuYWyVZDzAjWVo1qTdlvtAoH/WaYZkZrpt8v1enE2SYtsU1oFJBZOaSQS+XmTsqer5XViM3ta3J1iU6AfdCp+85rwqDo65wuWcslXbKnX87Uqt43bKsCznFgtLoF1XYSjG8z1fJNH6uATjd5qBXt3DHOvq44rOx79WPPGXeNza5joCva/P9W6zacH27yHcLy9yl9zjtWksr8NWx5TilAiB+QqFRneVau90PDV1O6Sb2f8qz8f7Ns4/+y/3dT/ysB1iFQqVy4CpFK5lwnGEBSh1ETRk2C/+HpL0/Qja+obf4UfOTfijb4Td8Dr36fDOJL7xdAudqF9a+DV30Apu8UMHvlU3DlF8X1GUBrD2x/pzDAU/dK5/zi5+ET/xGef0TA2WQH7p6A9rI41W9vkeXoxjLUPqdupTJh3oI+hFMQvxGieyC6G8JN5AujPpz/SzjzWbjw5xCdhHhZQM/W98Gh74Ptr9u88eQ5ZOfKwDc9jev8FajJ+wAAIABJREFUoj1Qfx1Et0N8O0S3lAH49bY8h6uXBOyeO1Xk504VLsO66+IWLtYBasch2LkPtmwXsDoYCNC9eBXOXFZWV5ekyaHVEAYuANAOv1EXVrQ+AQQF2K2C3G07RErhg12TJFiwiTNnVC/sRVJb8YDv+nX0r3Gs0okp0dLOpDCZyHLyaAmSVXHlVcskb0XQiqHRkcAPlsx4rT5duOdyMoMJBbSeMVh9GuIJBZCrMFgRV33DNdlfX5Uw3KMupOvyTidd0fNmPVnGzgdSznoQrUDchVpfvZSkGkI31XImXkxqxqbgDaIos4YHagxAmZucOhKyuCaTLRpIWOumstFtBTc1BTy1QqtGZfDxjW0Ike7JG2h8gx28ASZHO9aR13F6LnZGynAlIw+A6IRg1JOUDvW8IS4ohwHRzK5vy7t+x24JAZE5hTTWlnwtMp2v0bRzfZBZYkODAtymNbnXeYBzR5SPeTYOGGseIPfJMa76nYCyPtWbbBjrFgYCHut1TQ1l0uub1Fm5WYS8dvV1AZpG6ITID70pUDnunFXIlzae4yYlfvLqbFIwtOdqg3228fn4zzev5tc75l2vBELteeqzLckJvOcdmGbTluKNVa5LvxAqq2ztybHN9WIC4XKdSJjMKla7i7ihrHIF2N0QlIYb968LSn1g+NfMvv5VNjPSGwcends8k1D1KbnaS8yd38ir08nLONd+5mmo5Cfecxvm3IpV+jIfuBpAzCtlH1z6muYNemjG7HvnVPdv+hrgQH+u5c2kQe7zth+Ur9MaSWyF9rBIRr6kwCCGbqNIPV1VzCPv/9zc9splho99Fh78PyVM8Df/z7D9AGQfgqVfhpNH4cVb4K6fhPvfI35+L/whLHwGsqF4fdjxLtjyRmhulxft9LPw1Kck9VahMw33vA62rUH/k5Cfh4mR6DSbuQCf2iTE0wIyo3sgugviuyHcvvn3HvXh7CNw+tNw4VEIL0JrRYyZOrth3z+C3e+DeHLjZ7PVitzhRcg1KnbQgfgOiG9T4HsbhGOuMW7LMrh0XgzYTh9TQ7aTwhr2+wIcM9QfcqJAJhYw2u7IS9/rF4192JNG2WrKwJqn8rtDY3XVF21DXZ5t2SpGaFae3VqA3UZD2NuVZQW1ywXYXV4SIzwDvMtL4917BYFERpueUQ8OU8LeTzSgHaqv2kyW9HvzEp1v+RysXoTeVen4AMjl+7eb4l+3MysrAROzwlKFasjg9HQGhEair0x7OI1m3hfQmg+QsNIDnIP0MKGkld2w5RApCHeAPEcM3zKIckmxIiK/DzKmyJaCzRVYHkNeR2Z7ExDtgHi3rGBEOyHeA9FuiHdAOAdBC8fuOWD6EjqfLIXBKvSWNfriquwPVsX39nBVJwBdyZOulE2zmlo0IzOwMsBp7KsHahwwygWEltjLwN3SYok+L+emo88rgMbKztBJ2bVQl8KNAXOO9aMKc+axRM4vqv1vT06RjRB3RHjLwlbOy/W1iMJdX4jzrmBSDqdX9Bj2IKcIkR0V3/nLAmA2Y9p8o52wuO3mTcCArNOZ6sSklFJIskJXaj6tTV+aJMW+D0ZLLrCCjcfyQNp27INLY6SbBRkQNyXqYa2huaa6x2BbyNlx5dorxK3euM0YyKEy34N+RZs/KIgQq7MJqNPsD/UZmeeein5/Q4AhD0ya31kfMKZVEOmBxczvG6ycj09VoPiybMHGFIype7mPlVzPWTsPK+3eO2YMvumlzbAzMqbfO88PVe8HE3Hlyr5/PAggWoXoKkQLEF6FcAECNRanAcF2xK3tVsSbz5xOGHW8izIZN/1ykBG85Yf/lsok8hwe+yA88tsSOOObfxJaFyD9BVh8Ej67DOffCv/4Z6HegzO/BfOfFj3l1rcJCzxxqzSQ40/Csw8LA7y+LB3dnW+A+94M0WNw7Zehfgk6CPitz0FtK9Tvh9p9wvpGd0M4ff3vnAyFAT71KTj3KOTXoLMGE6m4epu5D7a/B+YegMhjOrNlSJ6C0VOSp2f1QCCSi1gZ3/iOzdnn6jboC8t75oQA3nMnhe0d9KVTGCUywRgmcGUe1vsFi1VvSN5qCSgcDUTK0KzJgJoMpENqNgv2aMdu0QZv2ylpbrsEiIjrAlzXVjcBuUtFXTLGgCkIBNTOzArInZmFqUmYiqGNMPW1EdQGspwyuAKDqzBchHQF0jUPWBkoNX0r0kDjWDTJtUhBhnYoPlN4M1seQBoJ4EQdldNAHJc3hTkNGxC2JEVNCIcQdWUZKFyHaF1+R20Nal3EuAxK2thcQa2BU4y1bSCeESYg2gXxXulIwi0QzUIwC9kUpG1IOjCq66ClBmaWj4bC9htYHSwLWz3UCIojZaozBarOAMsD/bkCfhI2ZeVtiRdwRjclRJ9TGA3hATs9HGQ4bbXJJggLBtQBSmNEzdo68jp5A6v2r+07OdRc/AafifSX/m7W/VhpMPJS5A9IUcGqWwSmsFbowGPVgvuW5DZZMb2rHQviMWlM/bjP5aFOKDJcJMAkkYlyoiz8aKSSHNWwJlo3HKh+tV+Ao6Hl/SJ/qUEqgqAAlgY6/bwEOL26EkCtnFdvCjitNxUAf5kWUW0SZ2DdVjKsPByIx6ChrmQMdWVjoOXUa5sWkdIZfiqA9MvmFs+xlB7AdADSW5LebOnbeeHQd94Zb325NmuIvtTAA3cOgMVsAHcOtFm7ir3cM5azkPOlICS18vmx/xn9X86HdL2o9w3yYtN8q2zH+ppqRLoqcKzWjZOnjAWW1/vsS5xs5Tmio7I+2/pvtV1w5ZF33o2ODWG0KDYn/YswuAyjeRkjyKTvrZmPeLVlCWMljezatlpk5IfmjoAqysGBL/4tlEmkCXzs/4BjnxaXae/4fgh+E5I/hUs9+N0YOt8G/+S/gav/n3hfCOuw7zuVbW3D/AX41K/A4w9K9K96C25/Pdx9LxyowfJvwNrPQbQMO2pQ3wGN10H7nVB7NcR3QnATGts0gUtPwslPwpmHBXi1AtiVSsSs9iGYeztsfTd0DstnsmUY/uVG8Bs0hXGuv0P+f3yr1N1oW16EU8cE8J49CWdPwJWLRadVV0ajl8LCGlxZEL/FA2VC2x0x8GrFMDMFzYaAjGFfXsjZjjTmZgv27BegOzlTRCIbjgpQ+8zzsPqo7JvutrrFccHgzk7BoR3ikm4yglYm3jnCRQiuQb4MySVInoN8DfJ1oC8gMUjdrJBRjtM4ouxpgDKn4Jai80h0RlkdaEHUljxpQNKCfhPCDuLmzku1jixf1tqUIpXVp0Tq0ZiG5kTB+mSZdgJn1QjtNIwuQHoe8nngMsTXIBoqqMvkN+XGmAWQ1mHYljytQdKGwQyM2hLCu9+UYCu9GnRr0I1gNRTyeTiE4QKk5wrgmg0gSuT/RAniiWIkeTyCOJH6WI/7fjH9ZfVIy7Wo6HirFtMBOoDVCuBq/jKDHEi13oCuvhuBgtsAyR1AHJd7bB/2jKHQ6AYU/kzzMqPYHwrA842tsHfEZxJDnJs4A6Nxq9Cz1jTQR60l5XpbJDR1dTXXULlMo6PyqiowrQLXm2Te89zTgfcKgDkOdFrdqHJeCaz65ymj91I3C6dbZUIbbTGkrQJY/7xxoLZ6rbhWvjc3ApgG2q2cJNBPYGVVPJ6M+gVod/diWL4HieeJxIzLfPd4DnwmRbkENr3cec3IvbJX96VuJd+uFbbPlSuAMYwLiVcYFiDRAb3axnKsEo5Y62qqBy95PKkXed1z71dvFvXu2XplFwUvLoiK6/llf6VuufaBqBEtBgBt5dDqFVyaIW2uXl9yJR9GfSUfhlo/LI5lWpcpQWF57l3PgV9fbmETHgWfVfdyvk/s0uqajclOP0bJ1mEUqi1JpHmIeBsKCslZouc7+4ZKvV5W7B5y/ayN+ze3vXLAcDKCP/5f4dRjog9+1RHIfgyyq/DFrfA7l+Ged8I774dnf0we4s5vhn3fAdGkGMA98lE4+rg03Pvvh/t3wc4BpE9C9zfg6hlhCbMOxN8C234IWt8grNrNbFkGV56Fk38Bpz8j7FmtA/vuhM48JKehNg07vx+2vQe4CumLsP5HAuo2gN8HoHYvRIe5riP/PC9cdp05IVKH08ck7K9ts1t1uW4KLl+FS1eE+bXBrdUUsLttC2yZEUAz7AsYaTSlM41jAbudCZwLmiQTGcPxM/D0C+XvZezt5BRMtGHPJNzWhk4CrQQaA2j0odaDeBXCFQieFzY0UKY2T4FEwJBFwgGcsc4ohiQSYJg0xTirH0I3gNUU1lIBjGks97WzXVzQze2DbQdh5xHJm5NqkLOJJ4U8L9itgcfMDPqyPxxIdMH+MUhOQX4BggUIr4kBWm1NViqaQwGZYU6xpKOg0gyYuoF0DINIfs96C5bbsNKEtToMajAIYRRI5xAmUL8GjauiAW5kIpGwNJnBTFIAax/MOjaVgmE2ZnyDxW+taAuBd198aYI5vS9EqgWQB4RpVGOpsIGLOR+pxtg8W0SqNc4jSWkgko4kkHduOJL7vq7MWb8vrvUGfTleArM+iFWA3uwIGGt0pNzsQGtMnX9eoy3vSKMtg/TLvaSd59Ie++siG+mvS1TD/rqA2956ua5U9s5LX8IIEAQbAaftNzubg1IfuBroCQ2geDR9hrwTQ/PNPCpWGwZmxNmHbg+W1mSiNuwVLhdHgwJ4usiOtoxuTKeBXN/AzJe4eAN3ySXFOPB5E/fLLffqpMitIvjHPAYyNOO9OkQdDzyav2YPJJrBoHOT508g6uV77p5J5TwDko2W9z+81Y+vbdffskwnMOuIrE3tLzKTuam/dbPbGJnNRr9YFXMSOG/VEQWdgQJNPw8SBYzeu+vApw8wTbJl7zTFcbflHjBkY/KPWbmUUwDRDOlzUyUQErum1iV49YF8wGxRmqmkKMPZN/Qa4pa2WxeiplcHk0UFSB8dUG6Kfjmzdq3jie8Ro+R9wyvzyE099leGTCIZwh/9LJz+PLzjn8EdlyD7CCRb4Y8m4eGT8Ka/A3d14drD4hHi1h+G5k44/Rx85Jfg4gmJBPa2g3CkC+ELkKxAfx5WrsL6EIZbYds/g0P/oixXuN6W57BwVBjgU5+C3jUZ3Pd9PdzydZB9EeY/JoP7zm+AmW2QPqeMZk+uEUyo3OGeG4Pf9bWyvOH8afHqYGxuEMDUFmhNyKzp3EU4e17A8voakAl7NzUFUxPQbomxS1MH99FIO9KmdN55oMzJEBfEw5bHJtow0ZGwutM5TI2g0xfPA411qK/g3Gw1htLYXfhGb9l5hADaJBLDrDSCrAZ5B4JpCGch3gaN3dDaBxMHob0XVnsSoOLcSTh9VKIK5sjgOz0HcztFdzyzVaLTNTq61N8vQG0V0I4DuXZunkKrDzOrMLMGM12Y6cHMAKaG0EoLxjnK5T4biPN1W+YvN4vkt47aSJQzNZTKQgX+uUpUEhxDYMZAlvs+T/3NWerXlWVUN09+VCgDqeYRwLGkiQCO1DqdgBIzTYhzw1abVI8WU8KCN6ahPgNN9X7RnBZQm+pkYtCH/hp0V0WbPy7Zsev596035R1vTVbSxHgw25zQvPPlAbIgg2h/HXr6+7qr4wFrvyugdVzdjYBsEMjKi/2WZltSzbSrpmmtF0y5v7ycgXsP00wlML3yUvxAPaRUWWIDpiVwqrlpsn2fZ6X9G7Ge3kpCVUvou8Aap7m2pfAqW1kFmrEykTVNbt8Dl3W9d/WmlxrlY6Vrey7TXPlvgLUcC6CyciL35A3ZmHM2OWafqZ7vQFrl+Vb/vxmR+d4wMk/rO7kPpg4U+5kapA17Ir1yoFOBaFaxGzDAaQwofjLAmeB8rocGPFMZi0Itm840zHHhhnP//nr5jTYHIimAo5UNOCahsptaTpA802Tl1PJIyrnl3rlZpS4Pi7HBoUtbKQuK3+avmqErKrn2+05bXG1vRioEIkVsrUNnHdprUDf7mkC8OQw6miYgnVLSIy5WCsaFMR8b2txrWzc6r1IXHLr7b4lmeDSAj/4MnHsS3v3tcPAzkF+Aq6+CXz0hHiPe8w6YfBySZdj/T0QSsboIH/s1+MJDsKcB79wD2y8CXdG3La7C4hVYXRcd5Z7vgUM/cPMgePkcnPiEsMBrl6Qz3vM6OPBW2Pt6WH8KTv8H4ATM7RFDLVQeEO2D+N5C8ztO75vnwuyeOS5s75njcPo4LM4X50xOw659Mvj1E1hcgqPH4cpliVi2viI61ziUSGP1OnQ6UKsBgQwAOcqypPqChdJBmAHcRCxAdyIRy87mQJjdiUwsOzs9aA1wOk0LNWnutBJ1oZWpBCGYgmgLxHNQ3wnNHdDeDq05aM5BYws0NfnBG4ZDOP0iPP8kPPUoHH1GPCsMBzLo19sQ1uT3RA1u6H8Z5H40dJBr2qBXF+vVyUWYWIDOkngRaS9Lg6+PKBmpZcpc2kzVJBdm9Z9VOrLUOj1Lnu4uy8C8JuBdN4hFihFPQjwlqwu1GcmDJqIV1uuOcgX0a9Bfgv4i9Fc2vwdRDI0pkXc0JqXcmCz261Zn0eFi6eh76x54XSmXq/vD/ub/P64JiG1PCWBtTwmg9febCnrbCnhNdvLl2PJcwGB/XX/jmrKya2WQ210t9i3vr1PyMpAaGMiKQSZueNpE0/eqxCOIwXxwOvBq7GqOi3439Nz5JT2pM9dujs4xwDKu7J1j2zgt4gZXdRWw6kCnAkQDlQ5gerpbX9pg+w3PRZp9tgowSwNhbcw5cSGNuZlnmyV6z9TVmYVYduGWFbRd172ZyRs8mYMPJEuR7apA0mf6xgFS71mVtLn+df3/b3p1jzncYPy12f8dB1y999e+u0UTJCsApAXF8UMH+0DSokLaeOBHKPTzKJdVuzzS+qw4N7oZbBKU89yrz33g6ffF2h/nmlv/nEfFfhYhUSvtPO1js9irjxWo2ucCD7DadzCASXlyYEZ81vZsdWEcsXGz2zjQWAWHmwHQ0udiNgBPB0CB5AwMjkL/RRhdkf4hasHEbTB1F0zeDlNHhCRxqxJ/c5KWIAj+FmiGR334Lz8NF56Cv/cm2P37kHXgM6+Fj34eduyFb3kdrD8I0W6486egdQA++wfw8f8Xpq7Bd0zDvh6E5yDZA/MXYfEMdBch2An7vhsOfBfUb2AEB9BbFAb45CckJDIB7Lof7vtO2P8G0QMOL8C5H4XBJ2B6JJ4rajXRG9deDbVXQTi38dprq+LF4eSLRVo1/8CBhCA+cpcEDRlmsLwCJ07Bpx6Ha/OwvADDrgLZkYDgqZqA21osnU+UCBueIh4xOgFMAtMhTGt5Eujk0ElhIhd7r5iikzNWdxQok9uBbE6YzWAaanugvh8md0NrO7S2CchtzgnAjW4AYvJcXJ8dfQGe+byk48/CpTMSonk0FLlHa1KkDZNzMiHYugO2zHkBNaYldLKB3XpDPEawBukpGJ6E0QlIzkF+BoIFiJagtr6xkzdQa5GL0lDkGX2dgSehSjHqAv6TWGQOQ/0sxsh6eTQJ9S3Q2gKNOfUpPFMwq/EELjLTsAe9BejOQ3cBlrTcO8YGI60olmu2tsDkLth+FzSVoa0C3liZ8u4KrC8V+foyzC/D+gUFtis3x9Y2OwJe21PiYWPbfgW3kxtzK7/coNakBlWQ2l2VCfLaikwS15elzfXsvDUYKEObpgUgyCopz3AaXjdpMcCKlH33WM6YLQTnd60PrOMkQGTuUoX/Zg+8kiL+ZD1m1IJ++GA19JfRG54XAwOebcmbHQGgPrNsgNYZEkUby2FY6HPDSAknD7ht8KvsMcR5VgaalvIE0TGu4eQOIx9oVnLfO0jJU8gY4Oh/n2wkIDjfhHnP9U/pu3vg0UijUmAAY93s8/r+FRoir74CUn39Zep9d79ssqNA3xELbx2CC3HtB7Hx3x1XlxXA0j838j7jAKq9g5pH/m9ByiV8Wtk3AOiWqMcAUMdiRkKWmDcbA5hGLhj4NKDsgKqBVL22sa+Wj3IlYjLpP7MUqj/jS93GsZLXA5nXLXuAdRx4NcO76nnjwO7LudrlJlYZDBZg8VGY/xysPC2TxzCGbXfC9DfD1J3Q2q2MsbWdAeSXdaVRr7VZZLzNjlWj4bnJqEmjVN/sJqupt2/l64xXle0rlxnOc/jYz8OJh+C9+2HuPPRvg19fh1PnRRZx+yIsPw7b/w4c+iEBhb/376H3GLwhh1sb0NgG2Wvh8klxsda7Bv0azL4d7vhhaO24/vcY9cUA7uQn4MITQA5bDsOhd8CBt4jP4Wwdhg/D8m9D90F5CM3bYOo7ofFWiO/STlS31RXR9Brbe/qYhCwGeaF37oUDR+DArcLIra7DsWPw/LPwwjOwcF70qfkAsA4yEAAchbhoWnMt2FWHbRHMAdtj2B5JJL5G6M32ApyBUt6QDmiUw2AojHNaK4zLantFotDZA+2dwuq2dwjwrU3cXIMcDuHqZfFjfOWSlK9cUJdux2F5XpbSs1S+09Qs7LoFDtwGt98vYZq3boHZNkxEMpAmK5oWoX8GBs9Ddg7yeQG58RrEQ6hVGkeQewxBDHkN0cbGCAtal++QhZBMwrAlmt21gXbmDTkvqOH8BJeCY8xoWfPatACk/oq8i71rAnBL+bywutW2GTegvRXac+W8NQcdzfPIA7fLAvrWl7W85JWX5bxx7T8IBKx2pgtwOw7I+vvNCf7KesQ0Fc2vWc4PBqL/XVuWFY61JSl3VwXIdlcEvPbXhL0ddGUiOFC/weZSKfMAhf87nWsvYxWVfbfQqcbWRlHBYDaaYijaqEt7iQ2IGFOmxiaYZtVYRTVMydKCAQr1HvvqGfJCJ1qrDnxWNtbGTyYRMHDqM41jlrfdMrV+Xx9gvqyuozbZHOisAEKnSzcgpf2l+ZGuehOxa/nL16VrGiNndd7/d+F49ZzEgLV+FfNgYjYKmbKVzhDIgGmCM3J170FagM4gE1BZjbzor6IFOcS5B0ApVp2MIXX3rXofveVuxyoas+jtJwY6DZQa8+ktr9tSvAuUo2V/qT8JRO6UUHw+t37TrmlMql5jUxRqkwsvt1NjNZRz4ZB1TAt1AmjvvTOqs/PDYuIWxzom2mROj4XeNaNIzvEne1Ho5UFRH1KcD7hJXkkCNK7sA8GbPT8tf9a1zZsEkTd9zL++P5FNRY4yvAbDJZGo5LlMtuNJiCYgbMmzHTtprEwqN51c+sfz4juNW8lwNgA3seVeX5EHBO+5+AqXSTz9J/Doz8N7gK0duPhG+OUngAC+/bsh/yj0L8PBH4Ttfxce/kP4xH+Ce8/DaxswfQTq7xXpwOUPS8Ne60HahsPfC3u/dXPgludw6Sk49mcChNOBGF4dejscfDvM7INsFUaPwPDTMHgUesdleZU7YeePQ+cBnPeAC2fg+POanoPLF4r/tX0X7D8safd+CUP8/DPwzOPw9BOwfEVcWaUGfK3z0IY63YB9E3DLNOyfgj0t2BaKfreODqb6OzN1mzUIYZCKDrjXF2mVOfYnEAa3s1sA78QezXcL+PWlC9fbej04d1r8F181wHtJQP/iNXnBB11h5kZdiPribWMihh2zcGAfHNoPt+wVFtuB3WVlt5cgWEWi0HRxgSXqQ4gyirCrAaRNyNpAWxpxaAY/OU6OYIyVsbqDHHojYXpHLTHOC2Jlu3fAxF7oaJrYJwA4CGRQ7S7A+mVY89L6FeheldWFdLTxfjUmhc11IHdOwG1tAnGRFgtI7K54ILcKbpc315y2JqA9LQC3MyNAtjOjgNfq9VhrcuOyVpaJ3MHkA4OuGqx1VffaU1Dq6U8HWh6sC7tsRl+DdQGvtlztrKMVbNhSv+82DigZ+fmDW6STP1vic4NjLMDS1cfFIGlsq0t+5+wxjb7LKXNsv9kWBMXyorlo842oSi7T7LhXtnNK0gkF66FXdnm1XEkOLOUFcCzpCPWm+r5UN7CX3mDlfLHqvbH9kv9WSzYhScr7eSpt0ge+jk3Uzf9/LmhJSuFz2Oo9dtTYzoACoJYmK5ZSLyXSV8QKSCPN4wyn+68ZEL7OFrARjLpbHOCkLmmIWz3wfV3nUDJeMmNPW43y+7IN+3r/cu86Bvhz7/uFBu5sFcEDfBtCHnv1flAWu05AeVJn+/7vHpfIK/vKHo/zu/2K3wJKPuf9cMJuQmjPysBgUG6r/sQx07LL/Xatk73Mz73JYJZr+7T2k+FckTlXkJlM3MOujKnBQH5G1oBsAtIO5A3KXnqq5TF1pQAySjKFKhGziIRRDQJ1S2e5nRPVvfNt39xL1ivn1Iv+N4jcextsv/MVDIavnoQ//iH4hguw51XwyL3wB5+C3Yfg2/4uXP41+eF3/EtIt8Hv/jz0PgdvW4P9O6D93cDb4Ox/gO4LwBwsXIGJA3Dn+2Hy0Pj/270Gxz8uIHj1oniCOPAWYYG33wn5GowehuFnYPQkkApAWbwmxnc7/zlMPSDuzI49J8D3xAsCGgAmpmDfLTA7B5OTUn/qGBx9Fs6dgJUFZZOM0QHHfGyvwf42HN4Kd+2CO3fAdAK1oTSyPEX8/DZh2JCV2O5QNNWDSFyEGfvS2grNrSJdaGne3impsxOim/SeYd9v4SqcOSnprOZXz4u+tj6ERgKzdWiOIO5Bvi73sp5CI4eJutybzqSEa67V9HcPIOohPncH0lCjnlwjTMAZdAUw6kA+C+EM4m81RFzDdBHjCm8pJamJzGGAeqNoqgu1hjC37Z3Q2lncE0uNOQElo77oxFcvaLoo+2uXhdX1AVMQCMCd2AHtbSJRCOoIAx2r8UQq7ua6FRa3uzLGlZUCl3pNAn+0dJm7pdrLeq1gMAIP6Fi0taGmpK+AtF+kVN1EmRuoUvLZVX827836q0Y0NgDaffA1cVYOwwIwOrbTjMB8LwZtWfY3g7i4Lh1rDs5PqmlqzWtBoq6vkqTslSAZyWDgwBjlPAhVYqCuzxodWaFpdIQBbyoT3pyA5lRhnGcg/eqnAAAgAElEQVRsZnXZvhq21AYzPNbaRZzylgBNs+rXXfcc07pqsmfih+eFyr73nK5XH4DziWrvoZE1pb7KBmHTRBqD6ucpzgVikAogNUOmIPOYUcosaakOnE9w+z4O3+skwOWVJmQA1MlbAspR/YICtI7bx6sveS2x/khBkBkxmVu8kjFSFQhudkyBKePqdUUj8CdQ/oQqpjSxKoEy/U6mjwjG5UHlPA/gjT3uf75aF5SPu2tcr26zz+gK1GbnGpgsrQz57dADgH7Et9J+xsbwxVnR14yLVOf7bc60/8nMGFnbZ5JQzFK8NmPvsKsbt1/d9B2352wgMNL3IPLeg8h7F9zkO5T2l1+C7BykV+V60RaoH4bGYbFNcYa4oXukbpXDJF6B1gUBzvjQze5MyqRyJ9G1FHUWXKhkHG713rnmW82PUOlctdnnvf+pW/ANX3iFguFhDz7y/XDXw7D36+D398ITL8LrHoC3HIEzvwydW+GOfwXzS/DbPwW3HoXX1yR4RevHYOU8nP+/gQgar4Lzn4Htb4U7/vuNQC9L4cLj8OKfwvnH5GbuuAdufTfc8maZaSRfgMHHYPg5xBp1JwR3wYWn4coJ6O2Ai3fB8Ytw+XwxuM1MC+itRdIwLp0TVnjxmmgXR0PViIFrzLMR7AhhVwz7G3DXNrh1CmandRk6V8BbV+nhCNa64mJq1MB1RO2dHrO7Gzq7FORt46bZ3Q3PZghnj8LZp+DCs3D1GCydgXxVgG9jBDN1CXzRCuReJiNhCAc9nI/c5py4N5vdB7Mz8rl0EfJrwCJwTaQNoc5ObdQdtUWqkLVxDEIwotBgKgDIA5x/YAO52RSE2yHeLg28Pi0C/+YWBb47hPGtqQ/pUU9A7upFAbxrXrl7rXxfWjMiF6lNQtAURifJVGbSg/VFWFsQnXrSB9/i3hmmoO6XYo910d/uGr+CIJv9u5Cc2om7kJxj2nQeekkH6kwHFhdcwQY6m9kb+1ABdM7SuMJaOs3wpLDNzsNDRwCkGce1JpWdnikbPpq7rVFPDdZM02tGeStlg73uihqP6X0KvAQia2h5EwZznVevQd2WWgNZOQkDHWNzwAawHi50czqQZ5d5hlfOAGugnTE3ATzH1Vf2naGaAR/KLJ0DfZXPus1Dfw4Y+EyRxwyl3vvlO+w0JtUx9MbA6rvqDKK8sl9nacMWVPJK2Vw4uTxEVm5CimV4fV/zmpSDGlgwmzyWnBrk6kklVzYpbyiLZMyTsfVm5KN1ZqznM1d+XdSgZODnIulVwd24Og/Q3RQYDSkZVJbA5pd5K60O2ARY+5txxn/pSNrLSNtF0tf2o/XpUIiEdKTtaeiVdUKXVyd9owJkjvNEYSlVkGT1VTKpBCwrk/YNeWWZHn0U9p5a2V8NgPK+75Ky6ue5dLxS5/TWuMdf8rnu5u9BMRn0/bRvKGvbLfVBCYQaxCnoaX0MNKWNBFHR/t31rD94uTedTJbysNi3OpusGrNejQJaysvHg3/63CsQDOc5fOonYO63YPfr4EN74MWL8K0/AAeGcOpXYPa1cPu/hONPw4d/Gt54DO7cDZPfAfE/hAu/Cosfh849Eizj2K/B1jfA3T+Bcw0GsHZFGOBjfybL2s1pOPxOuPVdML0H0iswfBAGD0J2FYIJCN4M53bC8Yeg+2fi2uvEXrgyK0BmsiMv6rArjXfQhytXRaqxslY49I9y2FaDPU04NAV7WzDVh84qNANxe7Z1G2w5AmyDfgSrQ1haEuOpVJ9Z3ISJ/bJk76f2TumoX+qWDWA4L2nxJFx6HhaOw/Jp6F6C5BrEusQfRQo22tCahs4OyNuw2IOL1+DKsjjQnghh9yxsb8FsIO5XuArhNdHxBp4eCmBYg0EdBg3JRx0Bv3EOzTVorIgcwoIRMCP3KNwF0V6oHYDaQWFxTcNbn9o4CcpziZy2fhmWz8pvXDoDa+cF8PaXcMY56UgBXw0ZhHOZxCQjdTnVFQDnlt69TjS0gc8auP1cBSi2BJYGMug71zhRJddypCFf620N5uAxl00FnbEapWW5MqY6CCXqjH1o0oY1AXe+Jbh1gLVAQGynI8+43Zb9VlPBZVNTSzxwBJmAxqHqd5NuwTyPujoIqhcEA5ZJ3wOTKWVAaEm/jxmMRWEBXj18UV35Lw3kftjV/KV06DZAeeCkNGD5g6HWlRhC65D9SQj6jCn2ffYxzWQilaQUUd10P0mKPM+FSTUpQKzMqoXhjioMqy37x6gUwNvXOfbG3+X9dj9MKzHi+rChg2dTEi0INRhN2BYj0LAtx8IOhC2KoDUdPbcjhpy2X6sXKwR+MA0nx8goMe/VkLpVycYGLwwV1t5A0QaAl1/nmHd8g/6xcuylfN5WDcaC0Ju4RkkTnm5c4fGBoh1zn9ns3l3nf5FR0mXfrKbzuu2tCiC98gaAWQWR1bqwYEKNPd9gHBqrIappjk1KFXoyrFDbmTcxdSDTAKMPRG1S6Z0zNqVeXpmQ5lnRn1WXNkoTocqxKri3ujyHdF0lhmt6vA7xFojmIOjgDBUJKRmN57ZvZeSY+8o22bavn8rnUp1sW9ArY+qTrOjr/IideUphQOoROzn6m/y88nv1kOv7XQUEP/fkK9CbxNFfhbnfhJnb4aN3wPPPwT/6H2HbRTj1mzD3Jrjt/fDEJ+DP/zd44AIcOgJTPwXpDjj2EzA4Bzu+C8L98Mz/DrOvgrt/vADCS2fgqd8RrxAAu18Dr/9BYaHDTNjf1V8SGUSWwvJuOHYPfL4r2uPDx6HVhfWdsPAaud8Tq9JYRqsQ1GGpByfPwNV5YUR35nB3DIdbcNeUML4RYjTU7YqcYTgLM2+EvXcCTXGrdvIkjDSQRa0DM0fg4Ntg6jBMHxLG92YZgrQvIQ+H816+ICB3+TSsnhOPBT3VgloI5CSGYEYA9rbXiPHgztth+22wmsDR0/Dc43Dl0zB5BbauwaEUXjeEyYHOYr1Z+CASVntUh9GEShQ6EOyEeJ+Aq+YIpjUQR7Qks9igDtE+qN8HrddLHuzQ5X8NDzzUkMDdNVi+LHXdedHr9tQTw3BV0qirQMws1TPcrNTAapqrcY02wAycP15n9RypN4kQshaOkcpVCmFAKGoWLsLMTVh7SsJxt6Z0UtGWUNetNjRq0AqhEUADATjZGqxfldSdF/1xbxGGl6CvoZFHa5ANC4Ab51DLYTKQCZuFlo4CivCg/jIuxTuVrXrss7ecuJ5KQJNMdbS+hb51WKVl9BzHcBkrZqDWR7Nu5h8U99wmIARq1Fm8Tq4DNoBpS8a55ToAZtrBu8kGyjLa8wQXzcgMhJIMhkn5O5USRTkL5P1JszJDn1aS3YtaqlrVFInsl0GYQKzleg4tNIAKElq8k4ukqJlJHoEz9ouM3bQlUL0XeQMJkuIB1tALbhJZuNOOThZrkMUU7qIsD4o8CfR5GhvnLRtXXYq5QU6lUVXA5VjGzcCqvxrxpQKtv64tkPu/YcCGEtAl8AAuZUA5FuQasE4rxzymNtd3zPdyQXVfAZ1jOf0ZZKDgr1lo7n3W3NwBupDCptG03Iw9GzgtZ1wvjscGLANt/zaxzRVk6u8xv5O5GqJmA903CZB6EbBld1f2lt5dnX9Mr+EbXfogy+59Kbqa5lll3181s9VIm+D6uSW3n5frSyDSB5W5Bxj9sh4rAU0PcJrxZ6p5LREf+NMDHUNCWKrBYh3WMmBe00t8x8GbhFBMVPz37cuSjyEhqgy9C2Fvk/eb/FVfEcxwnsHqr8HFn5Kl7Kf+AXzmEXjfD8G+eTj3n2HbO+DIj8Anfhee/kV4+wLsey1M/jQsn4JzvyiNeP/7YZjC0z8Dk0fg/p+W+msn4IsfhDOfFUb1tm+EO/6+WOGnL8LgIRj+BXSvwGIOz07C54awEksjOrgK+07BMIAz+2F1i7AYuw8JIDp6Cp5+FvILsLML+zM4GMOhBuzcJuCnB5zK4HgKy3WY2SVhjHdMQbwIa+dwRi4T+2H2dpi9Q9LE3hsD37QvYX7752RS0D8Pg/MSYnSwXADdvjrXX0thFWVia5C2YWo/zB2CnXfB/vvgltskLDMIw/jc78HJ/wzdJ2BiHuYGMJ3KcrMt3/TrEhJ40IFsO0S7oX4ImofFAK2xRbSztYGA3fwiJCdhdBySJQp97zSMpmDYgf6kRKsZrMFwBQYruKVpkPuW9IXt7a/AYFV+Y5ZqZ2Gz0aDwxzvKxEXcMBAjwsRmv3UvKftFU1YPOrMS1GRiWiLxtTuSdyag04ZODdqxANlWBE0E3AQjyNRhvJ+n6/J7+tckHy0LoE26lMK7JqNi4PS3IBaAEzYF+FgeqSbZjBYM2A8TjaSnutrBEBexzTHV2sHaIACUIoyFsc7AKc5xwFiBrzOSsudDMajbxCOIwIJ/+ECzOjjY9/PdmZXM78Py/6pufrSvut4bP/CC5YHHZowSXKS7USKrOiZ7SdaQhrMm+vVoIBEVm6kEXmll0EgVuKby/OuWQ8lAyfnv1c48RH6LuZfK6ggLq2ysS5G6NwwlHwUSX8BS5g1OL/fm5AVxuexrEp1WNWSjUWB4/fM2MHqVa/gD3bjzbvb/58h7a0v55u4tGVaW90e6wuGV7Rxb3fBXXpLBmLbqM1ubgDHbD6KyTMPd55gNhpaBf/9twun9VmtnpWiSVgacVCuhCPdr4XnVE4oZuPqhevOR9xkFpL5HFRfswge3HuDcrDzu/ujXdOyk871twJOiz3Dab613C49VEEqF5Kgcz/1r+dcMKv/L2pgve4Cxk40ANl1tCb289N567/TY0Nn+vjHaqUQjjS9CvCLfLd8JHIRgH4SNsr7YGHK/TZunDpsM+cFsSn7HfSLlJvbtszZp9PejqKiv7tu1brjv33PbvTk/w3/zYDi/CMm/hwsfggttmP8e+MQn4F3fCXeM4PyHYOc3ieu0T38YXvgAfEMX9jwA7X8Nlz4E8/8FOvfCLe+XpdnP/yi09sCrf1a0h4//JwmPXGsLAL7rW8X7wPAhWPtTWH0BltfhhRie7sD5lkgV2k3xXrD7BZhdgsEuaP0D2HM3LK7D5/8Ezn0Wpq/C7hHsy8UbQqsFW3bDxD2wMAOPXoRjahx3sAO7I5gMNfgFoludOlSA35kjhXZ13JbnMLwMvVOaTkoaXAJbluv2YC2ChRSu9ODaqAC9tTnYchB27IMduyXt2QuzHfm9g0XoXoCVz8HgizB8HuIrMNGT2SXISzyIoT8F+S4IDkLrfpj8OgHy7R3ihmW4Cv1L0H8OhkchOQH5Ocgv60x/JACkX4deDQZtGLbFhVmuL3dtUlisvCZ9bK8retEV1eEOliFZVw1aqgxioLHOI1zsc+pQn1DPDZMSJnpqCqanRN89Mw1THQGyzUhY2XqgcsQUF+XIwnJa2dWNCS6Rpiql8CJ3jRIYZOK2rp/qeKJMXKJgPa9D2BIWL2wJwDWvEhbQY5SJO7LeGiVDgyxRBkUHMHKcrAAQd3LecpzLfZbIBmkKBiTLC+Ca2SzdAOmY5Ixd/BQKG9mwcL4KRF3I2UYBVJ2/3EYBWv39WDvaSAeaMKAIKZ2pXntV/HWvqnu2tWVxSzhchHQF0lXI1yDsiQSomRThRBup+KZuZAJsm4hnk1L43UrKA5yv6VRTHgvjmseIm6tI8tKkqzLxch5PfMBZq4BQG8RucM6G86pg9nrnVK8X3XhSvlmf5YyUjElWBrhqYOiMljQfqY581CsMQUc9SLzgIyMzBB14uelSvdz5OFY9qi9p2hSkIbmbwIXlFGibMNbKeXLwcn/CZh4Z/MmPzV3sHfbds7nl91TLKWVNt+aht+8+q5+LMkl+pLVozOS6/NDGV/mA1LTduZXtuNdPbFhm98q2Xy1nXrkENH1w6IO4qPz+loxy9R12frQ9vbcL3BIXbgyrEQz9wDLVqIb2v6JKG/LBY+m7XWfS/qVuvYtw9kNw+eMyKZk4BNsfgO1vExefX6XbVz4YznPI/gTSX4WlS/DJBNJvhEcfgze8B964A07/egGEH/84PPU/wdf3YP93QfNH4ez/Bcufhq3fCrv/a+lcP/9+GMzDq34Ojn4cnvmwNKC7v01AcHAaLv4/sPoJGSBPxXB8Fs5OiSEUqRjx1Wowk8LdV2AqhP3vhX4LnvlDcTw9tSJud8JABq7+HGx5Lex/AAZ74KEvwnN/Dp0F2JOLe7iZLTCxFbbcLVKQ6UMwdVD80W625Zn4zV1/EbrHFPieEgAGQACNnQJKzw/g+DU4Ng9rsXQku/fCgUOwZwtsm4CZWAb+wTUBvf2rMDwFnIPaCjTXJZxyU9ejU2VPF+vQ3wrxEdj6Zph6LcRzMvAMliT1l8RBd3IKgnMQz0NDXZ7ZlsYwnIB0DrJtMNwiEpGkJgB2EEho7JUlWLoo2u7hAoTrEA9wDugxNjoqOrJ6RwyzpudgehKmWjDZgk4d2jVZhs76wsjmA8Z29mO3UABp2EKYV80NpCYBrPdgtQ+ra7C4AouLohXv9gWcD5WJTlG9r3bMDhColtac6psPWLcMmLoxFVvSC2yZ1RvUzEWP70IrCCiEowpQXWjmUOrjpqTIIodpqreKPKqrt4pYfXVGntFfqAONzuht37lmMjbBgLXpFL3cD8aQDCv7apgzVECU9FUP3YegC/QhMM8jiQDbeiaSgkYurKyVa5SZGcewGPsSQ96EoA1BB6IJxGagA0xAMAnBlOTRNISaolmdwNSvDzYdc/clMLd5XhgdOW8anrHRpvs3eb5f3sxy3s8TZVgzz1jKj+iWabsdNwkbOzHz6l+SRMKfpBkANbAUFS74nH9aqwuL43EoKUCX8bWZmF9hy435dLpQr2yGsSXjI6uDEsjebLnenrNjSI119H+rZv7Kiq3M+Hp1Mz50ETPV4DCoa7muZZXWWBj3sCH1oU3QauPBn+8NpgRGK2DQzgkq54dRIdm63uf/BiOZfcVua6fg7O/C1U/JPdrxLtj1jeI962vbKwAMpx8WIDw4DL9zDNY6cHod7nszvOc1cPwXYOtbRSP8/KPw2H8Hr1mBg98Pjf8WTn1AQh7v+j7Y/j655tH/COf+AGa/EY4+IgEMDr0D7v/HcPlBWPh1GD0L6xk8NwMX9osbssG6sk01OHgn3HYv7DsDye8KcFxJ4OoVMTpaz+FKBKuTEOyBI++G+98r0bY++SA8+kHgJMyuS2CIHfvglrfA1vth7p7r63zzXHS86y+KSzgDwAZ8ow60DkqUvfo+ONuFL56FJ78gHiriBA5th/1bYHsTJlIYXYX+ApCIJKG+BPVVYcAaQ0nWmWYZrIWwEMB8DEttiPbD9AEBlqNVWb73t3AkALo1kDDGzZ4MJFkoxm/drbA+C0tTMD8h115eg6V5GF4Rg7j6msQ3b/T0OyWic60FAlyiUAapRgOaDTXiaorWtmasYaNyXyMBMWGnyEM10vGBbQngWl1Tz1OdZRoI+3r+GJx9Hs69CJdPSfCT5avy/qS2pDjySNAAZ3gRZjp2GWuTF2xQkFM2ArE8LPJQLeGjWACrH5/dOY2PccvvUeSdb0tVaK7sqTM8UH1mmvDSgMeY99e5J/IkEb7HC9/PZVUfl2fq4zUVBitORfNWS4SZdwytl2xsDKNywIqoDkxCOAXxDNS3QnObrFjU56SejgBcB3R1HzW2zNJCqnIzADPxgKZfl3nHquebYdNNXde7/vX8HV/3GVWApp+X/MpSvCPOW4W3juw+52mES9b0lbJN5CxFujIW1WRCFcc6sYo8n9AGVBWs+oEqjPksGSwpQM01sp21R5ey4h31jcPcfl6uK7UFj+10Rq6WPCCaV4BoGIMF5Qk1D+ICWAaqww3rRV1YlzYe1r12b3lTU0OTTmLjRoXd9JlPT+drgPNr2yt/612Ek78O85+R92DXN8GebxUZ4tc2t31lg+H8LIx+BILXwO8vwdOfhNVZeM274N1fD8d+DmZeDXf8FJx+Hj77fXDvAhz8QWh8H5z8t8KW7v9RiSQHsPB5eOInoVuDJWDrbXD7P4TTn4T+r0FrHlYjOLkPjk7KbDeOYfdBuP1VcNstsKcL2VOw/Aew8pyA4C9kcCyHcxEsz4rx2tvfA296AG67B558Ah76IFz+C5heEKnBzsNw1zfBnm+AuXsZ68oszwUMmsShexy6R2GkbruCGNqHoX0btI9A53ao7xQfvp/6E3jiTyUu+GQCe6ZgSwSdqJBexEMBmM0FaCyLJ4ZA2Yc8hF4T1mNYzmExgYURLMdAXfSwkzMws1WCjbQ0lHJzVkP5rkB4FEZHIb0sOtTBSIT5VwK4PBJJZZ5DsyvscHOgS9AjBTe2/Ic3cMbqX1a9JdRn1O3ZdvGLHKlcIvRArgO6E8WxaALymgaJ6Gqgh56WNVBEb10DVyxKhDOL1LZ6Fdauivu04ZosxWbDggEqrZAGHnMUltlFny0JI/ldtY56gGgpiFdQGzcKg5UoLACJid7SoXyXtOpzuLLVOyIDqXd0cIwKJtL3M2laOtPHJrYCkBa5aWZHiewPRqI5Hqje2J75UHXHg0SOm7FZPRP9bCdRHW0qsoNGWtbWdnJoZ1Ku67swzul/pq7y0hZkbc1bEM9KwBMmxbXgMNZQ2MEmbOeoDHA3rfsSJwbjNn9Z1gcnca18zBnB6Xu2wYWaL4Y0QKqSAjMgcl4EzNepyQL0GfkW+2GGBKywd9zyTMBozWNLzegp0ufkJn1QYkSd30/NycpMqJPemFwiG7/vDMRyikAUHigdW1dZeg9iZTcVXIZeOTKjQjUsjC1vS15T7xc1bbO2RG6TcBfGugI+7Tn+dbhA+9r21bWNVuHMB+HCR6UP2fNe2PMtIif82rZh+8oFw499DpIfh/wyPPMe+OAHoDcFb/teeOAN8Ny/gc5huPtnYP4SPPSdcMclOPhD0PoBOP4TYmR14F/B5KvlwsMleOg7YP4k5HfDjnfAmQvQ/APYtQCDJnxxO1zYJiDrztfCfa+TcM3xizB8HNJzoi08/6KwrE8AH4ohmoH9B+CBb4I3PyCfu3IZHvwjeOJ3oHUCphLYuhPu+Ca4833CAvudYJ6LEVv3RWV7jwr4zXr2GKCxGzq3Cfjt3C7sL4EY1R17GJ7/FJz5PAwuSiCLadW6tjsS6jdKoXYZWldgYlFlDohWdq0N3Q6sd+BaDeZDWFoXbWpWE33znjvh8Gtg/z0SiKO1RdjRq2fg8nOw/DDkj0HjKIQrAhjWahLNLkHYvTiQ72FGE3kiEoLUUgx0IJ4Wpq69G6b2wZY7YevtwtoFLdFTDgMJaFIFsePKvXXRgVrAiv6KsLXZADEGGWluhhxq9OH7UPX90+ojgbBgX+O6yAVaUxIdbmILdObEoM5WFcwVVJ5RBEMYFoZ9g9UbA9q4KW7S6hMa6GFSJgfOj6pn8Z+oxngADDPoDyTyn6Vut7zf70sycFGyPskrZc2jUHzy1mvQDGEqh8kUJjKYGAnYbSfQGkpqaopS7z56WxbCqCZa7mGk0RAD6IdaF0sglFEk+vaB7mcvYXnUller4Yw3qzNw6o7Xy+dVj/taQNNzOkmLAVMzAk1wwTBM1+py9WNsuQVDcQZYua4oZAVQraYwE0AaxwpWFbg6wArOYt8t4ydeSsdgfl3K9xlUY0otTK8ZWZpxqlmv+8woPkClAKc2YQqM8dRkMh0DpbHmtZZOJv0JZLzxecTjnpXPgto77pe9FExAePvNv2df2762VbfSRM9fgdikbnLu5idM2QgufESAcNKFne+GW777a0zwDbavXDD8yPsh/W1Y/174wP8C6wn8vX8Nb7gXnv9paGyHez4ANOCj3wL7n4YD/xymfgRO/KR4Sjj87wQwgngX+Ni3/f/svXe4JddZ5vursPPJubtP51YHJUuyLEdZ9jiNAGNjMhhmDAzhEoZgbBjwhRkPMMwID88Fcy/DHTAMF2PG2DADOICRJcuSJbWyWlKru9U5nXz2OTtX1bp/fGtVrV177z6npZbUtno9zzor1Kpwqmqv9dYX3g+WnoDiO2BmCtQX4Oo5mTgfH4YjG+CaN8CNt8LuIkR3Q+OroOqw2oCDCr58ArwT0N+Cx/Nwbhu86z3w1m8SAOx5cN898I+fhYWvwMgcjPXBplfBTd8P02+BrPVl1lyAlUeg/DCsPCaOaSBqseIOKOwUk4fidshtFiaBleOSlw7B8fth7iBUFmQhdSKRVpQGJfKYn4HSKvQvw+AylFqAA0EWqpMQ7Yb86yHYCUdPwrPPwslToDwB7lfvgz3bYeOYcOsuHhO+3epZqM2Acx6KC9DfFLDjapu1Rh7qOVjNix1ssykgrBFpZgZXpHbeOOSmrVDOG+T+tJpicmDC+salBrhNy77YUAfFAQ60k1rUJI5mZdznHaWlW0Z9quhY5GPOQm1TaJgW8n0CbgcnYWQDTG6Hie0wNCHHDupC2dZYEXq26pzQ0FXnhaJNDt4O/LJFWcgd4/TmENN4BWipa6QZHkLN8hDIvQwaOviErkfGccb632J+SxIw72HZPzoWILLtHtEmGnpb3rKlzUXatjYSyW42EvOETAjZQDtPdpkvYmexLIQZKVUWwpyUkab3wtgcagm6sS12PZJQsfr6HTfZbtp2GFnHlGY/M8ao6O1r1YuPzRhgbFlD/XFkokYZ8NoGZvWY2MZZj1FBcu+NOUGa+B6sfhKJd/wsnM5x8ccInR8TnS+19a5b73wbzrN/C/qAMQ+y6TOqfZK6bW9ryjYvd/f5tY3X/OWW3D2Qu+PlvopLn2znxTbpuzFbCtfXH6bHWfULHs/Mx/o6Yl7lLuYpHWYsqv0Y9j5Yx+tFR9eTj7nbOUJrrLL+t9Q1dVxL6n+8mPShv0l9sPV4fnNfhaOfgPp5ibWw/V9fsQleZ7pMwfB1av+9O8F9I/zh0/DkP8C3fwxuvgae/g+QnxSJcHYE7vkQZP8UJr8Hpu+A4/8RVh6F7R+BAf1/LbmCZvwAACAASURBVDwHX/pJqD8CmTfDUxW4+QBMOXB4CB6bgL1vhXd9Cww9BfV/gvCMmD88VYT/fRy+dgamluD1AfT7MHcjvOln4U1vF4e35WX4x8/BP38aMs/AVAXGx2DPO2Hfd4sZBMjiWHkSyg8JCK4dl4UtMwx914nUNzsN9RVYPAjlo1A9rZkW5iDUQRBaFaG8MgEXcn3iFDayVSTQ+TmhTSmsyBqmfAg2QGYflF4D/deI2vrQ43DwQagfEynxYEYiw+UDoEoc9ScIiL3vjS9FHrHVdT2RQtY8WFWw1IS6Zn8w3IpOBpyclJFWR3p+vL62L/QIEPCNbasidkYxNn5GYhVpybKbBhW2Gt2AH6OOdJKJCwVYACmb1zlrqaK1KYIKEoctI9E1YCieHCHhB7VyBInNqyKJ/25LoS6Q2tgIkON3sBSYcSlQaMCFAY0xbY++t7bXuFF/u7qMHX9ol0zEdeNwp+0aybaXjlYzk6E7rZmzRoY2bsqOsMhasmhCo9oLbZp9oK0dSNsEGAgtcKvM+2g+XGypoFWPTTTMfYck9K8Za/+fOinzPlmbY3Cq9G+aduF7qJKym82pzWWcjiCI+b1pRyfXiozWFjnNqPJ9Xde/gZgPVkvDY15YvY/T5ZmtWe81fh37p/lwO96N1LFioG9+8+h3QN90O+KePS4GP7T3hT6EU88fLKbBYbgeoPg8+3udt9t+l3syz9215i8nXXcSs5Nu29N0Xb3GdATleB59MbVf+rgX2ed6cN3bLvxhuPw0PPffhfGqtA12/BAM3/gSPZhvjHR5guFXl9T+r+6Eymvhnk/B4IRIa+fvBb8Pxm8VW67lg1D5J/AnYPy9AoIbJ6DvBihsBRQsHYdzjwGzEsAhdGGiJgvOuRKUNsPmXWI32zogIHPVgzMtOF0TlWRBSUCMkiemBkP7YHCjzLX1Kpw6CQunIVuFohLKtAEd2tjLQlSHYFG4YcMyMbeko9FkqEjCudZlcY6dlgAcYrJsE8jByUJ+QABwqQQsgVoEd0UADECUB4bAG4PMBMIMgJh5zJ0Q9oVMU6R96PMoR+5R6AqAdjPaQS0SxzuvlUysDQW1COpKmBCUQxIhTdsVO3mJfJbR9naZbOLEgZbCxepgzb9pJJ1hYH2Rk2Rx39b2ttn2HEtVlXws1BvC/RqGxM5XjqsXfEeyOaRhMFAaKBk7RMMzqZQGIyTUZlrgLEE1POLgGkakp4wUU6vUY0owDbpzOZEO5/OQ06GAcwWRQufzEs0tVxDw4Vg2pG1hX43toQYrjouYeyzLO6GWQZWt+pLOy8SSxeQmyDvjDoMzAs4wOIM6a2YETLtP3sO2fTU47ejrBoDQan8dha5VTerNSqqvkhpXSbiWw2oC3GM71i5tN9TOVo5geJsBwI2kkg4uYP8ObW9+BXGAidCNLQloKf3uRTLHxOGBNUBNRws0pZtPbE6zxXaGDvOuxOwd2gzA1NPOkgaoGnYKh4sHVL2kec8XoF2MdHBd49Y4R1v50q1dF5XiD9a0JN3r7O86zqpfcNw69l/vmBd8zV7v6+4KUu3SWfOWvuJS/Tw89yciEc6OwLYfgMl/wQX51F+pKZ4HNKZoC6cd4WRKl2MEugC4Hp66T1Ta23fC/FchMwBjt8nC0ZqD6l0QFWH028W2tnZaA+HrZBI8vV+kwtkc1JSo8YcdmM/D4jRc/SYYG4PG/VB+Bs434dEMnK0IOMuEcFUONuRgYBKm3gr9e8HxxLby4Yfh0CEoLcKYB9ltMHQzjL0aWouw9BRUDokdcNTSi6UntputCKIVkmhAGcj0QXYLUIJVB2bqMFvTNrR5ceKb3gU794lpwuq90HoCVg8DStTN0esg/wYYeRfkNsByGY6dgKNH4Ik7ofUQTC5JAAzXh2oflMegMiq0a5EvHwZj52F8CYZXBQATisPhrAOzwIIPYR68AejfDBP7YPNNsGmXONKEOuhA+RycOwqLp6B8XhzO6ifF/jFsJZKYmBJISxidPnntlEvswOLpj4dAibS62dR8og3h0Q3KIpnzlYCdvA95DUAN8DFSTlsyG0UaQLsS+a6VIQ5YEGlJdpSRj4vCGPSPweAwDAzB0LDkwUHo75cPk74+ySUdptg4K17KpBSwCtE8qHlQMxCdhOZJUKcg6hItyClpgDsF7jXgjoIzqvtMfZB1ReNRSj5cmhVt51xJ6qbdqol5UqsMzWUIVjTTyKrwPYcVwABWA1q1dNpue44GsK7WSCj9LC3gqizQipa8o6WpkbYlDn15d6okpietSDsEQhsfaujSzofqyAeQconppdoc2bRtcDob8nvHIaaUMxoKe7G3gWCjKfOLmk8BvC5g73IEejbPqw12utXXAk5+9uIAld3nvRCguB5w+DyOF/ddAXdX0gtIQRVO/BWc/luZT7Z+H0x/m14jU8mYEcZR9wLaHGgJiZ1m7e1G66oscy9ltGdGI5qmQ4ySD1kVdu/v6Au796OSbV33M/X0/soqLRXbJZorX2LJ8Aa1/w//Aj7xE7B9CF4/BaXtcPV/EE/IaB4O3A6LZ2H7X0FfE07cASPvgOmfFpvNL/0azB+GnbfD4Ttgx3kIB+GRrUK7dvv7gSdg5rfh1FPwBR8+34RaWWwgby3Bm/ph42bY/L0w9T550apV+N+fhS/8BQwfgW2hAOrx64RBoX4AGs8COvJZ4IvzT8sHNLdopiQBJwZ3CZfw6PWw5MID98NDX4O5GZkod18N178a9l4LE8DyF6F6NziPgb8iN6s1Be4tMPQeGHo7HDsKTz8JR56FQ0/D7GEYOQFbF2FjIAvEUgEWp2B1AuiHogtbGzA6A/1nIaNBegWYdWE2C7M5kaznhjVbREEAZ1DTvMFlkaqb0MWR/WIaFa6LSHQ1R6VflHtWGoO+CeifgEKfLBjNugDc+qoEzqgtSuCMoJYAJcMh7DvEDj/mXIbhoI48gyij7VQzSd0rQt+ocDoPjAqgHRiQ0uSBgaSvVHppFjBVB7WgQe6CBrymPZ/025H1AAmjOw3ONLibwZlIAV5rogyDRNraWBVpa6Mi9dqyhG2uLemId0taCqvBbFiBqApOC1xtvuJqUxUjgfWi5MPEpoAz9y82C9B/jOQ1BqIQRwEMtLQ1jDR41ZLXwLHGOZYDJklbOSTRt1ySaGRW3Sboj8GKDWpS4z1r7KWSij1fgLZu6eA6xr0gcGef4wrIu5K+jlMsNTRAzIAtAyit/nhcr/70/mmg2GWfqIWwu2in7lBH+ouaojleeRaWH5d6cRr6dsnHeDega+ovVnKMAMsFY25o1+M+r0d/aky83Ult9y7iHE7qOGYd0KA9lny026I5W37mMjSTuGmT2v/Nb4TKQ/COq2BsEm78uJhIhCfg1M/A6Qcg/BC89vvh4E9Bfivs/E3tKPcrsHoObvlpuP+XYfdDsDAIB2+Hb/sIbN4KC/8PHPt/4ZkV+EwRjpRlcX/jOLxrCMb7YfxtImFttmD5FDzwT/DEl6BwDoZaUMhBcUpC6/rz4FXAUQK0gn5gFHKjMHItDO+T6HH9O8R8wnGhvAxfvRO+8k9w6rhIEK+5AV79erhmO1Q/D7UvAwfA11RqUQ7Cq6HwFhj9DpHQHngMnnwUnnocVhegel6kv1uXYXNLzBwaJajthIG3wIarYWgWgvuh9Si4ZwXENpWEHz/nwVlPaNUMb6dt/xg7JaBBjCc/CLS6Nj8k4HZwCka3Sh6bltw/KupfF1g+CycPwLnDMPscLJyUvkZZJoJIc/Iax5zYjEMJ2A08iLKWQ1ZGS6onYWgTjG6GkbF2YGuXudxL9k63JRWBmgN1DqJzujwL6rwuV61xWiKoshANSA77IOiDugc1F6pKPlwqSoPbskhjgzJEqzpXBWTTkOwY8GpnlYBYTyG20gbIpur2dGDMagINZFuptjEniUEtFtuAS2I6YAFmY5dq6KmMSUCmYJkNFORdMjlX1FR7RW1yUkxYBVwPMSnRpQG/dgSqNUHgFWnelfQKTSrUAE2DNDM/R60U0LNAYRr8dQWJvUBhGmSGvbe1nTuy+tYCrrZEMd13SW9e+0c/WFJKS2Kp4j/SF2tJte9FsAzV50SrlhmF0rVSGkYWO/y8cqy2S8zOEm/Tcy5IGTO7eHpNN1owvW+kt8U+CVpbZrRytgNhm+OgSvpth0OzKJgQ3k4ANInDc8d9xvFdO8I7um62O6Fey6y2a/U7IXgGBFv3lvT9VzjffP4yNJOo16B8DHYOQyEQyaxXguYXYfX34czjcPTt8N0/Ccd+DYhgy8+LNOuLvwKVObj1g/DgL8Ou/WIWMf8z8OO/CO4sPPFdcP5BuK8gEuGVOYm89oExGF3RQHUEzt4D0Z0wPw9nj4O7ClOu8OtObIISEJ5Cgl3kgc1QvB5GbtKR4/ZA/xY67HeOPAuf+yw8dJ/Ypu7cDR/4Sbh+Gsp/A43fgKVn9YPNQXgV8F4Yegc0d8t+j9wHB38UygtikuAFMFiBqyqwvQVFB7x+cPbCwI2QrUDzMXD+BLLLUA1FlbyIcP7OZWClmNAV9RWg5IoKOXIE5BruzdIojGyG4U0wvAGGp2BoSsrioIQ9rs7Lc6jOw+JpOP5FePgklM8KP2+tLJLfMBSJn1LyowwyYqoQ5SHq06V2yCqNCHPD+BSMbYSxCRgdbc/5LmqiF5KUEqe5XrnVa1sVnBlwZsFbAHce/CXJGa01MOqrSAnv9Yov5jGrSmyxG0qo0FqR3CevJc/ZCcALdeAJDVw9LYU1OWN9WTtGNW+kmy6gadiUpmIzdZUhDgtspKwt/fHRDDV3cCgmB5FxnHOTd9zYY+dK2t7ZzkVNA1eUdj5VNyA2W9AfQFfSlfQNmmJbxTQIS4G1qCGSwaim/UnqnWUsDewCALsCxjS47AEco8ASSgTt124DoBjoWSZv3frT0fI6QlqbbUZ7pAFcDM561UnqkenT59dYt6PesQ8a6KnkmGY86eOoZHyHU7Q+RmTGmf/FSfKF2nbQFhx5brlV2HAS+pck+Ne5zRLLgEWdO14uYrBnM9ikHYJ7bXMjWV/MGtNRmqw1gHafHyXrkae0dtASsHgRSTAnsN1HkmtIb7MkL47SYFxZYNx6bvFwY+Lm6udgYTC7jpO6hrXTSwyG6zBegg2LErxi/A1QuwNad8PROtx5Dfzwf4TFv5foctM/I7a4//jLok5/8y/AEz8Nw0/AuSwUfgW+70Nw4v+DYx+FxQr80xTcdwqmgPdsgz0z4ByC8jYo7BZe21DBV+6RoBdTLkxOwnAWvCVwjghwK14NY+8UKfLQbjGB6JaUgscfgr//a3jmSeH9fee3wq1vA/crUP7PYmOMAmcY6rdB63VwsgRPPwHHHoEznxGTBC+EnAelHGwKYLoOG2vQH4kkrT4KTg6oQGk/FL4qx80rWHLguAezBQH8mVEBwG4W+vQXqJ+DoUkBuEOTMDgGpX7IaYcv1RIJfGNFrmf+ATg5L/bBS2eF+qyhnQ/rVQFQLUeHG3bEZKTmQjQKUQm8YRjbBqNTYnKSBrijozA0xAW9acNAzru4qM9b0RRsmoatpXOjltRNyN5WvQuYbSVOfD2TkuAgxaaOrFeD/iqUqlK3J5vQgYonPLkNRz6CGypR+ftocBuJw2YRYlWRkWq6WvLu+vLMvJJIwjNDkBlEwgEXJUe+SPoboQS6qLeg1hCHwqoOMFJfpW2iSadcCfL9UOiH/j6pm3Zcmn4NbPN9Ykt7RYJ6JV2qpFQK8HWrG2fboHOMsYvsJmmM9+tWt1XXdttisYltKlPtrmP0OePAJilQaOzcO8CjBTo7AKiR3jmpTDtQtIFeGiAagBcaQBeJgMII8AKlBXmR1uzYGh0LxHUFe24CTtYFBvXYXsloa4ypUky56CZ9NhVjW5/pNwICU2oQ5sutjNmInMjabkAjSd3V72Z6ux091NHPzLFutqPHpFG6TZeoIllnOQqc1vdkBzABG53kvYylpS1wmiIV9Vpy7V5I7INhGIOcXqVK2mlQare79qfegQ5naUurpiwtY7qEZN1Il20mEdbFpDWWXfvpXm9rA5zveN26pZcWDDsOjFWhPwdbvgmqHwR1HhbfCJ+9B976vULqf+hPYeC1kH0VfOGXxAby1l+Ex34UeAZODcCGd8BtPwF3fy/U74LZUbhnWoDn27Pwqu0weF4co7Z/ELa8FxbL8InfhblPSTCOMQUDGcg0IDsIfa+DyXfDpu8Qp7cLpSiCB+6B//VXYgoxMgbf9yNwyz6Y/29Q/g3wFkXlfXganhuAg/Ow+hVofk6kgL6CnA9bcwKiizkYKEsku6GWqLPdotgNeXUYngNCmdzmXTiWhfN5WBwRwFQcECAzWhIAOjgIxQLksqJZUYG2GT0HC8/AuUry/yiVOKy16tpzXkG1IbmpoB6KrW7dh0o/oMMbZ/ph8w7YuxW2boUtW2B6GkYGNVCtJEC2WYXGEsyfgTPpfpMN4K0JgF1P8rNarW576+fkftiR3jxff8WWwV0BdwH8WcgsQkZLdzMVmYCw1HJNN4ls1nT0R4AnC4ejA3NkfHmeQ3lw+yS4iD8g9HrZEclOCZw8RJ4FaltQawqorVVEum5y42zv/9kEASkMQGEQBqYFtBYGEjBbSAHdfOmKdPblTuuyXVxL4reWhDB9vF7HupDaupt0cy0pZPq6eqmwwwQUXqoUs2Io2kyR4rYFGtskh/qZ6MuK8YyhvQsi3TagUWlzLp3DKDkmdALYtBTUSAlDlziAjs1OEmrTsW7J1RoaUxow6PvdQaLnJQFkfM1akzeBSXSZMbR7VuAWl8Q5GRIw6ToJODR0gzFFY5RIIR30zTRgMrLq1vsfh/e2PnBMGemPlyhs3x4FiK2t/six9zG2uSpsF1q0cX+rLtt6lVHy/zqp/8GAX8e+P+a+GBCKAFvX3IMGREuy/rs6lLZzDDhCHF7cPmc6tYE882AsQBm3fQSs2n2e1Zcq420eOBZ9puNb2ZhNeknb1M2++FbpptreGvuadmpfM6ZjX3NcP/U/W8d0fITjfu20ps2w4zh/DHwLMKOUulb3/Rfg3Ygc7AjwAaXU0lonu3lXSe3/9XHYdzvsKUJ0GjK/BB//PflR/sTvwLFfhmABdv5X+NJvivr9jb8AD/8IZA7CsZ1w1SbY/F44+gfALCztg68dBGcBhifgbe8C7zkYuBqu+j9B9cFf/zYc+hMYm4ERBwZyEvFs4HrY8O0wcbtI4dZKBgT/7V/C6ZOwcRO8fgv03Qv+QzC8ID/Ecz48k4EjrlaHK3nAXhYGxmFyB0zvkWdceQLUQSjN6bC12tbRD0WCGSqYc8Tm91we5koC1vsGoVSAkXFhPMhlwGlJAI+g3n7duX4oDEF+EPySALDVVVhagvk5WF6CeiCArNrQ4XcV1CMB464Gk6NjMDYEQ33QX4L+AmRd7RhnIsNVBASvlRyn3Q7U2IbmS2v32zalXkYAduU0VM9A9RzUZ6AxA8E58I9D9jwUlsCvy5d128SMSFharmgFAuOUl0PseYdFyp0ZguwwZEchNyYgN8rrKHCR5HpLzIFqZe0gaOULSWz9rAVsdS4Opvr62+t+tvuxvh5Tm5Swl4QwtWAqbTMWrXO/bmrnXurkCwG5XttekO2ikRCq9rZtD5du02V82max5z4KbJrAJAoIbVHi4j7TtqWG0FVCaAM/ZY0xksqu4FO1l0aaGUe5030mhHikNHOPAaUhnSAUOkBpr+Q4mhpRUyWaqJJZQ52Ybc/2tmwu+Rj2XKH5i4ERtHGsx3XkH4/79A1yzfNKAy/zHkUWIAy7lK0UiLTLbn1mX729JyhMXYsNBHuBzA4gav5nZC20w607+hmY+0T7KxlTZNpg2walbefVx0r7RXRILJ3kmtIidSdKfrvpHIN4lWQVdR47TTnZWhG6SCcD2QkRlDja6dzN67oOD+7o7BYkOwVwilo4lpe2W+gC/F4IaDSObhf4nXwdpkvGM+w4zpuBVeDPLDD8TuCflVKB4zi/DaCU+vBaJ7t5Z0bt/52r4M0/CN5Xofgh+NJhuOcz8MO/BfmHYObTsO0j8NSDcOjzcMtPwYEPQv4QHHo1vHoPNB+H5il5H2cm4ckjsKLg6vfA7VdD+X4Yei1s+EHY/0l48P+C/jkYQpyshvbC9Pth/JugsHntuxk0Yek0fO0f4O6/FTqxsSrsXYXNZRjTKvclD04X4fgYnC1AuQWqDzZcBVe/Bq65TkIpH7oTFu4G7wiMVqAUQs6RiTRw5RNjHjjjwtkMLHjiVFTIa+nxgNCcZTOi8jaqof4p6N8grBDZAQG9ZGFpAc4ehVOHpVya0Zy/reT3HITEX52uC/mi8CrbOZ9PfiiZfCdYNXaidn+upJ2guvRnct1/eCoQuq4Y3J6RqHj1GeFQbi5AsARhGcJVUBXItHTEtCgp86GYkDguqAw0BoV5xB0EZwTccchsgMx2yE+LUyRZMXOot6DWgsqSDvW8KPXKom4vCcVYt+T6FqAdWAPkaoCbeZmc/tJJKcSesIsNY2j6a0kZ101/DbFFtMHfBYBpHPHNSClVl3q3vrTEL0rGmv/DLtPOLmkVsB19LbZZI+mP7O2ktukc27OZc9AuhYxtEq1tsf1hGkQ6qWskdb1r/A9rAkM97lKnmInCTepxoBwtqbSllkbK2dF2tZMvAo58NwGRDrqtgZCnt3saYGW0+tZQ95m6OVYbUCUBmm2g0codfYZ+KqQtUmHXZIPCqEfdgMU04EzVHZWYAhgAaQPJNHg0QBy0ZNLengarplwDQNo+BBccZ5cu7QA0JfGLpYGWBDHuSwM3A9r0vY21IuaDNG3WYjlzGcdtVddlQ88PKeDqtN1AAa9uKckxKO0CTg1wtfvKz8FznxCfm03vg20/IGZxlzqlP3Y7Pn671LvZd9Olvp5jttGp0uWYUY/+LsdPn8vet9v/Egfa6jy+s/O1l8aBTil1t+M421J9X7SaXwO+Y63jAKI22LgPvPsgcxvMboKv3gGvfidM5uDQXwuN2tyqAOEd74THfgH6D8Nzr4H3fASOfY+YNVT74PQkPHgCzozAT/0qbHkYyg/AwJthYRW+/E3QeA42hcIdO/UG2PyvYPQdGiimUr0MS6eEYWJJ5+WTcPwAnD4GmWW4qgU7IhjXP6KVPjixC+avhyN5OHJC+rfugLe+FoabcOp+OPNpeO6/wsYloTsbVyK9D11o+HAOOKeE73deAVmREOfyQkOX7xd6sv5JCRDiaUep0BVnuFoNTs1D+WuwUobleagsi5Q2DDVQgCSiWE7o1PqHoX9IpMsTG2BqE0xuknPZIDdbSCSz2QLrCiEZrkK4LOwH4TIE56E+C+VZibrXXITGomxvaWAbVTS4alkvtE5eJB8NeV9yzpV2NqMnpaxMMl4evA3g74TMTeDfBM4O4S9emYPVeViZ1+UcrJyQqIGr8xIhsFvK9UFpWIKhTO5K6sUhqRcHE5DbC+RfqqQiAawGpEY6VLXdF9ZToNYenwa61riwkUw+adAZlyFxdK3QBeVpdgk3oU2LVLtkz6iWQ51tFXOHXeSFslbtGcBqSqO5MNIP15KOKK0GjLPZrhc+U7dtDmPQkQZ06xiTjpbVVu8GEvWiu97jtwUycJLfotnH81LHM8fUgCdWIVsSMVvyaIts26RjlmTcscCjfE13B5PKBpC2FNKAyHpv0Nn54pNIum0AZ/0PTiQaLXTZsIGlAZX6XnlY95V2cGmAc2wKgAUuTV8aTOrzd0h0zQEgZmzpCAJDe9vB6k+PgUSa78nvL2YRcJPfSBtrgOlzkrFxPaUhMKwC6XFmTCzpN+Mduts4m2MrefaGBYAW0CS2iTV1auA2dTtATNUM44Cxn9X1WMOWWiPsNUNpIUjkJ7mtXbTqnpTGgVh5uu4l/4NSyO+ijAQ56gEs4+togX8YvFNyruY+eOYuUF9Orr0X+EPRARDXPN/llKzfakdpP6P0PUiVZoy9Pb4v9rlSY+191pkuhc3wDwGf6rXRcZwfBX4U4KadDuzKgDsA2X8Df/PrUBqAd/0AnPwI+MNQeDvc/REY3QvH/hRGjsDxW+Bt3w8nvwtKK3ByGyzcCJ95AKqT8Js/BqUvQDMDaic88Q9w6mnoX4aNGZh8Hez9VRi5Te7NynlYOpCAXlM2LCDUbMLCCpw+Dpvm4a0hbEHUYrUpqL0BFl8DD56Bg08Bs7BlO7z7WyFzHs48AA//LwF3Ey3Y14SppjhSNRCHt0PAbARzCpp+YgO6ZUKkvMVxAXjNAKo1WK7A4gqoslxfrSZAuBFBeRVWywJ+I60ydIswdA1suQq2XA07roENG8RhcGLi4hgaoqZIYoMZ4auNAa5Vtha1ecKsAN3QRJxrShk0idVJ8QTkARmxefaHILNVS08zwnpRDCHXgOwK+C0BPYDY3k6BOwnOJLQGoKKZG8oRrCxqsPskrNwl9W6mG4VBHWxjEqavFn7iNNAtDYnE6mKSilJgdQ0QmpbGpgFuWBO+56AmJjCG6saO0NWzD+KIaibohAGtFuMNLZWMMzaMHfaMOkhJqNtmkc5kIV8QlXE2165ONmrmQqa9ncmKHWPGVkVb281YE0I7tnvUdpCxvaRH4gUfXVy9jTdbL9rxZGttX/M4oc76fTehvSO73pK6skBhaCRYIQRp9bepG0l6oK/HtCNiVXdXu10LzKrQejfXASS6LbIGULqKONCNqdtg0lUkKm+zr8nK6lfJfjbA9LFAaKo09pgxNkwDyXTfhfq7JJtiSjm0OZMpa1u0Rjve1+uyb/qY6T77mPbxDOhcz/9igFvYe4gtvbU/3j1FErpd101fHOI9pC28uxsmjl2m7Vpjup67o1P+PxMMSRkwqjnkVUH6YmacjLVNM+dEPjF7joE3bf+fVTcfnabfNR9FqY8PA8zSmqeuWQud1Aw4jwOrEO4DtU80Fx7JGHTdnKPDiZJk6TARHwAAIABJREFULkqD4LQ0VlnHTV9TPLep9v/DPldMm5b+P9L/mxkTtW+L9Nxg9u94vhfbTvf1et9Tz/YFpHXxDGvJ8N8ZMwmr/1eAm4H3qXUc6OZ9vtr/tduh9Bvw+Cx85nfhu34RJs/CuT+HTb8AX/mkBApYXYSpL8HcXtg1CcHdEmyhvBvmvhP+7C9kgfzIO2DgCDhDsFiHk4ehchTGmsKHu/1HoLlT+G6XTooNsi11KAzB4Cax36kFMDsv/L7OAbi2DNdGUMqCGgfeAWdvggdOwMED8tA3bYG9u8E9A2fvk4h3ThMmFGx2YWNFaOQiJVLfw8ApH1ayEpiib0xCPOcHZLKrVIjVmFGkbY2LEmCiqmCpCnOL4mQWNCBalUmoUBAb4s174epb4DVvhT3Xdb6UUVNLbCuyb6hzUIZwReeymCmYeriiF/mWAFoDbkNDQ4ZQhTVD4shu5gs7Mwz5SShMQWkTlKY1yPSFBSyvwFsGdRaiM6BOI1HW9OvkZMHdAs5WYJPQxC15MLcMi2ckXPbCKbkfdnI9oWzrHxWw2zea1E27b0TeIRUmJgAGhIZVq6x2ttcCuFGrx68g9RUbtITGrRUkDBSNUOy3Gy0x1zD9kQaykUscPS2067o0Tn1uPpGY+tqe0fO0OlnXHSdpu65eEIy0TOdYqqkBjucn40zZNumGnfU2jspUvSfQtNvr/MKPFw9bonmx7eezj7VgXXRyrEIjxVi9rCV6jkPi7KLRp5H6ehCbArSFosZq6wXKgzYzgdjZx+SoHei2RQ/U19fN07vn4uck+yltw9iWXTTlCrGU00mPsbY7drtLn5Mq29TwGdrU7YZDHd3vaMedNpCowZIpXavdzSSg2z6xZD4NPp3UcdPbuo239lENoC6lqhHzjSuTm9KnGlZp1aO61NvKdTosg7zuTg7Qtq7kBIiSQygdcxZIzcg2sz6ojKwRpoyMJFbPGYH+yAvD9tJsU5H0hUH7tvR4M8YIBuzx8Tb9MWvq9piLlrgqGD0LE6clmNWZ7VAduMhj9EhGy2RrfNJ1WzuU7kvX2wLsrOOYF7N/W5/T3t9LQ2bv002z1W2MWcNiHvtOrZgzNX3pgm50A8OO4/wr4MeBtymlqut5ljdf56n9D/4h5H4Y/uBn5aX7Nx+GQ/8WBl8PxxQcvxdaIzDxKXD6xM43XIYTG2FkI5zcBJ98AvJZ+LlrYXgemiVYqkh44uJxGHSgdB2s7IByWU4+sBGGt8DQNORHoVyBhWU4exJOH4ZKGXInYcsJ2FOVY/h9wBvg3E1wfxOe0QB4wybYuVMA3JkvQ3AMsg2YVDDhw2gLMoGEfa4qeM6Bh7MQjgr4LgxA37C8TEohk3MBoqzQc60EsFiDhSryBdwCtQJFBZmmfG3n8zA0AntfDXtvgm1bYLgI4SIEcxLWujUPwbwGusYE4QKTnVIayHoagIXCclCvC21XC5nMDNB1ShJopG8C+gdh0Ic+D0oO5CPINcGpgKqAqgIVUKsycXe8ZCVwN4GzEZiC1aKYi5xbhtkTOnDHeURNpqUPpQEYHBEzj1Kf3JOMBxlX1lgDXAMbyBpieQNaNdemLQ20v4Tbvr4VoFVoRvVoS3HijNYya4lOIxDqMwNuG02oN6Ue+2JYoCItJY3DAKcmInvC89z2cetJsQrf2rdbvS26WZcx8WSlJ6IYIOl7aKuy28CjrYo3jmVGimkWIksCapzl0JLTWBpq2SRHlu27+R/R7bjfiTe3jzOLTZaE7i4jTq9uxmrnxGkzNstJl7ru+mKzagCp55AA0VBKWojqOJB3W2m1cQxW0gAmBWyeFwB3BMQ4Ovy0ceK5UNvNWdvW2seUFuBMc7J/oyalEiAVg7YgAV7BigghgorMx+EqwjVchagq9agmc6QpVR0BvfWkjtayxVLEbtJCkx1iLVyotT2mDNykNNEdW7reciztkSNlQ7db+qP7xbA7v1BKM2k4bieThl2/0LZutuuef+ExjpvU02McBYufhurD0P9qmHq/ULKafTrA4xrANv7YNR/DV9LzSZfMgU4fbBsWGHYc518CHwNuU0rNrveibr7WV/ufqMKJI/BHH4J3/ziMfBkap2Hwx+HO/wLBJPT9FUy3AAcWXZj/HvgX3wl3/xJ8ahUowY9uhJEmVFxYjODYEdh4RhgVaruhtQU2vgq23AIbb5QAG4celXzyEKAlJTuVmGKMnYSBBuBDfTe03gL3Z+GJg/K1OLkBrtoBwQk4exdEp2CgLtyAEz70IzZqlZaYLfiRRJF7ph9a08IgURgFd0DMOVZCmFuBubJMQCYVCjAxICYCXhOas+CWod+B/gxMT8HkkADfQqTB7iIdHupOBjJjmm94QMwQvJJ8nddqCcCtrMDKMpQXYXW5fW3N5GFgSkw2BqagbxwG8lAKoFAFfx6ikxCegGg2kfSZL+qwhESR80hC6yKUZIaerFaH5Zqcu7EMzRVZKBxLTZdxxUEmllq6yeTQK6qQ0pIoA1zj0u3R1hlfSzuyAnacPHGY6RgMaSoi108mz2YLqhXJlVVYXZFIhKtlsYs1i4afgYERGBqFwVHoGxAwb3LfgAZaKTB6ISDaKySx48oEHRlwmQKNJtJUaEKCNnvXIx0+1Iy/4D4mrv0LSF5WA8qsBTyzSdmrboNVG7y2ldlk8XIhkXxGSPQkC4BGDToAaQdQbXTf50Iq6q7JgFQrx17mdrbeSSe/xthsZ+ZlWFy7gsSUNO75SPai9LjUmG7Hiu3duxwrLu1jBeA0EFtWXbpNhP+1ldRN8JyMNhnIhMIIZLK3zvchciUKZ2hKT4NWT9pBl7bSJgJkRCIb+fKOKP2b6AUS1wMA1xrjpsZfaJsBgb4Bll3Gx6XZpselzTkup9Rchqd+A8pPw7b3w+bvunyv9RslKSVzSRBAq9UzO9ddd2kc6BzH+STwFmDMcZxTwK8Bv4zoQv7RkQf+NaXUj6958ZEnk/HX/k6csbbUYeYZ2PRv4at/CSstKH4W9lYliMHBQZj8ffjB74Z//Ek4fAKcYfhAHwzVYdmB2QYsPApbK6D6IHon3PwBmL4FnntaIrp98s+E8stxYfNV8LarYOBhyD4J7oqsWXMjUL8dlt4AX3kYlo7A6AC8bhcEZ2Hmn+H4X0B/E3a7sDELfUVRaZ9qwiNAXcEuBwo+HB+AExtE2jnvwaEQqErOZmHjRth5DbypCLk5iM6KPW79MLhVYZ0oRAI+iwM6OEYRKMvkmxkDbwxymzXo1cDX13WnICYhC8dh7hgsHIP5xySAhrIWimxRwiznB2F8GjJFmXjyNcjOgX8avEchuygcvI2G8A2rEEIFNU8CbdR1jiUJWv3a9vy1ZM+2aTUfY5EGon4OcgXwNX9xdkAWeVcDAE/TzfgFcItSekXJflEcI/2SsG8Y0OplhIbM9dv7YjBrlWtJVes1OHYIzhwXe/LTx+DsCek3yc/A+EbYcQOMT8DYOIyMSu4vkTgUadBo25RGTS0xakluWbam9j7pvl4A9YU4VjhOJ5D0delm5X7nhi4AUDMX2JauW+dwPBJQ2guA2pJSO5et8an9A2sfngdYb5OA5hOJqVsCZ6SzPw1gu4JWazyZtRdQAyoNSDOLQdCy2roeruogM0EyPgySvnhcer8g2Sc+bqu9fy1Vtg18n5e6+fkmhUTM0uAzSxyIkQzC7Z5RSZlRIrjwQ+JIW77WPPmhgFs3otNUwdI0OK6uZ4B+UJpJgDxgaLH0fIUOquMUZR5zdekV5T3yS/r3cCGQmAKplzNIfCWkykk48O/FT2bfh2H8TS/3Fb04KYrEV8kATbtuZwNOg94AtQPABl36uo2zjxu8QIFLKq1LMnyp0s1X59X+r52BO34IXncbbL4XStdA/Sa48w7IPgW3LsCqB3duhzf8d3jjrQI2/vw1Ajpfvwk2DovN7al58A9AvwJ3D7zqd2FgD3z+f8Az+2XSLg2KDe2OESh9BcIvgToP1QCO9UPjZvDfBcfn4el7wV+B6QHIVaB+BurzAoA3OeKM1+eIbfHJFjwXwTFAZeBGF7YBKxl4aAxODUM4IoD6ps2wtR/GMzCkIDwH8wflR1Qry0LhujrS16jY1g5sg6EdkBkXkJsZA38UooLm/10VR7bavDBeLB6B5RNQOQPVWflSVTpwhBMSUxoZUvUskFNCP5YLIN8S2+ZCADljN6gn2MCDRkZyMyu51ScfH24BiZpmAKme0JUvUeFWVmB5ARZnNbDzZfzwVhjbCeO7YHw3TGwTNoZLlVQkYLJN+mmDRksi2ra9kewXNiQs9uxpyfNnoDwPaCli1odSCUpFob3LZaTPc3pLrC82eRlinmeT475sUu+myu9Q6a8FSlPSU2cdEkQVtqt047KaKu3t1QtLVlUve+sLJCfTCTpj8LkOQGrQUptnuVYhG0mdkRgGrQuDzDR4vBiQmW53O9+LkWKpns7GWTHdNmY73QI/9JLsdVVlI+DTDTX4bOl2IH2uNh9xW0iAghZiUmKyZh0w0lrVRMwHAgukrvHuOj6dVFgWv2vM81qkkzrLArhuiYTz9Up6RaXVY/D4v5O58pqPwMDuF/d8RhrabIpgyoBSU280pN1sii9Kc61s7ZcGuOYYph1erKarR3IcMQGMnaX13GL6umUz96T7utXt42YyODfccGkkw5c2ufDg52VR2Z2DSgPG3g+f/lkIn4A3LwkQ/uTN8P6Pw403yUP6vZ8UZogbx2DUg5k6nHwORs5B0YdtPw/X/xrc9Rm48w+E2uqN74ZrXgfDdTj3YZFu1htw1IeDW6F1vbBHnD8IziOQDWDSlYV4tSYPfrOCDQ4MuOLAdKoi9r/HgFZBTB+un4LtZ4AqHO6DmSHYOwzfVJIId4U6OIdlMSsvwLOrsNiARg4K0zC8C8Z2S5joltIAdxEW5+HZx+RrM1jWDm1lOQ8NcBuyIChL6uIgi82QBjNZX0IxF7OQd0SWn4tE6uwae9GMBgkZYBiYAGcjOBvA3Qz+FvDGBeB6fbosEtsARpGEap55Ds4/B2eOSr2ySGxzMbIRtt0CE9thYqvQuanQkmSuwNxDXdTulmo+ra5PA902gPs81PRhINLdelWXNTHhCJWYTzg+9I/Ajq0wPAmD41Dsp9OuNKXa79iWBrQGePpd+l5EdbZqQWTsyFchWgBVEe7kniC2C8hdt8ON3w4gYolov5Q2u0hs2+hoVbAjoNTYLhrtgwkF3orEATFoyeRunBLjcrkdmPYCpy+GYMAGmSbqlx3xy/OTid4Eb/BtAJppH2cfp6OdArBdz9UD5K7nPVOhvAdRBaKyzEeRnpfiD5y0Q5YxHalZ0v26mOpcTHJtKbp+f9z+dtDaVua19LULuI23XwGvV9ILSKsn4dF/J/PG9g/DSgnmj3aCUwMobaCazga49gK4ZnvrBc5TmYxopjNZKe2cyUBfXzLGMPlkLlBmMhYr0AWArd23Fi3ry5ReYslwn9r/g++DDTvgdXPg9cMRHx77GLyrJhK1//YW+Infg31Xy0P//d+CA/8Zbm3AwKhEYluowuSycO++6S9hdQN85uMwdwZuuA2+5Ych14LjvwTu52ClAg868HRWTCJURSZ2x9HSAVfAUzaCaQVbPRjTEqFTLXg2lFDi4QDsvBZ27IPaAmT2w8ZzgAPBOPSPS0Q2L6cluJ5Qnp05DkuLEIQiPSxkIKOdahwtubVNChwtQYnpnbTasYVIXCNty1qYhP5NAqTHR2GkALlVcM8DZ4Eyie1oFqEi2wDOJDijotqNBkCV5H8LA6HuCjVTQqB5Z4Oa5NU5WD4r1HSrs5Kr8wI+0Y5LOR2Mw9Br5V5A+N+0E1NXG9IuQPRC4yMHFhdhbgZmZ+DcOTh3GpaXE7vhQj9s2g6btkneshOmt8sP+nJJKtIApJICtbpUXfoi7cwYrXaCWGWOaehxItF4xB7gGXnvQu1gaewVQ09swAPteNNyYoEdDVNGAlhtoNpqaiaS1guXdnqenpCz7bRtNj3bhSSdvQBmL9BpQKbdtkGt3b5c1NeqJR8wkXlnrFJ16TP1tm1rRJV0Mhb4tKNoGRCrpa9x3dg+F+gagSs+Ru7yuY9X0uWXlOoNMtskns1OkNkLlF7wWA1wVuC6p0SL8fg+qBYu7po9T4PKXCcoNTmXS8Bmui+X2q8buO12rFfg72i9DnQv7eoeKaFMe80tUPu/ob4FHvoEvL4uWsov7IOf+yPYvkPG3/k5+Os/gg/UoODA+SaUFUytiCnBm/4a7rof7v99GN0AP/JR2HU9nPhtqH9cpF1PhfBABDVfpBFBFnIjUMjJBE9TAmBs82FKO9XNhXBPC043JbjD5nG4dhTcCgSPAw/DRm3TGxShOSzHXjoJ50PEeUtBoy6R3kJPHKOK41Ac0baw2h42Oyh2r0EgZgXVFViZFYc2w6lYnBLp8dhOGNkGw2NQOg/ho9B6BsIDelELBHQEQ9AchPo01AtQzwkwCZviABg8S1uAhXRq1aFZk2zqrZo8P0P07uWEGWN8m3asm5SAIJkCF+3M1Et1/0J/uNUKnDoKR4/AiadEm3DulHxcgACWDZvhqtdr4LtVyqGRl2bSUEpLzVaSbPiaW4vQWtZSTUNzZ4PcqgVeUyDW8EgGGWj5AlqbXuK42HTFvr2hy7rSGmbLOSfIIl83gc49ou2ZFAPEFBA19UJBHAS7hbXN5Kx9U8dIHycdLtfwDb+SkgrlgyZchnBJcmTqdt+K9a6sw/TEzZFE1yrpckxLYu2+EngD4A6IQMMd0GNeYc/hSuqdlBLwaOd6vb3dbHSOsfNaan5bWvpCkgGLfheQWSzC0FAKcAaQ/yx4myD7g3Dd5mS/bsfoll9pc9alSFEoQrlWNSlbVWhVOsugCk1drjO9tGA4CGFkA4yswJFzcP+9sFmD0cPD8B2fg+nNMvbsKfjYr8J7zkJ/C5YHoVaAqXPQtweu/yP4xB/DzCm47dvhnd8nzjMPvxYKj0k0t3uAkz6Eo+IgNpIFd1Fu0EBVAPCGUF7uIILFUFgevAiu8eAGLZ0NZoWqLHBk0R9oiWR3bhCWh2ShyI9DcQMMbYL5Mjz5pNCk3fxe+Jc/Ig5wIOr9c0/DzLMwd1hCJK8cTO5R3xgMvwo2jQv9WrEfmIfoEPBZiI7C0iwstMR2uFYSwGvKRkGkm15D/3hBghTk5CPAzyMR2nKAK1HqVpYlItvyrIRqDkLEGSQvQHd8i4DwsW0wthlGN19a+95LkVbLwlJi59mzyfbBEZHwvuq1Anqnt8P4hvVLe8NQPm6a9QuXjZpM8s0VYBaceXDn5b1zV4E6uHVwTbSlwJLEpvh0Q1fAbMtrLwPP6vOhldF9PkLerG0aM7l24Gikp2ZSL/UAmN3GdwOx9rj10rldSUlSqrvJQdy2+2wJfw8JreOCOwjeIHhD4E+0A1i7TIPbKzavr5wURb0BqAGszXWA2HS/va25XvMpK7mupsfsIdXs61ufFNSM6SVFtfPFam+CCjz2S1Abhes+CoP7Lv7/fKWlsKUBbNUCsKZdS0BskAa51pigKsK8NZMjdHaZopTZLpGGe+35kppJbM+q/X/+P2H4H+Cpv4ETi3CbltZO3w2bbpGBQQAf+gAMfwr2hhDkYWkTDJyA/mth+IPwD38FxT747p+HrbvhwY+B/1tQrMGDGbgrK+GMpz0YiSDTFO/gUWA0gj7NeVpHuIAbSswiyEAtBwsKVhRUM+AMQ3EYNm6AjScg50Px/RLWeWijRCmbOQmP3gWP3QUL52Hn9fCtPwYTmwX0Hr8PTj0IMwfkwaoW5Iuiks/lIeOLU5a/BPkqFCpCX5avIh7NmomjNQXhNoh2g78HssMiYc70aUmzljp7lmpRKQG7M8/B+SNSzh4V3l6Tcn1i0zu+DcZ1OTotoZcvt6QUnD8NR56Gw09Jef50sn1sCjbvEMA7NQ3jUzIp1qsCVmu6jO2D7XY1tb0qIDfoIn3wAyg2oFRPlQ0oaDMcQwUX5iEoIVGUdKaIRNLrk+z1gaOlbV4/ZPt6g9Q2YGrKy0gt/0pLSmmg2g3YrmjJ7Urn9l48wY4vNrHegC77BbQ62nbfLYE3rMHvkABgt//le/7K4pKO+aJtfmmbt9vimlaGb1ol4824XnU7RHTXY3Y5px1aOl0avmp/GAbf+lLcre4pDC8sSTVg0+636zYQtU0AjHq/pevPxwvf9zWozEnZNee79+fznfvmu4y93Pl0lYKn/xPM3w/X/joM3/ByX9GLn5QSDbKRsjZXNXitSF/Lys1VS0K7mmzvGYDKSo6nAaxmhcoUBMz6Bd3XozTA1y8K8LVxjzn0peQZvlTp5u15tf/RA/DIt8DTR+GaJgy5kP8N2P3hZOD/+B3Y/6vwuoYAvLIPXg3690D5HXDgKdj7Gnjre+HAnTD7O3DjaZnXHumXABwDCABSDtCCKQfGEIluMxJu4iWE/aExAEsZOBdIv5uBDbvgVW+CPTfDxC7hIJ69Q+zXNn0E8rtgcQYeuxse+TLMHAKvCZs3w7Zt4JZh9gAsHYVgVV6qbEEizeUHBQj3eTDgQF8AhZrY+/qO2Mq6BXC3gb8XstdI6W4VQHyhpBQsnRPQa4Dv+SPimAeAA8MbNfDdnpT9o5fnRBRFwoVcKcPxw/DQV+Dx+2H+vCwengdDwyJ5L5TkmYeBgNhmY33nyGo6t3wRCsWkni9KiOG8C8UVKCxBbgEy8/LR4tZpC4Lhj0F2E2SnIbMR/A3gbwR/SiRwV9LlnQwwiwINWpcFxAba9CAGtuV2UButSo4BGEkdAE9LYLVE1mYtsG1oyenfd05Laa1gIypMyjgoSaTL0AJ4ZlxkjUmDSvvabFBqA8jQOlf6uF2A5Nd9UpDfDds/duFhYZgA0FotKU1fvUufGVfXfWkwa0Ds8wGpRnKaBqlrSUltMHohgJvPJxLUV3o6+3k49HHY8UMw/W0v99VIirQjuvHvCRtIdNhG9/bF1I2Udq3ft5dNwGimLwGoWatug9aMoU61svvi2TNfnmB4V7/a/7lfh6c+KmrtG4HmbfCqLyXsBHd/Ej79Y3B9BUb6YTUEN4DMdjh2NSwG8Oo3QnMBju2H6++FfTVYzcABX5ggagWRoJ5ZgpvqcI2SCWHRgSMNOOFCMArBAJSbsLQCrX6Yvh5ueze8/b0S3cyk1Qfh7H8SsJP/1/DEvfDsl2HhsID0vqyocHwHGqtQLwM++H0wvBOmrocN+2AohOwZ8E+BexpZTNDOIjvB3aHLneBOr09t2azBmYNw+ik4/TScfRaa2k7G9WBsK0zuhIkdUo5vh2z+Uj3S55eUkoVheV5o18qLkleWJJcXYO48zJ+DpXmRzJYXxQbYcQT4DunIcyMT0i72CRg2IDYGtIWknQa6OQ/8GlCGcBHCBYgWk3q4mLRNcvshsw38TQJ0MxsE9HpTYnP59ZoMEFTRBcBWGnSZbYHOLauMgCAFqGxAFlpAL6Ajkhzd+tLX1AX4mT7TryIkAEZDStUiid7WskptsmLO0zOymwnM4kuZDgPcVs/o0n0BE71DHJ7Y0Rk3KeNr0hy4cZ9pk5QKmWeVsrbRPqZtfKpPWcdVSqrKOnb8IWCSsr4J9AZDOdgtYlq8jzlOZNX12MjeP+rc344gGUeU1P2G99jOoaaMCiMIJyB4nwQjqlWhUpF6Vddr1YtX/xuJab5LNkA0LSXtta2bNPVyFGB8I6bKCXjk52DwGrj231/8fVdKJKQt7Ywe1NvtX+2+QDuvt6qJI3vbdgu4Pp/gRsYx3cuJ+WS3umlnSknO9gC63hoCupc5XZ5g+Kohtf/jm+HcYdhVh1Ie9j0K2T3ysjzw5/A/PwiT87AlD2EJvAVojcOzeyDqg5E+aJQlDPO1j8F0A86W4D4HTtZheUpUQjeswq2RANWZEnyxJpLfwoA8yHITVnICZG57H3zze2B6uv2Ca3Nw9pOw8Mcy/mAEy5oyLFeQEM+lMQnoUSmLhGdgC2y9Fba/ASb6Qd0P4QMQHpb9HB/c3eDuBW+XAGBn4/p/XOU5OPO0AN9TB2DmKHqVE9OGjXthapeA37GtolZ/qVMUwdw5OHdCJLiLs2LGMH8eFmZgaU4WljSvahQli7Xraeco7SS1cSvc8Aa4+VbYsEUHIcmvfd+iOrSeg+YhaB6BcA7CeQ10K3qQJRXD0aYKg+IY5PSDNyLA19soYNiWiNngrEOCl5LWdVUV9xjbBj5tUGiDUBsYBqltXa6nK7ANk2t62ZIGfI6PgD4/aTseAjANELQDcmggS4skjLHJNuCFthDNceknjAdOLpHSkgN0P7rt5EDliYFtZMBXmIAt26ERpR01NRiLjCmAHh+PMfuYbSp5RnE0x1SOgmTs5Z7icN0ma3YbtDaFVL89DgdaofgwpHMrFDq9VtBeb7YkB6H4gQShZuIxtvkW0LfBvnKEP72yRT6ai0XNIV4S589iSfqKRQGhhYIGqIVOgFsoJPUrYPXrM9ngtbkMT/6q0Jzu+HlwMilAW0vsXYN6Anhb1fZx69WgOJ6YAfj5pMzoQFNeTvf1ALHdAG1bPStg+OshKWXZEHdxnEvbF8d9tTb7ZOd9f3E5guE+tf8OD5arsC+E/mvgqrsgyMFdH4OvfAK8U0Jt1l+C+ToUFTy1Xai/hgZgswNDp2HiGRgP4LlB+DsPjtSgMAgba/AtDZjOifnD3zfgmVXI58AfgCUf6iPCe/vN74FbbxU1kFJQOQfzT0qeexKaD0HuKCwpODQC3gRM7RGKt9V5qC7JZDe5F7a+FrbeAgNNCO+D4F6ITso/7u0F7wbwrgN3j15w15GiCOZPwKmnEslveUa2+TnYuAc2XQ2b9sGGPRLV7/mkWCrYTRJnt7UULwqguiwS3PPH4fwJmD0JC+cErFeWROJiwv4SQcbT1FOermv6uEJBLzxmodEqvaLuLxYkoIXnpoBmCvipFqgVnVeBilU3QDe22BeyAAAgAElEQVRDEooq06Pt0yk1eymSm4AEJwUS8HXdSBl1OwaOdt0CjbYUMR6TLr3288V9bnIu3N59uKLiwteqLiMdNcfxrfM5yTFwE9aLyPBKV6E1A8EMEmZ8Tn+8LEK0JFL6qKzfSeujQkX6eJp9RfkknMVukkNHhL6RI3VeJI/umLLReiZt9VTp+Lqe2qdjP3uba+3vWsex7nvcnwaaliTZ0dLktuhqXpf97OffA7zax05zZBv6q0oFVlelXNEhyxcXhdpweQmWlqS+tAQr5bUBv+sKYM0XpCwWE6BqzAOMKYENcO3x9n5XHEG/PlOH5NUAU1vyaoNVGzj1kNIa8BodAzWj1+4ujuOurwFqoR3ExratBXFaN4DW9Mdg1/TptvcyCLAuVbKfw1rgtQPoVjuB73qSl03ZEVvZL+C85v+4DMHwroza/1EPxlugCnD9beDdAV/6HXj6PlCnoT+ArT7MRJBtwYkBCHbB3i0Scnn1IAwfh7EWHJ6Az+Tg6Kxw7L4ugre0oH8A9hfhi7PgKwHB84PgbIbbvhluvx2mx2DxWVg6BIuHpGxou9rQgfA4FI7D/BCU3wgjg9CYERVFJg/TNwn43fxqyM1C8FXJ6oyWbO4D9yZwXoWE6LRVyEYda6uCA3mJls7A7GGYfQ4WToqaxFEyeQ9PwdA4DE5A36D0t6mYNd9vrLa2c2idL213qFWPUUQS6lDnOHhBS5zKDFtCqAGJ/f64rvyQM9nEDjeb15zDdmCAjIB5P2sBJgPybACXascAL4RoASiDWhagpMr6IvSi7g6AOwzulLbZnRJnpG7g0D5/B9hMgcuu4NDrUabqBgQaABKrwA0oeZlSFJKEem4l72Ic4KQBUSOh4zPR+eJtzaQvDpxi9zcReq8KsIoEjqkIm4aro4m5TTGHSkuolQtRFuE7NjkDKoc4IPYhTmXFhK7P1fR8rm+1M12ybwHNdL+XbG8bZwFNA/5dPzX2GwRQKSUmAuVykld0Wa8ndrF1zaTS1m60R7BqNhMTh26pUIDBIaGxGhqCgUFdDuiPYguw2gD2Fcqd+nWfXkzwulZKg9cYrFrg1YDV+nE4/xkYeytMf2d3oPv1Iml9oUkpcZKrnIfKjOTqjMRcqC1AfVHKdbM+2MDVtiM299eqdzjXrf/+X55mErtctf+jPmwMQd0GW2vw5Sk4cxYaJ8Grws5QT6IBVEqQfRfcNArOSZg5BqVDsCmCY1fBJ3xYPAzDefh2JdLmYAj+sgLnGsLH25qC0yX4rm+FWzbC6rOw+CRUTgERuAqKY1CchMCBE8chehLGliDoh9VBkUrm8jA0JVHnSgPgVMA/CplT4FblRWn1C+dwa1gkVOtJrTpUy2JnXCsTByDI5MWkI98nfL6ZvnaAaKuQjWQu7jc5A7jQDKCuPYlr2qGjVuf/Z++8w+S4ynT/q85xpidHaZRzsiRbztlrnMCYaFjSkmF3id7lAgtm2Uu87C7hsizs9ZINrAGDwQZjjLEt4yDLkpXzaHJOPZ2769w/vqru6p4oWRpJdr3Pc3ROha6qGfVUvfWd93s/4oazQjwOMUMPpztkylAHUhnR9maz8rBTBgHw+MXXua4F6uZD42KYv0zIuqN0qttKJE2CeQIPL6WE7KYPQHI3pHZBxpSGAM4a8CwSTbl7PriaRdJwLul3zehoLl0gndbiJ1byaVbdyzfrcrZkW6ZASEu3WwnvC7kHOJwSYHUhloT5krpZSSjVUkbLMCE67PCDI2K8tEREk++sAleV2IK5asFVTlHlPofXEhG1SdCskc1KRNbaYuNGdLaE6I6OFpanK8Fq1cOa0VirRMBqgeV2y7ZQyIjOhmQciUB5uexj49yBUgZRNV0DrL3VcWB8Yn86yWtR5NWUFXjleeryydjhoFi2ppcsG3kNuTTs/Ci4y2H1J8gntVpldXnHFCb2qmTfos9M0aY63lSfya+f5blnPL8uLx6JYUgZ5DY5AskhSI0UiK5ZJMzhBo9pY2Y6QHgkKOZwUaiqaoydZvDAnJ2yXvdsfjelzZJDMMU2rfZrZyMZ1tS2bzth2APL3gDJ++GxzTC4TzL1wwqqhmEUqWI27w0Q6Zf/oLZecO6AVTloPR/+3zjEj0KjA96oQ60TOivgV71Q5YDFiyGeBccILHaJ7y5KHsSeMLgN7bDmluSskW7RIgfTENAh6wfVAMEGCDUKYXZ4wTUE7lZwdsvDWJ8PaiWwTKZQNOM/X7M2V6FPp6HrEHQehM4DEDWSswJV0LxWkvjmrZciFvkp5hke+krB8AB0tUlRif5u6O8R3e5AL5NW+PL6oKxC/HfLK4xxhfjlHtkNxw/I2OWCmiZYtg4WroSWpVDXfHJERCkKFa2MpmKTLEch2w+5ftH3mtXSNA94VoB3LXhXCQl2hE78Oma8xtzkUc98hNRIXLASzaJIaWqKyKmVmFo+dzJJECDfZStR1FxMjH6WRkVdM+xvbgNICJEV/0Fpyij8oUy3hSgTorlohs9tlUFuq8FZXbJcdW69sJwNUEpIrEleTUJryg6sJLeU9KamcVbRNAiFJQqbb+XFy+EyIa1lZUJibUnBqUXeYs6SL3C6x3kiaNzvMiaJHYdsTFrG6LNxS0uIpEnpBilSxv3CuA+YRMlpEiBPYewwiuQ4nAVSZM6mOJzkrSjNcf47ZuZUqMJ4NssvBIleiB+HshXCF04n1ITBxOXZ7GMuT6B1JSv0rMU5ImlxkEiRz2sA5F7ukZcPl8+iP/bJes14Vpj6e81BIdEWubdYl4v6ydZN0U84hpr8GMrYZjmvtvC7Z2EFOgciyxxeC33bxa+3pxWq45BRUDUEUaAiAouuBbrAOQ+eexZ8e+F84OgyuKtHHsIr3fCqOITdsA8YbYMr3VA5D/p7wZGSyIOqh4qLoHItlC8DZxAO7oSnfgttOyE7Cm4vLK8RUh26DpZ8RsorA+jdkP0jZB8GvR+0BnC/GVzXy/T7dFBK7M2OboOjz0LXfkCJr+/8jXDeemhZL3ZnsyG9I0PQ3SbEt+u49N1tEsE14QuIt27TAthwIUSqhOxGKguk12txlMhmYecT8Ohv4eheiehsvBRWnAfL1kuEfarr0U0PVcOGSh9FLKdGLevHCuuZIRqgeRFf1WrwLAHnhYXor2eZEe2eBLm0JDpkxiA9JuPsuCXKavSlRDWXNKKvKYlW5JLkM95PFJpWKGjiMJIVnF4hpE4/eCIFgponscbUfr7ynqUoitNfuPnkP+MtfPZEp+PNl5Gs4ZRhdc0w++wQZK3Jhdafz2F42laK9MS3CpwVxnKlEd2tlHV2AYfpkc1KVNZs4+MSibWSXTNSmye/0emj+D5fIeIaCkFDQ/Gy2UrXhcNzQ2yVjki5ssW9ylJIgjTJmiVCp3KFsZmEOG1kT7ccR5Usz3Tc6fY/gXOVRu2U6Vhi/Jxmy//cs4ySniiUKsiW8vZbaeNl3mym+8sUMF+avW7wuyUoYb5ka9YXaIPwau7CDKEcgAJZKVmGApGyEppsKSFygjLzOVTxZ6zuKOafh7ISJst6c2x+Jv9ZC4E0AyL9ByVpWltROIDpVFKa7Kpbkl7N74Nu+Z4oS49lGYqvP/8zWcaUjNUU60t/n0q3kFyD8JrN9P41j+X0GNLFMvKFucxI+qxyaMwLPk3f4znA3D6xnMCgW6a0k09BMgb1wFgUFkUhBtTWQ20DOHLAOiGs7k7YDPTUwXeHocYllmmbYyJhOKpDQgdHHegb4dHdMo265hpY9SZouV7+Y3UdHv8RPPwtGD0qUc/KZljzOlicBsfzUHkr1LwTiELmD5B9CHJ7kS/MeeB7Gzgvmv5hn4zB8R1CgI89CzEj+lu/FC5+PSzcJOPpHkDRUeg8XiC8Zp+wkJRwuTgrXHi19E0tUl44OEvz/dEh2Po72PoAxAegrhJefQOsXw+eHOKp+hAMG8UEdGsfnSIqaMARBEe5NFcd4qBRLrpdLWhsDyHeq+ZyYGYSpecg0Q3R4zDeCuNt0se7pyYKmibE0vwjd1gybD3hwjpzWs3pKyGfJiE1iahJcieJwJ7pqXuVEVKb6YJMO2Q6INMJmR5Zb0bZrdA8QmBdleCZbyR7GiTXXO+slJeUF4se9lQhm5Wo7JiFyMbGC8vRqJDYIuIbFV3tVHC5JBIbNqK1LS2ybI3UhsIlBDfIafOCVYq8O4dKTtJSoJcsq7iR+DhUeNHiJKqSTXlN5j+qeGxunM26/P3CnLKFPFFTGNGl0uhTaZSKkn0sp7SOlZE/oAyJUL43iu8oy3GtEUClWQiYksRks+kZyKaN5bRlfdaybCabWq7F6TUIq4+JWngjCdOU35mOH7OGQfDPFlgTRPM5HuY6a+Koo3i/RAeMJyGyDqKOks9qBamWwy29qzQpdjYJqOb3Rise56+7dKwVr0eT70B8UPS6yWGRN5j63fS4ZV8veKulwq2/ypCGGmN/FQV7NMs5Ss+lWcYT9rOsn+6aJz3mJMeZ6lylx5lyP+txZghYmnvPqUxilaa2va8enGugZheUj8JjCham5E2wthnCQNVNkFkO2+4G1QeXjULSAfenJbmuMQa1GSlJ+5gDOlxQtx7iw5AZgvA8uOEfYe0r5csZHxEC/OQPYbwffGHY8Aq47K3QsAqGfgxDP4PIlRBZDLmnILcHUOBoAte14LoKHFVT/3B6Tsjvc/cLEVY6eIOwYCMs2gwLN0IwMvFz2azYjnUcs7RWkW6YCITEWqxxvjST+IanKYmslBDX3GBxyw7AwEHo2A0jbeDKiF1dlZmUN8mxNL8QIbM5LWOz/KujrHj8QiODuTTEuwptvA3Gj8N4e+GtVtMg0AihFgjNl5LYnnJDAmNU5XP6zw6S+kKhcvL/l+klbw1XGt3NDsuLihWOALjngbu+QG6tvasCKQRxjv9+TiXSadHNDg9LGxkWd4PhYXE8MNePjYr+fio4HAXSasoLQmEhuWFjfTgkTiohPwT9YjfpcZHXdJvuLVbLvdIIlNINqY1BRnWDtGKQVAzpDinytnP5cVrGpMnb05kWdXlik5mGSE6yToFE8nyg+0B5kQRIl2V3g/SZFmemn/AEj2FLhFUpxNJOUUxIrQTVEl1kqn0m6+cAeacOM5lWyXNDN1x3TF1/rqTXLSQ3/9Av+Rk0R2FWyeUtvPy7fPLC742ALyLjCcTMMYtlZ+E81u1F9niOkn1O5DylBHWS4xW5n0y1n3UdJ3df0zPwzLvAWwPrv3h23BuVEpI7chSGj0kxr5GjEO2m6O3LXwWhBggb8s5wY2HZdYbrC5whzDaBbm4jwzowHoJcAuaNQioNjbo8NCobIZSGpvfBaDXs+TmoUbh8EHxp2J+DlUGIZKEiA11u+JWCoBeqqmD0CFADV3wWrn2HHLPvEDz1I3jqbhgfEf3vdf8I171PXA6UguFvQOwuqCoD7yOQfgQcC8DzOnBuAcfi6f8YYiPw/IOw8wGIDkCoCs6/DRafL9ZnDot903i0hPQek2ivqel1uoTsrt4opYRNAlxeUXwNekIIULLdQnSHSojvEFCiRU2nobUbBqKgB6Bxk0Spy5uLya4jbERtyyRie7qmvDMxg+x2Q6IH4j1G3w3JgeJ9fdVCeuevN8ivQYDPcsPvWUHpkBsxXlasLy6DkBsworoDTJjKNCO6zgohvL61lmhuA7ibRdZwNtzMp4JZKEO32PjpGYr9dLOTjLOFz1i3mU4puaxIhxIxo5WU2E7GjepfCUkONV1S0kmDdCiDd6hC83rEorHOCy1mcpgbPE4pp+52lVgHOhBt5rjcy5ReuEbN8EDOZWFch5hBdjUdtJzRT7Y8yTbzcycEDZQRqVRGYqsyGi5L7wb8Ms5bDxpjZSbuegrL+RwJM3nWSmYcBU3oBCu20qjZbEnaiSxPck6rI8yknzEI7ImcU89BOiqRudSYtMSAkX1vZOInh2X6Og8j0RgMAlsmwQlPGLxlxf1k40nK0No4SfT8AVIDsOwDZ+53mhiWCrZDBw3ye1S+RyZC9RBZBC1XQaRFiG+o3pA12DgZzD0Zdvigtx+8htVOmUP0oZUa1L8BBsvgyK8h0A1bWsVq7VEntC2E88sg9BwcdcDWHDQYU0z9Hlj3Drj9I5LFfHQr7Pwl7HtEqph5G+Dln4DL3yDTGXonpH4L8Z9BZpdMHQQuAtdFBgGeIayu5+DYdtj1EBx5Wh6eLRvg6nfBkguEAMdjsP95OLofjh0U4jsyWDhGWYUQ3ms2SN+0AGrKQBtDqp4NQe4w5J6BwSHLumEj6lMCzSdJSc4q8K42xpVGolIlPLcLfvFTUGVw85vh4r8Sy7PTjVxKCG+ss7iPd4m21wpvBPwNou0ONEKwSfpAo0gYzmXkxiDTJsQ22230veR9dCcQXadBdKvBt1KkJq46cVhwVktEFz957eNkxDE1jtjOWdZNtp9JPouI5ky9hbCaEcz88a0EtbRYhIUQnkjhCKUKln+Z7OR9Niv75IxCC5NJeMxIpMMp+kaXBwJuKPPI2B0RzbzbcErwe8DnBp9HuIpJQh3KQkgNHaCmg5YBUpZtWSANmhFp1VKybz6KOcm0pOYu9PmCIN5JxiUFQ8wSzw6/pfeXLAekd3gmkj4bkyOXFtvN5Kj0+TZWsmy0qfxRfZUQrIXKZRLB85bJPc9bLlFbb7k0m9CcOehZaP8fSZqLrJ+bcyoldmX9ewot2iXbHG6ILICmCyGyECoWybI7MDfX9hLC3Ge5DPugohU8ujxchstg/iq5CfT6YfBuaBiEyk7w58RHeP958K4FEP8J9OuwS4OGMhiuhOEV8JF/g+XLYbgdHvwmHPkL9PdBOgTnvRdufT+EIqDvg+QvIPu0JArFBsB5I1R8RQjjjNfeLVHgPQ9DbEiKfGy8GdZdD2klxPfJb0rf0y5fck0THe/qJdC8Cer9UOUCd9zQ0+2G3KMSGeybxFVA8xeifZ6l4CiZ5s4T3in+OEYG4e6vw95nxRHiDR8QScSpRnpUdLzxDrGtM1uiv3g/X5WQ29qLDKLbIM1fP7fTOPnkhxKCWEToStdNsjxZFDOXAX0Acm2gt0OuHZRJeM3kjwAQlKlk5QMVoOCl65bInJ4DNQZqCPRdxddmjk83SgtDmBq5vBOF1afXC84AxT69Fn/mokIRlvUKiCdhbFzKqY9FZTwalTY8BtFxIy9JQ+z/fAapdYtcKFwu5bnDZVAWhLAHwn4IuYXsBr0QcELAAV4dMPXvY6J9VwmjpWTmRSXJSwZm/8uSKKkWMAiqMXYEEV18SFp+bK73lxBbs3fOfEobJwc9a1hGDU/fUqOSfDQZHC6J4JokNlhXILXmel+5EN5A9YtjFuvFjt6HJCq89O9O3wtiLgOjx2HwoEF+d4sEAiTSX7MKFr8MalYL+X2p+BifYcxxBTpNbbtlHlR3wfU5GHdAzWch+giMJkBvg1BQbLXqx2CbC/64Rohw5l55Q38WyDXBvmYIb4ZPfRoqymH7T2HHzyUSPARUrYJXvh+Wb4Lsdsj8GHIHQAtDdhn0PQX+zdD4KXmgTgVdh6PPiBa4dbs80Oeth4olkHRC6yE4dgDi4+DMQZUTltRCS1CcKcqSQC+ix7PAYZT5dVhJrYXoOsz+BRDEAzvhri9I1Ozlb4XLb3rhf+BKQbwTRg/C2FFJXou2Chk24fJBsBn8TRCoB3+t6Hl9VfKAL7IXyxYvKyP5Y4KHrmWsLL66E6KcU5DWCdPrpyLrNQfOJDgSRm9p5rS1coNeBrkIUA4qBASNyNxkxR2cxeOigg/T7DdZFbPJts10TGshiRfi5avrkkBmetaOjhb72A4PQX8/DAzI2KpBdecg4oS6ENT5odoLFS6ZRQq4wKeBX5Pigc6MEFhlEFiVYNKI8GTQwoYUKCwvk9ZoaxFB9RVHXouax2hebAeNswDZJMT7CwUA8qR2pHg5HZ38854w+CqMFjEit5YIrtdCft221v5FBT0Lz7wbPBWw4cun5v9WKXG5GtgnNRGGDgsRNgMZ/iohvWYrn29/p04xzl7NcFW/RGbcAEsg9icY3y5vzdXnw/FeWHQE2l1w/zy4KQGJX4msYg8QWwPbm2HTRXDHHdC/Fx76Fgweh5EMRCOw5Ua45V3gjkLy81Ia2VEP3vdCuh76/kWkBI2fmJoIJ6Kw83ew437o75BoVLBWiOXeR8D/Owikoc4Ha/1QoUHQIVXXNKNksrNOCkG4zxcrKqc5zV3LafdYfex+uOc/oW4evOPjUNs482f0nOEtGZWWjUJqCEb2CfmNtYueN5eQKKemgTsMrqBUhnH5jN+nBok2GD98an4W08/QtCDLezk7S0ijdyIJnKr87WzK4ZrbVRL0fon26n2Q64Ncj0gQcAqpIiJJaq4m0e96Wwwv5HkvvptbJiMkdmAABgxC299vjPtFO58eEVLryRq9pQWdUO6VkulhD4RcEHLKTJA3Ax4HODXQYojFjAEtaCGlJlktsxBXC4EtXVdEbgNGhNaOvJ5TyGUkzyAxWKh+Fe+X3lyejOQ63AWCG26CmjUy9kbAX1nY5i3nnC6Fa+OFYWibVJld8u6Tv2crHQYPQe8OIcAD++U7C1LXoGIJLL8VKhZD5VLhFC+258M5irklwxoSmas3IjflOow8BtTBkk/D7m3Q8AdIaXBPDWzpg9o4+FKwH9i9Gtpa4OWvgNffCo9/DY4+DjkH9GjgroM3/i2svVAiyYmfAAo8bwb3rZDugO6PCWlp+nQh6qoUqJhoN4f2w1M/hvYnQB8Fr4IFTghqMrMdCIq7QyAkCXmeRtFyOs2KWUb5X1fzC4vqnixyOfjFf8Gjv4bVa+CVt4OjE7r3GyR3vEB0rcuZqBBhlFFFaEw8e7Pj5H0Q3SHxyg02g78GvJUTrcocFjuyCRZk1jK5Hss6l2VbiV3ZXFcaUzqkWyG1F5JGy1q03g6vJKYFLjJcGpqNvuHFERnUdXFO6O+Wm/pIB4z1wLhZenMQsmPgzYLXILueHFQ7YIFLZAgel1Qcc7mMZmhz3cayw2nIAwIGuQ0YBDUiCX+Ochk7IoY7SYRT4lBi4+xBcgSinZJkljbuQ6looYJZfr1R+CETL7jIWOH0QqDW0OIuLYx9lUJ0vRE7gmtjdhjaJjKvio0n9rlUFLqfLTTzhax8Psy/DKpXQPVKcXWwv4dnLeb+6eJ1QBAhFYlWyC2HLX+Abd8Hzw/Bl4Vf1sPSXlgGBDJwDHiwFhKL4D3vgvkK/uf9hgtDLRzvgQXr4PV3QFk3JP5WkuRcF4LnnaBFIL4Duj4FZCB0IQx/TRLS4j1i1xXth7E+KSmJgvkecFeAfx6EFkLlcqhcYVhU1RreueVz/+VWSkhraghSg8Ut2g07HoSxTthSDfUa7Pqn4s9rGrhCEtE1myso/x96ThLbdB2cIfFYrFoP1ZugapOUWnwxQY+LH2/6GKSPFppuaARd1TKDULZMCK9nniSvnYs3NKXED3eoR7Tvo93yPYn3QqIPUv1iu+cchFBSKjGalaSCTqjwiJuC21N4KfJUFPwq3WFDAxuYojfJb9CI4J+Dv0Mbs4dShouC6YE6BGPtYgk1eky0uBOgSfTMEyo4JYQahMy6g0aZ3YCQXJP0embpqW7DxnRQCoafhYoNs9Poxvqg40nofBL6dgNKJDSNm6FhM9SfB97wab/sFyXM4jwqSz5BHNMv25KQTUk/2boTqEI4t2RYAU1ZcDjAmRUt5SWPwO7fQve/weo4PF4uJZgXG7KDXh1+6QXH5XDHO6Hvd/DEIahfDZ0JaDsKl78Krr8Zst+FxGOgvKBfCiknDN8JmVZI7JFfrmsxdPwCBrPQF4ORpJjkJ5NAGGovh/WvhpXXQLjuzJDd9LCUgkz0QrIPkua4X0hvkSWPAc0P+w9ANAXrXgErLgFvlURvPREhwK6Q1BsfOwjRozB2BIb2FbKfAw2w6Gqo3ggVa8598qunIdtlFJ0wWm6gYF9mkl6QKL5nIYSuAe8K8K0GV82Zu/aZkPeRHpAXmNFuiPYIuY0PyMtSeliqK+pRmflwZsBRoqcNOKHcLSTXEQZtMXiawN8CZYsg0iykI2+3F7IjtDYEJuGNdkiU1+zHO2G8Z6Iu3+GGsvnQcL5kxofnFSzCTLJrE1sbZwKx45I41/KGafbpg+OPQvtjMHxU1pW3wKrXQtMFMjNxrn5/VRbxIs9SVCFRlS7P1NIzLE+2PluyfKI2kacGcy+T8Oni1anloOpGOPY0/OXTcEk/tHolAWYBEKgSG64HHaBdDx9+A+y/S46z8S3w8AMQHYbXfgDWjEPyPZDtgXQAUjrwuBHFq4Dhfoh6YcdqOKBD2gXhAAQSohEqXwyXvBa2vAoCp7sGuRI9ZRHR7RN/3WSftFKXAE8E/HUQXgTVFwjJ9VUZZLcK4jn45j/D8BJ45ydh5XmFc40fh6FdMLwbhvcUEt1cPol4N14N4cVQuUbI8LkGpYyKax0W0tshLdtHUTKVq1oIrmchODeDq0oi/J6FIm05m25kKg3pQ5A5JjY7Y50QM74jmT5xIskkxRs3ZyEdSoO0E7Je0EJSXtNdJ1FcfyUEqyBUI628CQLGDIej3Ca5NgRKyQu31U4sbbERSw7LdzLaUdBDgpDdUCOUtUDjRUZ1K0OT668EfzVFvus2bJwtGH5W+lKJRHIE2h6DtkdF/wtQtRw2/A00bZGiFqcCSlEoUW5tZoTUupwrWS7ZH4PYqoQEfEyHHLMYj1ktMt+njHOcAmguyenRjLLded9xT2G9I2TZp3Rfq1e5G/Ie4IbvuWZ4oufXTdEXrfvNrC59bp9+DiQD3OeR6LA+D/7nvXBFB6QcEPVD/Tg4Vor/7y7g8Dr4X9fAzrugZqmUVv7Vf0mi2rs+A1Xfg9gfIJ2DTAO410LkRugKw+57Qf1Ytu1ZDfVb4OZVkDgOhx+XZKwN7zZI8DTV3E4GSgnBHdkrkdhEjxDgVDgFQDIAACAASURBVL+4JVjhKQdfrZDdmosM94U6IcC+GtHFTYX+bvjGP4mbxfs/C80N0PUnGHxOWmpE9vPXityhYg1UrBJbs7OJ/M2EfJR3EtKrW3w9HV5JYvMuh9DVhqa3GdyNZ0bDPR1UpmDvlR6E3sPyf5bcDXorpOJSECKnIOWCpNGyIXA0gbceAk0QahJiW94k5cUrK8HvP7f+f23MLXJpkSyMtRUXg4j3CeEtvUeZcLhEhxtuhHmXS0JauFn6YC12uW4bZyWUQkhimnz0U7dEIwd/D8EQ5FphZAf07YCe7TByBDQdgtWweiVULwVPENQwpH4DyVIimptIUqcirljXnYZoqFlyO+8/bvSuSpGqOcxkZMPO0VFKSC2NEpI6JZE9d585c2uttkxT277mhto1EGqHe3MwfxRWO6C3EkbHYHglVO2BZBq+UQ7vfi0kumHNLeBdAD//BjQugttvA8enxTs4vRC8t0HwFtjVB7/8LoR2wfIO8C2Chk/C6qslCv3wf4lH8Nq/gkv/GkIVp+aHy8Rg/CiMHYbRAzC6VyQJIJrcQIMQXn+dQXRrxVvXW3Py/ro97fCNTwCj8PKrQT8Oo4dkm6cMqjZA1UaoXCcJb+cKVAZSRyF9EFIHIHVQilSURnnzRLepMHZWnZk/SJWWCLVuFEbRRyYu6+PyPUmZ1aliEI9LgZZ43JA+aDAQgmQzuJZBaA1ULoCaeqithZoaCJ7j8hUbcwezjGu8F8a7paLV0CHR7eZnoDTRfQfrIFAzuY2YOXbZL1k2ZgmlEHI4xVS5SUaZan125n2sjSnWq/T0kU+Vg+HtMouWdUgASSl5LvsrZYbDWvRJc1gil6ZNpctCFF0l66dZl19vXXYWL5/UcY3kcxtnqbWaBviXgbtMvEbLc7DeCTEfxNKwewHUHwJPBr7rg+vXQXYYrv1H6B+De74O6+vhSg30twIpcP0NRD4CXaNw13/Ckd1w8TiscEP9+6D5Dik8ce8/Q9vzULcEbv24lEo+WehZiB6B0f3SokfEcsyErwYq1kNkNURWQfAU22vpWdFZ3/c5qByCJS0w/BBElsPSN0kEOLzo7H5o6WlDv9sn8pZMl7RsF2S6CzcvV6VEeYNXzl2UV6WFuJpNjYMes4yjUiRFHzaI7rAk42UzUvI6nYGM0cecMK7BiA4jaUjqcsPNOiDjBK1SXljql0DTSmjeIGW43bbFk40TRDZpeJkehMEDMHZcor1WFwaXTyqgLb1V+shCIcK2sf+LA3kCOgkZnLWGcxbrrYTVuo8Zec1vPwXQzGqMU02pm85DIXGuKZ2W1zwWoljy2UwKjtwL3dshVyb5Eo0XQtMlULHUOK75eZN4nsXPVRsnjbknw4veDfv/GcIZuMwJDg1Gq+DRCPhbYV4MHnFDfS3UV8ENd8Khg/DoN+DaHCxLgqsd3LUQ/BIk18PdP4CtD0KZH95cBlUaVN0OFa+DZ+6FrT8Wa6fr3ifV4hwnOJWnZ4X0Dj0Hw7sk+ms+YPy1EF4CDdeK9ja8WCIrpxqZcSkU0v80HHkI2vZCmRc2vAoWXAc1F4id0NkGpYTwpvZCch+kjxhliEuyyTW32JO5GsG/BbxLwbtMIsAnAz0l0VgVsxDbWAmxjZUQXmMbU9zEFeKxm9CF5I4CQxnoS0F/CmIOiLsh4YZEANJeiFRBldmqobkKqquhorIQ6bVvrjZmQi5TcGVIGC1p6eMDkrhmTrcG6yGyCBq3iC48WAehesPeyZYynHJMFgXV0yVkcrqxuVyaTHQyRPYUzPZOIKAlRBTDDlMLzjBt/kLXm5HSU3iPzKagexu0PS5uEPohSTTf/BVovsR+MXyJYu6Lbux6REohLwD8CrpXwGMLYfApuGUMOt3QG4KV8+DGO2Hv49DxNbhWQfMyCMfBuRp8n4InuuGX74FkAq69EjbsAzUAdR+B1EL40R2iw1x6MVz7nhOTRGTGofcxGHwWhnZCLikPkbKl0HwTRFZC+Qr5Izpd0HOiIe36I/Q9KaR8JAb7+yFyDbz5X6H8NJRWfiFQWbEnS+4TApzaL//fIBol71IIXCiJbK4aSXJ0N5yYZZmekKiyPih9bkDcIaxjNUWFKQA0iSI4gobtV8goaW26JYRA+aA/Bh1D0NYPx/vhWA8MmeWUAa8XGpugsREW1QvhrTTIblUVRCIn/uJl46WL5CiMHBUdr1lQImb06bGJ+2tOSzGJRnmQVy6T5jvFORDnEpSyEEyj6SmDKKYs69JT7Fe6bpL9JqxPnSISakQ5zalzq47T1G06/NPoO2daP8uo6akmoGcauQx0PQPtj0Pn05Ig6i2Xssdxl8zOzb/iTF+ljTOIubdW6/09RBRUINrIvnfAvq/B2gFwa7DXC5Xl8Pp/heN3Q+Z7sKIGlv01eHYCPhh+O/zg+9B6EJathde8DDLfkZtd453w/H544mvgDcLLPwbLL5nl9SkYOwSdD0Dvo5JE4q+F+ivlj6Vi3dzYjSWHoO0+IcGpYdH/Nr8Mdg3A43+B9bfDWz4qdlhnGrmoEN7UPoMAH5SHA0gREt9aqcTmWwnulumjUvniJyXktpT0qvjEzzrKhVC76sCzSsbOCsMuzEJ6HUYVM+uNPpeDjg44chgOHRKpzbGjEgUGSUab3wIbr4CWFhk3NUmi2ovpgWFj7pBLw+B+6Nsl0oaRo/J3b8LlE51/sFbIbd6ZobLQe8vO3u9faaS0KEpaOs5MQi6t21ITCameQjSiJeT1hU7PaxpFJbbz0+RGc4SM3lO8n+aW5F3NXVieQE5LxqWE1p6CP/UYaYWjD0LrI1IMw1sOC6+GeZdK7lKsDbb/BipnlJTaeJFj7ucD3ClodIAzB/pb4Kf3gPc4rFIw4IaYB17/CYh+D2L3gG8DbPhnyH5dikE8vA4e+DqEyuBtH4Y15dD9OalU1XAnPHQPHHgcVlwO17x7dlZpegZ6/gzt94n/rtMH9VdD8w1iPzZXN6hYJ7T+AroeBpUT6UPTtRDZAD/8Kjz3JFz5Cnjl289MxFEp0fQm9xtR332QbpdtmhM8iyB8A/hWCAF2lUTN9bhIJvLEtqTpA/LgK4IGjgqD6M4D7waD6FaDo8oYVxoPkxmQTEJ3t7TeHunbjgvxTRnn9flg8RK48WZYsgSWLIX6s8x2zca5BT0rvrtj7UJ6+3fB0AEjgU0T79269SJriCwSa7K5IrqmpZMek7/PSXvDnkmlDPJp6YvG6eL1LzRSao1YFhFNk5gGRf5mrislrvn9JvuslciaJd69vOgioi9FKF3I76H7YOiwyB6aLoRF18nfmdXebypLNRsvOZwBMqygQUHWDQ/VQOJp2KSL+f8TLlh2LTQ/DMcfhvGL4KbPQPbzMJaE7wag9S9wxY1w65tBa4OOT4roveoO+NU3oWM3XPE2OP+VM9/UMjGJArffJ0UKQgtgxfug/gqpdDQXUEr8f9vug76/iFdn01/BglvFgSKVhO98DvY/B7f+DVzzyrm5LhOZHkhsh8RzQn5Nra8jKNHe4JXgXSn6XnTI9UpLbjXGfdJn+0SXWwTNILRV4Da8f02imye8EWbtf6sUjI1BTw/0dEvf1VUgvqMjxfuHw9DUDNddXyC+TU32w9DGC0NiCHqfg94dMHwEYt3Fzg0VS2DJLVCzFqpXiVWTiTw5jU8TSbVGW0u3pyiOqmblxTqvY01MJLyz8RjNRz7NiKnXIJJeccspWldKQj0FwllEVN0WUuqepLclRjZOAEpB19Pw/PdhtA0iC2Dju6DlyqmrwQ1tg+BC8eu38ZLG3CfQRTQIKIjOg0f+HcIpWOuGLid458ENg3DsELReBG/8CKQ/A60D8N/GtOFHPg7L1kDyKHR8RnSn4b+Hn34eRrrh5jtg5eXTX0dyANp+BV2/l+prlRtg1Yegcv3cEaH0mMggOn4vEWF3EBa+BlpeLr7DALEofOszcPwgvPEDcOG1p/eaVKbg35vcKyQ40ynbXLXg2wTeJnCWATnI9UDuCIw/ASN9E3W6mldKVzvrwL9CCls4a4xWJRHfk7F/UQqGh6G1VSK7x49L390lFmX582ui4W1ogM3nS1/fYPT1tkWZjemR154aBvWlZvW5OCQHpWhOsl+8xEePyDI6uL0QqYH6MHgrwBMAjx80BWoHZJ+G7sxEcvtCUao7LbJo8oOrQnyqTc28IzDJ2Nr7bWJq4+xG3x54/nswsE88ry/5GDRfPP3zPBuHsX3QPMcBJhtnJeY+MtzgkSICB7PgHobzfeDPAkG4XsHxPti1Ed5+OyTuhF1d8OtmuPBV8Mo3g9cH6U7o/JTcpP3vhJ98VjJEX/0ZaFk39bmjrdD2C+h5FFBQdxm03CY2ZHOF6HE4dg/0Pi7RoshKWPtaqLukuLjGyCB881NSVOMdH4d1F57a61BZSB2WaG9qH6TbINstU0wqC1oOPA0QWCo2ZmoMso9D1mrG7xGNrrMW/Muld9UJ+XXWguMUTfUqBZ2dsGc37N0Du3fD4EBhe0UlzJ8PV15dILz19VBXB56zQFdt4/RAqUmm76ea0k+WTO0nJ9lmJbxGxSY9Lck22ZT0ZsumjMIUFimApoE/DJFKsVf0VFh0oVaLJg9okRLd6FQRUmsEdaooa6ke1Z7ZsPESwUirRIK7nhEt/fl/CwuvnV2lw5EdMmtSsem0X6aNsx9zHxkuc0O6ErrboVrBhgzghkoXdC2C3U549xWQ/io8MwDbNsN7/xGWr5VjZAag458ABcH3wf/8q2iCbv8i1LRMft6RfXDsJzC4XfTA826GeS+X5Li5wughOPpTsUdz+WDeDZIUF5o/cd8je+G7X4ZkDN57JyybhuBPB6Uk2UwlIDsIqT0G+T0I6VZDn6uDMwxOv3wbVFIiV5oPtCHx06XeqOp2nvRmc1ScngevUhL1tZLfMUOeEamA1ath5SpYsFAS2sJTTIHZOPMwCauekKaSxtR8avJoaxEpTZVsL9WqTlElbTpoDgrVmIypfdySLJlOSNW/5Li01Dhkc6CcRvMZMyRG8ZxgAwQbjb5JZE1OuyiFDRunHeO9sPtHog12B2D9W2HpzeCaplprKYaeBWcAylacrqu0cQ5hRjKsadpdwM1An1JqjbGuEvgpYpDWCrxWKTU849mcgO6Gfi94snCbBmXA9lrovghGo/C2xZD9ATwWg44b4I5PQ5nh25uLSURYj4k04udflzfA138eKhsnni/WDoe/B/1PifRg8Zug+UZwh2b1y3nBUEoIeOu9MLhDzrv4dph/C3gmIXC5HDz4M3jgbqiuh3d/AZotUWuVJV++Vx8DfVT63GjxsjnO9kq0Nxe1ODBoxvRnSJwWnEadcEelheg2gqtZemfd7DW7J4tcDo4eFfJrEuBYTLbV1MJ5G2HtWli1WiK/NtmYO6gs5MbEgzk3Jt8lc6xHITcuL1t6ooTwWsYnkkhl6k7zZNUsIVpVst7Up/osnzGWrdut2laHV77LSkkp4t7tousd2FOs6Q03Sonr2nqjKpvh0RusO/lqkTZs2HjhyKVh991w4F55sV35Kmmek3imay6ovtj2FbYBMHM5Zk3TLgfGge9byPCXgCGl1Bc0TfsYUKGU+seZTrZ5raa23bMMdrdBYxL8Dji0Au5rgDoX3OaCilbY6gD9jfCWDxWmuZUOXf8Cse1Q9nfwyx9ALgu3fx6q5hWfKDkIR38E3Q9JpKblVTD/FcUyhNOJTAy6HoK230plOm8FtLwC5t1YXNYRCgR36Bjc9w3o3w+rl8OFW8AZK1Q4y41M1ORaoYXEXswRFhKSPgrpbiEBniXSvMvBs1ScN7SSeuWzcWM4FVBKktqOHhECfOQwHDwgTg8gvr2rVsOaNdLXnmU+yi826ElJbsz0QKbXqAZo9n3yXZoKmktephwB47tk6kt9hheq0TS/fM8cfsu+lu+fSXA1r7zo6Dl56OUMq6ycpemZicvZVPF6PS2+ohM+nxGJw3gXpIyZhvIFULtektrKW0Rv6LSlNTZsnHUYOABP/zuMdYgUYt2bRBphw8Y0mG055hnJsHGwBcBvLGT4AHClUqpb07QG4BGl1Iz1jTev19S2b98Gjl9ITHokAj/YIOWXb0lD8xA8Vg7zPwS3vLE4AjjwAxj6GQRvh/segkwSXv85qFlQfJK+J2HPV4RkNt8EC14rPr2nEkpBJiqJeMkBcaJIDUF6WIj40PPy0I2sEBF/RZVBaPuNNiCFKGLdRjWpOIwNAwoaWqCiGvCIZZizQuQIjgg4IwbhLSvutQBkWiHxPMQehfQxIbxlN4vVmfMMGPArBYODcOwYdLRDe7v0bccLxNflgpYFsHQZrFkLq1aJd6+NmZGXH8QnaYkStwAzSmv6sBoyg0zfxEqADh+46yTZ0V1rfOdCkjRZ2uORYjSZuCSizqY3x7lUMam1ElezitrJwukRVxanF5yG3tZpNrd49tZugLoN9sPUho2zHbk07Poh7L9XSoef/3fQcN6Zviob5whmS4ZPdn6gTinVDWAQ4inDd5qmvQt4F8CmdUDHn2AJEHNBeyWM9cNrclA3DlvrYfOX4MKrig8SfVyIsO8yuP9PkI7D60qIsFJw7KcSES5fBmv+QXR9JwOlpAJdvAsSvZIlnug1Wh+kBo3kmRJ4whDQodELkVrQ2kHdBSOIJjGWhFEdBpIwEIeUA9JusRCrvgiueCNULzO0uL4ZMmEHILYVkjsguacQwfMsguoPQPByI6N8jpBMwt69Ujr78CE4eLDYyixSAfPmwdXXwqJFsGixJL25XuJTVEoJYc2NCDHN9+Z4rEByVQnpnY38wOG1RGMtfquOMPibQYVAD0LOKy2rQTppIa6dJaQ2DpmE9Nnk7H5Gh1t0fe6AzIy4/PK3kietFrJaRFw9xfs43KIJzO9nEF7rMRx24QIbNl40GG2HrZ+TaPDil8GGt8l9xIaNU4zTzkSUUt8Gvg2weZ2mcAyL6MLhgb1puC4F81OwYxFc+S1YVfLGlzoGPf8u0/t/7oTxYXjd/4Y6i5Y2m4S9/wZ9T0DD1bDi/bOb6szEIN4p1maxDoP89oi0IRMr3tdTDoF6KFsMvgvBV11onhDkdkL8N5BtA1xiHzayEI4lYG8PdIxCJgQeHyxcAQtWwPwlMG8JRKpm9wDPDkF8K8Qek2pvAO5m8fr1rwPfGonkzQWUEkuz57ZL27sHsln5OZqaRee7dCksXCQk+MWS5KZyopktisAmJkZlVcJSHStVEpU1q2UlhOxO5fPqDAtpxfBuVWGgUuQJDlchsSunga5Jn1PSsjnI6ZDNSPQ2mxQSmzOIbTYp0oKpoDkL5NXsvWWim7WuL9onAG6/0Zvr/bYmz4YNGyeOzqfgL1+RF+ArPwv1G870Fdl4EeNkn1K9mqY1WGQSfbP+5HbgZhdkFNQNwUonHFgF134fFiwr3jc3Bp3/Iglfz3qgZy/c9k/QaFFkJPpg52chdhyWvUNcIiYjlumolFoePSj92OHi8qeaQyLJgQZoWC69v0EIsK928sSZbBfEH4bRB0T365gP/dfAjgTs2QmJmJRMXrYObloHi1dLQtyJREP1NMSfhPE/QGInoMCzACreBMHLwN0w+2OdCvT0wJ8eltbXK+vmt8BNt8CG82D5cgicxW/uZlGDvHds3EgIixb3ZnKYHi3ZNo2GNg8N+dNygnKAMsiq0kBHWk43ej9kHZADMsjfRUZBVjekBNPoxKc6t9svrikuozm9krzpry6sc/kkOuuNSIlSb7kY05uE1mFbdNmwYeMMQCnY81Nxi6hcCpd+XOQRNmycRpwsGf418BbgC0b/q1l9SkckAz4nxHVYnYX2zfCye6C+eeL+vf8h0dDW1XB0J1z3flh8fmF79CjsuFMkCxs+A1UlUeVcGnq3QvsDYq8G8oAPNEmBjdB8CDbLcqBhdhGs3AAkHoPEo5A5LDaj0WbY3QhPHoNUG4TKYf3FsHYLrNgAnhNM3FMK0odh/CEY/7NoP101EHmdyB8882Y+xqlEIgFbHxcCvGe3/A7XroPXvFYiwNVzdKNSOcPRYNSIqMbFYWTKMrIWCy+rPde08gJlWMd6AR8oDyg3KC/kAqAbxNWMvmaM6GsmA+kMpA0PWmG205xHMyKrvkIk1R0An1/Iq8trEFmfIQ0we28xybX2Lp9NYm3YsHHuIpuEJ/8NOp6ABVeJb7Cd0GpjDjAba7W7gSuBak3TOoBPIyT4Z5qmvR1oA14z6zP6AuDOAFmIB+Gm34pMoBTRJ2D8cRhYBDt3woWvgw0vK2wf3AG7PielQM//MgQtBDHWBR0PSIW3dFS8QJe+CcpXQPmSEyu1nBuB9B5I75U+c8RY3wyHF4l0Y7AD/EHYeAVsvgKWrAHHSVRsyo3C+CNCgtOtMjUevAhC14Fv3dySHF2H558XAvzkE5BKQUMjvPFNcOVVUFPzwo6vcgVymosa9nCjkB0x7OJGLMTXHM8QJXV4xblAuUB3FiKyukMisLrPIiHIiawjm5MobMogtFkl0VzSRpsETo8hAQgarQqCASgPSGldl6V3B4x9SsZOr01abdiwYcNENgl/vhP698KGt8PyV9j3SBtzhhnJsFLq9ik2XXPCZ1PAggZQR8GnIHfz5EQ4F4W+/4CYF7YehtXXwaVvLGzv/hPs/aoQ4A13gs9yjK4/wZ6vyclqL4LmG6By7fR/VEoZBKwbsh2FlmmTdQB4wLMMYlfCk4OwbY98bu0WuO1aWLkR3CdoT6aUlDtO7YXENog/LSTRuwyq3gehy0UiMldIJmHPHtjxHDyxVaq8BYNwxVVw9TUigTB/j0pJtDU3ViCt+phl2VwXL/jOmsUXZiqYoGnilOEMG1Xs6sDZDLgg5zCkBFmJxKaSRhuHVBQyI1MfFwok1hUSwuoOygtaZBriavYmybU1sDZs2LBx6pDLwGP/W4jwxXfA/MvO9BXZeIlhbp/qCqgaAoeS4hurPjj5fn3fgWQ/POmA5nVw/d8WSNjxX8Ch/4aKtbDuE0JUQMjZ0Z/C4R8J+V37UfCV2CblRiHbbpDddvFSzfVKU9bMeJcUnHAvhOAN4FkFbSm4+/tS8SYQgqtuhctugqoT9MHNDkDsCUg+LyTYjHY6K6DsFghdC54pKumdaigFR47Azh2wcxsc2wXOBASB81pg46WwpAG0OOR+Dd0lZFdNIQPQnGK95SyzFPiISFRW6UaSV1YIbTZtSA0wSG4O0mlJ9sr0gN4xxcVronP1GZrXiqbiZW+5aGKLCK1ftOE2bNiwYePsgJ6FJ74oBXC2fNAmwjbOCOaeDEfGwK1BtAoaLpi4z/gzMPpHOKggG4GbPgpO4zJb75GKcnWXwuoPiz4S5I9p7zeg84/QeBWs/nsj2z4DyWch8WdIPy+RSxOaF5wN4qfqXS+V1lwNUnnNWSuEDqC3E37yPdj5FyivhNe9Dy64+sR0wJkeiD8hVmipg7LO3QCBLeBdBb5VQr5P5ZSQ0qUEc7avoLHVx2C0Ezr2Q+9RGGoHRxy8WdjkhavKobwMQmFwDACPwxhGYYWw+BW7asG7xCC6ZbLOJL7OMtHYDrVLVa+BPTDeDemxya3oQCQH7pCQVY/RgsGCBMGUG3jLLEQ3Ig4e9hSaDRs2bJy7ULpohDufgk3vgYUnPuFsw8apwNySYQ3wK3BpkNg0kczkYtD3f2EgBoeDcNuHoMxIzmr7lRDh+sth9UcKEb5MDHZ8TgpdLHkDLHo9ZPZD/A+QeAJUTApTeC8A9wJwzZPmrJ6eTMVj8NsfwtYHwOWGm98EV71i9iRYKfEAHv0lJJ6Tdd4lUPEWCF4M7knKR88WShcdbXYQcoMG6TXbgFGGecDQ5eZgLApjo9LGM5ByASGoboG6xdC8HMINBrk1W3mhwIL5YmBFOiZEd7Qbxo9BtAui7TB8RM6LBhWLoXadxa3A0nxGb2tnbdiwYeOlB6XgmW9A26Ow/q2w9KYzfUU2XsKYezIccklylveqidsH/htGjsAOF2x6ZcE5ouN+OPhfUHsxrPpQgQinx+DZf4LxNljzQWi6Bsbvg7FvSyKV7yLwXyGR38kI3WRQCnY8Aff8J0RH4NIb4GW3Q9ks/Xv1NMT+DGP3QroNXJVigxa6UqKqM302r7uNQm7IILxDxYQ3NzSxSpfmlHM5qyBaCe1eONgPB/sg5gF9Piw9D9ZvhvUbpODFTCQ0k4Cx41K+drxLCK85NsvZmvBVQrgRlt8G1auheqVtjm7Dhg0bNiZCz0pEuO1RWP16WPmqM31FNl7imHsy7HNCwgXNW4q3JQ/BwK/hQArKNsPlb5H1nQ/C/v+AmgtgzR2F5KXUCDz7SSmQcd4noWojRH8C0R+BbwtEPiqlZU8EwwPwP9+CXU+JH/B7Pg3zFs/8OZWV6G9sq3gC6zHxAq7+IPg3Qm5YLNfiO8UqLjdskS6YPrZjUyeVOQLgqpIWWC+E11Ul5ZoHs9AehaO90NoKBw/A+LgQ3UWLYctN4v+7cuXkCX7ZJIz3TE54k8PF+5qEt+EC6UNmq5/ch9mGDRs2bNiwIpeGrV+Armdg3Vtg1avP9BXZsDHHZBjA44FBDVavLaxTCnr/E7o7oX85vOkfRJrQ9wTs/wZUbYK1HysQ4eQgbPsEJAfgvE9LwtzYXRC7F/xXQ+TvZx8JBkjE4fH74cGfieXWrX8DV74cnNMcQ2Uh/hyMPygkODeCeMc2gLNJbLv6vyX2YaVwBqVSnCMMrmrwLrK4J4QNmUJYkupcVeDwy/FaW6H1mCS9Hdsl46RxfJcL5s2HLRfBeefBuvVQVlY4Zy4DQ4dg8ACMthrEt7O48AiIHjfcCHUbiwlvuNEmvDZs2LBh4+SRicOjn4X+PbD5/bDkZTN/xoaNOcDcR4ZzXkj6IVxeWB99DLoegtYwXPdBqGiQ8sh7/g3KlsG6jxeS5RJ9QoTTo7DpnyGyAka/Lhrh4C1Q9s7Za1BjUXjkrslhkwAAIABJREFU1/Dn+6Ra3KpN8Jr3QHW9bFdZyPZDpl8S0TLdogNOPA+ZoxIBxilOCY5KIbTKI8l57lpwbxRphKvGkDBUGiR4Fibi0Sjs3g/7/ggH9sOhg+KyAOD3w4KFcM11sGhRoeRxaeR3vBuOPAADe0V+ohtlfz1hCDdB3YYC0Q01QqjBljbYsGHDho1Tj9QY/PnTMHwMLvootFx+pq/Iho085p4M93nAZ6lYpqfh2P+B7lFofhusvFym7p//nDgNrP1YoQJNagSe+V+QjcHmf4GAHwY/Bul9EHo9hN8wOyKcTMDvvwM77gdtHDYvhg2bIeKB9LegfciQMxi6WKVAH4RcJ6DELsy7SiQQ/k2SDOeuFeJ7otIMEA11Vxfs3wf79knfaViKOZ0id7j+Bli+AhYvhvr66X/Owf1w4JfQ+RdwOKFqBSx9OVQug8rl4K+yk9Zs2LBhw8bcQM/C45+H0Ta47JPQuPlMX5ENG0WYe5lEjxtWWaqXdX8ferZD4lK45T1CPPd/HeIdcN5nC8RZz4hrRHoENn8WtGeg/x5JlIt8GAKTJOSBkNrE85A6LJHdwb1w/EkgAVdUQU0DeIdAexTiFRLBddWAbzk4KoQEx7dCLgWhV0LkdghsAu0EC2zkrycLe/fCkcNw/Di0t0kzo77hsJDeq66GFSth6VLwWhws9BwkR+TFIDkCmXFxdjD7gT0wuE/syla8BpbcBP7Kya/Fhg0bNmzYON3Y/h3o3w0X3WETYRtnJeaWDOtAzAVlhgwh3Q8HvwKjEbj+S+D2QvtvoedRWPwmqFwv+ykFe78JI3thzash9TWJ0vqvhLJ3iA2YCaVD/BmIPyskON1pbHBDVxQOtoPWDBe/EeZvssgXygsuFSoL8afEFi11ANxNUP13ELj45CKqg4Ow/Vl4dptUdzN1vhWV4upw/Q2wYAEsWwYRl2h5xzslGW/H74T0mgQ4NYYYNk8ChwuCdbDh3bDwWlvja8OGDRs2ziyOPAiH74cVt9nSCBtnLeaWDOcAvwPCdbK8/SOQGIblX4Xq+TB6AA79F1SfDwteU/hc6z0w+BNYVA7az4FaqPwM+DYW9lEKYo/D0N2QbpekM/9qKLseYjXww59BxzG48H1w2zvAP4k2NjcK0d9D9H6xMHPVQvXfSlW4E0nIMzE6Ct//HvzxD4CC6ghcuhaWt0BjOZCAxCAkOiG+A57ukgi4CafXKDQREceG6pUy9kXAV2F49pYZxSlCoqu25Q82bNiwYeNsQP8+ePY/oH4jrH/Lmb4aGzamxBkoxxwWq7D2P8Lwg+C+Ata9VhLidn0BvJVSXU7ThJz2/DuMfAdqw1B+niTJ+a8GhyEdUErcHIZ+LCTYMw/q/0EKW2hOGBmEb30UMil45ydh3ZaJ15U6CGO/gdhjEhX2b4Cq94L//JMr3xsbgN/9EP74M9BG4MoaqA6AZ1TkHSPPwIixr7dcNLzBOrlhlM2DcLMkuHnLpj2NDRs2bNiwcVYiPghbPw+BGrj4jpN7ltqwMUeYe5lERVB0vru/JdP6F38NULD7/wgh3vxlmd4fvxeG74KhZ0FrgZavgn9zceQzsQ8Gvw3JwxYSfEnhjy4eg/+4ExLj8MEvinewCZWRSPLYfZA6JJHk8A0QvhE8zVP/DEpBehzifRDrkz7eB7FeGOuG7sPQdkjO3VgGK7ZA01q5IfirSlplwS7Ohg0bNmzYeDFAKXjii5BNwFX/IjOXNmycxZh7Mlzuh3gSxndA8xqJiB75EQztgFV/D54R6PsyZDtgaBBGz4fzvwN+S9JddgAGvwvRP4sPb92HIXRF8ZtnNgt3fR562+E9dwoRVgrSx2D8jxB7RIpeuJuh6j0Qukoi1lYkhsSTd/S40beKP2/W0PzquhS4GE/CSAYGElLq2LMAbnkrXPUq8ARP26/Thg0bNmzYOOvQ8RcY2AcXfADK55/pq7FhY0bMPRkOeaRgRDAO826EgWfg2E+g8QLw/gWGngFnA6Qug57HYN2HC0RYZWHklzD8U0mUq3gdVLx6op2ZUvCjr8KBnfDXH4KlC2H0XiHB6VbQXBDYAuGXgW99IdqcTUnGa+9z4nARbS8c01cJ4fngq4KeKBzvh8PdEA+AKoPFS+H89bBmLaxZI8VFbNiwYcOGjZcSlA67fiiSv4VXn+mrsWFjVpjjOXoHkIS+w1BTBb7FsOdLUJWE8m2Q9kD4rcB58PxHoe4SqP//7d15mF1Vme/x75vKPJGBhCEJhCBjEEgIYxAZVMYm9L14xateQBTtptvhaiM0ItpOl6vN4ICKTA4IdEOwuTzOSARRYiYkgRCISSSBIEUgITJkIO/9Y28eilAJUufUrlT29/M8eeqcvdfZa53Fps6v1ll7r7cUL13zZ3jyUljzJxh4KAw/C3pt99oqMuHH18LMaTDlHbDrXFj6jWJaRJ/dYMC74aWdi0UtnpwHL9xVrML2wtOwellxAVuPXjBiH9jl7dBvFCx6BmbPLe4G8dxzRT1jd4GjDoc37wvjx8MAR4AlSTX359/As0th8nnOE1a3UfGiGz1g5RPQcw1sMxYe/Q4MuR+G7VbcJ3jw6RCD4Q/nFvOG9/oHYAM8M7W4QK7HANj+fBh4WPvHb10ON3wNVt0Nf98XRt0CT6yFF7eDZ4bAs0tgwyNtG1TclaHfMOi/LWy3H2w3AXIkzL4P7pgO875XLNE8aDAcdAgcMAn23ffVSx1LklR3G9bDvB/B0HEwehOf09IWqOKR4YDVrcVyx/E4tKyAoW+D7S6C3rsXRRbfAqsehn3/BXqsgcc+Dy8+DAMnw4h/ePU9hV+WWSypPO0y2PNhmPBSsSzyohHFbdX6DoEh42DkqFcvP9xvWBHQM2HhQpjxB7j2OliyuDjuqNFw8ilw0MGwxx7Qw79yJUlq16JfwV+fgCM+420+1a1UHIazWEFt6NOw/lmIyTDmh6/8T/PXpbDwetjuUBi2Ezx2LuTa4i4RA9/S/iGfWAw3fBy2uQcOfwF6D4I8FIaeArvuUYw6t7cC29q1MHsO/GF68e+Zp4t27LU3nPF+OPAgGDWq87pCkqStxUtr4cGbYNs9YQdXmVP3UnEY3gBD10G8AKu3h10//UoQzoQHvl5Mjxj3dnj8fIjeMOpi6N3O1agvPA2/+zYsvAz2WA0Dt4Gh74adPwWD39R+9c8+CzNnFCPAc2YXK8H17QsTJhajvwdMcvqDJElv1MKfwvNPwcEfd1RY3U61YbhXQp/18Gwv2HBIsdLcy/7yW1g5H3Y/EZ76v9AyFHb8AvQa+epjPLsMFkyFh34I/R6EXXrCqFPhTV+EPu2E5vXr4TfT4I5fwfwHi9A9dBi89agiAL/5zd75QZKkjlr/Ijz4nzByX9hu365ujfSGVRuGWwD6wfM9Ycy7XrnSdMM6ePg6GNwXNvysWEBjh3+DnkNfee1T82HBLfDY76HHQzCsFXrtCBMvheEnvPYv0bVr4Ze/gKm3wIqnYPQYeOe7igC8667+5SpJUjMsmQZrVsGb39vVLZE6pOL7DPco/oLMnWCHY17Z/ujtsG4BjOgJfQ6EHS6CloHFKO7j04sQvOIh6N0PhvwJ1q6GOAqOuKa4729b69fD7f8Pbp0Kq1bCnnvBP/4TTJxoAJYkqdmWz4IBI4v5wlI3VP1awBtehCFHF3ODoQi2S74DQ1YUyyHv+G/F0shPL4Q534anFxSr1O37AXjku7BmJfQ9B97WztWqixbB1y+HxYtgv/2LkeDx4w3BkiR1hg3r4S9/hJ3f6metuq2K7zOcxc9RZ76ybeHXoM/9MOQY2OFzsG49zPsmLPo59NkGDvwY7Hg43PoR6D+jWHXu8Itefdy1a+E/boKpN8PgbeC8C+CQQ6p7X5Ik1dFTD8H6F2BH7yCh7qv6W6v16AcDywn2q2bAqm9Dv7Ew5hJYcg/M+z6sew52+zvY+38Wd5T4wYUw9HYYeRgcdMmrD7lwIVx2CSxbCkcdA2d9AAYOrPZtSZJUR8tnQbQUF89J3VT1I8O9digWr1j3JCz6ENACgz8Gv74IVi8tlkHe/0MwZCysWwtXfR4G3gxjxsF+34Iom5wJP/spXP1d2GYIXPhZOOCASt+OJEm1tnwWjNgbevXr6pZIHVb9CnS9x0Cuh0fPg+cfg1X7wbIfFCvCHXo+jDq0mHeUCddfDi/eDgdvC7t/HnptXxzmxRfhm1+Hu++CiQfAxz8BgwZV+1YkSaqzF56GlYth39O7uiVSQ6q/gK7X9rDiWnj6LnhsHfQeCvu/D3Y9Dnq0ac4dt8Ki2+GkHjDmf8DAI4vtS5fCxV+Gx5bBe94Hp77TSfuSJFXtiTnFzx38VlbdW/UjwxvWwoofwV9WQstecMI10HvAq4vNnw13fhPevhJ2PBSGf7jYPnMmfPVi6N0HPvcF2Nc5SpIkdYnls6Dv0GJao9SNVR+Gn5sDTwLP9IODP/zaINy6HG78LBy+DMYeAtt/AXr0L+YHf+dbMHYX+PRnYPjw9iqQJEmdLTcUI8OjDvbbWXV7FV9AtwGeexqe2hWGjYHtJ796/4svwHX/CvvPgzdNhFFfgpbhcN218OOpMOlA+OS50Ldvpc2WJEltrHgE1v7VKRLaKlR/a7XVA2HkAfDSahi0S5tdCT/6Eux0J+y2O+x0MeQI+MrF8Lt74LgT4INnQ0tLtU2WJEmvtnwWELDd/l3dEqlh1YbhBIa9FR5/BrY98JWvVjLhji9D/x/AuB3gTZdA73FFEP797+DMs+DkKX4VI0nSluCJ2TB8d+jjnZzU/fVo5MUR8fGIeCAi5kXEDRGx+fkLETBsz2IJ5m3Lr1ZeXABzz4AXLoftdoDxV0DffeCmG4sR4dPPhCmnGIQlSdoSrFkNKx52ioS2Gh0OwxExCvgIMCkz9wFagNNe51Xw1+VFsB0yFp78Miw5BxZNgxWHwuQ7oP8E+N3v4MYfwZFHF0FYkiRtGZ6YAyRsP7GrWyI1RaPTJHoC/SJiHdAfeHzzxQNWLYXBo2HFl2HN43BPwuLJ8ImvQe/+sGgRXH4J7L4H/OM5jghLkrQlWT4Leg+C4bt1dUukpujwyHBmPgZ8FXgUWA6sysxfbFwuIs6OiJkRMXPDhoTnlsLgBbC+Fe4eBXMHw/svhKHbwsqV8MXPw8BBcP4F0Lt3x9+ZJElqrkxonQfbT4BoaKaltMVoZJrEUGAKsAuwIzAgIt67cbnMvDIzJ2XmpB49AvothV694MkTYdZSeOeHYNxesH49/J8vwepn4YILYejQjr8rSZLUfBFw/BUw4ayubonUNI38Wfc2YHFmtmbmOmAqcNjmX7IBAhj97zB9IYzYEQ47tth1zdXw0Hz4yMdg3LgGmiVJkjpNzz7Qb1hXt0JqmkbC8KPAIRHRPyICOAaYv/mXJPQ8Fl4YCY/MhQOPKv7KnHYn/OR2OPkUOPwtDTRJkiRJ+ts1Mmd4OnAzMBuYWx7rys2/KmDIMTBzWjHv6MAjYfFiuOIbMH4fOP2MjjZHkiRJesMauptEZl4EXPSGXjRsEsz4BozbG/oOLOYHDxgI//IpV5eTJElSpSq+FDTgqTXwxFI46Ci49N9hxVPwqfNhyJBqmyJJkqTaqz4Mz7gXevaC1S/BrJlw1gdhzz2rbYYkSZJEV4ThWffAmw+GO6fBqNFw3PHVNkGSJEkqVRuGE/jrKhi9Byx4CI49zhXmJEmS1GUqDsMJAwfDnx4rFt446uhKq5ckSZLaqjYMb0jY7zC4+y44bDIMGlRp9ZIkSVJb1U+TYAA8/zy8/dhKq5YkSZI2VvEFdD1g1lwYPQbGj6+2akmSJGkj1Ybhl3rCIw/DO471wjlJkiR1uWrD8IvhhXOSJEnaYlQbhte9BIcd7oVzkiRJ2iJUfzeJY4+rtEpJkiRpU6oNwz16wl57VVqlJEmStCnVhuGWnl44J0mSpC1GtWE4WiqtTpIkSdocw7AkSZJqq+I5wxWv8SFJkiRtRsVh2JFhSZIkbTkqvoDOMCxJkqQtR/W3VpMkSZK2ENXfWk2SJEnaQhiGJUmSVFuGYUmSJNWWF9BJkiSptrzPsCRJkmqr4nRqGJYkSdKWo+LlmCutTZIkSdqsiodqTcOSJEnacjhvQZIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUWw2F4YgYEhE3R8RDETE/Ig5tVsMkSZKkztazwddfDvwsM0+NiN5A/ya0SZIkSapEh8NwRAwGjgDOAMjMtcDa5jRLkiRJ6nyNTJMYB7QC10bEnIi4KiIGbFwoIs6OiJkRMbO1tbWB6iRJkqTmaiQM9wQmAt/KzAnAc8B5GxfKzCszc1JmThoxYkQD1UmSJEnN1UgYXgYsy8zp5fObKcKxJEmS1C10OAxn5hPA0ojYo9x0DPBgU1olSZIkVaDRu0n8M3B9eSeJRcCZjTdJkiRJqkZDYTgz7wMmNaktkiRJUqVcgU6SJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbRmGJUmSVFuGYUmSJNWWYViSJEm1ZRiWJElSbTUchiOiJSLmRMTtzWiQJEmSVJVmjAx/FJjfhONIkiRJlWooDEfEaOBE4KrmNEeSJEmqTqMjw5cB5wIbNlUgIs6OiJkRMbO1tbXB6iRJkqTm6XAYjoiTgCczc9bmymXmlZk5KTMnjRgxoqPVSZIkSU3XyMjwZODkiFgC3AgcHRE/bEqrJEmSpAp0OAxn5vmZOTozxwKnAb/OzPc2rWWSJElSJ/M+w5IkSaqtns04SGZOA6Y141iSJElSVRwZliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVlmFYkiRJtWUYliRJUm0ZhiVJklRbhmFJkiTVVofDcESMiYg7I2J+RDwQER9tZsMkSZKkztazgdeuBz6RmbMjYhAwKyJ+mZkPNqltkiRJUqfq8MhwZi7PzNnl49XAfGBUsxomSZIkdbamzBmOiLHABGB6O/vOjoiZETGztbW1GdVJkiRJTdFwGI6IgcAtwMcy89mN92fmlZk5KTMnjRgxotHqJEmSpKZpKAxHRC+KIHx9Zk5tTpMkSZKkajRyN4kArgbmZ+YlzWuSJEmSVI1GRoYnA+8Djo6I+8p/JzSpXZIkSVKn6/Ct1TLzt0A0sS2SJElSpVyBTpIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtGYYlSZJUW4ZhSZIk1ZZhWJIkSbVlGJYkSVJtNRSGI+K4iFgQEQsj4rxmNUqSJEmqQofDcES0AN8Ejgf2Bt4dEXs3q2GSJElSZ2tkZPggYGFmLsrMtcCNwJTmNEuSJEnqfI2E4VHA0jbPl5XbJEmSpG6hkTAc7WzL1xSKODsiZkbEzNbW1gaqkyRJkpqrkTC8DBjT5vlo4PGNC2XmlZk5KTMnjRgxooHqJEmSpOZqJAzPAHaLiF0iojdwGnBbc5olSZIkdb6eHX1hZq6PiH8Cfg60ANdk5gNNa5kkSZLUyTochgEy8yfAT5rUFkmSJKlSrkAnSZKk2jIMS5IkqbYMw5IkSaotw7AkSZJqyzAsSZKk2jIMS5IkqbYMw5IkSaotw7AkSZJqyzAsSZKk2jIMS5IkqbYMw5IkSaotw7AkSZJqKzKzusoiVgMLKquwnrYFnurqRtSA/dz57OPOZx93Pvu4GvZz5+uOfbxzZo54vUI9q2hJGwsyc1LFddZKRMy0jzuf/dz57OPOZx93Pvu4GvZz59ua+9hpEpIkSaotw7AkSZJqq+owfGXF9dWRfVwN+7nz2cedzz7ufPZxNeznzrfV9nGlF9BJkiRJWxKnSUiSJKm2DMOSJEmqrUrCcEQcFxELImJhRJxXRZ11EBFjIuLOiJgfEQ9ExEfL7cMi4pcR8Uj5c2hXt7W7i4iWiJgTEbeXz3eJiOllH98UEb27uo3dWUQMiYibI+Kh8nw+1PO4uSLi4+XviXkRcUNE9PU8blxEXBMRT0bEvDbb2j13o/C18rPw/oiY2HUt7z420cdfKX9f3B8Rt0bEkDb7zi/7eEFEHNs1re5+2uvnNvs+GREZEduWz7eqc7nTw3BEtADfBI4H9gbeHRF7d3a9NbEe+ERm7gUcApxT9u15wB2ZuRtwR/lcjfkoML/N84uBS8s+fgY4q0tatfW4HPhZZu4J7EfR157HTRIRo4CPAJMycx+gBTgNz+NmuA44bqNtmzp3jwd2K/+dDXyrojZ2d9fx2j7+JbBPZu4LPAycD1B+Bp4GjC9fc0WZQ/T6ruO1/UxEjAHeDjzaZvNWdS5XMTJ8ELAwMxdl5lrgRmBKBfVu9TJzeWbOLh+vpggQoyj693tlse8Bp3RNC7cOETEaOBG4qnwewNHAzWUR+7gBETEYOAK4GiAz12bmSjyPm60n0C8iegL9geV4HjcsM+8Cnt5o86bO3SnA97NwLzAkInaopqXdV3t9nJm/yMz15dN7gdHl4ynAjZm5JjMXAwspcohexybOZYBLgXOBtndc2KrO5SrC8ChgaZvny8ptaqKIGAtMAKYD22XmcigCMzCy61q2VbiM4hfBhvL5cGBlm1/EntONGQe0AteWU1GuiogBeB43TWY+BnyVYmRnObAKmIXncWfZ1Lnr52HneD/w0/KxfdxEEXEy8Fhm/nGjXVtVP1cRhqOdbd7PrYkiYiBwC/CxzHy2q9uzNYmIk4AnM3NW283tFPWc7riewETgW5k5AXgOp0Q0VTlndQqwC7AjMIDia86NeR53Ln93NFlEXEAxZfD6lze1U8w+7oCI6A9cAHymvd3tbOu2/VxFGF4GjGnzfDTweAX11kJE9KIIwtdn5tRy819e/rqi/PlkV7VvKzAZODkillBM8TmaYqR4SPl1M3hON2oZsCwzp5fPb6YIx57HzfM2YHFmtmbmOmAqcBiex51lU+eun4dNFBGnAycB78lXFk2wj5tnV4o/oP9YfgaOBmZHxPZsZf1cRRieAexWXrXcm2Ji+20V1LvVK+euXg3Mz8xL2uy6DTi9fHw68F9Vt21rkZnnZ+bozBxLce7+OjPfA9wJnFoWs48bkJlPAEsjYo9y0zHAg3geN9OjwCER0b/8vfFyH3sed45Nnbu3Af+rvBL/EGDVy9Mp9MZExHHAp4CTM/P5NrtuA06LiD4RsQvFBV5/6Io2dneZOTczR2bm2PIzcBkwsfydvVWdy5WsQBcRJ1CMprUA12TmFzu90hqIiMOBu4G5vDKf9V8p5g3/B7ATxYfgOzOzvUnxegMi4kjgk5l5UkSMoxgpHgbMAd6bmWu6sn3dWUTsT3GBYm9gEXAmxR/rnsdNEhGfA95F8ZXyHOADFHP8PI8bEBE3AEcC2wJ/AS4Cfkw75275h8g3KK7Yfx44MzNndkW7u5NN9PH5QB9gRVns3sz8cFn+Aop5xOsppg/+dONj6rXa6+fMvLrN/iUUd6R5ams7l12OWZIkSbXlCnSSJEmqLcOwJEmSasswLEmSpNoyDEuSJKm2DMOSJEmqLcOwJEmSasswLKmWIuKzEfHJTjx+n4j4VUTcFxHv6qx6OiIipkXEpK5uhyRtCXq+fhFJUgdMAHpl5v4b74iIlsx8qbMqLm+IH5m54XULS1LNOTIsqTYi4oKIWBARvwL2KLd9MCJmRMQfI+KWcsniQRGxOCJ6lWUGR8SSiOgVER+JiAcj4v6IuHET9YwEfgjsX44M71q+/jMR8VvgnRGxf0TcWx7n1ogYWr52WkRcGhF3RcT8iDgwIqZGxCMR8YXNvLexZfkrgNnAmIh4R0T8PiJmR8R/RsTAdl7XbpmyrTMiYl5EXFkGbNp7/xExICKuKcvPiYgpHf+vJEnVMgxLqoWIOAA4jWLE9r8BB5a7pmbmgZm5HzAfOCszVwPTgBPLMqcBt2TmOuA8YEJm7gt8uL26MvNJiuWO787M/TPzT+WuFzPz8My8Efg+8KnyOHMplph92drMPAL4NvBfwDnAPsAZETF8M29zD+D7mTkBeA74NPC2zJwIzAT+90Z9su1mynyj7Jd9gH7ASeX29t7/BcCvM/NA4CjgKxExYDPtlKQthmFYUl28Bbg1M5/PzGeB28rt+0TE3RExF3gPML7cfhVwZvn4TODa8vH9wPUR8V5g/Rtsw00AEbENMCQzf1Nu/x5wRJtyL7dtLvBAZi7PzDXAImDMZo7/58y8t3x8CLA3cE9E3AecDuy8UfnNlTkqIqaX/XI0r/RLe+//HcB55TGmAX2BnTbbE5K0hXA5X+O9AAABvUlEQVTOsKQ6yXa2XQeckpl/jIgzgCMBMvOecurBW4GWzJxXlj+RIrieDFwYEeMz828Nxc/9jeXWlD83tHn88vPN/d5ue/wAfpmZ795M+XbLRERf4ApgUmYujYjPUgRcaOf9l8f575m5YLPvSpK2QI4MS6qLu4C/j4h+ETEI+Lty+yBgeTk/+D0bveb7wA2Uo8IR0QMYk5l3AucCQ4DXzMN9PZm5CngmIt5Sbnof8JvNvKQj7gUmR8SbAMq50Lv/jWVeDr5PlXOITy33b+r9/xz45zbziic0+b1IUqdxZFhSLWTm7Ii4CbgP+DNwd7nrQmB6uW0uRTh+2fXAFygCMUAL8MNymkMAl2bmyg426XTg2xHRn2L6w5mvU/4NyczWcqT7hojoU27+NPDw65XJzIcj4rsU/bEEmFHua/f9R8TngcuA+8tAvIRX5hhL0hYtMtv71lCSFBGnAlMy831d3RZJUudwZFiS2hERXweOB07o6rZIkjqPI8OS1ICIOBP46Eab78nMczqpvuHAHe3sOiYzV3RGnZK0NTMMS5Ikqba8m4QkSZJqyzAsSZKk2jIMS5IkqbYMw5IkSaqt/w/DckRycf1dcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllStreams(train_streams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsYAAAG6CAYAAAALYICSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXmwLUt2l/dlDXs8w53ve91v6lGIlpAwLQQyCBmDQCBk4cCIGQRGQABhbMDCKDCyAwkzhQJQKAwKWghkyRqMFSAGM9iSbECyX8tuNKCmUc9vuPMZ91hV6T/Wyqqs2nuf6Z5733vd6xeRJ7OysoZdu/apr1auXOm895hMJpPJZDKZTJ/tSt7oEzCZTCaTyWQymd4MMjA2mUwmk8lkMpkwMDaZTCaTyWQymQADY5PJZDKZTCaTCTAwNplMJpPJZDKZAANjk8lkMplMJpMJMDA2mUwm05tUzrl/7Jz73W/0eZhMps8eGRibTKZLl3Pu4865X/WEj3HFOfcB59zrzrlD59y/c859fbTeO+fe/STP4a0m59wPO+f+8zf6PNbJOfeNzrnviuu891/hvf/ON+qcTCbTZ5+yN/oETCaT6YL6FmAMfC6wD7wX+Lyzbuycy7z3xRM6N9MJsmtvMpnerDKLsclkeqpyzv1+59y/d849dM79fefc26J1X+6c+7Bzbt85923OuR85wcL5RcB3e+8fee8r7/3Peu9/QPfzo9rmQ865I+fc1zjnvsw592nn3Nc7514HvkPbfqVz7v9zzu055/6Vc+4XROfzp5xzP6cW6Z9xzv3GaN3vcc79S+fct+i2H3XOfYnWf8o5d/ckNwDn3DXn3Hc45151zj1yzv3gadfIOfeSWsKzqG1tBdZj/1/Oub+s+/yYc+4rdN03Ab8c+Fa9Jt+64by+yjn30/qZftg597nRtfiBTtu/6pz7a1redc79Lefca865V5xzf845l665Vg+Bb+zs59cCfxr4Gj23D234bGe+3s65vl6HTzrn7jjn/kfn3HDT92EymUxgYGwymZ6inHO/EvjzwG8GngU+AfzPuu4G8APAfwNcBz4MfMkJu/sx4Jucc1/rnHtPvMJ7/6Va/ALv/Zb3/nt1+RngGvAi8HXOuf8A+ADwB/SYfwP4+865vrb/OQQmd4H/Dvgu59yz0aG+GPg3uu1362f5IuDdwO9AIHRrw/n/XWAEvA+4hVjAT7xGZ9QXI9fuBvAXgb/lnHPe+28A/k/gj+g1+SPdDZ1z7wW+B/hjwE3gHwH/wDnX0/pf55zb0bapnuN36+bfCRT62X8h8OVA/FLzxcBH9bN+U3xc7/0/Ab4Z+F49ty844bOd9Xr/BaQX4Qt1/duB/3bzZTOZTCYDY5PJ9HT124EPeO9/wns/RyD4lzrnXgJ+HfDT3vu/p93sfw14/YR9/VHgfwL+CPAzamH9ilOOXwF/1ns/995Pgd8P/A3v/Y9770v1Z50DvwTAe//93vtX1SL9vcBHgF8c7e9j3vvv8N6XwPcCzwP/ve7/nwILBMpaUrj+CuAPqsV76b3/kTNco7PoE977b9dz+k4Erm+fcduvAf6h9/6fee+XwF8GhsCXeO8/AfwE8NXa9lcCE+/9jznnbuvn+WPe+2Pv/V0E9H9LtO9Xvfd/3Xtf6LW/iM50vZ1zDvlu/0vv/UPv/SEC3r9l455NJpMJA2OTyfR09TbEAgqA9/4IeIBY894GfCpa54FPb9qR937qvf9m7/0vQiyI3wd8v3Pu2gnHv+e9n0XLLwJ/XLvm95xzewhsBdeF3xW5WewhPsw3ou3vROWpnle3bp3F+Hngoff+0Zp1J12js6h+mfDeT7S4yWp92rEr5DsJx/5u4Ldq+bfRWItfBHLgteha/Q3EOhz0KR5fZ73eNxFr/Aej8/knWm8ymUwbZWBsMpmepl5FIAoA59wYgdpXgNeA56J1Ll4+Sd77A8QiOAbecVLTzvKngG/y3l+J0sh7/z3OuReBb0cs0te991eAnwLcWc7pFH0KuOacu7Jm3UnX6FirR1H7Z85x3O7nP+3YDoH4V7Tq+4Evc849B/xGGjD+FGJpvxFdxx3v/fvOcezT1p9H9xFIfl90Prve+7O+IJhMps9SGRibTKYnpdw5N4hShoDU1zrnvlD9eL8Z+HHv/ceBfwh8vnPuq7XtH+YE6HPO/Rnn3Bc553rOuQHwXwB7iH8tiHXxnaec47cDf9A598VONHbO/Xrn3DYC2R64p8f7Ws4R9eIkee9fA/4x8G3OuavOudw5F/yiN14j7/09BFJ/h3Mudc79XuBd5zj0adfk+4Bf75z7j51zOfDHEeD9V3re94AfRgYufsx7/2+jz/NPgb/inNtxziXOuXc5537FOc/tJefcYz+X1NL97cC3OOduATjn3u6c+zWPu2+TyfSZLQNjk8n0pPSPEKtdSN/ovf8XwJ8B/hfEQvwu1O/Te38f+M+QAWMPgJ8PvIyA2Tp5BNDuI5bOXw38enU9AIl88J3alf6b1+7A+5cRX9RvBR4B/x74PbruZ4C/AvxrBNo+H/iX574Km/U7gSXws8BdZMAbJ10j1e8H/iRyjd6HQusZ9VeB3+QkYsVf66703n8YGcT215Hr+huA3+C9X0TNvhv4VTTW4qDfBfSAn0Gu5Q8g/s1n1fdr/sA59xPn2G6Tvh75Pn/MOXcA/HPgcy5hvyaT6TNYTtz4TCaT6c0ltRx+Gvjt3vv/440+H5PJZDJ95sssxiaT6U0j59yvcTKjXR+Ja+uQsGwmk8lkMj1xGRibTKY3k34pEjs4dON/9WOE9jKZTCaT6VwyVwqTyWQymUwmkwmzGJtMJpPJZDKZTABkT/NgN27c8C+99NLTPKTJZDKZTCaT6bNQH/zgB+977881sc9TBeOXXnqJl19++Wke0mQymUwmk8n0WSjn3CdOb9WWuVKYTCaTyWQymUwYGJtMJpPJZDKZTICBsclkMplMJpPJBBgYm0wmk8lkMplMgIGxyWQymUwmk8kEGBibTCaTyWQymUyAgbHJZDKZTCaTyQQYGJtMJpPJZDKZTICBsclkMplMJpPJBBgYm0wmk8lkMplMwBnA2Dn3AefcXefcT3Xq/6hz7sPOuZ92zv3FJ3eKJpPJZDKZTCbTk9dZLMZ/G/i1cYVz7j8C/hPgF3jv3wf85cs/NZPJZDKZTCaT6enpVDD23v8o8LBT/YeA/8F7P9c2d5/AuZlMJpPJZDKZTE9NF/Uxfi/wy51zP+6c+xHn3Bdtauic+zrn3MvOuZfv3bt3wcOZTCaTyWQymUxPVhcF4wy4CvwS4E8C3+ecc+saeu//pvf+/d7799+8efOChzOZTCaTyWQymZ6sLgrGnwb+nhf930AF3Li80zKZTCaTyWQymZ6uLgrGPwj8SgDn3HuBHnD/sk7KZDKZTCaTyWR62spOa+Cc+x7gy4AbzrlPA38W+ADwAQ3htgB+t/feP8kTNZlMJpPJZDKZnqROBWPv/W/dsOp3XPK5mEwmk8lkMplMb5hs5juTyWQymUwmkwkDY5PJZDKZTCaTCTAwNplMJpPJZDKZAANjk8lkMplMJpMJMDA2mUwmk8lkMpkAA2OTyWQymUwmkwkwMDaZTCaTyWQymQADY5PJZDKZTCaTCTAwNplMJpPJZDKZAANjk8lkMplMJpMJMDA2mUwmk8lkMpkAA2OTyWQymUwmkwkwMDaZTCaTyWQymQADY5PJZDKZTCaTCTAwNplMJpPJZDKZAANjk8lkMplMJpMJMDA2mUwmk8lkMpkAA2OTyWQymUwmkwkwMDaZTCaTyWQymQADY5PJZDKZTCaTCTAwNplMJpPJZDKZAANjk8lkMplMJpMJgOyNPgGTyWQymUwm01tU3muqJMdDVUker6PTrs6j9dW6drrPTdt1jx3XXUAGxiaTyWT6zJX3mldROTxAfVPXWvbt7dZuE+2rtY3WV9Up++1ss+54ZznPs3627vk87c920n67n617jhf9bCdeswicTv1s3X1HdSufl3Zd6/PSbLepbqW8Zv/rjh8f77zH3wSV8X7XAmvV2e9nhgyMTSbTG6Pwj7WKLAW+av/TrcrOP+KyvV3cvvvwCw+4TetXrAwbtj1pH61269ZtOGa877O0WwsSnWOsWGc2HKPb7olem5POu7NtfE+E8mPDq+ktJeck4drlsG5dfRI8QkM94JKmvGlfLukck6Zu4/E75xGfd7dd61jR+nCcpHN+3X3Fda3P1t3XSee5Zv+tzxZfK6fX0q0ux/Wh/abtum02bVd/zmT9divr9bs567mE++JP/BDnlYHxWbX2TZh2XSif9oZ5rrfCzvbr3qxPXH/Gcz7vZ1r7xnzKfs9yvqddp437OOn6r1t3yjHXfY7zHHPTd3zS93LRcz3tmDGMxN1VVdmU8asQWpXt9l1obcFpVNcC2xO2M63X2odHDAXrHhBr1p+lXRc24m3XgUiSSjq13YZjxg+seNv4c4fyRqDpgEMMQd1jrdtvF4LWXeOTzmEFxDqgsfZad8HlAp/tIoB30mfrtnmSn+00eG2Bm8n0xurpgvH9T8J3/EEpnwcgY2CIlx8buDYcZwUqTKYL6qS393UPlFA+qwVgxbrQXRfVuUQeUC56o3ZJU0+nTZbrctq0D3AUg1UApbouaS8na+riY7bWb9puU3vXKXcezGcCOE5ut2nbSwfU+DszmUwm0xuhpwvGeQ9uvoO1D/LWA+EEeIi327g+2te6t916u1OOdVp3xWnnvPZcL3rOb8LPtO64p+73lPM96ZhngsWzHPOU7+MyANUAx2QymUymt5yeLhjvPgNf+fVP9ZAmk8lkMplMJtNZZHGMTSaTyWQymUwmDIxNJpPJZDKZTCbAwNhkMplMJpPJZAIMjE0mk8lkMplMJsDA2GQymUwmk8lkAs4Axs65Dzjn7jrnfmrNuj/hnPPOuRtP5vRMJpPJZDKZTKano7NYjP828Gu7lc6554FfDXzyks/JZDKZTCaTyWR66joVjL33Pwo8XLPqW4D/mtaUdCaTyWQymUwm01tTF/Ixds59FfCK9/5Dl3w+JpPJZDKZTCbTG6Jzz3znnBsB3wB8+Rnbfx3wdQAvvPDCeQ9nMplMJpPJZHqryXuoSiiXUCwkr1NneWX9mrqz7qNYQFVI+QK6yJTQ7wLeAXzIOQfwHPATzrlf7L1/ffW6+L8J/E2A97///eZ2YTKZTCaTyfQk5H0Ei0VTrooOVHaXO6BZnAFeTwPVcinn87hyCWQ9SPN2iut6IxheWW3D95z7cOcGY+/9TwK36vN17uPA+7339899dJPJZDKZTKa3koIltAWbmyD0KddX5eV9ziSDNIO0F4FoZ7k3XA+qad602wSzZ1lOc0jSx/gQf+jcW5wKxs657wG+DLjhnPs08Ge993/r3EcymUwmk8lkugzFltFi3lgwi4VYLpfzzrooD9bQULeubdjPJii9DEtokHMRBGYRFGbt+nwAg20pZ2vah3K2oX7dPk8CU/EKeLIqCrnWS03TOSyPdHne1J+nHO/vAjoVjL33v/WU9S9d6Mgmk8lkMpne2vJewXER+Xh2ADNA5knl865/XDhNMsj7jWUz0xTK/a0GFE8Cy8uod8nTgdDT5L28NMznUBwKWC7mDWjG5ccF14WWfXXx88160OtD3lstj3ekfJHdXvyMTCaTyWQyvWVUlbCcwWIq+TLkmop166I2i+lqm2L++IAarJSZgmoA1qwvvqM1tEZtsv4qzK4D3E3lNwOIrlNZCpwGgAzlpZbPU7eM6jfVxeBaXMzCCoi7Q97T1IHVXh9G25shtqffZd4px/vqlrMNFm3vgQooJH3tN5z7oxgYm0wmk8n0ZlJwE6ihdXoC0E7Xt1kHuecZpZ9k4j+aDzRpeXCjvZwP1oPnWSE1uVDU2Ccn79dbOx8XQFfquuuXj29BBYHFvC/gGAAyyxvYzHIYjvU7yNfAZxdcc+jlkKXQS6CXQeYgS6CXatlB4qlhNE5+CZS6vIzWlbLsp8Dh+m1Zgo/axuuKsP+obX2cx3NzMTA2mUwmk+lx5L1A6GIiELqYaIrqNkFuC2Cj5fMAUhde8wH0xjC+vrquN4RssB56W7D7JsKDsux0wc+brvi4Lu7uj+vidSfWXcRq6gUKEw/OQ+IEJHuZpDyHXIFymEGeQZ5KfTbUcgJZBmki5TyBNBX4TJE8SyF1TcoSLXt5uUidzEyRVIjFNEBiKJcKkRUwBY6iNjHIxqAZyqcoHPLcShAMzdEPCi4sZ1oXyj1gpOuj5KK2dTlOP3Tus3oT3fkmk8lkMj0lBavsWqBdA7aLCcw3tFvOznZMlyiQdkB0fO1iANsbikvBG+EW4D3MZzCfng6bAWSLOSwU/supXMtyLsvVTP2Ita6cQ7WQnCICzw6IpjGUVg0cJr4BzV4K40RgMlfgDGCZxZAZrJ8IHSVO2CxBjxmVnR7HOflekyTyFa6AhaYnqYzmZPVEq1ThMZx42l5fLyuMbgTNbHVdN7VANIbYaHsfzgvwToy5VSX3j68ExCsFcr+EatmpK6Qu1Nd1oX3IZ+32oXzBq2oymUwm01tDVaVwGgHqCqyuAdqVtlN5qJ4ml4ifa28kINobSWSA7VvtulbSunzYLGdqhX2jfFu9F1BYHMB8T/N9WB5KWhxCcQTLIyiOoQxpKslPoZoqgMyBOWRVG1S70BpAdVjBONTHEKnlJGnXJ6etc+LTmqRa59a0ySOwC9bIGBIjK2Wcu2xNfQDKaNltAs5NbdetTy/W1ieAj0CxVBgsV6FyBTK1vdf2VQdI4/bVZBU04+UViF1G28bbPIEpLFwq7j5OU5LLd96quxjiGhibTCaT6emoWMD8CObHks+OYHG8CrQr5Qhoz2qdDQO3Yljdud2u68fwug5oR092oJYPlsV5k/uwrHV+LoC6OBBoXR4JwBbHCrBTqI4FWssArjPdV9jvApKlxrg9BVJyIHfSlV/DZwb0m5RsgxtAMoK0D64Hiaa0Lykup4Om3IXVU6H0Iu3S839nvhILdbWUPMDiWktlt9wBUz+NoPOU7WqILNe3XVkuz/ZCd1E5tx4wXa7wGdWlwwZI63YxqMZ5WJdH+1vTfmWbqF3c5szf71869yUwMDaZTCbT2eS9dIfPjhRwI8iNQbe1Pmpzmv9myzqroDrcgd1n2rDaH0UAu8Zimw8ec1KA7ucOfpma/BSYaXkSrZvpuonULw+hOIByInBbzQRgvcJrpbAaUlmKRbwul+th1jsoEiiTJi8TBFx7Aq1uDMkNSIYCMOkQkjFkY8hGkG9Btg35NvQ07+9Cb0fauIHsi558L09S3kcgqnDqQznA6qzTJrQL66N6f9J+utuF5UucGCPIJWuAMZTVJ7a2fOb6chG1PWnbRLcNsLliQY3302m/Uo63eczfTT0NdNEMKAwz6XVTXX/UtA/13e3OUo4HSIb40xeQgbHJZDJ9Nsl7dS84igC2A7fzdYCrbU6aWcs5BdctTWO4+ryUB1FdvT4sj2W7y5pUwJfgj2mD7JryxnUd6K1m0UQPpYyIL9elEuYeZhXMPCwSKFIoneaJlgPMpgqwI4XXkSYF2Bpet9rw2t+GwQj6wybvXaKvsS+hnElXevlQy3O9Dlqu6+ZtwGzB6bIDqussslr3uArwl/QU9nrt5aQH2VZj+Ux6EYyGNmu261o2TwXNuN0TdpvxXl6kwr1Zw2IBy6iuLKCYRBOVFOcDzi6o1tsv1re9LNeJJKWeyCRE1wjlXMP39YYw2tEwf73V9vzguQ9rYGwymUxvNVVl2x3hPNbbxeTkB5dLVkF253YDsoMtiXgw2Fqt648vBgO+RGD0QLuhJzRwGmBV684EuRss01W1CrLLFBYOlk4OGcB2UsC0hOOleDUUqbQtEsmXA8ndCHpXIN+FwVWZWGC03aTdLYXXEQyGmivM9gcXvF5egXKmA9WO4Gi2BlxnbYAtZ6uQ21rW/Lxd9XX3excw10Fppz7pKVD2NsPq2vpeBLn541s6T7zWZQcIiwgGZ6vAGefd+nVg2oXa8+zrSczA14XQbrk/aoeBC+vTrF3X3e6kfSaZ+qeHGMTau1IdSyomUOxDdST3e3Eo/yfKR9omtJ81PTL+YoMfDYxNJpPpjVII8zU7gOnBaj7dl3IXgE/zs03zNtyOr8G159sg298AuGeNcuA9QoxqVfWvyYOqBttJtC64G0za6+r6sz7AHDAE34cyh2UiaQ7ME5iPYDaASalpCccLOFoIOE5KBdwcir5ALvpZsx6Mt9tQO96GnTV18XK24THqvcLopAOg95roDHtdiI2tsmF5A+SeF4jSPiSDJk/U97d/XcrJQH2BB+3lpB9tO2jvIx00YPs0rKNl0Q6rtjyO4gNHETDKpUTBCNM9B2tnty7etrufUFdcgjW7qwCCWQSTYSa8uK43bK/vAmg9e15YDtE2kk7kjSicWwgBF5bjSByuklTHDlaf5hB32C/Vl/1IXYMOtFdBf/c1nC4QsFUfedSlxS+1XMKygGUnpJzziNtQfG93l1UJcs9let85h/yWu8sX+HoutJXJZDKZVlUs1gDu/nroDfkm61ySwmBHIiAMd8RqO3hXxwVha9W6298SyNskX9BYWAOk3gc+JctVgNZgpe2CbrzuLHCWIfFHR5IzAncNeDv4gYDqwonrwawSeJ0WcFw0UHs4h8MpHE1gcgSzR5sPl6Qw2hLL7VDz7S14Zmc9+IZyr9/soyrkYR8Gt5XHujyB8r7kDydwT9tUU207ibY7xTLflUsjEI0ANB1B71pUH60P5RawroPcSw7pVk8dPIPFo7MBZreuzufUM7DVE2F06gLsPo51NM104oswsUU/yntyr2S5hHbLNfUSDeemE1mk3bBuEVTGoJn6ZjmEd0sR8HMeXIgpHIAzBtGozGR1nV8gcLnowOYSqNQfvooG6oUYxmWzXJbappT2vmy2DdvX+/JNTtX85EPotdPKEtdOy1FoOZcBA7H6Ewbw9TRF97EbanmkaSy/iWSsL2VDae/0XndD/W0M1U/+Pee+VQyMTSaTaZ3KYjPMbsqL+fp9OSd+ocMdgd3dZ+D2e5vldXlv1MDMinU2htRD4E57XbGu3Xmts0PaQDtUoB3Kw6foibV2kQjYzh1M1bd2qq4IkwKmC5hNYHosYdNmezB7VZaXG65XuGbDrQZuR9fh5jtOtt6OtiSiQg2oOuitjMH1ARSflPLBBB7F7bRcneEaJZn4AqcjGcyWjqB/W3yDg69wqF+xssbLwYL7hB7HNcTqJCLzqaSFTiSymEk6y/qwPD/nBCSxkpRmFrY4zyUNhvJbyRMF0ygWcYZOhgH1jGsZCqIKn1mIN1xBWkmeRDOv+RBfeKm/nYcKlQqaJ19MBA5DHoNjByJ9pQMp4/bh9+yo4/hWIZ5vaKugulJWiK30O/Xoepp9hfrKN6dbHy8uK7F7Bz5VN5SBQCkKpgFOY9AMUBr84ZNRc79nW+obv6VpG9KtKGrJE3R3uWQZGJtMps98VZW4IHRh9iTQnR9v3l9/3ADs+BrceKkNti3IVWtkEgD1GDjulF8F/xGp41jqi7jNRayzAWzVOhsA1/dhkQrQ1n61wKQSn9ppJS4Is2kEtFOY7cP0VSlPj88GRr2BTD8bfGyHW3D1liwPRjDQdaNtGA2hn0E/hZ6TsGHVrG2BrYH3Uw3ITiZwGCy7Z7DSOtce6JaNId+BwTP6kB+uAm8LdrVNcoJV/qIK0xEvYjidtYE0LJ8FXsP6s1paw3TCgwEMcxjk0M9hO5Pvqr8rsNpXa2ruJGWuAdO0apcT7Z5PK3CFWEtrQF2C36cB1cf1l/UI8GnItgoZ5EiiAOmanvkAlFWAywSqrIkKEsK3lUvpQagWEcTqtvX2usNQDu3qiSyCZVbBFd+2pta5ll2wrEbrXd5Y/+tegQCtA70/B829m44hGwqcZmPNt/Se7vY2GArGsqthMpneevJeQPfoARw/gMneCZbcfWm76aGb9duW2p1n2svDMQx7Mp1rP5WIWMlcLbBHNPCqlluvdQFwCaPBT/pADhgrvI61fBsBW633QyjyxkI782qlLWHqNZ8LzAagnU1kEofZa03dSVbaoCQVYB2Om8FiV2/BsxHQ9od6bbTc7ysoeUlJoS4GGne3PKaOv1veb8rFESwn8OgMvpxJvgqqw2c7IKvgugKzIeLD8BKjN3i5njONuxzn84laXyerFtkuxMbrN8KhTpCRKmRmHgY9GGQKsCmMM1nu6RTE+Y4ODHTRpGReray6n7SUlJQCrsyROMgXkMsQi2OueQ8NjCxlP6QGwJYFM1g6iaynCpdl1N1fRjGD68FnSyhDZAsn18kvwc9pYgNHrgV1qiJLajiHALthPayCa5w6YJsOpPs+VVDtBetq/LI1bENp2nF9CXGfk7jc51LDD5pOlIGxyWR6c6kqBXSP7jfgW+dR3bqYuEnWhtrrL8J4AMM+jHJJ/QwGTkK05h7SJWK1DSD7OvDRyJrbAcnQa9rSAIFZhVp2wb1NoVbr/BCKDGYJzJz60/rGQjudwPRIgfZY8sk9KQeoPauVtgW1Y4HaALIx1A46oNtTsGWhltkYaCOQLe9FkHsMB0cyMOwkuVQtVuOm27V/S8sbrLJdy22Sn/75z6KyaKC1C7EBbrt18XJcrkFWwTUrJeVlU868wmsG/QS2crnWsdU1dzpdsW8ANlU3gACuYSa4JKOJLaw+pBuve4BVnZyjznvN8so6jYccoDW4BNQxltXftVw2kOqL9kDBSicYqQ6lzs85dYpeD43vaynLLlhO0whiaVtsq+A/q9FGqkLatyC231lOIY/iOsf3XajLAtgOVmE19uGuByG+QbMami5VBsYmk+npaTlvQPfovpSPH8Lh/QZ8J49WrWZpAld3YGcMN8ewfV2sY8MUhg56HvIK0uCHOwF/jzO5IFQ5YpndkpwxuBuN9baG3aFEM5ghYDutIveDmYBrC2z3YPLpBnJnx6d3FfcG6lerltjd6/DMC213hAC9XXeEwUishLWV9rhjpQ1we68NvIfHsKfl084vG0fdsmO11nZgt/YxHEfL48cfAOb9GkDtwGy9fk2bGGpbkQY8ZNV6oB1mMEqKlEOSAAAgAElEQVTlPruaCNT2kfst3HNZJdukhQ64imaMS3rU0xZ3FWaTi2H0JHhdu7wBaqtEwTW4AERuKFXkllIF3+ojqO5E7irHOgjzDK4NYRCgC7PapTQDrtRnNdkRgA2+t2UA2WVzjqWmSt0h2HS/eOpBidlI4DaUQ49BNozu1aj3IBs10HvZAxJNlyPvm3uhXHbyDeVK8yIqh3UXkIGxyWR6fAXXhhpwO+AbLL3zI8BDXkBP0yiDnQFcH8A4F3/TQQL9StbnS7Xq7mnqaqxQG7sgjCNr7QjYQsA2E/eDiRdXhEklg8MC0LbA9o5GQHhMsH32RYHXUBfWd+v6Qwn9VRVQHOisaTpzWmytLe41UHt0DHsBco9PHzQW4skGkM2vwvD5DsSuA10Fi4vOgBZ8Z6eHco0nh+3yJmtsDMKLaXufrmpDbF4KpPadvjBlDcwOUAutAm1WyT2YBWtsqpbYCGa7XddOByIFX203WrMc+XfX64fIwKaONXbdtfS+A7EdUC0nUB5GEHu8HnpPHUSGuDuEAVTBMt97pqlzKVROXRjUGlstZYBpMYNiKi4wxaEOXtw/wzGTVatsP4LVGF5bsBu3GZpP7JNUVa3C5eOA6cZyVFctm20vY7rrVAf7pRfrYbK7y2QynayqhONHq64MAXynd2B5B5Ip9JYR9JZi1b3Wg2EiY8H6amXLc/nnlY4FSABxWXDgdgBNbk1ebcHUwZGHwyUcBtCKXBCmxzC936k7g0X0MsC2de0WsDwQeGjln5Ty9AAOQ92B5OV0/blBBBYRwPavb7DaRqAbZlJ7XFeE4FM7OWzgdqKAG8qzo9W66WFkpVV3g14p90peyj0xzmCQioX2Wtq4u/S9uqlWaqEtJCVEMJtpl3awVobr5RBoHUbQuglqu22GHdA9xcezKiIL7HEEqnfXWGi70Dtt8lPlFGYVaJMhZFeg/7bV+nTclF0mv+VCYaQ4hsWe3HOLPfHFX96DxT4s9zYDSjaSyUzyXRg+A/l72+DaBdsYcM1Ke7qq6pyw2al7M4FpFgC1p0nL/Z2mnK5ZH7ZNo+1b+1qzTb1tJ6b213zXuU/fwNhk+mzWctYG3cnr0v2/eA0Wd6G4D9Ujsdr2CoXeJQwruJ6KJS5Abhb+QQ31n9oQ3JX1cBvn7EAxgKMKjqZwtAeHe01+uAdHH4ejfak7PtgMuHUUBAXWnWtw+/mmbrR1PrANCpM1BLgtDmC5L9ERJgdw0IHb0KY8YaBbNoJsG7IdGSQ1fE6m/M12pD7X+mxb01jjel7GlMnqlrAWYjtAG9dNj6TrGyTaQF40gNsrBGa3ctjJ4HYCIyeuBwOv908p91KS0kxOMFy1njqNT7oRamOwjdZ3oXZjd/ya61HNGst7eQzVvQZia9g9jlwRjtrr/BkGNbpeY50Nltr8WgS0HQtuXA7L4R6olgqxCrbLfUnTfVi+puv2G/jd5AOe9JqZ+3rXYOsdDfj2rkQD+Haht3t5ft5vVnmvvsoLtY7Pzwemj2tN9SeO0j2D3Omwme1shtZ1sHkeaE3Sy3v58Z5WiL1WWL05Em4viulcLGjFeT5zaMq2DIxNps80hX8my4dw9CmYvCJp/rpYdot7UDwEvychxALU5AWMKwnNlEX/8NKeDjS5Aul1yG9BdgPc7gbr7i74bZiXcLgfge4+HD6S5aOPR9C7J13l69QfwtYV2L4CN56Flz5XyqFuaxe2rwrwDsabwbZ7fcpp5K7wqsD2/mFUd9CAbrDyVid0T4e4nfmOWHDH72iW63ynXXcZ3cHei0W8C6+Tg/UuC3E5xFvNI7AN8DpKxIJ7PYXnEgHeAdBX625e6OCwTFIyEGttAFzn1L1lS3K3rXl3ebtxeWlB7TmvTbWM3EkmUN6jBbO1y8Hx+nQWf1qncYuTcWOJza9HVtlQPxILfm25jSy4J33nVSn3WoDc+T4sX2lbdZf7DfAWG8IJJlkbbIdvF6ANYJtfaS+ng/Nd6zdSpQJrOW+g9bRyDLhr285W150pNOImudMBMx+dDptrQfWEfT51MJ2BP+BUMI23Wbufzjat7R/Deh0GZ15ABsYm05tF3lNPm7txcoZJU794APMHsHwAxSMoDyT5Y/ln3+0S6zuJypDmwLYAbPqSwu5N8S8cPAvpjTVW3bF08R0fwKP9tlX3aA8OPqbl/aa+XPNPzTmZrGG8K2D7/HvagLu124Dv1m57NrJN16ycqKXs9chqe9iG2pYl93Bzd6FzjYU235EJG8bvjgB3dw3wbp3ezX4WBSvu8R4c7zfX9ni/Y72NrLizIwHctGqgNrzk5KW4JYxTuJ2K3/YAtd5WjaW3tt5mSOioGHAHa2C2C7ZrgJfR2R/Owa82hHGLXRHKo/VA26071afWdayvW9C7Kfd/sgZma6CNAfcCcYuLCcwfwvQTkQVXXRXCcm3VVf/7defei6y32+8+BXTPce0vS6H7P4bLdcBZngVUTwDci3TzJ5m+5OvU1lm/KQ92Ibu1Wl+Xe7q8Dlo3WFMvA0y9p5mQJMxst6A9y900gkhNyw5UrgBosWH5jGBax2UO6QzLVSaDQau0ycsUSifLZSLlMpHDlQ6KBMo+LPtQIvHWl17WF8DCy3JIi0rrKphXsCihcOIjfwEZGJtMj6u1U+yeALQb6yOrqfeRtSMkfUAsSpgV8s+iSJvkB9Itm71brJb9mzC4LX6Aw7dJV316DbHiKcgtFw3I3g1Q+wgOP9Z2Zzje3+zCkGZtC+4zL8KOQm5dr+vGO2JZPElVobDwaYHEAA/LR1F5T9P+CZCbtIF2+Pa29bZ2U9iJXBi2LhcqykKu29HeeuDt1vuFWm6X0I+suONUBileTSQKx8CL722/VJ/bRC23WePOkmqYK5d2wDWCWU6y5m6dz3LrvYLqAZSvyAtIedjk5ZG6lxx16o853Vrb64DrFvRuR1A7bqekU5dcYuzioGIiL6bz+5Jm92F+T+s0Lybrt823G4vu6AW48vnrXRfyXWl7WedeVQKay6mC60zcqYppu7ycReujtvHyctoA8Em9KRvl1sDoQPLetsx0uBFYz1hOe/o7OId8hcCihptrTUYSgPKYBjCjWMpFDJzxdgFUFTyruUYLCSHtwvEKzRfUE4UQQ6Yut+p9E/Gj6kKqAmflIgDVVIScBj4LGgBdajnOqwhiw/6qREHWSYSfGHQrncQkPDcCOIfJXMLEKEkKaQhFqC8WaSL/w1N9SU90OXE6jCCRcQaEZQcp9RhsPeD5vnuVgbHps1veA3vgH7IWWleAdl39WfyYHLUvJEMoc3nDnSUw68PEwSSF44lEGjiayj+bIoViBMU29K7D6FnYug3bN2H7FlzXfOcW5EOZKOD4UGBscggPtHz8STj8NwJgZ3FhGIwaq+6tt8PW+xqrbgDgAL2DUyxUtVV3D45fjSxkexHkRrC7sYs4F+tYfkWiKYzeIQCR7Ub+uJEl90lYzryXaxZD7dG+5h3wnTyCYk/Atr9sILdXwEBdVm6k4oc78DAoZZBZ8L3NwmQWAXDHG+D1FFeFs/rZxp+xmkhPRKkguwK5h2vqNlk8VclYvptULfK9Z7W8pdC7BmhD3dOOQlBMG+A9M/Q6uR/7N2D0HFz9Qin3r3dAd+f0yRpCyKpiBkd3O7B6XnCNls8VvsoJqOZDBdYB5AMZOLV1q6mrU3+zZTZbs9wdJHXStaBUSA3QOKeGV+bgj8A/oJ76ezaVcjmVAY3VVF4IqqmCqE5iEuA3wKhTqA0AV8905znZMtqpL2PodI2lM6QuYFaOFYBd2yYC2rpMA7eFo57Bz6XyYps4uc4tsFyXaL6POkd+0i78rrUiAG2cOy/jDpyXmNu5F/egMLV161hJe7mlEKu9PFN1fb5pJr+rLBfjS5qKweACMjA2fWbLL4B74DVxNyqH/KTuuZRmit3gA3kVeButgT/1uhH4IcwWcKiQe3AAB3sSyuzwHhzehUXnoZpkCrvvFNB97roGnx+Jtcxn8s8+AO8rhwKZITrAsebVhoEbwYUhWG6ff89mq+72FchP6Taulgqzr8PeOsjdh8UjKPZPturm2wq6u+KXG8o1AO82+WXOWBarLMUnt2vNbcHuI4Gj5QNIpxHkRpbdUQLP6oCzYSXuCplarGqf7ZF2u26Jm4rbgWS3KdcprguQe053jXpA2b2Trbe1FTeC4NUZTBoFF4NsR/LRLQHcALxxXpfHl+NuchlaC72ddGbo1dS7Cm4o4LmcCIQuJ/I7359A8fGTwXXFajvjXNautC/Qmg0bgM2HMLrWhtcYctdBbzZs8jTf/HsrSzn/xb64gBQ6JXeh03IX9+UlvZzIPVjNFFDnYlyoFg2Y1l35ap1F/VBdAW4pKcyGtwKroS5YIjsKXfVFZNUM3fhFIiBZ5yGhwJnI/92qBz6VVMW50/VRuUwETGOwrOkylm/qYstpC7jjGQDLpq4LlQE0cychCTdq7cxErVMRsAxuVdnqcp0UQIMb1kqbzvrQJonqu9tkmcB75sQSnKkF2FXgZshkSxPJg/HKT8CHAbFHmh827laU8GdOuCQbZGBseuvKe+AA/F3a8BvKd4FubE0HXAN3E9y7wX2Jlq8j/S8xBA+BNQ+HYiERHA7uwtE9zT/aQO/h/TYIliV1iJp8DKO3w9ZA/6nqP+X5Eu4fwSdfh8lHNltyQf6xjLYFdEfbcOt59dvdbte3yltRWLQN17I8Vl/dj8D+BmtuKJ/Fqtu/DuN3NlbdXgy7uwJWT8ISGEKKdV0WYuA9fiBRN5YPodoTwO2C7qCCGw5eUItupv/Uszyy6o4gVReW5EoHaDdB7w4yZe45Pk81h1L9yIujE6y2Hfg9aaaxZNCG1/wdEdBG4BvnyfjNHUP2vNDrFTriz9l/FwyGNLO/5fo7ncPRBB5OYPmzCsAKvydFH4mV5BGQ9hswHd9sL58FYJMcUMgrC3GLWi5goXmxlN/BQv23Z8dwpLMWltr7VR4LtPqpgCrTxgrrQr4QOE0WkCwlpSUk5+2m9gJgAUZri2eqFtG08T8NAFr2oRppfdLJ0wZ84+78MgJdULiMQDpM91wpJNbW1NMsmad8NpbR/rrWyw4Arlg3zwCV6SnbtUDTibU08VJOafKEpj6poroAzjqL4bocnVZ7Y5vg+1xKOW7r1WIf7rdKl0udJbFSq32l7edhn+GlgM5LREjqS1w5aVO65h3gDBOFrtOb+D+c6bNefgE8EMBdAd574O+z6sbQB3cLuAXJuwR6uanwewuB4hNu+3qiinsR6Gq+/zo8ehWOHsqDKE5pCOCvD9ES8cuaF1LnSuCRJpVzGkJMAXbnqsxytg5sx1E5P8PUo3F4seUd2P9IG2wXe2LNDfmZrLpXIqtux5qbXxHwvaxwYpu0XMDBA9i/B3v3YP8+7N+RgXeL+7C8D8XDtlU3dmPYBZ5Vy0oLcMOo8LFAfHYDsmsR2HaBN6rjAp85vIgUe01aPmov13X7+lvYINdroC7dhsHzG6y2Idd2b7WwWwF6Z/fk+568Jml2B6b35PsvjmmmB9YUJtbwWfMyGrqfK4f4r8w03V09rkskikCdhvKSu/1Muz7Tl12fNMeotKs7PKyLUgF2CYu5TAUegHY5Af9ALF3VRKABtbD6uVjNfADVucBpppOahDxMchLXuQ7AhhmR667zCAS9gmoRXtrVCrpModxq3LtKJ3VLGggtnS4nUATfVL3OpYKuT7SLP+reP69qEAy/Wy2P8nb9Wcrx9mvbZQKOGQqSKGTqNUy9uCYkXuu8WDjpQmMHFNeCZdxmfoY2m/ZTcGpvQw2OscU9WKfD1N9RuQyTvOh04GG5rq+a31v47aEvIJRyTcI+KzTXsgdKDwsnj/O5k48fUphpdK75VOumTlIZ9hd+Y2Gfbr3bxRlkYGx6Y+Q9cLjG2hu7Ouyt2TBYe98J7osj4FX45RyDp44ewM/9P/Cxn4A7H4GDO2pJnOgPvhCrS+Wb7rOkJw9a19M0EutfPthssd1UPxyf/cFQLWB5CMtXpds/Die2jMv7Td2mATEhbmm2K1bdrXetQm5d3nl6XeBVBYcPFXbvwuEn4PhTMH0FFndgeRf8PgzUqttfSnqe6GEWP9R6kFyD7KqE1cpvSLkLua3lLR5rdrfy6ATIDWVdt9aa6xTMr0J2BbbeLnm6s+qmEPKLREt4o1SVamU9btLyGGaPBHZnd9XK+6AZbFnsq6vHTLuU1YIECNT2qKcertOIeuKL3paAa28kltZeBLiuL7DmE7VQxj6bXl5uZwuYz+BYp5yeTSXNH4plvjoUK76baug7Tb3OjHx5NO10gNctL6ebK2DFPqAAYWBR93+aT6DMFGJz+d9UpI3bwDyBIwfLpPFOWCIj9ue+sdLWg3d1O7/h3ncO8j70B+2814d+T2asPA1A18HsSdsk6iOaeQHQkMeD2EJ5bTiwOJKDtveTU9YvO+tP6HHRUzn9no+t1bH7h36PlfoTV4lCY6p5dC8uvb5sVFBoBIailGgMS00LjcZQL5ewLJv6RSkhNJf6uapKe0u8GG7SSl62Uq85NFOe+2bWSK/3Zev+0LwIUOsEdGdIPte0SGCRykC/ZdqkMkzUEw3ASxKxioe62m84h34frg7gdh96Pb0PB2I0GgwkzGdf6/7wnzrDl9T5OP6Ccd4uove///3+5ZdffmrHM72B8kvgPm33ho7ld8Xa22tDbm3tvaXl6+frggaZ0vfhHbjzCfjkh+CVn4H7H4X9T0ucUO8Bp6PW+5D0ob8Lo6swvgE7t2HnhgLuBuAdbZ8eVqx1bUpWYuWuhdwDteaeEJwfkKl940gLO+3BaHX+lKy66+S9AP3+xyTiRQDe+etQ3IXigUBvf9FYeJ2OVs51QE/eQyIQXIP8FvSfgcHbxLpbuy10fXMfExq9V/eENWC7Ar/7Gx6kiQBapoMG6/KVphzWpdsXB/OnobIQkI3BdnEUwe7RKvSG8vxQXEFCBBem6js4o0UYTq2KyZA6aki2K368vavispLo9+1Dd3rwDfURGCxhGkA2AtqZTqvsj8U9IIbZALTd5T4aDQSJBtJTUAswWwNs+AxaqByUeQOxsb/rMljIvKRFBbMAPXHbtMnLDQCb9zaDa2+geX+1LrSNy/matlmGdF9Po6QDkP2UU8N+tUA0jtQQQo114Tbk51AcoaEGUaj9gGv3C9d2ywiuFyEyQ235dgKS8woWhdxT86INmYtS1s3LZt1c62YKpkWlL1mlAG4ol6h1Vd154vP2Eazmeq/l6H1H/T5Y1+edPKO9Xb0euWcJ92r0Ehbny1QgNrw4LUMvQg8qnRodne7cRZFi8qGC6UDckfrx/dWDXF96uuWeThCV63KWr9aFbc757HLOfdB7//5zbfNUwfgXvd2//K//wDm3uuD5PcXPpQd8i2x3UUXH8x75jx6iMhxH5ZDWDR4ZUA9SY0Tt01unM7gIdFWV8qCbHjXT/k6PZArj6Z50v/oQPgd17h9I/MrRVRnwtntLfHDzvvwQz+tbVi0bH6lKY3mGUDxxnY/WbTqEy8QCmCikJxpHM5TrpKO7kxyNWXP6eT4RefBz8VkMs3AVOvgh+DH6GbCQkcqxHBqaJ0NcYIaQDmVwV67RCrIx4qqg3eGccST7iafs5buoBwXN28nP9PvS5U2xZevvKKSB5K5T587/z3zNST/+NuGhWy7FbaZaSrmeRnZd3ml36qxcwb9Su5eddqnWoa70RdR75Ok9QNyPdIBplUWgEnptiib3hXZfV02eeO3KjpZT9aHM9DB197e6FtRQcMJHqdSa59Utok6eOgpA8G2srX5aLnU7T2QBU4vXuvykdemGdnU5+EVsuge0O7sOIRb8NtXPoeU/GuUr9Wu++67PZ12nx/bqnhGuBcEXVLu9vWtOsYrLcfJ6rfXaVwqaRZxXq9uEvDu4reWf6tcs0+TxZV17ifVeCl9B8N9NonJwwUjQ3wVnSOH4cc+Ba9+3XTeYsLHTmz1EpXB6r5DKbzPkTvMk1+dMT/5XhUlCauttuH/jNz/97BfSYz6LfHDtqCL3jo5bR+T64X7ej5wbjJ92DBzwj05vtqKnbN268PE+Q8/TF8C/RQayhXBl3X+SCQ3g3ozKQwSAh2foku/u0wFeujGnOnhketwuz9XRv7ZKFOLPlCbSLTcYwPhtAsBXnhELcLbJiqhv7kUEtNW8gaSyE38ylDf9zl3SAFLag2Qsb9A12A5WIfiJui2c9XtXcAwDcaowS1wY+KUjfgPwVhreqLULh3Rv99Waq1aFEEqtp7Fa3QD5N3TqE+j0c67mHdgNI+FnOsAjWrfuS3OJwu1QrJHJoJ3SgZxvot/bRX9/F4Vkjz4EFpw6/WyrPqrrfk8r55bovRomLRjKcpj2uzWZQSbXd3EEiwOJTlDfI3pPVFXjo7rI1DCsDpoOSAtIl5Aeyaj6XGF2BDIqPcCupk23ia//NIAaBnfNfNMdHcA7hL8K1uYqqisT6pnIsizKI1edLId+pr0YXZ/VyF0g1UFS5/6uPQ3ExvFz4wkeZs333arv5K3oBpFFshXVAepBbHG82zCeKlgNl14s2mEyhbhtANfwAlEpIHfhsyqbY69EkwhQXUVw3dm++cK7N0C73DWOJU79hZNoMJrT+yyso3mJ6q6P/YuDP3EAWVzTe7BuEF8NsYnAZ5I1eZLr//9gFOlFv7VgCMkVcuNtQ10WPTfeBOxSlfISu5KWsNSX3GX0wrvUdUXRfgleLpvt4v9lvtSXWy/P+kTvj7DsfFR3sdF3TxeM3fPQ/5anekjTJaj8ASg/Au6X0B7MFrk6sHPxB/70WNwdHry+mj+6Kz+M5mRgOILBFiQL6RKllO6+4RY8+/Pgmc+B2++VtHO7fV7VEmavSzf+7BXJp69IXXHA5skiUshvr7orZDuNL253XXLO+LFPUt6DP5AXU78HVZTPX4PZa+LHW9yH8pG8HBTR6Ha8PDRnOcxzqHbAvSR+u73b0H9WwlhtvQA774Sd5wQOLuvciz1Y6gCr5T1Y3JN8eV/KxR7rYbcH2c2220LedWu4KnXJU5wxrKoEKOcHMDuQ/KTy/EjcEk4D27Qn8a7zMfTG4l/bG4tPbX8rqtfUWt6SF5rjQ5nKO6SDe3DwcTj+BCw/Cf7jkNyH7BBcof6yINb8tLFE9frQy8QoPCxhC7E+xdYuIugpnPgjHjlxLZh5WQ5+iDWcrVmu+pBsSS/DYCw+hoOR+hpqGkTlka4Pda22j+Fq5AvqEFJ+CpWGlqpdDuJcU6V5caQvFTrbXxUsoZEVLNR5tZgt1Wdz4cSveI4OTnIwySU2+hz169Tu8UXSDGYKbZdhYFTZgF2CfC8uGqBVKvUGa34YiOVL/TpjKF1jjQ0WW/QeiK2Swb86S9XvGhkkW+cOegkMU+gn8mIySKCXyqyevSRqp9sHv+S0UojtHi9ZX5fm+jI8bF6K6+W+vDyn8Utzp93KNqH+TTCsqyhgNoP5XIxO83lTns1kUGhYH8px/ULbz2a6/QwWU/n/tFS3mqTQF1l1B0lKTerH7KI8880LcauHJ3xvvn2vuJSWP36l65y+nJAAubjfZT3gn537Er0JviXTm1p+CuXfA/eLIP/Gi+2jWMLDuwK76wB4etRuP9yCa7fh9nPw4gvgFuLfObkH8z19sHq4+s4GgJ/5HLj2glhvvIfFQwHfO/9vA7/BpzW2JPSuwODtcOUXiv/iWvB9QpNFnFXBdcUfNw9dJu1lH+I7Hrfry0O5FstHSHzUALshtNMSZpkCbybQWwwhe1b8eAfPyoxxWy/C1edg9yZcuSkvIpel8rgB3gC6NfxqpImu767ry5S++Q3Yeb8MrsvW+Ow+iRnPuvJefWjPCLmzA4HiTV0NaR8GOxL5oL8jE7r0ttaA7ZYOJBvrOo2RHKss4eggAt0HcP+OhOSb6EQVi0fy+6oeQbYHoxkM5jCci8/3qIBtr4Z9h0QX0CeYz2livCrELlKBrZmDAyeW4uWgsRqHvOrroMLgQzzugOwIrg5X4TZAbAyz2WM+yrwH5gKk5f3278pPGsANcVIXOg6g0LB4IYZqNetAbHfUfiV+0AFiZ05H3XsF3LS5hgFk53otZzqoboZevzx6yYB6UGJ9rEKtuKX0mARrnI+ssXSANVh0AXDS89YdCBVcO3qJGiRSGOYwzCQNUuinkg9SAdgYXAO85ggcJaW8YIXc+c0A25VLzwewtXuTWmLDIOokl/8pLteUNJZ2ry8i9axtVWdd9OIQojvULz9ldG3XbBfqq7IpFxqxZDGH5ZwmaslcQvGF/91LtaQuIwPGUi2rRZy0rtIeJRRQYwtrsLzWk3SE+sgqnmrZIT06W7oeBdfa0yJ2+dB7M55EJFjOk/ASHXqQFHqdluksB3cRp9b7en9JZzmc1wzp3T6/DIxNJ6v6IeAQ0t+2uY33cPBos9X34EEbRtNMwPf6M/Di50h+9ZYMEFjswd6nJErE/Q/CkQLR+Do89z54RkH45rvlrbK2/P5r+Pc/oMuv0hqslvYFfrfeBTd/hQzYGj4n0yRnY56o6i7RE+C1rl8Hu0fNP9i1+6/kH99iIW7fMw/TEiYLOFxIOKhCQWSew2IM2Yti4R0+B9vPwpVbcOumQO/uDRlMeGlT0C4buF1sAN+q+88rEdDt3YTRe6H3ywSA85vQ0zy95Kmbg7wXq8dZ4DYub4LcJBN/9gC5194p090G8A3rahDeFkvHJpWlzIR29CocvgqTuzC9D7MH8gIUwu+V+1AdAceQLyHXcHWpOmsOS9imscqk+jCs1P1g6eRFadKHR7swH8B0CNMBLHO12ObgdGrj/Kq8QA63JNrKcAzbW+K7H5bjdaOtC/jzb/rOSqgOm99NsMD6Y7HALvYa//flfhtmW+3LVZBtAW6lUJqsQuwia5bnapGdZfKSWWRQZo1lt3JynwVLa8v6GnUdF0XkdtCB2MBk/DMAACAASURBVDoOb3TfBV/QGGAD1OYpjMdiDe/rAKnhEIYDmW58u6ceb4lMVDNw0K/U1WUhvXMhTFyIb+znDYjU404WHWuxrsdJlz/a/R/8EVwmL1VhnAEp4tOdSiKR5ZB7haPguwwRuM705UXv8ThmcWhzGWMtqvjlo2pSGS93162pq4qorZ5zFWKN+cYAhObhWkPj+RDqk+DKIZeHvpOemgCyoRcAta4GaK3jN2dNmxCHOdUoISEmc5JQz6SXJJHrSNiHnkcA19Z5hnMN90ZF4+seOfC3yvH64DxOdH/p9Vi7HK7Vxf6/GBibNstPoPxfIXk/LJ6HBx9dD78P73TcHYDd6wK/7/kFDQSHfOeaTJd75yPw+ofhzgfhwx+hng0uH8Lt98Av/Gq49U64chWSSWP13fsgvPaKWLqCnIP+bbFu7n6egPBQU+/6xR7Aa6G2C6/HG+rj9qfE9HGOegY9N5aUXAOeAz+AaQHHSzicwcEU9o5g7xAe7sPesQBK0UcsPJkA7tXbkq7dgmvPNJberasX83ncdH2KRx23ho6rQ7Em5F62K6Dbfxtsf4GAbn6jsQDn17iUyAzei0vIeSB3fniyO01syb3yQgOzoa4LvNkJ7jRVBdMHcPQK7H8YJndgflev4UNxaSkfQrknkOuOIZ23rXutKVmdAE3oLq8AFHILdU0IgUPLTKIblDksd6G6DtySnoL+szB8RmNrd4A2AO5oS1wlHgds60GQR2JhKw9h/ghmexHM7jeW2eJQrbLhdzUFp7F+y2o90IZJHCrXAOwyaYNsgFw/RMK8jZCwfUMoe+p6oNevnjRDLXmzqXYtz2Axg/mxjlHw1KHlghXUQeOX6sR3NUt0PIQT94DMQZ5BT0fl93tS7oe6XOr6mfh993NxV8m9uLSkhUKsdmc7LbMUkGUfqhARKAyo2wCLJeI7HPq2fQBahdlWfXDADRCrfrC1X2zeWAGT2ArYtQqeY13L0hjtNxwDZGBeUUoKfq3LqLwIufq/LpYagUJD9BUztdLqGJPlXC5M7OMarKyob2tcFyyxPdcMBq1Dz+l9EAZcO21TA2tYr5e2vn9SvWc0j92TaotpnIcXqOj3H0DTxS8MVXM/uEXT5rwvE57V4ULQ3Bs1vUcDBMNLkkupx52kwX863D/hfuo1y4kOQA89APWYnSjn953v/MHCtZlOUPl9UP5dePhfwV/9NvnHHzQYrwJvyK/epDWl8HImEHzn3zXp6L6sS1K4/iLcfB6uXYGtvjz856/C9FXx/Y2tpfmOwG4MvsPnYPAMZ5qwwJfgH0KloeQqTf4R+GCdjWH3DIEq3SiCWs2JIDcGXjrtqp5MGbt/Dx7dkbR3Fx6+LvnhQ1rW9iRV8L0l4Hvldru8c+3xYKW+Tl4saV3rbp3fheLh6vVJBh3QvdkAb8gfJ+6u9+KGMHmg6aHks731wLspljOuDblxOYBud31+gjuN9zA5hqPX4Pg1jcl7B+b3YPlAQ7wp6PoDSI4gnYKLu2gji+ASmCbafZ7pwLUMip6+CPUEat0WjMYw7KlP5RJ6MxnMllTUs2Pl2/I72XoRdl6CK++RNLhx8fvFF/JbKY8E8KcPJB7x/JG4PC33FGgPBHoD1KLTuTIDlm0r7ToVEbwGmC16yMBejXST6G8qTF6SbUsdQwVhHcC7OJIoNvNDcX+ZHcsL+XIKc53FrpgJCPllAzYJ7TylGZSVqZ9rHlIidXkWDdrLZLk181nsppDo/tUfsx7BVijYlh0IC8vaLu5mjsvBUhvcCkJKR5rG1KG2wuDYbKsJk5eO1d82DBLL2uU0p/YrbwHtOe+p4Pc6m2lIvThfVzfVUHyH8l3OD5E470fIlNQTqOZq8dZrmpa0fV6rJqXqJ58gLxjBr7WewIM21wUXg7gMbcttbEGNXV7COudoLMI05RbYRibXlWsaWYHjwX3dZZcg/v/RYL0wgC+kJC4reMauJmk/AtGwHAaQRwPJV1xY+nKfhcG8YfzBUwxJeZFwbadajJ1zHwC+Erjrvf88rftLwG9AXjt/Dvha7/262RhMb1XV1uIvgn/2svzQfufXC/hef0YsRutUlfDgE20IfvhJffCXcGUbbl+Dd3+OxAXNFhrL9qNNpLekJ24Ooxfh+n8o5eFz4gKRb59wzl6gw98T8K3uNeU677h1ALWF1m1BcgV42yrUdoG2VX/CQ6AsxZUkAO+jfycDCvfuSt3B/fb5ONdYfN/1hY3l94rC7/a1y7H4VgsBthV/3sjaW3VjJ6eNi8P4c1fBN78pD9KLglYxb0B3+jCC3wdR3cP1sNvbaqy041tw/d1t0O1Cbu8EVwzv5aF7uAeHr8tL3fR1seYuHyroPpRU7YM7hHQCvQVNF3LVtugunIDuPBWXlnkGixEserDsgd+C7Br0b8HoGdi+DVu7cHUHtnak2zudgtuXl7jyPizvSg9KFcV77d+WQZCjF2D8PIyeh/EL8kIZf15fCaTOX4Hje3Jt548EbBePqGNpFwfqP6sDwpxaapMpLajd+J2m8pmXGVQDpLt8AO4mdezwNITp07B8IepHbdAsBVJr94hjmB1Jmh83/vOlDhitQnjGCCY3yTkZwDVSt4NMXyTSHLKhxlEdQE8nBhlswXBbUn8MfZ04xAULlw7ycl4grJ4FLUSICCEAFzTT44Y6qKMW1KErQ9d2Tj1rYbZ1Sj5uL1/mIGDvxV/1aE96/aYHMDnU7+O4SfNJkxaHOjDrSMJnFhNxdYunAqZoXgrqCCQBUDsAmyL1mRd3oF0XQSodMA313a7+qMs/9o+t1yEVLZ/X2HUgsmDTfSEILyjJGvAM1s7YwhlbOjspjfyiA3Sm+ptJeg3ItvL4OJfkrvRZplMtxs65LwWOgL8TgfGXA/+7975wzv0FAO/91592MLMYv4VUfi+U3wVHfxq++c/Dl341fNXvbbfxXqZLfv3DDQTf+4j4+6Uz6dbd3ZZZkYJ/YxiV6xz0bzb+voO3yQN98HapX/dj9rM27Nble+DvK/h2gsK7HNwNSG5Kqss3wN3SfHjx6xRma4utvaH86I7M4hZHEnAOdq6rpVetvbXVV91M0ksYSFQeSZSJxV0BqMXdtn9vsb+6Xba7Cro1/IZZ4y7wpl+VYtE9CXonD+XhuXJOAxhdh+E1yUchj+qGV1cHncXXYjrRSAsPG2vu/C7M78MiQO4DqPbkxSo9Fsjtqb9fHNYqdCvOnfiQ1qCbK+TmUA4Fcns3YHgbRs/CVjRJzFhhN540Ju+cfzGFvZ+CRx+CvQ/JhCh1z4mHwTWNqrEjllGfS/f1cko9SUwZoDa4/OikGskM3Fx9XCMfxjjHq/tBAlVGHWfYqwUpzDDgcim7UNZBeS5RqC104Ndczq0Ig4SWjTvCYtmEaApTzlbRi0VIwdUwhAarZ6zTbtkQ5irrguwWjHZh6wpsXxU3ryu3xM1o64q6u6QISJeADlRiKeBaTdQKqdbI8rhJRSifxWUqb0NsC2jHJ8Nu6Gqv7+tKuvYrDcNXLeXFoI6pvmyvLxdqIVcr6+xYXioWE82najlXa2sxkXuwDnsYJtwoqMNloZAarNjhhaAexMUqsK4A7Doo1bz2Yw2uBcFdIobV4Psa6qIBXXUM3zAxUDQArx6kN6A1QC/VWU1bITRjC2oMuj3aMNqF00tyWTM9lp6Ixdh7/6POuZc6df80Wvwx4Ded56CmN7n8MZQ/CMkvhh/+N/JP5ku/Sv6h1n7BPwn3fxKKe/KgzRcw7sFzTkeKj+UBlW1FLg+xC8TbaHWp+0KsudVdWP50BLqxu0MHnJwDd01B952Q6RTRicKvu4nMgPaYfpAHDxvg3bsLj15vrL779+RBHmv7mkDviz9fH8DPSH7llvj5Xgr4HgjsBvitk06d3LX2BheH3k0YvmuNq8N1zu3iEKIxtGD3YcfC+wCmj1jxU3OJgu012H0OnvmCBnqHEfzmnagS3sPxEew/ggeP4BMvCzQu7kiEhUIturHLQm8ukNsrViHXISPky0RcFUJkjsVYQLfoQ3pV/J4Ht8X3tq++2lc3gO4m39s68sGxuBpM7sLBz8KdRzIN8uTnYP5RKD4F3AeWYkGrcqgSah9AV8KRvmy1ul8juK2Qz1SmArZhCmFSqNSftorA0ueS6im1cloxeMuyHWM0DBSrCgGoRQnzpU6fHPJCfJuLCpaeeka6Zam+q5GfapjGOc0lwsZAYXa8Ky+L21fh2g24ck3yazdgdxe2tmG8Jd9htQ5aJzrQbhLVPYDyk+JacaTAu9I7skbJQK2xmrIr4iefbQl4uaHAWOiTrye1CPBOBLIKs/M5TJdQ3oPq1Widri80FNZiqi89M7W6LpuXiPq7WDbfSR2VIhrEVANs5O9c+61Gy5kTn9jgCx37uQYLa+LakBpANEw8UrtcRH6koVzDqAJp6DFIx5GFNABpXO4udyc+6q9vZxbT9apjSkdRMrrLZ62LlzeVn8b+19VdQJcx+O73At+7aaVz7uuArwN44YUXLuFwpieu6h8ARzD7SvjxPwc///Phn/wumHxCLMHpTAaBXNcwUYNbErt29Hxj/a2jPuzIPv2ewu49qD4Ei3+u4Bssv49YcXFIthV0b0H6PgXeW2r1vSFQ7C7hFp5N4N6n1vv47t1dBd+tq2Lhfft74PN+WQd+bz5+/N4QtzcG32UHfruW8WQMvVsycGr7CyS2cO+WhFzr3eLcURyKReO6MFH/0XUW33Kxum1vu7HuXn2pDboBfvu71OGXvIfDA3FdONiD+4/g6Gdh8qrEV17ekVTeA7cH/TkMF5JCjFXvqadK7aOAq+mwB/Ox+qXuCOT2bgro9m/B8CbsXmnDbYDdwQioaMWfrXSWv+lDmH1ars2jB3D3URQV4rDtT+vmkMzF2hZGoKeV9KJkoewlDFKpltoQ1qwsqKe0rdQlwWdNqvLGcstAfGzzkbxU5GoFC7MkVq6B1QIdaFSK1XZeCNDOlgKMh0fyvRxNYKFAG0+LGwLyey9wlKo7QRosdKkM1tu9ArtX4dp1Adobt+D6TRlUu7MLW2PpVRo48QkNFtgVq+wxlB+H4qfkOzg4hkdaf9qMfC6NgHYMyQgGzwmgBUu30xcIwsDFpLFcl6W6akxkUqFion7jrzTuAbFLS+WpY/xGs3A1ESiCG4qnjloQtwthtXzwifVNStU9JI2ss6nCbBjQtTLDmvoa1/Cq1tQQdSBVv+E0pe2DPGpcM/IdeQnIt+X6BcANri9dmK1hNVq+zK79epKQLkRVel8u3rowd5bzCMsXPd+nPjvwGdSNeV3HOw+Jdh5/hMrL7yiOAnKSm9cJOtPgO7UY/1BwpYjqvwF4P/Cf+jPsyFwp3gLyx7D8fZB8HvyLd8H/9nfg8zwMfxKuvht23wvX3gfb71D4fbvEH/UPI5eGrrvDhji0yQ0F39jFQS29yXVkdOplfja1/r72UXj9Y/Dqz0n+8LV2u/Fu2683Ll+51R5YeNHzKB62QTeUAwD7jh9tui2A27v9/7P33sG2Jdd53693OvnGlydjBjkaIEExghQFg6AMFk3bRcq2bNOSTLvKKuofS2SxLNuiZFEu0ZRkl01LolWushnskqrAJCYzCCJAkAgEQYQBMJjwZl5+N524Y/uPtbp3n3PPfWlmYGDmdVXf3umcu8+OX3/9rW8py6vA19X4Dm3nmgbyw2V2d0naoNPF+Phn42y9rKG3u8z2Jpn8n8lYbPyODoThPToQ6c3ikjLbV6G6BvYmdJx3bgF9ZUrDYpDAq3kmjO6iA3kP4l1NMHKmrT2VLYwUcPUTTQqAyHzKA5FQzK6LzVmpLgj1WNlDB2hVcoBmW7IaIOaHkoGQqa3McrVqOeVALYY2ar3Sh3oCdgTxOeg8DP3XwuCsMKZxV0ddAnAbK8iompadneWQFzBdwGwmx32moNa1kyM4PFC/0yALVZhxyl2bLmOZB7pB7XaFtd3aEXC7c0oB7gaMejBMpPYiiYszC3zSikqPr7NLc8vrO/AajbotMxv3A+lGCs76y+o4vQuwtzZ4QRZQzxXEOp3rXMDuanGfC4FtY+Qc1kbAbKlAtnQZulw2zBLIwZQKaBsN5tLOT9Iss7Qu45pjY2NaMOD8e00AZB0L64BsosA1GQQg1nUA9HhFAwWwbjRgxWXCe1JH8jutss0+JXgw7RlpB+7dvdG090YIUG1zi/UvFix+FQK71bLkorHirBGdML1u/pbbhKAxlLoFgNLadpvg0QXQZkQk6GwEALUJ5l1H0VnWufPqtmnqFpx6h5gmeO5UrQdzqddPVemzqJDRMFPT+lrXkNT4BCFx1d5LXnPuKqI7T5Qk0WnzQ8VXLiW0MeY/RoLyvvNOQPH98jVSml8CplB/H3zox2FjAeY6PPJaeNePAero0HwS7G+ItVS+8mIzEZhdAbnx6yD6lgAEa2teJh9a/zsauPGCgGBXrzwN00Bbu3Mezr8G3vnn4NyjMv9SJK+wjQa2rcgbPPi9fryjkGxqQo3HYOPdaxjfO9RBWyvAdnwFxpfbOr0moHe+x/HhJSM63f6OJJM486b1soakJ1pdB3KPDuDiARx+URJH5FekllflGunMW7DrAO+whpHBP5WNAo55JnW8AYcbkOwKwO1syqhEpw9bMXQb6JQStNkcSaBYsQ/NRWjmiIXXAkyhNnfhi7TWh3/w+y3HAW1l1MpM2VjbA9tBXBDU+SAaalKKTch2oLsretWB1u4IqGH2DEy+BOPPw+Ka3BvpJuy8A7bfAdtvh+5pOW+TsTDPB3uwtwcHN2H/BZmfHMn66VikJE7a4IGtvmiqCh8oBMqe1fLScg4VrqZdGHQE3G7vCrO7MYStLgxTGLlOBRIom9UQlSsA98kW4NpaAOmR1qVLLNHjpkFDpBDvQHwG709rkXaJpXUATNna+up6MBuez0ZBrXWyEZWiVEZlHXVrzeUSJ7hgMKtOGXEj3s+RlRdzWgu7HytTm9EqQRwr69wAwsCsKFaWNA6Y0yC4ymRI2vSMVrOd4ROnNEYBKwrOUY/pALx7oFrJPVBrBs97HEa+ZXGBgN7f1jkc3CGY8y4WLxdYXPN9GD0WJgB0tn0WuNaBv9qtd2AeltJpu05X+JljgNEBSjcCEEyvjiD4zIbVyvaBXGbJhnDlsy/mPDfaSTeltsF05MBpGBhZyfUfjnK5UYxE51MbgFUbgFb0s7R2da6NtV291o61TpPupt26aHmZSzpEAqwQX3dQ7gkYG2O+C/gbwHustXfQ3b9fviaK1xZ/A/zB03D4OXhwE57I4NHrsPhHsl20qSD3AiRv5xjra+4xSOteS5HD1WdWQPAz0gMFeYiffQTe8G4BwudfA+ceEy30vRRbK/C9epz1LdWHdtXIMdkWgNt/ArJvbgFvdkbdHO4CjNeVOAmEwHd8RRI+TK4uyxtMJGB3eBbOP3Rc1tDZkhftZNyC3YMDeO4Ajp4Xxje/CsUV0ZN35sLu9jQzWq+AQQ1b7uGsgNcZx5fqSGAzvW4c85mqA0AMSSWAyziG9jrwAt4A3wYvnYmFsb6USqM1aqu380qgGQE9AbbRQDpj8abIe9JtYbq72zDcgW0NzBrtSO3dQ5KTuoCjz8HeH8PFT8H4S3o8UsheA713QHEGDhJ4dh8OPgYHvy7A92BPgW3ZsillgTfZN1E73F7qMLwbAo9jYQZ7ieibNzdhayAAdyODUQeGMQwU5HaQ5A1JA2auEoUjkQU0a0Cn5m0AIx00o5nDHIiLTkN0TkEtcm7cy98lqyjnGvB5O/OiWHbQhoBWmdqyIxKTPFOf2Vxs2BplgZs52BziUkBsqmxTWkqbBC/yAbCBzPsXrWuj4y1Zy6ziQGssOu7S4AMTvcRFX8yNTi8NBa8rlbDHzrLNBSp7mYM6ZUSp2L2FoNTZqfl2Zfktp0/4jnXfbWI5t1XJcjKSddrzer0Ouj5heeXY+XDb8vh33dH/WPlfL0VSjzsqhjapij7bjFG/amUyowAQOnCZoOe7obXfqwLmVDXizsbPtUaBqlHQGrY+5bJeT77atnX3wu1+09pFa0BqE0m1sRIKSTAq4UZ3UnyGwagjzxLvuqEBkEY7ijbVETe93xxZUUeI/7qR50IVyXOhisTmsrBynRQa6Mtfv+szeVtgbIz5OeDbgVPGmOeB/wb4UeTx+ptGHih/YK39z+/6v98vX12l+UVgCnw//NoPQzqGd74Pzv4/kL0Fhj+tjO+LlBK8mDI5XAbAl78MN19oh9V6QwG+734/XHhcAPDpB7mrgLemUtuyUN5wVRwdiqvi7rD0sDWiW03PQP8N4jLhQe8Z0bPebWBbla+wvgp8x1eE/Q1ZgjiTDHajC/DAu2B4DqIR2K7YhB0dCcv7/AEcXYOjLwjgnV8XKUNnplIGBbzdHAYlnK3h8arVOIZDvo0+lHDsTEJrc9TIA9lZ9FErwzJdBrklbergMhKHB5eEIe+qpVkGDAVUx1uaGOSUyA1Gp8Xa7tQ2jDQIazCAfl+SI7zcJV/A5U/ClT+AvU/B9EkNkqpgPoKDAVyLYb+C4lNQfqwFvca0gNdp46pKOwyZsPP9EWQNbHelbnRbqUI/Fha3Y2WbtBYPY3KoD4D9W+x4LCCzckxljLcjjJwUoWlZrEqHOStNmXyrNKtRCulQXnBNBnUH6gGUO8Jy5iXM5+KKMFPf2dLJV+YQF8LUJpX8prQO2CgFtn0C2YFd7sCEL20/jBy1wBX3wnYuHmkAanU66iIaWu1QJX1xrki0U5cENc6C+ez4+kQ7gQ7Uei3vCrj1CSmcQ8dKu7rsVuuLcJv89t/lQOgt12t92YqR2IzVUQ1Xo1jWOxlJ1tUOwsryiEC64obd3TC8tkY7Th5YKjPqgl1NgVjrqTMJOu9s96iken/pKgC07nubFqAuZQCklSi4aQi2uYPinr2N0cerk8BE0llz4LTqtJ056wJcdd45y3gduHPmUAvFKBPQioJVdISDjnxPnQhoLWM5JGWjsqKi7dQ7YOraPG/n3XbhNuWUFyePsUK2JKkkvUkSae+h3PZT1tq/sGbxz9zTf7tfvnqLnUL9QYj+DHzoj+DmJ+Ht74XHa4gXMPohiC98BffHSgDcKgge77XbbJ0R4Pu2b2tZ4K0TrN7W/o8GFs/A5E9h9sVW8lDucRz4nhJ5w/AtqvNdYXyje7gB88l64Du+LJKHsKQD1Z6eE9a56QorWsQwzuGZQzi8CYdfEO1sZwLdCQwmsDWDzQUMKnikhn4tKYFj1TmGUeluSNugDIAJHrrBwxiVQJSxgO9FBHMjjmAuIcUiaT1781R8e5NtsTLrnoHBjgRljTZEo3pqJNOjkQRljUaiaf1KR5XXtTLne620Yf+mSBuOnoX8S9A8B+k1ebHaBiYp3OzCXkfkILUFO9EgIBTspvJCH/UE3O32YKsDm4kwun2gZyErxeUlzuXhbmqkw6quLG4Y1wU2ueAxG4Mdghnp0HvTDrdWpQDbqkBO4AkA1yIvSFeNgtuyL0xMUbcJFvJ561XbzBTcLoT5T0sF603bOsasizC2Z/R/hkkMPBO1CmoTZZncS1pBa6TSlmQD4g3R2KYbkIwkSCweShDiMRAbAt1geXyCi0Fd6++dC0u90CC8Yi4dpJk7Fkey3m3rtr8TQNvUx//viy0OWCYKzpOkHYVwiUfiRKRK/WBZki6vT9Z8xm0Txcp2O8BYtADUFNJStvMOYBrtyKHrbS5SFlvIdWRdimnN3hcCVecLjQ77e6CqhIFPmAPLIDTQ07ICUMNlDnw6RtJZBDoQWilDWpuVZQnQDQBpaGeYKNh0gYmBRZyT05hUR2T0Ovee1qHsxgUtB7+1qgM51cqok1vmQGipNolVEbROqlTSpm229zCNJrKJFKTqtRG7NpIMj/1IiRT3edrvcVaABpay8tnmeOuCmW2Nlyd+lbhS3C+vhNJ8EJjC4rvgV/4i9DbhP/gpuPotkD0A2ftevv9dlXD1WdEAX/5yGxTnMu2ZCM48LAkvzr8Gzj8mbe+EJCMnlaaCxZcFCE/+FKaf1Zc5CnzPw/AdK4FtZwXI3QvwtVasytYB3/FlycJl9feXhfbIuzqE1IO8EYeA+UISL5RPQqdSVncBvQUMC9iq4cFaJA29GrJgyM4pWtwwtwe3Oiw1S6BQH955BvNUQO4EwU15AosMFqlW1QLbEYy2xC5rY6MFt8MRnNk4vmxjAzqduz+GL2Vx7hdOunDgdLw32/m9G7B3XRmMEpjD8Ag2J7CbQ1fZ70UMlwdwuA0z9SEeGDibwBu6sJnCKJZlvUb0uWmhTKgyY7YSINDUQKSgT1+OdiDH2I0E15W+4BYiTWiMslpH7QvA6w0NS1mtnBC2MdKJKWuVIRRi/1UuRI7ULJDAMR2+jZ3WtgmCWnQINkNkGY65PZZ9y2k8U4Tx7wqQTQMQm22JTWBnV0YB0h3RbKe6LtuSDmHSEfB1V64qVQBcgzqbi62fA6xu+WJ2HNCGtS5v/z/R49DpSc264mqSdgR4DtLjIPMkwLkKPm8FTpeWhYB2zTGrFlCpc0p5IBKa+kh04o3zvT7Qjo6m6rbqrIKm3/ZBqblKoEplRoP7bB3wbFYBKiwxpg0tA1ojQLM2StCagKwNwGqtbZVKB84vdzIXZVAdqPSOGSEzqiMFdPAPTROBT5usHVGsAjA3H+iGw2knAak14My5jNQVNIe0uvAGb6kXgksIjmcAHFenQzDqWidtCJOcLFUnGULJ42A+bI8VuzIZSudsu8yNFNpg/xrk3Be6jV35vtX/Ee6DH4FERwNoiRz3fnPT8cqyyNyBVGR9uQ+M7xdhtuoPAu+G/+sfwfQAvu8noP4tSPag+5d5SWzRQIZPrzwNl5+Gy09Je/1iy5Zk3TYgzumBTz90b04QTQmzL8D0M8oKfw7vV9p5ALa+FYZvhsFbJBnDvZS6gqOLcPAsHD4nutzxC3D4i7bUpgAAIABJREFUAhxdVsN8511aKSNrhFGs6nZ40lgBtN0GOrUwh1sWhlYAb78WgOVYNw9IkAdPpfquMoWDFKZdOOzAfheudqXNOwJqF6nofhtFzd3eMkvrWNvTAcAdjZZB7ldCqnCnxVphMI8xvNoe7sHN63D9qmxXhsxKgQTr6DkxFZyq4HwBp2cwKvQFkoLZloC7zgZ0MwHJSS76VfdQNqVqXStlOh3TboVxnTtpQqlDnsrAW1rmw6VGtnF7veh7WPR6sXaoaK+jUGdplZmLSgW4OrScuEorSYiDaykO2FofQKYSgChRWcFQgge7u9A/I/dNV+UtndOQ7dJmaBshmRBXo2rWnL+qXAamR3PIn18PUk8CtCEIvtNhfxO1QDasA7XqcwDXr+uvzPeWgfBJHtZ3W+pCAGx5CPUhVEca1KqOHvVEnGMWUwGu1jH2c4RtdeBVA1EjZW7NLVjpxgGZQO5UOf2+61QhNQdKK/KYwsp0ZVvg6tw7ar2+q8irqgTIWmVcrV7PEb5TpZMtWAvA3ypL6QCr70E6dtGuzOvnQ9B2IkC72+IkZCHINO3+r1qNRVZAGywvNzaYD1ebdl8N8jw4CViusuM1wbauDT4fAmX/P227P8a2AaZhkJwHoAZvEeg08rGhdVxx0/qbo0ino/Y4eJBrAqAbTLv03EvHyqzuNEsyDH++4fZxDcfLfWB8vyhbPIOPFvDFj8DW2+A93w/XPyDM5dYP3f13WgsH14+7Qhxca7cZ7QjwDYPids7d+4ulyWH6eZgqIzx7Em971n0Utv9cC4TTrXY/F/uw9wV81qdyqtNq67Q4VFeH63B0RQLfFgfyYqrmCmj0Id1YBTI6DOye8mkiQ0iDVKysekaGlPtWAtg6ys5FNW1gBAFDYmAewyyGoxQOu7Dfg/0RTAYChKdd0eGOAgA7HMGDI3jjCnsbAuDVrGtfbWUxFyb35nUBunvXW2b3xjW4/IK4NYQ2QGWpD8pI2ggY6BDepoG+ETZ3ewS7JQzG0NXUzlGt7zI33Jnq92gK3+aqvNBn9bK8pLEBIFDm1iewSLRz6SKl03adz94WBbrBWvShdgE4JlcBTlSpRKGBrr6o3DXjXjAe3DoJggum6kCkXrTplmTQ658WZ4xsR4Bt57Ss8+DWJbBYc19aK8B0rlnV9l265quaZW2maYLDdmXZ3QDZODkOVrOeBE52etDpCngNweo6EOtqkr40QLZpoNqDydMSmOvThu8LE9uMpcPUTFoQa+dg5gpiF3ipQVQEAHaVgWMZ9FmdryJ5VhQKQMuVWtggMEkBbWllVKrSabetKhNo1hyXtU4Bxza6zXz70zyL6SwCLXIPWQU+Vj9vg++wwf+2psV5UayAS6tzKnCBwK5Gem+47wiB7CpADBlt34bgWoG5DxJu2mXWtt9n7Mp3rAPAwYHxING2j5HI6CPDtMDUg1La50DIoIbgcgls6noTfIeX1Lnv8ScoAP4r+73U4SAA5o125JvlDtFSi7DIroPvllVu2rbTlT5TKyvLG9t+xl07ro/kiAg3QnEP5T4wfrUXO4b6F+HKFvzBh6EYwvv/Mpg/hfpzYP+ssES3KnUF158/rgdeqEzBGNh9AB56A7z7u1sQPNx8cftez2D6uRYIz78kTB1Gsrud+vMCgjuPS7rT6RW4cQWe/b9lenoFpldFe1nMJTVqPsVnmKpzvBG/uxEtGuCQSnCRGUG3A8Me9DuSpCCrIJtDdw79mQSzRQq4nOVTZJXpRYb8co2qHffgMIOjISxOAWch1to5J7rc4Qge24C3DFuwOxrB8GW2wHs5Sp7DvoLevRsyvXejBb43r8PBvgz1+1oARjokWQXbDWxYGDUwaIRlHxlh3Tu1BHO5CG1jFXRo4Ax1+1D1DgixyEwaK6MOFtEOuuCtKIW4R+sh2xemMHGpZhN96Kv0wTGZ5RSforkZKxha0HrcWhk1cO4JMfrijvFpbqOUNqnCsJUddHegd0Z06A7cZpoyOmRww0xgTaNa2ZkC2ykcOOB6aRm8zhXArgO5t2XdjCT66Pahq+3GLpx9WFnZvrROerAKarsBS/tik+ecVKpFG19QXBef6+KGBuBeF5Bba8pwOxFAGy0gyiEuJNArZDSXAJVtAYTr5JboNO20A6VOSlvadnkZLCuNOoXYlqV1YNGG06YdbfDyACcVWEJNUp1tngOcNvi+SBGUcd/lQNIagGxQ8KZa0ziGxIFUBVmeM7Ac15YGOlKnr1jSl7LSOdDqE164B6td3id3DkL5QbjO2uX9S2KRGrj7MA5qhKxbHdaP0fuU9jnvGPAwSUuE3PcGfMKWCPntq8P/4awJl63ed3Z52gPFoPXTtpU4rFy6cixX5v33OOBrAzWFXf68Cf4/tMcUPUbud7jpGOEJTLgu6Kispg0POzLHgDvL0wA/facyqLbcB8av9tJ8EOaX4bczcQDovwa+8btg8sPyAN74D5e3X8yOW6NdfbZlfJJMNMBv/dYWAJ995MV7AwNUY9EFTz4t8oj5U8idGEP6IHS+DtiRaNzDfbj0eZj+rqTftajF00IiaAsD0ylMj4QRplKWFwWssegb+z3oZeIEkDUSGJXl0J3BaAadIwG8fpg6YAm8Xk7tw8oBLDagOAVoQofBI5KBa+tBGD6out3hV5dU4V5LUawwvCHwvS7TR/u0SRc04YK3FSpFqrBhYaOCUS3Ad2BFxpApgAyJDPdSd4GD1rS6Q6AdruxJpyY9A9kFSe2bbiAJNTRLXKJMq62FBZ0faT2ExZEEWk0uI5nXcjyiMRWt16cC3MyqJteBXKcDHen/2hCWtnMK+mdheAEGD0h2vlQBbsjgNqwHqQdueiK+yesY2/lUwLDT8N+quMCs3qBtd8+1ADcEu8danb5beYG1GpRWtG0+gekerXtCKctdUGFxIJaCi6tQ7wmQbQ6k488EcbyYCRsbFxIcGDvnC+2YyD8Pd6SdjJBrqFSgWphAXhC1mQpzI9OLSKYX2uktI7k8HBNWW+lwYwMQqgDDmOB/NwIuoygYCWAFbDigFbVsYsgO+gx5DoDZFpDFTTsEvgRAXA1A5DH204FZ2vlVNvukTpMHUMF3ewAZ/O9QLxrrPq7g+bWfdb/RhPMrn/cAffUZsrqj63Y+KGZlfqlTwdKpDA9Vu06PlXtG+cxvYWfHtt/jW3vC97n2Tu85s/z7w+Xh+qUNQoRrgv/nfvvKcrtm2rUhYA8BuO8bWVq/6FXQTnusjs0Hx+wuy31g/GoudgyLX4DPHELzdbB3Fd7z3ZB9EY4+DuMH4JFvFF3wr/4TeO7zy1ni+hsCfL/xe1prtN0LwhC8FKU8aNng8adg+gVlcSuwW1D3JQhqmoN9FnhW9JtFDk1XgspmFsYV7I3VDmYOjIXpyQwMDWyn0ElFK9qrod/AKIfulDZlrxXjcseoGFQjmiKRwh2ot6E8B9nDMHwMdl4vGQLjM0gq6xOGo78WS1UJ6L1xRUYLblyCm5fh4IpIaCY3BERSicSlLkSG4ICIs+Q6VctTqIcwvF2tHduqDdzQpzECLOmCGYhsJNmF7JxY4qWabCOKhOlbXIL5RWH/bCMAND0lzhhNR7LFzQ5Eg1xdbTXHjWYx8zZNJctaOOR6yKzIYpzPa9xR8JrJKEu2KxKF/llhcgdnINmSfa8zqWUi4MrpZRdTuDmFS3OR66wytw4AO4/uW5UkWwa0HWVqw2UhkF23LE4UgIbR62umqxyqKYz3YU+X1+XJ25e51hmUR1CPIToCM4Nort7DpbYKYLNKr51GLeoaOQeZ3psp4nbhSgh0GgW0ZdQGbxWxpAuvExkRaDIZCbI6GuT9kxXU+oQq+tvqQkYUGnVDMKrlduCzY+WaXtVKLoG/sJqVfY/a7cPkBseYMRN8Nny+mGXw5CY8eHCAo2lBmyMH3Db+X9jg+rcKwG2rDDJmZeiegGm1K2B0zbz/bSvnz6z7ras/dR1ADICRn3dAzLYArNR1S8PxdqUlWGeOA7NG96sJ/9fqvrjtwvXBPhmDl1M5UOlYfO+lHbWfIdLviFb2zf1ucxxYOomBO991sNz91lrna92mUSlE1bAkd/Eg/B7eZ8Z18nQUzKWTd/7P3gfaWfVpIOmqq0qc6LM2aONU4pGSoOXH7noX7wPjV3PJfwGufRqeeRv03wjRTfjWD8DifxBdZ/pvgenBz/9NePaz8Pp3a5a4xwQQb+y8dEDPNnD4JOx9GMafFGa4uNIC4bIDzQjqEVSj9mVWpDBL4bAQQHFUiS66nIO5LA4O/QlszmBYSSDbIJLh9m4jD5BkJoyke8FEIH80ijnuCrMXXxCHju5DyvQ+jGT3cxn9vsq1uicVx8gVU3HKmB2IVd7eZTi4KkB3fAOm+zA7FMBbTvGSBON8Qm0bNTy0wvC6l2hiRVOdAmkkeuvMiPY6QR9yTo7QE6DbOS9ANt2BeBviDaAnACzfF214vidpnQ8/AeW+BCnZKT5jVZVJxHqZCMBpruEtidzL23V8kkaAlfOdjfv6cO2Is0CyJeA7UflCMpIOWJWqbV2k1nVIZy1kZxdPwuITsuxObLk6PQGnrh1swM5ZDfBSr+PUPfzdi0Nbp6m09XpAWpeigT24HIDadWC3uLX217ph7kCcagpIF5DNxEGlW2lbiqxlo5Y2U3DbUVC7CozCQCSDBmyZwIkglvu/jmAa4ZML1IlInay2PiW3Ya1VWqMdNzundRwIqLcQUEZAauR69aDGVb2YjI42RHrdROoTbRzgUTTYBN/hFQP6v+umDap0tay0rWX9EsBT0ILeb6lVu9kaOkbuMzVlII102rZS97RpO6GpLk/0vg1ZZBcwtuQdHSB7n5LbgbcAAHrQuMoEBr+jduAsrFblIo1qn1VnGlbnYhECw3D0L/zfNgCeJhDiermS6v5NWBPazoeSPl6iEv6PJmA3naQjuIa8JMG219lS58TSplJuji9zmSU9aDb6j900K+ch6H25aedc4vzS46QFkCGodMAyzWitJjvtsjSTUc20I8tXa6fbrut2VQqlwanOv/0rRhLdB8b3y52W+hCu/hRc7MPX/Qj8zE/CO78dRi/A0SfgYAvOfQv8+j+DL/8JfN9fg3d+54v7n8UUZldF2zu5DBN1jFg8BfVlMHPZziYCgu0ZqM7CYltGQw9zuDETANwAzVQAfJzJC6t7ADs3YGsfdhaw0Ujt6ndaHe4c9yT5Qr4N3SfgDZck9XXyiLhV9B+F/kOi641OC+NrNr962d66FA21A7dlMF3MBOwWU1m2GMPkJhzdhMmeyALyuQauqSl7rT6kLqDLNAK2En2pdsFnaTJqNeacHVKgG0M3hU4mTHxHl2ddSUNsEulwOE/jaAQ2U/Bi1WVAmdxyfzmgrqoEIBUG7925fVGs0AxQpyJbaTrysuhY0X0Po5Z1iDWRhekpiz+Qlp6wuDny/RNg3sCsglkh15r3/72yfA68hZPVF4P642b6Uhl0YHMgTEiixyoOGMGQhrFNAFLnMnLiWNg7Lspc+ixYRkBREkMaq/ZTz2OkYLVbB+fUecTmkMwhXkBSBJZzToagQCyx7XRYwnumAe9yUEXSoZgkcr4coHWJA5q07fzWsUoPHKhtNBAnAI513V4P1UKDF3W7UkGV86UNrcBqo0A6A5NJJzjpQNqHTFl016aZnL/G4rOw+Q7FXK6PYi73XJlLnEIzYSmaPwySdOmlU6ujJEarlZGsENRmxicOExCrx9x9h0vCEwaZGY2u8mxreD4ivBtEmPCkjqRWRmQggW2wJGixsGhgUcPcistKUSlgV5Dnjnuj58APf9uALQ0ZTGhH4ozKRuK2dZ29SIHdUkCd/rawM4Muc2mhPaiNgtusuQUgdWC11o5TQRvs5datdgZCEBp0gNZORwIaPfDstKAz67atB5Oqr8864iCUpvJccTVN5XkTtiet/2p9h71UxVo5Z+7c2TsgIdaU+8D41Vq++NfB3IRTfxeeeU4e7t/+vZD/L/Kgm52G53P48Afhz3zgzkBxU8HshgDfmQa2uQC32WUor0M8hmgsbdwoy9qD5mGY7sDeCC5FcO1QXnR2DsWhPMyynoAqG0P/OmzfgHMz2J3C1kK0p+6BX0ZwNILrmzDbgOhBGLwRdt8Cr38NnH8UTp2D/P+F8T+E4Y9A7/0v7zFfV6xVjeSsZWwdoPXg9hY1n8rnfYayck1b6kNdp92wro9i1pfyAHxASBO3Lzn0ZVTruGmvJ8GGg07rspHVApgSfaTYGjG27wnIaSIBvZNCvJlL5HqoLivgrWVoO48EjBaqI40Q4BA3mjSiEp3xZqC9TDVzk+1C3UWyraXyf/MIjmr5zkqvC5etybE89gjsgfzGxHnCxm2NIul4dRzL4QCsUlLOaN5nMKvxANpF+B8/8RK8kybQSQSsJrEykpGManibJGeZZtvq2Hqr0g+XDMFNWw1EssH+NSXEOZL5q1zWxSd1C7Y80EWuBY83jN91rNFjmch5m8U6rUC3dL6yWuuegFxvMdcomK0UxFooGnn2FLW0i0IDYkvIKwG4ZaOfdWArqKisJVUQmypz1e2IvV6aSAchM/igr8ZplXPalMQ1FEdwtCfzRuVUDvg7drWndcOI20nfyHwXBbQq9Qg1v177G55LB9xMC1w8OxkMpTvwalM5lk2iHQwj2SOdnZoDsHMHYBuY1zCtZHpaynL3e5sCyWgYHlDa1gdCBW1kFLwGgNZfIsqymgif1GEVoC4xzfpBz6g2AZtu2nu1sYFG28k/AiZ+SYoQrVlnlrdJdYSqo52hJTC6BlSGYPN2628FVl8qqeGLLTYA/z5RhvNdDsFl0y5fXW9Xt135vrXr3PcFy9x32+Yevi/cD3ft1kjCmbshE9pyHxi/GssX/yU0vwTxN8DjfwF+/i/BG78eTh+Ky8PBBnAefvn/gNe8Dd7/n8rnrIVy0oJd7+ygdX6dNtOMhaiQF0aygN6+BK3VVpJEXHsYLsVwLYNZV4cJJ9BpBAjUiYC4zh48UMKpuezfqSlsKKMJ8qA87MDeaXhmC/ILMHwDbL8ZLrwG3vUonH1IHnarpTmA6c9A+ibofte9HUtrW1BbngBm89uA29WhdR98pNWBU5ddqbICHhwrVeUKdJuWPYpraTtG5CPuBUaszAjyYlwYATDTVBi8OhEbt60hbA80SUUF2QLiI8QjtRRAUc+lE1IbmDrgGQeBSaofzWNhl6aVVFBQUCsgq8S2zskvTlcC0N11ZBvVeqYCvKYx7CXyvQsj11OloD2KFdwXWvVrolhZtVjwRup0bFnLSjkLJ2ilHSGzk0Yt65q5lz4CZn1HQxnakFF3mbnC9LK21H2rguNZ4TWrddjq8HGtYLLWl4BLe5vUtD7FTsPdtC4XDtDFdhnkhvinjOXYzhM4SuRaqLK21pl0OuxQRnOavpx7lyHMDWuXVtjDopYO0KKE8QyOxpIKutDOmWtd5w2L90Jd8j+NkPSuGWSxdMK844FjvrXzAvg01nXd6tptA7kOQ6cK7npWq8o5ulaAbdcIsO2gOmY9r4kJWPYVQOuG5N2we+j4YDvCRtcZPuGEC+DLTcDANjBrghGKCuaF1FkpUgq7CEBEzUqvgDaDmGNeaedjZVCjSH5/aqRDFmknMHLD2yvMp0UAqXv+ONlCaeWY5pXMHwOfJ4DVVYAapwFj2m0Z01737sHo3YDVdeypG/VxncgQCHrwtTrdrNlm3HZMmxqmIei71XetmV6ad/tWLX//3Xzf0ndbvmLFGJWpuOsB/HUWPOpbvXcwytDU+MRDLlOif76X+CQz3re9QiRe9/777gPjV1u59hQ8/V/D6/rw4E/BR39bnBm+49+G/P8E24er+/DpL0kA2ff/Dahm8KG/DePnRFsalmwTBudg83Fpi8uQX4b6eQFGN3MYGzgcCeC+1oVao/9tJMxQPhaHhwsV7FyHnRzO57Axl4ufQl50YwPjFF7YhPE2JG+C3XfDhSfgtY/ChUfF1eFOh4sm/0ReNr3/TDLS3Q7ArgO55ez2N2DSVa2hst2OPa26miq50gx3hWpSJ3gLr1jBTqzBSD1lpTYbJV4CgOMAb5mJ3lXjDAXkKNipM9GGnx7C6RQ2SrGUSycCfO0RNJeFRaoKeSjNYxgnqqFFNLSzBMaRsE+zSoGwspOxgt0uCj5qSVCy3QgAcVHggA+Myo0GQynoLToBIFNw4TW0iQDWwUDSSPdGosNNO6321rOvWl2wUER7bI0Dr1XLwIbpaeu51Gb/zh+yJkIy2Ol59kP8lUojytZ2rsxFNlIq+I2C85zWwo53rGjhM9sykF6X6//p8j5UsXQiqlSTuvQUyA6BDYg2keDVITSbUA0VrNUCdhalsLUemOUwmcH4EOYTsAdgbyqYz6VWjq2u5LjiXr4VrWWVvgjTSJxe0lTuDc/OO223dnBMrMddX4zkAv57DfScbrkRCUin0WkHbO1x67sl+6yA6XRez05TipMXdKQ2eh1WCcyUnZ0jQHZSK5DNYVrAJJfsevNC5QUBEAHwTg4OxLp9cafRsbEqHQA5Fn0XlNSR6z9eV1MZVXPaZqO6CxuA2bJumflFCfOyPcc1ct1aHXVzo2+go0QD2BjC1qCdHvYFxGaqQU1i7UAaGflIVYIV67zrZLhED8YNfTu9d8hKlgoo62Ab5wVdssxeNrrM3WsB++iBZAhgV8FstXyOTix3uG7tK+iEzxrw2SJdMBquE3PStJIcflo/6wM2dXvfUdNjfmy9A6ZudNByTFrSqDTGBtON66CH01UreXKjEdVKJ9+WStqsq82atqF1RjHBe0MnbISMbkbtu9VmukznObzFOVtf7gPjV1OZHcCv/034hptw5gfBPAK/93fh4dfDww3MPguTN8Olj8P+6+Ev/ZgE/Tz967D3OXjkvRBtw9xIZqrxRbj+Obj8O5BeblncaQaHGzC5AOMdmZ/lYm91qoEzN2B7DueBc7VkFzO1gNQqh8MSjhp4IYKjDIrHoPsWePBd8NqvFyb41Pl22P52pa5gegPGV2FyTUBw8THY+BW4fAGe/Wsnf9YY1RsO2jo8DeYCPiDIDfHmFSwqmC30RTmH8UQC1sy+gEUHfJaAroFN1KEhaofaLG3PuelBuSGg9KiCcanD1mkLfE0Em0PY7cAW0tHol8L2JjORsNSXoP50+zJpGhhbwYMLI+d2ChxZaSfKbpX6YEwVePSNZE4bNnDKtkPICQEzpW/7MtXh9C4UAzAjWkeJM9A7Bf1NZXb0xZoYHdpHwYwCx6gGl3qrnkmtplDfEHawngcvuDXF4axaz23UhbjXtrHqjkmUMYu1s1EIO5/PxfKvUP/ffKZZ12ZqBTiTa9gxOjSi3+00AnC7Vo7TyOoy2y6PwQ8zu2NnY6j6KkXogx1BtQHNNphtsJsKbreh3IRiQ9jH6QRmU5iMpY4PYbIP00OY3hRNPwoQHIh180b3xdTtOscwLb0w6/Ylm6mMIclEk+v05GlHJAxqAS2ZAucQTyQwr1dLm+Uix3GdAQf+05pjyQscqxnpMYoc49mR42ezttZZC2zLVO6fhY5wzKwA22kBkzlMF9IWtZxDDuVac8coagIZhGn3ywdyKqu8GcGu3sdJJKMSIbMdxfLsSjNlSl2HzmlO0/YZ4DW6dTtiUFVBZ8vp73OoJhKw7DSyxu2bjib0rNxXWSzVA1fXeXS/AU/sSefR3Tj6DFhXvbRIn1faj3npS3BvrG2j5Xk3CuE0x+H2btqsrF/9ztXtj30Ht1jPLT4PPtugu7dsI9O2wuudbdAuLWtEVuSYY//5cHrNZ+zKPO78cotpGzTBCEVspE2sf3S196ldng4OSXtcwn9l8IGsLkjSxQYR4ZMpeSuUCB/b4uI2POB35zriXsp9YPxqKVUJv/rfw7knxVqt94PwqY/AzSvwgR+E4ucg2oU/+igcNPC9PyIAFOCZD8FTT8MffhAG+7A5htFYHppJDOUQrl2A6wO4qAE0p0rYmcNjF+GhBM5UMMx1eK+RodT9Eq4t4OkKxg1MUrCnYPt1cOEd8PXfAq/9RuiPbv3bmgZmewJ4J9cEALs6uSqgOGT8Ygtv/QJUm9D5XnjneUhHOtLdyItxnguTMpnD5AiuHcHRAYwvwfhA2IwQ4HqgG4l8pIuwukmtL5400N+6nu2Wsnr6ot6v4ahQWUIq+kELmEqztMXynacbeLCB5AjiBZgZmFyBYwUED9MSfNarOQJ8ZxamRuqRERbMGujFAnb7+hvORvCYTvcQ8JOktFY6KcQbEkCXbUG6jSSc2EBSBw8h7aksQoeC6xnUUwGwlSa8qK/J8hDQOvC6+nKNOhD3IelLGw+gt9OytOFDNYx6rx3bUQublE9hPpYgv3wMiyui7y5Vs70kZ9Bj6osVqYLr1PQi2NJz3lXmslMr0KtbZsalmjJGge4I2AGzC9EO1FvS+cmHMB/CpCvn5/BQ9K6TQ7FDmx5K9sXqYgBolfEOAa5jyiNaYBYnEtjlXsYe7FpAmUUnizAJmK7sc4ywvCPVlXeNjAL0FdSmC0jnEOfQmepvLwNZB/isXT7Rg6uOJYuBDNHSOsZHg++qSJlwd482opNdqCwjzyXorqrl+WK0dTZq3sOXFtg6+cuWnAbvl2toz5l/2ep+evuoFaY2TluWO7ScMlHbwa31WIeBhNUMqrGA3LySYfdKrzkHQpaIRp2JFIRnEXSjlmF2UokwQUIUI1kc9Xd4OzBYQiuN0U6g0Y6G07ZnMh9lKr0InDfculBGYiJZ7+243HFRMOOyMPrp4LPHpoPvcf9n3b4fs6tbAaCs/mbXWu1slG0Acqn+2MWirZV2jKtC5p2PdqnBylWh5y3Xtmi3qar2eeITRuko0ar/mYtbCDsaS9NNO23tyvUZLV+7USQ3Xbg+CjoPIYFhjHZEjerjjQZ6GunUhs49SS1yhahpj7F/xrm2C6YP0RDMQNpoCNH8B12bAAAgAElEQVQIcXgaybsj3oJkU98jXb2P9L5yXu/ODtNfKyuA+rblbre/D4xfHcVa+L3/FW78CfzZEXTfBzwIv/M/wukH4PV9mH8Gnn0j7P9LePjflQQdIDfyFz4Ip5+B8wfyUD/owBd3YTwCUrE6eziBNwOnFzBQAGxrYRr3agnkO6rFU3hayMuuM5AkBufeCm/7Jnj8m2H7MbxeMNz/+UEAeq/A+JqA3vFVmFyXB48rxkB/B4Zn4dxbYHQWOtsSLLQA4l+E5Hn45DfD00/D9T+QiHJTByC3glg10v1EGNKzFh5UmUCCMjuqRaWjD7xEdIQ5ohc8KkVucLSAyVQAh7O5SkqJ8u9b0QH3ajhfib1VWusDyLbVgH9Rumeqy4KV0zK+cwOLFOYZlF2gL0Oemx0BNrsZPJaIU0O/EWAT5e1L1fXuQzbV6NCsjdqXfVMLS9sU+GCz5gU5xqvFxApoBwpo+5KdLR4oUztowS6JsPG16qvLSl9WhchX5kdQjAXQ5pekLSYrutxAsxu2jiUxjm0IwYyVc73dkaFjx+Y6kJeVkBWQFCyllXU0dJNAswV2A1BGt9mCYgvygYycHERyP+wfwOENBbwHMHtBXqbokLEDus5RIo6lExon0m4q4+eYv25PPIiTtNVPO71tqaDRMexRrQF2+pJLS8kU2A0BfaXXuRvWDNgf56zg7jVoj4Vr3XC8jZW5VcanMBqQaAXclo0M61cOqLPCQDYBSxUgRI8ZFAC6F/lqIJZJkSHnFO84EXflJZz029GgzlCmbaSdVmjTe9v2OixUelAWCsbz1s2lKpS9neO9jhtl4I3+pqhZ/i3ej1XZ9iQJzvNqTWU/Oz3pcMadtjp7ODftlq9bFmfLn03C9dp+NbgXWCsAdTHWBDtj6dAuJtpqbEc+0zgPTVpTzOUcuOu+XOi089dWSZMDr64DFYLSMMveSSVMO+29eVdAp5Mw+GWJBuAN2g5VnLFsoaZtksl16pwrfMxDt51OOgGYDICksRCp7s3MwSzAToG5tlOVpIy1LVqAfOx39hXEao1Gy/PH6lA6Ny/ldeBNpxfyLPdRzW5Epwym3bzGb9xDuQ+MXw3lT34ZPvub8G8+DMMrEP8AfOnT8PyX4N/7L6H8BZhF8Fu/Cw9swbf/SPvZ5z4C2RflZXHjDJzagTfH8J4cBhoEZxtJPrAfw7M13DASwDNB2J9eIzdxtwc7u/COrxdG+NxbYetRuRnziYDcZz+ywvgqGK5Xoku7mwJ4Tz0Bj30z9HbxVluTAm7ehItX4MbzcOPjMD4CLJw5gPd9Di5uwaU/hd0azs8hnstv8VZAKLvSaNCMEeZ12ogOc161+ryFRrQbZcacLtglreghDG+naeUBTvOYIP8reB5jEQAxj2CRiG3SXPWi5QiiLch2YHgGtnZhdxN2+sImD0pIxlDvietDuQfVgTwg7IJW7+h69xmYjraJtlrd8BVdAazRCrAN67rlUU+ARlXJy6kYS8Y4B2onmj0u35O2GEu7akvmnAPqgna4Ex1ernTY26wwVJkA7l4fBpmw4V2rKaILGc5PNBtaMpdjFlccLwbqPjRD4DTYTVh0pOMxi2HSiBTlqBbZTD6R31A+JSDUVHgJiBuKj5Eh7I1YhtwToyA3VXs7tWvq6HwcyYvOlqrj1Zd6swL8m5I2m1nA8Hh9LQFjCm0aWv2dNvjN3mIqEimCd0FIhbl1Dh8zK44H7n7IUecIK+ensrLPjpV21zfgMxNidNrtTCYHKVb7tLQn8oy0J7ZpHfV3TrOWWYoS/DC1t3XTAL8QINWuk7CQ0YqmaI+dXXf+TyhGOys+TXcm+5t2oLetQMbtew+6Q+gNRQ/f34TBpsjUlgDuCmBdWqbM7Fe6OPsr79yh154DmcWsBar5tJUXedu6RdAu2mDhpar3dq2+2a5j26ic4G6LA6w+UUQAQJNM3kPJVgA2u22b9do262ury5w0KOtJ6wBtyGjGwbQHqy+G7XTnoYL6SJ7l9RHUB1AfSq2uBMu0beaw7tCZBOJNqdkpiB9vwWw8kGe2k5RFXbn/xBCeFmiuAs8xsEerEy+Pb+unQzC7+j2rnwu3XRo2ednLfWD8Si8XPwUf+qfwxNvhsc9D9G1gHoLf+acw3IJ3nIbpJ+C3c9gq4TXvgcFD7ef/8G/BbiGA+EJf2LqDBJ61cLmEwy4cDaDswE5PrLTiifgCn+5DfwvOvBlOvQ6G5+QlMrkOh1fhhZ9tAXA5X97vbCDAd+sh0RYPT4Ptquyggr09uHYVPnsNbnxOsrC5IaakkOCc7Ux8jHdySFVj+4YrAloXOWx8Xl70R8ok543oM3Md1nR6vgQFGVY+27UCeE/TaiGd7MlvS0sMOW1Uo0PC80StrVR7Gw2hM4LehmQTHG7BmZ4MV3cQNiwpoDmQB2N1CM01aC6CzbXWqp/U42dS7emPID0nL4J0B9JdJGnGVgBq+8vM7RLA7WkHwQormx8pU6vtVMFtcSMAvW7ZhBMTRBgD2VDZLNc7SCDdhKhsX7rFTDspiQRruYQh/a4w7Z0GuppUIs4hmSKeu1rjQk6CY9tBAGGtkp9Kh+oXERSZsu9WroVc2cxmH5rrypCfoF/uIwy8ifEBgkmiL+NU9aNdZSiHylomwbC7EZAwV5BRTKA8kA4nc4hLvOYzssKO+qAy8AGNPpmComDvHIEEelapuntkcv0tYukUz/Xan5figuCsvlygja2EVXLHcjXxg3NBcOx2HLVsV6aWaVlHpTgBm2aglTk51jgER6WC2JlKnFQO04QIe02xer+5oBwnAXBAM9kKdNAOdPeUPXaZ/4YKaEdyX/aGAmr7G7KNkxR8pdhVaxXs50HrhvFXQKtbvrq+nLcAtpjptRaA2DIAr6XLWFm3GlY/7eZvA1yX7NkUsDr7QQdUnS49UQeYxJ2XEKSGVTtHXXeuRtpZGsi5Shx7/hU8N7cq1gHLud5HpTyz632pjZIXjYLd5giaQ6jHOj1BMraqHIhgBALD0ohBlAop4CUuQSCrifCjW1wHLuFHqJb2V3f3RRWVxLgsMkbbY/OZSC3Wbqvbh581wXeszoffsbTuwl3v/X1g/Eouh1fg1/4ebD8A3/Eg8CfCFr/wZXjyE/Dd/5GwxU9fhGdfC9+Ywtn3tJ8/ehaqfw2bBq4n8Cs9mG3DqQtw5pQs350IM1kcyE1uYkl/29mSG7Yq4YXPwpc/urxvaVekDsMzcP6t0pq+uinUsHcIN6/BU1fh+kdh77qAVACsDP/uZrIPjxTwxFyALxOgalkOa6DKhN07MwZK+N1teCqRoKlIM3RltYDdkYUzKPDQ1rG8jukNPTfdA7+OBGRVMeSJAMpEM/10dXjb11TBUhBkY5URtDfBXtUHYCPL8kJcApw3qEmUiXoIUs0Q1zknGfm6D0H3Eci2T2aY6kqAVzGGxaEMVRZjyK8IoA1Z3RDknuTMEMUC7DvK6G1sQHJapClWA+Wqucgu6qnqeCdQPifnyulAY2VVewjgdUP6aSkdkrBGwQs5THvrE0jErbfrIpEOg8vPMbUspfgtGz+a6u3HXPa0uCtseNqX39gdQW8LhqdgtAubZ2DrnLRZIr/HOjeLqcoXJlKrMUwvi6d3fkmOQTMXJr9Z4O3rXDrhrmNsDW0ihEjukTxSqzoj4DZX+U5hly3A3HylQ5Fx0YJrJ9eMDD6YzGlX+xGMIhnWT1L5/Yl2TlxiEt/hcOAnao9jaC1XVcIWzivV2Spg9TWYt5EC166yes7Cqy9MnwNADhh11ZGk78DrhkwPhpJxq6u2Xy8nQAq9yKtgKL9a6JD+YgWgrgGtTbnMnvo2FxBbuYQhATCtV8HqSdNu3t0rClCX8zIvLzORDtVvKzjtS9vpt50Hx953h7K+O1SgOmxrp0+bHa2LT9DxlSrW4oN1bY7YJTrtWY73/7YuWjBY77Y/kfEMGc5C7+WZ3P9Wn3d2od/jAHHQri1GWV2NSTEK+EwAGE2i8rae1CUQuAaInggmV9etA5ernzsBiB773Ioc8mus3AfGr9RSzOGXf1weDH/+hyH6MYjeA+ZB+J2/Lw+pdz8ML/y38KkhvPc7ofhN2P0m+by18Pt/FbYLGUK9/k74zu+C6TNw/bMw+UMY5yI1iLty02Qb8hId78NsImB3dBbOvE6m0015qc9qOJrCjWtw8Spc/2OZLsJIKwtbKWxHcLaChxbCBpqx6qJ0qNRFYE9TsftqujLUPevAUUeC55jAdg7vWMBzRvyWX486K1gNLgjAFQTDyw4kRcEDyrFOgV7RsWFdDT5bJy8wsTx0bS4PUQeWqkOo9uX/mSG4AIbsFGTnoHN2pT0nw191oQBXQW4+EeeB4mKwfNIyvcWh1FIDJ43KP8KaGNosTKkEWiWxsslRy042+iJo1B2ierodDi0LCYpasi9Sxr0LqDTdO0/EjQ75VzJtaTseTuuZJ5L6e9GDqcp0DhuR7BwYOIrFSaNsRAdaNMIEuwe2D+jJBECNtqVu7ML2adg+IymXT1+A3dPi5dxtdGjyUM/RYTvthjWrP5HO49Uj5OWXy7moFBQ380DLqAErxulWLT5IsDTiADJFNOK50Xd3LeC2MCJLqGnZWa/5ddWxtpGMNPRMC3R9wGQSDAEHGuvQX7QBn065UglR3ohcZFGrJ/A6cKvLkq52IBSsDrZge0tGQkabMBxKHY3a6X5fU8dmLz+IdcypA623m14LdsNtFsf/h7MRq9cAVS8xNsGoktu3JqjK2N8SxCYI6xa1bGqvL1rk7kDnh9qZ6EO3rx1Yx75qVjW3POu1MpWX4zy4EYEQlK4FrQFYvdV2HryetH1xfB/uuETt+fFuD/WyZMA6KU6Bf19432Z3rkaiy40G7XSigWeRSuNirdEG4q6yAkSXgO9XuHPxKiz3gfErsVgLv/GTsP88fM9/B8Pflxs3/gHYuwZ//CH4tu+BS39fMsw9/qMw+BJE5yQdMsCN34X934WHgGsjuPIJuPJxARjZCDqbcPp1sPM4jM4JAO5uC2s6t2LndvMafOkqXH8SbvwrsY8KSzeDnVTkDmdKGQ43Y0CHj2oF3k2j2uEYn9ms6IqTxbgWJrApwcwhOZJh7YGVQLltJMDsDYUsm0TwNve0M8Is2g5YJycYCUvS2YXeWRjswOAUDLZpA8ROkB2YVNnzq8K++vayZAKsJ8u/Px6JtKH3WjAbAoqbjgz9VrUA2NmBAN3yM1AdCctYTYV5pQxAbX18OonxyRKGBh/ZHaWBNjJRfWTSShpqDVCpF/gsZUWlgUUaaBS6P0SVgt5IXrS9jjCfaSXyhjgXKYB/ydhWbzpNRFoyy2AawbwjHZtpIp7GR5GcZxshSQUqAWaezUikk7KxK3rrrVOwfRa2T8HWNmxuw+YWbG7AIJYAuvoQ8puQ35BaHkD+Gah+Xxj05w5Vf6p67KbCm8kbDeDzQX66PKrkuC+lv0UIpgX4NNOO1S1pA9FUoSCODdBGeBtxHeiYVqMYuiCkTgbjtIAd2qxogQ44V1nEUSFSiWmhAbDmOGPbxHJOk3QZuA6H4n29umwV4A6H3LGN4p2Uuro34FqcBGLnJ498gJxbB2atxbsthJnU/OiCAliXxa9wThNN0NlY+byP2kclJn1JPhSCVQdU3XQIXt2yTriuL53Zlwos2RoJpJ0jCX3miAxAh13syrQHqCeB1jxYVujBu4ditBOAxkSg8RF0gL4ATDq6bGW9yeS56lI8146cWLV9VLKimXDc9lF1S9GOaHSTTQW0G+LKE2/IKIfT8Mab8ow38b393vvl/7dyHxi/EstHfxae/ih861+Bhx6F8sch+nYwD8Dv/WN5gL7GwOGHIH+vpIL+2F+E8x+QddUEPv3j0J/Ki+DGrug2v/NvQe9heaFPFnDjhga4PQfX/0jszMKSxrA5ELnD4xoJH00Q4KsaKuf3Wir4rTSxQxFDMYKqB3km4HdRCasYLSA6FLb3VCms9obqfru1so+qwbLIug0Ll3qQn4P0Qdh4I5x+Fzz0Lth4VDS3t3uxWCss4eIK5M/B5JNQXIL58zI0XtwQBtWWqkWtUTq6faFaG7BIOsQWAtolltXgbY6iGLpOL5a0IDceBSB9iLdJS0YSSBF1ddhNWYiyFL/dfCH61cVMor3nE7EBm09EQmBj1erOoVOqBZ1KTdJG2Pt0ITIHz/Aq8m2sSFeOInXHSGExhEUXcq3lJpRD+V81Msy+KNQeb44XbTumZGcHTm/D1hZsjcRlY2Ck05MslNE9QKzfvghWdbrXpnBNo7JDoAsq32ggIHd8AhCjAXNO3uHstqzT8uJHaAne/366MNLWBm9F5i2tUkhUFjAaSSBpeM5sDwl4U03wwsjxmeYSWDqZw9FMXU5Wh2TdjpVy/QyHyyzt9hpAOxpJspRw2b0wt46NnR8ug9FiFgDUoHr3ANW3VkGglgO1J2nU15U4lWPrbb30uFu0szAEO2gZWZcIoqyks1cU+DTDZHJRLB0DBXRZVxxAOn0YOa1rr9W89oLWrXMyoxDQvhRA1loEcB7osP0aELsEbm+1zi2/C5bVZIg1lwLWELRGQ12Wtes9aO0Ey7JguxNasuMA01oB39W+juRoDIYLTKuu67SLyxif8BvSlrFNzkPnDTrtmFwHgtVW7KV0XLhf7r5YK1KjMm+lSKvzfvreRgzun+FXWvniv4Y/+nl403vh7R+A+p8h2sLvh+kYPvob8IZ/Ay79JGxvwrf+z3DwMQELu98s3/HC/w6XPiVJP/Z24foEJtvw0/9imW0xFjYGsNGFCxYezSCeAAfysGrGEOWqh1Pm0cZQJFLrPjRa6yFEm8JeVo302kt9wPWmsDuHzQUMa3G5yAI9prXt0FWZwGITojPQfRS2XwuPfgxGb4e3/kPa1LEFlNegvArTj0B+VXTS5Z5Oq6ND7YIgVDtGDc7ax2tbo7ay0hoDaNS6UfuzdIT34E1cgJyrm1KzLWnjENx22+nIvWQQLfD8AOb70k73YXEAs32YX9PpPWFDafBODOkcsko6E/0StgpxbMhyYXvlx7W/1SrgnSaShnmewWIkbhnVhhzz5AHoXpB9rKy4dkynkhL4aAyHB3BwIB0jexPvktHvwGYCuzE8bDTpgwLvpIDkC+omUUqNK5UYeBoaHxTWRK1u1pF1zvIusi3YjXSo2gbns7FqfbemzlFNbwSlyjLijuq9NwTgZhsCcLsbMlxqRhrwZjS4rZbsaNMpTCYwHovtF7XcN6x0LkFAawhcHzq/DGhDxtZNDwYiT7gd+FpiZOcy4nHtufVA9hiYDee1nhScuFpi1cm7GqVyouKhgJAGuZ+dVVqtHcrK1UqOW1GIBj9f0Ea2n1CMUYZWA7a6PUl77oLteivA1oFaD3BVirBqJ3mnxetdF4gcbMaJjOwqmMXpVWftNDNlZW/BgC/9/gToyXPE+czSleF7+seXew1rd6V139HjJdeSWqsypUOor6wAXQXAdQCATwLx0aAFt9nDEhewBHS3FehuSWf0a1Ga4N/FLhCvackJ74Xs1t1i2ZJN3bplt/leF89TaCCn08MXbpQmF2be+UBXTnNfspQ10/s8axCpD8INpSsuEDh87isBZoJl/rjcW7kPjF9J5fqX4bf+AZx/I7znvwAOoPmVli3+/Z+XQI7y47B7AI/8bXmZP/Nhtf96HUw+A1/+OQEuJoK9B2BxSYJY39gX4FvflEA7OxHgG6nkodALso6E9a27UO9AM4DsDGw8BhvnBVCUjaROHV+FyWWorsDgeRhMYGMm4LfbCHBzHr7+uo8UmO1CfB56T8DOO+HB98AjbxOtoq2gvAGHf0c8io+GcO2vCsNbXtOH7EIBr3up6j/w+j8X/JToC+GUsCDRFpLU4rQwzelGC2azLQk8zHahuytBcHF6d+fRWgEes32YKuCdPSsA14Ff1y4OWjBiC4iOIJkIm9utJW3uZgFnCjmWnar9jWHQ2jyRILVxCvO+sLr1BtRbYHbBngJzSgJpTCwsmwd3h2K9Nt6HybMwG8uDLqvaVL39CDYiAb2vtxpgZ3W9FSlGmJQgdJJoImWxNSIySiGJAo2y1SdZqZKHog38aqqWIZxYkfnMaAPxfDXizlAk0uFIB+oUsiVSmmwTor4yqbEwyrNKUwAr0PXFIelr7aJOZxm4nj0LTzyxXooQgtx+vw3QBBm+PxGw7sH8BTicHZcVnARm6zv0+YziZSCbadvfkTbpsCQ1cIC2csxsKdrvshRAO5/B3kRGKBbXuaW8AQSMhsxsbwtGzj1iTdtZt+wuAZCtWQaohzJdBcD1tqB2VX5whx0HzDIYddPRLsvAdBWwrvmMX3cPr3ufkls1tj4TYo53SrC6fgk0abWNPJfqI3lnVGMdLTzSqs4L9Vinx7TAJmyNgl1nG9mH7IKOivVUyqbTkd6jHrzpqCQTsEdyTZYB6POexSfs/90CzbXgUzXmTqvss9O5ZU27jJVlazMNrnTow6QfYV3KgBd8V7P6nXZ967+zWf7+Y4lH7rVo0G9sRE69mknQbcPKMucL7aVJGklsVHfv18UsPYfvsNwHxq+UMjuEX/k7woS8/0dFI1j9C4Qt/gHRhn7oFwU0PPwlOPcO2P33BRzufxzOvlfA5PP/Ezz1JDzSwM1NuDmDSQmPfQmqL0swjlGgUnWE9Y0uQP9B8STefAy2HoTNXWgMjGewvwdXnpT00Vc/Av0jkWkMF7DdiLds0rSxJRb5bB3DrA/VNsQPwuCNcObr4aFvgfMPQH4RJk/B/GmYX4SjfwAfv4qkBz6U4f7dI7GUG1/EG/ej/yuKgT7EZ6HzGHQuiMND7wHoPQSDR6F7Vuy17pUlcsVaASoe1K4A3HDZbE971bUwerUKVZOZMKmdSgDvoBArvU4h9nRZ0EN2z6o8gmkM+yksFPDmfSj7IlUphjJtY3xmuNoNLedS8+egfBJitUKLF7IfLr3x0MIpIxngekZGRZUAbDOcqVwEvXZchjOXKzgaCIPu3A9ipLPSzIAjJNpuDHbSHpO6FhZ21rRgd2pXAC8KeuP2/7oXqcu+xFC08bNSOnWsO9djYdlD4HpqBI/eRm/rapoqqHU2WRO1o5tKzafSacunMNb50tlpTQINbb5m39YUY5aBrPfT3WjtyTJ1TnE+wVEqwDYEtHUtgHah0pu5gtmDiUgm5i+oxdz81vsTJ+rjO4T+UAIfzzwk893ByQDXMbW309B6ScEqo3odeE7mqxXg6qdXP6MdmzuWFDR46ymf+zrV6y1GAh3OtMvD6H1ivQ9UvuSX6T3jkgH51km0GgF57LfrVsHrEmit73Ddyv9bBT2WYHu1+rK13Ku+VivTJ1k2BtIiV5OVeVetG+krwR5Aud+CsmYFtPlqWtJwDXb10jY/b4NlOn1smV2eblCQ6bZt2mV+m6b932HApWXNfhNM6441up1PH90c/63o//OtO29K8BjT/n9vkxi123iDdQ0y95K9sOq5WArg1XiHuCuYw9nGuRqrG0lowZd02mePS2rjstzFqVwXiUqi4kS2cTEwSdaCXrjDju7djwbcB8avhFJX8Gs/IaDq3/l7Eihm96H5VYi+A8wF+MNfhUtPSorfN23Cqb8izNjBh4Xd2/0muPbP4eIfSZBXGsO1HRjPlRU28NB/AjuvlYC77Yclmn9jF46O4OKzcPEpeOGT8ORvQfkM9MbQn0Evh50GzjZ4v9UIfSbHAkoOu1CfguQh6D8OW49J4NQgh1LtrcpnofoEPPUT8OUpyw9tAzYDswXxLqSPwalPIxnI3gzDsd77qbg6DN8kQHv4Jug9cly/dqelytcAXNfuwfi6+DbPbgoQqit8Yopah4giC1mhNRdN71atKXdrzU4XDgvpjb6IBPDtp/BCR5w5ppk4N8wHkA9VfpEE4LSWmqJBcVcF6EZajQbLJbUmJGkgc4yuemFGkbCYkfbIjcpEor4w6g5wJjpkme6IpKCOoJxIUGJxDaob0OwDhxDdgGiqjGIgVykRsDtB6hTxkz8ycAgcGihT6bCVKqVpdDg4HqnmWh/Kke7zSezs7ZbFJgCrrirILWeQHwq4HU/hhq4vdX0+5ZhX97qSdsUOK3POAhuweX4ZzK4CXp8AowvEAmzLEuYBkJ1PWmB7NIH5TZmfBeuLxW32LWvBbW8IW6fh3KPLgLe3UrsDade5HNgS7FgBXsiu7gOXWGJbi1Uwu8rILmhZrFXGb5UNVHkTiYJXp0VekUHZXvuIsavAxDF+2tkTobzWl6ooE2bioI1YDuxz66L125js+DYY3W8dnq7ztjZhW0rbaCBdo8FzHpi5Q+7AGVBncv9VmzJdZ3J/lqqXL1KV0qXqflYHHbG6Hekp3bQut80KsHSOEXpNWbM8fzdgKE7w6dITBWORBi4bq517bZ2XsIEVhM1SZyPsyDRBwK7V539T4aVfPq3ySl1dHsX4zHc+0YizM+wGgZg9lhKSuDbMlpd1l+cTTU7zYpKQvILKfWD8Sij/6n+DF/4U3vdfwZknZFn9z4FK2OKmgV/6xzLs/r7HYOccZO+X7W5+WLSt2SZ8+Wf/P/beO06S7Krz/YZNn+Vd++oe0+P9aBjZkUNegwDhxMIKv8CKXT77VrAS8IAV6O1+YGHhIbG7AulJCAk5hBAaZGZG4zVG42d6pr2rLl+V3kTEfX+cGxmRWZlV1T2mXZ3PJz5x494bmVlZmZHfOPd3zoEn98GFCuZyIldYXIIBTzInvOX3BYAPPwWP3QbFp6F5GJIlSFYh1RQP8DARAGNIAJKvtcVVV5bnzWGRHKQTkLNgsALBAqgjYO0Fuy5V5srIF9XSwRzJIbC3gTsByS2SRSOzSx6reRzKz8im7hSPcfkSyG+D7CWQuVT27sjq76ff1HAbyhgWpAJf4YSAbnkWSnMCu/WyzjmqI9Jb2QqQi71lRHCbCkQjndHHWSWZMly9VBiaYcmv8vUAACAASURBVEjVu4oDxSRMu1BNiodX9UHQD/TJBc9GpASulkwMammLoXMGezNIbs0arawKhg74i1t44TUcJMI7IxIRdwjSI5AakQwa7jA4w/IeqrT8wJWWYHFKvPe1Q9A4AcFhMBZFeuNUBPZtn7aluECJNzeE3qIRAe+iAQum9DcNCcb0dAoxU+e17RuUTBSjozA6LtvAYHfwzWYhYcp71Qm39RjkNo7IfqEMU3EALq8dCGaYElAXB9uUhtqEzvXqZmJzOuY6KflRVkoHQxZEllLR+1pZyw9m2oE3Dr3NNbycbrIdZAfHILVrJdCGUBuHXXsVSZBqaMgNs8rMg9oHSsuuvCXx9KkCIkkoaJjtBrBB5AUjiOA1zILSkjmxEsyUBkKlYVCFMOhEY11XBAztvQyrQOrAL8OJ+my3Y8xtHze6jes5odg9BL0w5sLTy9rNDjhsah2115St2YzantZ0+jqLQlCWTZVpyT0MDemGvtk1a9rB0QCzCfgdnsX4/9LQGU3saN/UDoxmItaOzak74OsCE7azEjQt7QVsa1synuw2fx3nhnNMS2BVBRo8m7qt3y/l00olGXhEeaMbtIqZNEKJUU3f0K5xk9jN4qDZC0o7SzqvBq+tsUR0Y78BrS+LbYDx2W5PfB2e/AZc9yNw0WukTy1A8C/aWzwBd34Jnv8evPZKuNCCxA/LhTtowuKDMHgzHPsYHHheJA5WCqYcKJriPUgCxgx87mJI1SQwKwv0IwAc3sUHiFewYYpe1U8J0DqmeKBTjpxjN8A6Bubh2JKMK4E3zq4IelPbIbMT0pPgjgkQgVzoqgeh9LRA8Il/FT0xyJzsCCRsSP4cTP4XWTaPm+/B3AE4+BAcfRxmn4fClHj8mqVIxhCEd/ch0CGQHzoIHEMyY2SBPJISLasgGwjwZn2ZY0CrlLFhQCMBzaRIGCoZKGYgyEGQQfSADqKXrYJbEbDMV4GGwKYxI3CLp4HEi5bufCJNrTK0l9aWHzJjUIJNEkOQGofcFhjcKWn3BibByEr+4cIcLByDxWOwNAVHZqByHPzH5ObFXAanLHKOZDPSg5tK3o+Ufp/rhsDuLKKGWDJgyRToXTRla+o0bMqQz4Cjl+LyAzA8BheOw/hm2LwVtk3C1i2QTYDpSdBhbVmW9OslDbALIv1oVOBEDHrXStMF8rxxaI17axPZdogNITcOunaX5f4g0HAbA9xCQd7POPiWC9F4pbj6a02m2wF2dGvkmY17buN9qax4k2wln5mW9097A1vtBpKqar8GWR18WirEwLeMSA5C/UpVPq/dPLQgQKq0fEDFpQOhx9YG5RIBbZjpQGtpjWR3ADU7AbQTTNcDreEWWzHyvChzS70aa8eOa/H+4upzGjUB2xU3VopWwRrHA8cH2+to6zG7Y+/44sF0tMbS1Psw1Z9hIakfE0AKVF72RlpvGbn5NbSEKVzpcfQqi+3SKkJkxzZHA2p8zLJZdxEVpeR9aNY6YHQd7eoqc9atczV00ZFYRT0nCblhVpaEjrVX87g6WhKwAa3njG2A8dlsx56E7/417LgBbvrpqL/lLf4xWSr91O9JZPVPXgrWTOQtXn4MvAq4Nhy5G54+AVcAC1m5UJ6YFW9nPoCRBcTzAq0KYQ2lNZkabm1bA6ktEGwTga/lyAXYHYfEFkhvl9Rvzpj0OWMy3s38CpSeiUC4vAcCfUfvDGtv8CVgbRPYrH0YakPw5ChMfRAWDkiAX3UeGgXxqMSj55X2aCst3DcdKTmcs6HPlIIUWbS3twGpBqQbAhnhxTC8JjYTsnl6GbFiCfx5aHawxVvb8tyWwSiAeQRJHRZLxWZorWGgtFTA0p7khBS2KPnQ6BNvTd0V+UJ+Avo3weB2GN0BwxPikaEuoLtwXMpxz8zA/v1QehDqi2AsiYY4WRf9cEpn/0gHMKLE0xrXxzUR7+4CArzLtkDvgglLFiyboJLRsqRS8qPtJHXe1iRcPgqbxmFiFEaHJMNJJgFJC5plqcBXK2j4vR8O3AbP9/CIGob2uqYjUM2Nw5AG1/V4ba01LoeeJ17ZEGQLi1A53BtwywXx5PaCXNuBTF4KYWSysHkTZFKyipJOyP8t5cr3KWFJTmPbFM9/C2J1frigqkE2BrhKa25DjzdVORcv+vx1bXcLEAs9rRpaSSIJw0eBjNxUGVkwcnrLg9EHRhj1HwJpuLld9uG2Tj2/UloD3wmqcTBdlONGPTYnNremZRrx45NKEWfJ/ypjSYBpyoR+Q96ehJLNsYlKeDfFa2s1tCc3DrOm/t5ryDK19t7OaVlQXoOrznhiZsWZEO7jbeNFTAfnNwU+6xW9XxaJXdgXBnSGWQhWa4fV+9ZrYdW9llwgDel+qTYZyorc5PrbZ0qZ6A07o20DjM9WK8zA1/9IPFpv/s0oOEwtQPANMF8Pagz++tdgaQZ+6ZfBeRjc98tFE0RGYdmw8G14agq2lMHLwrwCLydL4kM+9AfyG1i2RWSfSkqUfdIV2Ajr0lspSG6WIDZ3QkPvGDij4IwLuK3notSYFQguPCHwXt6vlw59kRE0BqHcD3MBzC9D4StQ+d8CARcvw+VVuM+EE3fK4xmmbFZKCpOkL4DcJhgegOEq5OYhOauzOeilf7NCiwLDuvRNM1rSr2gvrG8KVPum3DCE1cdaujQl2RPcMJjB0T9yupCI3See9YoJpQCWahLwOFuE6SUpytDUz4MB/YMwNiGygckRyKUkfVlQEi3zwlFY3gfT98OD8+JNNWuSji0VxIBXwRgwifx4twWnGFJso2DCcRsWgaIN5YRIYUp6NcDVQVGm1i02mwJVI66Upzd9yKcFeHNJuVlKWgIIpi9BZcFR4Kg8x2LsM+AkxWOb7JNtYJtu5yEV3+u2u47UZHHzvAhk5+baYbYb4Ia5nq0ALF/2ZkCrPHXCEqhPJ2AiITeIKVfnrDVl3EFWEOxAvweevklbRu6cVnu9yFK7oe+wDF/Dk/6chcGNZvymS3txW5rTUNxvijeVfg2z+XaQNfrBGABzEMwhWWkw+vTcU/zJCAKBzpoG01pVSpGHHtVatR1U20B3FZhdrxlGrJBG7OYsm4fEKCRcSFkSOJpUkg4yoWIe26bAbAi0Rg0M7TVXlVWe19aBpUMrQXbFPtMBt6dYtKMbzDbCfQxmO8e6zW1U1g+y4fJ/3NuazEF+tLsXtqd3Nual3YDYDTsNtgHGZ6M1a7rcsw9v/5B4v0Lzv4B4i98L3/oMPPwt2HwJ3OwBfZG3WPmw8IDIGo4cgBMFuBqYH5Qf8oPHxUGc9qEPqWq26w0adDXshp7e8NgeWv1CppQUlCgvSxqy0hKU5qG8DyrPQuMgqKOiP2zWRXdXdCWF2JIJRQ+a+8FoCJjYSkDANEQ/2m/B1QEsbYKhq+CCTaKnzg2CU4f6YxA8B85RyDwpmmhTCVg09bJ+CL2+i1QES0gwiUrqqNyYRzed0wFm/ZLuzhkUT46Va99UEpbrMFeCmUWYmYbpKdlmDwpQhmZZMDwKIzvggrTckBja81dfFm1zcR88NwePFbRuTkeUZwIpwJEDRoBJJceu1mQGet+woeTArJbLlAypOFdNSOBeIykV/9IpgVlLSRCkVQSnIG3TB6MI5qJ4NJOWLOsmkjoFW1JDsw5MShg6H2w+At442MZBN9UnS5PrNa8Jy/MCr6VlrQuflxWC6iLUl/Smy2I3S+JhDQG3tddt1xQP4KD+m1yDVglry9I3gaH+MaG94qGXMyAKwLK1t1Qv67faCe0dRENtCLbaa4sn//NW1ZBQruBrwA0DxmJmZGKAmwfyMc9tvN0H5FaHXKV0EGQMVmtTHZ7YajvMth1XVvavpX2Om+PG4DXVAbH6OKn3brLj2BaoDeUGYfVFoyY6XL8EgU4N5pdFGuQXZWw1M1OR3MDMg7VZt0NvbWc7d3JwG4fZSkWCOHsBa9xL22tsvTAbBnSGQVtuGtJ9Wm7QZazbcQizLzRzz4Zt2FoW+JIsIGhEgaNhSe5e/adgG2B8tplS8M0/hYVD8M7fg4HNsbHQW/wGCaK77W9lWe5H3wXBdyD5byNvceEpnYZrAZ4GdhehrNN5NXzJy5r1JZOEA5hjsPsLkc43tCAQIFlYgvJxDbyLAr+lpQiAQxgOqpAsQGJJ9qmyBgLEM1pyRI9a1QEdZiCeGQsYTICblx+/dD9kByDbB+k8JBwYvgesBShsgcn9kHoYMjotXNKnlQ6uaUlRinIO/D5gFNxtElyW6lsJtnZe/+DF95n2Jd9KBWZOwHENvDMHI/hdmGtfTnddqUCWc+DiAVlaVRWkBPQilJ6AAyX9JdfBOWGAUcLQsg4LJkzRNueBDKK5DDNH1BwoOHDIEplDJSWllps6iCifk/fM8OQGwalBMgxGmwb/kAQANZE3zXUlP3Q+IRCSHYL+MRgYh/RAdy9u2JfIrS1TCD/bqgGqJLrNyjSUpmVfnYXaHNQXkEIsYS7UElAVz20It3G9oWtBKgzmiQNtuDlga0+dk5XPV1gx0IhtZo82ltwk4MsNGzqPMnX5O9C6XBVqdGe0TjdY+fej3+uWF7dfgJYY8LbBrt6CdFTkouWNjelbqxWoz0D9UPtYfG7opQ1hNuj1+jrMNHVuYb2F4BpCbAisYenjznnheByATROCiqyC+MUYzOrjsD+YivrCftWQf7/+V6x4b+PQauXB7QW4eo6Z09/1NT6/vge1klwLayX9edXtWml9Xlq1nvfciGA0DqeZ/pWw2gtk45kLNjyyG3aypoIIOv1GFyjt6PMbEgjZCbG+nh/Uuzxej/51fUdeuG2A8dlmD34O9t0Lr3w/bL+2fcz/AhDA/A/Alz4qEc4TF8OVs+LlcN8WzZ39rqRUO2yLVyztw+FNkMlJ2rVASSW0HHLxVBfBbZ+WfMmdwNsZ+BAGrDkOuB6kS5K7eHAZ3LKMGUp0scWkFJdouPKcliHe6awh56fzkNK5bfEF5BxkGdqYB/uQPP7gEgyVJDhu8Jh+IYbAdr0fyhNgXQjJayFzEQyMgjMimz2wtq5RKanaNnMCpvdE0DtzQvbFgp7ni7YzBWRt8Z5O1MU71SiBpwPBFj1YiEFvoETjHOhckXkb+tNSFGPUhUET+jxwtIdR6aj2giVZHOYSkq+4aEoJZjclGlUboA5uFeyCjnhvwlI90lIqE3AEYLNDMH6hQO/wFhjZChM7pD+EXTfT/Qe1BbY6Sj4oQTCrdbZlgZfGIlTnoDYv7WYIudpr59d0/txmD22uDYbWEZs5vVqhqwUm+sDV++QAJAbAyWiITWiPrW4bKTB1wmXD0M9VbYdY4kBbRCr1xft1ZoWejOsi3lkNs+b2qO2n5Sal4Uigas0U/XjNkCCjakUAtVoRD2xtRm5kXwxvbAimyTjEjq7s7zyOA3BS6zbXE3QVhAUewgpmS+DPxY6XoVGU3Mgh4K4WTGUkYtCaRQo9dPHWtgBXw+56Kpx5DQHZUlGy+NSOCuzWQ+gtxgA41l41FZ8RAWncC5sZWN0L221sQ16wYXFTKoJIv66/a/F9PYLKtnR8jfa5baDaAbVx6A10Zo8XYqatnTiOrLgZjsQimXpz8vrYifpMt31Or3PD/ta5DjB00i9xA4zPJtt3HzzwGdj9erjm1vYxNS/eYu9m+PTH9ZJrCt5wDRgPgPszkbdYKZj+O/EKH7sMLnsEZpOQ3ymFMCol8dpsUuKp9Q14rgDLt0GmT7w/tgODozAwLF+UZl28jcEMOAs6f3EB7DAlkykgUE5KtgLPkecwA+hL6CVqE1xHvHyhFtP1JAOCrcCqglsQyHPrEijmePLYyaY8fmEncCGkrof8GyB3JSuyUvQy34e5WYHdE8cj6J05IVutLJpQdHnohA6mMZqQqAkQBw35ez0l4NvK96kj8ANXPHxmGob7YDwPExkYBDIFSC2AU6RVAtOvS17ckine3xIifag74IcBKS6EgXGOL17xRgXmm1DzJQuAsoGMRF8PbxbgHd8Bm3bC5kkYGZObD1WnlfqpBbdlCPZLX7Ukn5t4iihvOfLierUorZQfTzEVHiNyFS9MBWXJzYCV02n4tCwlOSgp4tJjkB2D7ATkNgucr2XKp1XlqgW101E7iPdrwKVEz0IEIFIFcqKt9pPQ3ATNSajbstV0YKRO2CCFRpoCrtWKhqgZAdtqZX0BXoax0hubTGmQ7QBVt4c3tvP4xVjuVoH20p6QlIYt2F0mKtm7HIFv0EODazi0SvRaOYlDWOGt7ZApmFn5wVv19SkB3GoRykWonugBtiU5joPvagVUTEun4MuJdjY3DCOTkIz1JbPRPuxLnKT+fcPOblOBBsouoNoC0Xo0Z1Wg7XZux5xTMcOIAWdiJVjaaTD7VwFODapGj37TEcdD2G/FHufFLiP+EtgGGJ8tNncQvvknMH4x3PKrKy+0/hcECL5yDArzsONaKD4M1y3LD4z7jthjfVtyEB8fgJ06r+XSDrjqcrj7HqgGMNiEvjDdUg5GXis63cIslKel3/QhsQyZZeivSD5j0wN8AcOGJVkZGjpQzUlKUFJWR9mn0pBKicfa8kVXaVn6CxSAXaRVbc2pSOBLWKa52QfVSWhcDdkTAmVD/wvGNrMu8zw4dAD2PgvPPSP7+UPQDMuUVuX12L5+bToHsBmCrhKZQdPQwOuAcsEchtQgZEdhYEKyLYxa8h5Z02DPgL0A1iKoOVq14T0ktdmUBSVLgtwaKWgMgJuD7KBIFHIpyDoCXcUaLBXgWEneE8uQm4uBHGwehtFBGO2HoTwMZES6YdZjsPs8qMfkeEaDbliyNkyr1Am5TQUNQyrO1QKoevJ5iec99SzwUuLNTQxCahiSo5IPOTciVc/iWyrb2wNNOQaxz4vcJKyA1+rXuXNbxx160SCQVQrfh8CQio1eQlYpwowetRGd8cOAioKikmDIoidbtQb1E+v7bDmurtqWks94Mg2DIzrNWjoaS6aivoSeG28nXqalbqXk8+7HYLYr6IbjBbp7dA0tM9Kwm7xQQ68+tkMI1u21MicopdN0hRB7JILbXmAb9q1W6tq0IZWP4LVvTMrKJ3PtgNvZ3pAenL0WeKvDZ8szWl8FQsNz1wDaU/WoGmYEqVZCg6VuWylxGrQgNqFhM9FxTuzccLz1GB0AvPFZ7mkbYHw2WLUA//yHspT2tt9eGZik5sRbvCcNT++Ht/0ifPWT8MpLwH6yw1scwJ7fg1od0m+C3N/BERd2vR4OPKl/XBRMBqLJNROiv933AIylYWJJwM4uiAc39LI1TZFE4IpXJ5mHwbTOYOGI/MFott9RGqbIGKy09tzNA3NgHhMgRif09/qgfgk4l0P6Rhh4NSQ3yfPWvweFP4DMz4K9ChSXivC8huAn7oXn7ofGDBhlCUC0fUARZZRAP78OxLP7RWqQGRBtc9+wwE4+L5Hs1hyoY+BPyd9gH5GiJ7auehR6jsumZHioJeXvMgZFzpEdhYEh2JqV569VoaIlK+UFKJ+A4KDcjDi+ZMnalYSsC2mdIi+Rkkwhlgec0Fv8PQCUBb6jk/ObEttVD6DqCxSWAyjWoVSVGxvfktRzzbQAr5NeCbaDep/tj/oyfVr+ggbcSgfILoM6IoDbKHToccNNL6nHS2PH2w1bF40xIylCxRRvbVlB0YdiIGM1WyDYC70Vdb1pM/WNWgir4X40BdvSK6E12TE3HEumor/7dFrQbAfbULKwAnz1XvUASTMTway7CaxLuoNu6PXt5Q1SSnJKV5Z12fND0q4sy/WtF+yuFkRmJwRYQy/u4JYY0GbbQTc+byPn7Om3lgQgBp8tsOyAz16e0m7e1DaPbKzvVLWppt0bPltL/uuA1Nbvnp5rJbt4bM+A68aGARtgfOab78E3Pipw9J4/lmwBK+Z8AZZn4GsZuOlHoFwRacNNde0tfns09/gXYfFRWNwMW5+Hch2WdsJAGg58E+o+DDmSoi2wJS3bXAkmn5LMAyayHGskwdLezERWyx+SYCf1Fzws2BDT8jqjgAW1A1DfD/4BkXmYsTxdXh/4l4B52UoI7rSgAqW/Ans7pN4T9SsFU8fgiYfhnq/B3u9B6RhYFV1cRAl8pnRBgUS/AG+mT4L5cv2Q64OULiShalL9zp+XG4LkFCSqAr7Jhg7s048JEJhSAlWlRA9r6ypyyZw8ZsKUPL31MLfqUajvFe3oTGxpzDAg40JfTutmJyA9KAVM0oMCLWZK9LLKkf9duRmBbbEChSIsl2BJ7xvaox83yxLYD+F2cAC2x8A3OyDvSaZfNNMqlCnEYXYe1KFIltAsim40BNzAi8FtDHA9XwC9pbMFyhrQS77Abc2KJAt1B+opAWJliKQnnYV0ZqX3dSINkx2e2U5Pbjh/vQUKTpe15AudWt0eXt5eWRYMp92Lm9geHdt97WNWn9bodbEg0ABb0IB7JILcFvAuS8q7qu7vBblOMvLgJnOSkSUOtokY7LbmZU8uc8mGrd+U0rBZi7Ygftxt7BT0rWsV3OllnRAa94jamQ4IPUlvaqdH9ixY9t+wF9/WBGPDMD4BvAOYUUpdrvsGgc8BO4CDwHuVUou9HmPDXoDd9b+lOtub/iOMX7RyXM1B+YtwXwnGXwdvfB/80S/C9ZOQeh7cfyPgBJIf+PH/WzzCV9wKs38FBwwJ2nr4a5DwRPpwlc6PGorb3SOSCSG3E5IjEuhkGOIxCoHXGQF3pB2Em0VYuhsq34Pag2DsB3tJXosJBP2gJoG3rw3B3azy/0EwD8avwlc/Bw98Aw49IhBsVkV/bKABE0kfNjAq2t7BDAwkRR5iN0UrrOaAY+A0tLY5ttk6qwWgH1TLJ9IaTtMSve7kITEkifg9Cyo+lBoCq1MVWFqSsr51ItmBPSr5qAc3i9drZBuMTcrmZkXCUJiHpTlYnoPZeTlenoPlo9IuLq78oXFc8Wz3DcOWXbA7hN1+kWTkXMlukQgQjW3cWzsL7G+H4OayVMYL4dbr8OQ2TIHYmhGTJGjArZoabLW0pp6U44ZOP5bOSuBnWlduy+j9YKw/7IvPdc9yOFIeeIvgLcjmx9rxY79LkCsQyRc00CZ3tYNty6ur970C0AJf520OYfZ4u0c3bIfH1V5yCiQwMpWXtF99YzBxkbTTfVF/WqflS+c3APdUTAUdgFoHv3oKQFvrMr6KzrqbGUZvCLWSOtPLWhDa6VWNA2zc83qG38Bu2Dlh6/EY/y3wF8CnYn0fBL6tlPpjwzA+qI//84v/8s5ze/I2eOKf4Zofgt23dJ9T+SQc3QNHXgU/+5/hkTsll+ur+9q1xUrB9z8ExaNgboG5L0tU+5Es3PQ+eOhTMieVh4FlkRBYjqRKsz2wJ2D3n+s8xiNScS4eBFM7Dot3wdI/QPMpMA5EEAySekpNAuvwBPeyRgP274EHvwOHvgo33g/PevDUP0NKyXYxktUi40A2A7mErkhliKcYH4xFMMv6dz3MFduUcVuJJxJTUjSpPmAAglGwNkFqEvK7pVS1lQPfhvkiTC/AiXk4MQ3Hj8H0cZFvhGbbGnY3weYtUuZ4YjP0D8gy9rIG3cI8HD0KTz0qIFyYlyITnZbKQH5IoHdiiwb9hOiIsyZkDIF+CqCWdfDZXgk885bEk+N7UOgiU2gYOpjMkGCyshK4rRgCsjVH9nVb0t7VbdEXuxpaszHATWdhWINsHGxD0M3kXj4t7ctpQaM35HoLGobnIejyv8XQHtxByQ2euEADbqeEob+3fMFrCsSWNdRW9/SG3Iouqd3VDPHOhjA7tFVniunrAbt51pWa73wwpeRz4JV7w+kpA+1JBl21JAFJvem2nYXEcHRsJTvmJdvHrM6xpFwnz7Xv74ad17bmFUwp9V3DMHZ0dL8beJ1ufxK4gw0wfnHt+NNw58dg27Vw8892n+OdgGMfg32D8EN/KEFMd3wZLhuB3GFwfzryFk/9Kxz4J/HcZUpgTMOzNrzjD8C9HNTvS7aIC71IW5xqCIxiwfgPweCb5bFqx2H6y+IJfrEgWClQFfGM1WZhag8c/j7MPA0Le8CbkgC8lA9JBW+Vl0UD2KmLLji2eJ9MV3TBZCQ3sTsCQQ5KSvIEV49J5ox8VWQhqRFwdoC7Xari5XdD/yVgbwEzLa9tYR6mjsLBY3DiGEx9Q47nZ9s9tQODAqrX3wxDQ5BNQTIBhi/p7ZbnoLAPHnpA2o0u1bv6sjCUhS0ZqfiWdwR4M0jFuoQuruHNg3cI/LJOcaa3ogdLnqRzq1oCtCUi7W3ouQ3lCQ0XamntvdX68G7e2+Fsd+9tKGU4HxL8B7XeoOvHILirlMHSmvoBCUxM7RbwtQY0BOu91aezysSsWdegG8LsvnapQhx0y0urpA8z2kF2dLI35Kb7BIpNq8djnQemFHgV8EpSGMYr92iXRB4VP/bKJxeIZTrd4dPJS/BqVzBdDWhjczb0qxu2Yeu2U/22jCmlpgCUUlOGYYz2mmgYxi8Cvwiwbdu2U3y688yKs/D1j0gpzR/8T72B4/EPgFmEC/5E0m49dg/MT8GPj0uRgNBbPLMPvv1zsoyfScEmH44BjSvhVb8M/+mdkGmIPitXBWxd5ash5aH7suDW4Nm39IDgncCl7RCslM5+sAzBIlQOircyCDWQy9BYgMIxKByBygmpTFYvgVcVkERBRkESnbDfkOwWeVPUDIcmoDYO6c3gboXcJOQvhOwWWK7Bkb1w+C6ofh/6noTBkuQHHs9B4iro/wHJtpG8QrzrlbKkaXv+KJz4Hkx9WSB4+rjogUNLJGB4GMaGYOdWKQPsWIAvYLI0A/ufgeea8jfYASSaokUeTIuEY4cLubR4tV0P7LpooM2KzlbhR7DredD0YDaQ4L0yAro1W7y3dTtq13S2BXMAnH5dACX02OYEbtOZDvDV3txU5swIHHu5rZWVIe7NXeh+HHQBTsMGS4OtuwXSV0bH9qCG3UHaSqKHGRdK6pGuUAAAIABJREFUi3LDVFmC8nNQXoyCLuP7Zo/yx2GGhRBk+8ZWShVSHaB7vnn3Ak/nDy/1htq28diYX1ldC2uYOoYgK95XJytys7BtZ3QBmS6wGj82E+f3DciGbRjo75rSAet6I2g/7tbXc86p6dhf8l9BpdRfA38NcP3115+i2v48smZdMlD4TXj7h+WHrJs9/Pdg3QnWm+HSd8oH4PYvwo4MDE1B4t/AwjLc9b/gwJ9Bfg7S18EVJSjshacc+PGPwPcfhPn7IK9g3JYgMlfnBW4g6a3G+sH8J5EVqC3AK0TLmNopy6Yt2H0clu7S7QKElQ+CQIoWVMqytFusQqEG5SrUGhIQ1tC5fxtEadA8VwoipAdheBtsu0LSj038M9g3wK7fhtyY5IXd9wzsfxwe/Tw0n5CCH4Nl2JmQ0s2JK2HwZhh8pXjIzay8Z888Afd+Ah5/GJYWiar6NCGfhVwGxjOiGTYCHThSAGevBOYFnhTMsJV4dscNSAXi1U14Imcw9Mc+UKLlDIG3ruQGpRYH2zAvrgO1DJCPPIqJAchob242B0O5CHjjW2ojbyoQ3Zy1wFbLF9rAV7dVF12l4WqoHYDEJNjXRsf2UAS+ZjYqElKvaKBd1FA7BeVnOmBXw6/XbTnckECztA4I3XSxtNN9eh8D3VT+/MiRGwaDdQJsr3az43gtzazlCsiGgJsYhOy29r7OtpORvXUOyoA2bH2m1OpQFvixMX8VkOs21tEXP+4Ghas9V8/H7Haurhza83nVOs7r/HvWc0543pmBiKcKxtOGYUxob/EEMPNivqjz1pSCb/8ZzB2Ad/yOBGJ1s0NPw9GPwGUDMPnfpG/fk3DkefiFQfEu3X4AHv0MuEuwZR7Uq+Gai8D4EjxbB+sm2P1G+JVbYagipX4TVaTIhgJlwbKSJfy+mmRf8C/WPwKLEDwE5Yfkuc0smH2g0lB0YaEPTgQwNQPTswKczYoUf2g2BTDNQIDRAJQp8odEFvKbYeulcMkrJdiwf4tsyZy8P8u/BZUJOPpmuPcfYPZeMJ6D4aL8HZelBB6TN8DQKyF/IziXSQaH0I4dgds/DXf9C8wfl9y+25Iw6Ut55IwhkgV3SgLxUj6kDdEwJ3QGirCghoJW2eYwu8KCsxJ2gwySML1foMoZhtRABLMjea3Pje/PE3nCqZjyBXKbM+DNQHOuu6a3WxoyIxl5cpMXxqQMgzHwHRQZDUiasRBqF0KwPR6D3xj0ds2fq+ULmQHJ7NE/EbXT/R37vnPXcxg0JSC3tZXA0/tmcaVM4WQkCXa6HWDTm9YHtnZGwHjDTt1CL1/gxQDHiyAo0MetMb9jbsd44Mf69dzW46wxt3VOl7nrmt+rvxvMnhkQt6YZhkizDFPHI5hRe0WfnofRMceKzdNjYcrV1mMbXR67y+Nh6muc2eO8Hq+h7bwe53Q972sn/ZadKhh/FfgZ4I/1/h9P8XE2LG4P/QM8f5doindc333O8hx8+XfgzUXY/AGwxqT/9i/CcAP4HnwjDQcsuPGtsPyX4A3Bm/47zP40FBbgCQd+5S/g0e/BnjvgNQoGLDA8yCoIUhLkodBL7yVo7ITBXxL9YzMJ02U4ugT7j8KBZ2DqOSgeA7cEdgnMJjiBSCKM2JKGrXMD2/0wsB22XQVXvxF23wT58ZWBO0EAxw7C3jtg+QswfhsczAL/EUZqMJkRj3DmZhh8FaSvAefSCISVgqVZeO4e+PZX4PH7pMzrRA0mTXgtMIFU2iMsDay/WE1bF39wI9htpsDII55cHRzlDEFiBNIadMc6PLjp7PkpUXghFjTAmxXwbcHvrN5PCxR3ZkUwMxHYpi7VHt2hleBrJCRfbmVJpAwtsD0MlcejvrC/K5QZ7UA7uEXa2YHI2xuOp/Ln1g3OCsAtaqBdo281z61hrgTY5OjaYBvKFc73tFqtvMDNWB5gXcbXr3fkDG50OV5tTJccDpqsKBEcjp8uC6HPtGNwZOmAwLAdjnce2zrz0hpz49C1Aiytle2ewNYDGsN2L2A1u411PpfV/dwWeG7Yydh60rV9Fgm0GzYM4yjwuwgQf94wjJ8DDgM/+lK+yPPCDnwPHvg0XPw6uPY93ec0G/B3H4Fd+2HrxZB8n/Q/eS/c/Xl42zIsmTD27+HWn4D7fheCGbjo90E9BuYheM6H5Gthx1Xwu2+CkSqMWAKveV++RN4mYA8kHRjSnt1nb4S7vgXH90DpiJQttsuiQ3aVyAdSgfag6mIWTQP8FJCFwZ0weS1c/za48mbI9pCI1Gtw8DnY9zQceByWHoK+WRhfgktnwEjBFYOQvRIGbhKtcLBTNMXHp+HQs3D4a3D8AEwfhJkDkF6EsTpsUfDDJgxaOsm/A+VhWNoK/lawdbYNdxiSY9DXv1KmcLanBztTzK90wG4cgGckN2+bmfomZAxSV+i0gKOS6s4ZlZuUej3y3C7GwLZ8INZelGC1bjl1DTMC3cwADG/v7tXNDMgKxtkOu35jJbz2AtxGIRpbDXBNWwNrTrbkKGR3SsqueH+4hX3nmiRBKck20dQe8BBQVQwu/YY+7gKdq8FrL0B9IWbo9JzxUr6tMr4uUnmtL3YcG2tBaTeojB2bcdDUc0PwMzrHuvR17T+HPjMbdsbYerJS/ESPoTe8yK/l/LWFI3Dbf4eRC+D1v979y64U/ONfwOKT8N4cpN4tZXzv/D/wr5+C7AJcOwqjvwF974f9d8HMP0DqOnjFL8HzrxON7yMJ+K2Pw4P3wp774dUW9DWlepujwBuRQLg0OhtCBWZS8OXPgwGkA8mOYJiypOQjEoKKBX4GgixkN8PkDXD1q+CSq2HbDrB6LA8XlwWC9z0tGuHK4zC0BCNFuCKQynluUutmJ+Dwu+HYKMwswIlvwvwnobQgUo1mFdI+jNdh3INX+OINTjiQGYHsJKSvEo1x5lrIXS0/yBv24ppSkoasBbuz4uVttWdE+xs3w44gN3NDO/ga/ZIbubQo/+vinN4ehtK8tMtaH95pph3pczP9Ujwi9OZmBtqhN5U7O39o/UZvsO3pyS2sDlOm3Q6uqTFwLoj15cVb2wa5Oe2BOwvfw17WCtyLST7ie68khWxa72ts7GSrrRlGDDqddgg1dMYKJ9cBrLESvyuA1YnB7mpznY2sFWeztSQdoX5XyZ6Y/APVcRxuof43PNeX9oq+oHf/Sc2Nj3fO7dVex2tb9bFO3ja+DafbakX42h+Ak+he7jm0e78Kj94OP7UZnOPwT8fh0V8DZYBKwM/cAGMZyP2YeF3v/oAUtHjDx6D6MDQegT0B5N4Amybh3/+kFLaYVDrHbwCeI/DpPg6YMK6AJtxjAJ7oYxsm1AKRFai8RNpvvRQuewXsvgIu3A1Dw93/BqVgdgr2Pg17HoPnHwZvDwwtw1hZQNjRnoDlLDyRhOksWDW4eQoe7Ifv/4u8FuVDwhbwvdaGLVkYUCLjCFzJMuFcDGOvgc1vAOsSMHu8rg07OVNK9LudXt645EF1ZFEwkhHsJndHbZWXindlT6o7FjXoFp+D0n3SrhZWvgYnCblh2bZfDdnBdsgNJQ1nUxYGpUTC1FiWYirNgrQbyxHMNjvBt3gSgJtvB9wQZs91wI0H74UVGTshtuUZj99M6Aw5q1ko6XD1e5wcjb2fem+nY8UsVgHW88EDqnQu+RVAtZ52CD+rtbuc2xW61vl4bSAZ6opD0Awfby3o7Aao8ceKn6e6PM5qsKuzN53xZiD5VUOZR9ju2GOtMq6LQZnm6o/V+Rh89qRf7QYYn04LfPjG/yPp2d7zR/Ij3832Pgrf+D9w4RZI3AnfseGZ5+A1PybBQM5XYGcDEj8JRga+/gGwjsElvwv5rTD1m+ItfiAJv/3/wu3fgEOPwbV5GJ2Xi3QNSLhQaUAugKQLfRWYd+BxDwo2eDukHPHl18HuK+GiS2Dnhe3ygiCApQVYmof5aYHgfU/D4b0ia8gvwkQFtnhwI5J72LBhOQ8Hh6A0AoU+8JD8oY1FeNNhqKShtg3emZdUZ2MNyCyKVnR5CWY9OJKD5A/ArrfDpbf2zuixYaub8iR4rdPL25yWtjcrc+Jm5nT1wy2QvhbsYVk9aDhQQcpTlxe0h3cKCk9Iu1FZ+fzJnHwXskNSNS07FB3n9T6RflneihdkYQ7cpobbEHQ7jxtLUbuXXjME3BBcU2OQ7wa4MU/uOQe4gaRSa/bw0LbdNJTaAXe14D3Tjr1nWalcmd0Rg9tO0A2PzyBts9JODBXbWscNxJnQOdaIHcfHG+2PRVO+7+H8Fc+jg+PWA6tntOmArhZYhTpdKzYW0++GfW1zY+0wVgWTCOh6nNeaa63yuKu9hpN9jfG5nWC5DlCN96/o69Y+ndegXznpMzbA+HTa3Z+AI4/CGz4AE7u7z1k4AX/7YSjMQP9eSeg/+CH4D+8TLe8fvh/elRCPhfsueOpOKHwBRq+BK38Fmg/B4u2wX0HqrVJt7f1vlf/8TTVIKChtAuOoeFSrB2EACeSzgUeHoDoDqevhw5+QHL7LiwK+B5+BR++GxfkIhKePSuW9iv5RmmjAVh+uNWGLBekUpDaBOQnVTVAcgrkELC7C3DHRUVMC14Ld/XDlHAy74OyGWxzAh+UZOODDUxU4kYbkK+Dat8G7XiO64A1b3boGtsX3XQLbrAHt7b1AMpr4mahQSMmHUkm8u6V5KB6U/Yp0ZIbIF3JDMLQFtl8l7dDzmx2S4zO1RLBS2qu43A64IeSuOC70BrKwVK7Tp9ODTUbHrt6c2PG5pMFVgYbYgmiX2zzhq3lxuxVNiZmdigDWzkrKtRbIZtvH3JjG+cW+eVCeSIWCIgQFUOUOCO0FsJ1jIaB6K0G3E1o5iUIia5oDhisOCxyRcbQ2V/rMVPt4T+/dau1enr/O9mrQ9WI+1zny/TpfTClo1KWCb70m+2pFimbVq1Cryv4UbAOMT5c9/S147Ktw1bvg0jd2n3PwSfiTn4PZo3DN5XBDAIO/DMlflvFvfR5SC7ALcH8KSh7c85swmIRX/SUQwPL/hOIiPOLCb/wZfO6TML8PXj0MQ0egmoXlEgzbUElCuizXknETqjm4ew5KCcnp+0f/of31NXVZ4cCXD6BXhC0+XN6ECxzYPAD5vGg3/U2w2AfHDPh+BWZmQJ0ATkhWie1jcM2FMOHBQAESM8BhaO4D6wJYugIeLMB9x+BYDvpH4ZW3wLtugc1bX7J/01lpSulUZlOyNaageWKNwLZhDb6XgpeBZkJ0vWWg1JCbneIcFJ8Vz29n8Jppi5whOwRjF8AFNwnkZmPgm+lfmXXkdFrgawhbw6PbOi721qzZmQhsU2NSaMbti8DWyceAt+/cSRHWgtxiBLkt2I21G8Wor1miZ6orw2z31Lr9kNkay0bR6cUNYTfz4utklQJVF8BVGnKDYgS8K45DEO6yCrKq6VWzEDrjIBoem+neY21tN3Zsx8bdLud2ec7T7t3bsHPWlIoANoTWsN2oQa0S6w/nVaJ253n1Wu/ryAu0M+hX6jyyqWfh9r+ErVfDq96/cvzIHrjzs3DH58RD/O5fh1stMO8DR2eiaDbgrq/C64HkMLjvhH/4IGSPwmUfhNwuqP8rzHwLDiowXg/9A/CxP4AR4OZ5vbr1ekh/C5QJh/fDpcCICQkD7rWg6kPzEilr/OoflAIdi7MwfQxqCzDSgPEq7LRhNAWuzm1Y7ofpBDzcgONak8oiDI7Bpm1w4yUw4cNgAZyjoPbK32W4YF4A5o0w9wWYmYRPT8Ls85BKwQ1vhffdArsvP78v4MoXLW8Lfo8L/Db1Pp6/NwxsMwfBuEg06XUbKkq8vQVdga14FCpPscJbbLuQGxHQ3Xp5BLpx8E33nf7/R+C163JXeHE7PLreKoDm5CKYTW+GvkvbPbpOX+w4L3rRs92UWunJbRT0zUNn3zog13T0e5WT9yi5U79nsfe2dawB10q9NJ8jpcRzGwfYNSG3iFQc6mFGWiREZl729ibd1sfhmJHpAFY3glac0/+92bAN62ZB0ANgNbCG7V7QWqu0Q269R/XObpbQQffJFCT0luuH4YkoGD+RknnheHxuvP0XJy+p3ADjl9uKc/D1/yqg8Zb/i7Zk/keehTs+C3sfES+vm4af+l143eug+Utgvh2MQZn70HfAmoKLPJFQPPBdaP4TbLoKLv53Evy0+FcwPQcHbfiFP4eP/ykEx+HWJFjLMJcFTkC2DsuOFLJIGDAOVG24vQBzGZEnLJyA+74KQ0XRB19nQH8JLEOkYwsmPGrBjAtLWcCF0a0S6HfdEGwKpCSzdQCC70caVXMMzMvBuhjM3VDsh/vvhRMfg83fh9t3w+YL4b23wNU3ipTjfLGgCd609vjGvb/HxfOL9toq5MZG9YOfhcakBEeWgWIAy1UJaqsfX/kciUwEuqOTK2UNuWGZczp/vP0G1BekhHh9Aerzeq/7avOi0/V6LLUbRgRiTp+UDo8fxz26jga5s73IRgtyO6A29Oy2POIx8G0WV4FcOybvyMXew3yXvQbfl0rfrLx1em6L4Ot9UKR3kJLRDrP2GBgXxKC3A3TDtrHx87lhp9E8T6QEXkP24dZsQDN+XF99vBfgNteZAtAwugNq35C0k+l2yI1Da3heMi39blL6TnMqzI1v9stpXkOguFmDW/+rBBmBVLK747Ow/1Ep+Xrpq+Dx78JNt8Lrfgz8PwdssH5E5gcB3P4l+IE6ZDZD6SZ44MdhRwJu/G8S4Vz5LMw+CIc9aF4rQW7/+HF4YwBDHpRMMC6G2qNS1KOeh/4F0RcnFdxjQ8ED51Lx9r51AS6ZF81+swkzFhzIwXweaiMwfiGMT8Ll22CTAQPLwF7wHwW1IK/bcIGLwLkVzIv1NiD5Zx+6H+75DDzxCOQr8N6DkHobfPB/QL7v5f5PvXwW1MTD2wa/2uvrzdJK3O81wDfBy0IjAdU0lJD/0XJdPPss6E1bqk/Atm8ctlzWLmsIvb3uaUxXF3gCtN1Atz4fgXCztPJc05EgqcSgQJo70CFX6ADds9krp5RA/2re207wbRbWgFwNsk4ecjva4Tb08Mb7XgrIVR6oKgTVdrlCHGbboHdZz1tNN+i2A6wz2QG1XSDXOM03fht27phSAqzN1UC0vvr4euf7XXKxr2WGIdmqnITs3UQErZnRVTyvXcA33LtnSIBvWIGxlREkbJ+8bYDxy2VKwbf/HGb3wds/BEPbREN8x2elkEW6D978fthxBXziv8CmC+DWXwdOQPAdMN8ReYufvF+0t7sV2G+HT38Uxo/DJb8KuSshWIL5j8GBBZi34R0fgv/xEbhhGnYkodSEogOFo7DZAzJS3W2bEm9xw4DvNOFYBi4YgaFHYHQZnhqG2nbIXi3ZAi7cAZv6IDcPwR4IngX/64AvsSDmBFhXgrVbvMHm9sjLEgTwzBNw7yfhwXugVoOhEXjnj8Ar7oP0CAz8KZjnABT75S4e3xMCwLVpXWgh3CyoJ6BqQkkJ+NYcgWHfBnwwapGeNz8Mm4e76HkHwD5Ny/sqEI9kL9ANvb7d4M2wIDEg0JveDP1XCPyGEBy27XMAZlo3BgtQX4z2jcX2vsbSSk13aJ2Qm90Wtd1OyNU3CacayKeUQGkIsyq2BZUe/WG70j4WVIE1KqYZmXagtbd08dzG9kYOzPNoRWnDTs1CgGrWJatRrSRl36t6q5ehXtH9FXFkNWoyv6k9tPG9Hzv26vL4BvIc4dfMULJB+1jYZ1lSHdWxwXGidtqRvR326SqqtqX7LNksu31vW9FjWqbuN8EMX1BHCri2NHQNWXFmgfbUcCpq+wGUlfxGrUhNp9rPWWu8LY2dWuV1dcxta7+4WuMNMH657JEvwXN3wk3vA5WET/wWHHpS8q2+5efhurdIINvHf1M+8D/1IbkT8z6HeIt/WB5HKfjOF+D6IvRth3t9sL8Nmy6FXb8uc0qfgoXn4dkmJCegmIPaF+EywE+DNwflFKQVJG2ouGBWYcCHLBKoN62g73KpFnZ9AYJheO83ITUNfgjB3wC1BHXASIB5EbjvEU+wtRuMLlB79BDcczvcdwcszItW6MZXSyDd7suhdhuUjkLmA2CeJRkmlBIvVxx+60ek4lrtMDSXtMe3AV4T6iZUdGBbIyFbPQmNPBipdinD2HAMeEM9b//pWWoKszLUQsidbwfdlte3S7ENw5BAKleDbf6iGOiG4DskAHe2A69X7QG5i9H7U1+QgLROC2Uf4fuS3Sb7lhc83w6+q0GuUjqDQQikJfBn5PV1QuxqANs6f70aQUM+x0ZKZy/Qm50XXW5nv5HqArtZnVVgw16QKUUr77vykPy5zY5jT29+x9xYf+u413ld8viql6jP9yJngh+7rvq6AqDflJvOzn1r8+Ux1gNThiGQ6ZpyzTX0frV2/NgwRZZl6iwZveas+A4HiL79BVQ0NAxZZfTDVHCG3sLni6eJi43H07kZ8XPiad5We8ywqmGPua3UckaXx+zxuno+V6/zYnP52km/dRtg/HLYwYfEMzq0Cx5/BA5/GnKD8JZfgOvfAo4rX9LPfVS0vP/2D6F/BNQUBLeD+c7IW7zvSVh+HC4zoXgjPPRxuDwBV3xI8pb6x2D+b+HJqnwpLvsR+NqHYfcyNPohMQ9LNvRPgn0IMCQzRW4WNiGe3m+acDwBl4xAZS9sacDlm4Bf0Ev2aG/wNR3e4B4/ZEuLcN+dcO/tcGi/XAyuvA5+4ufgmldEeZD9BSj/DThXQuIMK6yolM7tOyUp7YrPQ/mgAHBjCvxSzOvblKIVjQQ0ktE+GIPEZsiOCeAOdgBvduj0VF8Ly9e2AW6HvCE87pZ+zMlFHt3s9gh03UFI6r3bf3brdpUSD3dPz24Mer0uAGna2hM+CKkJ6L9MHw/oG4YsuBlwUmD4Gmh1CWFVFyhVVYkRUPsEbhuV7gAbh9z1Jv83Eh0wm5ZgTbsTYMN9unu/kdKPdZbf3KzXlC//n6Cm9/X2fdiOQ+UKyOwFnPHjbnM7wdXvct7LkDs4DikhlKxIlWbKR9H3wdceR98HL9x70ufpdlPvPV+up00v2oIAKWyFPFfYVvozpzQc2Qmd3zuh24lIRpBIgZOMNjcJbkpLDNLSTqR08ZV4juBOyItDZAfk9RzvBoSdY+sAQmOV52r9X85wU4ooBWF4zYu1g0bHWLN9TqDbQZdzw/Yp2AYYv9S2cAS++NuS63fWg/wovO2X4No3CxCH9q1Pw54H4Z2/ApOXS58feovfE827/Ytw9Tz0TcLffB92nIALfhz6XyPjS38Bi1NwXwMu6YfpAmz9PhQMyJehYUF6G6T6wd4jBRjqWZg8DP3A8zYcMiBzsSwhjR2HcRcGUuD+EJiXSqCckV/9767V4JH7xTv85PflC7DzQnjfL8JNr+muGy5/HPAg92un50sd+FA+BEvPQGkvVA5C/Rh4U+DPCTx6Df1DZETe3kYSGAR7HJJb5f0dHWv39J6uohR+Q0NtD9ANN78LzNnpyHPZf5n29nZ4eN3+szv1WFzOUFuA+qxszXlozMl71VgAb0kuyoZeujP0Zjvg6OCSTEpA0u6TTB6WpX9YTTDDAgxlUIugnol+EDxPbkhPKsuXvRJIzQwYwyvB1ewGsOkOmD29wS4vibWgNQ6rtZXQ2mp3wm2tY163c19g/mDDIEqTZmugtKO2YcfGbBkzE7HjbufFj63oPKPjcbo+fqzd+fiGLcBaKslWKEKpAOWyTrVVkTyytS5btShe2tXfDFkBSaV1MJbeEilIZaS/Px0Fa6UyUdBWODeVkWN7I9vHSVtYlVDFYDToAZsr+nsA65rA22TdN++dZphIhpeE3sfapqtXnU7tt2kDjF8qUwqevgc+86tS7GDzq+GWn4Zr3tgOxABP3gN3fh6uexPc+FZ9/nGtLX5X5C0+fhCO3Q2vt+CJPCTuh20XwORvyEWg+TQsfAUeVbJ8smkrTH0FGg0oJiUNW20C8v1QOwB9CspJiUDdqT+c/5KA4ynYPS6Shl01GBsA5wfA/ZnV/+YggKcfF8/wQ/fGdMM/CjffApu29D63fj/U74XMz4A1cUpv+brNa8D8UZg9AAv3Q+V+CPaCsUwr0wNAoL2+DIC1FZwJDb47ILtTbnJOV1GKlgdTQ2+o4+3cugWuWW7k0c3tguEbItANwdcdBPs0BubFTfnaY6q3QHtPVZ3WEr/quBD7Oj9xcwk8HdDllcSz75dFE+tX5LwQckMdm2EIBNiOpB80HXnPDN02HbB02q2WpEWDr2FEDh7DBcPXUJEE8h0X8dhGZ19Cnq+174Tbszw9XEvmof+fbRDaAagnBbDxsVOAVsPR4JnUe72ZSTD6oj4z2TGW6DEW/r/jMOrEwPUMgLd6DQqLUFzqvoVjhcXeKbcseyXQ9g9rWO3ob22pGNymN4C201TQBSrX8I6uANL1QG2s/4WUlzbc2Oe9A1jNvMBq1+ubu/q5cdhtu0auF19/66T/lA0wfrFNKXjuIQmqe/ZrQB3e+WG45f3dg6FOHIQv/ils3S3e4vCi4H8OcCJtMcAdX4IrpsEZgrufhWsTcMG/g8S4PO/cR2FpGf6pAa9NQ30fqBI8YcP1OfAcvaTtQGJB5zHeBGN7YRCYNuA5G6zt4h31p+FyA7Kj4Lyj99985KB4hu+/s103/KrXw8WXrX2hC8pQ+iuwJyF168m826ub78HSFMwegrlDMHcY5g5AYw/0LUh5atvTpV13gXuzgG9mJ+Qugvwu0YC/3EUp2ry88yvhNwxi65Q1GIZkZ0gMQWpcL9cPRVsoa7DTL82Pz3oANqi1z+na39EXD9JSCPD42usQ7oNQWxhuIEurJpLKzkRWX7Rn1RoT+YLdJ9pXOw9OPzgDsjdT7RfnFeDacZE/l/PRKj/6XwZ1LdWoxfa19r6g1r2/s+9kA2YMeyWEGsk1oLUTblcD2ATnhOc8LKTQDWy7gW8U1/GsAAAgAElEQVQv2M3kJHdsfgC2XSjtcMsPRO1sfqWz51yz1pJ/L6hcxTvaFWbXA7UvYDXCsDugMw6YKTD6ewBpN6jtHO8YaxWIOXeufxtg/GKZUrDne3Dn38PxvaCWYHAQ3v07cOXbup9TKcJn/hCSGfiJ34rAWR3T2uJ3gzEgfYuzsPc2+FHgnhrsWoLtb4Dhd8l4/S5Y+i48nIBGGbbUJPvEgzaMjIFdBbUV0gnJgZtuSCaK5hjc8IRUxfx2CqaysHUMGvOwtQhbMmDvAuuG9te+uCAgfM/tcPiALBtfcS38xM/DNTdGuuH1WOVTECxC/kMncRcYM6VgeVrgNw7BC0c1PAaQLcG4DxeUIGmCOwT5d8DID0LuJvmRfKlNKZ2toRN6F9bh5U1GcNsC3sF28HUH1qfjbYGOBtYVUBqDnzUBNjZ3rSwDbWYI1ISaVDOlj9OgUnJTE0aBN6vQqEKjBPWi6A6VBcoBpbWxiRH5n7pD0g71vIkBfbMwKBHd59DFe4W1eWGrMQitdwHXOMCuArNBjbZiMWuZYUX/SzOl4TMJ9lB7fwi0rfZaAOtyXgfjKSUyhdU8uvF2txy0hqFhd0BWDXdc3B108wOQyUtGgzPBOnWoeB1L8V1KZcfhUjU6xrrN7Tyvc+4LCYILVwnWWPLvCqTOyv51eVnP4etcL1NK/7b57cGWp2BnyCf/NJvSqVvqurJLQye4boRbTdK2dBuvV0WLW1yE5RkYGIfrXg0HvwtXvqM3FPs+/P1HoTAPP//HkB+MjXXxFn/3H2H3UagFsFCG67fA9t+QoB7lwfRHYNmHfy7BO2tgePDgKMx4cEMdglHxhFllqJ8AIwBvCOafkaC7EvBAGtgCqiKAdpUB+QQ4Pyxf7lA3fPd34KlHWZdueC1rPg3Vr0Pq3eBcuPb/qbSgwVdD8PxhgWCvHs3Lj8LwFtg1BPl5CTK0s2ClIXsjZF8Jmet4UVM7+fXukBuXODQWT97Lm+iToCzLjAVVxcGmAGpaPoP1OMxWYhAb99rVOblI5xBgkzGoSeiL+XBHf7LL3I4+ZejUSIui5a3OQG1WtuoM1OZYETDk5iVgLTkCuVFIjUByVI5To2dvnuJWyWGdCSLcq/hxuMX+5yvA9hS9sGbobY0BrJnpgNjY/3LF3Hg7/H9v/KSs21qwuwiFLpDbCbtelxsUwxCIDcF216YOz26sne0TB8ZJv04vBohxfWid7jC5DujsCbPdwPYF6rjljRIIxYn28RLahqM1+v3RcWtstSX9Xkv+8f6z8IauBZleDDSbUV+Y6UP5eoVulXkq1h+HVhXPFBLfYvN6zvG6P86LZGfnVSwIegNq/Li112AbntNtfL3aGtuNIlgTKdknM5JP9pafhLEJ+MqHYOtV8Oqf7/04t/0N7H8MfugDsPXiqF8dg+AOMG+VLylApQRPfhneUoanU7A7CVveC2kNkqUvQeEJuNeAy5ZFS3xkCJ434JoUWHXou1rgzK9DsghNC8yL4ObvgAvcb8PSGPQngaoA13UOWCPALfA3fykp1mo1GB5dn254LVNNKP5PsEYh8772sUohAuCWDOKQQFVomQEY3g5X/iCMbIehTZBehPrDULpfJBpmGjKvg9wrIX2NviiezGvs5eXtgF+vDPGgLMMXj4ubk8pxmYxepk/KZ8jWOlULINRGLoGaiiC2XoX6yXzZ3RiMai2qmQZjiCjrQBdgbckGuoDsyXgfwmprtVmozUB1eiX4NpbbzzEMKWmeHIH+SwV0kyPt8HumaJ1DU54G1054DXP5hsfVjn2XOetKGWV3QKj+P9nD7bDazVPbNh4H2/Moc8RLbUpFZXLreh8/rpY14HaB3W4BaaYpEBsC7ejmmFc3B7ksZNOQTckKIHGvaOcy/jEI9gvMLp9MsFT8sV5gZosWaHbCZtgX3miHJbJjwYjoNlqTjaXnxPtMZAVJ9xmxNhZRxgqdB7dzC8K23308zJcbwiIVUGEp9PAxVce8WB7eFf09zlkxv8dxW7tLX+frXeucIIRb/yWBzK5m2nrT/0vT1nEbVtRvhv1JyeVsdtv0PKPHuGFx5qdr8z2YOdwdZuPguhbsNutrP1doYSqWEGITKf5/9s47PI7yWtzvzPauXixLtiy5YpoLtsEOprcAFy7h0kkhvZNc0m5CCSSEkHZDIIHkBn4hQAgthBrAgRhDDBjTjJtkWZIlS1ZfbW/z++PMalfNBcsF+N7n+Z6pWzSWte+eOd85eAoksmt3SaWAkcezS5vTbGfoMmXYufN803Av/OXr4C6EU781/rlrV8BLf4PFZ8L8E0dco/sA+/Bo8UtPQO1mCMekmkTFXKi4VI5lwtD2Y2gLyzjECmE7NFWAfTvUpECfI6JZVATdb4M3DdEANG2BkwwJID5dCvEScMYhPQAzrFCSBNsJsHYT/PMpqTV87Mm7lze8O0T+CslmSH4KWl/IyW93M0T6c+c5PFA6FWZ9RES4dIo0SHH75Q9+ZC0MroLwHyAckW/+3sUSGXYfIf95xsIwpNpAeKOUpYt3SiWCZDck+yDVZ3bhSuRkV8+rRmC1gdMChbq0xtYt5q2x7LAAMXP0DH/tjB1wQSZfZrISO5bAunOyM+x4/jn7OD/SyEhEPJoV3x3m0tyOdY0uVWax5yK7vmk58c3ucxTvXvrHXr93w/zCMVY0NroTqR3rnN2IuGtmpF135w0XWIvy/q3dufX8c/QR+9/vE+0ORsaT2bHEdtT2iGPxKOgGWNJgzcjSkhm+bUWqlnidUGwKrSsATrvUkrdbwGEBmyaPMZKQCYHRQ27iYSInOlFzGCCiAznBMoavD+3LiqI1b92UyiG5zObjWyBjAcMjUmnokNHy1s2nzObyZ8ySadnl0DFysjY0mSx7Z2OkoKbNB7yfMcumadnliLJrmjZ8X7ZOcP5j8uvyjvU84z1Gtw5/TP7r7fTxVvOzy5aTyZ2J6q5kdCzp1Szy+5Bfqi+ZNEvzjVhmRzJpptQlITbGsWHLmFnyb8TzJPckvS/H/hXjzq3wmy/u5ARtbEn1l5j7zVItIyO22WX+OVkh3l+NEFIJePwGqS163k/BNU45s22b4W+3wLTD4LRPDj9mbIPMC6Cfw1BzjGQC1twLS7qhr1jyfyd/TiYRGQas+waE18O7HqjRIFUozSO2dMNhNhG52lNh64tgREA3BS1ZDjMapKFHIxA/FIx+sCbli8dyK9gs4LgU1jwlaRKf/tp7v56pBPS05uR34C2ofBC2e2DjnXKOzSnCO22BCHBWgj2Fw0U8k4Dwa7B9FYRekT+0mlfSJDyHgaNaftZMECJPyjIzAIkOiG8zu891SV3iTJRhUTvNLLHltOUJrhcsPpmgZQnIhC3dsxNJzYvYDVUSyDt3f0jseyGdGB7dHYr2muvxHkZ1YLP7RHLdVVB85GjxnaiGHYZhCuqgVJzIBGWZXc+EdxKlzaag7E501jZaUq3FI+Q126RiHJHV3ea/sYrITihZmd0teR1LZsPSVCU5KJVJrGmwpGQCrjUtS0vG3GcKrc0AByKsRUgA02qYx43cedlqJDBiPX+ZFVkjJ5EZXRr9DGo5KTVMicnfHhq72m8ZfSz7XIzz+6jppsCY0dZh63qeLI21bTatsOg5Acs+bk8Geev6OI/f03N2OXbnfWbP2YnADpPZA4Bh5GpBJ5OjxXBcmRxDNocdC4/xPMmxHzfWMl9S30v76l2R7exnteZ1BhyxfI958vtXjAvK4GNXDZfYoXWXFNd+P36YGAb88zfQuQlO/y6UTB37vFA/3PsjqXRw/lWjI8pD0eK8usWvrYCSV2W9qBRKl0NgkaQUrLgRAndDvxe0GAy6JUXC8IHeBVUaOJbBQAsUVkJwLbjiUru4YwAuSEllitWF0GUFZwL0hAjxrAhYZkNmFrx1PSxcuntSnE5BX/vw6G93s9RWzkYDdAssapUJUeVfgzmzRYIDZbl/fyMpEpQJQmIbpLog+rpEh+MbRXQ0HewlYPGDHgfjeQg9D8GMWXPYLMmViprfPoGMVYa1EOzzwF0Nrlpw10l1D2thnsRmUwwOQondUwxD/tBlZTcb7c2X4LHSHBzFZprDbFN6y/Y+zcFISdm0zKDcnUgPmuvBnPiOWg9JtGwsNG2ErJrDWjJackeeM0xoVY7sPiOTgVCflK4M9UF4QLpqRvrkblbcbMubvXuYNEcmxLDc+vyIrDVvqRt524Z8snmBAsO8425IkEDHlBktT3ZMkR22na1okhdVzWS3s7f4bXLnx3AgaUwOwEw/GkpbyX4pNiubWLKTCq3DRTQrnLsjpLs6NhTlG7E96nWy4vc+/MzdX+RLZyolc1lGyuZ4IpraQxFNjyObO4ukZvdNNJomcmmzme2kR8hmvoA6HMOPWay5x4583MjH5j//WK8x1mtmx+4G6W68aY9//P37KeD2w9xl+/Ul9wuRPmh9AxZdDHVLxj4nnYJ7fgThIHzmp5JDlo+xDTL/Av1chqLFmQz881Y4qg8sNeCvhqrPQvt6ePKnUPaC3IKL+CEagk1T4SMhWN0Lh5q3OhZ+GlbfBrWHQW8jOAyIuqGiH4qBbqD/ozC4HooS8gGxxA7uNNjOhw3vQDQK8xePeL8G9HfI5LeuPAHubcvLT9KgcBKU1MCchVBcBAV+cLwuLartJ4MlCZkXIf0EdAfN6F/Q/CBMS6pDug/S/XK7TbNJIw37bLBNEclNJiASld720X6IBSFtAcMLWgV4p4O3FrxTZempkRJtHzQMQ5pVRNoh3C7L7Ih2yheEfLJpDs5SKFs0XHpdZfLFRd/JnwjDEGkZKbLZaG5Wdket76SThWaT6LzFbA9sr86tW8x2wRafue03j3k+GF9e9jeZtNlCN55bpszJVam8ffnHExGIDEjDhpg54mER22wkNh2W3wuiQByp75yUCOuogUitDXCSSyO1kBNWNPkQzMpqfrRQ1xk2+WmogkVeObdRkwjz8u+zw+Ixh9dc+qRZS37d6qH61UomJ4xMZvdEcOQyPYaITpSk5p+fSu3enaY9ZUjydiGCbvcIKdyJbI4lkRbraEEdT3Dzl/vrTvtBigqPTASeIrjw1+D0jX/OY7dDy3r4r6tg0rTRx9P3Ag6wnJPbt/Zf4F8JPgfYq6DiEljzNKy+F8ocMCUCYT+0dcHzATjCBloaggk4QofA6RDcKgKUHgD7oNy+G9DglIQEcLfaYKsd9BDYDanesLRfZMN5Kaz9k5ReC9jg1Yehayv0NkCwCbSopF7YUuD3wBQ/HOoBrwNcVnBkkKoJqxmKFqcSkHwb8EJ6LegbRHZ0P+gB0Muk61iyFeKtcotQrwf3fLBMh4QXwtugeyuEtuY6tmkauCaB91Aongo+U4SdZR+sD7FsY4+R4psd+Tm+ukUqXbgroejQ4ZUcRqY5GGmJzg2lJzRB6K08oR0nmruzGeMWz3ChtVXlye0Iwc2e92GeFJadLDNMSvPkNLt/SFzzpTVPbEfuSyfk9yKTyK0nzDspmSQwoloAqdxSS8nflOzQzRQCiyZCa0Eis9nMsaEIphn5tFhEVC1u+ZJlsealqHiloojNb1aN8eQkdUhWvbllflm/YcsP8e/M3mIYIoTx+Pgjmdj18T25bZ/OE9F9IZ350mfZiUQ6nWNHOscSzTHFcpxo5q4inRb1xepgR4nxRDFeTjHAK0/Bq0/CR86DQ8eImButkFkpE+6y0WLDgL/+D5wUA089aLPgnyslWjz7OKhdKTlznaXwjA7xcpjrgoYBmGUFzQMn/AD+8V2omQdNfwJPGkI2KDegPA2DQPQEaFoHroRMBvG7oHIrWE6W51i7GmYZsPE8cMQhoEFZNqfbZfaVD+S+YepWkeoh2c0bFj9E74eUBgU3g22GfGimwxBebU6g+7fc8jeswExIeCAShugaYI28hs0r0jvpJDMKPFWiwAdb9YK9ITE4tviG2yVFJIumg6sc3JOg8BApa+auBGdA/iAbIYm2D8ntuxBbLXcuhkV4w+O/F80yXGjtVaOFdtS6l/dlmaKRGIbI47jyuQfR1nRi/Mdm13daAcCc+KmbkppfjUAzZJCWc0ibIyVDy1u3pMFr5KKxhrnM5qBmb9EPSWw20uoVQbX5wOqT/HK7X/7/OwultOBQeko2tz4/hSWbY6+kYJfsSlgTCUjs5FgsNvp4YoTgJsx970VOs7fQ7Q4JnIwUR7t9RLRzN26rjzq+G5HOkSKqpFMxASgx3tc0r4fHfwfT58OJl459Tvo+wAF6XrT42fuh4k0o80DIB283Q9IFp1wJk3VouQ4iXngqJVHf5bWQeUPya+sNKD1HIquJMBRVQuNWed64Ew6PSqSnA9g2A2KPQUEGiqpgcbM56e7j0NQA6U0wt0FylKd9ARxlY0uv7t/1h178JUg3g/fTYJkCvU9B31MQfh1p12tA3AFJP2QcoPXITO7AbKg6PSfBjuIPxh+/ZGjstIfI9uFNPjSksYenECpmS5UOezbaQV6u7tuQXgnBIAyMI1i6a7jI2irGSE8Ysa65Dr7rbRgik8mo3DVIxXYtn7sjrvmR2ey+9zRTXpM7NRYzr9TqkGV2n91rbjvkS+WwdBPzS4sRBEKghZCqBClIm7P309nSTOZrDbs2GqStgIOhyhcWMwJr9YrU2nwitA5Tal2F4CwCV5H5RTdfZD8AX3D2FcmkpJpFoxCJ5JaxvH2xWE5GRwrrSFmdSGF15A27HbzesY+NHFnZHfe4/UN/q13xwUaJ8b5koFsm2wVK4fxvjv3HxGjJixabUedQEB68Fi5OQcIHG6LSovjUb0KgAtYfJh/arcth5fOSx3vSNNjyNJTaQSuAU6+FF38u7Zw73zQn3elQ6YPydogAsQp44g05VjwZIimYNwiUgOMkeOsmOO5NcJTDnPvBN3P0+98dMikIb4b+70uTi+ZfQfLrZhkiB6QLQZ8G7sOgYlpeFLiacUutvV9IhnOyO0x+WyHZL7mXehL0lETfHW4ocYDVA1bNjA4mwOhhWMm3hDl0F1gKzGoZ5eCYKeuWQG6/JZDLxz0Qk8tGSmz+MhUVqd3pcpxje4yWJ6iOnLRa7EhnwcCIfXnnWR2g20cIbt4ye9xih0TKlKJBGOyFyDaItklVlMgOSPdAphcYAMsg6GNUzEhZzc6UTshk21Z7TKn1y3t1BMBZYAptMXiKwVUi5SidB+GXmYOBbCR2pMhGzcoVI/dFo9KEY7x9uzvxaWfC6vHsvrBmH6OEVaHYZygx3lckEzLZLhGDT/4IXN6xzxsZLTYM+MMPYU4zFBqw2QL1X4Yll8mtzZbrgU0Qnw+3b5XI0bGnQPc/IWFAwALVl0huYPubcPjH4JVvQiEy6W5Sn0x0aQei86B/PRQbMO1wSK8Dfxis50JyC1hvhoQFau/YPSnOTv4KbTVHE4Q2QuxtCDSAawAGfGBUgGupNN0IHC35wI6Cvb/mB4pUVKLz4QYIN0K0GWLbIL5dIrmaKb5a0rz9p0OhVWTM4jCXfkDPTT6zFkjOtdWUW90U3Pz9up89bliyK7ISO1JE8yOzyYi5f2cCm78eZ7ejrppFJj1ZnbmlzQXu0rx9I45bneY1tI8hvnniuqeTpgxDonehoKSehIPQG4Rwt7mvD2IdkNoBqW5Tdvsl5ciRkCov9rw6mppm3h52geEHrQz0OWAtAXuF5IO7JoO3Bryl4PWLDH3Yycrs7kprNmI73r7dLR3ldILLDS6XpAW4XOD3j96XXXfm7cs/5nIpYVUo3kcoMd4XGAb87TfQthku/h8oqx7nvBapyGA5LxctXv0svHsPXBGHQS8c+guoP0+ORRog+FNIeaDpMmi9CoomwTknwcrbwK0BpXDKd+HdR+V9uD1g6xIvKQ9AUZvMqxl0wMoQ2IJQWSeTx4/vN2deHwsbL4dwCAYvg6knjH7v6QSEW/MEeKuMxACQAGufCII1BoUa+HSwngM114Fz+sEfzTIMczJaUHJ0Ezsg2gSRFoi3QaIzrxZyyMzhNOUvK2M+J1hcEsm1V0g5OFvxiEjuiPXdzcHM5r7GB0U+h2Q2m1YQG749VsQ1PY7k7rbE6qNF1eaSqGX+tsU5fDlKbPP26dZ997uRTEB4cLjohsZZhvsh3QWWsAiuMwHOpCwdCcnJ9yNfcLITd6w2M79+sim75eCsBPdk8EyW0oDZbnUfFlIpkdFwWEYkAqGQzBsYWo+YEjtCZPPFN7Mb3dc0TWR2pKAGAjmZdY045hxDcLPrB/vfKIVCsU9QYrwveOlReGMFnHAxzF40/nnZShTZaHHrRrjzS3B0F3itYP8q1JlSnByATeeDPQHu6+H230nk4/LPw79/A46UTJar+5zkn25+DioPhZU/l4k2hhMK+sANdAFGMbzWCi5g8enw7kswbQAyZdD9e2jeDM+Vw3U/kNfvewcG1ov8DjZBpC03UchiB08ZFLjBEgNCYCkG51TwLAbtGZlkV3SriN+BxEghHe16JMqX6pGR7pNqGPHtIr2pbkhHRB6Hck2zz2FOMLQWgWs62CvBMQncNeCaKkKUFV2cuUoA+bIaM583FTJfP5tiEB9fbNMxM//VPHePcl81sLlzEdasiLqKxxbUkbKbjcrmP4duO7DyEI9Ja92BXggNjC+62WPxbAWTTJ7smsOvS3WFkgy4UuBIM1Rf02I1r0cF2MrAWQGuKpFcSylYi8FaKr/zHyTpNQzJdc1K7ZDchsffl5XdcFikNrYbKS8ul4hrvrAWFu5cZkfuc7lEipXMKhSKvUSJ8UTT+CY89X8wezEs/6/xzzOaIbMKLB8DzQdbXoVbLgdbh5Ra0+fAlG/KuZkENHwXbBshNgu21ULzJphUC6d9FP74fel6F6mB478CHesguB2mHAObbjIjW34I7JCJ6v1W6PBLruvMOrAXwJxucMQglobWBniuAAqXQUUV9LwOa6+W9+Iql/zfsmOkPbXWCcn1ENsgx+014D0XfEulBm3kHql76r9230txJpIT3VSPKb95ApzukdSGbD6nkZIId8KUpmRaivhnzHaomgcslWApEumxFsm67pMJUKkYROIQzErrO5B6bbjI7mnPeYtdJMziyJNYp1QAyN+2OCU9ICuwluy6Iy9C6zh4JHZPiEVFdoO9OfHN3+7vkWVsjHrIWgYKdCiwSVrRFA08GXCnwJkGewysiVyE1+KSdYtPRNdaApb85ftYeg1jeLT2vYjtrnJoLRa5K+XJG9XVo/d5PLl9brdMBPN4VJqBQqE46FBiPJH0dcJ9P4HSyXDelTsXkfS9gBMyZ8CLv4d/3AahMJzqBJcBxdfIRBvDgOZfQvRR6Qw4+Wdw5VcBA676Idx/I5RFZBLbYd+QCNemZ0WMVt8DgbTc8vYEJVrcr4Fhh1f6paD+aZfDqy/BFX0icz0avFoB3Sk4+1h5ry2PSLOHxbcCYSmrFlol+cMA9qlQfDF4j5F2zFlSLRB9ABzLpcvce8XISDrDkOx2jy3AmTGiU5oTDI9EzFMBiGowuANCnRDphWRGqljpvhGNABx5E9Ui5miVTd3MD7aOkFNHADwVo6V2SGTzt8cR2feLvO4phiGiNZ7s5m/HR/w7aoakCRV7oMABsxzgLZY8XBfgSkvKjjUEWsQs0pCtyYuUGbNWjiG92fWDVHozGRHUwcHdF9v87ehutMHO5tF6PCKrfj9UVu5cbPOH3f7B/Z1VKBQfSpQYTxSJGNx9vUjcxf8jLa7HI7NVosXRk+Cxa6HlbehPQ/0hMHMFaEdD0Zly7va7oecxcISA4+Df/RLRrT8EFh4FT3wWjjFgsB6WXg7JGGxdBbYi6H0CSgC/A/xm17N+K8TdsCUIFVNh8mzougsKdkDMDc+Xgfdw0DbCvMWSR9zzupzX/n2Ib5bncUyD4ktlAp29avTPaBgQukVKfXmv2Mm1iI0W3HTviEhv3+j6rkYmJ7wZO6SKxIPiGYgnIRqXbnjpEKTbzHJmA9LEQLOAoxQ8R0DZTPBPl3JVVrcpumOJbJ4I76wb3IcNw4BIaLTcDuQJb3Y7mU1HMdv32lPg1aHQCUUOmGKV5jBup0R3HWmwxsGSkMgkYXOYaNa8iYnlEtk9GKU3kRC5HRyUaGwoBKG89cHB0dthM2q7MzRttLCWl4PHOzwy63bLOdl1T17k1qp+lxUKhSIf9VdxIjAMeOhXsKMZLrsGiit3fn76HhgIwsPPQcoJ0QKpITx/BVhsUH2LfOj1PAsd94OlCzJumPYT+OxHQdfgR7+Bu34Ctf2AFeZfJ49pelFaIzdthOKE/At7UxJZC1sgZoPOOAQNuOSzsOERWN4o7+udcig6DHoDUFQMtfWw4VawdwNvA7Oh5HKJDNt38TNGn4DEW+C6BKKbcqKbHhHpHdZYwpDUA8MCGZfUMk5bIFkgFTfiKRHeaBTSOtJyNq/Nsc0DjkL5sNdTYI9Csg/sVsl3LlkAFUul/bF9Jw1ZFPI7HR4cO4UhK7pZ+U0lJYXBnpIqDI4keC0QsEOVDWbq4NbBaYjwWhNg1aWElW4BMgz9O1p8pujmTUrUs+v5ywKp0bu/opWGkYvejie3WaEdkl3znGRy/Oe1WERkvV7w+aCgACZX57a95rGs7OYPlVOrUCgUE44S44kg1A/bNsHJH4fpu0gZiK2Drj/BW04oXgbxQtj0PJzoh8pusJwFzjkw+Ba03CI5kFovOM+Hx1dDRzMcsQiqq+C1h+DsFCRnwoKz5fk3PQt9PRDvlKYdXgt4kjJPq88O6NAQh4IqOOYQePcGKAD6XbCjEs74KnzvSlh6gkwM63hCos2+M2DS/8gHsZGEZOfw3N1hqQ1tYDwvEd3gffK+0klTep2m8FohqUPSDfE0RBMQi8t+Q0fKZMTlsXaf1Gp1FkJxUa4RgbNQlhY7hLdC31vQ/brkDWsalB0KJfNl+N8HlTD2B4YBgwNjpzCMjPLqcRFdezInvV4d/GBYL7cAACAASURBVHaos0hqjsuQyK4tIzm7NrMcWTZvVLPlRDYrtvqIShxDIrwf6iwnk7nUhLFkdjy5DYd3npbgdIq8+nwyJk/ObWfl1usbvu3zKblVKBSKgwwlxhOBrxC+9Oudp08AtK2D1svAF4SK74JrNtx+LXzkFCi8DnDB1FukBu6WH0l1g9hqKeg/9Tq4aB5YLblo8cwuibgdYVaOCG6HhlUwsANKrGBPg1cTgUnYIKJBOAWtBlxyLnR+T6LJGSfs0GHJd6G9U7ovHbkItj0F1s0yC584bPuqKb5B8wcyTOFNSNAv4xKxdTSAbsCOKRBOQiwJaZscR2Mo/9MRyEluSeEI4S2WpbNQouj5GAYEG6B7DbQ/AgObZJ/dD8XzTBk+Ujp4fVjIZGCwf4Ts9sFAT17lhi6Id0s+ri0lkd2s9HrN2sqTNZFdZ5qhtqw2O1g9Ir2axWwWMlJqC0bs28Pyc3tKdmJZby/09Um3v3BoeMpCODQ6whuPj/+cmjZcYP1+mDRJtvNldtS2V6UkKBQKxQcE9dd8onC6xz+WScPq+2D9/8Gx3VBwJTjOhpu+BJVTYPK74A2C5RLACQ3fk8iZXgm27VD0LbjjTujdDouXQ8ALr/4NTksDlXDYBfI66x6Hzi3gsENxEgLI7WsDCNkhaYNIUNINFm+BN3uhwiMRb/spMGs5/P5/Zab4zDnw2n+Dq1caSXSvhIQbkhokMhBLSGpDxg5pp6Q/oIG3F6oHoX8eaEdBSV5kN198nQV7lqubGISetdD92vCosH86TLtAZDgwXSYavp8xDInIGzEZqYhMFhzcIWIb7pER7YNYH8TMqhqJQbBkwJIevnRYocoK9RrYdbPBRFZ2XfKly+aTnHR9jHSFkft03769xpkMDAyI7Pb1QZ8pvr290N83fD2RGPs57Pbh0dmKit2TW/d+TM1QKBQKxUHJXomxpmlfB65A1Ott4BOGYbyXXq0fXII74KmboX09nOKEqqPA/lm489eSw/nxy2DHBdK0o+4a2HKD5MXWfAuaLpJ6qd7L4XeHywf+NT+Du38GNTvAqUP9p+TDPJOBf90hk9LKqsH5stRldQEZGwzaJFUhnIHLSiFigUYXTNkhbacP/YY8xxuvwOFHQtsNYHtJGlIYy2DzRnCW5eTWly+55rrDBtHvgT4fCn4u0cX3Sn5UuHsNDGw0o8K+vKjwvAMTFTYyIq2ZGBhxGRlTZPPXh47H8vaZ2+mISG18QKQ2OQipsNlkIyEjmYR0avQtfE2TCGWhDax2sLjB6gebV66P3SedBJ0BOaY7JR93pPRmJ67p+6G7WjKZk92s2Pb2yhjoz0V+B/rHbubg9UJBodS3nT1b1ouKZAQKpIlDVnDtE9wNUKFQKBQfGt6zGGuaVgV8BZhjGEZU07T7gQuAOyfovb3/2fQiPHeLiM1HL4Kae8ByDry2Gt56Cc68DHpvBW8YjMug/V4Ir4fab0Pzn8Aegoqb4Bc3SZRw2YngccHaR2BpGqxlMONj8lqv3Ac9TVBUCsUOCKSk9bMVCHollcHeDzUWqDsGnq2GqStEXovmg2sBbN4Arq2wcAD6/g04YOqfYeWdUHwYLP/xziNqg7dAJgiBa96bFA9FhU0ZHooK18O0/5LJc3sTFc52s8sEJR0ku0wPyH4jmhPXsaR2SHp3MpnKyMhktGTSXCakFmzCMCtmpCCaglhKJhamdXNYpIayzRRaR0AqZbiLwFMMnhIpT+YvB1+ZVNDQnNI45UBFOQ1DJkKOJbv9/RLtze4PhUY/XtNEagtNya2dNlx2s+sFBUp2FQqFQrFf2NtUCivg0jQtiWSytu/9W/oAkIzB87fDumegYiac9t/g+T1kPNC/GB78NtTNhUMMaFkFcT+UHgLdz8CkyyFTDOlHwHU4DBwKD35Juj194xq49xdQ3QUuG5QvBN9siIXh6Z+DTYeSKcBb4APsQNIKYU2aIUwC+qaA/2rYcAacnQBvLfiPh2QHNH8HFjdIGbP+NBRdCt0RiHbDwq/uXMAS70DsaXCdA9a63btOhgHBxryo8Ia8qPCRIsLjRYUNwxRVU2zzRXfU0jyeDjJutzjNCroLNMeIesYBsJZDxioyG0tDNCmNPSJxGIxCKAqDYRgIQyhmiq5dcrdTuqSM+IrAXwiBIhkl5jJ/nzdwcDQ7MAzJ2e3tHS68+bKbTXMYK53BZstFdKur4dDDcvKb3V9YKFHeg+HnVSgUCoXC5D2LsWEYbZqm3Qy0ILWW/mEYxj9Gnqdp2meAzwDU1NS815d7/7CjEZ78KfS3w1Hnw6ILQWuB1L9BuwDu/q0I5vkXQetXwR6B9FKR4uKToOxceOVc8GZg8g3wjR/KLfelx0PAB289BEemwTcJqk6S6OmTt0J4G5SVQtVMMJ4GC5JG0VcgpcvKQtKj4qhn4Zm/Q30TFBaDvQJi3dD9JQivg+AyiLUBAZj6fXju21A8C8oOH/9nNhJSs9hSDp6Ld359kqHhUeF4v+wP1EHtGVBYD+5iMEIispEnYTAb1R0hvMY4OaaaLrmwFr+Ira0aHH5z25w4ppvbFj/EdNjeMU5Zsk5Zj45RU9ZiNcW2BAIzoL4QAsU52fVnhdd/cOSuplK56G5+/u7IXN7x0hk8npzYzpw5XHILi3Lyq3J1FQqFQvE+ZW9SKQqBs4FaoB/4q6ZplxiGcXf+eYZh3A7cDrBgwYJdtGF6H2MY8Poj8NL/A3cB/OePYPJcOZa6B/DAC2loWg8XXwmh+4FNkHJIDVjf4VD9BWh9BpyvgOdkeKUPVj0novHFb8FffgU13WD3QEk9FB8NjWthzQPgdYGvFCw7RKqtmLfnDfBEIQGsmwGLiuCFX8F5mpRsC2+UCXSZxfBYDC6qhNhKKPgUtL8BkS6Y98Wdi07kfinRFvihRFzzUxZSAxBaD31rYeBtiDUDSaljW1QEDh/YHUCjjEFk5KN7clJrLQa9NlcZQc8XXlOEdc/47zeTgfZmaN4ITf+CrRuhc9vwc6w2kduCYqisgVlHDpfd7LrHd3AIYCol0dxshLevF3p6hq/39UqFhpFoGvgDOcGdMnW07GaFV6UzKBQKheIDzt6kUpwINBmG0QWgadpDwNHA3Tt91AeR6CA89VNoXgv1S+CEL4PLJ8cyjZBZDf0nwBMPwZHLoA7Y+iLoIUgXgLsOar8j0tZ6LRQ5ofBbcNU3IRGCo46WW+/rH4a5BlQcKZPd7HXw96+CNSKVKKoXQeLXUhHNDYQ94AlBdxJ6gOOvgb9cAzO3Q7Udwg2gz4HKX8Kzb4DtefCvhGgR1HwO/nUtFE6HinkSsU115UVszQhucisk7wUqoet2OZ7qg0S/OQYgY+bk2jwSpXZNA+fkPLENjJDbfOn17V1t22C/yG/zRnO5Kddy2OuHKTNh4XFQXQeFpSK8rp2I9f7EMKRCQ2+e3Gblt7cntz84MHqCnq7nIrqVlTDnkOHpDNn1QMDsKqdQKBQKhWJvxLgFWKxpmhtJpTgBeG1C3tX7DZtT8opP+CLMPWW4VGXukfq9d74DvgI491Jo/iYY7WBPgHEo1F0tdWLfuRV8W6DwCnjgn7D5bXC74NNfh7/+GqZ0Q7oQKouhaBGs+BP0bwOPJjV8Kyrllr8FsGngTkv6xLoMlHpkAlTyPjg2LtUmMpVQ8mNw1sPrv4Wl/VIRw3chdG+CcCcc8VmIb4KO74yedKZpoDeAloTMFCkhFuqCSI/k5FrKwX8iFC2AosXgqjZzePeRdKZSsG2LCPDWDbLs6ZRjFgtUTYNFJ8LUmTJKKg6MABuG/FuMF+HNCm9/H6TTox/vD0BxsYy6+twktaLivMlrKn9XoVAoFIo9ZW9yjFdrmvYA8DqQAtZipkx86LDa4GM/GS1ZmQbIvAKvV0B7B3zheui7H1I7wL5NWkHP+Sk4yiHcDf23QmkpRM6Fv31DSnfNPQwqyqDxEZgJ1P0nGK0QK4U1f4HqSdCxCWb8BzT/CioBPzIRL5iB1y2yXT4Feq6GKYMixe7TIN4FjnmSUxpfBVUDEC+HGefDK7dBQR1ULoDOq0F3Q8mXc1HdjAW674J4I+yohYEu+Zn9c+UxJfMl71bfR9FIw5Bc4KYNuYhwS4NUggCJ/NbOgmVnyLK6Tmr37mtiMZHa8SK8Wfkda9Ka1yvpC0VFcNjhIr5FRbl9xcVSoUE1k1AoFAqFYp+wV5+whmFcDVw9Qe/l/c1YkcfMPRBMwsNtcOy5UKlB47NgbJEJcYXXgXeWnPvOjeDvgdJr4ed/hs42qQv8iS/DI7dBdTckymDWTOjpgBXPQlElxBvA5oLqxRD+tUSLi4DtPuhOQzAMCzTQO6GrGOxO8MyARC84jpJyX2sfh9ktYCkE2wIY7IPQdjj6fyC+EaJrofATkCo1G2ysgcE3oeItSBaB63ioXigVJByF++b6JuIivlkJbtog3dxAhLe6Dj7y0Vw0uLBkgl8/IZPTspHd3jEivH29Ur5sJE5nLpo7c2ZeZDcvwqtyeBUKhUKhOOCo0NO+IrMZki/DM1EongunXwBbvgGZXnC2Q9ccOPYKObfzXcg8DN56eHMSvPUXSEbkNnl1FTz6CNRpMOe/IfgadBkihadeCM88DVOWwKafwzQDyoGoBj1FUg3jkIzk6DZOh8E5cMwzEDgaBl8F51J5/Y7fgS8DiXKoPRPeuR8CtTDpKOi8BnDC249B5I9yvr8Waj3gPBRK/wi2SRN77QwDujvMaLAZEW5rylVKKK2E6YflJLiqdu+iqNEotLYOj/Lmr483cc1my0Vza2th3vzhUd7sumsXrcIVCoVCoVAcFCgx3lek74HmdnizBr78Teh9BEJvga0F4jao/JmcZxiw/looTYD/K/DneyAcBD0Dl34OHr0NJvdAtAoWnwivPQybkrDok7B1hbSbrjoOLA9Ipzs70BAAZwv0ZiCkQaQApn4aGm6RSGrKLjV6HfOh7xWwvAnGJKnXm7LBYBss+Y7kFkdfh9QciLwLc74IZYuAdRD8CXg+NzFSHAlDy2YzN9jMDw6bIupwwpQZcOJ5ORH27UW3u0gEtmyBxgYZDQ2wvX345DVdzwlvduJaNqe3MC/C6/UeHJP0FAqFQqFQTAhKjPcFmU3Q9xSsssLJn4BiC6z7P0j3gSsMzfPg9OPk3IanwfNv8C+AhzugpwsGe6F6CkytgRWPQo0O866FrpXQ0QzO42HxmfCbG6B0OnTeCnPT4ATSgEWHkAFPAMt1cC6AmBPqd0DgAoi/A44F0uti8w3SHjrggapTYcOD4J8CVUug81rJJ+6MQaAeqk+VMmx9vwNrPbjO2vNrYxiwvUUEuGmDpEV0tObEtKIaDl2ck+DKmvc+iWxXElxUDPX1cOxymFor+d1FReD3q4lrCoVCoVB8CFFivC8I3QFb2yB+Phx7Nmz+EkQbpZrAoAMmXymRxkQEmm+EyTZIXgor7pSmEeko/Ncn4YnboaofolPh2Mvg78sg6IAzr4Q1d0q6RdUUqHkhV6Jtmw36NWjWoSAtEddFV8GDP4djXOCZDwP3gPMY6P0LDDTAjgKoKgS9GAZbYfG3zGjxGvCcAwMPw4zL5WcL/9Fs+3zt7rV9DgXzIsFmubRYRI55fCK/Ry6TCXI108HteW/XPBKBxsacBDc2Qntb7ni+BNfVy3pBwXt7LYVCoVAoFB9IlBhPNOn1sP1h2DAZLrgKuh+B7ifAPRXSrdBZB2eeIee+fRcUNUDBmfDrlVLdonUzTJoM9dPgtW/BJA2Ovwk2Pw19jVBzAdTMgYcuhikuqLwfrIaIcRRomAfOtdCUgcmaNALpC0D5BvBNh0SfTLijDHp+CptsMlmv/BjY/CT4qmHy0dB5nUSLw6aoli+FxNsQ+we4zgXrtNE/eyoF7VuHp0R0bZdjug6TpsLC5VI7eOpMKJv03lIRwuGxI8FZikugrk5JsEKhUCgUij1CifFE0/AD6IvCnB+Ax4A135N83sK5sH0jlH9RauoOtEHf76G2ADYdBY0PQUERRAfgii/AP+6AyiCEZ8DCM+CuU8DpgOO/B+segspGmJ0GSxwGgGKgxQKWAYinoBOY74aKkyUvuTYMZZdA+Cmwz4cdv4dwUiLLR7nAXg3BlbDomxDfLNHiwsthw8vgr5OGIn1Xg6UCPBfJzzrQmyuX1rQBWhsgaZYh8xdKFPjoU0SEa+oler2nhMMS/d3SOL4E19fDccfnJDiwFznICoVCoVAoPrQoMZ5I2p+ByEoInQjHnwxvflRaIs/6CXTcCNsnw5nnyblr/xdKO8Hzcfh/z0D1VFj9PJRXSLR4w/fBrsNpv5BGHkYT1J4stZF7Pg+zohB2gKFDOgMWA7aUgr8J2gwIOKCkENyLIH4D+EvBUid5ztggth6aZkHhepi0DJpfBl8VVC8zo8U+sB0FA3dJGsXgn2FwE7SeBZt+KSLc3y0/i8Uq5dKWngZTZ+XKpe1pNDhfghs2iwR3bM8dVxKsUCgUCoViH6LEeKJIJmDjd8HvhiW/gKYbYHANlF8kXe5CvVD4FbA7oG0N8BgUVMHTXqnKUFEF4V648Mvw/B+gLATBuVBRA8/cDHOdUBqC5s+Dtw92FEI0Bj4dKtLQj9QUphM2WuCQAnAXQ2MIpnZA4DKIvwkYMLAaXIfC2negxg7+2dD2OCz8OiQactHirjXysxk2WPt92BqA11ZAURnUzckrlzZNSpftCVkJzk+HyJfgklIR3xNOhGl1SoIVCoVCoVDsc5QYTxQrboSyFij5b4isgfbbwTUDpn0bNp0MrRXw0YshnYI3fw5TQpC+EJ56CY5ZDg/+SWRw5nRY8WPpXHf2L+HvN8OsFqjoB70d4tugzQEbPXBUBNKGVKN4yw6OJmkBvb0ETrKDbxa8+XeY7YCSS6H/p5BIgmGH9FlS4q1wCmxfD95KqDkWuq6XaLH/DNj4ffBPgyeeh8JKOPJGOGeepEnsCaHQ6IlxSoIVCoVCoVAcZCgxngiCfWDcB4GpUHAcvHMFWFww6zYYvAeCO8BzpVRhePdv4H8VCmbCHR0QKIBoXM655ApY9QcoCkH/kTDwKEx+Cio0cNaADmzPwJpiOLIPMg4ojsmku1YP1PXDO3aoqYBAN1iPgILfgmcOZHRINEr+cdEn4F9rwDcgZdna1sKCr0JyC0Reg8LLID4I/RvBehRsfAUu+CEcdsKur8WuJLi0LCfBdfUySU5JsEKhUCgUioMAJcYTgU+HY2aDfhJsvEbyeGu+Bp5JsPluaC6Bky+H2AA03gozNWhdBBvegEs+Bb+8QZpHzJwOq38uk/NOK4P+e8A/ExgErwZdUXjNAu4EFABJA/wGrNPAHpL38loZnGmA0w/NrVAUhYpPQOwFiLeA9WQoOg8aTwaXH8L94C6DKcuh60dmtPij0PKUdJpb+Q5MngZLTh79c4dCkgLR2GDmBTdAZ0fu+EgJrq+XGsEKhUKhUCgUByFKjCcCLQDO38LGqyC2CQJHQdWnIXQn9HWA/knJy335FihrAM8RcPNmmD0XmpuhvwPOvRDevA3mhsEdgIEtsH0eLF8Ikd+BfiKsXgdh4Igw6EVQ0A5JYJMBlWnosoN1EpQGwVkG21+CylLwng5tJ0PGCVVfhx3bILMeCo+C/iaY/yVINkHkVYkW6y7oXAV9KeiJwNc+K3WCd0eCTzo5FwlWEqxQKBQKheJ9hBLjiSCThC03Q3g9OCZB9ddAS8COP8HWAlj2CejdAt33wCFeeLkaQk1w7gVw5WehxA/z+yC1GtAgfQK8HoELzoXEjaBNhqbp0LMCSpPgt0HaBSUp2AKkLZJnvNoHC6eA+2XIzIfKZ8F7OURelkl17o+Baw48+11pOe30gt0OU08YHi2OdkHXW7BxABZ8DEJJ+PZlkEzKz5svwfXTRYJ9vgP4D6BQKBQKhUKx9ygxnggyMUgPgsUBRSdAYAlE7oDeNoj9J0yqhX9cBZM7QVsMDzbCGefAy6ugqAkuKIb0gxDNwNtHgDUJi+vB9QB0A85LYP3DEIrC/BRYa8DSKi2dG4ACi6RVbK6FxXFw2aG/FQqtUHUFtH9RmnqUfg8yKdj2BGhFkArCYZ/PixZfakaLn5Y2zbFpsOwsuOY6KSN3xWeUBCsUCoVCofjAoh/oN/CBwOIFRyk4yqDqc2AMQNf/gy1+OPrj0LwKjH9KHd6HNGnkcexcCP0YzoxIlYfGCLztAMd0qInBrEZI+aTBR3s3dDZDZRL8DnDMgrIwbMds7qHBNidMmQ3OVrB5wNIA9sMhtE668blPAFsFtK6ASAd4iqScW+1J0H8f6F6JFoNIeFcMjr0E7vgDJOLwre/AEUcoKVYoFAqFQvGBRYnxRJAagEQ7VFwG9hKIPwg926B3sXR/W/tbqA5C73R4owcuL4WGz4C7F7oXw4tRSKYgWA+FLbAkCq7DIDQNLCWw+RUI9sPMDNjqIPUq6AY0Ah4HkIF1ZbBkKjgGADu4klB+HvT8Vipk+C+U9/rmHyGpgcMKM/8TUs0QeQUC54DuhnAHbHkB9GnQPgjr34Uvfhmqqw/c9VUoFAqFQqHYDygxnghsBTDzFig5AzID0H03bPbAksvh3YfB/zb4y+DZzXB+CxSsgxci8Gg1+JeB613osUONDkcNQtFS8H0dghtg0IC2RqhKgM8JRSdBYTv0ImkWRTYI69A3C8qjIsTJbrCViPRqXeCYBs4lMLAJut6EtB1KpsC0U0ZHi//5a4hFYfLp8Njf4dTTYdlHDuTVVSgUCoVCodgvKDGeKHQHaDrEH4CeFth+KNTNgE13Q00YOjpgSjPUL4c3jocnkzB9HrTeD7YUuH2woBcmnQZFV0P/m5CKQtMW6A9KtNgxB/qeBUdGJt1hBWccmvyw9CMS+bVawDUIrnkQfhWcheBcCLoPmh+BgT5wesxocStEVkPgPyRaPDgA7z4I9knw+Csyse5TVxzgC6tQKBQKhUKxf1BiPJFkBqD/L7DBCQsvgTdug9o1YO2HTVHQPwFVP4Z7ngKPC2ZUgXez1C0+KgXlJ0L59SLZvS9LneCtHTAlDF4HlFwArjXS0GMbUGCDDLB5GiyeBtYucEalhbMjCvZisDrAcQzEe2HLkxDJQHENTDsV+u8F3ZOLFj/2W7D0QXsB6Dpc9e09b/WsUCgUCoVC8T5FifFEkngYulugeRpUvAP6rdKZ7p1J8NJxcPoP4LFHYcdWmDELuh6BshTUa+A6Eup/K1KcikDPamjvhcEIzEiD8xDYcA8UpCW3OK2BLw19TiiYD9Ydkl9si4KjBDIJ8B8CmgWci2Hb49DXLtUrFnwS0m150WIPbNsC6x4ErLDFCl+9EsrKDvAFVSgUCoVCodh/KDGeKDIDELwfWmKwdBA6fwt+C0TnwP2T4aLPSCe5v94t5dRmlENdE1QC4So48i8ixQB9r8HANmgehNoIeGxS27j4dWnosRVw28GWgc2lcMqpsGMF+BKgGWBzQuAMyGwB26FguGDbU9ATBE8lzDpLuurpHvCfCYYBf/0d2DqhxwYfvRQWLjxw11KhUCgUCoXiAKDEeKKI/B4GXwVrBNxuGCiEwBT4uw1mHAlHL4PH/w6dW2BaHXgegto0NLvgkD+Apzj3XJ3PQdd26LHA9BgwBdY9BRVJaAESOvgMSFpg23RYMB1SW8ATAasuucgFx0KqDZzHQOcL0LMFQgmY/h+Qbh8eLX59JWx8CfRB8B4BF118oK6iQqFQKBQKxQFDifFEkGyBgZuhJwmpc2CzH6qBNiu8E4BPfA6iUYkW23U4JgqHdEGrDsELYc7y3HOl49D8GOxIwIw4uDRonQz1WyUa3ADodvBmoN0Li0+H3nfA0wGuBKSLofzzkHwdNA3si6HlUejrgpgTln8hL7f4TIjH4IE7IN4Cdjd8/EeS86xQKBQKhULxIUOJ8URgrYamE+Af88AzCzxbweuEv2lw6jkwuRqefBzaG+E4D0xbBQMGPD0Jrrhp+HN1vwTdW6DLA3VBiPihNwVTB6EdiOjgMUDXoKEKTj0V2l6EkgH51/SeA97FEHsRbIdAsBX63oWeEPgWgDsMkX+D/2yR42f+Cm++BmUGHHIsTJpzAC6gQqFQKBQKxYFHifFEEIvAEwmYtATaVsD0DKxLwmAdnHsBxGLwwD1wxCAc2waRBDxng1O+Ab7C4c/1xm0QicEUOzjT0FoFCxNgScJmAwwrBNIQtoH1aKipgNBLUBCDcAFUf0vKsKVaJY2i9VEIdkCvDodfAAP3iRAHzoLuDvjzbZBJw5wymHP2gbl+CoVCoVAoFAcBSownApsD/uMzUBiGim4RzX/44JIrwOWCp5+EwjVwWgx6g7DRgN6ZcN4Xhz9PPATbnoEBN0zdAQNWKDkdytdBnyFNPSw2cBrQVACnnAUdb0DZZrAYoH1cGnvEVkkaRWYabH8e+qIQqoB50yD8MvjPEjm+4yfQ0gwfORQqKqH8mANw8RQKhUKhUCgODpQYTwRWK0wKQHQ9TM3Av5NQejQsWQrxOLzxMzi+V9Ii2mPQ4IILrh5dI/j566VUW4UfbDHongFHOsEehE0AVvAlAR2a62D5ctj2TygPQtgJs66X54mvAttsaH8JQtuh3yZpFNYVZrT4bHh9FTz5AFTMhI9Ug68WPFX797opFAqFQqFQHEQoMZ4I0il49fcwNQIDEVhdKRPuNA1e+iEc8hZ0FUNjJ0Q1SC6BE0akLSTj8O5dkipR3AlBGyz/X0jfJU05thmQsUBBRtpHH34eOOyQ+iPYM9B/AtjsUokiuRVsC6TTXTQN7R5YNAvCL0m0OG2HH34NDAv84DoIN0LF0gNy6RQKhUKhUCgOFpQYTwSpGJSXQFkMVmqw7EKZcNf/IET/CFvssLUIfFGpWHHeV0dHi5/4FTj6wO8CexySi6EkCa4W2KxJpQirBWwGNJbDaWdA++NQ0iZl22pvlOeJrZJlXwL6t0DMESvF1gAAIABJREFUB8FymNkmbZ/9Z8FN34PtLXDJV6CgR85XaRQKhUKhUCg+5CgxnggcXpjrhLZ+2DpXJtyF/gZbb4J3DHi1DorWQUgHy3I49pThj4/H4LVbwaZBIAgRJyy6Djp/AKk0NGmQ1qE4IzWMU0uhtgZ23AyeNOyogspDzOdaBbaZsOUJSCRgcCpUucG5SaT4lTfg8T/D9MPg01+DjlXgm6rSKBQKhUKhUHzoUWI8EWT6Ydtz8LIfzv8CpJ6G/jvg1Tg86YPJHeBJweYKOOtScDiGP/7Bm8DVI2kSNiC5EEpKwfm61DpOGSLG/jR0OuHEi6HvQdDehowG1nPleVLbIbkFEuXQvRasVbAxCUvTEi1OL4Mffh2cdrj+Vkj0Qv96KFdpFAqFQqFQKBRKjCeCQQ1+VQKZk2HuDgj+HtrL4C86FDmhqg36bOA4Bo47bfhjgwPwyl1QmJIybMkAVF8IbTeAloCNVrAAHgdoGdg6FZbUwY67wBmBQTvM/oI8V/wlWbZsglgI3MvANghVveA9A667Hgba4KLPw5Tp0Gmer/KLFQqFQqFQKJQYTwg+H5z3Kbi4Fgb/CPaj4Q8pqTBR3QLODDTWSrMPp2v4Y++9Aezdkk/ssENoJtQuAu1R+P/t3XmUnFd55/HvU1Vde6/qfdNuybZsrZaNZRswDl6xA8YxgTAGkvgk4xAyyQxDJuvJ5MyZGWYmyUkmZICQgeDBELADCSbsDpZwa2vti7XZkrql3velumu588dbcq+WJXX1hn6fc3Sq6tZb7/tUlbEfrn51b7sPBjOQNKgABg2Wfwh6/hbSF8HS0F8P8VXeuRI7gAo4/1PIq4bWAljXDvnl8M/9sP+HsPZm+GB2mbiW7YpRiIiIiGSpMb5SLgWZAUh3QLIJRk/CyCFI7IaR7bD1IuT9E4TvhkOb4fRxKElCfR+0xSC6Hu57z8RztlyEQ89B8QiUAq4Sgpug92sQHITXYkAKfCEIDsPFGNxXA8OHYLQXMkDRL3irX6TbIHkSOgZhuBtWfQjONMCaJHSug//3LBRF4Vc+CdEYJDoVoxAREREZJzDfBeScc+AS4IbBjXi3mUuPE2N/MuMfZ+9nJj1+Y2wYSL31tSNvh/zfhK/9W0j3wLKLXmb47Cp49BGvIR3vS38Mvg5v7eNIBM5Wwc3vgqFfBfPBhQz4HJQWQqYVhm8F34uQVwuJH0BPGG551DtXYofXvJ8+AHnlENkK1X8N4WL4y/1gvXDnfXDHfd7xrdnVKxSjEBEREQFm2BibWRHweWAd4ICPOedeuaIXOwcksw3qyLhmdHwjO248M6mxfeO4yU3vyNW8A7AwWMS79YWztwVg5dn72efe+BPJHjdp3BcFXwn85CU4fRiKe6B+BFqKIbIK3j1p3eITx+C156HYoNqAKhgsg7wTkNcNZ/Ih2Qc+PxQNQ5fBXavBdUEyCr4kJJdBbL13vsQOGEhCXxfc8FtwfAfUdMOuamhvgfoa+IXs2sqgGIWIiIjIJDOdMf4L4F+cc+83syAQvezRybPQ8tRYM4u7iksFs01qaFwjGwEryj6ePD6+aY1MbGzfuB8caxRzIZOBr38VMhdhZS/4fNC0Eh56EPILxo5zDj7/25A3AGsiEDForoH626HrM1Do4GIRBHogWgKuFwbjUNECxU9A859AwqDqPeALZuMdx6HpLPgL4ZZfheMPQwj41wyUheGuB2DFjd71L8UoVn0od+9dREREZJG75sbYzAqAe4CPADjnRoHRy78oBOHN45rTbEPri0xsWic3wBb2ogUL3U93wIm9UNwNtSm4WAmhGrj/vROPe+lF6HvZy/wuGwUrg84YLA1AqAnaC6G1zWtsa0q8ZdXql0CoFmJVkGmBoTisfrt3vsQOGG6Dth6o/xh0nYbQCdhTBJUlEPXBYx8Zu75WoxARERGZYiYzxiuAduDvzGw9sBf4hHNucPxBZvY08DRAfX09FP3mDC65gDkHX/sKcBZWJSATgAsr4efuh6LiseNGRuC534ZIBtYWQ7QF+lZCdAn0/j1UOuivAzvo/ejO1wb4oKYGKp6BC38EoynwL4f4luw5d0DnRUjFYePvwE9+DfqHYOhe8CXg/o9AYclYDa2XYhS1c/f5iIiIiCxwM5mGDQCbgM845zYCg8CnJh/knPusc26Lc25LWVnZDC63wDW8AidfhuIhqMpAWy0El8BDj0887vP/CawJSiphaS9YAZz1Q0UdFL8KvXF4rcv70V5lNbh+iOZB1fsgVACDu6DXD+VbIVgB6U7o/ym090P1/ZDuha4fwuFiWFIA5dXwjnH55jdWo9AW0CIiIiLjzaQxbgKanHM7s4+/jtcoX3+cg+f+DmiC1UlI5kHLctj2LigpHTvu1Z2w++8hPwL1Ech3MLwMMkEYeRFCGRhZBZ0t4DMoBIIZCNdC2cdg4Osw1AOZOBTf7Z1z5KfQdxr6w7DpU/DtZ2BwxFsho6cd3vsrkJc3VkPrT716FaMQERERmeCaG2PnXAtw3szWZIfeBRzNSVWLTW8vtO+GklEoTUPHCvDF4KH3jx0z1Auf+y0Ij0BZFdT1exnq1jjEl0DZMRjMh1aDSApihWDNXrZ6xX8AXwA6/gE6gXjFWIyi99vQ3wdF74SGlyCzG85UwMAA3LgJ1t02sdbW7ZC/VDEKERERkUlm+ou2jwPPmtlBYAPwX2Ze0iIUAPJ9sDoFo0ForYO3vQPKK73nnYOv/Qm0nYKyUihNQbEPEqXQmwH/AS9znFwOJ056MYraCgiPwkAB1H0Mkj+G3rMwEITCeojeBOlu6PoO9Aag5Bfh8P8Ay4PzZeAPwOO/OnHVjUSXNvUQEREReRMzWq7NObcf2JKjWhavjIE/BcVpaF0HBOHhJ8ae3/OP0PBtiEehMApLByEvH1riMOqHypPeD+eGCrwd7QryINzs7SkSe8Jby7j9/0HbKMTCUHwXWAB6vwOJNuA2+PKz8PZeOFYKw0l4+3ugYtKscOsOr0lXvlhERERkikWwBtoiEIvDylZIhKG9GrZsg6psU3rxBHz7L2EwCdX5UDwKZTEYikF3EkLNUJiCZD0cOw9xB7VF4B+EtjCsfRIyR6H3AFwEioshno1HNP0FjBgcWAZ1R6CiBnYMQ2UtPPCBqXW27vBiFPG6ufpkRERERBYNNca5cOEYDCWhf6M3y/ueJ73xxCB867/BhTZYUuj9uG5ZGiJV0GfQa1BzDiwGoxXQdB5CBkuGIQn0LYfKLTD8TejoBBeFSAnENsPgWUgehq4iONoMd8XgWBwGR+GDH5+6/XSiC3qOKkYhIiIi8ibUGOdC3Tp45gR0VsDG26FumRdZ+O5fwuvHvYhElYOiJFQUQrISBhOQbIWqUcisgeZWCI5CTRBsGC7kwcp7Ic9B94twJgClfihYD3klcOIPIZOE7cXwaARKq+CFk1C3CrbdP7VGxShERERELkuNca688hIkRsZmiw/8Cxx/GTqDUJcHDMFKoPBm6GyHjmFY2gn+KAznw9HzUA6U+WDIQV8x1LwNUt+D7hZoDUFRCArfBiP90P9t6DdwG2AjcCAAvQl4/Onpt7lu3QHxesUoRERERN6EGuNcSCTguy/ALZth+Wpofx1+9DlIRmEoAKVDUJKGimLwrYf+Nujp8baDduuguxf6e6DO583qtgegYDlUboL+5+FMGor8ECmC2BY4/BkI9sDpCviVlZAGvnESCsrh/vdNU182RqG1i0VERETelBrjXLnvUXj0AzCa8HLF/hCcScENYRjtglV+KFoHfYPexhtVQxAKQ7ICTrbA6gzE/dDvYDAOxcshvxd6XoXTYSg1iNaAvxpO/U/IADc+A4H9cCTP2/nuzocgEplaW1t2Uw/li0VERETelBrjXAiH4dEnYdVa+MHfQFczsALSI1DYDiVAZTHkPw4tP4GOAViTBHczdLZBazvUO8iEYDgD/gqo2gLJF+FCH6TLoCANRXfBdz4NhZ2QroQbAjAwBD/ohnAx3PnO6etTjEJERETkLakxzqUjP4YjP4S198HuQ7CxBAZbYE0ICm+C0XzoOANFCYiHgVvgYjOsGAa/D4YMBkJQUAVVy6H3x3A031ulIhqFoWo49hko9MGKD8LAS9CYhkQACithw9apNSW6oPuIYhQiIiIib0GNca50NcP3/xpqb4ZjnRAJgP8MlPi82eKCJ6F9B/S0wUoHbiV0nPd+iFcJDEchOQqZGsiLQnELdHXAxRIoSUGwEL74BagbgPxyCASgswMOhCBe7s1WF5dMrUsxChEREZErosY4F1Kj2VxxHqy4Hw40wtYq6G2CG2NQcANE7oFXvwrhFCwJgv9ub4voykFIGaSDMGqQvwxKb4DkD+GoQWUlRIfgrA/YD7VhyF8L/Y2wNwW1t0JXn7dM3HRad3gRCsUoRERERC5LjXEupEYhXgIPfAL+8QUoLYaR/bDED1XZ2eLug9D1GtQDVMBABtIXIJyB7iAwDMNF4DeojUP363BsCRQMgCXg8DmoNyiNQmAJXLwIZ8ph6TpvebZNd0yt61KMQrPFIiIiIm9JjXEuhOPw+B/BhX449xq8rc5rbG8uhPhKiN0Hez8DkWEoD0DgQbjwPQgloN8HwTC4NERuBV8ASi5A0zAEVwNN0NUP0QzUBiFaBn3n4IDB2x6HM6ehogpqppkRbnvFi1EoXywiIiLyltQY58rICHzt72HlCuj4V1iSB1VFUPAEpFLQ9KK3+52vEDIrwXcWhh30+iGYgqEQlK2EwiCMnoJ9EVhaDIOvQSoAZWEoDUMgD5o7oP0GePujcOygN1s87aYe27Mxivq5/zxEREREFhk1xrny4gvQ0wV31EDXGbilBGLLIfZz8MrnIK8XKv1g74aznwfS0OyHWABcElw9DLXBUj90dcPZajj1CsSSXkwjmoGSkLcRyPEoPPg0nDzuNd2bpskXj3QrRiEiIiJyFdQY50JfL/zTN+C22+HMN73Z4upiyH8/JDNw4HNQlwZfFCLbwE7BxSAYEPGBA2rfDW4QCttgPxAoguSrUByHjIMlUfCPwsUhSG6D298FjQ2QXwCrb5xaU+tPFaMQERERuQpqjHMhvwB+/bdhQyl0noH15RCphfjPwSvfhtDrUGmQ3gpn/w+k0nAiABGDvCQkCiFeASU93vbSu0Jw9iDUBCBo4PKgIgbDXXC8FN77CUin4cAe2LgVfNN8jYpRiIiIiFwVNca5YAabb4NDX8rOFhd5s8WjaS9GsTThZYNjd8PIUThbAOEkxHzerG5sI/S+BjVJeC0F+7qhwg+1fhj1Q7QYghehKwUlT8KyNXD8MAwNTr8axRsxim1z/1mIiIiILFJqjHPl4PNetnhjNYSrIX4/7PgW+I5BfRpGlkHLt7wf3J2OQlHaW6otFYDVT4A75q1x/EIrBApgfQHkDUImAmVRGGmD12vh4V/3rrdvJwSDcPOGqbW8sRrF3XP6EYiIiIgsZmqMcyGdgpf/zNu4o7oA8h+H4VF4+XlY0wVBH0TWQf8puJAPmWGIAoE0pCsgGIclbXC+DxpG4cOPQ7gJcGBLINwMI2mo+h0oLPGa3r0NsG4jhEJT62lRjEJERETkaqkxzoX+VhgZhE11EKqE+APw8guQboalQ5CMQV8zdCWhpxSKhiHmwBlUPQg9+yDeC9/pgRW3wtpiCLSBPwLREsicgY4auOfD3vXOveZtFz3dbncj3dB9WDEKERERkaukxjgXimrgqT+D6nxvtnhw2ItRrO2AwgxYLXS0QG8IOlKQn/JiFMk4rPx5GP0+dPfD/ij8xu/CqX+EWApcAQSbwWWg5pOQl+ddb+8rXq5549aptVyKUWiZNhEREZGrosY4Z16CvDKIPQAv/QOMDsOKc2B+GC2FpiHIVALdEM94S7UFloMvD/JOwsk8qNkMq5fC0D4I+oEC8L0GqVK46ZfHLtW401uiraBwahkt2yFWqxiFiIiIyFVSY5wL6V5InYf890H/ADS8CDdHoDIBiThcCELKQXcQSkYg4sD5YfmT8MqnITACx2vg3vfAkWchPAiBIIwOeatXlD/lNdgAHW1elGLzdKtR9Hgxisq7pt8JT0RERETelBrjXPAXQtXnIP9h+NFXvSjD0p0QdJBeD0cuQDgf2ocgNurFKNJl0FsF4e0wmg+9S+H2d8LJF6DIIB3xfnQXKIXyJ8au1bjTu50uX9yW3dRD+WIRERGRq6bGOFcsCN3dsOd7sGET1DbDQB5cuB1inZCuhLwuiKfB+SBvLXzzi1CXhKY6qL8BRk/AyHmI+rzZ4ogPSjZDcN3YdRoboKYOKqun1tCyIxujWDp371tERETkZ4Qa41z64VfA54fqlyCagaF1sGsPxCNwbtiLUUQz4MLQCNz6OoQisKcIbr8XGv+P92M9UmBJKC6D2L1gAe/8A/3exh7TburRA92HFKMQERERuUZqjHOlrQkafwRb3w0VL8OQQd/HIPI6hEqhtxdiCQgB3VE4nYJtaWgtgNESqA5A9ykoyDbG0XwoXA7hcbGIA3sgk1GMQkRERGQWqDHOlR88C3khWLoL4klor4Gf7IKyDHRFID7gLdOW9sGpMHxoPeQNwYEYrL8DznwTMoMQGQafD6rXgb8YguvHrtG4E4pLYOUNU6/fsgNiNYpRiIiIiFwjNca5MNALx3bBtgch8lUYMRj+IKQPQUEBnBuCggGIOujxQeQ22HoR+oDXSmBNGXS+CvEEBFOQV+nFL0J3jMUokkk4tBc2bJ0alRjt9WIUFYpRiIiIiFwrNca5EC+E//A5WLEX4kPQXAj7eqF6AJJLIDngNb046MmHX38GkkfgVB4UrISB3eCASKe3fXT9I0BqYozi2EFIJGDTNDGK1myMolKbeoiIiIhcKzXGuRLqA77izRb3rYcLR6AiH84mINbrrUaR9MGqJ6DwAAz2wOEo3Loc+s7BSAeUpLzl2eKV4ItCcMPY+fc2QDgMN9469dot2xWjEBEREZkhNca54DLQ/McQ7YPmMFxcApX9EAhDe9KbCY44b/b4tvdD4jtwDhgshvB5CBYDJyFqUPZeSB6G0O1g2S2gnYN9O+GWzRAMTry2YhQiIiIiOaHGOBfS/ZDaCQmgpwqOdMCKALQHwPVB0SjggyW3wZIeSLTD8TTUroJEC3S3Q/UoBKJQcj9k+iE0LkZx+gT0dCtGISIiIjKL1BjnQiYJqTZoCUF/IURHIT8M55KQOQcFgOVD9YOQ/h60jXjHlo9CsAT6dkEhENsMNIGFIbRx7Pz7dnorVazfMvXailGIiIiI5MSMG2Mz85vZPjP751wUtCj5InBmBXQXw2kH6yIwaHDiPFSMQNgH/mVQXweps3C0H3xxCAx6UYvaXi8iUfh+SPwUQlu9nfQuaWyAtesgnj/xum/EKLYpRiEiIiIyQ7mYMf4EcCwH51m8UhlI3wCDERjMgzLgQCv4+rz7FoToRogchqEEnEpAeT4Qga4d3jH+KojWQaZv4moULReg+fz0u921vqIYhYiIiEiOzKgxNrNa4GHg87kpZ5EK58PqddCVhFVV0NsJhzuhJuXFKDLFUH83pHfCyTSkHeSH4HwSVnZAIADhW/BiFCEIbR47976d3u20+eJLMYplc/AmRURERH62zXTG+M+BTwKZNzvAzJ42sz1mtqe9vX2Gl1ugMqNw+tvQGYPaETh4AXxhqEmCPxujqBoFMrC/GUJBcCFInIbSFFgR5N8FIw0Qus1rji/Z2wD1y6G0fOI1R3uh66BiFCIiIiI5cs2NsZk9ArQ55/Ze7jjn3Gedc1ucc1vKysqu9XILWzoNx+JQsByaj0FzGlbEoTjt/ZCu6C7wvQJdxdDdA7EYnBmBm9vA7wd/NURKIdMzMUbR1wsnj73JbLFiFCIiIiK5NJMZ423Ao2b2OvAccK+ZfTknVS02IykofAeEhqC7F8LLIdYCMSBTActrwHXB3m4IjIArBOuD8gSM5EOkHPx9XhY5OG7lif27veZ32nzxdohVK0YhIiIikiPX3Bg7537XOVfrnFsGfAD4kXPul3JW2WISz4cNd8DIURgqgMpqKB8AXwD8q6D4IrglcOggBPKgyQdb+wEf+EohdgskGyG0xYtgXNLYACWlsHTFxOu9EaPQph4iIiIiuaJ1jHOhuxv+4Y8g4gP/chg4DkUOXAxqtoI7AmerwN8B6QjEwlDa4615HMmDaBWkuyZu6jEyAof3weY7pja/l2IUFdsQERERkdzISWPsnHvJOfdILs61KBUVwT3FEK8EiiC/CcIG1EItYAF4qRF8KegphbuGAQfDJRAphryEt/1z6Laxcx7ZD6OjsHG6fPEOL0aRv3xu3p+IiIjIdUAzxrmQGoCKiLcFdDoJlSNeoxtcC5ETMHILdOyFtA+WrIH8czBSB2EHkVpIn4TgJm+jkEsaGyAa8zb2GE8xChEREZFZocY4F/LyIfEI9JXCwH4oAtKFsLIeGIJdAxDog0QJ3J0Ac9Be6a1xHKuHdMfE1SgyGdi3C27d7K1xPF7rK+AyilGIiIiI5Jga41xwDg7+CGKlUN4OAQOWQlkv+Oqg4Z+8Y2q3Qd5+sBshNQjhKOQ5L2oR2jp2vpPHoL8PNr9t6rVad3iZZMUoRERERHJKjXEuJAahdi10XoDKFBCGsjUQaIXXSyF9HjJhuDMCLgmpOyHSB5ESoBmCG8EXGztf405vpviWTROvM9rnxSgqFaMQERERyTU1xrkQicPDH4fRRogDqSWwNORt7vGd73s/uqu9DVIvg62Fzn4oMIjWQaZrYozCOS9ffOOtEI1OvE7bpRiFNvUQERERyTU1xrnyvedgWZ+3BXSgHvJbYWA1tB7wtnjeUATpISj+N9B7HKI+CAXA/BAat/LEhSZovTj9bnct2xWjEBEREZklaoxz5aUvQFkGMjFYWud9sv/0EyAF1cvAdwjSdZAqh1AvhAvB1wnBDeCLj52nscG7nbxMm2IUIiIiIrNKjXEutF+E8F6IGKTKoHIQEmVwYj9YDFZHIdUPpR+Di/shPwnREnD9E2MU4DXGK1ZDyZKJ44pRiIiIiMwqNca5UFIOGwu8WERhLYTT8KPDkEjC8hqItUCyHKofh5ZGyHcQjoH5IHTH2Hm6u+D0Cdh0x9RrKEYhIiIiMqvUGOdCshtiQzAah+X5MJSC/cchXQTLM+ASUPA49JwHXweE4+Dvg+Ct4MsfO8/+Xd7t5HzxpRhFxTbFKERERERmiRrjXDAfxO6BQB0UDUDDeRhOwY23QLzFi1cs/TA074bIAEQiYCMQmhSj2NsA5ZVQUz9xvK3Bi1FUKkYhIiIiMlvUGOdCqAT8G6C6GAaH4NAFGK6AVV1gaQjdC/Hl0LwLinwQyfdiF+FxG3gMD8PRA16MYvKscOulGMWKuX1fIiIiItcRNca5MNoPHQe9zT2ONEO/QflNkH8WRguh/oPQex6Gz0HEB4EE5N0CvsKxcxzcC6nUNDGKfug8oBiFiIiIyCxTY5wLwXy479cg0QMnB2G4HO5Ietli2wxld3gxilAvRMLgS05djWLfTojnw+obJ45fWo1CMQoRERGRWaXGOFdGvw8XLkBHFPy1UHIChkKw7N94GeTm3VBkEA6BLwyhcTGKVAr274aNW8Hvn3je1u0QrVSMQkRERGSWqTHOBdcHTd+Dsw5SdXB7ENJdMFIL1T8HI/3QeRhiGQhmIO9m8BePvf7EURganGZTj0sxCm3qISIiIjLb1BjnQn8Gvu6DjkoYjMKKZuh3UPkeyIvDxX0Q6IFIHvhS02/qEQzCuo0Txy+tRlEx6XgRERERyTk1xrkQNFhTB/4b4YYBsG7ojcKNT3vPN++G2AiEHfjzIXTn2Gud85Zpu3kDhMMTz3spRlGwcu7ei4iIiMh1So1xLoQL4R3/Hc4NwbpR6B6G6DqIL4VMBi7s8fLFIR8EbwJ/ydhrz70Gne1Td7sb7YcuxShERERE5ooa41w5dR5qWyCWgi5g6fu88c5XId0GEQf+DIQmrS7RuNNrfDfcNnG8rQEyacUoREREROaIGuNc2fXPsGYABtOQjsOqJ73xpl0Q7oNICvxFEL5z4usaG2DVWigsmjjeuh0iFYpRiIiIiMwRNca5MNgP8X1QEoH2YSi8FaKl3nMX9kBRAEJAcB34S8de19kOZ8/A5jeJUVQqRiEiIiIyV9QY50LYwf1VkFcFw0lY+pg3PtgOPacgNgx+pq5GsbfBu528TJtiFCIiIiJzTo1xLvjyoeCj0NIN/jKozsYlLu12F3PZGMU0u91V10JVzcTx1h0QKYeCVXNTv4iIiIioMc4JM+hsg6EERJZD8Q3eePMeKMhAcATCG8BfPvaaoUE4fvhNVqPYD5V3K0YhIiIiMofUGOdCKgHN34V0AKruBJ8fUiPQuh8KRyHgg/Ck1SgO7IF0WjEKERERkQVCjXEumEH528GKoHKLN9Z60NvoIzYCgaKJm3qAly8uLIJVayaOK0YhIiIiMi/UGOeCPwRW7O1qV7HJG2veDdEhCCYgtB4CVWPHJ5NwcI83Wzw+LvFGjEKrUYiIiIjMNTXGudKyx8sWhwq9bZ6bd0MJkGcQvXfisccOQiIBmybFKNp3ZmMUk2IXIiIiIjLr1Bjnwugg9Jwci1H0nIXhCxDvAX/h1BhF404Ih+Gm9RPHW7YrRiEiIiIyTwLzXcDPhGAMHvrS2OPm3RDsg/AohG6GwLjl2Jzzlmm7ZRMEg2PjyQEvRrH0McUoREREROaBGuNcCRWO3W/eDUsyEEhB9MGJx505Cd1dU5dpe2M1CsUoREREROaDohS5luiDjqNQ3AOBQojcPfH5fTvB54P1WyaOK0YhIiIiMq/UGOfahb0Q6IdwAoJrIFA78fm9DbDmZojnj40lB6DrgLd2sWIUIiIiIvNCjXGuXdgDhcMQGIXYIxOfa70Izeem2dRjJ2RS3jJtIiIiIjIvrrkxNrMob0htAAAOoUlEQVQ6M/uxmR0zsyNm9olcFrYoZdLejHHZIPjjEJm0TFvjTu9286R8ceulGMXqualTRERERKaYyYxxCvgd59yNwB3AM2Z2U27KWqTaj0GqCyJ9kLcSAvUTn29sgLplUFYxNpYcgM79ilGIiIiIzLNrboydcxedc43Z+/3AMaDm8q/6Gde8G2I9kDcKsYcmNrr9fXDi6NTZYsUoRERERBaEnGSMzWwZsBHYOc1zT5vZHjPb097enovLLVzNu6Fy2NsienK+eP9ubw3jyflixShEREREFoQZN8ZmFge+AfyWc65v8vPOuc8657Y457aUlZXN9HIL10Ar9J6FeDcElkLe8onPNzZASSksWzk2lhxUjEJERERkgZhRY2xmeXhN8bPOuedzU9Ii1bwbwt0QHIHofRMb3ZERONQIm26fON7W4MUoKrbNfb0iIiIiMsFMVqUw4G+BY865/5W7khap5t1Q0Q8WgPxfmPjckf0wOjp1t7vWHRApg8Ib5q5OEREREZnWTGaMtwEfBu41s/3ZPw/lqK7FJZmA1gNQ1AeBagiunfh8406IRGHtunGvGYTOfd4W0IpRiIiIiMy7wLW+0Dm3HVBHB+ALwJ1PwchPIXzPxEY3k4H9u7wtoAPjPm7FKEREREQWFO18lwv+AEQOg8+g4MmJz51+Ffp6vXzxeIpRiIiIiCwoaoxzZegH4CuByKQGeG+DN1N86+axsTdiFFqNQkRERGShUGOcC6lOSJ2E0B0TG13nvGXa1t4C0djYeHt2U48KbeohIiIislBcc8ZYxvEVQNlfQd7SieMXmqDlAtz/2MTxlu0QLlWMQkRERGQBUWOcC748KHzf1PF92Y0AN2wdG7sUo6h/RDEKERERkQVEUYrZtLcBlq+CJaVjY4pRiIiIiCxIaoxnS3cXnDkxdVMPxShEREREFiQ1xrNl/y7vx3fjl2nTahQiIiIiC5Ya49nSuBPKKqB23A/y2nd5MYpKxShEREREFho1xrMhkYCjB7wYxfiZ4dZLMYo181ebiIiIiExLjfFsONQIyeTUGEVHo2IUIiIiIguUGuPZ0NgA8Xy44aaxMcUoRERERBY0Nca5lkrB/t2w4Tbw+8fGFaMQERERWdDUGOfaiaMwOAAbFaMQERERWUzUGOfavp2Qlwe3bBobuxSjqNg2f3WJiIiIyGWpMc4l57zd7m7eAOHw2HjrDggvgaK181ebiIiIiFyWGuNcajoLHW0Td7tLDkLHXm8LaMUoRERERBYsNca5tLfBa343bh0bU4xCREREZFFQY5xLjQ2wcg0UFo2NKUYhIiIisiioMc6Vzg54/fTETT1SQ1qNQkRERGSRUGOcK/t2erfj88VtuyCT9PLFIiIiIrKgqTHOlcYGqKqB6tqxsdbtilGIiIiILBJqjHNhaBCOHZo4W/xGjOJOxShEREREFoHAfBfwMyEShT/4NOQXjI29EaO4e/7qEhEREZErpsY4F8xgxeqJY4pRiIiIiCwqilLMBsUoRERERBYdNcazoX23VqMQERERWWTUGM+Glu0QLoGiG+e7EhERERG5QmqMcy01BB17tamHiIiIyCKjxjjXFKMQERERWZTUGOeaYhQiIiIii5Ia41xKDStGISIiIrJIqTHOpTdiFNvmuxIRERERuUpqjHOp9VKM4qb5rkRERERErtKMGmMze8DMXjWzU2b2qVwVtSilhqF9D5RrUw8RERGRxeiaG2Mz8wP/G3gQuAn4RTO7fqdKL8UoKrUahYiIiMhiNJMZ463AKefcGefcKPAc8FhuylqEFKMQERERWdRm0hjXAOfHPW7Kjl1/UglvNQrFKEREREQWrcAMXjtdB+imHGT2NPA0QH19/Qwut4D5AnDrJyFaNd+ViIiIiMg1msmMcRNQN+5xLXBh8kHOuc8657Y457aUlZXN4HILmC8A5bdD/Ge08RcRERG5DsykMd4NrDaz5WYWBD4AfCs3ZYmIiIiIzK1rjlI451Jm9hvAdwE/8AXn3JGcVSYiIiIiModmkjHGOfci8GKOahERERERmTfa+U5EREREBDXGIiIiIiKAGmMREREREUCNsYiIiIgIoMZYRERERARQYywiIiIiAqgxFhEREREB1BiLiIiIiABqjEVEREREADXGIiIiIiKAGmMREREREUCNsYiIiIgIAOacm7uLmfUDr87ZBSXXSoGO+S5Crom+u8VN39/ipe9ucdP3t7itcc7lX80LArNVyZt41Tm3ZY6vKTliZnv0/S1O+u4WN31/i5e+u8VN39/iZmZ7rvY1ilKIiIiIiKDGWEREREQEmPvG+LNzfD3JLX1/i5e+u8VN39/ipe9ucdP3t7hd9fc3pz++ExERERFZqBSlEBERERFBjbGIiIiICDAPjbGZfdrMjpvZQTN7wcyK5roGuTpm9oCZvWpmp8zsU/Ndj1w5M6szsx+b2TEzO2Jmn5jvmuTqmJnfzPaZ2T/Pdy1ydcysyMy+nv1v3jEze9t81yRXxsz+XfbfmYfN7CtmFp7vmuTNmdkXzKzNzA6PGysxs++b2cnsbfGVnGs+Zoy/D6xzzt0KnAB+dx5qkCtkZn7gfwMPAjcBv2hmN81vVXIVUsDvOOduBO4AntH3t+h8Ajg230XINfkL4F+cc2uB9eh7XBTMrAb4TWCLc24d4Ac+ML9VyVv4v8ADk8Y+BfzQObca+GH28Vua88bYOfc951wq+7ABqJ3rGuSqbAVOOefOOOdGgeeAx+a5JrlCzrmLzrnG7P1+vP8w18xvVXKlzKwWeBj4/HzXIlfHzAqAe4C/BXDOjTrneua3KrkKASBiZgEgClyY53rkMpxzPwG6Jg0/Bnwxe/+LwM9fybnmO2P8MeA781yDXF4NcH7c4ybUWC1KZrYM2AjsnN9K5Cr8OfBJIDPfhchVWwG0A3+XjcJ83sxi812UvDXnXDPwP4BzwEWg1zn3vfmtSq5BhXPuIniTRED5lbxoVhpjM/tBNpcz+c9j4475Pby/5n12NmqQnLFpxrTG3yJjZnHgG8BvOef65rseeWtm9gjQ5pzbO9+1yDUJAJuAzzjnNgKDXOFf5cr8ymZRHwOWA9VAzMx+aX6rkrkSmI2TOufuu9zzZvYU8AjwLqeFlBe6JqBu3ONa9FdKi4qZ5eE1xc86556f73rkim0DHjWzh4AwUGBmX3bO6T/Qi0MT0OScu/Q3NF9HjfFicR/wmnOuHcDMngfuBL48r1XJ1Wo1syrn3EUzqwLaruRF87EqxQPAfwQedc4NzfX15artBlab2XIzC+L9AOFb81yTXCEzM7yM4zHn3P+a73rkyjnnftc5V+ucW4b3v7sfqSlePJxzLcB5M1uTHXoXcHQeS5Irdw64w8yi2X+Hvgv9cHIx+hbwVPb+U8A3r+RFszJj/Bb+CggB3/f+eaPBOfdr81CHXAHnXMrMfgP4Lt4vc7/gnDsyz2XJldsGfBg4ZGb7s2P/yTn34jzWJHK9+DjwbHZS4Qzw0XmuR66Ac26nmX0daMSLfO5DW0MvaGb2FeAdQKmZNQF/BPxX4Gtm9st4/2fniSs6l5IMIiIiIiLzvyqFiIiIiMiCoMZYRERERAQ1xiIiIiIigBpjERERERFAjbGIiIiICKDGWEREREQEUGMsItcpM/tjM/v3s3j+kJn9wMz2m9mTs3Wda2FmL5nZlvmuQ0RkoZmPDT5ERK4HG4E859yGyU+Ymd85l56tC2d36zLnXGa2riEi8rNIM8Yict0ws98zs1fN7AfAmuzYr5rZbjM7YGbfyG4Dm29mr5lZXvaYAjN73czyzOw3zeyomR00s+fe5DrlwJeBDdkZ45XZ1/+hmW0HnjCzDWbWkD3PC2ZWnH3tS2b2Z2b2EzM7Zma3mdnzZnbSzP70Mu9tWfb4v8bbsavOzN5tZq+YWaOZ/YOZxad53bTHZGvdbWaHzeyz2Wab6d6/mcXM7AvZ4/eZ2WPX/i2JiMwfNcYicl0ws83AB/Bmct8H3JZ96nnn3G3OufXAMeCXnXP9wEvAw9ljPgB8wzmXBD4FbHTO3QpMu529c64N+BXgZefcBufc6exTCefcXc6554AvAf8xe55DeFuYXjLqnLsH+Bvgm8AzwDrgI2a25DJvcw3wJefcRmAQ+H3gPufcJmAP8NuTPpPSyxzzV9nPZR0QAR7Jjk/3/n8P+JFz7jbgncCnzSx2mTpFRBYkNcYicr24G3jBOTfknOsDvpUdX2dmL5vZIeBDwM3Z8c8DH83e/yjwd9n7B4FnzeyXgNRV1vBVADMrBIqcc/+aHf8icM+44y7Vdgg44py76JwbAc4AdZc5/1nnXEP2/h3ATcAOM9sPPAUsnXT85Y55p5ntzH4u9zL2uUz3/t8NfCp7jpeAMFB/2U9CRGQBUsZYRK4nbpqx/wv8vHPugJl9BHgHgHNuRzae8HbA75w7nD3+Ybwm9lHgD8zsZufclTbIg1d43Ej2NjPu/qXHl/v39vjzG/B959wvXub4aY8xszDw18AW59x5M/tjvGYXpnn/2fM87px79bLvSkRkgdOMsYhcL34CvNfMImaWD7wnO54PXMzmiT806TVfAr5CdrbYzHxAnXPux8AngSJgSm73rTjneoFuM7s7O/Rh4F8v85Jr0QBsM7NVANns9A1XeMylJrgjmzl+f/b5N3v/3wU+Pi6HvDHH70VEZE5oxlhErgvOuUYz+yqwHzgLvJx96g+AndmxQ3iN8iXPAn+K1xwD+IEvZ6MQBvyZc67nGkt6CvgbM4viRSQ++hbHXxXnXHt2BvwrZhbKDv8+cOKtjnHOnTCzz+F9Hq8Du7PPTfv+zew/A38OHMw2x68zlkkWEVk0zLnp/mZRRETM7P3AY865D893LSIiMvs0YywiMg0z+0vgQeCh+a5FRETmhmaMRURmwMw+Cnxi0vAO59wzs3S9JcAPp3nqXc65ztm4pojI9UKNsYiIiIgIWpVCRERERARQYywiIiIiAqgxFhEREREB1BiLiIiIiADw/wEvD/y16mpMPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllStreams(train_streams, x_max = 10, x_min = -2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotAllStreams(train_streams, x_max = 40, x_min = -2, y = 'all_streams', log = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel_launcher.py:8: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9fe630f0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9fe2a438>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f8aa0134c88>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9feaf278>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = train_streams.copy().reset_index()\n",
    "streams_day_1 = ts[ts['days_from_release'] == 0]\n",
    "pop_5 = pop[pop['days_after_release'] == 5]\n",
    "\n",
    "streams_day_1_pop5 = pd.merge(streams_day_1, pop_5, on = ['track_id'])\n",
    "streams_day_1_pop5['log_streams_cumsum'] = np.log(streams_day_1_pop5['all_streams_cumsum'])\n",
    "ss = streams_day_1_pop5[['log_streams_cumsum', 'popularity']]\n",
    "pd.tools.plotting.scatter_matrix(ss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_t = train_streams.groupby('track_id')\n",
    "len(by_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>region</th>\n",
       "      <th>all_streams</th>\n",
       "      <th>source_album_page_streams</th>\n",
       "      <th>source_artist_page_streams</th>\n",
       "      <th>source_chart_streams</th>\n",
       "      <th>source_collection_streams</th>\n",
       "      <th>source_daily_mix_streams</th>\n",
       "      <th>source_discover_weekly_streams</th>\n",
       "      <th>source_other_streams</th>\n",
       "      <th>...</th>\n",
       "      <th>source_radio_streams</th>\n",
       "      <th>soruce_release_radar_streams</th>\n",
       "      <th>source_search_streams</th>\n",
       "      <th>sony_playlist_streams</th>\n",
       "      <th>spotify_playlist_streams</th>\n",
       "      <th>otehr_playlist_streams</th>\n",
       "      <th>shuffle_streams</th>\n",
       "      <th>derived_release_date</th>\n",
       "      <th>days_from_release</th>\n",
       "      <th>all_streams_cumsum</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1imBH4y5b85vL1mFDxBp9N</th>\n",
       "      <td>2018-01-21</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>34178</td>\n",
       "      <td>824</td>\n",
       "      <td>720</td>\n",
       "      <td>0</td>\n",
       "      <td>17294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8555</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>690</td>\n",
       "      <td>234.0</td>\n",
       "      <td>4415.0</td>\n",
       "      <td>381.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-10-13</td>\n",
       "      <td>100</td>\n",
       "      <td>3343036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1lLuhJSggOEPVfSgfa9r2n</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>1453</td>\n",
       "      <td>25</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>615</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>171</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>384.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-06-23</td>\n",
       "      <td>100</td>\n",
       "      <td>1458398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1qLi7TR7RUGedFwV9b8sot</th>\n",
       "      <td>2017-03-05</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>2490</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>230</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>427</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1723.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-11-25</td>\n",
       "      <td>100</td>\n",
       "      <td>468146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4n8df1lKaP8on42bdQJHcz</th>\n",
       "      <td>2017-03-12</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>12822</td>\n",
       "      <td>802</td>\n",
       "      <td>663</td>\n",
       "      <td>0</td>\n",
       "      <td>6633</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1552</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>165</td>\n",
       "      <td>317.0</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-12-02</td>\n",
       "      <td>100</td>\n",
       "      <td>2807637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5FqevirebpKNGF5FQk60ey</th>\n",
       "      <td>2018-04-22</td>\n",
       "      <td>Worldwide</td>\n",
       "      <td>22155</td>\n",
       "      <td>96</td>\n",
       "      <td>158</td>\n",
       "      <td>0</td>\n",
       "      <td>4225</td>\n",
       "      <td>718</td>\n",
       "      <td>91</td>\n",
       "      <td>3602</td>\n",
       "      <td>...</td>\n",
       "      <td>1515</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>178.0</td>\n",
       "      <td>11315.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11354</td>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>100</td>\n",
       "      <td>1420185</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             date     region  all_streams  \\\n",
       "track_id                                                    \n",
       "1imBH4y5b85vL1mFDxBp9N 2018-01-21  Worldwide        34178   \n",
       "1lLuhJSggOEPVfSgfa9r2n 2017-10-01  Worldwide         1453   \n",
       "1qLi7TR7RUGedFwV9b8sot 2017-03-05  Worldwide         2490   \n",
       "4n8df1lKaP8on42bdQJHcz 2017-03-12  Worldwide        12822   \n",
       "5FqevirebpKNGF5FQk60ey 2018-04-22  Worldwide        22155   \n",
       "\n",
       "                        source_album_page_streams  source_artist_page_streams  \\\n",
       "track_id                                                                        \n",
       "1imBH4y5b85vL1mFDxBp9N                        824                         720   \n",
       "1lLuhJSggOEPVfSgfa9r2n                         25                          70   \n",
       "1qLi7TR7RUGedFwV9b8sot                          4                          13   \n",
       "4n8df1lKaP8on42bdQJHcz                        802                         663   \n",
       "5FqevirebpKNGF5FQk60ey                         96                         158   \n",
       "\n",
       "                        source_chart_streams  source_collection_streams  \\\n",
       "track_id                                                                  \n",
       "1imBH4y5b85vL1mFDxBp9N                     0                      17294   \n",
       "1lLuhJSggOEPVfSgfa9r2n                     0                        615   \n",
       "1qLi7TR7RUGedFwV9b8sot                     0                        230   \n",
       "4n8df1lKaP8on42bdQJHcz                     0                       6633   \n",
       "5FqevirebpKNGF5FQk60ey                     0                       4225   \n",
       "\n",
       "                        source_daily_mix_streams  \\\n",
       "track_id                                           \n",
       "1imBH4y5b85vL1mFDxBp9N                         0   \n",
       "1lLuhJSggOEPVfSgfa9r2n                         0   \n",
       "1qLi7TR7RUGedFwV9b8sot                         0   \n",
       "4n8df1lKaP8on42bdQJHcz                         0   \n",
       "5FqevirebpKNGF5FQk60ey                       718   \n",
       "\n",
       "                        source_discover_weekly_streams  source_other_streams  \\\n",
       "track_id                                                                       \n",
       "1imBH4y5b85vL1mFDxBp9N                               0                  8555   \n",
       "1lLuhJSggOEPVfSgfa9r2n                               0                   171   \n",
       "1qLi7TR7RUGedFwV9b8sot                               0                   427   \n",
       "4n8df1lKaP8on42bdQJHcz                               0                  1552   \n",
       "5FqevirebpKNGF5FQk60ey                              91                  3602   \n",
       "\n",
       "                               ...          source_radio_streams  \\\n",
       "track_id                       ...                                 \n",
       "1imBH4y5b85vL1mFDxBp9N         ...                             0   \n",
       "1lLuhJSggOEPVfSgfa9r2n         ...                             0   \n",
       "1qLi7TR7RUGedFwV9b8sot         ...                             0   \n",
       "4n8df1lKaP8on42bdQJHcz         ...                             0   \n",
       "5FqevirebpKNGF5FQk60ey         ...                          1515   \n",
       "\n",
       "                        soruce_release_radar_streams  source_search_streams  \\\n",
       "track_id                                                                      \n",
       "1imBH4y5b85vL1mFDxBp9N                             0                    690   \n",
       "1lLuhJSggOEPVfSgfa9r2n                             0                     22   \n",
       "1qLi7TR7RUGedFwV9b8sot                             0                     25   \n",
       "4n8df1lKaP8on42bdQJHcz                             0                    165   \n",
       "5FqevirebpKNGF5FQk60ey                             1                     51   \n",
       "\n",
       "                        sony_playlist_streams  spotify_playlist_streams  \\\n",
       "track_id                                                                  \n",
       "1imBH4y5b85vL1mFDxBp9N                  234.0                    4415.0   \n",
       "1lLuhJSggOEPVfSgfa9r2n                  384.0                      12.0   \n",
       "1qLi7TR7RUGedFwV9b8sot                    NaN                    1723.0   \n",
       "4n8df1lKaP8on42bdQJHcz                  317.0                    1343.0   \n",
       "5FqevirebpKNGF5FQk60ey                  178.0                   11315.0   \n",
       "\n",
       "                        otehr_playlist_streams  shuffle_streams  \\\n",
       "track_id                                                          \n",
       "1imBH4y5b85vL1mFDxBp9N                   381.0                0   \n",
       "1lLuhJSggOEPVfSgfa9r2n                    94.0                0   \n",
       "1qLi7TR7RUGedFwV9b8sot                    38.0                0   \n",
       "4n8df1lKaP8on42bdQJHcz                   791.0                0   \n",
       "5FqevirebpKNGF5FQk60ey                    15.0            11354   \n",
       "\n",
       "                        derived_release_date days_from_release  \\\n",
       "track_id                                                         \n",
       "1imBH4y5b85vL1mFDxBp9N            2017-10-13               100   \n",
       "1lLuhJSggOEPVfSgfa9r2n            2017-06-23               100   \n",
       "1qLi7TR7RUGedFwV9b8sot            2016-11-25               100   \n",
       "4n8df1lKaP8on42bdQJHcz            2016-12-02               100   \n",
       "5FqevirebpKNGF5FQk60ey            2018-01-12               100   \n",
       "\n",
       "                        all_streams_cumsum  \n",
       "track_id                                    \n",
       "1imBH4y5b85vL1mFDxBp9N             3343036  \n",
       "1lLuhJSggOEPVfSgfa9r2n             1458398  \n",
       "1qLi7TR7RUGedFwV9b8sot              468146  \n",
       "4n8df1lKaP8on42bdQJHcz             2807637  \n",
       "5FqevirebpKNGF5FQk60ey             1420185  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_streams_100 = train_streams[train_streams['days_from_release'] == 100]\n",
    "train_streams_100.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note the below are firstly on 'all_streams' on day 100 - then further down there a similar analysis on all streams cumsum 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f94e19b9be0>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_streams_100.reset_index()['all_streams'].apply(np.log).plot.hist(bins = 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pop.set_index('track_id', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "54"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pop_5 = pop[pop['day_index'] == 5]\n",
    "pop_5 = pop_5[['popularity']]\n",
    "\n",
    "train_streams_100 = train_streams_100[['all_streams']]\n",
    "len(train_streams_100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sergiusz/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel/__main__.py:2: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e19053c8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1926be0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e18d8278>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e187d908>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pop_5.join(train_streams_100,how='inner')\n",
    "pd.tools.plotting.scatter_matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['log_all_streams'] = np.log(df['all_streams'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sergiusz/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel/__main__.py:1: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e29bffd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e29ddcf8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e281eb70>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e4411668>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e27bb9b0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e27bb1d0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e2741b38>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e6a2b9e8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e275b5f8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.tools.plotting.scatter_matrix(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This treats all_streams_cumsum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f94e28e1208>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "train_streams_100 = train_streams[train_streams['days_from_release'] == 100]\n",
    "train_streams_100.reset_index()['all_streams_cumsum'].apply(np.log).plot.hist(bins = 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_streams_100 = train_streams_100[['all_streams_cumsum']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pop_5.join(train_streams_100,how='inner')\n",
    "#pd.tools.plotting.scatter_matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df['log_all_streams_cumsum'] = np.log(df['all_streams_cumsum'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sergiusz/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel/__main__.py:1: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e228ecf8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e23ca6a0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1cb3d30>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e2a193c8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1a10a58>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1a10a90>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e287a7b8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1d0ae48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e2a6a518>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAugAAAHHCAYAAADtSK3uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xl43Nd93/v3dzYM9h0EQBIEN5EUKUoiQYqSLMmyFFuJvNW27Fi2HGep2uT2ub7NrVulT3Pvk6at5W5OmtzrWElvmsaOHe9WJSexaVubZYkiqYWSKEqkuIIg9h2Y/dw/ZkCBJEhgwJn5zQCf1/Pw4fzOb5nvgJzffHHmnO8x5xwiIiIiIlIcfF4HICIiIiIi71CCLiIiIiJSRJSgi4iIiIgUESXoIiIiIiJFRAm6iIiIiEgRUYIuIiIiIlJElKCLiIiIiBQRJegiIiIiIkVECbqIiIiISBEJeB2A15qamlxnZ6fXYYgsOydOnEDvPRFv6P0n4o0DBw4MOOea5ztu2SfonZ2d7N+/3+swRJadrq4uvfdE8igSTzIWidNcVYaZXbBP7z+R/EmmHIMTURoqQwT8Fw5WMbOTC7nGsk/QRURElppYIsXXnj/F2HScHWvqueOaeTvsRCRHHn25mxMDU6ysL+fjXasXdQ2NQRcREVlipmNJxqbjAPSORjyORmR56cm8567mvacedBERkSWmtiLIrRuaODM8xc3rG70OR2RZ+aUtK3jlzChbV9Ys+hpLIkE3s88Avwb4gU8B/wLoAg465z7nZWwiIiJe2L22gd1rG7wOQ2TZ2biimo0rqq/qGiWfoJvZSuAO59xdme0dQKVz7jYz+7KZ7XLOveBtlLLcdT70eF6ue+Lhe/NyXSlOx/onePn0CJtba7i2ffE9M7kwOh3nyTf7qQ4HuGNjMz6fzX+SiMgi7Ds+RPfIFLesb2JFTTjr89/un+Cl0yNsaq1ma3ttHiLMvZJP0IH3AX4z+wnwOvAGsDezby+wB1CCLiIl7yeHe5mMJjk9NM3m1mpPk+IXjg9xrG8CgDUNFaxrrvIsFhFZuoYnY/z86AAAiWQ/9y1i0uVPDvcxEU1k7p01+EugQ2EpTBJdAYQyPehTQB0wltk3CtRffIKZPWhm+81sf39/f+EiFRG5CjM9Ry01ZZ73WM/EEgr4aKgMeRrLbH3jEZ5/e5CRqZjXoYhIDlSU+akOp/uTF9N7Dul7JkBTdWhByXkimeLgqWGOnBtf1PPlwlLoQR8Fnsw8/inpsecz3/3WACMXn+CcewR4BKCrq8sVIEYRkav2/u3t9I9HaazyPiG+blUtbXVhwkE/VWXF8VGSSjm+c6CbSDzJkd5xPnNzp9chichVKgv4+fSeNYxOx2mpLlvUNbK9d+47McTzbw8BUB7009FYsajnvRpLoQf9WWB75vENgAPuymzfDTznRVAiIrnm9xmttWGC/tzdus+NRhidii/q3KaqsvPJ+WQ0QffINM551+dhBjOdYxcvzCMipSsc9LOiJjzv+zoST3J6aIpk6sL70My9c3Aixuj0/Pc736zn8epWUhzdHlfBOfeSmU2b2RPAAHA/8J/M7GngZefcPk8DFBEpUi+dHuFnb/QR8Bn339RBY9Xieqci8SRffe4kU7EkN3bU8e5NLTmOdGHMjI/tXMWJwSk2rtCYeJHlJJVyfGPfKYan4mxoqeID17dfsP/FU8M8caSfoN+4/6Y1Vxyat6uzgcpQgIoyP6sbCt97DksgQQdwzv2Li5pUWlFEZB5Dk1EAEinH6HR80Qn6VCzJVCwJwOCEt2O/G6vKFv06RKR0JVKOkUzv+OBE9JL9Q5Ppe1M8mb7fXSlB9/uM61Z5W+1lSSToIiKSvd1rG4klUlSVBVnbVLno6zRUhrhjUzNnR6bZs06L4ohI4YUCPt57bSvH+ie4saPukv271zYQS6SoKQ/S6cGY8mwpQRcRWaaqygLcs60tJ9fa0VHPjo5LimaJiBTMte2XXyOiOhzkl6/Lzf2uEJbCJFERERERkSVDCbqIiIiISBFRgi4iy9rZkWmefqufgTkmFeXS0b5xfn50gMloIq/Pc7WOD0zyzFsDjEcWV3pRREpbMuXYf2KIg6eG81o29ci5cZ49OsB0ZoJ5Lp3I3MfGSvg+pjHoIrJspVKO773YTSyR4ljfBJ+9dW1enmdkKsZjr/TgHAxPxXj/9vb5T/LARDTBoy+dJeUcfeMRPrJjldchiUiBvXR6hKffGgAgHPBfdkz31egfj/LDQz0AjEUS3LOtNWfXnowm+EHmPtY7FuGjO0vzPqYedBFZtsygLJC+DYYC/gv2RRNJjvVP5KR3x+8z/JnVLkI5XGQo1/xmBPzpOA3jWP8E0UTue7cuJ5VyHB+YXNBCIiKSHzP3REhXRrnYdCx51feGoN/wZ1YVK5vjOa6G35e+j03Hk4xOxxf0LcCpwak5SzN6ST3oIrJsmRn3da3m9NDUJWUGf/DSWbqHp2moDPFrt3Re1fNUh4N8Ytdq+sajbGqtvqpr5VN5yM/Hu1bTOxbhubcHefSls6ysL+fjXasL8vw/O9LHK2dGKQv6+PVb1lIe8s9/kojk1LaVtYSDPvw+3yX3Reccf/tCejGgVfXl3LfIe0NdRYiPd61mcDLKphW5vSeGg37uva6N//7McYYmozx7bJBbNzRd9vgXTgzxzFsD+H3Gp65iwbZcU4IuIktSJJ6kLOCbd2no2vIgtSsvXZBiLNOLOx6Jk0o5fL6rW++5pSZMS034qq5RCM3VZTRWhvjZG33AOz+HQpgZLxqNp4jEk0rQRbKUSKZwQPAqv6nb0DJ30uwcjEfS82jGIlc3n6a1NkxrbX7uieGg//xCRPN9Izdzj0umHJPRJI1FsgixEnQRWXJ+fnSAfceHWFVfzsd2rpo3SZ/LPdtaebV7jE2t1VednJcan8+4d3sbb/ZOFHQ1vTs3tbAvNER7XTn1V1jlT0QuNTgR5Zv7z5Byjg/fuJKVdeU5fw6v7g3Zaq0N8+5NzQxMxLhpXcMVj51ZXK2mPEhHES1gpARdRJaco30TAJwZnmY6nqQilP2tblV9Bavqi+dmXWjrmqtY11zYrqS6ihDv3Zq7yWIiy8np4Wki8fS48JMDk3lJ0MGbe8Ni3LjAhdMqywLctWVFnqPJnhJ0kYt0PvS41yHIVdq9toFfHBtkXXPlopLzXBiajPGj185RURbgnq2tc062EhHJlWtWVPHmuXESKcfW9uLs3X67f4KfHxuko6GCO65p9jqcoqYEXUSWnC1tNWxpy31psGy8fHqEntEIAMdXTBb15FARKX0VoQAf31WYCd2L9dzbQwyMRxkYj3LDqjpqK4Jeh1S01KUjIpIHHY0V+MwoC/o4PTzFs0cHSCRTXoclIuKZzqb0sEHnHPtODDI6pZKql1PyCbqZdZpZr5k9YWY/yrR93syeMbOvmZl+PRORglvfXMWDt69jz9pGDp0Z5fnjQ7x8ZtTrsEREPHPL+iZ+dfdqMHi1e4yfvNHrdUhFq+QT9IwfO+fe7Zx7r5k1A3c6594FvAJ82OPYRKRATg9NcWJg0uswzisP+amb9RVuZdnCywZORhO8cW6MqdjVlTIrZcmU483ecfrHi2sBERGvDU3GOHJunHgJfitXVx6iLLMw3JXmCI1MxXjj3BixRGFe49mRaY71TyxoYaNCWCpj0O80s6eB7wJvAk9k2vcC9wPf8iguESmQY/0TPPrSWSBdItHrMegz1jVXcV/XKlIpsirh9e0DZxiajNFUXcYDe9bkMcLi9dRb/bx0aoSAz/jMLZ3UlusLUZHpWJKv7ztFLJFiS1s192xr8zqkrJSH/Ny/u4P+iSjrLloIaUYskeLr+04TiSdZ31LFB69vz2tMZ0em+eb+0zgHt1/TzM41C6sAk09LIUHvAa4BosAPgBpg5juTUeCSn7KZPQg8CNDR0VGYKEUkr6ZjM8tOOwYmoldcXGimFFk4WJiFcBZTrnEq83qmPe5BjydTxBIpKssK/3Ex82+aSLmC9aKJFLt4KnW+53zmPjEZTRAK+Ba1QFGh74cA9ZWhK651kJz1nr+ae+B0LInZ/K9tOp5kpuP8nc8Sb5V8gu6ci5JOzjGzx4AxYGVmdw0wMsc5jwCPAHR1dRXHdxkiclWubathMprg+eND7Ht7iN6xKB/bueqS484MT/G9g934fMbHdq5iRZGu7vnBG9p589w4m9u8q/4yHUvytedPMh5JcNeWFravqivo899xTTMVIT/N1WU0VxfH8tsiXqsJB/mV69roHplmx+p6Xu0eZe/hXqrKAtx/U0dWpWXPjUb49oHTAHxkxyra81Q7PVvlIT/3bm/j9NAUN6xe3H3n9NAU33uxG7/P+HjX6iveQ9Y1VXL7Nc1Mx5LsWut97zksgTHoZjb70+tW4ChwR2b7buC5ggclIgXn8xk3rWukPOjH5zNOD03NWTWle3j6fI9s98i0B5EuzMq6cu7c3EJbrXcfmIOT0fPLep8cnCr481eWBXj3ppaireks4pVrVlRz56YWaiuCnBycwjkYjyQYGI9ldZ3ukSniSUc86YrufrihpYo7N7cselXh00NT53vie0av/NrMjJ1r6nnXxqbz4+O9VvI96MBtZvaHpHvRn3HOPW9mT5nZM8Ap4I+8DU9EcuXAyWFePDXMtpW155dnvti7NjZx4OQwm1urCfh9nBiY5Kdv9NFWG+Z9W1vZurKWM8PT+HywpfWdceqjU3EeO3QWvxnvv76dKg+GdBSb9tpyrm2vYXAixq7OKy+XLSLviCaSPPZyD5OxBPdsa6WlOn/f1O3qrGcsEqe+IsSq+kt/oZ+IJnjs5bMkneP929svmMuxpa3mfIJ/7RzzdpIpxw8P9TAwEeXuLStY3VA6qytvW1VL98g0oYCPa1aU3joUJf8J5Jz7IfDDi9q+CHzRm4hEJF+ePz5INJ7i+beHuGltA2aXjjG/eJGiAyeHGZ2OMzodZ+eaelpqwnx0jqEvh8+N0TeWrhbyZu84Oxa4TPRS5vMZ79va6nUYIiXn5OAUp4bS3zodOjPKXVvyl6C31IT55O7Lz6c7cm78/KJph3vGLujcqAgF+MiOS++HM3pGpznaNwHAwVPDJZWg14SD3NdV3As3XUnJD3ERkaXvxVPD/MNr51iZGe6xcUXVnMn5XNLHQnN1GXUVl/+qtLOxklDARzjopyMPH0Izr0ELc+TOq92j/P2r5xiYUBlGKYyjfeP8/as9nJ1nOEhbbZjqcICAz1jXXFWg6ObW0VBBOOgnFPDR2Th31ZTLaaoqo6EyhM+MjS257YU+cHKIH712jrFIcd0T3+xN/xufy/xS45WS70EXkaWtbzzCE0f6gfSYxN+5c31WYwS3r6pjc2sNQb9dMalvrQ3zT25fh5nhv0z1l8XqH4+efw3RRCrvJcOWg7FInL2He3Eu/fjjJdxTJqUhkUzxw0PnSKYcPaMRfv3WtZc9tjoc5DduXUvSuUVVVsml5uoyHrx9Hc45AlnGEg76+czNa4gnHaFA7l5Hz+g0T705AKSrNP3KdcVRKjKaSPJ3h86Rco6+8SifubnTs1jUgy4iRa0iFDj/wVBXEVzUBJ5QwDdvj/tENMHrPWNMRHJf1rA85H/nNaiWd06UBXyUZ0qnqT66FILfZ1SH0/2aC/k/5/OZ58n5DL/Psk7OIZ2wvto9xsh0dpNP51MRChD0p+/JxXRPDPh8VGXxb5zXWDx9dhGReVSVBfj0TWsYmY7lZejJjO+92M3AeJTqcIDfum1dTq9dqNewnJQF/Nx/UweDE7GSGhcrpcvM+NVdHZwbi7CySMoR5tuPX+/lrd4Jgn7jN9+1jvJQbiqc1JYH+fSeNYxNJ1jdUDw/S7/P+OTu1fSOReeccFtIStBFpKhFE0mSzrHmMmMnnXMMTcaoKQ9eVW9VPLMoRjzpcM4teIz7QtVWBKmtKJ6eoqWgOhykOqyfqeTH6FScUMB3QVJaHvKz9jKrX+bDdCxJNJG84vyZfJpZECmZgqTL7bIxdRUhz17XlVSEAqxt8j499j6CWcxsm3PuVa/jEJHiEIkn+epz6YVyblnfyE1zlFb8yeE+DnWP0lRdxqd2d1x29dD5fPCGdo6cG2d988InoIrI0nS4Z4x/eO0coYCP+3d3eJJIjk7H+ZvnTxGJJ/mla1ewbWXh1wO4e8sKXjkzysq6cpWeLbDiGBz1jj8zs31m9jtmVtgl60Sk6IxF4ucXyrncIhoz7QPjUaJXsRx8U1UZt25oorW2OFcWFZHCOTsyjXMQjac8qxI0OBElEk+ej8cL1eEgt25oorOA3xpIWlH9OuSce5eZbQR+A9hvZvuAv3TO/djj0ETEAy3VYbo66zk3GuGW9U3n21Mpx2OH0qXONq2opjzkZ31z5ZzjI596s5/Xzo6xo6Pukh74ZMrx2CtnOT4wSTyZoqU6zIduaM9pb9mJgUm++vxJekYi3H1tCx+6fuWie/lFpDC61jQwFolTGQqwtil/ZRLjyRSPvnSWwcko77229YJEuLOxkutW1jIWiV/VQmH7jg9x4OQw17bXcMc1zfMef7Rvgp8c7qU6HCCaSOEzy+l9cTqW5P/7+XEOnhzm5vWNfObmzpxWiFkqiipBB3DOvWVm/wbYD/w34EZLf9/8r51z3/U2OhEptNs2XvqBMjgZ41hm8Yz+iehlS+ylUo6Dp4ZxDg6eGrkkQR+cjPJ2/yRnR6YZmYoR8Pl4q28ip6tmvtI9yomBScYjCV45M8ptG5tpqirL2fVFJPdqK4L8oxsvv4BPrvSORc4vaPRK9+gFCbrPZ9x97Yqrfo4DJ4eJxJO8eGqY2zc2zTuE7+XTI0zFkhztm6C2PEhlWSCn98VTQ1O81j3KRDTBK2dGODsyrR76ORTVryxmtt3MvgQcBt4DfMA5tyXz+EueBiciRaO+IsjK+nJ8ZnMuTz3D50vvN4Ot7Zce11ARYmVdOQ2VIVY3VFCRhwlgW1qraa0JUxUOsLGlivoinBQlIt5ori6jpaaMgM/Y0pqf5ei3tqfvgVvaahY0v2ZLWw1+n7GptZrGqlDO74ur6stZ21xJ0O9jQ0u1hhVehrkcz8q9Gmb2FPDnwLedc9MX7XvAOffXuX7Orq4ut3///lxfVkpY50OPex3Cgp14+F6vQ1i0rq4urva9t9BqK/MdN/s+mI8JojPX1+RTKRa5eP9J7uSjctTVXH/m+Hzeu1KpFD5fUfUTF4SZHXDOdc13XLH9ZL7rnPvr2cm5mX0OIB/JuYiUtoV+aMw+rmd0mgMnh5iKJS7YP/MnH/J5bREpffm+P1zu+od7xni1e5SLO2tnjs/nvWs5JufZKLafzmfmaPtsoYMQkaUpEk/ynQNneOrNAX70Wq/X4YiIeObIuXH+/tVz/Pj1Xg51j3odjlykKCaJmtkngfuBtWb26Kxd1cCgN1GJSDE43DNGfUVoQeMUnXP0jkWpqwgSDl5a0cW59B+AVBEN7xMR70XiSYanYvgwKsOBkqj73TceoTzoX9SCXY537oEp3Q6LTrH873sW6AGagP8yq30ceGUhFzCz3wU+kinV+CWgCzjonPtcroMVkcL42xdO892DZygL+Pi3H9o270z/J47089LpEarDgTlLd5WH/Hx05yq6R6avOLlURJaXZMrxjX2nONwzzkQ0zrXttXz6pjVFvfrvi6eGeeJIP6GAb1Gxbm6tIZlypFJzT6IXbxVFgu6cOwmcBG5ezPlmVgZcn3m8A6h0zt1mZl82s13OuRdyF62IFMqJwUkAookUZ4an5k3Q+8YjAIxHEkzHknPW1m2vK6e9rjz3wYpIyYonU4xMx5mMJZiMJYklUoxMx4o6Qe8bTy+gFEukGJ5aXKxb2wu/OqksTFGMQTezZzJ/j5vZ2Kw/42Y2toBL/BbwV5nHNwN7M4/3AntyH7GIFMInd6+ms6mSsqCPwz3jjEXiVzx+c2sNb/dPMB6J4/drUqaILEw46Oc9m1u4ZX0j776mmZ1r6uloqDi//3DPGH/yk7f41v7TJJKLX7E4l3Z3NjA8FeX08BRj01e+N0rpKYoE3Tn3rszf1c65mll/qp1zV/zexcyCwB3OuZ9mmuqAmaR+FKif45wHzWy/me3v7+/P4SsRkVzqaKjkA9vbuXF1PRPRBCcHpq54/NBUjHXNVVSHg5weuvKxIiKzbV9Vx/03reGzt67l9muaL6he8trZMRIpx5nhaYamYh5GeaH6ijJW11fwes9C+jKllBRFgg5gZj4ze3URpz4A/M2s7RFgJqmvyWxfwDn3iHOuyznX1dw8/7K3IuKda1qrqA4HaKwK0dlUccG+00NTfPvAGQ6cHAJgS2sNVWUBmqrLWNNYMdflRESytn1VLWVBH51NFTRW5ncl4BdPDfPtA2c4mRnidzm15UHWt1QRCvjYvqourzFJ4RXFGHQA51zKzF42sw7n3KksTt0E3GBm/xTYSnqi6Xbgm8DdwP/IebAiUjAt1WF+67Z1c+578s1++sejnB6aYnNrDa21Yf7x7XMfKyKyWNesqOaaFflZ6XO2SDzJE0fS3+xPRhP82i2Xn3fj8xkfvL497zGJN4qmBz2jDXjNzH5iZo/O/LnSCc65f+Wce59z7h7gNefcHwARM3saSDnn9hUicBEpvLZM6cWGyhCxRJJnjw1oaIuIlKyQ30dTdbqH/nKlZc8MT/HssQFGNe58SSuaHvSMP7iak2eNZVdpRZFl4D2bW9i+qo7a8iDff6mb7uFpDviG+ce3r5uzDrqISDHz+YxPdK1mdDpOU1Xokv3RRJLvv9hNPOk4PTTFJ3Z1eBClFEJRJejOuSe9jkFESoeZ0ZzpbQr40hO6fD4jz6tmi4jkTSjgO39fu5hh+HwGSYffV2yDICSXiipBN7M9wJ8AW4AQ4Acm56vkIrJcdT70eM6veeLhe3N+zUL45W1tHOkdZ2VdOWUB9Z6LyNITCvi4b+dqukem2VSAMfHinaJK0IE/BX4V+BbplUA/A2z0NCIRKUqpVHqhan+m57w85OeG1apkICKlJZFMEfAvvDe8ubrssj3ssnQUW4KOc+6omfmdc0ngL83sWa9jEpHiMjoV55v7TxNLpvjQDe2sqldJRREpPU8c6ePFUyNcs6Kae7e3eR2OFJFiG8A0ZWYh4CUz+49m9s+BK6/tLSLLzunhKSaiCWKJFMf6r1wrWESkWB05Nw7Am73jJFPO42ikmBRbgv4A6XHn/wyYBFYDH/U0IhEpOuubq2ivC9NQGWJre3FPUekdi/C3L5xi7+u9pPQBLCKz7FrbQFVZgF2dDeeH6y118WSKHx7q4Vv7TzNSRKuyFpuiGuLinDuZeTjNVZZcFJGlqzzkL5nyYvuOD3F2JMLZkQib26o1HEdEztvRUc+Ojnqvwyio4wOT5785ePHUCHdubvE4ouJUFAm6mR0CLtu15JzbXsBwRMQjyZRj/4khfD5jZ0d9upxYietoqOBo3wTV4UDelwgXKQV9YxFe7xlj44pqVtaVex2OFFhLdRnhoJ9oIsmqev37X05RJOjA+70OQES89/KZEZ49NghAedDPtpW1Hkd09a5fXcfa5krCAT+hQLGNKhQpvEdfPst4JMHrPWP89h3rMS1csKzUVYT49Vs7SaQcVWXFkoYWn6L4ycwa2iIiy1h4Vv3ypbQSaE046HUIIkWjPORnPJIgHPArOV+mltL9PV+KIkGfYWbjvDPUJQQE0UJFIsvGte01hIM+/D5jTaMKOIksRf/oxpUcH5iko0HzMUQup6gSdOfcBctimdmHgd0ehSMiBTYdS7KmsXLZVDMQKRbRRBLDCjIMqyIUYGt76Q9fE8mnokrQL+ac+76ZPeR1HCKSfy+fHuGnb/TRUBniV3evpiygr0BFCuH00BTff7Ebv9/4RNdqGqs0mVnEa0WVoJvZR2Zt+oAurlDdRUSWjrcHJgAYmowxPBmntVYJukghnBqaIpFyJFKO7pFpJegiRaCoEnTgA7MeJ4ATwIe8CUVECqlrTQMTkQQtNWFaqpUgiBTKtvZaTg9NEfT72NhSPf8JIpJ3RZWgO+d+PdtzzGwb8AiQBI4CvwH8V9K97wedc5/LaZAikherGyp44OZOr8MQWXZqK4L86u7SWPhLZLkoqqK8ZrbOzP6XmfWbWZ+Z/cDM1s1z2hHn3C3Oudsy27uBysx2yMx25TdqEfFCLJHiqTf7+cWxQVIpjYQTkdL22tlR9r7ey+hU3OtQpAgUVYIO/A3wTaANaAe+BXz9Sic452b/T44CdwN7M9t7gT25D1NEvPbiqWEOnBzmubcHeSOzbLSISCkamYrxo9d6OdQ9ys+O9HkdjhSBohriAphz7q9nbX/VzP7ZvCeZfRD4D8CbQA8wltk1Cmyd4/gHgQcBOjr0tV4p63zoca9DWHLy8TM98fC9CzoukUzxVt8ETVVlNM8zDr0qnL59mUF1uNhuZSIyo288wuBEjI0tVQT8xdYvWBxCAR+hgI9YIqXVNQUovgT9Z5myit8gXb3lE8DjZtYA4Jwbmusk59yjwKNm9iekJ5fOLGxUA4zMcfwjpMet09XVpe/GRYrET9/o47WzYwT9xmdvXXvFD6qt7bXUhIME/T5aa8MFjFJEFmosEudv951OV4hZWcvd167wOqSiVBEK8KmbOhiYiLG2SYu0SfEl6J/I/P1PLmr/DdIJ+yXj0c2szDkXzWyOZY67i/RQmbuB/5GXSEUk5yKJVPrveIrRqdi8PUmrtRKhSFFLJB1Jl+4HiySSObnmeCROKOBbcmsl1FWEqKsIeR2GFImiStCdc2sXcdo9Zva7mcdvkR668iUzexp42Tm3L2cBikhevWdzC34z9p8c4tsHunn/9W2sb67yOiwRWaSGyhC/vK2NvvEIOzrqr/p6r3aPsvdwL+VBP5/as0bDQWTJKqr/2WYWBH4buD3T9ATwlYsmgl7AOfcD4AcXNau0okgJqioLsLapkjd7x0k5x5nhaSXoIiVuU2s1m1pzU1/99NAUzsFULMngRFQJuixZxfY/+8tAEPh/M9sPZNp+y7OIRKSgNrRUcXygmu6RaV7tHmVoMsr7t7cT1OQykWVv19oGxiMJ6iqCrK7iaWi+AAAgAElEQVTPfojb6aEpfvR6L42VId6/vU2TVqVoFVuCvss5d/2s7Z+a2cueRSMiBRcK+Lh3exuPv9LDm73jnBiYomckQkejxpuLLHdNVWV8fNfqRZ//0ukRxqbjjE3H6RmNaB6LFK1i+9UxaWbrZzYyixTlZlaJiJSU1Q3lHB+YZGQqRnO1Jk6JyNW7ZkU1gxNRekYjpJyKuEnxKrYe9M+TLrX4dma7E/h178IREa8MTcZY01iBAd0j02xoyc0YVhFZvjoaKmioCoGDp98aYE2jShpKcSq2HvSfA18BUpk/XwF+4WlEIuKJhsoQPjMCfh815UGvwxGRJSDoN2rCQcyMhkp9MyfFq9h60P8n6Vrmf5jZ/iTw18B9nkUkIp7YvqqO5uoywgE/9fogFZEcCPh93H9TBwPjMVbWl3sdjshlFVuCvumiSaI/0yRRkeWrrVYfoCKSWxWhAB2NxZb+iFyo2Ia4vGhme2Y2zOwm0sNeRERERESWhWL7FfIm4DNmdiqz3QEcNrNDgHPObfcuNBERERGR/Cu2BP0erwMQEREREfFSUSXozrmTXscgIiIiIuKlYhuDLiIiIiKyrClBFxEREREpIkU1xEWKQ+dDj+fluicevjcv1xURERFZSkq+B93MbjKzZ83saTP7Uqbt82b2jJl9zcy0BKGIiIiIlIyST9CBk8B7nHO3AS1mdhtwp3PuXcArwIc9jU5EREREJAsln6A758455yKZzQSwHXgis70X2DPXeSIiIiIixajkE/QZZrYdaAJGgLFM8yhQP8exD5rZfjPb39/fX8AoRURERESubEkk6GbWAPwp8JukE/SazK6azPYFnHOPOOe6nHNdzc3NhQtURERERGQeJZ+gm1kA+CrweefcOeAF4I7M7ruB57yKTUREREQkWyWfoAP3AbuAL5rZE8B64Ckzewa4Afi+h7GJiIiIiGSl5OugO+e+Dnz9ouZfAF/0IBy5gnzVVxcRERFZSpZCD7qIiIiIyJKhBF1EREREpIgoQRcRERERKSJK0EVEREREiogSdBERERGRIqIEXURERESkiChBFxEREREpIkrQRURERESKiBJ0EREREZEiogRdRERERKSIKEEXERERESkiStBFRERERIqIEnQRERERkSKiBF1EREREpIgoQRcRERERKSIln6CbWbuZHTSziJkFMm1fMrOnzeyPvY5PRERERCQbAa8DyIEh4C7gewBmtgOodM7dZmZfNrNdzrkXsr1o50OP5zhMOPHwvTm/poiIiIgsLSXfg+6cizjnhmc13QzszTzeC+wpfFQiIiIiIotT8gn6HOqAsczjUaD+4gPM7EEz229m+/v7+wsanIiIiIjIlSzFBH0EqMk8rslsX8A594hzrss519Xc3FzQ4ERERERErmQpJui/ID0mHeBu4DkPYxGRLJ0anOKNc2M457wORUTyKJFM8drZUXpGp70ORaTolHyCbmZBM9sLXA/8AxAEImb2NJByzu3zNEARWbAzw1N85+AZ/u7QOQ6cHJ7/BBEpWU8fHeBHr/XyzRfOMDQZ8zockaJS8lVcnHNx0j3lsz3vRSwicnXiyXd6zWOJlIeRiEi+xTPv8ZRzJFJ6v4vMVvIJuogsHWubKrl7ywqmYgl2rLlkfreILCG3X9NMVVmAxqoyWqrDXocjUlSUoItIUbluVa3XIYhIAYSDfm7Z0OR1GCJFyZb7RKympibX2dnpdRgiy86JEyfQe0/EG3r/iXjjwIEDzjk37xzQZd+D3tnZyf79+70OQ2TJOjsyzVQsyfrmSszsfHtXV5feeyIe0ftPJH+mYglODk6xuqGCqrILU20zO7iQayz7BF1E8ufsyDTf3H8a5+D2a5rYuabB65BERETy6rsHu+kfj1JfEeSzt65d1DVKvsyiiBSv6XiSmVF00zFVaRARkaVvOpZM/x1f/OeeetBFJG/WN1dxx6ZmpqJJdq1VVRYREVn6PnB9O4d7xrimtXrR11CCLiJ5taNDibmIiCwfrbVhWmuvrnSoEnQRKSqdDz2e82ueePjenF9TREQkXzQGXURERESkiChBFxEREREpIkrQRURERESKiBJ0EREREZEiktcE3cw6zazXzJ4wsx9l2j5vZs+Y2dfMLFioNhERERGRUlCIHvQfO+fe7Zx7r5k1A3c6594FvAJ8uBBtBXiNIiIiIiI5kVWZRTOrB1bPPs85d3Ce0+40s6eB7wJvAk9k2vcC9wNTBWj71oJeoIiIiIiIxxacoJvZHwKfBY4BmcW7ccB7rnBaD3ANEAV+ANQAvZl9o0A9UAeM5bnt4tfyIPAgQEdHxxXCFxEREREprGx60D8OrHfOxRZ6gnMuSjo5x8weI504r8zsrgFGMn/y3XZxXI8AjwB0dXW5i/eLiIiIiHglmzHor5LunV4wM6uetXkrcBS4I7N9N/Ac8EIB2kRERERESkI2PehfAF40s1fJ9IoDOOc+eIVzbssMjYkCzzjnnjezp8zsGeAU8EfOuVi+27J4jSIiIiIinjLnFjbCw8xeA74CHAJSM+3OuSfzE1phdHV1uf3793sdhsiy09XVxVzvvc6HHs/5c514+N6cX1OklF3u/Sci+WVmB5xzXfMdl00P+oBz7r9dRUwiIiIiIjKPbBL0A2b2BeBRLhziMl+ZRRERERERWaBsEvQbM3/vmdU2X5lFERERERHJwoITdOfcnfkMREREREREsluo6P+aq905929zF46IiIiIyPKWzRCXyVmPw8D7gcO5DUdEREREZHnLZojLf5m9bWb/mfSEURERERERyZFsVhK9WAWwLleBiIiIiIhIdmPQD5Gu2gLgB5oBjT8XEREREcmhbMagv3/W4wTQ65xL5DgeEREREZFlLZshLgHgnHPuJLAR+B0zq8tPWCIiIiIiy1M2Cfp3gKSZbQD+O7AW+Ju8RCUiIiIiskxlk6CnMkNaPgL8kXPunwNt+QlLRERERGR5yiZBj5vZJ4HPAI9l2oK5D0lEREREZPnKJkH/deBm4N87546b2Vrgqws50cx+18yeyTz+kpk9bWZ/PGt/3ttERERERErBghN059zrzrn/3Tn39cz2cefcw/OdZ2ZlwPWZxzuASufcbUDIzHYVoi2rn4iIiIiIiIeyqYP+fuAPgTWZ8wxwzrmaeU79LeCvSNdMvxnYm2nfC+wBUgVoe2Ghr1NERERExEvZDHH5I+DXgEbnXI1zrnq+5NzMgsAdzrmfZprqgLHM41GgvkBtF8f1oJntN7P9/f39C3jpIiIiIiKFkU2Cfhp41Tnn5j3yHQ9wYSnGEWAmqa/JbBei7QLOuUecc13Oua7m5uYsXo6IiIiISH5lk6D/S+CHZvZ7mUmfv2tmvzvPOZuA3zazvwe2Ak3AXZl9dwPPAb8oQJuIiIiISEnIJkH/98AUEAaqZ/25LOfcv3LOvc85dw/wmnPuD4CImT1Nuq76PufcwXy3ZfUTEZErGpqM8ca5MeLJlNehiIiI5JxzjqN9E5wdmfYshgVPEgUanHPvXewTOefelfn7c3Psy3ubiFy96ViSr+87RSyRYktbNfds01plIiKytBw8NcxTbw5gBp/YtZq22vKCx5BND/peM1t0gi4ipS+eSp3vOZ+KJT2ORkREJPdmPt+cS3dMeSGbHvT/DfiXZhYF4iy8zKKIXOSt3nGiiRTXttXg85nX4SxYTTjIvde1cWZkmh0dlxRIEhERKWl94xGCfh/bVtbSWBViXXOVJ3EsOEF3zl1xvLmILMyx/gkee6UHgFgyVXKJ7sYV1WxcoduBiIgsLfFkim8fOEM0nmJlXTm/dO0Kz2LJZqGi2+dqd849lbtwRJa+2ZVKU6lsqpaKiIhIPs18RCezqiqee9kMcfn8rMdhYDdwAHhPTiMSWeI2tFTzvq2OWDLF9pW1XocjIiIiQNDv46M7VnFycJIt7d6O4M5miMsHZm+b2WrgP+Y8IpFl4Nos3/hjkTghv49w0J+niERERJavSDxJPJmitTZMa23Y63Cy6kG/2BlgW64CEZG5vdk7zg8P9RAK+Pjkrg7qK0NehyQiIrJkDE/G+PoL6RLC917XVhTzrLIZg/4nwMyAHB9wA/ByPoISkXd0D0/jHETjKfonokrQRUREcqhvPEo0ni4hfGZkurQSdGD/rMcJ4OvOuZ/nOB4RuciNHXUMTcaoLPOzrqky6/OPnBvnubcHWddcyW0bm/MQoYiISGnqG4vw3NuDjEcTbGmtZsfq4qislk2C/m0g4pxLApiZ38wqnHNT+QlNRADqKkJ8dOeqRZ//3NuDDE3GGJqMsXNNPRWhqxnZJiIisnQcPDXC0GSM6rIAO9fUU1sR9DokILuVRH8CzF7rtBzYm9twRCTX1mcWWVhZV044oEmmIiIiM9Y1V+IzozocoKXG+8mhM7LpSgs75yZmNpxzE2ZWkYeYRCSH3rWxiR1r6ggH/CW1aqmIiEi+XbOimo6GCgI+I+DPpt86v7KJZNLMdsxsmNlOYDr3IYlIrlWEAkrORURE5hAO+osqOYfsetD/D+BbZnY2s90GfCL3IYmIiIiILF8L/nXBOfcCsBn4beB3gC3OuQMz+83sly4+x8y2mdmzZva0mf2lpX0ps/3Hs47Le5uIiIiISCnIqj/fORd3zr3qnDvknItftPuLc5xyxDl3i3Putsz2bqAysx0ys12ZYTN5bcvmNYqIiIiIeCmX9dYuGeB6URIfBe7mncove4E9QKoAbS8s/mWJiIiIiBROLkfEu7kazeyDZvYq0EL6F4KxzK5RoB6oK0DbxTE9aGb7zWx/f39/1i9URERERCRf8j5l1Tn3qHNuG9BNegXSmsyuGmAk8yffbRfH9Ihzrss519XcrJUVRS7HOcffHerh//nZUV4+fclbSUREpCScGZ7iK08e4+v7ThGJJ70OZ165TNBPXNxgZmWzNsdI97Lfldm+G3gO+EUB2kRkEaZiSd44N04skeLlM5dP0J2b8ws0ERGRovBa9yhTsSTnRiOcGS7+KuELTtDN7D4zq848/jdm9t3ZddGdcx+Z47R7zOxJM3sSWAE8DETM7Gkg5Zzb55w7mO+2Rf1kRISKkJ/1LVX4zNjaXnvJ/ngyxTf2neJPf3qUI+fGPYhQRETkyn5+dIDnjw9xcnCSpqoQK+vKvQ5pXtlMEv1959y3zOxdwPuA/wx8Gbjpcic4534A/OCi5s/NcVze20Qke2bGB69vv+z+/vEoPaMRAA73jLGptbpQoYmIiCzIq92jVIeDVIeD3H/TGvwlsHBfNkNcZgbs3At8OZN8h3IfkoiUipbqMjoaKigP+blu1aU97CIiIl67saOeUMDHDavrSiI5h+x60LvN7Cukx3V/MTO+vLjWRRVZIgYnogR8Pmorgl6HckUBv4+P7lzldRgiIiKXmPks3b22gd1rG7wOJyvZJOgfB+4B/rNzbsTM2oDP5ycskeXraN84j73Sg8+M+7pW0VZ7dWPlUilH73iE+ooQ4aA/R1GKiIgUr0NnRnn05W6qw8GcfJYW2oJ7wJ1zU8DPgPLM5NA2YCBfgYksV33jUZyDZMoxOBG76uv96PVevrHvNN/Yd4pkKl1tRVVXRERkqZqIJvja8yd55cwopwancvJZWmgL7kE3sz8EPgsc451FiRzwntyHJbJ83bi6nrHpOAGfLyeTLvvH05M4R6bjxBIpDpwcZv/JITatqOaXr2u76uuLiIgUi1TK8Y19pzjWP0HI76OxKlSSBQyyHeKy3jlXer+GiJSQ8pCfe7blLnG+c3ML+08Ms7apkvKQn9d7RnEO3jg3znu3tpbMhBkREZH5jEcSjEcSrK6vIBjw8U/uWE/QX3pTJrNJ0F8F6oC+PMUiInmwqr6CVfUV57d3dNTzwolhtrRVLyg5Pzca4fTwFFvaaqgqy+aWISIiUjh9YxFODE6yJlNd7PaNzTRUlmbBwWw+bb8AvGhmrwLRmUbn3AdzHpWI5E1XZwNdnQubzR5NJPnOwTPEEilODExyX9fqPEcnIiKSvUQyxbcOpD+vWmvD/NM71nsd0lXJJkH/K+CLwCEglZ9wREREREQWbykM3MwmQR9wzv23vEUiIkWnLODnoztWcSYzxEVERKQYBfw+7tu5ilNDUyU5KfRi2SToB8zsC8CjXDjE5WDOoxKRotFaG6a1Nux1GCIiIlfUUhOmpWZpfF5lk6DfmPl7z6w2lVkUEREREcmhBSfozrk78xmIiIiIiIhk14OOmd0LbAXOf3/gnPu3uQ5KRERERGS5ymYl0T8DKoA7gb8APgbsm+ecm4AvAUlgv3Pun5vZ54EPASeBzzrn4oVoW+jrFJGlp/Ohx3N+zRMP35vza4qIiABks7TSLc65zwDDzrk/AG4G5iuKfBJ4j3PuNqDFzG4D7nTOvQt4BfiwmTXnuy2L1ygiIiIi4qlsEvTpzN9TZtYOxIG1VzrBOXfOORfJbCaA7cATme29pCec7i5Am4iIiIhISchmDPpjZlYH/CfgIOkKLn+xkBPNbDvQBIyQHu4CMArUA3XAWJ7bLo7nQeBBgI6OjoW8BBERERGRglhwD7pz7g+dcyPOue8Aa4DNzrnfn+88M2sA/hT4TdIJ+sxqJzWZ7UK0XfxaHnHOdTnnupqbm+d/8SIyp0QyxfdePMNXnjzG2/0TXocjIiJLTCrl+F8vn+XPnjzGkXPjXodTMAtO0M2swsx+38z+3DkXJT2m/P3znBMAvgp83jl3DngBuCOz+27guQK1iUge9I1HOTEwxVQsyStnRr0OR0RElpjhqRhH+yaYjiV5+fQlfa5LVjZj0P+S9AqiN2e2zwD/bp5z7gN2AV80syeA9cBTZvYMcAPwfedcX77bsniNIkUpnkyRSjmvw7hEU1UZK2rC+H3G5rbSX1pZRESKg3OOaCJJXUWIVfXl+MzY0lYz/4lLhDm3sA99M9vvnOsysxedczdm2l52zl2f1wjzrKury+3fv9/rMEQu68TAJP/r5bOEg34+sXs1NeGg1yFdwjmHmWV1TldXF3O99/JREjEfVGZRStnl3n8ixSCVcnz74Bm6h6e5ZX0jN61rXNTnTDEyswPOua75jsumBz1mZuWkJ4diZutJ96iLSB69PTBBIuWYiCboGYnMf4IHlsJNU0REisNkLEH3cLp44Jt96flNy+1zJpsqLv838PfAajP7GnAr8Nl8BCUi79i2spbu4WkqQgHWNFZ4HY6IiEheVYeDXL+6luMDU+zubPA6HE8sKEG39K8tbwAfIV1X3IDPOecG8hibiAAt1WEeuLnT6zBEREQK5j2bV3gdgqcWlKA755yZfd85txMojQGiIiIiIiIlKJsx6M+Z2a68RSIiIiIiIlkl6HcCvzCzY2b2ipkdMrNX8hWYyFIWS6SIxJPzH5gHzjnGI/GiLNsoIiLLw3QsQf94cRY+KAbZTBL95bxFIbII3SPTVIUC1FZ4W3bQOcffvdrDycEpPnRDO+11V57IOTgR5W/3nyaZdHzohpV0ZDnxM5lyvHFujNryIKvqs580+uPXe3nt7BgdDRV8dOeqrM8XERG5Gj84eIYv/sMRKssC/NM71vHRnau9DqnoZJOg/zvn3AOzG8zsr4EHLnO8SN4cODnEU28OEPQbn7ppDfWVIc9iOTU0xdeeO0Ui5RidjvPQL2+54vE9oxGi8dT5c7NN0J89NsD+E8OYwaduWkNzdRkDE1GqygKEg/55zz85OHX+uZMph9+3vEpX5Uq+6rWrvrqILFXOOZ58s4/ff/Q1JqIJwkE/Pz86qAR9Dtkk6Ftnb5iZH9iZ23BEFmZoMg5APOkYi8Q9TdD9PsPvMxIpR1lg/lFjG1qqONo3QSyR4rqVtVk/XzyZTu6dg0Qqxb7jQ/z86ACVZX4e2NNJeejKSfqtG5o4cGqYza3VSs5FRKRgnnyzn7/dd5pkKoXfDL/BfV36Jncu8yboZvZ7wL8Gys1sbKYZiAGP5DE2kcvas66BZMpRWx6ko8Hb2uCr6iv4nTs3cGZoiru2zF8WKhz08+EbVy76+W7d0ER5MEB9ZZC22nL2HR8CYDKaZCwSnzdBv7a9hmvbl89yySIiUhx6RiNsaKmidzxKfWWQh+7ZwsYV1V6HVZTmTdCdc18AvmBmX3DO/V4BYhKZV3U4yD3bWr0O47w96xphXWNBnqss4Ofm9e88183rG0kkHStqwqyoCRckBhERkWzdtrGJ594e4rZrWti9dnkuQLRQ2QxxeczMKp1zk2b2aWAH8MfOuZN5ik1EFqClOqzJniIiUvRW1VfwsZ1aEXshsimz+GVgysyuB/4lcBL4n3mJSkRERERkmcomQU845xzwIdI9538MaOCQiIiIiEgOZZOgj2cmjH4aeDxTxeWKBajNrN3MDppZxMwCmbYvmdnTZvbHs47Le5uIiIiISCnIJkH/BBAFftM5dw5YCfynec4ZAu4CngMwsx1ApXPuNiBkZrsK0ZbFaxQRERER8dSCJ4lmkvL/Omv7FLPGoJvZL5xzN190TgSImJ2vtXwzsDfzeC+wB0gVoO2Fhb5OEREREREvZdODPp+F1HerA2ZqqY8C9QVqE1m2Xu0e5c+fepufHO71OhQRESlxT7/Vz58/9TYHTg57HcqSlssE3S3gmBFgZoWUmsx2IdouYGYPmtl+M9vf39+/kNcmUrIOnBxmIprglTOjTEYTXocjIiIlKply7D+R/kzZf2LI63CWtFwm6AvxC9Jj0gHuJj02vRBtF3DOPeKc63LOdTU3N+fkhcnyNjwZ41j/BKnUpb+nOufYd3yIn77Ry3Qsecn+8Uicb+w7xdf3nWIsEs95bJta08WW1jRWUDHPKqMiIiIzXjkzwu999xUe/rvDnB6awu8zrsms/Lm5TStS51M2CxXNxy5pMAsCfwdcD/wD8K9Jj0l/GnjZObcvc1ze20TyZSKa4C+efpuxSJx3b2rhri0rLth/fGCSnx8dAMBnxrs3tVyw/8i5cXpGI+cf7+rM7epqe9Y10rWmnoA//fv4eCTOW30TrGmooLGqLKfPJSIipS2RTLH3cLpD6TsHz3B8YJLGqjI6myr51YYO7t3exvuSK85/pkh+5DJBf+DiBudcnHQv9mzPz3Hc5/LdJpIvgxNRDp4aJuWgIhS4JEGvKgvgMyPlHDXll1Ym7WisoOyED+dgTUN+VlibfSP9wUtn6R+PUhHy849vW4fPd8nv1iIiskz91S9O8KPXepmKJagqCxDw+zBg04p3lr5Rcp5/8yboZjbO3OPLDXDOuRrSD17NcWwiRSOVckzFk1SVXfqWqSoL0NlYyUQswbrmykv2t9SEuf+mDqZjSToaL03AW6rDPHjbOiB900ulHK+dHSMYMDa35v4rxPR6Y5B0C5k2IktB50OP5/yaJx6+N+fXzEeckJ9YRZaCSDzB4Z5xQgEf17bVYGZMRtNDMcuDfu7c1EJdRZA7NjWzoqbc42iXl3kTdOecVguVZS2VcnzrwGnOjkS4saPukiEqjVVlfPrmNfSNRenqnLtoUHP1lYeSzO6NeOnMCE8eSU9eDviMDS25fQt+4Pp23jg3zrqmSvWei4gsU33jEf70p0d5q3eczW01fHTHKratrOXXbl5DZchPc3WYD1zfxqxS2VJAC+lBv+KAWOecpvHKkhZNpDg7kh4jfmJgEjZdeszW9lq2ti/+OZKZyaX+AiTMdRUh9qxrzPvziIhIcUimHM65CzqDuoenSSQdKQdj0+8UKKitCPGbmW91xTsLGYN+gPQQl9mZw8y2A/SvKEtaecjPTWsbONY/wU1zJLbJlOOHh3roHYtw15YVrG26dJjLlfSNR/j2gTMAfGzHKm5YVUfAZwT9vpz3nouIyPLyk8O9fPW5kzRXl/F/vncTK2rSy9Zsbq1h55o6mqvLuHVDI1vbVZWlmCxkiMvamceZ3vSNLGxRIpEl45YNTdyyoWnOfQMTUY72TQDw4qnhrBP0U4NTROMpAE4OTdFSE2b7qrpFx5pKOU4PT9FQGaI6fOmkVBERWZr6xiMkU4622nfGi//sSB9TsSQnB6d4u3/ifIJeHvLz0Z2rvQpV5rHgKi5m9lvA54BVwEvAHuBZ3qk5LlKyIvEk3SPTrKwrJxz0k0imGJ6K01gZmnecdn1FiObqMgYmoufrw2bjmtZq3uqbwLl0zfJIPMlTb/YTDPi4bUNT1rPlf/JGH692j1Ie8vPZWzoJB1X7XERkKTo1NEnvSITe8SjJlOP44CTOwa9c13Z+DYxb1jfSMxKhpaaMa9tqPY5YFiqbMoufA3YBzznn7jSzzcAf5Ccskdwamozx0ulhOhoq2dBSdcn+773YzbnRCE3VZTywZw3fOXiGsyMRNrRU8YHrrzy4PBTw8ek9a0gkU4sqPVUTDvLJ3R3nt39xbJDXzo4B0FxVxsq6cn78ei8VZX7et7WV4DzPMTIVA2A6liSaSClBFxFZQo71T/DYKz30j0c43DPGZDTJmsYKGipChEN+asLB858DAL9yXTvvvbZVpRFLTDYJesQ5FzEzzKzMOfeGmc0xXU6k+PzotXP0jEY4dGaM/5+9+w6P6ywTv/+9p6pXS7JlWZZLbMe9p5BeaIGwgYRQlha4suyyDV7YN7D72xdYdjfsUn4v7AK/sLwLC4Gw2RBKQhqQRopjx0lckhDH3bItq3dp2v3+cY7ssSRLGrVzRro/16VLM2fOOXPPOVPueeZ+nufWyxaTO2hGzYEOMh29cVIp5WR7PwAn2nvHfB/pb35Hmnto7Ymxsrpo1IR6sPKCCOBMalSWH+GFo63UtzlxnFfZfbpV5FyuWlHJ9kMt1JTmUTzMuOvGGGOyw6Gmbjr64qycV0QoGKAvnuR/dhxj55FWOvvi9MaT5ISDdPXFWT2/mPMqC4mGAqyvPbtM0pLz7JNJgn5MREqAnwOPiEgrcHxqwjIz0WsNnXT2xVlbU5Jx0joWqnrO4WVWqQkAACAASURBVKDy3PHLo+EAwYCw61gbzx1sYfncQi49r4K3rpnH3uMdnD+vkEBAuPr8Sl450cGG2rHVgseTKfriSQpzwjR29vOzF46hCq09sSHDMo5mWVUhJReGCQUClOVH6Ikl2H2sg0gowNyi0bt/lBdEefPqeRndpzHGGG/EEkliSaWlK8bJjj5aevo51tLL0soCXjzahip09Ca45Lw5BANCYW6I3EiQ/GiIioIIFYU5vGXNXBaU5VFk/Y5mjDEn6Kp6g3vx8yLyKFAMPDglUZkZ51hrD/fvOgFATyzJpedVTOr+X2vo5ME9J5lTEOXGTTVEQmd/AXjzqrkcrOpmblEOkVCA5w620NmXYMehVi5YVM6CsjwWpM3iuXp+Mavnj61Wry+e5CfPHaGtJ85lyypYUJrLwBxAqXFOBlRZeCYRX1pZyMcuzSUUFKIhK1cxxpiZ4revNPCDpw+RGwlSlh+lLC/MgaZullUVnk7O4czEcuFggPdfsJArllVQVZRDecHIc2yY7JVJC/ppqvr4ZAdiZrZAWst2cAomPXjlRAfJlNLQ0UdjVz/zS86e8SwSCpxVGrKsqpDnD7eyuCJ/SDKfqfbeOG09TonMkZZuNi0s5e3rqmntibFuDKOxpFLKziOtAGysLR22U2r+MDOYmplpqmbTnGzZEqcxXtl1rI2u/gSbF5ad83Pm+cOt9CdS9MQSBESoLIxQ6U5st7WujIrCKO29cdYtOPNZUpwbpjjXOnvOdPapb6ZFdUkuf7RhPp19cVZVT/4by9qaEk6291FRGKVqlFk7AS5bVsGFi8vPetPsiyeJhgIZz5pWWRhlbU0xDR39bF3kjJM+XEfUdC3dMRLJFJVFOew53s6T+5oAp3Uk/Y3YGGOMP/TFk2hKaeqOMa84Z8S67kNN3fz2lVOAM1fGuX41vnx5BSfb+yjKDXPDhvmkVDl/XhEBkQk3HpnsZgm6mTaZjg+e6b7/5PIlGW2T/ub34J6TvHKig+VzC3nrmnnsO9XJcwdauGJ5BfNL80bYC4gIV59fdfq6qvLM/mZaemJcurSC4ryzawJPtPfy39uPkVLlrWvmnVW2Eg3bG7IxxnihtTvGoeZuuvsT5EdDnGjvoyAa4pKlc9hV387vXmngQGMXdXMKOK+qgHesn3/OfUVCAURAlRFLEy9YVM4Fi2xmZzOUJehmzB599RT7TnVy4eJy1taU8LtXGzjc3MOl583J+hkv9zc6Ew29fqqLVCrFP93/Cj2xJM8eaOab79uY0b6Otfay7WALAKGADOmw2dIdO12b3tzVz8VL5xAOOq32iytGbnk3xhgzfvVtvfz7716nJ57gIxcvOv2LZTyZ4qc7jvLK8Q53ZJQAcwqiFOaEmV+ay+vuXBVNXTHmliRp7oqNeD/VJbm8a2MNPbEky6rsfd1kzhL0QfriSY609DC/JNfqftP0xZO8eLQNgB2HWllYns9LR9sB2HawhcVzCnhgz0lOtPdy1YpKFlcUEE+miCVSk3YcGzr6iAQDlOZHJmV/6S5aUs5LR9tYM78YVUhNoJNnUW6YSChALJFizjAdeFbMLaKxs59YIsXGhaWAJebGmJkrkUzRl0hR4H4WxJMpZ96Jggj1bX2U5IWHfa8cTn1bLw/vPUlJXpi3ra3OeESwZ/Y3nW6QeewPp04n6ClV4okUIk5JSn40RECEcFAoyQ2zpa6U7v4Eb1w1l4rCCOsXlI56X+kDDxiTqRmbgYrI14HNwE5V/auxbveLF+s57r5hfOQNi6YuwCwTDQVYXJHPgcZuVswrpCAaYl5xDifa+1haUUBTdz+vNXQCsPNIG/OKc7lz22G6+hNcvaKKNTUj150PdJRMKWxaWEpwUEfJPfXtPPJyA8GA8J4tC6gcw3CDmdhYW8rG2jNvuLe9ZQXPHmjOeIhEcDrwfPCihXT3J5lbPDTOYEDGtV9jzMw2FR1vD91+3ajrJJIpdhxuJRwUNtaWZtwPZyTpo1xdvryCjbWl/OLF4xxt6aGjL05RTphQQPjgRXVDygGHs+toG209Tsf8+tZe6jIsnTx/XhEleWH64ik2LTzznh8NBXnH+vkcaOwiEgqwoCyPaChANBykODdMeUGUD108dWWaxgw2IxN0EdkI5KvqpSLybRHZoqrbx7JtV38ScIYCTKV01GneZwsR4R3r55NM6enk+eYtC07PVBlPpqgsitLY2c/yqkKauvrp7EsAcLile9QE/eUTHWkdJYUNtWe3TrR0Oz8nJlNKW2980hP0wc6fV8T584rGvX1hTphCG4/WGJMFXjjaxjP7mwHIi4Qm9N43WPooV4ebu9lYW0pzlzMRXHNnP0U5IRIp6I0nKWb098zzqgrYd6qLwpwQVeP4HFhVXcw33ruBAEJ4UCfM2vI8asut1dv4w4xM0IGLgN+4l38DXAiMKUG/bs089h5v57zKQkvOh5Hesi0ip6eRDwcDvG9rLcmUEgoGSKWUldVFNHfF2FJXNup+c9I6Rw43Nf3mulJ640lyw0GWWjmIMcZMmpy0TozDvf9ORGVhlDXzi2no7Ds9ytWbVs1ld30715xfSVNXjPKCyLC/Ng5naWUhf3ZFPsGAjLul3+aTMNlgpiboJcB+93I7sCr9RhG5FbgVoLa29qwN5xbnjPmNwpxNRAi5nR0DAeFNq+aOedullYXcsCFASnXYeuy8SCij/RljjBmbNTXF5EWDhAOBSW9BFhGuWVl11rK6OfkZl6aks2nrzWwwUxP0NmDgN7oi9/ppqnoHcAfA5s2bxzfVo5l0E3nDNsYYM35L7JdJY3xFdJxTkfuZW4P+J6r6JyLyLeD7qvrccOvOmTNH6+rqpjU+YwwcOnQIe+0Z4w17/Rnjjeeff15VddSfgWZkC7qq7hSRPhF5EnjpXMk5QF1dHTt27JjG6IyZXfbUt9MbT7J+QclZQ6Jt3rzZXnvGTKHDzd3Ut/Wytqbk9BCHA+z1Z4w3RGTnWNabkQk6QCZDKxpjpsahpm4eebkBgHgixcVL53gckTGzQ1d/gp+/cJyUKg0dfdywocbrkIwxGfBVgi4iQeA6oI602FT1a17FZIwZv4FOw85l69hlzHQJCAQDkEqS8WQ+xhjv+SpBB34F9AG7gZTHsRhjJqimNI8bNsynJ5ZkxdxCr8MxZtbIi4R49+YFnOzoY7m99ozJOn5L0GtUda3XQRhjJo+NzmOMNyqLcqZ8UjdjzNTwW4L+gIi8UVUf9joQY4wxxhi/qbvt/knf56Hbr5v0fZqJ8VuC/ixwr4gEgDgggKrq5M07bIwxxhhjjI/5LUH/KnARsFtn4gDtxhhjjDHGjMJvXbv3AXssOTfGGGOMMbOV31rQTwCPicgDQP/AQhtm0Rj/2FPfTn1bL1vqyijLj3gdjjFnOdDYxWsNXaypKWZ+Sa7X4RhjzLj4LUE/6P5F3D9jZpz+RJJHXm4glkhx7coqCnPCXoc0Zu298dMTD3X2Jbhxk01+Yrzz1OtNHG3p4Q1L57CgLI9USrl/1wkSKaW+rZePXrLI6xCNMWZcfJWgq+oXMt1GRKqB+4CVQAFQA2wDXgFiqvrGSQ3SmAna19DFvoYuAF462s4l5408u2YimeKlY+3kR4OsmOttf+loKEBOOEhfPElxbvZ8sTDZqS+eZHd9O+X5ERZXFJx1W3tPnOcOtgBOov6erbWIQGFOiNaeOEU5vvp4M8aYjPjqHUxEHgWG1J+r6lUjbNYCXA3cm7bsEVX940kOz5hJUVWUQyQUIJFU5peO/hP8c4da2HbASUTywiFqy/Myur9DTd08d7CFxRX5bK4rG1fMA3LCQd53QS3NXf0sLLfxzc3kOtHey+/3NVFdkssbls7h8dcaefl4ByLwgQsXUl4QPb1uXjRIeUGE5q4YC8qc14SIcPOWWo6391IzhteWMcb4la8SdODTaZdzgHcBiZE2UNU+oE9E0hdfKSJPAj9T1a9PepTGTEBFYZRb3rCIpCoF0dFfgoG05/bZT/OxeWJfI81dMerbellZXUReZGIv++LcsLWemynx1OvNHGvt5VhrLyvmFp5+7gty1usAnOnr37u1lp7+JMV5Z56PuZEgSwa1thtjTLbxVYKuqs8PWvSUiDye4W5OAMtwOpn+QkR+q6q70lcQkVuBWwFqa2vHG64x45YbCY553a11ZeRHQuRFg6dbCjMxvySX5q4YcwqjRENjv19jplt1SQ5HW3ooyg1TkBPi8mUVVBRGKc+PUDpMh+RwMEBxnt8GIzPGmInzVYIuIum/vweATcDcTPahqv24I8CIyH3AamDXoHXuAO4A2Lx5sw3paHwtEBDW1BSPe/urVlSyfkEJRblhgoHMm+DbemKcaO9jcUW+JfjmnJq7+mns6mdpRQGh4PiS5ouXzGHF3CLyo8HTz7X1C0omM0xjjMkKvkrQgedxatAFp7TlIPDRTHYgIoWq2ulefQPwzUmN0JgsIyJn1e5mIp5Mcdf2o/TGkiyuyOcd6+cPWeelo22c6uxn66IyK32ZRXpiCZ7Z30xRbpjz5xZy1/ajxBIpVlYX8aZVGbWrnMWG7jTGGJ8l6Kqa8ZhYIhIGHgDWAQ8BT4jI9Tit6L9X1W2TG6UxU6+rP0FQJKNSmKmQTCmxRAqAnlhyyO2nOvv43aunAGf4yLetrZ7W+MzU608k6Yunhnz5evZAM7uOtQOQEwoSTzrPk7740OeJMWZ2qrvt/knf56Hbr5v0ffqRrxJ0EbkJeFBVO0Xk74CNwJdUdee5tlHVOHDNoMUZD9dojF8caurmFy8eJxQUbtpcQ2VhzoT2d7Sl5/QoLhtqS0mmlIaOPsoLIqOWrOSEg7x9XTWHmrtZXzO01CA3HCQSChBLpCjKovHczbn1xpK09cZo6Yqxq76Nw009RMNBrnRLpQYMnO9gQJhXksNb18zjeFsvGxeWehW6McbMGL5K0IH/pap3i8glwJuArwDfBi7wNixjps/xtl5SqsQSSkN7/4QT9Mf+cIqmrhhHWnpYMbeIh18+yYHGbuYURvnAhQtH3b62LI+yvMhZI2UMKMwJ8/4LamntiVOX4fCPxh+6+hOEg0I0FKQ/keTObYfp6I1zpKWH0vwI+xq62LSwlKMtPWcl6JvryqgszCEvGmROQZQ5BVGWVRV6+EiMMWbm8FuCPvDb6HXAt1X1FyLyeQ/jMWbarakppqGzj1AgwLK5Ex8urqooh6auGGX5ESKhAI2d/QC0dMVIpnTEjqOplHLX9iOc6uhnQ20JVyyvHLJOSV6EkjyrG85GfzjZyQN7TpATDvLerc6IVp19CUSEYEAojIZYOa+Q+SW5XLBo6Bj6mY7Jb4wxZmz8lqDXi8j/wSlZ+bKIRHFGczFm1ijMCXPDhppJ29+1K6tYv6CE4jxnFJdrzq/ipWNtLKsqHHVUl954klMdTkJ/tKVn0mIy/nCkpQdVp6ylsbOfpZUFXLasgmOtPbx7cw3hYIDygui4Rv8xxhgzfn5L0N8NvBn4iqq2icg84DMex2RMVhMRKovOlMnUzcmnbs7YZgHNj4a4cHE5B5u6uXDxxGYhNf6zaWEprT0xCqOh0yVKmxaWssnqyI0xxlO+StBVtUdEHgUWiMhGd3GTlzEZM9tdtKSci5aUex2GmQJl+RHevXmB12EYY4wZxFcJuoj8A/BhYD/OeOi4/6/yKiZjjDHGGGOmk68SdJwSlyWqGvM6EGPM2DR09NHU1c/yqsJxzyBpxqa7P8HBpm4WlOXZpFDGGDOD+S1B3wOUAKe8DsQYM7r2njg/3X6UZEo52d7H1edXeR3SjPbzF+s51dFPYU6Ij1262OtwjDHGTBG/Jej/DLwgIntwZgIFQFWv9y4kY7zV2Rfn8dcayY+EuGxZha9G1EikUqTUqUYbmHHUTI7XGjrZe7ydNfOLWVrpjC8+cIxjyRSqioh/ngvGGGMmj98S9B8AXwZ2A/Zpbwyw43Ar+xq6AKgpzeU8H00GU14Q5a1r5tHY6YyTbibPw3tPEk8qJ9r7Tifob1tbzasnO1hSUWDJuTHGzGB+S9CbVPUbXgdhjJ9UFkYBCAeF0nz/TQi0rKrQZpCcApWFOdS39Z41k2xFYZSKwgoPozLGGDMd/JagPy8i/wz8krNLXHZ6F5Ix3lpVXUxVUQ6RUICiHOsYOFvcsHE+TV39VBREvQ7FGGPMNPNbgr7B/X9h2jIbZtHMOLGEU7udEw6Oaf05k5ykdfUnyAsHCfionn2miyVSdPbFKR/juQwHA8wrzp3iqIwxxviRrxJ0Vb3S6xhMdognU+yub6c4N8ySigJPY0mllDu3HeFQcxfv2VI7ao14c1c//73jGIlkinesn0+tO4PjWPXGkmw/1EJpXoQ1NcUZx/vIyw3sqW9nYXke79xYk/H2JjMdPXE+/8s9/P71JorzwnzsksXcvLXW67CMMcb4mK8SdBH5++GWq+oXpzsW42/P7G/m+cOtALxn6wJPWxr3N3Zx/67jKHBn6jCfv371iOufaO+jL54E4EhLT8YJ+lOvN7G7vh2AsoIIBZEQzx5sprIwyoba0adoP9TUDcDh5h6SKfXVqDAzSW8sydP7m/jhs4fYcaiV3liSWCrFtoMtlqAbY4wZka8SdKA77XIO8DbgFY9iMVlC8DbBLM2LkBsJ0RNLMK84Z9T1l1YW8FpDJ7FEijXzM28Bz4s4ZTEBEXJCAR7f18j+U128DMwvzT2rU+FwLl5azvOHW1kxt8iS8yn03KEWdh1rp7krRiggBANCcU6EmzbbrxbGGGNG5qsEXVW/mn5dRL6C02H0nESkGrgPWAkUqGrCXf4p4J2qeskUhWs8dPGScgpzQhTnhpk7hqR4Ks0pjPL561dyvK1vTEMN5oSDEyotuXBxORWFUYpyw5QXRClxZ5SMhALkRUZ/Sa+qLmZVdeZfDExmBs7LZedVoigLy/K4afMCq/s3xhgzKl8l6MPIA0abLq8FuBq4d2CBiESBdVMYl/FYKBgYUznHdFlYns/C8vxpua9AQM6qc7/0vDksLM+jJDdCQdTvL+nZY92CEsoLIuSEg5PeydcYY8zM5qtPcxHZjTNqC0AQqABGrD9X1T6gb9CkHR/DmfTIatfNjCci0/blwGSmpjSz/gXGGGMM+CxBx6k5H5AAGgZKVsZKRMLA5ar67yIybIIuIrcCtwLU1lpnLWOMMcYY4x8BrwMYZB7QoqqHVbUeyBGRCzLcxweAH4+0gqreoaqbVXVzRYXNymeMMcYYY/zDbwn6t4GutOs97rJMLAf+VEQeBFaJyF9MVnDGGGOMMcZMNb8l6KKqAzXoqGqKUcpwRCQsIr/B6RT6EPAzVX2Tqr4Z2Kuq35zSiI3JAmkvK5MBO27GGGO84Lca9AMi8pecaTX/M+DASBuoahy45hy32RCLZtbbcaiFp15vZlFFPm9fO49BHarNOfx+XxM7Drewcl4Rb1w11+twjDHGzCJ+a0H/OHAxUA8cAy7A7cxpjBmfvcc7SKmy/1QXPbGk1+FkjT3H21GFl090kEpZS7oxxpjp46sEXVVPqep7VLVSVatU9X2qemrgdhH5rJfxGTNezV39HGvtGfa2ZEp5en8TT+9vIpFMTfp9r19QQjQc4Px5RadnITVDdffHuWfnMR5/7RTJlLLBPW7rF5TY5ELGGGOmld9KXEZzE/DPXgdhTLpkSvn17hM0dPRx9flVLJpz9pjkpzr7uOu5oyRTyhXLK4ZMsLS7vp1tB1oAyA0HJ30CpnULSli3YPQZTmez9t44f/HjnRxp6aGmNJeyvCgXLC7ngsXlXodmjDFmFsq2BN2asYzvNHX18/T+Jrr7E+SEg0MS9M6+BEm3RKKtNz5k+4JoMO3y1L8k9zd28cKRNlbMLWT1/OIpvz+/+8WL9Ty09yQnO3qJJ1O09sTJi/jqx0VjjDGzTLYl6FYIanwnpUpDez/dsQTtwyTgi+fkc+Hicrr7E1ywqGzI7UsrC7lxk5OkLyib+pknH331FJ19CY619nD+vCKCs7h8o7mrn59sO0J/IkUqBSvnFfHOjTUsqSz0OjRjjDGzWLYl6LM3kzC+VZgTZlNdKX2xJCuri4bcLiJctGTkUonpSMwHzC3OobOvi6qinFmdnAPkRoIU54Vp64lz5YpKPvuW863e3BhjjOeyLUG/2+sAzOzU1hOjvq2XJRUF5ITP7mhZEA3xvq21tPTEWFSef449jF1TVz+/euk44WCAP9owf9LLXt66eh5Ni/opzYtM6n6zxYHGLu7ecYzKoijv2lTDP96wmgONPWywzqDGGGN8wleFliLyLyJS5E4+9FsRaRKRPx64XVX/ycv4zOyUSKa4a/tRHt7bwK93nxh2ndL8CEsqCiYlwfvDyU7aeuI0dvZzoLFr9A0yFAgIlYU5hIO+evlPi754kjuePMDOI608d7CF1091Macgh62LygiHZt/xMMYY409++0R6o6p2AG/DGQd9GfAZb0Mys11SlXjCGf6wLz75wyAOtqSigGg4QGFOiIVlE2+RN2ekVCmKhgkFhYAIdZPwi4cxxhgz2fxW4hJ2/78V+Imqttish8Zr0VCQ69dXc6i5hzXTMOrJ3OIc/vTyJQA26+cky4uEeM/WBRxpKWd9TQkl+bOzzMcYY4y/+S1B/5WIvAr0An8mIhVAn8cxGcPC8nwWjtDauuNQCw0d/Vy0pJyyDJO+1u4Y975QD8ANG+ZTmh+xxHwSPfLySX754nHW1BRzyxsWsbiigMUVBV6HZYyZBepuu9/rEMYkW+KEqYn10O3XTfo+J8pXJS6qehtwEbBZVeNAN/AOb6MyZmSNnf08ua+J1xo6eXJfY8bb72/sor03TntvnNenoOZ8NlNV7nm+nlOd/TzxWhMt3TGvQzLGGGNG5asWdBEJApcCdSKSHtvXPArJmFHlR4PkhIP0xZOU50cz3n5xRQEvHm1zLs+xmujJJCKcV1XAjkMtzC/NzfjXDWOMMcYLvkrQgV/hlLTsBqa+N54xkyAvEuIDFy2kvTdOdXFOxtuX5Uf42KWLJy2ejr44LxxpY35JLksrZ2cpR2t3jF317dSV5/HnVy3lVEc/c4tzCM3CkWuMMcZkH78l6DWqutbrIIzJVEE0NKnjlZ9o7yUUCFBRmHmL/G9ebuBwcw8vHmnjlkvqKMwJj77RDBJLpLhz22F6Y0leOtrGrZctntaJoIwxxpiJ8ltz0gMi8kavgzCzT3tPnJ1HWmnrcWqUkymluaufVEqnPZZXT3Zw13NHuXPbYY619mS8/cBESqGgEAr47SU+tVIp5WsP/4GnXm9iz/F2wkGZ9bOlGmOMyT5+a0F/FrhXRAJAHBBAVXXo/OkuEakG7gNWAgXACuAOIAm8DtyiqtOfZZms8rMXjtHWE2fn4VY+duli7nn+GPVtvSyrKuS6tfOmNZbW7jgAqtDeG6emFI629JATDo6pRf3alVXUledTVRQlNxIcdf2Z5H//dh+/fOk4oYCwvraEd29eMCsnZDLGGJPd/JagfxVnFJfdGSTVLcDVwL3u9T+o6sUAIvKfwGZg+2QHarLL4eZuth1ooW5OPlsXlQ25faChXNVphT3e3gtAfVvmLdgTtXFhCb3xBOFggBVzi3jxaBuPvnqKgAjv3bqAyqKR69zDwQArq8/5nXbGeur1Jn7+Qj298SSFOSHetGou5QWZlwgZY4wxXvNbgr4P2JNJi7eq9gF9A+NGu8MzDugHjk5qhCYrPbGviabOfurbellZXTSkXvyP1lez71QXSysLCASEK5dX8urJDjbUlk57rNFQkKtWVJ2+3t7rPKVTqnT0Jaicfbn3mDy5r5HSvDDxZIprV1Zx3dpqr0MyxhhjxsVvCfoJ4DEReQAnuQZAVTMaZlFErgf+CXgNaB7m9luBWwFqa2snEq/JEjUluTR19jOnIEJueGjZR3lB9KzW1nULSli3oGQ6QzynrXVlJFMp8iIhllTYMIznsnlhKQ0dfaxbUMJn3rTC63CMMcaYcfNbgn7Q/Yu4f+Oiqr8Efiki3wTexpnyl4Hb78CpU2fz5s1Wnz4LXLG8grU1xRTlhqe802AypfzmlQZau2NcdX4llYWZD72YLjdydou6Odvrp7rYdrCZReX5/N11KynKDVvduTHGmKzmqwRdVb8w0X2ISFRVB1rfO4Deie7TZD8ROauFPJlSTnb0MacgQjQ0uR0p61t7efl4BwA7DrXy1jXT28l0NkmllF/vPkF/Ismpjn421JZacm6MMSbr+SpBF5EK4G+AVcDpZkdVvWqEbcLAA8A64CHgCREZWH8f8PCUBWwyoqqkFF8Me3f/7hPsP9XFnIIIf3zhQgb6MEyG8oIIBdEQ3bEEtTb+9pR6eO9JXm/opK03zhtXzSUasuTcGDM+dbfd73UIxiNTde4P3X7duLf1VYIO3An8FKcs5ePAh4DGkTZwO4VeM2jxhFvizeTq7k9w1/aj9PQneNu6ahZ5PKV9U6fzI0tLd5xESgkHJy9Bz4+G+NDFdcSSqUmdvMic7XhbLz97oZ6eWJKlFflcv66agA++/BljjDET5bfmpnJV/R4QV9XHVfUW4EKvgzITd6K9l45eJxne19A56fvvTyTZcaiFg03dY1r/mvOrWFyRz7UrqyZcEpFKKQ/uOcEPnj7EkWZnWMZIKGDJ+RRSVb796H7q23pBU6x2+xcYY4wxM4HfMoiBIRJPiMh1wHGgxsN4zCRZUJbHgrI8OvvirK2Z/NFRHv9DI3uPdyACH7hw4ajjX9eW51FbPjnlJ41d/bxywvnSseNwy6Tt15zb84db2Xuine7+BBUFUd6y2ur8jTHGzBx+S9C/JCLFwP8FfBMoAj7pbUhmMkRDQW7cNHXftQZqyAWZ1HrysSjNi1BeEKGlO8aSioJpve/Zqjg3TLE7WssbV1WRb79WGGOMmUF89ammqve5F9uBK72MxWSXy5dVMKcgwpyCKGX54x6hSc34JgAAH/BJREFUc1wioQB/fMFCYskUOcOMsW4m33lVhdz2lhV09SXZUOuP8eqNMcaYyeKrBF1ElgHfBqpUdbWIrAWuV9UveRya8blIKODJrJ8DAgEhJ2DJ+XRaPtemVDXGGDMz+a2T6HeBz+LWoqvqLuA9nkZkzDTojSXpjSW9DsP3VJX23jiplM0vZowxZubyVQs6kKeqzw2qIU54FYwx0+FEey/3PH8MVXjXphqqS3K9Dsm3fr37JK81dFI3J48bNlj/cWOMMTOT31rQm0RkCaAAInIjcMLbkIyZWsfbeoknlURKnWEDzTkdbnGG0TzS3IuqtaIbY4yZmfzWgv4J4A5ghYjUAweB93sbkjFT6/x5RRxpccZPX1VtddUjuey8Cl461sbKeUXTPlqPMcYYM118k6CLSADYrKrXiEg+EFDVyZ/RxhifyYuErFxjjFbPL2b1/GKvwzDGGGOmlG9KXFQ1Bfy5e7nbknNjjDHGGDMb+SZBdz0iIp8WkQUiUjbw53VQxky2VEpJJFNeh5E1VJW4HS9jjDGzhG9KXFy3uP8/kbZMgcUexGJmmd5YkpxwYMprm9t6Yvx0+1ESKeWPNsxnvo3aMqL+RJIfbztCa3eMN62ey6pqK3Exxhgzs/ktQT9fVfvSF4hIjlfBmNnjwT0neeVEB8uqCrlu7bwpva+jLb30uGOeH2jssgR9FHvq23l470kCIlQW5ViCbowxZsbzW4nL02NcZsyk2t/Yddb/qbSkMp/qkhzmFEQs2RyD7r4kJXkRggGhsjDqdTjGGGPMlPNFC7qIzAXmA7kisgEYqDEoAvJG2bYauA9YCRQAm4CvA0lgh6p+cqriNjPHRUvKeeloG2smYYSQRDLF/btP0Nod49pVc4e0kOdFQty8pXbC9zMbpFJKQ2cfAREuWjKHy5ZVeB2SMcYYM+V8kaADbwI+DNQAX+VMgt4JfG6UbVuAq4F73euHgatUtU9E7hSRNaq6e/JDNjPJxtpSNtaWnr7+8vEOXj3ZwfoFJSyuKMhoX/VtvRxodCbUefFIm5WwTMCx1h4effUUgYBQnh8hJxz0OiRjjDFmyvkiQVfVHwA/EJF3qeo9GW7bB/QNdOxT1ZNpNydwWtKNGbNUSvne7w/Q0NHHS0fb+MI7Vme0fVVRDiV5YTp6E5xXlVlyb8729P5mXmvoBIErrPXcGGPMLOGLBD1NjYgU4bScfxfYCNymqg9nuiMRWQvMUdWXh7ntVuBWgNpaKzUwQ7X2xIknldaeeMbb5oSDfOiiOpKqhIN+6+aRXVq6Y5QXOHXnK+YVehyNMcYYMz38lj3coqodwBuBSuAjwO2Z7sQdO/3fgI8Od7uq3qGqm1V1c0WFtcqZswUCwg0b5rO6upgbNswf9z4sOZ+4S8+rYP2CEt60ai7L5xZ5HY4xxhgzLfzWgj5Qe/5W4D9V9SXJcFBqEQkBPwI+M6jcxUzQyfY+Djd3s2JeEcW5YeLJFJ19CcryI16HNunevq6at6yeS8iSbM8kkilae2K8ZfU81teWeB2OMcYYM238lqA/LyIPA4uAz4pIITDi9IEiEgYeANYBDwFPAFuAL7u5/WdV9ZkpjXoWiCdT3LPzGLFEigNN3dy0qYafPHeE5q4YmxaWzsjRNSw599Zd24/wq5dOEA4G+LvrzmfFPGtBN8YYMzv4LUH/KLAeOKCqPSJSjlPmAoCIrFLVvekbqGocuGbQfr4w5ZHOMgIM/JYREOiJJ2nuigFwrLXXu8DMjNXkPr/iyRTtvZn3BTDGGGOyla8SdFVNATvTrjcDzWmr/BCn46iZZqFggJs2LeBISw/L5xZSEA1x4eJyjrR0c/GSOV6HZ2ag926tRRUqCqNsqSvzOhxjzDjU3Xa/1yEYk5V8laCPQUb16GZyVRRGqUibyfGiJeVctKTcw4jMTFZVlMMnr13mdRjGGGPMtMu2Ilv1OgBjjDHGGGOmUrYl6MYYY4wxxsxo2Zagx7wOwBhjjDHGmKnkixp0ERmx46eq7nT/Xzg9ERljjDHGGOMNXyTowFdHuE2Bq6YrEDN+qZQSS6bICQe9DsVkuUQyRVKVaMieS8YYY2YfXyToqnql1zGYiYklUvx0+xGaumJcsbyCDbWlXodkslRbT4y7th8lnkhx/fpqFpbnex2SMcYYM618kaCLyDtHul1VfzZdsZjxaeuNnZ5YZn9jtyXoZtyOt/XRG0sCcLCp2xJ0Y4wxs44vEnTg7SPcpoAl6D5XURBlVXURJ9r72GqTypgJWFyRz8LyPPriKdbWlHgdjjHGGDPtfJGgq+pHvI7BTIyI8MZVc70Ow8wAOeEg79xY43UYxhhjjGd8kaCnE5HrgFVAzsAyVf2idxEZY4wxxhgzfXw1DrqIfAe4GfgLQICbgIWeBmWMMcYYY8w08lWCDlysqh8EWlX1C8BFwAKPYzLGGGOMMWba+C1B73X/94hINRAHFk1nAEeae7hv13H2NXRO590aY3DG0n9yXyMP7T1JTyzhdTjGGGOMJ/xWg36fiJQA/wrsxBnB5bvTGcBDe0/S1Z/gYGM3SyoKCARkOu/enIOq8lpDF7nhILXleV6HY6bI/sYuHt57EhEhJxzk8mUVXodkjDHGTDtftaCr6j+oapuq3oNTe75CVf9+4HYRuXbwNiJSLSI7RaRPREKDr2caQ1l+BICS/Igl5z6y80grv959gnt2HuNoS4/X4ZgpcrKjj32nuvjDyU56+uNeh2OMMcZ4wm8t6Kepaj/QP2jxl4FHBi1rAa4G7j3H9Yxcv76ak+19VBZFx7O5mSL98dTpy/FkaoQ1TTbLj4ZYW1NCMqnU2gRFxhhjZinfJujnMKRJW1X7gD4RGfZ6psLBAAvKrIRiomKJFPe+cIymrhhvWT2XxRUFE9rflkVlBANCbiQ44X0Z/4qGAnT2xakoiLKs0s6zMcaY2clXJS5joJOxExG5VUR2iMiOxsbGydilGaSho4/jbX3EEin2Hu+Y8P7CwQAXLC63mSVnuFdOdFJZmIOI0NpjJS7GGGNmp2xL0CeFqt6hqptVdXNFhXVCmwpVRTlUl+QQCQVYVV3kdTgmS6yeX0QkFKC2LO90fxBjjDFmtsm2EpdDXgdgxiYSCnDzllqvwzBZZsXcIlbMtS90xhhjZjdfJegi8s5hFrcDu1X1lKoOuV1EwsADwDrgIRH5HPCP6ddVddtUxm2MMcYYY8xk8VWCDnwUZ/bQR93rVwDPAstE5Iuq+sPBG6hqHLhm0OLB140xxhhjjMkKfkvQU8D5qtoAICJVwLeBC4AngCEJujHGGGMmru62+70OwRjj8lsn0bqB5Nx1Climqi2ADelgjDHGGGNmPL+1oD8pIvcBd7vXbwSeEJF8oM27sIwxxhhjjJkefkvQPwG8E7gEZ1KiHwD3qKoCV3oZmDHGGGOMMdPBVwm6qqqI/B6I4UxK9JybnBtjjDHGGDMr+KoGXUTeDTyHU9rybmCbiNzobVTGGGOMMcZMH1+1oAN/C2xR1VMAIlIB/Ab4H0+jMsYYY4wxZpr4LUEPDCTnrmZ81spvpkYskeLRP5xCVblieSU54aDXIZlp1tTVz1OvN1FZmMNFS8q9DscYY4zxjN8S9AdF5CHgJ+71m4FfexiPmSZ7j7fz8vEOAMoLomypK/M4IjPdnnq9iQON3Rxo7GZJRT6VRTleh2SMMcZ4wlcJuqp+RkTeBbwBZxSXO1T1Xo/DMtOgojBKQARFqSiIeh2O8UBFYZQDjd3kRYIU5oS9DscYY4zxjK8SdABVvQe4x+s4zPSqKc3jwxfXkVKlND/idTjGAxcvmcPSigIKc8LkRqzEyRhjzOzliwRdRDpxhlUcchPO6ItF0xyS8UBxnrWaznZW1mKMMcaAzPZhxkWkETic4WZzgKYpCGey+Dk+P8cG/o5vpsW2Edg5wX1MF4ttfCy28ZmO2Aa//qaDn495umyIMxtiBItzOAtVtWK0lWZ9gj4eIrJDVTd7Hce5+Dk+P8cG/o5vpsc20x/fVLHYxsdim37Z8riyIc5siBEszomwIQyNMcYYY4zxEUvQjTHGGGOM8RFL0MfnDq8DGIWf4/NzbODv+GZ6bDP98U0Vi218LLbply2PKxvizIYYweIcN6tBN8YYY4wxxkesBd0YY4wxxhgfsQTdGGOMMcYYH/HFREXGmNlHRDYBFwKlQBvwrKru8DYqY4wxxntWgz5Gfk0mRCQI/BGDYgN+rqoJL2MD/x438H1sM/q8isjXgSjwG6AdKAKuAZKq+peTH3Hm/Pj8mOnPi6nk19j8fk4nm4hsUdXtXseRTkRW4bz3vJq27AJV3eZhWEO4z+GjQDPwNqBXVR/2NqrRicgnVPXfvY5jOCKyGlgN7Pfd89IS9NH5OZkQkR8Cu4DfDoptnar+scex+fm4+TY2mPnnVUSeUNXLxrp8uvn1+THTnxezNDbfntOJEJHhSmgFeFBVr53ueM5FRL4KVAEJoBy4RVUbReR3qnqVt9GdISLfwzl+/UAFcBzoACpV9VYvY0snIk8CA4mluP9XAXv88N4OICIPquqbReSvgauB+4E3APWqepu30Z1hJS5js2mYJ9a9IvKEJ9GcrU5VPzBo2Qvui8Rrfj5ufo4NZv553SEi38FJmDpwkpKrmf6px8/Fr8+Pmf68mCp+js3P53QiunB+CRDOTtjWehbR8Dar6uUAIrIWuFtEPuNxTMNZmhbnblW90b38qLdhDXEvzjn+vqo+BiAiD6jqWzyN6mwR9/8NwJWqmgK+IyK/9zCmISxBHxs/JxO/FJH7gMc4E9vlwC+9DMrl5+Pm59jg3Of1V14G5ZrwsVPVT4nIBuAiYBnOz/p3qOoLUxDvePj1+fGLQc+LYuAyZsjzYgr5OTY/n9OJeAW4QVXb0xeKyCMexXMuIRGJqGpMVXeJyA3Aj3Baff0kPV/7XNplGbyil1T1ayISAT4mIh8Hfux1TMNYKSL/BSzB+WWt112e411IQ1mJyxilJRMlOMnEM0DIDzVLInIJsAYnrnZgO7DYD/VzIrIV54MwhPMToqrq7d5G5XDP6YWcOadzVPUfvI3qDBGZA2wFNgGvA6/75Pk2D5iL83ooxvmASAFfmUk1s2mv+WLO1Cx7/gUi7XkxENcOVW30NiqHX48Z+D42357T8XLfJ5pVNTZoua9q0N3PqEOqeiptWQj4nKp+0bvIzubWyb+qqsm0ZRHgNj/Fmc49jh8AlgP3+OW8i8jCtKsnVDUmIgXAp/x0LK0FfQzcWrqX3L/Ti4EHAU9r6dz6uUogydn1cz8FPK2fc2vmAGKk1cyJyB1e18yl1cmltz6sFJFr/VAnl1Yjtwy4AGgE/lJE/FAjd6eqXiUiHwF6gN8B63FaSt7taWSTK+D+hYCg++cpt0Ph5TiJZinQCuSLiF86FPrumKXxZWxZcE7HqwGG1KIL8E94/Lk5yA4YEmcKuNSbcM7pFRgSZxKfxTnMcfwBPsmX0hxNv+LG3IvPjqUl6GMzUEuXzi+1dH6un/NzzZzf6+T8XCOXcv+vVNVr3MsP++S8Tgq3U2EEp+PeKzglER8RkQ963Knw+8BunC9D6R0Kvw/4oZOoH4+Zr2PDx+d0grKlBj0b44QzDUwWZ+ay4pxbgj42fq6l83P9nG9r5rKgTs7PNXI/EJH/AI6KyI+Ax3He2Dwfsm4S+bVToZ87FPr1mIG/Y/PzOZ0IP39uprM4J1c2xJkNMVoN+liMUEsX8vonyHPUzwWBm1T1Lu8iG7Fm7s2q6odOrMDZdXI+KB8BhtTIHVfVuFsjd6mqPuBVXANEpBp4E87wZO3A06r60shbZQ8R+RqQx9BOhf2q+tcexvVp4AqGdih8UlX/xau4wL/HLAti8+05nQg/f26mszgnVzbEmQ0xgiXoxhgzLL92KvRzh0K/HjPwfWy+PafGGG9YiYsxxgzPd50Ks6BDoe+OWRpfxpYF59QY4wFrQTfGmEEGdSr0zcyT4sw6uZuhM2J6PuukX49ZFsTm23NqjPGOtaCbrCUidcB9qro6w+2eVtWL3e0vVlW/dRA13vNrp0I/dyj06zEDf8fm53NqjPGIJehm1hCRoKomVfVid1Ed8D78N4KL8Z5fZ57086yTfj1m4O/Y/HxOfU9EulS1YBru5/s4DUL/IyKPAZ9W1TGPXCUiHwYeVtXjUxOhmWmsxMVMGbeF+kFgG7ABeA34IE6t5VdwviBuB/5UVftF5BDwU+BKdxfvU9XX098Y3f12qWpBegu6e/mHQL677Z+r6tMicgXw/wAngPWqujJt+2eB84GDOJMpvBP4C1V90b2fp9zYdk3+0TF+59dOhX7uUOjXYwa+j82359TvsihBP+c2A41HkxWrmRkCo69izIQsB+5Q1bU4rUOfwpmA42ZVXYOTpP9p2vodqroV+Dfgf2dwP6eAa1V1I3Az8I2027YCf6uqKwdtcxvOUGbrVfXrwH8AHwZwZ/CMWnI+q/muU2Fah8KrcOqUrwYud4cK9QPfHbM0vowtC85pVhDHv4rIHhHZLSI3u8sDIvItEdkrIveJyK9F5MYR9vP3IrLd3c8dIpLRvB0iEhSR76fF8Un3/jYDd4rIiyKSKyKH3Pv6PXCTiCwRkQdF5HkReVJEVrj7e7uIbBORF0TkNyJS5S7/vIj8QEQedvf1ThH5F/c+HxSRsLve7SLysojsEpGvjBB3lYjcKyIvuX8Xi0idiOxJW+fTIvJ59/JjIvJ1EXlCRF4RkS0i8jMR2SciX3LXyReR+9397Uk7J4fcL6WIyGb3y8uYH9NsYQm6mWpHVfUp9/KPcD58Dqrqa+6yH+D8nDvgJ2n/L8rgfsLAd0VkN3A3kJ6MP6eqB8ewj7uBt7lvArfgfJEws5A4nQpvAY4DTwP1ODNPfmPEDafe93Emr/oxzpTpdwKL8MFz1cfHzNex4eNzmmXeCawH1uF80flXcca7fidOOeMa4GOM/rnyb6q6xe3blAu8LcM41gPzVXW12wj1n+6vvzuA97sNQgMTz/Wp6iXunCV34PyCuwn4NPAtd53fAxeq6gbgLuBv0u5rCXAd8A6cz9dH3fvsBa4TkTKc2ahXuY1kXxoh7m8Aj6vqOmAjsHcMjzXm9u34DvAL4BPAauDDIlIOvBlnHo917vF8cAz7HPExjWH7GcO+oZuplmkNlQ5zOYH7ZdJtzYgMs90ngQacN+cA0Jd2W/eY7li1R5yZxN4BvBunxcPMTn7tVOjnDoV+PWbg79j8fE6zySXAT9xSkQYReRzY4i6/W1VTwEkReXSU/VwpIn+DM7FVGU6imkl/gAPAYhH5JnA/8PAI6/4UQJxJ6C4G7k5rsI+6/2uAn7pfNiI4JZkDHnAnsduN84vQQAK8G+dLyX04n4X/ISL3u9fP5SqcElTcY9guIqWjPNaBCQd3A3tV9YT7eA4AC9zlXxGRL+OUB43lOT3aY5o1LEE3U61WRC5S1WeA9+J00voTEVmqqq/jzOD5eNr6NwO3u/+fcZcdAjYB/42TPA/3M1cxcExVUyLyIcb283UnUDho2X/gvBk/qaotY9iHmZn82qnQzx0K/XrMwN+x+fmcZpNzlaKMuURFRHJwWq43q+pRt5wjJ5MgVLVVRNbhzLT8CZzGnlvOsfpA41EAaFPV9cOs803ga6r6S3H6VH0+7bZ+9z5TIhLXM50KU0BIVRPizDZ+NfAe4M9xEvGxOt045hp8LPrT7q8/bfnA/b8mIpuAtwL/LCIPq+oXB+132H2e6zFlEHvWsxIXM9VeAT4kIrtwWiO+DnwEp6VgN86L7jtp60dFZBvwVzit4gDfxanJfA64gOFbxL/l3s+zwLJzrDPYLiDh1sd9EkBVn8f5kPzPzB6mmUlU9VPA/wEqcb4cVuD0pfB0WnhV/QpOP4mXcb5g7gFu8cOU8H49ZuD72Hx7TrPME8DN4tSAV+B8yXkOp0TkXeLUolcBV4ywj4Fksclt1T5nrfq5uLXVAVW9B/hfOOUiMHyDEACq2gEcFJGb3H2Im+SD84Wt3r38oQxjKQCKVfXXwF/jlN+cy29x+4O5x7AI51fpShEpF5EoGZb7iEg10KOqP8IZGGLgWBzCeR0CvCuTfc4ms+rbiPFESlU/PmjZb3FGdRnOv6vqF9IXqGoDcGHaos+6yw/h1LuhqvuAtcOs8xhOy1T6/grc/3GcloXT3DeUACP/LGlmB991KhT/zzrpu2OWxpexZcE5zRb34hzDl3DKI/9GVU+KyD047/N7cEYS24YzIdQQqtomIt/FKac4hDPKWKbmA/8pIgMNoJ91/38f+I6I9DJ8Hfz7gW+LyN/h/Ep8l/tYPo/ToFUPPIvTP2GsCnF+ocnB+SXhkyOs+1fAHSLyUSCJM4LZMyLyRZxjdhB4NYP7Bqfu/19FJAXEOTMgxBeA74nI59x9m2HYMItmykiGEwmJM8ziZlVtmsKwRrr/DwL/CHxKVe/2IgbjD+LTmSfFx7NO+vWYZUFsvj2nM4WIFKhql9tx8TngDap60uu4jBmJJejGGDOIiDwxTKfCcy6fLiLypKpeOtbl08mvx2ykGHwSm2/P6UzhDuNXgvMl7V9U9fueBmTMGFiJizHGDOXXToV+7lDo12MG/o7Nz+d0RlDVKwYvE5F7GVou8n+r6kNj3a/bXyo6aPEHVHV3xkFOExH5W+CmQYvvVtV/9CIec27Wgm6MMcMQn848KT6eddKvxwx8H5tvz6kxxhvWgm6MMcPzXafCLOhQ6LtjlsaXsWXBOTXGeMBa0I0xZhC/dir0c4dCvx6zLIjNt+fUGOMda0E3xpih/DrzpJ9nnfTrMQN/x+bnc2qM8Ygl6MYYM5RfOxX+clCHwiKc8ohfjrTRNPHrMQN/x3auc2qdRI2ZxazExRhjhpHWqbAEp+PeMzjTV49n8pLJjOsSnAlA2nBKIrYDi1XV8wk/0qYVD+FM562qeru3UTnc83khZ87nHFX9B2+jcqR1Et0EvA687vXzzBjjLUvQjTFmkLRZAM9aDDyoqtdOdzynAxD5Ks509UmgHGdK+EYR+Z2qXuVVXG5s33MvxoAK4DhOi3Clqt7qWWA4Y4rjzC4paYtXAnt9MA76g6r6ZhH5a5za8/uANwD1qnqbl7EZY7xjJS7GGDNUF8602ukEWOtBLOk2q+rlACKyFmcK8M94HNOApWmx7VbVG93Lj3obFuBMA78W+L6qPgYgIg+o6ls8jcoRcf/fAFypqimcKeF/72FMxhiPWYJujDFDvQLcoKrt6QtF5BGP4hkQEpGIqsZUdZeI3AD8CFjlcVxw9ufJ59Iuy+AVp5uqfk1EIsDHROTjwI+9jinNShH5L2AJzqQ3ve7yHO9CMsZ4zUpcjDFmEBGZBzSramzQ8pCXY1O7Nd6HVPVU2rIgcJOq3uVVXG4cq4BXVTWZtiwCvFlV/dCJFXDOIfABYLkfSkhEZGHa1eOqGheRAuBSVX3Aq7iMMd6yBN0YY4wxxhgfGa4jlDHGGGOMMcYjlqAbY4wxxhjjI5agG2OMMcYY4yOWoBtjjIdE5JA7UQ0i0jWO7T83+lrGGGOyiSXoxhiT3YZN0MVh7/HGGJOF7M3bGGOmiYj8XESeF5G9IpLR7JoiMk9EnhCRF0Vkj4hcKiK3A7nusjtFpE5EXhGRbwE7gQUi8kYReUZEdorI3e4QfojI34vIdndfd4iIuMsfE5Gvu/f1iohsEZGficg+EfmSu06+iNwvIi+52988QtxbRORpd93nRKRQRD4sIv+Wts59InKFe7lLRL7sHqffiMhWN6YDInK9u84qd18visguETnPfex70vb5aRH5/FgfkzHG+Ikl6MYYM31uUdVNwGbgL0WkPINt3wc8pKrrgXXAi+443r2qul5V3++utxz4L1XdAHQDfwdco6obgR3Ap9z1/k1Vt6jqaiAXeFvafcVU9TLgO8AvgE8Aq4EPuzG/GWfM7nXu9g8OF7A7DvpPgb9S1XU4U9n3DrdumnzgMfc4dQJfAq7FmWnzi+46Hwf+X/dYbAaOjbLPsTwmY4zxDZtJ1Bhjps9furN/AiwAzstg2+3A/yciYeDnqvriOdY7rKrPupcvBFYCT7kN5BHgGfe2K0Xkb4A8oAzYC/zKvW1gYqHdwF5VPQEgIgfcuHcDXxGRLwP3qeqT54hlOXBCVbcDqGqHu5+RHmeMMwn/bqDfnbxnN1DnLn8G+FsRqQF+pqr7RtnnWB5T82g7MMaY6WIt6MYYMw3cEo5rgIvc1uQXyGA6d1V9ArgMqAd+KCIfPMeq3el3CzzitrCvV9WVqvpREckBvgXcqKprgO8OiqXf/Z9KuzxwPaSqrwGbcJLdfxaRvz9HLAIMNxtegrM/f9LvO65nZtA7ff+qmsJtVFLVHwPX47TGPyQiV42yz1Ef0zniN8YYT1iCbowx06MYaFXVHhFZgdO6PWbulPCnVPW7wPeAje5NcbdVfTjPAm8QkaXuPvJEZBlnktcmtyb9xgxjqQZ6VPVHwFfSYhnsVaBaRLa42xWKSAg4BKwXkYCILAC2Znj/i4EDqvoNnJbxtf9/+/arjEEYhmH8upORzegO4Muq4BwUQeQAjEBSRY0oiCoHICjCNwIKkVEVzHiEXePPCLb4XjPXL76z++7OpnuevV/gHphNMpNkiq+VHUn6V5waSNLfOAZWk4yBK7rwPMQCsJ7kBXgE3ifoe8A4yTmw+fmGqnpIsgIc9qEVYKuqrpPs003Ab+nqM0OMgJ0kr8ALsPbTRVX13B8g3U0yTTfxXgROgZv++Rd0B1qHWAKW+29xB2z3NZht4Kzf+3LgnpLUjHz8SZQkSZI0aVZcJEmSpIZYcZGkhiQZAQfflp+qan4S7/NbSY6AuW/LG1V1Mon3kaT/zIqLJEmS1BArLpIkSVJDDOiSJElSQwzokiRJUkMM6JIkSVJDDOiSJElSQ94Ao5LL4vOSsbEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x504 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.tools.plotting.scatter_matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.reset_index().to_feather('../data/basemodel_cumsum_outlier_removed.feather')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use days after release instead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "pop_5 = pop[pop['days_after_release'] == 5]\n",
    "pop_5 = pop_5[['popularity']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pop_5.join(train_streams_100,how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['log_all_streams_cumsum'] = np.log(df['all_streams_cumsum'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sergiusz/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel/__main__.py:1: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1c4eac8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1c4c748>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e2490d68>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1f96400>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1f9ca90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1f9cac8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1a39320>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1ae0e80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f94e1ab6550>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.tools.plotting.scatter_matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.reset_index().to_feather('../data/basemodel_cumsum_outlier_removed_days_after_release.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>all_streams_cumsum</th>\n",
       "      <th>log_all_streams_cumsum</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>track_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>00kzys67XYXiB31cSP5jfo</th>\n",
       "      <td>40.0</td>\n",
       "      <td>473673</td>\n",
       "      <td>13.068272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00mc2RHScEYMEFlc7FRGaK</th>\n",
       "      <td>26.0</td>\n",
       "      <td>93919</td>\n",
       "      <td>11.450188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04HzRAn3BJaIvmhpvc1GVT</th>\n",
       "      <td>51.0</td>\n",
       "      <td>1426517</td>\n",
       "      <td>14.170746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04qrVtScdD4IBGSL5q6yEv</th>\n",
       "      <td>47.0</td>\n",
       "      <td>2637515</td>\n",
       "      <td>14.785348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09aaq7feVx9Jykdw0f00QU</th>\n",
       "      <td>50.0</td>\n",
       "      <td>1371458</td>\n",
       "      <td>14.131385</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        popularity  all_streams_cumsum  log_all_streams_cumsum\n",
       "track_id                                                                      \n",
       "00kzys67XYXiB31cSP5jfo        40.0              473673               13.068272\n",
       "00mc2RHScEYMEFlc7FRGaK        26.0               93919               11.450188\n",
       "04HzRAn3BJaIvmhpvc1GVT        51.0             1426517               14.170746\n",
       "04qrVtScdD4IBGSL5q6yEv        47.0             2637515               14.785348\n",
       "09aaq7feVx9Jykdw0f00QU        50.0             1371458               14.131385"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Only use stream dates after pop 5!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/ipykernel_launcher.py:23: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9f241390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9fb3d400>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9eeb8908>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8a9f108f98>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_of_stream_count = 5\n",
    "end_of_stream_count = 100\n",
    "\n",
    "#train_streams_100 = train_streams[train_streams['days_from_release'] == 100]\n",
    "#train_streams_100.reset_index()['all_streams_cumsum'].apply(np.log).plot.hist(bins = 50)\n",
    "pop_5_date = pop_5[['track_id','date']]\n",
    "streams = pd.read_feather(f'{data_dir}/streams_60.feather')\n",
    "tts = streams[['track_id', 'date', 'all_streams']]\n",
    "rel = release_dates.reset_index()\n",
    "tts = pd.merge(tts, rel, on='track_id')\n",
    "tts['days_from_release']=tts['date']-tts['derived_release_date']\n",
    "tts['days_from_release'] = (tts['days_from_release']/ np.timedelta64(1, 'D')).astype(int)\n",
    "tts = tts[tts['days_from_release'] <= 100]\n",
    "#tts['all_streams_cumsum'] = tts.groupby('track_id')['all_streams'].cumsum()\n",
    "#tts.reset_index().to_feather(f'{data_dir}/tts_with_release.feather')\n",
    "pop_5_date = pop_5_date.rename(columns = {'date':'pop_5_date'})\n",
    "tts = pd.merge(tts, pop_5_date, on='track_id')\n",
    "tts['after_pop_5'] = np.where(tts['date'] > tts['pop_5_date'], 'After pop 5', 'Before pop 5')\n",
    "pp5 = tts.groupby(['track_id','after_pop_5'])[['all_streams']].sum()\n",
    "\n",
    "pp5s = pp5.unstack()\n",
    "pp5s.columns = pp5s.columns.droplevel(0)\n",
    "pd.tools.plotting.scatter_matrix(np.log(pp5s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.43685076],\n",
       "       [0.43685076, 1.        ]])"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(pp5s['Before pop 5'], pp5s['After pop 5'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SpearmanrResult(correlation=0.7478236795964195, pvalue=1.5277134828401144e-11)"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import spearmanr\n",
    "\n",
    "spearmanr(pp5s['Before pop 5'], pp5s['After pop 5'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp5s['fraction_after'] = pp5s['After pop 5'] / (pp5s['After pop 5'] + pp5s['Before pop 5'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>after_pop_5</th>\n",
       "      <th>After pop 5</th>\n",
       "      <th>Before pop 5</th>\n",
       "      <th>fraction_after</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.800000e+01</td>\n",
       "      <td>5.800000e+01</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.519293e+05</td>\n",
       "      <td>1.831646e+05</td>\n",
       "      <td>0.808186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.034209e+06</td>\n",
       "      <td>3.069250e+05</td>\n",
       "      <td>0.160386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.433000e+04</td>\n",
       "      <td>4.976000e+03</td>\n",
       "      <td>0.107328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.597602e+05</td>\n",
       "      <td>5.197700e+04</td>\n",
       "      <td>0.760046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.480110e+05</td>\n",
       "      <td>9.076400e+04</td>\n",
       "      <td>0.863774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.381447e+06</td>\n",
       "      <td>1.913250e+05</td>\n",
       "      <td>0.907748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.786599e+06</td>\n",
       "      <td>2.164341e+06</td>\n",
       "      <td>0.955962</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "after_pop_5   After pop 5  Before pop 5  fraction_after\n",
       "count        5.800000e+01  5.800000e+01       58.000000\n",
       "mean         9.519293e+05  1.831646e+05        0.808186\n",
       "std          1.034209e+06  3.069250e+05        0.160386\n",
       "min          2.433000e+04  4.976000e+03        0.107328\n",
       "25%          1.597602e+05  5.197700e+04        0.760046\n",
       "50%          5.480110e+05  9.076400e+04        0.863774\n",
       "75%          1.381447e+06  1.913250e+05        0.907748\n",
       "max          4.786599e+06  2.164341e+06        0.955962"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp5s.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>       <td>After pop 5</td>   <th>  R-squared:         </th> <td>   0.994</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.994</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   8991.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sun, 19 Aug 2018</td> <th>  Prob (F-statistic):</th> <td>2.02e-64</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>09:03:34</td>     <th>  Log-Likelihood:    </th> <td> -84.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    58</td>      <th>  AIC:               </th> <td>   171.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    57</td>      <th>  BIC:               </th> <td>   173.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Before pop 5</th> <td>    1.1414</td> <td>    0.012</td> <td>   94.819</td> <td> 0.000</td> <td>    1.117</td> <td>    1.165</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>17.505</td> <th>  Durbin-Watson:     </th> <td>   2.198</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  24.701</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-1.090</td> <th>  Prob(JB):          </th> <td>4.33e-06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 5.338</td> <th>  Cond. No.          </th> <td>    1.00</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:            After pop 5   R-squared:                       0.994\n",
       "Model:                            OLS   Adj. R-squared:                  0.994\n",
       "Method:                 Least Squares   F-statistic:                     8991.\n",
       "Date:                Sun, 19 Aug 2018   Prob (F-statistic):           2.02e-64\n",
       "Time:                        09:03:34   Log-Likelihood:                -84.688\n",
       "No. Observations:                  58   AIC:                             171.4\n",
       "Df Residuals:                      57   BIC:                             173.4\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "================================================================================\n",
       "                   coef    std err          t      P>|t|      [0.025      0.975]\n",
       "--------------------------------------------------------------------------------\n",
       "Before pop 5     1.1414      0.012     94.819      0.000       1.117       1.165\n",
       "==============================================================================\n",
       "Omnibus:                       17.505   Durbin-Watson:                   2.198\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               24.701\n",
       "Skew:                          -1.090   Prob(JB):                     4.33e-06\n",
       "Kurtosis:                       5.338   Cond. No.                         1.00\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "model = sm.OLS(np.log(pp5s['After pop 5']), np.log(pp5s['Before pop 5']) )\n",
    "res = model.fit()\n",
    "res.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_id</th>\n",
       "      <th>After pop 5</th>\n",
       "      <th>Before pop 5</th>\n",
       "      <th>fraction_after</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00kzys67XYXiB31cSP5jfo</td>\n",
       "      <td>414835</td>\n",
       "      <td>58838</td>\n",
       "      <td>0.875784</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00mc2RHScEYMEFlc7FRGaK</td>\n",
       "      <td>88943</td>\n",
       "      <td>4976</td>\n",
       "      <td>0.947018</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04HzRAn3BJaIvmhpvc1GVT</td>\n",
       "      <td>1236386</td>\n",
       "      <td>190131</td>\n",
       "      <td>0.866717</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04qrVtScdD4IBGSL5q6yEv</td>\n",
       "      <td>2506239</td>\n",
       "      <td>131276</td>\n",
       "      <td>0.950227</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09aaq7feVx9Jykdw0f00QU</td>\n",
       "      <td>1202658</td>\n",
       "      <td>168800</td>\n",
       "      <td>0.876919</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 track_id  After pop 5  Before pop 5  fraction_after  \\\n",
       "0  00kzys67XYXiB31cSP5jfo       414835         58838        0.875784   \n",
       "1  00mc2RHScEYMEFlc7FRGaK        88943          4976        0.947018   \n",
       "2  04HzRAn3BJaIvmhpvc1GVT      1236386        190131        0.866717   \n",
       "3  04qrVtScdD4IBGSL5q6yEv      2506239        131276        0.950227   \n",
       "4  09aaq7feVx9Jykdw0f00QU      1202658        168800        0.876919   \n",
       "\n",
       "   popularity  \n",
       "0        40.0  \n",
       "1        26.0  \n",
       "2        51.0  \n",
       "3        47.0  \n",
       "4        50.0  "
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp = pd.merge(pp5s.reset_index(), pop_5[['track_id', 'popularity']], on = 'track_id')\n",
    "pp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>       <td>After pop 5</td>   <th>  R-squared:         </th> <td>   0.960</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.959</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1363.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sun, 19 Aug 2018</td> <th>  Prob (F-statistic):</th> <td>1.71e-41</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>09:04:22</td>     <th>  Log-Likelihood:    </th> <td> -138.39</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    58</td>      <th>  AIC:               </th> <td>   278.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    57</td>      <th>  BIC:               </th> <td>   280.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "       <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>popularity</th> <td>    0.2846</td> <td>    0.008</td> <td>   36.918</td> <td> 0.000</td> <td>    0.269</td> <td>    0.300</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>37.315</td> <th>  Durbin-Watson:     </th> <td>   1.910</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 108.787</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.864</td> <th>  Prob(JB):          </th> <td>2.38e-24</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 8.579</td> <th>  Cond. No.          </th> <td>    1.00</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:            After pop 5   R-squared:                       0.960\n",
       "Model:                            OLS   Adj. R-squared:                  0.959\n",
       "Method:                 Least Squares   F-statistic:                     1363.\n",
       "Date:                Sun, 19 Aug 2018   Prob (F-statistic):           1.71e-41\n",
       "Time:                        09:04:22   Log-Likelihood:                -138.39\n",
       "No. Observations:                  58   AIC:                             278.8\n",
       "Df Residuals:                      57   BIC:                             280.8\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "popularity     0.2846      0.008     36.918      0.000       0.269       0.300\n",
       "==============================================================================\n",
       "Omnibus:                       37.315   Durbin-Watson:                   1.910\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              108.787\n",
       "Skew:                           1.864   Prob(JB):                     2.38e-24\n",
       "Kurtosis:                       8.579   Cond. No.                         1.00\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_model = sm.OLS(np.log(pp['After pop 5']), pp['popularity'])\n",
    "pres = p_model.fit()\n",
    "pres.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
