INCLab-MOT-Interpolate.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# interpolate the raw data\n",
    "- dataset_name = \"raw csv file\"\n",
    "- dataset_name_without_comma = \"csv file which deleted comma in certain value that has comma\"\n",
    "- result_name = \"final csv file\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "path = os.getcwd()\n",
    "file_name = \"\\\\INCLab_RawData\\\\\"\n",
    "path = path + file_name\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_name =path+\"0813_RawResult.csv\"\n",
    "dataset_name_without_comma =\"0813_before_postProcessing_without_comma.csv\"\n",
    "result_name =\"Result-0813-Fin.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\82108\\anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3444: DtypeWarning: Columns (3,4,9,10,19,20,21,22,29,30,31,32) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
    {
     "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>frameNum</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>51296.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>25651.129601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14809.584502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12824.750000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>25652.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>38476.250000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>51300.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           frameNum  3_X  3_Y  12_X  12_Y  13_X  13_Y\n",
       "count  51296.000000  0.0  0.0   0.0   0.0   0.0   0.0\n",
       "mean   25651.129601  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "std    14809.584502  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "min        1.000000  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "25%    12824.750000  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "50%    25652.500000  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "75%    38476.250000  NaN  NaN   NaN   NaN   NaN   NaN\n",
       "max    51300.000000  NaN  NaN   NaN   NaN   NaN   NaN"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(dataset_name)\n",
    "# pd.options.display.max_rows = 60\n",
    "# pd.options.display.max_columns = 20\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# chage the type of column\n",
    "Values connected by commas (,) go into object types\n",
    "Remove value after comma (,) and convert type to numeric form"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>5_Y</th>\n",
       "      <th>...</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "      <th>14_X</th>\n",
       "      <th>14_Y</th>\n",
       "      <th>15_X</th>\n",
       "      <th>15_Y</th>\n",
       "      <th>16_X</th>\n",
       "      <th>16_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>565</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>693</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>566</td>\n",
       "      <td>830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>566</td>\n",
       "      <td>831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>692</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>568</td>\n",
       "      <td>828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>569</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1472</td>\n",
       "      <td>696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51291</th>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>467.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>601.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>780</td>\n",
       "      <td>243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>671.0</td>\n",
       "      <td>968.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51292</th>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>574.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>652.0</td>\n",
       "      <td>988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51293</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>607.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>710</td>\n",
       "      <td>372</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>648.0</td>\n",
       "      <td>994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51294</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>601.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>649.0</td>\n",
       "      <td>995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51295</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>598.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>600.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>650.0</td>\n",
       "      <td>996.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51296 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       1_X  1_Y    2_X    2_Y  3_X  3_Y  4_X  4_Y    5_X    5_Y  ... 12_X  \\\n",
       "0      565  829    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "1      566  830    NaN    NaN  NaN  NaN  NaN  NaN   1544    572  ...  NaN   \n",
       "2      566  831    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "3      568  828    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "4      569  829    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "...    ...  ...    ...    ...  ...  ...  ...  ...    ...    ...  ...  ...   \n",
       "51291  743  319  467.0  436.0  NaN  NaN  713  371  601.0  448.0  ...  NaN   \n",
       "51292  743  319  574.0  398.0  NaN  NaN  711  371  602.0  446.0  ...  NaN   \n",
       "51293  741  319  607.0  386.0  NaN  NaN  710  372  602.0  446.0  ...  NaN   \n",
       "51294  741  319  601.0  385.0  NaN  NaN  711  371  602.0  446.0  ...  NaN   \n",
       "51295  741  319  598.0  384.0  NaN  NaN  713  371  600.0  447.0  ...  NaN   \n",
       "\n",
       "      12_Y 13_X 13_Y  14_X 14_Y 15_X 15_Y   16_X   16_Y  \n",
       "0      NaN  NaN  NaN  1473  693  NaN  NaN    NaN    NaN  \n",
       "1      NaN  NaN  NaN  1474  690  NaN  NaN    NaN    NaN  \n",
       "2      NaN  NaN  NaN  1473  692  NaN  NaN    NaN    NaN  \n",
       "3      NaN  NaN  NaN  1473  697  NaN  NaN    NaN    NaN  \n",
       "4      NaN  NaN  NaN  1472  696  NaN  NaN    NaN    NaN  \n",
       "...    ...  ...  ...   ...  ...  ...  ...    ...    ...  \n",
       "51291  NaN  NaN  NaN   780  243  NaN  NaN  671.0  968.0  \n",
       "51292  NaN  NaN  NaN   781  244  NaN  NaN  652.0  988.0  \n",
       "51293  NaN  NaN  NaN   781  244  NaN  NaN  648.0  994.0  \n",
       "51294  NaN  NaN  NaN   784  244  NaN  NaN  649.0  995.0  \n",
       "51295  NaN  NaN  NaN   786  244  NaN  NaN  650.0  996.0  \n",
       "\n",
       "[51296 rows x 32 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_without_time = df.drop(['frameNum'], axis = 1)\n",
    "df_without_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_comma(x):\n",
    "\n",
    "    if str(x).find(\",\") != -1:\n",
    "        return int(str(x).split(\",\")[0])\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>5_Y</th>\n",
       "      <th>...</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "      <th>14_X</th>\n",
       "      <th>14_Y</th>\n",
       "      <th>15_X</th>\n",
       "      <th>15_Y</th>\n",
       "      <th>16_X</th>\n",
       "      <th>16_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>565</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>693</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>566</td>\n",
       "      <td>830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>566</td>\n",
       "      <td>831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>692</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>568</td>\n",
       "      <td>828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>569</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>572</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1472</td>\n",
       "      <td>696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51291</th>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>467.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>601.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>780</td>\n",
       "      <td>243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>671.0</td>\n",
       "      <td>968.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51292</th>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>574.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>652.0</td>\n",
       "      <td>988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51293</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>607.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>710</td>\n",
       "      <td>372</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>648.0</td>\n",
       "      <td>994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51294</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>601.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>649.0</td>\n",
       "      <td>995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51295</th>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>598.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>600.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>650.0</td>\n",
       "      <td>996.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51296 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       1_X  1_Y    2_X    2_Y  3_X  3_Y  4_X  4_Y    5_X    5_Y  ... 12_X  \\\n",
       "0      565  829    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "1      566  830    NaN    NaN  NaN  NaN  NaN  NaN   1544    572  ...  NaN   \n",
       "2      566  831    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "3      568  828    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "4      569  829    NaN    NaN  NaN  NaN  NaN  NaN   1545    572  ...  NaN   \n",
       "...    ...  ...    ...    ...  ...  ...  ...  ...    ...    ...  ...  ...   \n",
       "51291  743  319  467.0  436.0  NaN  NaN  713  371  601.0  448.0  ...  NaN   \n",
       "51292  743  319  574.0  398.0  NaN  NaN  711  371  602.0  446.0  ...  NaN   \n",
       "51293  741  319  607.0  386.0  NaN  NaN  710  372  602.0  446.0  ...  NaN   \n",
       "51294  741  319  601.0  385.0  NaN  NaN  711  371  602.0  446.0  ...  NaN   \n",
       "51295  741  319  598.0  384.0  NaN  NaN  713  371  600.0  447.0  ...  NaN   \n",
       "\n",
       "      12_Y 13_X 13_Y  14_X 14_Y 15_X 15_Y   16_X   16_Y  \n",
       "0      NaN  NaN  NaN  1473  693  NaN  NaN    NaN    NaN  \n",
       "1      NaN  NaN  NaN  1474  690  NaN  NaN    NaN    NaN  \n",
       "2      NaN  NaN  NaN  1473  692  NaN  NaN    NaN    NaN  \n",
       "3      NaN  NaN  NaN  1473  697  NaN  NaN    NaN    NaN  \n",
       "4      NaN  NaN  NaN  1472  696  NaN  NaN    NaN    NaN  \n",
       "...    ...  ...  ...   ...  ...  ...  ...    ...    ...  \n",
       "51291  NaN  NaN  NaN   780  243  NaN  NaN  671.0  968.0  \n",
       "51292  NaN  NaN  NaN   781  244  NaN  NaN  652.0  988.0  \n",
       "51293  NaN  NaN  NaN   781  244  NaN  NaN  648.0  994.0  \n",
       "51294  NaN  NaN  NaN   784  244  NaN  NaN  649.0  995.0  \n",
       "51295  NaN  NaN  NaN   786  244  NaN  NaN  650.0  996.0  \n",
       "\n",
       "[51296 rows x 32 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in df_without_time.columns:\n",
    "    df_without_time[i] = df_without_time[i].apply(remove_comma)\n",
    "df_without_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_without_time.to_csv(dataset_name_without_comma) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>frameNum</th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>...</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "      <th>14_X</th>\n",
       "      <th>14_Y</th>\n",
       "      <th>15_X</th>\n",
       "      <th>15_Y</th>\n",
       "      <th>16_X</th>\n",
       "      <th>16_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>565</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>693</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>566</td>\n",
       "      <td>830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>566</td>\n",
       "      <td>831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>692</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>568</td>\n",
       "      <td>828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1473</td>\n",
       "      <td>697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>569</td>\n",
       "      <td>829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1545</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1472</td>\n",
       "      <td>696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51291</th>\n",
       "      <td>51296</td>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>467.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>601.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>780</td>\n",
       "      <td>243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>671.0</td>\n",
       "      <td>968.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51292</th>\n",
       "      <td>51297</td>\n",
       "      <td>743</td>\n",
       "      <td>319</td>\n",
       "      <td>574.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>652.0</td>\n",
       "      <td>988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51293</th>\n",
       "      <td>51298</td>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>607.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>710</td>\n",
       "      <td>372</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>781</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>648.0</td>\n",
       "      <td>994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51294</th>\n",
       "      <td>51299</td>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>601.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711</td>\n",
       "      <td>371</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>649.0</td>\n",
       "      <td>995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51295</th>\n",
       "      <td>51300</td>\n",
       "      <td>741</td>\n",
       "      <td>319</td>\n",
       "      <td>598.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713</td>\n",
       "      <td>371</td>\n",
       "      <td>600.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786</td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>650.0</td>\n",
       "      <td>996.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51296 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       frameNum  1_X  1_Y    2_X    2_Y  3_X  3_Y  4_X  4_Y    5_X  ... 12_X  \\\n",
       "0             1  565  829    NaN    NaN  NaN  NaN  NaN  NaN   1545  ...  NaN   \n",
       "1             2  566  830    NaN    NaN  NaN  NaN  NaN  NaN   1544  ...  NaN   \n",
       "2             3  566  831    NaN    NaN  NaN  NaN  NaN  NaN   1545  ...  NaN   \n",
       "3             4  568  828    NaN    NaN  NaN  NaN  NaN  NaN   1545  ...  NaN   \n",
       "4             5  569  829    NaN    NaN  NaN  NaN  NaN  NaN   1545  ...  NaN   \n",
       "...         ...  ...  ...    ...    ...  ...  ...  ...  ...    ...  ...  ...   \n",
       "51291     51296  743  319  467.0  436.0  NaN  NaN  713  371  601.0  ...  NaN   \n",
       "51292     51297  743  319  574.0  398.0  NaN  NaN  711  371  602.0  ...  NaN   \n",
       "51293     51298  741  319  607.0  386.0  NaN  NaN  710  372  602.0  ...  NaN   \n",
       "51294     51299  741  319  601.0  385.0  NaN  NaN  711  371  602.0  ...  NaN   \n",
       "51295     51300  741  319  598.0  384.0  NaN  NaN  713  371  600.0  ...  NaN   \n",
       "\n",
       "      12_Y 13_X 13_Y  14_X 14_Y 15_X 15_Y   16_X   16_Y  \n",
       "0      NaN  NaN  NaN  1473  693  NaN  NaN    NaN    NaN  \n",
       "1      NaN  NaN  NaN  1474  690  NaN  NaN    NaN    NaN  \n",
       "2      NaN  NaN  NaN  1473  692  NaN  NaN    NaN    NaN  \n",
       "3      NaN  NaN  NaN  1473  697  NaN  NaN    NaN    NaN  \n",
       "4      NaN  NaN  NaN  1472  696  NaN  NaN    NaN    NaN  \n",
       "...    ...  ...  ...   ...  ...  ...  ...    ...    ...  \n",
       "51291  NaN  NaN  NaN   780  243  NaN  NaN  671.0  968.0  \n",
       "51292  NaN  NaN  NaN   781  244  NaN  NaN  652.0  988.0  \n",
       "51293  NaN  NaN  NaN   781  244  NaN  NaN  648.0  994.0  \n",
       "51294  NaN  NaN  NaN   784  244  NaN  NaN  649.0  995.0  \n",
       "51295  NaN  NaN  NaN   786  244  NaN  NaN  650.0  996.0  \n",
       "\n",
       "[51296 rows x 33 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_without_time[\"frameNum\"]=df[\"frameNum\"]\n",
    "df_without_time = df_without_time.reindex(columns=[\"frameNum\",\"1_X\", \"1_Y\",\"2_X\", \"2_Y\" \n",
    "                                     ,\"3_X\", \"3_Y\" ,\"4_X\", \"4_Y\" \n",
    "                                     ,\"5_X\", \"5_Y\" ,\"6_X\", \"6_Y\" \n",
    "                                     ,\"7_X\", \"7_Y\" ,\"8_X\", \"8_Y\" \n",
    "                                     ,\"9_X\", \"9_Y\" ,\"10_X\", \"10_Y\" \n",
    "                                     ,\"11_X\", \"11_Y\" ,\"12_X\", \"12_Y\" \n",
    "                                     ,\"13_X\", \"13_Y\" ,\"14_X\", \"14_Y\" \n",
    "                                     ,\"15_X\", \"15_Y\" ,\"16_X\", \"16_Y\" ])\n",
    "df_without_time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Before interpolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**********\n",
      "frameNum        0\n",
      "1_X         28745\n",
      "1_Y         28745\n",
      "2_X         18733\n",
      "2_Y         18733\n",
      "3_X         51296\n",
      "3_Y         51296\n",
      "4_X         23672\n",
      "4_Y         23672\n",
      "5_X         17908\n",
      "5_Y         17908\n",
      "6_X         24035\n",
      "6_Y         24035\n",
      "7_X         22862\n",
      "7_Y         22862\n",
      "8_X         29086\n",
      "8_Y         29086\n",
      "9_X         24768\n",
      "9_Y         24768\n",
      "10_X        28348\n",
      "10_Y        28348\n",
      "11_X        34549\n",
      "11_Y        34549\n",
      "12_X        51296\n",
      "12_Y        51296\n",
      "13_X        51296\n",
      "13_Y        51296\n",
      "14_X        17096\n",
      "14_Y        17096\n",
      "15_X        25998\n",
      "15_Y        25998\n",
      "16_X        27550\n",
      "16_Y        27550\n",
      "dtype: int64\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"**********\")  \n",
    "print(df_without_time.isna().sum())  \n",
    "print(\"\\n\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#change the type of column aftere delete comma\n",
    "\n",
    "for column in df_without_time:\n",
    "    df_without_time[column]=pd.to_numeric(df_without_time[column])\n",
    "    #plt.plot(df_without_time[\"frameNum\"],df_without_time[column])\n",
    "    #plt.show()\n",
    "\n",
    "\n",
    "df_without_time.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add additional column named \"nc1~nc16\", which types are boolean that represent null or not\n",
    "#nc = null cnt\n",
    "\n",
    "df_nullornot = df_without_time.isnull()\n",
    "df_nullornot=df_nullornot.drop(['frameNum'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['1_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['2_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['3_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['4_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['5_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['6_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['7_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['8_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['9_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['10_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['11_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['12_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['13_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['14_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['15_Y'], axis = 1)\n",
    "df_nullornot=df_nullornot.drop(['16_Y'], axis = 1)\n",
    "\n",
    "df_nullornot.rename(columns = {'1_X' : 'nc1', \n",
    "                              '2_X' : 'nc2', \n",
    "                              '3_X' : 'nc3', \n",
    "                              '4_X' : 'nc4',\n",
    "                              '5_X' : 'nc5', \n",
    "                              '6_X' : 'nc6',\n",
    "                              '7_X' : 'nc7', \n",
    "                              '8_X' : 'nc8',\n",
    "                              '9_X' : 'nc9', \n",
    "                              '10_X' : 'nc10',\n",
    "                              '11_X' : 'nc11', \n",
    "                              '12_X' : 'nc12',\n",
    "                              '13_X' : 'nc13', \n",
    "                              '14_X' : 'nc14',\n",
    "                              '15_X' : 'nc15', \n",
    "                              '16_X' : 'nc16',}, inplace = True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# After interpolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_without_time=df_without_time.interpolate(method =\"spline\",\n",
    "              order =1,\n",
    "            axis=0,\n",
    "            limit_area=\"inside\",\n",
    "            limit_direction=None)\n",
    "df_without_time=df_without_time.bfill(axis=0)\n",
    "df_without_time = df_without_time.ffill(axis=0)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>frameNum</th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>...</th>\n",
       "      <th>nc7</th>\n",
       "      <th>nc8</th>\n",
       "      <th>nc9</th>\n",
       "      <th>nc10</th>\n",
       "      <th>nc11</th>\n",
       "      <th>nc12</th>\n",
       "      <th>nc13</th>\n",
       "      <th>nc14</th>\n",
       "      <th>nc15</th>\n",
       "      <th>nc16</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>565.0</td>\n",
       "      <td>829.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>598.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>566.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>598.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>1544.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>566.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>598.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>568.0</td>\n",
       "      <td>828.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>598.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>569.0</td>\n",
       "      <td>829.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>598.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51291</th>\n",
       "      <td>51296</td>\n",
       "      <td>743.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>467.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51292</th>\n",
       "      <td>51297</td>\n",
       "      <td>743.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51293</th>\n",
       "      <td>51298</td>\n",
       "      <td>741.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>710.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51294</th>\n",
       "      <td>51299</td>\n",
       "      <td>741.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>711.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>602.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51295</th>\n",
       "      <td>51300</td>\n",
       "      <td>741.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>598.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>713.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51296 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       frameNum    1_X    1_Y    2_X     2_Y  3_X  3_Y    4_X    4_Y     5_X  \\\n",
       "0             1  565.0  829.0  812.0  1100.0  NaN  NaN  598.0  375.0  1545.0   \n",
       "1             2  566.0  830.0  812.0  1100.0  NaN  NaN  598.0  375.0  1544.0   \n",
       "2             3  566.0  831.0  812.0  1100.0  NaN  NaN  598.0  375.0  1545.0   \n",
       "3             4  568.0  828.0  812.0  1100.0  NaN  NaN  598.0  375.0  1545.0   \n",
       "4             5  569.0  829.0  812.0  1100.0  NaN  NaN  598.0  375.0  1545.0   \n",
       "...         ...    ...    ...    ...     ...  ...  ...    ...    ...     ...   \n",
       "51291     51296  743.0  319.0  467.0   436.0  NaN  NaN  713.0  371.0   601.0   \n",
       "51292     51297  743.0  319.0  574.0   398.0  NaN  NaN  711.0  371.0   602.0   \n",
       "51293     51298  741.0  319.0  607.0   386.0  NaN  NaN  710.0  372.0   602.0   \n",
       "51294     51299  741.0  319.0  601.0   385.0  NaN  NaN  711.0  371.0   602.0   \n",
       "51295     51300  741.0  319.0  598.0   384.0  NaN  NaN  713.0  371.0   600.0   \n",
       "\n",
       "       ...    nc7    nc8    nc9  nc10   nc11  nc12  nc13   nc14  nc15   nc16  \n",
       "0      ...  False   True   True  True  False  True  True  False  True   True  \n",
       "1      ...  False   True   True  True  False  True  True  False  True   True  \n",
       "2      ...  False   True   True  True  False  True  True  False  True   True  \n",
       "3      ...  False   True   True  True  False  True  True  False  True   True  \n",
       "4      ...  False   True  False  True  False  True  True  False  True   True  \n",
       "...    ...    ...    ...    ...   ...    ...   ...   ...    ...   ...    ...  \n",
       "51291  ...  False  False  False  True   True  True  True  False  True  False  \n",
       "51292  ...  False  False   True  True   True  True  True  False  True  False  \n",
       "51293  ...  False  False   True  True   True  True  True  False  True  False  \n",
       "51294  ...  False  False  False  True   True  True  True  False  True  False  \n",
       "51295  ...  False  False  False  True   True  True  True  False  True  False  \n",
       "\n",
       "[51296 rows x 49 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_without_time=pd.concat([df_without_time, df_nullornot],axis=1)\n",
    "df_without_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_without_time.to_csv(result_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABUKElEQVR4nO2deZwcZZnHf093T8+dYzKT+5gkBEICCSEhBJD7CiAEBSGwAioui7KrrLuuRNYDMIgoioqoKAKuCrIKS+SGcBNICJCQm5zkzkwymfvs7nf/qHq736qu++ju6Xm/n08y3XX1W91VTz3vcxJjDBKJRCIZGETyPQCJRCKR5A4p9CUSiWQAIYW+RCKRDCCk0JdIJJIBhBT6EolEMoCI5XsAdtTW1rL6+vp8D0MikUj6Fe+///5BxlidfnnBC/36+nqsXLky38OQSCSSfgURfWK0XJp3JBKJZAAhhb5EIpEMIKTQl0gkkgGEFPoSiUQygJBCXyKRSAYQUuhLJBLJAEIKfYlEIhlASKEvkUgC44V1+9HY1pPvYUgssBX6RPQHImogorUG6/6TiBgR1QrLFhHRFiLaRETnC8tnE9Eadd0viIiCOw2JRJJvunqT+Jf/eR/XPLg830ORWOBE038YwHz9QiIaB+BcADuFZdMALAQwXd3nfiKKqqt/DeAGAFPUf1nHlEgk/ZeU2pBpZ1NnnkciscJW6DPG3gDQZLDqZwD+C4DYemsBgMcYYz2Mse0AtgCYS0SjAAxijL3DlFZdfwRwqd/BSySSwkM24ytsPNn0iegSAHsYY6t1q8YA2CW8360uG6O+1i83O/4NRLSSiFY2NjZ6GaJEIskx3GDLIKV+IeNa6BNRBYBbAXzXaLXBMmax3BDG2AOMsTmMsTl1dVlF4iQSiUTiES9VNicDmAhgteqLHQvgAyKaC0WDHydsOxbAXnX5WIPlEomkSOBmHWneKWxca/qMsTWMseGMsXrGWD0UgX48Y2w/gCUAFhJRKRFNhOKwXcEY2wegjYjmqVE71wJ4KrjTkEgk+SSVYnhvh+L64zL/7uc3Yu7il/M3KIkhtpo+ET0K4AwAtUS0G8D3GGMPGm3LGFtHRI8DWA8gAeAmxlhSXf0VKJFA5QCeU/9JJJJ+yOGOXpyw+GX8z/Un4qTJw3DErc8ipUr73kQKp//4VXxySInieW9HE06or8njaCUitkKfMXaVzfp63fvFABYbbLcSwDEuxyeRSAqMjp4EvvDQCiRSDFf97l3DbbjAB4CWzr5cDU3iAJmRK5FIXPHNv63G6t0tjrdPpFIhjkbiFin0JRKJK974+KCr7bv6kvYbSXKGFPoSicQV7T2JrGWzxg8x3X5EdVmIo5G4RQp9iUTim1OPqDVdl0jJGM5CQgp9iUTiiguOGZm1bFJdFdbffr7B1sDHB9rCHpLEBVLoSyQSVxiZd86dNgIV8Uww4G8+f3z69Q+e2ZCTcUmcIYW+RCJxRWtXJgTzupMmYMddF6GyVBv9Pf+YUfjXM4/I9dAkDvBShkEikQxgWrszmv5tC7SpN8/ffCr6EooNf+qo6pyOS+IMKfQlEokrRE1fz9SRg9Kvk9KBW5BI845EInEMYwwtqtA/dYp5xA6g2PkB4PpPTQx9XBLnSE1fIpE4pqsviUSK4ZYLpuLG0ydbblsSVXTKIeUluRiaxCFS05dIJI5p7VLs+YPK7AU5b6IhjTyFhRT6EonEMdy0M9iB9h5RW2nJ+vqFhRT6Oeb6h9/Dgl+9ne9hSIqUY7/3Ar6/ZF1ox2/tVoT+oHJ7yzBvn5iSUr+gkEI/xyzd2IDVu5rzPQxJkbG3uQu7D3eirSeBh5ftCO1zeOSOI/MO1/QdHPeeFzeh/pZnkEjKipxhIx25EkkRcPJdr+Tkc7im78S8A6javgNN/6G3dwAAOvuSGBSVumiYyG9XIpE4hjdEGeRU6ANwEq7PSzt0GJR4kASLFPo+6epNpp1bdjBp25T0c3g2bnWZMyMBEYG5iN95bs1+T+OSOGdACP1UioUmcM/56euYeduLjrZtk1qMpJ/T2tWHing0HYNvR4TcRe/c/vR6jyOTOGVACP2T7lqKExa/HMqx9zR3Od62uUP2CpX0b1q6+hzb8wGAQI7MO5zbF0z3MCqJGwaEI/dAa0++hwAAONzZm+8hSCS+aO3ucxS5wyGCrXmHO4cBIJGUJtCwGRCafqEghb4kDPpyGObY2pVwFKPPIQfmnS0N7enX2w92eB2axCFS6OcQpw5ficQNbd1aX9GIQaWhfVZrt3vzjp0/bcuBjND/n3c/QVdvEve9sjkds9/Zm8CvXt0iY/gDQgp9H3T3JV1tf7hD0fSHVMgCVJLg0Ic5DqsMT+i3dLkz7zhx5G5uaENpTBFFF80YhZ8v3YyfvPgxfvvGNgDAT1/8GD9+YROeWrXX87glGaTQ90FjmztfweFO59mMEolT9O0Lh1XFQ/us1q4+xzH6gBKyaefI/fhAOybXVWFoRQmGVcbR2aucz49f2ARASdgS/0r8IYW+Dw60drvavlm16UfIZkOJREcqxfDUqj1IGUhQvaZfGouGNoa2ngQGOYzRB5TkLDtH7paGdkwZUYVoJIKEwflF04XbpJM3CKTQ90GDR00/n5cuz6iU9C8ee28Xvv7YKvxp+SdZ6/SaflgFztp6EmDMeTYuYO/Ibe9JYE9zF6YMr0IsQkgmGfQ6EVeSvvvUurTgT6YYPvWjV/CP1dLk4xYp9H3gVtPn0Tv5qjr4j9V7MfP2F2XBt37InuZOAMCups6sdR09WrNHWNdXutiaS/OOlYa+VY3cmTKiGtEIIZFi6UJtgOI3e+3jxvT7xnZF0WrvTmD34S58+4k1rs5B4kDoE9EfiKiBiNYKy35MRBuJ6CMiepKIhgjrFhHRFiLaRETnC8tnE9Eadd0vSPxl+yk8/t8ummHN7hZ8sPMwmrmmnydVf9nWgwCAtXtb8jMAiWfe2qz8dhv2tWWta+/Rzt7C6k2bLqvsOk7fnM1c6A+vQixKSKa0ETp3PL0enxzKPOh2H+7CvDuXYuUnTQCApDT5uMaJpv8wgPm6ZS8BOIYxNgPAxwAWAQARTQOwEMB0dZ/7iYgbGH8N4AYAU9R/+mP2OxocavoX3/cWPnv/srSmn6/rlD9n+xIy9K2/wRuOX3jsqKx17TpNP6zri3fNchOyGSGyHM/mhjbEoxGMr6kQNP3M+j8v36nZ/rP3L8P+1m5c/8hKAEBnr3TuusVW6DPG3gDQpFv2ImOMGxLfBTBWfb0AwGOMsR7G2HYAWwDMJaJRAAYxxt5hylzvjwAuDegc8saBNkXoO51ON+fZns7zBO54ZkN62VubD+KWv3+E/3k321YsKRwOqmaNmspsgat35Ial6bd0OW+gwlGqbGrH09DWnY5823KgHZPqKhGLRhSbfkhjl2QIogzDlwD8VX09BspDgLNbXdanvtYvN4SIboAyK8D48eMDGGI4pMs7OLxOucMtX1EIB1qUhxS/sa55cDneVM0GeG8Xrpk3IS/jkthzsINnc2utoskUw+7DWjt/aDb9gMw7cxcvBQDsuOsifNzQhpljhwBAOnqHsly5kiDx5cglolsBJAD8mS8y2IxZLDeEMfYAY2wOY2xOXV2dnyGGCjfvuL3J8qXMnH6k9rtMC3xJwXNQ1Yz119odT6/H4yt3a5aFZ95RG6i4SC4kC/NOZ6/ijJ0yvBoAEIsQEskU+r+3r7DxrOkT0XUAPg3gbJZRXXcDGCdsNhbAXnX5WIPl/Zau3mS6tribe6wyHnVVXzxIYrIjUb/lUIci9PVx7M+s2Ze1bVjOzdauPhABVXGXcfom49nW2AHGgCNHVAEA1uxRAgwm1VX5HqvEHE9SgIjmA/gWgEsYY+LccgmAhURUSkQToThsVzDG9gFoI6J5atTOtQCe8jn2vNKg2vOHVcZdaVZDXW4fJGJkxFn3vJafQUg80d2n/HZmArQkmlGPwzPvJFBdGkPERXahVZz+5gYlEmnKCK2Ql4p+uDgJ2XwUwDsAjiKi3UR0PYD7AFQDeImIVhHRbwCAMbYOwOMA1gN4HsBNjDHuXv8KgN9Dce5uBfBc0CeTS7g9v7I0hi4X6eE1lfG8JWeJWuK2xuxqhtKJVpiIv4uZAB1cnim9YJS1GwRuSzAAavSOyRW/+UA7YhHChGGVmuVLNzZ4HqPEHtt5GmPsKoPFD1psvxjAYoPlKwEc42p0BQxPzNqpJsus3dOCY8YMtt1vaEUce5vdJXUFhZ1QT6RSiEbCSeGXeKdZKMmtF6A8CoZH9wDh+YzcNlABrHvkbm5ox8TayqwuXLK8crhII69H9Nm4TrX9msp43qJ37D5WavqFiThDS1mkWKy97XycNXV4qMlZbosFWjlyNx9oyzLtSMJHCn2PNLb1IB7LfH1GF/Zflu/E0x9l/NVEQGVpNG/mHTsHcp/sWlSQiELf6heqKo0hFqEQyzC4a6ACWHfO2tnUiSPUyB1J7pBC3yMHWrs1zSqMtPdvP7kG//qXD9Pv49GIo6YS+UJq+oWJaKO3E+gRClHou2ygAlg7clNC5I4Tvn3hVFefLTFGCn0XJFMMH+48DEBx5I6oLjPdVp8lCShxyHa1SPJJwsp2IMkbmjBNm4snGnHXiNwNbhuoALwMg/mAprjQ9M+bNtLVZ0uMkULfBb98ZTM+c/8yvP/JYRxo68aIQeZCf+P+7MJYRGRbiyRM7D5XyvzCRAy1tdPiicKJ3ulLptDZm3QdvWPlyI1GCPW1FY6PFZWNKAJBCn0XbNjXCkDJxG1o7UFdtWDe0W1rlFWYTDG8tP4AWrr6Qgur80O+Sj5LrBFbw5pdNhVxJepqW2MHtoUQ/cL78LppoAKojlyTdROGVbhq+KKP8pF4o+i/xSDt5/xQnb1JtPckNJq+XmAa6SRdfUnsae4CAHQncl8d0O45I236hYlodjNzinIteL2qmATtN2rxUIIB4DZ947FMGa6159tp8pGil1a5oei/xg6h9Kpfofbi+gMAMh2zREfubUvW47evb02/b+rohRX5kK92gkBq+oVJUuPINd5Gb2u/9+XNgY4h3UDFbcgmzM2Kenv+iGrrhu4RWZQnEIpe6HMNBVC68ARBY1roZzT9TQfa8MPnNqbf/2Kp9U2XDwFr99CTmn5hovldTK6bobqSyz+3uf7ckq6w6Tp6xzwjN6v8golQf+RLc3HmUXUa887kukrDbSX2BFFauaD5m1CBsKsvicpS/6fM6+6Imj7nsRU7sbWxHc1d1rXzc23TZ4zh929tt9xGyvzCxImmX16itY1fMWes8YYe8dJABVD62zrV9M04/cg6nH5kXfrBU1Uaw9+/cjKOu/0lnHFU4VbhLVSKXuj/7OWP06+7Auqy06DW3akzCNm8Re3Zec7RIzRt3vTkWsA+9PYO222keacw+e5T69KvRRPdO1sPpV+PHaqNghk1uDzQMbR4Nu+Y5w1M0mnrR4+qTvu8jI+VYUhFHEcMr8LmA+1gjJnOEiTZFL15RyQo886KHUojMatIhjob+2QuBeyK7U2489kNOG/aCMvtpHmnMOHOWUCrLIg1ahbpEpeCDm/MmHc8ZOSaXFZlutnJvQtn4dF/nmd6LH5Oo4coytaWhnbsae7CI8t2uBrTQGeACf1gA9GttAu7ey4M804qxdCX1J5jQ2s3bvrLBxhfU4GfXDHTcn8p9Asfs19ouDrrrFYVkaB/y9auPsQilGVGcsK6va32G0Ex25w0eZjp+op4DL+6+nj86foTNct5c3WJMwaU0HdTAtkvdrPNMOTrrf+3FlNuzVSs7k2k8NU/f4D27gR+c81szdTcyB8hrTuFj2jeMcr6fuqmU0L5XF5h060ZZeP+Nuxp7sKK7U32GxvwvzeepHl/0YxRGK5LipSXrTuKXugfNaIacdXrn0uhbxdeFoZ559EVOwEogoExhvn3voGVnxzG3ZfPwJEjtE4z3pdUpDeZ+9wBiT1HjajGMWMGAdBeN2VqQtbciTXpZZPqqhChEDT97oTryB2RfS2Krd5N/sDciTU4ob7GfkOJK4pe6APAyMGKZhCUI9cJk21avoVp008xYNWuZmw72IHzp4/AxTNHZ22z41B21uadz27MWibJP+09CYxTHbXiZTNava4XXaC158cikcBbJrZ29bnOxhXhipdd/orIN8490tF20oXrjqIX+knG0mGabhy5LV19uP7h97DXIprACqO6POJUNcw6N8kUw/ufKIXhbl9g3LfGqIwy30dSGCzbehA3/fkDtPck0rZ6UYHnPqoKXc/aaIRC0PTdd80S4WXIeTSdXaADIIV5WBS90E8xhqpSZRrsxryzbMtBLN3YgJv/uspw/ZVzxhku59z4p/c170cMKtVMVcPV9Bk+3NWMMUPKsx4+Z00djh9+9th0CrxTbUqSGx56ezve3aaEYn7hD+/hmTX70NLVh6pSReCKiU78etY7V2MRQiLg3ggtHlolinChzxOszjnaPJLsnUVn4UunTJSmnZAoeqG/q6kzXdTJjXmnplLpObpie5OhHfJyl8kvr/zHGZr3YQr9ZIph1c5mzBo/JGvdH75wAq6aOz4d5TN2aDm+ef5RoY1F4o7b/rEeCx94N2t5larpM42mr1zPZSXa2zgSIU1lziBo7Uq4jtEX2XNYmTFPqlVi86+ZN8F021GDy/Hdi6c5bsAuHbnuKHqhX1tVit6EcgO40fRFm6hRmWS3Ff/0mcBhCv2N+1uxp7kLs8YPNd3m1U2NAJQm1LJkbYEi/CzVpVzoZ64bLvRLjTT9EMw7brNxRX712hYAwJMf7gEAlJYEJ3oYY9i431lYqGQACP1kimFSXSWI3Nn0RUVpyeq9WevdiMm7L59hMC4XB3DJmt0tAIDjDTR9zrJbzgIA3PO5mYGUppCEC7fpt3Yn8I3HV6Glqw89qjKj1/SDtul39yXRm0i5TswSuXruBPxy6WZ8sLMZADC+xnkdfTseXbEL8+99Ex/tbg7smMVM0Qv9RIohFlWSSlwJfVWjqiqNYcmqvVkmHjfa8Yyxgw3GFbzU59EVb205hHg0gmmjB5luO3pIOXbcdRHKSqJYcFx2dI+ksKhWTSsPv70DT3ywB795fSu6epOIUCYyhhOPRdKz2yDwWmFTpLYqjnteypRECaM2/jKhLIXEnOIX+skUYpEIykui6HRh0+fmnc/MGoM9zV34YKc2soXfANNGmQtWztSR2du4kfkNrd3Y4aAxBtfuPtx5GNPHDHLcoMLPzSwJh/c/OayZTXKbfq86RXx/x2F09yVRVhLNSpgqK4kG2q/Ba4VNAPiv+Yq/SIwWc3LPeOFwp/Nw0IFM8Qv9FEMsQq6nvLxMwgXHjERpLIIlq/ZizBCliNUD18zG+GHK9PQ/zjOOfrGbvrrR9OfeuRRn/OQ12+34TXmooxfHW9jzJYXPL1/RlkbmEWicjt4EuhPJrPo1gGLuCbLkSIvHCpsAcIUa5SZe78dPGBLIuPS8rPa7kFgzMIR+NGJZ+MkI/oAYVF6Cs6YOxzNr9qE3mcLnZo/FedMzDZrNIgx+alPnJgxHrpgFbBS5Y8X86SMDtbNK/KGvoaT3u1w8czS6+1Ioi2XfwmUxd6ZMOzLmHfc2/RK13ZWo6ddW2cfoe2FrY/BtIouR4hf6yRRiEQLBvJmDEVwoR4hwyczRONjei8a2nqwprpllf45NjHEYjlxxlj9jzBBX+5bEIojJKJ6CoS/JNL9npS4Bq7I0hq6+ZLoUg0iZS/+VHX7MO7GochJ3PbchvcxJYpYkPIpa6KdSDCmmXHhuNf2mDuVCj0YIZ04djipV04rrNCurAlS3XTLdVOMOo6KlqOlXlLqrhkiQ9fQLCb2mX6XT9MtiEfT0JVFm4LcJ2rzDNX0v5h1+SYqafl1Imr7EGUUt9Hmsckk0ggiRqySOSlVoMjCUlURNa9Fb6cbXnVyPJ79qXPUwDKEvPn/c6uxEMsmlkNBn1Oof4m3dCcW8YxDvXhoL1pHLG6hUezDvkMGVWBuQpi/zS7xhK/SJ6A9E1EBEa4VlNUT0EhFtVv8OFdYtIqItRLSJiM4Xls8mojXqul9QDlrdcOcRvzi8aLI8tOz8YxQ7Pk+R53g9izBCNkVN3+3XGyGSpZULiBRjGoGpj8S6/en16egdPaUlEfQEqel3J1BWEnEcDWZHUJp+hYfa/hJnmv7DAObrlt0CYCljbAqApep7ENE0AAsBTFf3uZ+I+C/zawA3AJii/tMfM3C4Nh0lxbzjRpXlApDfdjwaZlil9oI10mScEIYpxZemD2neKSTW7W1NZ5Dr4/A5XX1Jw6Ymept+IplCZ2927X2nKBU2vYX1Gukegdn0paLvCVuhzxh7A4C+A8ICAI+orx8BcKmw/DHGWA9jbDuALQDmEtEoAIMYY+8wJcvpj8I+ocEtKETuzRfc6cs15rrqUjx2wzzcu/A4zXaeNf2AC2IBWk3frp5/Fi59HpLcUWninzHT9PXRO1//6ypM++4Lnj+fN1AJCqMxe0HKfG94temPYIztAwD173B1+RgAu4TtdqvLxqiv9csNIaIbiGglEa1sbGz0OESkpTyRGr3jQqrpNX0AmDdpWJZDzSvhOHKFN65lvryFChV96WROd1/KsIZNWUkkXaIBAJ75aJ+vz/dbVjksZDN0bwTtyDX6FZjFckMYYw8wxuYwxubU1dV5HgzX1iMeNH2O3XXl9bILuskFoLfpu93XXVcjSe4w0/R7TJOzokikGBIBxQUrFTa9KTu5lMu8gqfEGq9C/4BqsoH6t0FdvhuAWGh+LIC96vKxBstDJSVo624dlY639XhRhxO9Iwh91/uG07dX4h+zgnhdvWY2feW27g6o/o6fCpu5nEHqw6klxnj9lpYAuE59fR2Ap4TlC4molIgmQnHYrlBNQG1ENE+N2rlW2Cc0uOaqmHeANzY34ndvbHO2r/rX7qL1elGHbd5xO/V1m7wmyR36xCxOd8I4ZJNr/0ElaPltoJIr5ETVGU5CNh8F8A6Ao4hoNxFdD+AuAOcS0WYA56rvwRhbB+BxAOsBPA/gJsYYv/K+AuD3UJy7WwE8F/C5ZMGvgQgBIKC5sw+Ln91gtUtm3/QDw3o77yGbBRa9Ix25BUu5QdYtoCgOhslZseCEPmMs8OidoOD5AxyptDjD1lDHGLvKZNXZJtsvBrDYYPlKAMYNW0MiHYJI7vXxkK076YJuQeLHpk8uk9ckuaPSROgDxpEw3Lnb3ZfC/pZuX5/d0ZtEisFXLX2Rkmh4TwFpnnRGcRvBBJu+V0+/vabv0bwTRpy+5rVL84505BYsVk1uzGrvAIqm7/c6a/FRggHQXpMV8ShWf+88X+MR0deKknkmzihqoZ8x73iwvDu8frxOX8Ow6YtH9BCmL807BYql0DeqsqkK/Z5E0veD3G8DFVEpqqmMm4afeuF8odotIK9fpxS10E8Jdnm3yUr65KygCSM5S3yQuA/ZlOadQqXCpXmHPwiCKLqWFvoBOHKDrpVzj658udT0nVHUQp9pzDve97XCs00/hAtUTMjxYt4Jakyb9rdh7Z6WQI4lMY/eAUyEvmDe8fuTtnZ7b6ACaCPKXGeJ26A/908OdQZ6/GKluIW++tfLxZYO2QwpeicM887MsUPSr/Np3jn/3jfw6V++FczBJJZlso0co6Ij1y8tAZp3clEUUx/RI8mmqIV+SsjO8uzIDUnXDyNkUwxZcx+y6a5MhSR3cE3/lCOGZfWXNWowHmTIZsa8498Wn4tSyO093gvLDRSKWuhz1DB9V4Qt/8LQ9EWjvOvkrH5YT/+ht7djua7UdTHCBfufvzwPz379VM06o25nafNOADX1edesao+avkjQ5h0jkiH4yoqNohb6XHBHeGllN/si4wS2YktDm4eR5SB6x+W+SkG6AMYgHCSUB5vAbf9YjysfeDfUzygEaqviputiRpq+iXnnQGsmZv/jA2245sHlaOu2Noe0dPWhujQWiJaeC6HfF0KfimKjqIW+r+gdx45ct81KtGMLgi0Nbfjflbvw5Id7MuNynZwVTJw+d/wB9uaFTfvb8JvXt/r+zGLnxEnDTNcZ2fS1IZvCce5ciqaOXgDA1x9bhTc3H8T2g9bNxFu7EoGVYMiFeSeMqLhiI7ig2QJEdMa61/T5zjYbujxuNEJIJVmgNv1zfvpG1jL3tXeCMe8cVoUKoAh9qxjzS+57Cz2JFG48fbLrz5H+BwUjm36pRchmZ28CNZVxbNjXarq/SGt3n6c2iUbkouKmvrewJJui1vS5YPCWnKXOEmwLrrkj3bqxwHLGI5FgzDuiHdmuymOPjyqQvQPg5r7x9MnYcddFltsYafpEhFK1cbq+Hk00QugQnJ12v3lrgA1UclFv0881NVAoaqGvkashlWFwazaKqtuHEb3jB0IwJqde4aZzGj3iRWvv7i3+m9tJnZpYxPgW1rdM5CSSDO/tyDTCs/vNC73C5nc+PU3zvifAhvDFSlELfQhZtaEVXPNg3gHCd3K6JqDoHS9C3wtBRKYUOnamFwCImTwYykoi6O5LZWnyyRTDu9syQt/uedvWnfAco59FCPYdvZNbavr2FLXQt8rI3d/SrYlmsNrXCteafoEK/UhAMZui2cVpcpCXCUaYD5R8oZ/xmAl0EbMHQ1lJFN2JZNZPygC8K4S52mn6QZp3Vu9qDuQ4InrncE8ACWnFTlELfS5XI0RZwnneD5fixDuXmu4rNmCxwmi1UWMLTlSdjodRZdMPYZh3esLU9NWb2yhOvb+i//pLTEw3mm3MhL7aHF3/IGnr7sOaPS04dsxgANa/eTLF0NaTCKysci6Q5h17ilroi7H2Xs07tsE7BlL/6X/7lOn2/B4ttCSSoJKzNOYdhzegl8/lmn4xtcjTfw+ObPp25h3d8uXbmpBMMZw8WQkDtZpw8hj+wMw7IcDHzx9ivdK8Y0vx3DEGmJl33DgO7R252cuswhS5463QHLmRgMoweDHveKEohX6WeceBpm8yGygtiRoWXHt760HEoxHMnjDU8DNFWruUKJ+gHLl//NLcQI4jwsfPw0qlTd+e4rljDMg0ziJN6KUT2eZU/hnZ9IeUm2dQ8ns0zDKwv/n88a73IaJAOg/1JcOP3tnV1JmusRJ3IBj7K07OzVzTj6ohs9rvdtnWQzhu3JC0YmL1m/MSDH5t+vXDKgAApx1Z5+s4RvD7iOcmSKFvT/8x1nlAzMgV7TSils0YMzTRZMw71qq+Xug/cM1s056mQEbTD9ORO/+YUa734TMWs+/DKdroneBvwNbuPpx696sYUqEIIicRLv0F/RVhJtB33HUR6m95RtnGxKdRFougoS+ZJdR7EynMm1STnsFaKR+ZCpv+xMSzXz8VjW09vo5hRkunMsatjUpmsbTp21M8d4wFBK0Z5s3NjenXZhcjcxi+o7/pztN189FT0NE78N9n1FOcvovjd/cqx2xWb/bSojLvaN87eaCZPaDNzDsAMG/yMOH3tjLvBNNApSIew4Rhlb6OYUaJ+vuPHVoOoH9E7+xr6cJHu5vz9vnFc8cYoCm4ZmLe+aTJuvGCndLrtp5IJjnL+uL81798gAff2u7q2H4IqiaQOIsKI5Zeb+cuKpu+7vHnp4l4WUxx5Br9nsePH5oW+lY/d1DmnTA5eXItAODLp05EPBbpF+adk+96BZfc93bePr947hgDRPOOXngPq1Ts7mbddpzG6bsV+pG0pm+93dMf7cMdT6+33GbOD17CQ28H82AgB5qfE8Tdrcw7oh3fzUfqv++iEvoeNH0z0nH6Bt9tWUnU0UO+JcBWiWExsbYSO+66CGdNHaGUnghI0Whs6wmtVEq+o7WL544xwKzgGgMweogyHdx5yLrKoJ19222cON8+CEfuwfZe3PYP6weDU5xofk4Qd7eK0/9g52F/H6RSzI5cJ9E7Zighm8ms6+yfThwPQHzImx+jtSuBCAGVFj6qQqI0Fg1E029o7cYJi1/GT1/6OIBReeMz97+NS+4Lp/tc8d4x0CZYieadFGNpJ9kOM03foaV5xrghrsbENdXCC9lU/vrX9HmRO2ubvnhzOv2ujSgmR64eX+adEkUAij/ny984DYs/cywAOHLktnYrdXf8OPZzSWksEkicfoPq53tlYwMApTjibf9Yhy0N7b6P/atXtzja7sOdzfhod4vvzzOieO8YZLQYozIMHDObvlPzTplL80LGkVtYtsegHLn8e6uIx0zNO6t3NePq3y33+AHatw6SVvsNQZt3GAN6k5kH7xHDq9OvMzM7a/NOIdvz9ZSWhGPT33GoAw+9vQP//MeVvo/14xc2BTAifxTRLWOEoOkLUp+xzA1mZt4RTUNWuNWCuCPXb/ROR8C9QJ1ofk7gWnt5PGrqyP3H6r2+PkOkwJ6dvsh25Hq/PXlUU5dJNdJMiK75MVq7+go6G1dPaSwaSukPUXnc1dSJ+luewdMfBXcN55qiFvqZ6B2txn7jn97HDlXYH+7sSzusjPYNq56+X6F/45/e97W/nrSm73NcfPdyk9K+QLat2s1zRi8Yw0xyyzX6cEM/dYV496zOXkU5+OkVMzXrnczsWrv7V92d0tCid5QvadvBDqxSi8YtWSWFfkGSEgS3XiHncd4AsNPErg840fTdjYn7EvQ2/UVPrMHPX97s+DjLhfK4QZCx6QM/fHZDOvnHLUwj9I1vwIPtwSXqFJHMT2cZc/xEJnGh36U+eIdWarPEHdn0+5l5Jx5g9I6I+BXxGXaQrR97EklsPuCt17YXfAl9Ivp3IlpHRGuJ6FEiKiOiGiJ6iYg2q3+HCtsvIqItRLSJiM73P3xrMo5cY418xKBSAMBHe5qz1jlNnnBr3jHTqB9dsRM/e9lFtEDAvjUeStrQ1o3fvrHN83E05h0TTX9yXZXn4+spJk2/s1f7ffnT9Ll5RzmmPnPcqU2/f5l3wtH0xW9IrNzrl9+/uQ2MMdz65Fqc+7M3cChAZcgKz0KfiMYA+BqAOYyxYwBEASwEcAuApYyxKQCWqu9BRNPU9dMBzAdwPxGFGgumDdnM/pEm1ChZgrc+uTZr3XNr9wMI5scVSZt3TG42xpijWjRBVxPk38/8e99ML/Ni6tFo+iZj5A9bL2Q1BSkioa/X9P3Z9JVbiz949VexaN5p7uxFQ1t2bwkevdNfUGz6IQh94RLjSZWvbmpA/S3PYH+LeU8OO37wzAa8tqkRy7cr/Q06enJTQsKveScGoJyIYgAqAOwFsADAI+r6RwBcqr5eAOAxxlgPY2w7gC0Agi+7J5BOzjKxzFeUKjfGFXPGZq377KwxGD24LPDkn3TIpklp5YmLnsVn7l+Wfq9NYgpPwBkplX0evKQ8OqE8HsWGva14ef2BrG30pi0/2nqBRb76Qu+ct7r2vnHukfjKGeYN5fnzgn/X2Zq+8jfFGOb84GXMXaztLdGTSKK7L9WvzDtK9I4iOFs6s/10buGhm+L1uWpnM4DMrMxvOYW/fbAbu5q6AOSmcTzgQ+gzxvYA+AmAnQD2AWhhjL0IYARjbJ+6zT4Aw9VdxgDYJRxit7osCyK6gYhWEtHKxsZGo00cDpIfz1jTjxAhHougpjJb82xs78HwQWXeP9uEmANH7iqhw5A4XbUTcBceOxLLbjnL07iiBt+Pn9lEeUkUvckUvmwQ5qZ/4Plxaof5IMw13OnK4XZ5I7529hR8a/5U0/W8WU9fUig6KCAmZxnljKTLKvsstpZLSmMR9CZTeHbNPsy8/UXfCYBGvqctjdpYfb9KxzMf7fN3AA/4Me8MhaK9TwQwGkAlEX3eaheDZYZfGWPsAcbYHMbYnLo67+VYRfub0VN0x6EORMhY02xs60FdtXczhBkRG/OOni7Bzmsn4KaPHpzONHaL0ffjJznEqtKoPkfBzYRC/w0Uk02/XTe9L7cQ+nbE0jNK5cvV/75iVVUjeN2d/mjeWbb1IABg3Z5gkpvE705/T6QYw8H2Hsy7cyk+9umMLXhNH8A5ALYzxhoZY30AngBwMoADRDQKANS/Der2uwGME/YfC8UcFBpcIEQjxk+cbY0diBIZ2q7DEvpRl6GRXYIz1G4XPxUnjQxgf31vl8GWxsz4/gu4/7VMtqGVwNJrln7s8sUUp6/X9P1k5HIzIu9voP99ubnn9Y+NZ9LpCpv92JGbC3WgqaMXL68/gP2t3TjvZ29Ybms3o81V5rMfob8TwDwiqiBltGcD2ABgCYDr1G2uA/CU+noJgIVEVEpEEwFMAbDCx+fbkkxH7xhr+oBy8euFTl8yhabOXtRVBS/0Yy7LMIgRHdsPWtcJ8lVm2OD7eX7dfjR39jravbU7gbufz2QbWmn6Xs07jW09WQ7H9ftaNY1b9Gw+0Ib3P1Gm+UtW7w08qS2ZYoGVyeaO3C+dMhGfmz3WlxBIC/2UsXmHC/0nPthjuH9rd7Bds3IBt+m3qWN/bIVzpUVEr4NY5eo0tvXgUEfmHnlk2Q7TBvB2pcZLctTv2Y9NfzmAvwH4AMAa9VgPALgLwLlEtBnAuep7MMbWAXgcwHoAzwO4iTEWqruaT12jZObKVcwt+h+5qaMXjAHDfUSZmOE2OUs073z+QevSBTxiIyh6Eyn834fGQgEAtjS0496XP8ZaYRo9XJ0dWZWn8OrIPWHxy5roIs4vl5rnN5z7szdw2a+XYc3uFnzt0Q/x3/+XHanlh+NuexFn3fNaIMfq6EkgGiF859NH48efm2m/gwVRnXlH78i1e57whMXB/Sk5K6po+hv3KWaW9ftaAzmuVW2olq4+HBaE/veWrMOCXxmXTbYT+uv2tTruQeEHX78oY+x7AL6nW9wDRes32n4xgMV+PtMNXAE0s+kr67IFcEOr4sAJQ9N3K/Q7hCm/XfchP5FGRl/PsWMG47H3duG6k+uztM5XNzbgiw+/BwC4V0gqO2nyMKza1YxSC/OO3qbvV1N+10GiGjed7D5s3T/BLW09CbQFNHvo6EmiIh4NZJofS5t3TDR9G62yX5p31HpDmwK2rVvpJA8v24Evf2qio+OuMpkBcL740Hs4akQ1Xvj30xwdzytFnZHLhUkkYh5vH41QlqbZ2K6YEMJ05DrVbvV2Xiv8mHfW7c3Wiq48YRw27m/DGgOHmJnT6qlVe7GzqdMy8iTLpu9T6K/YYS/0eSZ0oXUsE+noSaCqNBjNOlPNlWv62vV2loT+6cgNRpzpb02re/Xz88bbPkA51z9iX7DN7wPLCUUt9NPmHX3xHQGlIbhO6KsatVuhf+1JE2y3MbPp11QaN1Pf2mBtxxcpLfH+cz68bEfWskuOG42ykggeM3DojhxsHs7KmLVWE2TIJsfKrg9kHvqFLPQ7exVNPwjSNv1EOkVRs94u6bClqw/xWMTy4V1ohNU600o/i0ejhteU3nd0oNV5EteXHTwc/FDUQp87aJV2idlcMWesGr2jXe5V6B8zerDtNmbmHbNIjfsc1t8GgrfpDyorwYXHjsI/Vu3NmnHos0f1rNtrHi4XZPQOZ61NeF66IX0Bh3i2B6jpc+WCx5rrlVE73bS1K9GvTDtA8Nc/x0pRSDFm2Nb0Yl0DlN+/6by0ycsbshMag6Rohf7HB9rwr3/5EAC36Wdf5tNGDVJs+jpB0NDWg8HlJe4vIgezPLPSymayqKWrDxOGVQCArRboR9MxKyB15ZxxaOtJ4Nk1+zXLjUpXiBw/fqjpuuw4ff+CePl2axMPr7tvlgntlqaOXk1xr4Rd/0sHdPQkUBmQ0OcX41K1EYj++rfzGyglGPqPExdwNtNd8Ku3sfgZd93mrMw7RjNkQAkHFzlq5CBXn8kJI/mwaIW+WPrUzLpTEosgEsmO0/cao++kTk/UxLZsJfe+ce6RAJTpv5XW4ceRayb0506swcTaSjzuImb/7stm4Munmju3+nSCd5tNKKoTlm87ZLk+6tKXYsfxd7yEL6mObMB+5uOEjt4kKuLBCFq9AuDapt/PKmwCzpSe1bua8bs3szVzK4KwCHpVbPRF+IKgaIW+eFFHI8bROyXRiLEjt63HU+SOE3eOeRMV84vi/Okj06+NCmNx/ExvzUouEBGumDMOK3Y0YVujs3Zxnzl+DKaOHITPHm9YZSPr3O97xbkJy4jxNRVYueMwkimGbY3thg9Gt/kRTnh7S+ZBw8sW+EFx5AZjotA7F82Ss8zobw1UAHulx6s/Jwht22vJ56B8PCJFK/RFKR8hMrzIS2MRNTlLu1ypu+NB6DuQ+unaO8yZeQdQarBwE8/rm8xrEYXlyLpstiK8v7dknaPteXXIQWUlhtqiXvCeffTwrG3ccOLEGrT1JDD528/irHteN2wozc0ZYZn0ebSLHzp7E6gIyLyTZcM3Sc4yQ2mg0r+Evp3Sc9hhoqGeIPQEs94SdoSRpVu0Ql+86CMRY0duSTSSVXuHMYaGVm+avhPzDtfA9MLH7rriY1xhYbv2E71TW2UcPQQAw6uVSJ13DUwoF88cbXlcIy1JX5nw6FFae+frHze6qmNy4qRhmvdG4afXPrgiPZ4N+1pxz4vB9irlWaB+CNKRa1RAT4RsLhXFvNPPbPo2Sk9ThzOhr0/GCiLiy07TLy+J4tF/ngcAuPmcKXjqplOw9rZwWo70r1/VBaKYjxAMbS+K0Nfa9Dt6k+jqS3qy6bvR9PXYTSFLVE+kWd9ZAIj7qL9u98CaM2Go4fTZqjxMS1dfOp2f09TRmyWUX1i7H+cePSL9QLzuD4qA3nHXRU6G7qg+/55mpXxtigGf+807aO9J4KtnHGFZLsINfjX9RDKF7r4UKgOy6evNO2ZNVIxgjPW7BiqAvabPI5kqXf7m/N689qQJ+OM7n3gam1lzly+cXI+27gTuUdtZOr3m/VC0mv5fVmR+HLMyDCVRxZ4v2rO9hms6xSyRgwE4dUot7r5shuF67ux8ds1+0weEVRasHU7aQhp9rN4pK/KkWsJB1JTaBOHIcxOe+HAPzv7p6/jz8k808c1Om0/b9TEWYWDphCWr9Hq3+NX0+fcYVP8Gu7ILVo7crr4kEinW/8w7NjPdQ+2Kpj+kwnxWawS/fC+eORpvfetM/Mtpk1yPrbtPycG4R1de4+yjh6cFfq4oWqF/oDVTsiBi4siNxyLY2tiRDmsDMkKfmzTc4MT+Zq7pA5NqK7N6mf7syuwLwmxS4MemL35fRhDIUEj2OghVFB+qYqehD75zLrYsvgD3XT0L1WUx3PrkWpx4Z6aZx7/+5UPsarIvm+DG7LmrqSv9kAjSvt/mU9NPpXNKghhNtnnHjabPndLFFr3DzTtDK92dl/jbjB1agUUXHu16bD2JFEpjEVw2eyze+OaZOOUIxSTpRmEJiqIV+iKKIzd7uZE5hEfHeDLvONiGN7fQwxgDEWU9FD4zK7url5ms8tNT1RZTTd9c6H9V7ezEb5qN+1tx5QPvaraJRSP49IzReOqmU/DoP8/DkSO0/XOdhKyZnfXvTHr9hlHB1m/0TjpvNqCx6S+z7CYq5vu29MO6O4C9eYf3oHV7XukOfA5+nC+eUm+4vKcvlR7f+GEV6XspVzX0RQaE0Dc372Sfvh/zjpMf0MwGzpiyf8xkgxljlWzfM46qMzXv+PH0/+7aOZbrCcYPGyuHNzff8JvmR89tND8+EU6aPAxPfPUUzXKvTrRkimHxsxsstwkykMevps9/06A0P33ehf6olpp+uu5O/3L52Wn6Bx06cvVkNH3730aMrnt1U8aC0J1IppvVi8fMg8wfGEKfItofgFMSjeDMo+pw7JhM+YTGth7EIoQhHqa2jpKzLGz6BEqXCzDbL5EM0hKdYeZY6xISESLNw4ZH7Zw1NRNuOXPcEE3EgdiSzw0n1GeyeZ0kU3X2Jm2jiET4LxBktqOdTf+6P6zA5b9eZro+cE3fJgPX2rzTPzV9O39Ik2rTTzEGxhieW7PPkVLBE8hFk9lIg1aq500bgSYhLPSLD2WS90RNHxBmzVLTD4coUbrJsUg8FsGrmxqxZk9LOoKHZ+M6rZwn4t+8Y16Dh0fvJFIpQzOL0UXoBrtL38iRO7G2UvO+Mh7VhBzqW/IZzayMELcThb7Zd9PU0YufX3kcNi++IL3suNtfND1+Ombf0WicYRa989qmBtTf8gxe/7gRK9VmLkYEnT/gxZHL6yvtU/0uxWbTP9ShNjpPAf/4aB++8ucPbGviHGzvEcw7meXDDEKcf3HVLNMIup5EUuNozsh8adMPBTOtRvyB+I/Q4KNNohMtrdIk41LR9BUbN+fG0yenX/NnRSplHHViVfbACXZCh0grJBljIGjP2SwBiCtTVQ6bbItCX9TExOXnTRuRfn2ooxeRCGnWW2neQd9mETL/vOfX7jdcnkXaxpsb845hLarvvoDLf70s3Wimv0XvxNQMezN49E6SMaxRc0X2tVhXv7z+kZWaXtucSwxmlmUlUdOkzu6+FMpEn0P6mJYfHwoDQ+hHgJvOnJy1vCSW+cZ5hInXEgwK9r/gkSOqDZenbfrCVXD57EwZg4UnjAcA1NdWGApovyVw7YxGBK15h8HAOZiV6q/85ZrS0Q6LTplp+uJ3c+bU4WmT1Ogh3mY5brXrKbc+i5v+/EHW8rrqUlObvlMZzr//oGRAdq0dZ0cWezJXO3xIFxJW2j5va7hxX6um/k5rdx/qb3kGi55Yg437WzVhyHubu9LXvThJv+G0SVh/+/n4v5u0Pqhb5htH9mRr+s6dw0EzMIQ+kaFpQdT0+fS8sT1cTf/oUYNQW1WKeZNqNMsZ1OgdwYQhmoIunTUG8WgENZXGY/Mt9L1o+qTNehtSUaLbh2v6yp5OyxqLZhwxOEhvs104V3kQTh/tsoJh2qjvbre+JMMza/ZlLa+tKs1KQsv+MGv4jCaIwm2AUVVNZ/s987VTccExSq0np+a4QsJM6PcmUumopA4hIiyRSqXr1z+6Yifm3/sm7n4+E3DAGNOUaOcQESriMRw3bghe/+YZ2P7DCwEAn5pSi58YtLrkIZuZ4/LjeDlLf/S/X9UDZinpJbofIZliONTek+7z6hanv98pRwxLZ4iKn69o+pkx6UMw47EI+pLGNv0yHyUYACc2fW0vYcayz5dXA+Xwm4Tv57T8sJl5R3PTAVh4wjis+u65OGK48ezJDH6Ut7cedLWfGcOq/Gv6r6i5Ij996eNAxpQ1DhdziF9cNQtrvn9eKOMIG7OwTbO6O396d2dWaROxTDdjQGeP8pAwmy1NGFapechePnsshleXol6tlwUoyVli8qSM3gkZo/LJgN6mz3Coowcp5j0b1+lUbezQcuxt7tYIQUWIkkbL1TuTS6KkCH0DEV3ms4GEXSQL6bZhTLkJRKGsL2mgN+9YZe+KiLOdlM6kpBkTkevsSr4fAHzVwFTjBP13VVdVahqn7/SmNkvTDwo3GmVJNILqfha5wzHLyuX2fLekGMN3nlJ8HHaNekROnVKnud6zNH31r9T0Q8SopK6oUTLmvwSDU6fMuKEVSKYY9gst1BTzjtaRq9f0S6IR9CZShiGQfmvIjB5cbrleb95JqdFG72zLaMt6bZLSQl/5m0ilLB1tHFGjEh8qQUW4+L3R9OOorY6jN5lCd599IplZMlsYzTJE8iFc8oHevMO/Vx65Y9aW1IoLjx0FADhieJXNlhlqq+I42N6T/nxF6BuEbMronfAwsieLAojBv9B3emONq1GmfbuaMiYebi4RBb1eQJZEI+hNpgwFhN+yypEIYepIczMJQSvs+Eut+UW3T9q8o2yTSDJHWcM8ThzQ/26Z136EmN/bTP/tc8e/UQSPfpxmGcbhivz8OAzzgd7vw2dQXNN3G6RxuLMvbf6pdbHvsKo4ehKptP+gu0+bnMV/bxm9EyJJG9NCKsV81d0BnNtNxw5VtOpdhzN1ZXg0jCgU9QKyNBZBn0lyVhANrK2UTSJt7R1u3tEIMZOIEX7cviRz5BwUq3CKZrmg+p/4FYD6hy6P2TaK1ddfE2azgSBaRlqRD+GSD/Q2fV4bikfueOmTwf1vHb3Onew84IKXftBr+vymkNE7IeKkYxJP4HLzRNfg8PcbPaQcEQJ2HxY1faZk5ApC0UjT70sYO3KtOmo5xSpsM6JLzuLJZOII7UI2E6mUaZkJEdHJrTXvCJq+D309aE2fZ6460fS7TDT9kGV+XpKA8oF+xtvTxzV9JdPeT8KZm/7KXBE42N4LplbyNbTpex6NdwaM0HeSbt3Y1oPq0phn+7jTH7AkGsGoweXY3ZSt6YuOXH1JhpIYKZqLeipnCyUQJtY6tzeaYf0VkWY9H2+5UP9d/x3rk7MSKWfmHVFQWjlyCwWexGQUwaM/2y4zTV/a9AMhS+ir/ScOtfeipjLuqyhhfW2F/UYqtYKmz01MpUa1d6R5Jzx4DXUzGPMXow+4m6qNGVquNe8wZX9Ru9dXbCiJRjTRO6ccUZtepy+J4AUrwVNaEtF0/2GMIUKEfzvriPSy7Dh97XETyZRpbSEzRL9noTpyeRKTUQSP/poIo9G1EwaO0NeZdxIZ805NZdxTeRWOmyZFXNNv6uhNzzbKDBy5sgxDiNiVvk0xlq674xU3P9+4oRVp806mwmKmxg6QrenH1egdMbHjzs8ci8tnZ5df9sI/n2reHKIyHk3HKwOK9k4ARg0uwxdOrscjX5qb5VeIGDlyHZh3RERHrsaW7ute0UYHua2QqTeDVZeZa/p6zGz6ISv6A8e8U2LiyO3oQW1VqW0bSSvcKHU8SuhQR29aWdJk5MrkrPDZsD+7b6oIj97xI/SdproDijN3X0s33v+kSXMBiJqIXimJxyJYvr0Jb2xWyrcSgKtPHG+YAeiFq+aON23XNqQijsOdvencAqYOmIjw/Uum4/Qj67L20Zt3+lLOHLmiAEyFELIpcvs/1uHY779o28NURJ9vMEjV9Hcf7sJPXtiE+lueSY/bzqbf0tmHz/9+uW0NGL8YXZp3LJge6mfmA71554KfvwlAMe8Mq4pjc0N7TsbBFaAfv7ApHcGjCdlU//Y7oU9EQ4job0S0kYg2ENFJRFRDRC8R0Wb171Bh+0VEtIWINhFROF1/Tfjvi6y73bAgNH0XPyAP27zs1++YVtzTaxZcYH79sVWG68Pk6FHV6EmksLVRaduomHes98ly5CZTrm2qYdj0xa/tiQ+Ulo7dfc6To8SQUgCojMdABNz36hbc9+oWAJnAgYfe3qHZtlOn6f/tg914a8tB/OHt7Y4/3wtGCsk1J9Vj4x3zQ/3cXGOWkdukmnfszLxh8Lf3dwHQZs0H3T/BDX41/Z8DeJ4xNhXATAAbANwCYCljbAqApep7ENE0AAsBTAcwH8D9RBRMV2oHnDV1BD4/b7zp+s7eJNp7Er6ap7gz72SSoZhDp46+tHAutYRjxwwBAHykVic0KsOgJ117R73P+pJME53khGSK4c3NjWr5CTF6xzvic4fPrLhm3t6TsDXT6EMzIxFCdam2ONkx33vBcN9unabv0trlGbOPCSLUt5Awqqnf2ZtAe08CtVWlrmbjQfGrV7cCMH4g9StNn4gGATgNwIMAwBjrZYw1A1gA4BF1s0cAXKq+XgDgMcZYD2NsO4AtAOZ6/XxPY7YQFTzk0VNv3KwX9oytyUQCOA3fiusumlxq+pNqK1EZj6ZT0XmBOCuMQjZLooT500fiK2dkVz014p1th3DNgytw78sfB6fpC980d5xz38GM77+AY79vXosfAL79xJqsZfqyBWZJdJsb2jTvnWQoB8HAceRmi7S9agjwsMq453tm9oSh9hvZII6tv0bvTALQCOAhIvqQiH5PRJUARjDG9gGA+pfHFY4BsEvYf7e6LAsiuoGIVhLRysbGRqNNPGH1BfPG4N40feXAbqZqYtMTp06dLE3f8af5JxIhTB89GGu40Gf2CT/ZBdeUkM3fXDMb35o/1dHnfnJIiXDa19wdik0/7XdIMXT3JR3Fy3+wszlrmVEZYqNaQ2JJXwBoC6iqph0DxpFroE3vbVYUuprKuOeZVRDPZnFW1V+jd2IAjgfwa8bYLAAdUE05JhidneEtxhh7gDE2hzE2p64u20HoFauvt4ELfQ+JWfy4bp7aooa3dm+Lur/1AfQhY7nWEo4dOxjr97UikUwptXdsLlh9yGafh5DNdjXhqbQkqrHv+5nliJmVB9WMySRjmPqd59PLrRq+G7Fxf1vWsiP/+znDbd/ZeggNat2lu5/f5OpzvHKwI7tzXDFiVHAtrelXlXqeWQUxqy6Ggmu7AexmjC1X3/8NykPgABGNAgD1b4Ow/Thh/7EA9vr4fNdYxegeUM07ubLpi3z2/mWa45iht1fmWks4dsxgdPelsKWxXdFUHGr66Xr6KWchm3dcekz6dbcaVVMSpcDMO0aZs/romZ1C4lzQXPW7dzH3zqWuIob84qTf7fJvn52DkYSLoXlH/W1rq+Kebfp+Qj054gOJ95b2UgDOL56FPmNsP4BdRHSUuuhsAOsBLAFwnbrsOgBPqa+XAFhIRKVENBHAFAArvH6+F8Qfbpjuy25o7UE0Qr5+BL/agJ0Q14c75rqeyjFqA/k1u1vAHHw+/zq4sO5LOXPkXjNvQvo1T2yJRkgzL3zyw91Oh+0I/uDlbFOjlADFEfjHd3a4PuaPLjs2a9nkukwS3VMf5k7nqTXo6apnhM8+y4WAkXlnn6rp11TGPWv6Lieohohj+9b8qVjx7bO9l3zxgd9+aP8G4M9EFAewDcAXoTxIHiei6wHsBPA5AGCMrSOix6E8GBIAbmKM5TQ9UZTJP7pshmZdQ1s3hnm8KBRhbR/C6GZ8RuiFfq6nhpPUrN9v/u0jzJ4wFFEbAZ6dnJVCicsviWvDUV3Bt7e3HHJ1HLdsa2wHoPThnXnbi457AYhMrtOWxhgxqFSTkWvWTD0MBkqVTWNNvwvxWARVpTHPmn4QUT/6CrrD8/SQ9fX8YoytUm3vMxhjlzLGDjPGDjHGzmaMTVH/NgnbL2aMTWaMHcUYMzZ45okDrd2+YvQB/0LYNnony5Gb2xtZNI+9/8lh2/PNSs5KpgxD6oz4wsn16j6ZeuSik9XpcbxQV12KVzc1pGsJ8TG4zTHQzxqHqglunB88syFrn4e+cILb4UoEjK6Lfc3dqFUjd7yWYQjioek2Gz0sBkxGLqDN6Bw9RNs0pMFPYpaXmE2jw9jsHtXPMfN8DdlpP+mQTUF4Ou27+p1PTwOQ6Rl7uLNXEwJ50qRhbofrmJvPmYJ3tzXh7uc3aj7TqFLrmCHGzWcmDKvApLoqLDhudHqZ0mjF3EH8sytn4kyhiF5QfPP8o+w3KhKMrq9tBzvSfhyvcrc3AP9L2KU2nDKghL7INF0zbcbguzeuW2XgpjMna7RHO81dr6TkI9FExO7jSafp9yZSjoW+/lwPtHZrHLk3nXkEjAhiBvBPJ07ANfMm4LdvbMO3/v5Revm500ZkbWvWm/getTTGzxfOSi87aoR1L18nzlYvHO7w1iqwPxKPGV+UPDTWq03/3W1N9hvZoC9ImC8GlNC3e9D67Zjl9nKKEGnCEO3K6+rX5nuy6DQ5iwkhm2Y3pdGxxQfi/lZtnP6gcmN31Is3n+bo+HZ89+JpOGnSMDy+MuMwFgMBytWY6/Fqkt1vr5mN6z81MW1TNnIo2jlKD4UknH//VrglHgoJu5DgfPo2zEpE5JoBJfTt8BKjD2Q0dLcXFJG2Rv2S1dbRHPqaL/n2zdl9fLrEgWDTd6rpA1qt7ECLNs7c7Oaur63EwhPGGa5zQ0k0gvv/6fj0+xduPk0TwbHhjvm4/5+Ox72qJn/+9JH4zqen4Y4FSrjp+Jrs2ut2SgXPGQgaNyWB+zt219fqXc25GQiye+rmW0njFO3VYNTv1c6mVue1TaJnTV/7ntf+NuNBXVGuvAt9W0eu8jeTnOXcpg9oHae9umQpK0HGO6D5ZWhlHGccVYfPzxuPo0ZWZ5nTLjx2VFYnpitOGIcdd12EwQZTeTvz4WXHB1MiW88r/3m65fpiaqWoz1rn3Hi6UvbD6NoIK1b+3885UvM+3/crx2/IZsEybdSgrCzJWeOHAG+bxyx76Z8p4tbGrt+eC8fl3z7b0Gmof2jlO7Xe7nz5zIfXten1oenrsYqEeGVjg+k6tzz8xUx5KL91cniegxlhxcnb1ZN67T/PxJbG7Izi/ojZ9WWVYV0/rAJNNqY1L76ii2aMwk1/ybwvlLDZohX6Rpxz9Ah86ohafP8S4zriXs07HLe/qV6GcKFudvNXl8Y0tVryfQ3ZfTy3gf/85c34z8dXq+Yd54PmQra2Ko6D7dqbMh/hb14d5+dPH4F9Ld2oH+a/u5kX7ATW+GEVGD/MeSvAQsbsXK2EuhOBbjcL708MKKFfHo/iT18+0XS9Z0eux/Hon/x2jtwbz5iMH7+Qm1otTrCTgVwwrxLsqO40fWXbSbVVONiujZ7Ih53abT0ezm+vmWO7jV2/B4kzpgw37hXNneQ1lfGsB0ChOFhzRdHa9L1QWertGcg74zhpvi6i1xx3HLKu9/LVMybjzs9kp/YHzQn1QzFz3BDb7eymq0YC/u0tBx2Pg9v0jRpSu63LHwQdIVbEvP5TEwM/5qrvnosVt/b/ejpuMLsueP+KkbpZ9KlTak3DbouV4tX082D66HE5BXRrIiYijXmkoyecKhb/e+PJzsZjs97IBi5mpNrB9x9SEcegshhahUJpbsxEQdFqUKgtKMKw9w6pyH0xr0KFJ/vpv2YiwpDygfU9DaxHXIHhxUYs2rIfXbEzyOG4xrZWkEFYZXncvZ5RGY+l/RwXzxyNb55/VGhT8ie/av7A413DgqK8yLpWFTK8lv1Q3YOQAHzrgqn4zCyltYdR7Z5io2jP0G1kSxDZckadkqzwotyJ8enXqfVp8oXdQ8vI2Xrz2VMcH5/PnCpLo+k0+pIImWbjBsGs8UNN13kpumYFz/D94WfDN9lJFMrj2gdthBQ7/6ILlKY+g8oLI2s2TIpW6LsliBKnbqfo3X3uzTNi7Pr/eCj3GyTPrd1vuV4v9L9wcr2r2jI96vdTWRrDfrXpyLNr99nud+GxIx1/Rj65+sTxWHvb+bhqrnnvZol/LpoxKv3arJQJD5F2W1SvPyKFvko+mhkYdVuyo0XIym3PUas9r+izZu3i1PXwBiqigz3hQNv+9IzRttvkm1f/8wzMmzQMVR6DByTO+dXVmcxqvQUgnVip/i2GngJ2SKGvko8QQN7GzQ3vf3I4/dpvKeiw0Wv6n51l2BLZFG5OqSqNpjNfjZLW9LhPkgN+f+0cfO/iaY62n1tf4+r4RkyszU/M/kBi9GAnAly5VkYNLsfdl83A7661D6/t7xSt0HdrL89HotOkOuOYYivEkLSvubCP5wP9VNlrLfOKeAz/dKJiAqmM2zs/9VFD5xlUxzx61CDcfI7y/Y0ZWo5zpo3AF0+xDps84yilX/OXfIRX/v0rJ2Ppf1iXRZAEw/P/fhrevuUszTKeCzNzrDLrFO/7K04YV/CKVBAU7dzyrKnD8bf3nbfUC6LWtVtH7h0LjsFpR9bha49+6HgfMaa4rMCjP/yWLeBUlcbSDtYJDrJaxUnbxjvmo6wkitN//Co+EfIgnvv6qWCMYW9zF650WKDtD9edgIPtPb46Hs2eYO4olgTLoLIS03LVk+qqsHp3i2XY9An1Q/HejsPmG/RTilbTv/DYUfYbCWxpaA9pJOaUx6OYNzFjKjCq165HdPrlu56+HaJN//3/PsfzcSpLY1i7pwUAsH5fq+32Th3qRIS7L5+J2ROcmWsieWxxJwkGrpZxBc0qyu8HlxZnVFXRavoAcN/VszB2qLOaIjw6xA+eJgvCNXf7AuOaQCLjhPOJFrjQj5Ci7S+6YCqG+YiOqiyN4rQj6/DzpZsdacrit6J/MD79b5/K6pomGThkFS20uIWqyjLi0Zl/oH9Q1EI/11EcXjRvUdNwknAkOkdt+kXkHSLC1jsv9H2cyngMx40bgi+eUo8v2djdAe3vwP0K/GavKo3lJVJLUigw4X/re1YM7igmW39RC/1c48WE7fY5ITpHg7KZFzoV8SiICN+72H4mBAAn1NfgxIk1uG3B9CzncYFPjiQhwx/+/K/R9fD3r5yEEYPKUCr4zwqlLHIQSKGvkq+kDLefKl58hW7TDwq3N1x5PIq//stJmmXjayqws6kzkB66ksJmUm0ldh02Ll7INfxxNYqJb8bY7NwR7uPpEZqhF5N+JYW+ipP4bzNuOG0SHnhjm6cUblGgue+8ld8r8e7LZ+T1893wq6uPxzvbDmHUYGnPL3Ze/sbppv417sA9fvxQPH/zqZbN6kXzTr7vtSCRQj8Avn72FJw4sQZHWlxAYZBv884Vc/z3orXivqtnYc9h9wlsRgyuKMH8Y/pHeQaJP6zyQeYfMxKvbmrEEcOrbMN/RYXMTR8IkXg0ktXqM99IoR8AlaUxnH20fbilEX7EdqFH7/ilP5RTkPQvrpgzDpfMHJNVeM2On14509PnTaqr9FRuJUwGvNCviEfR2ZvManCdK/zI7SKX+RJJ4BCRK4H/L6dNQnk86tksmO/ZuBED3qt139WzAAD1eaqFUi1kDLoV4vkoDvXv5xyZ88+USPLFoguPxs0+rvmiFPpEFCWiD4noafV9DRG9RESb1b9DhW0XEdEWItpEROf7/ewgOF5N7//SKfV5+fxohFBd5m3ClY9IlNOOrAUAHDNmUM4/WyLpbxSl0AfwdQAbhPe3AFjKGJsCYKn6HkQ0DcBCANMBzAdwPxHlvXjMkIo4dtx1ERYc564C5ECloa0HADCiungyFCWSsChEv5svoU9EYwFcBOD3wuIFAB5RXz8C4FJh+WOMsR7G2HYAWwDM9fP5xcLUkUrUj1vnUj44cWINxtdU4D/OOyrfQ5FICh6vlWXDxK8j914A/wVAjFUcwRjbBwCMsX1ExFsljQHwrrDdbnXZgOd3187B5ob20Pq+BsmQijje+K8z8z0MiaRfUFSaPhF9GkADY+x9p7sYLDPMoSCiG4hoJRGtbGxs9DrEfsOQijhOCKAxh0QiKSyclu3OJX7MO6cAuISIdgB4DMBZRPQnAAeIaBQAqH8b1O13AxC/gbEA9hodmDH2AGNsDmNsTl1dnY8hSiQSSf641GW3uFzgWegzxhYxxsYyxuqhOGhfYYx9HsASANepm10H4Cn19RIAC4molIgmApgCYIXnkUskEonENWEkZ90F4HEiuh7ATgCfAwDG2DoiehzAegAJADcxxpLmh5FIJBJJ0AQi9BljrwF4TX19CMDZJtstBrA4iM+USCQSiXsGfEauRCKRDCSk0JdIJJIBhBT6/ZTLZ4/N9xAkEkk/ZMBX2eyP7LjronwPQSKR9FOkpi+RSCQDCKnpSyQSSYj86LJjccTwqnwPI40U+hKJRBIiV54wPt9D0CDNOxKJRDKAkEJfIpFIBhBS6EskEskAQgp9iUQiGUBIoS+RSCQDCCn0JRKJZAAhhb5EIpEMIKTQl0gkkgEEMWbYprZgIKJGAJ943L0WwMEAh1PIDKRzBQbW+cpzLV7CPN8JjLGsfrMFL/T9QEQrGWNz8j2OXDCQzhUYWOcrz7V4ycf5SvOORCKRDCCk0JdIJJIBRLEL/QfyPYAcMpDOFRhY5yvPtXjJ+fkWtU1fIpFIJFqKXdOXSCQSiYAU+hKJRDKAKEqhT0TziWgTEW0holvyPR6nENEfiKiBiNYKy2qI6CUi2qz+HSqsW6Se4yYiOl9YPpuI1qjrfkFEpC4vJaK/qsuXE1F9Tk9QgIjGEdGrRLSBiNYR0dfV5cV6vmVEtIKIVqvne5u6vCjPVx1PlIg+JKKn1fdFea5EtEMd4yoiWqkuK9xzZYwV1T8AUQBbAUwCEAewGsC0fI/L4dhPA3A8gLXCsrsB3KK+vgXAj9TX09RzKwUwUT3nqLpuBYCTABCA5wBcoC7/KoDfqK8XAvhrHs91FIDj1dfVAD5Wz6lYz5cAVKmvSwAsBzCvWM9XHcM3APwFwNNFfi3vAFCrW1aw55q3CyLEH+AkAC8I7xcBWJTvcbkYfz20Qn8TgFHq61EANhmdF4AX1HMfBWCjsPwqAL8Vt1Ffx6BkAlK+z1kdz1MAzh0I5wugAsAHAE4s1vMFMBbAUgBnISP0i/VcdyBb6BfsuRajeWcMgF3C+93qsv7KCMbYPgBQ/w5Xl5ud5xj1tX65Zh/GWAJAC4BhoY3cIep0dRYU7bdoz1c1d6wC0ADgJcZYMZ/vvQD+C0BKWFas58oAvEhE7xPRDeqygj3XYmyMTgbLijEu1ew8rc6/4L4bIqoC8HcANzPGWlUzpuGmBsv61fkyxpIAjiOiIQCeJKJjLDbvt+dLRJ8G0MAYe5+IznCyi8GyfnGuKqcwxvYS0XAALxHRRott836uxajp7wYwTng/FsDePI0lCA4Q0SgAUP82qMvNznO3+lq/XLMPEcUADAbQFNrIbSCiEigC/8+MsSfUxUV7vhzGWDOA1wDMR3Ge7ykALiGiHQAeA3AWEf0JxXmuYIztVf82AHgSwFwU8LkWo9B/D8AUIppIRHEojo8leR6TH5YAuE59fR0U2zdfvlD17E8EMAXACnUq2UZE81Tv/7W6ffixLgfwClMNhblGHduDADYwxn4qrCrW861TNXwQUTmAcwBsRBGeL2NsEWNsLGOsHsr99wpj7PMownMlokoiquavAZwHYC0K+Vzz4fjIgWPlQijRIFsB3Jrv8bgY96MA9gHog/J0vx6K7W4pgM3q3xph+1vVc9wE1dOvLp+jXnhbAdyHTOZ1GYD/BbAFSqTApDye66egTFE/ArBK/XdhEZ/vDAAfque7FsB31eVFeb7CWM9AxpFbdOcKJUpwtfpvHZc3hXyusgyDRCKRDCCK0bwjkUgkEhOk0JdIJJIBhBT6EolEMoCQQl8ikUgGEFLoSyQSyQBCCn2JRCIZQEihL5FIJAOI/wfIGv+LxximPwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4hUlEQVR4nO2deXxU1fn/309WEggh7JAAAdlXwbAoSBVQEKxba8W2Vlv7xba41NZaqFq7aEXbfmv9+lNrq9VaN9papVJU3HcxiOwgQRDCGvY9IZnz+2PuZO5sycyduZlk5nm/Xnnlzrnn3ntOMvdzn/uc5zxHjDEoiqIo6UFGshugKIqiNB0q+oqiKGmEir6iKEoaoaKvKIqSRqjoK4qipBFZyW5AY3Ts2NGUlpYmuxmKoigtiqVLl+4xxnQKLm/2ol9aWkp5eXmym6EoitKiEJEvwpU36t4RkUdFZLeIrAoqv05E1ovIahG5x1Y+V0QqrH1TbeWnichKa999IiLxdEhRFEWJnWh8+o8B0+wFInI2cCEw3BgzBPidVT4YmAkMsY55QEQyrcMeBGYB/ayfgHMqiqIo7tOo6Btj3gb2BRV/H5hnjKm26uy2yi8EnjHGVBtjNgEVwBgR6Qa0NcZ8YLxTgP8GXJSgPiiKoihR4jR6pz9wpoh8JCJvichoq7wY2GqrV2mVFVvbweVhEZFZIlIuIuVVVVUOm6goiqIE41T0s4AiYBzwE2C+5aMP56c3DZSHxRjzsDGmzBhT1qlTyOCzoiiK4hCnol8JPGe8LAE8QEervIetXgmw3SovCVOuKIqiNCFORf95YBKAiPQHcoA9wAJgpojkikhvvAO2S4wxO4DDIjLOeiP4FvBCvI1XFEVRYqPROH0ReRo4C+goIpXA7cCjwKNWGGcNcKU1QLtaROYDa4BaYLYxps461ffxRgLlAYusn2bH2h2H2HnwBGcP7Ozo+OraOjweyMvJbLyyoihKEyPNPZ9+WVmZacrJWaVzFgKwed4MR8eP+vVi9h2toeLO88jK1CwXiqIkBxFZaowpCy5XVUow+47WAPDB53uT3BJFUZRQVPRdol1eTrKboCiKEkLKiv7j72+mdM5Camo9TXbNyv3H6rfrmrnbTFGU9CRlRf/2BasBWLPjUNTHbN13rPFKDbCy8mD9dp1HRV9RlOZHyoq+j9YxRNFU294KnIh2Tpb/z+lRS19RlGZIyor+Q98cBUCtQ4v7ZF3sbiH7MWrpK4rSHElZ0c/M8HYtFvG1h686EX37m4JHRV9RlGZIyop+VoY33U8s4l0XIPqxi7b9GB3IVRSlOZKyop9hiX4sBrfH9nxQ946iKKlIyoq+L61nLDOOPXG6d+zH6ECuoijNkZQV/QxrNcZYpNcTp3un1u7eabrpAYqiKFGTwqLv/R3LgKrdJePE0rc/NNS9oyhKcyRlRd+37npMPn1bXSeibxd6de8oitIcSVnR91n6zn36sYu2/aGhlr6iRM/R6lqueOQjtuyNb1a80jipK/qOoncS595RS19RoufVtbt4Z8Me7nl5XbKbkvKkrOj7ondiEd+6OKN37Na9WvqKEj2+wAu9b9wndUXfQfSOCfDpO3HvqOgrihOs25VFq3Yy8Z43ktuYFCdlRb8+eicWS9/u3nGQktmjA7mK4gj77bJl3zEOHj+ZvMakOCks+pal73Agt9bjwL0TYOnHfLiipC3Bd+nyrQeS0Yy0IOVFPxbttot+TZzROyYmx5KiKHb++t6mZDchZUlZ0RcH7p2A3Dtxu3diPlxR0pbgN3IHNpcSJWkg+tEfk8joHdSnryhRc+JkXcBn35icknhSVvR97p1Y4ncC8uk7MNXth6ilryjRE7yWtdpM7pHyoh+TpR+ve0cnZymKI3p3bBPwWUOe3SOFRd/7OyaffpzuHY8xZDqYCawo6U5wtJyT+0+JjkZFX0QeFZHdIrIqzL6bRMSISEdb2VwRqRCR9SIy1VZ+moistPbdJyKueu2cJVyzh2zGrtp1Hr/oxxIqqijpTrBl37FNbpJakvpEY+k/BkwLLhSRHsA5wBZb2WBgJjDEOuYBEcm0dj8IzAL6WT8h50wk8SZcO+RgcojHmPplGlXzFSV6go2sET0Kk9SS1KdR0TfGvA3sC7PrD8DNBI6UXgg8Y4ypNsZsAiqAMSLSDWhrjPnAeFX4b8BF8Ta+IfyWfiwzcv3bf3r7cx56a2NMr5keDzb3jqq+okRLsKXv5E1biQ5HPn0RuQDYZoxZHrSrGNhq+1xplRVb28Hlkc4/S0TKRaS8qqrKSRPrLf29R2qiPiZYqOctWke/WxbFdHx2Zoa1HfVhipL2BIt8LIsfKbERs+iLSD5wC/DzcLvDlJkGysNijHnYGFNmjCnr1KlTrE0E/NE7dyxcG/Ux8X7RPMYeNaRfWkWJlrqggVy19N3DiaV/CtAbWC4im4ES4BMR6YrXgu9hq1sCbLfKS8KUu0a4YeJ3N+zhikc+CpkI4iPS92xF5YGormkwWIa+DuQqSgwEe1HV0nePmEXfGLPSGNPZGFNqjCnFK+ijjDE7gQXATBHJFZHeeAdslxhjdgCHRWScFbXzLeCFxHUjlAyb6lcdruaDjXv55iMf8c6GPfzyP6s5VlPLisoDPPruJvYcqaZ0zkLuWLgm7LkuuP+9gM8ejwkr6sZAVkZG/baiKNFht/SzMkQtfRfJaqyCiDwNnAV0FJFK4HZjzCPh6hpjVovIfGANUAvMNsb4zOrv440EygMWWT+uYRf90Xe+GrDv6SVbeXqJf+jhVy96xf5YTfg3AIAFy7fz5eHduPul9Tz01kYANs+bEVBH4/QVxRk+kf/3D85g5sMfBqREURJLo6JvjLm8kf2lQZ/vBO4MU68cGBpj+xyT6FkA1z+9jKc++oIPP/cHMq2sPMiwEn9omcdo9I6iOMEXvdOjfT6ZGUKdZlxzjZSdkevG1C+74AN8+f53eWbJFo5W1wJeoc8Q77XVp68o0VNriXxWhnhFX+8f10hZ0c9wd8JvPXOeW8mQ21/mvyt3YIxBRBDUvaMoseB7M870ib7eQK6RFqK/5ldTuejU7q5e7wdPfoIx3vkBGSLq3lGUGPD59DMzhCwVfVdJYdH3b+fnZFFclFf/+dGryuq3Lx/Tg3W/Dp8RIj8nM2x5JBat2mldW3TdLEWJgTqb6GeIir6bpKzoHw2KxLliXGn99qSBXXh/ziSW3jqFuy4ZTqvs8OL+0g0Teezbo0PKr5/UN+J1dxw8gYgO5CpKLNSLvqil7zYpK/p5QULetbAVy39+Lq/cOBGA7u3y6GDL5Pf1sT1DztEqO4Mz+3Vi1sQ+9WXnDu7CzDGhdX1U13q8lr5+ZxWlUY7V1FK5/xhPfPgFYFn6jYj+4jW7+M5jHzdVE1OOlBX9wrzs0LL8bPp3KQhbP/ghAd6kbZkZws+mD6ov+8HZfenezu8q2jxvBqUd8us/19R6yBCdUago0TDrb0uZcPcbVB2uBrz3XGOTs/7nb+W8vm635tx3SMqKfmaMi2y2yg79U9hP8ciVZZQU5THCFpdfXy/oWiKi0TuKYrHtwPGIAv1uxZ6QMl/I5tZ9x9hYdSTiecf95rWEtTGdSFnRj5XcrFBL3x4BNHlQF9796aT6lM1fHtE9bD2w4vR1KFdROHGyjvHzXucn/whOyOulKD/0jRxg4+4jnHnPG0z+/Vs88GYF2w8c54kPv2DPker6OnuPRp9BV/HT6IzcdCGcJdJQrP//XT6S/7t8JBCaC1x9+koqU7n/GMdr6ugXwVVqp8a6r57/dDub9hzl+dnjsS+a16FNLvuPBS5YtLHqaMDne15azz0vrQfgwTcq4m1+2qOWvoXdT+9DovzrbNoT+CXN0OgdpQm4c+Ea5j63osmvO+HuNzjnD29HVfdkrd+YWl55sF7gjTG8v3EP7fNzYrr29oMnYqqvhJLSlv4jV5bRJje6LuZkJu75p5Ozmg5jDLsPV3Ospo7eHVsnuzlNQu+5CxlT2p6PNnnTgnx9TC9eX7eb6yf3xeWlp5n95Cf120eqayPeX9c/vYzzh3djeEm7gHJfepJX1uzimieWBuz71um9Ym5P6ZyFLLh2fMh1lMiktKU/eVAXxvbpEFXdSLH6TvDG6SfsdEoE6jyG0+54lbG/eY2zf/dmspvTZBhDveCDNwfUH179jI827WPf0RpK5yxkzfZDCbqW4cAxv+984cod9dvlm8OtouplwfLtzHpiKQeD1pquOlKNMSZE8AFaR2mgBROc+lxpmJQW/ViYNrRr/bYv8sc4jAgT9ek3CRurjrAvRQbzdh48wS8WrKZ0zsIGw30bClO8Y+Eanvl4CwDT73snquvutdaSeHn1zpB9h0+c5JSf/ZdTf7WYX78YutZEcAJCHxW7/RE3v39lfcC+afe+Q++5/w17XOugGfBnD+jE/GtOb7QP4I0QUqIjpd07sWAP8Xzyu2N59N1NFLRy9ufJ0CybTcK5UfqVWwLj7vKHH9bUeWiVEf7N80lrElM4Vm07xCmd2tR/XrRyB8VFed6JiK1zwrp+fG8M1zyxlEHd2lLn8fDZrtAwyUfe3cStMwYFlD301kZO7dGOsb3bU9Ta65tfuGIHN//TH6nzyppdEdsbzHPLtnHtpH71nx+9ajQiwsUji/n3sm0NHjt+3ush61so4VHRD8O4Ph0YF6VbKBzq008OH36+N67/W3PBFw22fudhTpysY0SPduw6dILL/vQBm/cea/DYFz71r0L6fZv/PScrg+J2eXRv14ruhd4HwWe7DpOb5X3ZH9i1gJKiPBY3INLhLPTv/d3rptlw53nMW7SOR97dxMie7Vi25UDU/fWxdV9g33wPqdvOH0y3wlb8+NwBvLo2dCzAx8k6D9kJHJtLVVT0XSBDJ2cllHU7DzGgS0Gjg5QzH/6wxVl7uw+d4L7XNwSU+XLLT73X+yazed4MxjqYiLTw+glsP3CC7QeOs8362X7gOG99VsXuw/549/ycTBbdcCYiQumchVGf/5cXDOH2BasBuPzhDyn/Yj9XnVHKz6YPIicrg8E/f6nB1eiCORlh4ZT2rXO4edpAADoV5IatA9DvlkUt7v+fDFT0XUIt/cTwx1c38IdXP+PGKf25YUq/xg9oYfz0Xyt4Y31VQNn+YzUUBk1aGt+3A+9V7I3p3EO6FzKke+gMcoDq2joG3PoSAH07t4k56qe0Qz5XnlFaL/prdhzivstHcoFt0uLkQV34z3L/m8eqX05l6O0vA3DBiO4ssO2LltY5Klnxou9CQZQUhcbrx0pGhi6Mnige/2AzAC982rBP18fyrQfca0wCCB7rCRZ8gDsWrg2pV5AbfuYqwNs/OTvmdthnoPe1jQNEyx8uOzXg8/OzxwcIPsDvLh3OP77nH4i1h3feG3R8tAzoWsBvvzrc0bGKFxV9Gwuvn8B/rp0Q93m8M3JV9ROBz+c8LEzOo3Cs25mYUEU3eH/jHnrP/S+fNvJgenXtLp6P8iH3nfG96WlL+BcLQ7q3BaBvl9hFf0RQXHy4RIa5WZmMLm3PM7PG8e8fnAHAOYO7AN6w5oe+eRpv3HQWc87zum6GFnvb8+dvlXHXJcMiXvvSsh4xt1fxo+9KNiK9CjfG7y8dAcCPrfwi6tNPHFOHdOWx9zczrDi6/81P/7WSy0ZHTn2dTB59dzMA71Xs4dQe7SLWO61XEb9Y4A+RNMbwyprQkEqAn395cEjZe3MmcTwKX/pmaya5E0vfl2Tw1R9NJK8Rl4t9cP3P3/IvYOQLk57QtyMAp/UsAvwPBsUd1NJPAF85rYTzR3Sr/6yLqCQOX/6jVPhzvrrWGxmzatvBBuv99qvDOXHSL9pVR6rDGhFTh4SK41dPK6G4XR59Ozcu5L6FhqLJoROJvp0LKA6TwiQWhhYX8uR3x/KzoJBQxR1U9BOEPY2DJlxLHL7pE6mUtdQ+eSkcfTq14SdTB9R/zgwzyPrh3MncZyX8s+N7sMRCjwSMY8XL+L4dw2a6VRKPin6CsEc/CGrpJwqfG6Ehd9kNk1tWVM/o3u0brfPt8b3rtx99b1PI/q6FrQJE8g+XeV2MZb2Kom6HL61xlsa2pxX633YBtfQTh+9Z2tDf88Zz+jdNYxLEUx9tadTnbp8h/v/e2NjoOfOyvX71htKBB/PGTWex5JbJUddXUoNGRV9EHhWR3SKyylb2WxFZJyIrROTfItLOtm+uiFSIyHoRmWorP01EVlr77hO30wEmEfXpJw6fiDX297x52oAG9zc3/vVJJQD9HUTOhKNHe6+LZmiUA94A7fJz6FzQKqBsVM92jR43qFvbmNqmNC+isfQfA6YFlS0GhhpjhgOfAXMBRGQwMBMYYh3zgIj43kEfBGYB/ayf4HO2eD6YO4lPbjtHo3cSSL1PvxHRF1qWDdE613tbhMtz44Qh3Qt56YdnMvvsvnGdJziNxeZ5MwJmuT727dE8cfWYuK7hFj3bOwtdTTcaFX1jzNvAvqCyV4wxtdbHD4ESa/tC4BljTLUxZhNQAYwRkW5AW2PMB8Z79/4NuChBfWg2dCvMo33rHGtylqp+IvBb+g3X+7IVPXXVGaVs3XeMDzbGNnu1qWmXF9viIdEwsGvbmNeGDiavkRTjZw3oTMc2kVMhNBVfHxsYljtlUGcOHPOmlf7LO58nqVUtg0T49L8DLLK2i4Gttn2VVlmxtR1cHhYRmSUi5SJSXlUVOmOxuSNowrVEIQ24d8p6FTG+r9cyLbJWYOpW2Ioz73mDy//8YdM1MgqCjYCcrPC33q8vHNLouZzOZo2Gy8a0jIlPv7l4WMAbSLv8HA6d8Nqhdyxcm6xmtQjiEn0RuQWoBZ70FYWpZhooD4sx5mFjTJkxpqxTp07xNDEpZEgDnVNiwme4hrP064whM8P7Fc4ME+UTzQSlpuCV1TtZ+sX+gDJP0OIkPq44vbTR87k5Gta5oFVY982T3x3LLdObbxx98AtOQwu8pDuOZ+SKyJXA+cBk4zdjKgG7qVACbLfKS8KUpySiPv2E4Z+cFfoHrfMYsqy7XeofDv562w8eD8gvnwxWbz/IrCeWhiwrWOcxnPqrxY7O6XY8+5n9Qg2t8X07Mt6aOdscCY5a2rr/GJ0LWjHxt2/wtbIS7vnqiCS1rPnhyNIXkWnAT4ELjDH2JNgLgJkikisivfEO2C4xxuwADovIOCtq51vAC3G2vdmii6gkDt+tHOze8XgMuw9Vk2ettuSbwPTWZ1Uhx0bLhl2H+fH85fX57BPBQWsh8CPVtQHlV/31Y8fnPFfTFISQEWTqGwMTf/sGAPPLK8MdkrZEE7L5NPABMEBEKkXkauB+oABYLCKfishDAMaY1cB8YA3wEjDbGON7x/4+8Be8g7sb8Y8DpBy6iEri8N3MwX/Odyv2sPPQCaYO8eZv8Vl6S2xrx97wzKcxXWv2U5/wr08q2bD7sPMGB/G7oOUCG+KSkRGHuer56bSBIQLnBjdM7scLs8e7fp1EEfwn0dsvMo26d4wxl4cpfqSB+ncCd4YpLweGxtS6FooIeByur6sE4ntrrwu6i5/9eCtF+dn1+WfCCeHKRnLcRLxmgsI/392wh0+iXEEq3OIffTq25nMrKRp4QxKvmdgnIW1rjJY24e3vH24J+Bys+caYmNcMSFV0Rq4LiEhK5YpJJj63zedVfvHbe6SaV9bs5JJRJTH7t49U13L4xMmw+xJpHVYdruaHz34a1zmCH2Sv3DixSaz8VOC9ij0Bn3WMzY+mVnaBDNEvWaKxr936r08qOVlnmDk69vDC4b94GY8JtayNMWywEqHFaxB6PIYbn/004sMlWuzH//Xbo2nVSAy94id4IfVaj4fMCIvNpxtq6buALqKSOMK9pj/z8VZO61XkKCVwpIdxsEjYr3f3S+v46PO9AUv/NcSDb23k3Yo9/OKCxmPuG2LXIf86tllq4TfIi9dNYNLAzvzTtlKXHXW3+lHRdwFNw5A4ggfEl2zax+dVRx1Z+fYHcZ3H8MkWf+y83X1kD//7Yu8xHnxzI5c9/CHXPb2MKtuC4uH4ePM+/nfxZ5w/vJujNkYi3pm2qc7Q4kIevWo0ZaXtGW6tsnb9pL78bLp3Va5aVf16VPRdQBOuJY7gP+MzH2+lIDeLGcO7hT8gDPuOeqfn95773/qy+17bwCUPvM+f3vJmsLSHVK7cdqB+O3gA+d2KyDPE9x+t4fqnl1FSlMddlwyLOHD4HVvaZIhujdtwOfWV8Cy4dgKb583gR+cOIMuavJfIMNyWjoq+C+jkrMThsf0hDx47yX9X7uDCkd3Jb2SJPjujfh06CeqPr20A4K5F6yids5DH3t9cv+/GZ5ezers38uf9oAHB2rrw/1hjDD/55wr2HKnm/y4fSUErb676SQM7B9T7+tie/PzLg1l66xQAXpg9Pqo1brMyVfSd4Pu71eoNWY+KvgtkCBoonCDsf8XnP91Gda2HmTGsgXs0aFJUtFzxyBI27DrMbS+sDiiPZDH+9b3NvLp2F3PPG8Rw26LhfTq2Dqj3m4u9C353aJPL5nkzGNHAWrn2xcFjyZOv+KlP2KeiX4+KvguoTz9x2N1kf7ayJ8aSM37LvmONVwrixesmkJkhfOMvH4XsO1kX6hteUXmAuxatZcqgLnx7fGnAvpunDYz5+j6mD/W7sPYeCc3TozSObywk2E2Xzqjou0CG+vQThv3hWbn/eMzHHzwee9jkkO5tefK7Y8MKfE2Qe+fwiZNc9/QyOrXJ5XeXDg/x4+dkZfDz8wcDobNGY0G/T86oF321wupR0XcB9eknDnvEzel9OsS8gMfMh2NPsSwi9O9SwBNXjw3ZV2t7EBhjmPvcSir3H+e+y0fSLj98jvyLrfQKsSb9EtvdeUrn5CaOa6n4BsBV9P3o5CwX8Lr09UuWCHwW7mVlPbj7q8Ob9Nrh3Ej2BUSe+XgrL67YwU+mDqCsNPJi50Wtc8KmWWgMe2x+dobaZ07wDeSq6PvRb5IL6MLoicMYyM6UmAR/za+mNl7JIU8t8eZ4Wb/zML9YsJoz+3Xk+186xZVr5edkcdO5/bl+cr+oInyUUPYf9Y6FLK88kNyGNCPU0neBjAz1wSYKjyHqRFmv3DiRz3YdjimcM1a+2HuMYzW1zH7qEwpaZfO/XzvV1Xw4107q59q504F3rZDbP7+9iYtHljRSOz1Q0XcB0dTKCcMYE/UAaP8uBfR3kJohFjoX5PKLBavZWHWEJ74zlk4FyV8vVomMbwlFndHsR907LqDuncThMcaVGPV7wriLNt01nU13TQ8o8y0Ufnof71q8mRnC/PJKZp/Vlwn9mu9KUoqXnEyvxOnkLD8q+i4gqHsnUXiMs4lJRfnZEfdtums6XyvrwfOzx/NjK2/8mf06IiIhrqTcbO8t4psotXLbQUaXFvHDKep2aQmcNcC79OOEvh2S3JLmg4q+C+jC6InDY4yjJU1umOwV5dY5mYwPuuF9wn5qj3ZcN7kfm+fNCBue6T3e6wG1uwf+OHMkWZl667QEzhrgTYMRy4S+VEd9+i6gyyUmDmOc5bf3CfvJOkNJu3xgL9DwG0A4nvqfsby8eifF7fKYPqwrl43uSfd2ebE3SEkKmr0iFBV9FxARzd+dIIwxjqJjfDf7SY+HrEzhzZvOoqh1DoV5sYl+rw6tmTXRG5L5wDdOi7kdSnJRzQ9FRd8FMsQrVtW1deRkZujanHHg1Kfv+5sb453kVBqU+ExJL/TF2486Jl0gQ4Q9R2oYcOtL/OWdTcluTovGE0PIph37Iep/T198D//9xzRhnQ+9G1xABGqsHC3zy7cmuTUtm1gmZ9mxH6JLDaYvvnWGf/mfNUluSfNBRd8F7CJ1/GRdElvS8jEOo3fsLiGdmJO+hMuUmu6o6LuAXWNOnNQvXTwYpz5927a6d9KXUT2LgNAlKtMZvRtcwK5R1Wrpx4Vjn766dxS8b90ZAvk5mcluSrOhUdEXkUdFZLeIrLKVtReRxSKywfpdZNs3V0QqRGS9iEy1lZ8mIiutffdJCoe02Gd8q3snPpz79P3H6Pqy6U1mhujKWTaisfQfA6YFlc0BXjPG9ANesz4jIoOBmcAQ65gHRMT3iH0QmAX0s36Cz5ky2A1LzfkRH944/diPC3DvqKWf1mSI6Bq5Nhq9nYwxbwP7goovBB63th8HLrKVP2OMqTbGbAIqgDEi0g1oa4z5wHhXF/mb7ZiUQxexThxOE65JwECuejHTmawMUePLhtO7oYsxZgeA9buzVV4M2GMUK62yYms7uDwsIjJLRMpFpLyqqsphE5OHin7i8Bhnsyrtxn22unfSmowM0ZWzbCTaBAp3d5kGysNijHnYGFNmjCnr1KlTwhrXVKjmJw6D0xm5/m0N2UxvMjM0F5Ydp6K/y3LZYP3ebZVXAj1s9UqA7VZ5SZjylEQt/cThMcZZwjWbnaHry6Y36t4JxOndsAC40tq+EnjBVj5TRHJFpDfeAdsllgvosIiMs6J2vmU7JuVQyU8cxrFP37+tln56owO5gTSacE1EngbOAjqKSCVwOzAPmC8iVwNbgEsBjDGrRWQ+sAaoBWYbY3wxi9/HGwmUByyyflISN9dMTTc8nvgSroGGbKY7merTD6BR0TfGXB5h1+QI9e8E7gxTXg4Mjal1LRT17iQO5+4dP5v2HE1Ye5TmxVdGlXBK54YzqKroB6KplV1Aghw8Ho+znPCK88lZ9reD3CydjZmq/P5rIxqto5OzAtERLhcI1nedlRsP8adhKCstilxRSXkyRS19Oyr6LhDsgz5Wo6LvFKeLqNgfFPqOld6oeycQFX0XCNao4yr6jnGecE1s2wlskNLiUNEPREXfBYI15tjJ2qS0IxVIhE8/hXP7KVGQITo5y46KvgvsPRq4NNvRarX0nWIcRu/YU+ir5Kc3WZk6OcuOir4LdCtsFfBZ3TvOcbyIilr6ikWGDuQGoKLvAsEic6xG3TtOcerTD3DvJLA9SstDc+8EoqLvAiEDuRqy6Rjv5Kw4o3dU9dOazAyhtk5F34eKvgsEuyMq9x9PUktaPt6QzdiPy7T9D3RMJb3J1IHcAFT0XSBYpH778vrkNCQFcJ5wzX/Mm+t3N1BTSXU0ZDMQFX0XCE7DoDjHG7IZ+3H2B2+bXM02ks6o6Aeiou8C6kNOHE4tfXs65fOGdU1kk5QWRkGrrJAw6nRGRd8FdBGVxOF0cpb9GP1/pDdDuhdSuf84B46p8IOKvitoQs3EYRyHbNq39R+SzgwrLgRg5baDSW5J80BF3wV0MlDicJ5wzX9M1ZHqRDZJaWGo6Aeioq80a5xOzrL79A8eO5nAFiktjcL8bHp1yGdlpYo+qOi7wvYDGpefKLxBF/GtkZudpV/zdGdocaFa+hZ6N7hA+Rf7k92ElMG5T99/UFF+dgJbpLREhhd7B3P3aRSPir4bnNC0CwnDacK1DbuP1G8P7tY2kU1SWiDq1/ejou8C1bWeZDchZfAYQ4aDb+k+2+BtpoZTpT1DLNFfpaKvou8GFTYrU4kPpwnXuhbm1W9rNJVSmJdN746tWVF5INlNSToq+kqzxql7Z1hJoQutUVoyQ4sLWbXtULKbkXRU9JVmjccYR5mM1KOjBDO8uJBtB46zJ83nbcQl+iJyo4isFpFVIvK0iLQSkfYislhENli/i2z154pIhYisF5Gp8Te/eXLNl/okuwkpg8GZgGc5GQhQUpqhOpgLxCH6IlIMXA+UGWOGApnATGAO8Joxph/wmvUZERls7R8CTAMeEJHM+JrfPDl7QOdkNyFl8DhMuNY6NyW/WkocDC32RnGtSvNJWvGaQ1lAnohkAfnAduBC4HFr/+PARdb2hcAzxphqY8wmoAIYE+f1myW6XkPi8HicDcSqpa8EU9Aqmz6dWrNCLX1nGGO2Ab8DtgA7gIPGmFeALsaYHVadHYDP7C0GttpOUWmVpRw5OgM0YTidnJWdqU59JZRhxYVpH7YZj3unCK/13hvoDrQWkW82dEiYsrA2sYjMEpFyESmvqqpy2sSkMapnu2Q3IWVwuoiKhmkq4RhWXMiOgyeoOpy+g7nxmKRTgE3GmCpjzEngOeAMYJeIdAOwfvvWqqsEetiOL8HrDgrBGPOwMabMGFPWqVOnOJqYHFRwEodTn76ihGOYTtKKS/S3AONEJF+8KjcZWAssAK606lwJvGBtLwBmikiuiPQG+gFL4rh+s2bG8G6UFOU1XlFpEIM+RJXEMaS4EBFYkcaDuY4XDzXGfCQi/wQ+AWqBZcDDQBtgvohcjffBcKlVf7WIzAfWWPVnG2NSNknN//v6KABK5yxMcktaNlWHqzl8QlMjK4mhTW4Wp3Rqw8ptB5LdlKQR14rRxpjbgduDiqvxWv3h6t8J3BnPNZX048UVO7j/68luhZIqDCsu5P2Ne5LdjKShYSaKoqQVw4oL2XWomt2HTiS7KUlBRd9lvjuhd7Kb0OIZXVrUeCVFiRJfXqZ0nZmrou8y+TmZjkIOFS/5OZmc2qOd4+N90RqK4mNwt7ZkpPFgblw+fSUKRHSGbhw4Ta0MsPIX5+pEOSWE1rlZ9O3cxpGlf9vzq1i38xD/+N4ZLrSsaVDRdxnfbFITh3ilM8bh5CzwTrtXlHAMLS7knQ17Yr4vn/jwCxdb1TSoGeQyYk1E9qi17whj/H9DRUkUw4sLqTpcza5D6TczV0XfZeyWfkvigTcrKJ2zkOM1yZ1KYXCWe0dRGiKdB3NV9F3G9+bY0iz9v763GSDpE6Oc5t5RlIYY3K2QDIGVabh8ooq+y/j8hZ4WZuk3F4zm3lFcIC8nk/5dCtIyzbKKvsu0VMFqLs8ojwmfnlVR4mWolWa5pble40VF32Uy6t076fXFSgS+m1GjnhQ3GF5SyJ4jNew4mF4zc1X0Xaal+vR97U5ms33PSdV8xQ3Sdc1cFX2X8bl3WtorZHPQWd9frKW6yJTmzeBubcnMEFam2cxcFX2X8Q/kJrkhDknms8rnElPJV9ygVbZ3MFctfSWhtNQ4/eZgXPv+ZBkaqK+4xLDitqxMs8FcFX2X8cmV25a+MYaH3tqY8LU/TRK9+jr4rbjNsJJ27Dtaw7YDx5PdlCZDRd9lfFaq25bE6u2HmLdoHTc++2lCztccUh/4RH/dzsNJbomSqqTjmrkq+i7TVD59n6WSaIslmcb2tv3evvxn+fbkNUJJaQZ2LSArQ9IqzbKKvss0lU//mieWArBpz9G4z1W5/1jc50gE6txR3KZVdiYDuqbXYK6KvsvEk2Xz+WXbeOqjLfWfyzfv42h1bUi9/UdrHLcvmKsf+5gJd7/BzjiXkjPGsLLyIPPLt4bse37ZNuY+t7LRB2FedmZcbVCUaBhWXJhWg7maT99l6i19B3brDy3//Hsb91B90sOra3cBcOlpJbywfDs3Tx3AOYO78KXfvhlwXOmchZw3tCuLVu0EvK+wz846ncJ8b375wydOcv8bFfzprc8BeH72eF5cvp2/vLsppA2HTpzk3Y/3MKS4LR99vo+/vr+JW6YPYtrQbg22/f7XK/j94s8AmDSwMx3b5Ib0q3NBLiN6FPLF3mNceXppSJRO61zv1/Omc/s39qdSFMcMKynkmY+3Urn/OD3a50d93OI1u+jTqTWndGrjYusSj4q+y/gmFj3+/heM69OeswZ0jvkcC1fsCPj8j6WVANyxcC13LFwb9hif4IN3IHTEr16hb+c2FLfL463PqgLqXvT/3ot47Wn3vhNS9r2/f8LmeTPqP3/9zx/y/sa9ANw8bQA1tR7ufXVD/f5lWw6wfOsBZn2pD8N/8Up9+R9f89dp3zqHC08tDrjOf1fuqK937aR+EduoKPEwzDYzNxbR/5+/lQME3AstARV9l/HFuz/01kYeemsjALedP5hfv7imvs6Q7m359vje3PSP5Sy9dQpb9x8P68aJl4rdR6jYfSQh5yqds5CfTB3AZ7sO1ws+wD0vrQ+p67s57n+jIuL5Dp/w9tcYw/aDJ1i17SCPWG8eJ+vS47VbSQ4DuhaQnekdzJ0+rOE32FRARd9lwiULsws+eMMtb/rHcgBOu+PVJmlXIvjty6EC75Q/LP6Ml1btZNX2gxw4FpjDv1eH6K0vRYmV3KxMBnZtGxK2WVPr4ZMt+xld2p7MFJogqKLvMin0XXGVvUdrOHj8JNOGdGVIcSFDurdlz+FqZj2xlB5FKvqKuwwtLmThiu0YY7hr0Toefvvz+n3Xnt2XLw3oxJrth+rLYhn0XbfzEMdr6hjZsyihbXZKXNE7ItJORP4pIutEZK2InC4i7UVksYhssH4X2erPFZEKEVkvIlPjb37zJ5npDOacN7DROo9eVdYELWmcz+44j/9cN4F5XxnOFeN6MapnEa00ekdpIoaXFHLoRC1b9h0LEHzwuiUvfegDbl+wur7s2qeWBdQ5VhPZHTvt3ne4+IH36z97PIY/LP6sfvZ8uBnBzyzZwgqXVvWKN2Tzj8BLxpiBwAhgLTAHeM0Y0w94zfqMiAwGZgJDgGnAAyKS8nd15b7ET+9+9Koyvjuhd9h9fTq1ZsG14xla3JZvjuvFql82/GydNLALD35jVMLbGCs5WZG/is0hD5CS2gyLMc3ywpX+4Iq/vPM5g3/+MqVzFvJ51RE2Vh2hdM5Clmzax4mT/jWmj1bXYoxhyeZ9/PG1Dcz51woWrtjBqF8vZvy81wGorq2jdM5C5jy3kgvujxxgEQ+ORV9E2gITgUcAjDE1xpgDwIXA41a1x4GLrO0LgWeMMdXGmE1ABTDG6fVbCpEE6/HvOOv65nkzmDSwC7eePzjs/td/fBbDS9rx4nVn0iY3iza5jXvwzkvA4NX/XT4y5mNmju7BN8b2ZNlt54Tdr8O3SlPRv0sBOZkZjtIs2yPoJv3+LSb//i0AHn13U8CM9iG3v8xj72/mZJ0HgNfW7Wb2U5/U7/906wEWrfRH3YE7kzrj8en3AaqAv4rICGApcAPQxRizA8AYs0NEfDGKxcCHtuMrrbIQRGQWMAugZ8+ecTQx+URa9Sk/J/EvOW1bRf/vfPVHEynMy4m4v1thq5hWFBrbuz2b583giQ+/4LbnV4Xsr7jzPJZXHuSu/66l/Iv9AMz7yvAGz5kuk2WU5JOTlcGgbomdmfvS6p0Mey9w7su/l23j0rIeYeuHC50+WlMXleEWC/G4d7KAUcCDxpiRwFEsV04Ewqlf2LvaGPOwMabMGFPWqVOnOJqYfCItABLLAG+ngtzGKwGDu7eNqt49XxlO384FDZ431vkEndu2AuDLw8O/NWRlZnBaryJmTewDwJRB0Z9fl0tUmoKh1szcRPJPa06NjxWVB8MaRZHId2FcKx7RrwQqjTEfWZ//ifchsEtEugFYv3fb6tsfcSVAymfSiqxX0QnZLy8Ywse3TOGPM0/l95eOCNh3ao92AZ8jGcZfH9uTUT39dc8aEPogffVHE3lvzqT6z/06+2cZdrUEPRra5eewed4MWtveZK4Y16t+2xf6dtzm64yE2vlKUzK8pLB+vkiiqIsz06Iba0k4Fn1jzE5gq4gMsIomA2uABcCVVtmVwAvW9gJgpojkikhvoB+wxOn1Wwo5mfGNlftcHBeeWsxXTisJ2PfsNeMCPkfKP/+bi4dxx0XD/AVhvkd9OxdQ3C6P0aVF5GRmMK5Ph/p9L14/gednj4/Yxp9NbzxKyMfaHd6wt/cq9jZSs8HmKkrC8a2Zm0i27GseyQvtxOssug54UkRygM+Bb+N9kMwXkauBLcClAMaY1SIyH++DoRaYbYxp3NxLQfp3aZOQTJa5WZlsnjeD0jkLgfitCoB/fO8MAI7X+P81Hdvk0rFNLgW5WRwOM1N41sRTQsoiuWS+M6E3v3vlM57+n3Fh9ytKsujfpSDZTWgS4hJ9Y8ynQLhA78kR6t8J3BnPNVsadu0ryM3iz1eW0b9LAe9V7Inq+FhkPJE5+/NyMvlg7iTa2QZ7zx/RnaeXbGngKD+RrPP8nKyoc5Vst2KXg3MFKYobZMf5Vt5SSI9eNhPatMpiXJ8OtG+dE3GANx6iTRYV7apY3QrzyLP55kcGjSE0chEARpcWcd2kvtEfZyOdVjNSlKZCRd9l7G52+3Yix2fKb53CvEuGMe+SYY1XjoOLR4WNsA3LX68azfnDu/HsrNPrI3tiRSM2FSXxaO6dJuRHtrzwiRyV79gml5ljGp7PkIgXi+zMDM44pUNAVs0ZESZ2lZW2p6y0fVzXU9FXlMSjln4T8jXbpIxo3TtuCF88D4C7bG8TV4zrxd1fbXiCVTx0KXT2hqAoThkRiwszSr73pdBAh2Siop8kojX0h5ckJowsUQ+PXh1aM8ay4M8f3i3hswXtjLTmFpzZr6Nr11AUO5EmF8bD2N7xvfEmGhV9l4mkteEs/WABvfeyU+N2kbjBJGs2bXFRnrsXsv54bgx6K0o4Gkr855REhFInEhX9JBHOp19+6xTet2bFtm2VxUUjox84bYyOBf7Qy3gl9JqJfVh22zmUuJzn3reusGq+0lQEh23+bPrAuJdDrGtmg1Mq+kkinHunVXYmbfO8i5cn2rfYuSBx/nERoah15GRticJ3r6jmK03F0O6B7tTgGfULr58Q8zmHRJkTq6nQ6J0m4uww+W7s+BYzaZObxXM/OCNtZgc2RL3oq6mvNBFDixsW6CHdYx9jc/uNOFbU0ncZX+6c0o6tw+4f37dDfY58H6N6Frk6QNpSRDQ32/v1jCVltKIkknDu+OzM2O+fTXdNT0BrEoOKfhMR7SxYxc+Evh25dcYgfnXR0GQ3RUkTgg2icN74aAMLpgzqzJJbJoc9b0PYs926gYq+y0wd0hWAr40uCbtfHwaRERG+e2Yf2rbKTnZTlDQl3EI+RfmNj2c99M1R/OXK0Y7G0orbuRsVp6LvMj3a57N53gwGdg30FSZzQF8fM4oSHeHu02gWKzpncNeQsmBjP9wyoS9e5x0onnveQLq7NDlRnaVpSPMKIFOU5kvvCGNxAF8e0Z3/LPevA/W9L53CQ29tBPyLBdlZdts51NR62H24mrU7DpFlGxu4+yvDGN+3Y/2g7zVfOoVrXJrJq5Z+GhJpsRVFUfwsuuFMpgzuEnG/3fVzxbhe/HTagIh1wbuqXOe2rRhaXMilZT0C/PyFedlNFuWjln6S8H1dkhFIo+4dRWmYsl5FDOoW3o3jE3u78fRrB8EG9peBzIyms79V9NOQlhKyqSjJ4NUfTaRrYeTB1CHdC3ljfVXcYdX2IA4nYaBOUdFPQ1TyFSUyfTs3PDHyh1P6MWVwF3YfOsH88kr6d2nj6Dp22+vMfg1P3kwk6tNPQ3ypHhRFiZ2szAxO7dGu3kXbq0Pkwd6GkAD3TtOZYir6SSJc/G9T0ZRfMEVJBe68eGhIiu9xfTrQo30eN0zu5+icPvdOU9+O6t5JEv6BXBVgRWnufGNsL74xtldAWWFeNu/c7Hz2rE/sm9r8U0tfURQlCfgMvqZ+6VfRVxRFSQLJesdX0U8SvvwaY0qLktwSRVGSgc+zW9jEgRXq008S/bsU8OZNZ9GzffPKta0oStMgItx1yTDG9enQpNeNW/RFJBMoB7YZY84XkfbAs0ApsBn4mjFmv1V3LnA1UAdcb4x5Od7rt2Qi5dhXFKVlcuuMQeRmZ0Zd//IxPV1sTXgS4d65AVhr+zwHeM0Y0w94zfqMiAwGZgJDgGnAA9YDQ1EUJSX47pl9uGJcr8YrJpG4RF9ESoAZwF9sxRcCj1vbjwMX2cqfMcZUG2M2ARXAmHiuryiKosRGvO6de4GbAfu85S7GmB0AxpgdItLZKi8GPrTVq7TKQhCRWcAsgJ49m/71J1W57/KRFOXrbFxFSWccW/oicj6w2xizNNpDwpSFjVA1xjxsjCkzxpR16tR0OSlSnQtGdG/SHB+KojQ/4rH0xwMXiMh0oBXQVkT+DuwSkW6Wld8N2G3VrwR62I4vAbajKIqiNBmOLX1jzFxjTIkxphTvAO3rxphvAguAK61qVwIvWNsLgJkikisivYF+wBLHLVcURVFixo04/XnAfBG5GtgCXApgjFktIvOBNUAtMNsYU+fC9RVFUZQISDKzPUZDWVmZKS8vT3YzFEVRWhQistQYUxZcrmkYFEVR0ggVfUVRlDRCRV9RFCWNUNFXFEVJI5r9QK6IVAFfODy8I7Angc1pzqRTXyG9+qt9TV3c7G8vY0zIbMxmL/rxICLl4UavU5F06iukV3+1r6lLMvqr7h1FUZQ0QkVfURQljUh10X842Q1oQtKpr5Be/dW+pi5N3t+U9ukriqIogaS6pa8oiqLYUNFXFEVJI1JS9EVkmoisF5EKEZmT7PZEi4g8KiK7RWSVray9iCwWkQ3W7yLbvrlWH9eLyFRb+WkistLad5+IiFWeKyLPWuUfiUhpk3bQhoj0EJE3RGStiKwWkRus8lTtbysRWSIiy63+/tIqT8n+Wu3JFJFlIvKi9Tkl+yoim602fioi5VZZ8+2rMSalfoBMYCPQB8gBlgODk92uKNs+ERgFrLKV3QPMsbbnAHdb24OtvuUCva0+Z1r7lgCn412tbBFwnlX+A+Aha3sm8GwS+9oNGGVtFwCfWX1K1f4K0MbazgY+Asalan+tNvwIeAp4McW/y5uBjkFlzbavSftCuPgPOB142fZ5LjA32e2Kof2lBIr+eqCbtd0NWB+uX8DLVt+7Aets5ZcDf7LXsbaz8M4ElGT32WrPC8A56dBfIB/4BBibqv3FuzLea8Ak/KKfqn3dTKjoN9u+pqJ7pxjYavsccQH2FkLAQvOAfaH5cP0straDywOOMcbUAgeBDq61PEqs19WReK3flO2v5e74FO8SoouNManc33uBmwGPrSxV+2qAV0RkqYjMssqabV/dWDkr2US9AHsLJ1I/G+p/s/vbiEgb4F/AD40xhyw3ZtiqYcpaVH+Nd6W4U0WkHfBvERnaQPUW218ROR/YbYxZKiJnRXNImLIW0VeL8caY7SLSGVgsIusaqJv0vqaipZ9qC7DvEu8C80h0C81XWtvB5QHHiEgWUAjsc63ljSAi2XgF/0ljzHNWccr214cx5gDwJjCN1OzveOACEdkMPANMEpG/k5p9xRiz3fq9G/g3MIZm3NdUFP2PgX4i0ltEcvAOfCxIcpviIaaF5q1XycMiMs4a/f9W0DG+c30V72L2SbGOrLY9Aqw1xvyvbVeq9reTZeEjInnAFGAdKdhfY8xcY0yJMaYU7/33ujHmm6RgX0WktYgU+LaBc4FVNOe+JmPgowkGVqbjjQbZCNyS7PbE0O6ngR3ASbxP96vx+u5eAzZYv9vb6t9i9XE91ki/VV5mffE2Avfjn3ndCvgHUIE3UqBPEvs6Ae8r6grgU+tnegr3dziwzOrvKuDnVnlK9tfW1rPwD+SmXF/xRgkut35W+/SmOfdV0zAoiqKkEano3lEURVEioKKvKIqSRqjoK4qipBEq+oqiKGmEir6iKEoaoaKvKIqSRqjoK4qipBH/H8Xr8fyt1MZfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA7bElEQVR4nO2deZwcZbX3v6eX2Sf7ZE9IAgmQBAghBJD1ikgAL7JcMSgXvejFBV/14vu5F1wQFRQXVHwVEBABRRARhCubgGzKmkCABLKvk3WyTGYmk1m6+3n/6Kru6uqq7p6e7sx09/l+PvOZ6qeeqn6eIZw69XvOc44YY1AURVEqg8BAD0BRFEU5cKjRVxRFqSDU6CuKolQQavQVRVEqCDX6iqIoFURooAeQjVGjRpkpU6YM9DAURVFKisWLF+80xjS52we90Z8yZQqLFi0a6GEoiqKUFCKywatd5R1FUZQKQo2+oihKBaFGX1EUpYJQo68oilJBqNFXFEWpINToK4qiVBBq9BVFUSoINfqKoigWu/f18Pi7Wwd6GEVFjb6iKIrF53+3mC/e+yY72rsGeihFQ42+oiiKRfOeTgB6IrEBHknxUKOvKIpiISIAlHNBQTX6iqIoFYQafUVRFAvL0VdPX1EUpRII2PIO5Wv11egriqJY2J5+rHxtvhp9RVEUG8vmY8pY31GjryiKYpGUd8oXNfqKoig2trxTxvqOGn1FURQLW94pY5uvRl9RFMXG3pwVLWOrn9Xoi8idIrJDRJY62v4oIkusn/UissRqnyIi+x3nbnVcc4yIvCsiq0XkF2L/dRVFUQYJSU+/fI1+KIc+dwG/BO6xG4wxH7ePReRGYK+j/xpjzByP+9wCXA68CjwOLACe6POIFUVRioTtila0p2+MeRHY7XXO8tYvAu7LdA8RGQcMMca8YuKxUPcA5/V5tIqiKEXEjt6JlrGn319N/2RguzFmlaNtqoi8JSIviMjJVtsEoNnRp9lq80RELheRRSKyqKWlpZ9DVBRF6RsavePPxaR6+VuBycaYo4ErgT+IyBCSUpkT37+qMeY2Y8w8Y8y8pqamfg5RURQlNyphITcXTd8TEQkBFwDH2G3GmG6g2zpeLCJrgBnEPfuJjssnAlvy/W5FUZRiYHunKu948yFguTEmIduISJOIBK3jacB0YK0xZivQLiLHW+sAlwKP9OO7FUVRCk7Asoix8q2hklPI5n3AK8ChItIsIp+xTi0kfQH3FOAdEXkbeBD4vDHGXgT+AnAHsBpYg0buKIpygNnR1sWsa55k2Za9nufF8vUrOmTTGHOxT/unPdr+DPzZp/8iYHYfx6coilIwXljZwr6eKHf+Yz03XnSUbz+VdxRFUcqAqlDc5HVHop7nA5p7R1EUpXyotoy+b+HzCojeUaOvKErFYHv6z6/w3v9TCWkY1OgrilIxVAWDAPREvT39QCINw4Ea0YFHjb6iKBVDOJg5z6NoGgZFUZTKISHvqKavKIpS+mQz5QFdyFUURSkfsi7QSo79Shg1+oqiVA4OW24yGHY1+oqiKGVALMXop5/X6B1FUZQywunBe0Xo2Ll3NHpHURSlDHCacq/FWtE0DIqiKOWD09P3cua1Rq6iKEoZYbLIO3bIpi7kKoqilAFOW57JsKunryiKkiMbd3USGaThL05b7qXbFyINw97OXnZ2dOd9fbFRo68oSsHY0dbFKT9+jusee3+gh+JJSvSOl9G3fvdH3Tnqu39j3nXP5H+DIqNGX1GUgtG6vxeAf6zeOcAj8SZV3kk/rwu5iqIofSCxEDpIjaZzIddL07c9fTX6iqIoORCytrT2xganpp8tTt9u2Wu9sZQjWY2+iNwpIjtEZKmj7VoR2SwiS6yfsx3nrhaR1SKyQkTOdLQfIyLvWud+IfaKiaIoZUN12KpB2zs4jf73/vpe4tjL07eb7np5PRt3dR6oYR1QcvH07wIWeLT/zBgzx/p5HEBEZgILgVnWNTeLSNDqfwtwOTDd+vG6p6IoJczNz60BYH+Pd+HxgWbr3q7EcSSabvSdD4L1u/YdkDEdaLIafWPMi8DuHO/3UeB+Y0y3MWYdsBqYLyLjgCHGmFdMXFS7BzgvzzErijJI+d2rGwBo744M8EiSrG3p4Jbn16S1t3WlSzhO579cVf3+aPpfEpF3LPlnuNU2Adjk6NNstU2wjt3tnojI5SKySEQWtbR4FzBWFEXJhYt+/Qo/fHI5Ha4HkfNtpKM7wk+eWuFbO7ecyNfo3wIcDMwBtgI3Wu1eOr3J0O6JMeY2Y8w8Y8y8pqamPIeoKIoCnT5S03f+N6nv/+zplfzyudW8vi4pamTKt1/K5GX0jTHbjTFRY0wMuB2Yb51qBiY5uk4EtljtEz3aFUVRBoT3trYljss5WsdNXkbf0uhtzgfsyJ5HgYUiUi0iU4kv2L5ujNkKtIvI8VbUzqXAI/0Yt6IoSp+wQzQbq0Np5x5c3JzWVq6kz96FiNwHnAaMEpFm4NvAaSIyh7hEsx74HIAxZpmIPAC8B0SAK4wx9rvVF4hHAtUCT1g/iqIoB4ReS6/PdZG5PMWdHIy+MeZij+bfZOh/PXC9R/siYHafRqcoimLx1LJtXP/Y+zz4hRMY3ViT83W2pt9bAYu0uaA7chVFGXBeXbuLS+54LWP6g8/9bjEbd3cy//pn8/oOr7j8jJSpq5/V01cURSkWm3Z3sq2tiy/f9xY72rtpae9m7NDcvfi+YIdjjmqoYmdHT1G+oxRQo68oyoBx8o+eA6CpsRpIZrksBranP7wuN6NvytTVV3lHUZSi0Jc495b2eNGRldvbc+q/L48dv7amXxVKN3vHThme1tbfMP3BGuevRl9RlKLQHen7wumKbbkZ/f9+8J0+39s2+tUeRj8YKPwrxmBNz6xGX1GUopBP0rWu3tyuWdPSkVM/5xtBryXveHn6Xou8/XXU+1NysZio0VcUpSh05mjAc8EtleTqmduyESQ9/XAw3ez1FsErH6QlBdToK4pSHPLx9P1sr3vhNZSHHNOTkHeCaee8Crn39zGgnr6iKBVFNqPvJeX46eDNe1ILmoQ8vHUvdnY4PP2Iv6bvLe/03Wi/tnZX4lg1fUVRKor9WeSd3fvSwyb9DO1Pn16Z8jlXeeffbn0lcdyTIXonUiAt5ppHliWOB2udYDX6iqIUhc6ezGGVuzxi5b3s5NLNe3lp1c6UNmcK5Fx56M3NAFR5vCUUKo/+tKb6xLHKO4qiVBTZInF27etOa4t4WP2/L99RkPHY97Hr+DrpySO81IsFs8cmjlXeURSlovArXmLjJe94UegIei9P32tPQT4m21ljV42+oigVRTZN31veSTeUhU7N4OXpd/d6GP08bLZTJVKjryhKRZEtemeXh6ff50yYeVAVTA/ZLJSm71y89XqADQbU6CuKUhSyGf3Wzlw9/cK6+uFQ+v28vfK+G23nmoSfp//p377OKVaiuYFAs2wqilIUssk7Xt51ISURv/BPr81ZhcIZsePn6T+/oqVo358L6ukrilIUsi3kehn4tq7CFSj3igQC7zcML5bnmPzNSSzF0+/z5QcENfqKohQE92akTCGbXb1RHlmyJa39+Gkj09ryVXf83hread6b0/U/f2YV7zS35v2dhdrwVWiyGn0RuVNEdojIUkfbj0VkuYi8IyIPi8gwq32KiOwXkSXWz62Oa44RkXdFZLWI/EIKLdQpijKguOWaTJ7+bS+u9Wz3MtQPvLEpr/F43SsUkD6lUd68Z3+fvtP5jb0HYFE6H3Lx9O8CFrjangZmG2OOBFYCVzvOrTHGzLF+Pu9ovwW4HJhu/bjvqShKCeMOe8yk6S/asMez3UsHX7+r06NndrzuFQ4G6Euutr66ps51hDd95ujV90CS1egbY14Edrva/maMsfdYvwpMzHQPERkHDDHGvGLiM70HOC+vESuKMijpjqYa+UzROy+u9F7MLORCrpe6Eg72zdP32hr21sY9vLHeOw3ETc+sShx/96/vZbxzPkVmCkEhNP3LgCccn6eKyFsi8oKInGy1TQCaHX2arTZPRORyEVkkIotaWgZ2pVtRlNxwevoThtVm9PTtmrhu1u/cl/I516IqXnjlvqkKBThlRlPe91y3cx/n3/wyH3MkcnPS3ocyjv2ZW3/ol9EXkW8AEeBeq2krMNkYczRwJfAHERmC905q30e6MeY2Y8w8Y8y8pqb8/wMpinLgsDX9mxbO4fBxQzJq+l6pEACeWLot5fOW1r5p6gC/fmENP3t6pa+8Ew4kv9uWWKaNqk/rC+nyzlf/uCRxnC2hnBdOQ58tpLVY5G30ReRTwEeAT1qSDcaYbmPMLut4MbAGmEHcs3dKQBOB9KV7RVFKFtvTrw4FqKsKZvRkez3iGcNB4fy5qQJAPrVrf/DEcm56dpVnauNwMMCZs5JJ0eywTr+YerfuftCIusSxO9Nnew7hpnv3J/vkU2SmEORl9EVkAfA/wLnGmE5He5OIBK3jacQXbNcaY7YC7SJyvBW1cynwSL9HryjKoMFZmao2HMzoCXsZ/frqUJoh9CptmCs/c+jryfsJNVXJe9ppH/xkB7fuPtXxRuDOzLlofeaFW4A9jj0Cg9bTF5H7gFeAQ0WkWUQ+A/wSaASedoVmngK8IyJvAw8CnzfG2I/DLwB3AKuJvwE41wEURSlxui0jVhUKUFsVzOjJeoUz1leF6HBp4oE8IruPmjgUgPte35h2zv0Q6bVWe/08ffc4nZ6/W76qCafv9HW/bbR2Jj39gdL0s6ZhMMZc7NH8G5++fwb+7HNuETC7T6NTFKVkSHr6ltHPIu+MrK9KSbpWVxWkszv1GpNH/ptMV4SDAcSxxJjw9H0ucnvzThsecElP9vz//IUPcOEtLwPw1qY9HHPQiEQf527g/T2lG72jKIqS0PSrQgHqwkF6o8ZTxoG40b94/uSUtvrqEPvyWBx1E4kawkHvNwR3u10Q3c/od0dSH0LON4IJw2pSzvV41OB170Hd4/D0B628oyiKkgspmn5VXOrwK34eM+lSS0N1uryTX057QyjgbdrS5R3b0/f+IreE4/T03evEttGvCgUSdXjdRdhb1egrilIu2F6xremDd4SK7f27UxzXVwfZ5zb6eYwjEosR8on6qQoFUrz1hKfvcy/3+J0PB/dzosfanFYVDPCD848A0nV+p7zTVUrRO4qiKG6cIZu1lrHz8mZto++O1a+vDrGvu/+GMGYg5CvvBFLCQO2FWr+F3HRP3z91su3ph0OBxPe7b9va2ZuYdz5x/oVAjb6iKAXBlneqrDh98E66ZhtatzfuLe/03dePxgxBX3lHCAcD/OjCI4FkJky/r9nfmzqeVHnH2+hXBQMOLT+1z57OHsYOrbHurQu5iqKUME5PvyYHTz8c8vL0IymGPp/8NHFN39/TBxhWFwaS0Tt+KX/cD62X1+xKfnBd0+3Q9BMm38PTTxp9lXcURSlhUj39eDR42/70XaoJo++xkBuJmRRD/+DiZvpKzBjfnbz2d9q/k9FF3lbfrem/v7XN8T2pfZ0hq3607u9hRF0VNeFAaebeURRFsUlszgomNf0v/P7NtH62vOMOn6y3JCHnYm4+WTcjsewhm7bmnkzDkOzzyeOSoaSZvPHM8k68zT36PZ29DKsLUxvOvHmtmKjRVxSlIHRHY3FpQ4RaK9WBl9G0jaV7t219dfztwLmY66fpz508zHccsVh2T98O6exNxOknv+fk6ckkj5mSxrlH1hOJRw0FApLYAOYcvjGG1s4ehtVVxY2+evqKopQy3b2xhLThDFX0W5x1b1xqsIy+s38+6fWjJnucvu3xe2n6zgdGJqPv5enb8fn2TuKbnl2Zcq/eqGFYXZgajx3LjyzZzPJtbRQbNfqKohSEu15eT3tX3GA7jf6Sja0p/WxbGRD41SfmAnDCtJFJT7/HafTzjd7xj9MHCFnGPxm9k/we56X7XWGVE4fXOiaSeu+eaNLo2w+Tx99Npoq2k60NrwvHs5C6HihfuX8JC37+Usa5FQI1+oqiFJxah9F3G+5YwuhLIopGJCnvOD39fHbkxmImQ5y+pelblr3XI8umM6eO2xsf3VjN0NqwNQ8PT996mHg9rOzduF7yzoEsnahGX1GUgmPH6QMJ79/GNohC0qiLJOWdfSlG3yfPfYbvjmQI2bTj922ZxyvhWlD85Z2oY5HYKw2D7el7yVIJo18bpsZl9Fs6ujPMqLCo0VcUpeA49Xp3cZGkoZeE9i0I9dXp0Tu28RxeF+bCuRlLcTuu8df0bYOejN5Jl3ec0pA7wibiyOvjfiB1O+QdrwIuCXmnviotemddy760/sVCjb6iKEXhl584GkhfyE1G76R62MmFXIfsQTLSJ9c0y5k0fbs5nIjeSV/Ida4vR2KGnkgMYwzdkWjc0w9l8PQzyTv7bXknnJZ6et1ONfqKopQ4Z80eB6TLO6mevn3sDNlM9/TdkT5+GGMy5t6x9Xr7fFdvlDteWpvYWAWp8g7Evf3bX1rLod98kh3t3YkHhtvT74kko5e8irK3WrUDhtV6ePpq9BVFGcw8v2JHWnhhfVWQz540NfE5GBDqqoLpIZskPf3DxjYCsPDYyYSD8ZTEXpq+CDml3LQfEk5N/9v/OpN5Bw1PjAmSRv/ul9dz3WPvp2wCcxdH2d8b5S9vxUt6797Xk1gP8IrTz6jp7++lvipIlZWmwunprzmA8k7WylmKoihOunqjfPq3bwCw/oZzEu0xk24wG2tCdKQt5MZ/B0QYM6Qm5R7upGvO8E6nHfULdrE1emfCtXOPGs+W1v0s2rAnTd7xWkB1bxrr7ImkSD6hxEKuy9OPxqgJZ9b0h9VVAVDrKhy/bmeH94SKgHr6iqL0CXfOe5uoMbhVGK/MmQlj6aHAuHPqO3fv5hLWaNn8FE8/GBBs9SbgWsh1FjVx9nfS2RNl2ZbkW00o6O3NOzX9VTva0+7baqVggHhIq11ZLBKNsXF3J5Bc1ygmavQVRekTXkXNIS7FuPXwhpow7T7VsLyKnseLoyc94Jj/88ETW0sPOjT9QEDSUj+4k705ca8Bu2P1qxK58v135Hrt5G3t7GG47emHk5XFNrfupzdqGDe0hn09kaLH7Gc1+iJyp4jsEJGljrYRIvK0iKyyfg93nLtaRFaLyAoROdPRfoyIvGud+4XkujKjKMqgwi87ZDRm0gx5Y3XII2Qzqem7abDSK9vMnxovKv6F0w7OKXbH1ubDTk/f8ZZgD88vjj8+rtRzH7v1lZTP9kPvK/cvSWmP78iNG/MhNWFH/xi7Orpp7exlqO3pVyVTT1/ym9cAmD1hKMZkTv1QCHLx9O8CFrjargKeNcZMB561PiMiM4GFwCzrmptFxN6lcQtwOTDd+nHfU1GUEuC0nzyfOHZ6pV6afkO1v6YvHv67uzj6MGv369GTh6f19cLW0tsc3xkMJKOEbIPuF9Lp7OPHkk2tnu1Oecf5d/n6Q+9yzHXP0NLezXCHvAPQ1RNj0+79ABw5YSiQHuJaaLIafWPMi8BuV/NHgbut47uB8xzt9xtjuo0x64DVwHwRGQcMMca8YuJ/jXsc1yiKUiK8tyU1YseWPmxj67aljTX+1bD8PH2vhGtxTd9xD5/x2amSt+7tSrQ5r7XteSahIdMDwc1zK3YkjrtTEq4l+ZNVE6C9O8Kw2uRCLqRKR5NH1gGDwOj7MMYYsxXA+j3aap8AbHL0a7baJljH7nZPRORyEVkkIotaWlryHKKiKIVm2Za9KZ9tL97WzNM1/Qyevpem71rIdcsyfhhj+OK9i3l5zU4g9YES9/Rz18n7YPP5j9++wZqWeORNbzTm0Pu9+w9zefr7e6OEAsKpM5qor0rfp1AMCr2Q6/XnMhnaPTHG3GaMmWeMmdfU1OTXTVGUA8zybalRKW0Jox//nBayWR2ioyeSEsKYyZC7i6M7ZZlMOvy+niiPv7stobM7F2qdO39zsefuOWTj1ufXAO44fW/zZi/k2llId7Z3E4kZjndkGR2snv52S7LB+m2/4zQDkxz9JgJbrPaJHu2KopQQ7g1Z9iKtnVcmLWSzJhRfnOz1NuRuGixN334wOFM2fPMjM/n0B6YwpCbE25ta+dnTKxP93G8TzpKFIuJbycpm7JCaxHEywic3429LSs7UykdNHObZd5hrIXetFZ8/fliNI+HcwC/kevEo8Cnr+FPAI472hSJSLSJTiS/Yvm5JQO0icrwVtXOp4xpFUUqE5VtTPX3bK73kjngEintTUkN13Mg5I3hiGTT9+upQSgRLzKHFj6iv4tpzZyXeLm56dhXvbo7LTdc+uizlPlWuOrW27OS1aco9lmAOi71OHn5rM9GYIRozVAXjxvxj87yTww1zhWyu2RHfiTthWK1nwrlikHUngIjcB5wGjBKRZuDbwA3AAyLyGWAj8DEAY8wyEXkAeA+IAFcYY+zH1heIRwLVAk9YP4qilAgt7d3ssvLH2Nh5dVbtiHusbp2+scaSLLoiEA9OSTHkbpz5d+IPAO8qWzZ2EfV/rt6Z0u4uTm5f77PFIOX+ibeCPoTLJ+rjWt/rN1539I69HjB+WG1iw5h7X0OhyWr0jTEX+5w63af/9cD1Hu2LgNl9Gp2iKIMGr1J+7hj8tv2pnxsso9/uuTjrJe/EjWFHd4TReG/k+toZM7jx6XgZwtfW7sKYdEPp9vTt6/02PjmHYnv4fYnicRt9P2xPv8aqIbympYNgQBjdWJ1I+lZqC7mKopQpbmkH0jNoNjVWp3xurHZ4+haZFlWTESy2vJMuBTkN60/+tpIHFzsDBq0+QbfRJ+V+mbAfANni9Z10R6NpY7OZOqo+cWxX3bI9/T2dvYxprCYUDFAbDhIQNfqKogwS3t/WllIGEdKNvhvb009JoubIkZ/W3xXB4rWRy21Y2/anjyHoKqKy2pJRvB5ckOrp29/Vl5wBW1vj+wKqHQ+bI6zNVv961HjHuOI3df4dt1h7CkTESkOhRl9RlEHA8q3tHDauMfG5viromyvfxjbiKQu5ruRnTtw59b3CO6c1NaRcs3d/etI0d3jnMdaO3uOnjUzrC6kPlWyevtOI29z8/Gog9YHUa8k1xxyUvps4FAykvY2AHbKqRl9RlAEmEo2xekcHs8YPAeLhjI014TRN352crLHGjt5Jz5yZcSG3xzb68XZn7PypM1L37nitNRw8uj7l85c+eAhPfOVkLjp2Ulpf91jsQz9J/+cfn5PWNroxHvLp3B+wvS3uwU8aXst5c8anjdtOw3zOkeMSbfXV6fUHCo0afUVRfPnp0yuZctVjrNjeTk80xqzxccnCGO8UCz+1Flht3HINZK6Fki7v2DV0/dnjkR750LFDUj6LCIePG5LWL3He1df5243XAu/vXt0AwPpdyWIo9rhGD6nh5wuP5u7L5qdcY2/QOsTx5tJQE07JMloM1OgriuLLL55dBcDiDXsAmOkwnA01oayafqJ6ltdCrk8+fXDIO1Z7XxZVIXMWTS+cBt6WlHa7wlNzYVRDVVpbfVXQo2eyZu6Di5MZahpcaSiKgRp9RVGy8t6WNkIB4bBxjZw1eyx3fvpYT3nHC69CKuCTZbMqtTh6po1cmejrQ8LZ2148HjOk2rOvF0dNjL8BjR9Wm2i79l9nMn5oje8bgx3mubl1f6Ktvko1fUVRBgHvbW3j4KYGqkNBbrnkGE6Z0URjDp4+eL0R+As8AevNYJ87eqePRrwvMfYA08c0pBU193pw3PvZ4zyvH9lQnXbNp0+cystXe25n8sXvAVlItEauoiieOIulvL+1jbOPGJdyfkhNKG1TlFe+mkaP6lngHxLpjGDxS85WFQokPGUvMhTGSvDl06fz6xfW8JtPHcvRk4exq6OH97a2OdJEp37p5089mBMPGeV5Lzv/Tn9LQ2n0jqIoA8YdL61NHPdGDYe5FkcbPKpiedFYHaLD0S/b/iint+u3kcudwtmNO07fiyvPmMGK687ipOmjqK8OMXlkHQtmj02EXTo3VQEp6ZmvOy81uUDECs/sq6wE8bw7NvUHwNNXo68oiic9rkQ1zhh9iHvwXb2xRDy6H27Jwr6rv6fvlHe8ve4PHj467Ton2R4KmRgzpIbbL53Hrz4xl+mjk5E1zmRtC12hnxGft4NcGF6fLK3YWBOiN2rojhQvgkeNvqIontgx+TaHuzz9lGRqFna8uhOvQirgvZAL9mJm3Oj5FVH/0YVHZhx7Do5+Rs6YOYahdWEmDk964c43FPcaQ9SnclguOOdmR/oUM72yGn1FUTxx2q+ApEezJHfbJg36wQ7P2Nmv3SNk0w/nm0HMR9/Jltisrwu5fjiH6szK7Lx9QJLyTl8XnAG+eNrBiWP3juRioEZfURRPnAZvxphGj7TJcVmizaHXe5m8ITXp1bMgy0JuT6rRc9twLxklJVOmSMEMv40zWZvzbxEQccg7fb/vgtnJBXKvzWyFRqN3FEXxxJmGeMaYxrTzQ2rSPX0vnNWzGqpDWevVOiNY/DR9t3GdMKyWTxw3mR8/tQKIe/pLrjkDn5opOZNSjN3nFSUg4pB3+vegORAlE9XTVxTFE6eNmzEmXbaxPX2ngfKyeXb1LFvXz1avtsGRf8av4Ir7reOBz5+Qor8HA/HcQHYq43xxevd+D5BAIJlcTY2+oiglSyzF6Kd7+okCKVnCNpPplVP7ZZJ3unpjRKIx34VcN0K65FJo/HLxO+Wd/n6tvTiumr6iKAccpwzjlays0UPeGVGXnnvGLqRi17bNprjYunZnbzSnoicQN7ZOe1toPR/Sx31wUz3VoQABETbs6gQK5+kX0+irpq8oiidOT3/MkPRQzEZHgZTacJCYMXzno7P8+6Vp/94Gsq4q3fB5GdOL50/mvtc3WneSlD59TbjmRyZN/5krTwXgyO/8LdHWl4fNs187lZXbUou6NLhyDxWDvD19ETlURJY4ftpE5Ksicq2IbHa0n+245moRWS0iK0TkzMJMQVGUYmAbuWe/dqpniGR1KEhVMEBbVy9RY7jspKkJnd+Ju3qW34KojTPTZiyDbPKDC45gtKM8o9PgBgpk9L/0wUMSxzHXHjQRQURS3nSybVRzcnBTA2e5Ulu4s4wWg7yNvjFmhTFmjjFmDnAM0Ak8bJ3+mX3OGPM4gIjMBBYCs4AFwM0i4p1zVFGUASfbgiuQSLoWicZ8vesGjzq54K9/J8MWozmnVhZJ9e77syPXyfHTRiY2guUiNa3c7l2OMVdCwQDVoUBJLOSeDqwxxmzI0OejwP3GmG5jzDpgNTA/Q39FUQaQTLVsbRprQrTt7yVm/KWNRit6x510ze+uTl07WxEV2wwbA8Fg4T19SD6cojkYfS8ZrK9UZ0km118KZfQXAvc5Pn9JRN4RkTtFxC4QOQFwlq1vttrSEJHLRWSRiCxqaWkp0BAVRekLtpyRyWlurAknatT6edfuKJ9cduRCXA7KVHAFYJSV0jgUlFRPv4BG35a2CvX2kI1AQLJKYP26f39vICJVwLnAn6ymW4CDgTnAVuBGu6vH5Z4zM8bcZoyZZ4yZ19TU5NVFUZQik4u00lAdShh9P+/aq3oW+KcscHr6ydTK3n3v+o9j+eGFRzCqoTrF0BdqIRfg7CPG8ZmTpvKNcw7P2ne6x36GviL47wkoBIWI3jkLeNMYsx3A/g0gIrcDf7U+NgPO1HQTgS0F+H5FUYpALhp2Y00oUfkpk3edki45647c5GKmIXNqgzFDavj4sZMBCDmyrBUyTj8cDPCtj8z0Pf/Hy49n7NAaDhpZ79unLwREsv6N+nX/AtzjYhzSjog4l6PPB5Zax48CC0WkWkSmAtOB1wvw/YqiFAN7Y1QGq9tYE6a1M15LNpP80eAouJJ9R25yITdmTM5JzIrl6WfjuGkjC2bwIf5WM2g9fRGpA84APudo/pGIzCH+T2a9fc4Ys0xEHgDeAyLAFcaY4pZ9VxQlb7ItooK1kGvJNhkfDtXp6ZX9bHltOEhAbHkn9yRmoSKEbA4EItnDWvtDv4y+MaYTGOlq+/cM/a8Hru/PdyqKcmDIVuwEkhuvADwqJTr6hdOqYfkhItRXxeWgmnDQN+++m2Lswh0IApL9b9Sv+xfv1oqilDJ+GS6dpBj9LJq+O0dPJmNuZ9o0mJzz2bR2Zi/dWAoIknP6iXxQo68oiie5bM6yM2hCZknFWT0rF3NWXx1kX09c3snV6K/o58aowYJ6+oqiDAjZwiUh1dPv7vXfUNRQ7VzIzZ6RMh7tE8UYk3MkzmmHlkd4d7EXctXoK4riSV81/UySRGNNyNpslZs1s+WdmMn8plGOFHshV42+oiie5JLL3plgLZOdarSrZ/VEc5R3Qo7ondzM/uQRdTn1G+zE4/SLeP8i3ltRlAFk3c59fOAHz/JOcytTrnqME37wbJ+uzzVk093fC1v7d2akzC7vWLl38gjZLGVEctsYly9q9BWlTPnVc6vZsreLc3/5TwC27u3qk2yQm6efNPqZEpKlVM/KYQj11cFEeuFcPf1cN3ENdgKq6SuKkg+PLknPcvLHNzZ59PQmlkP4Ts7yTnWyypadYiCTkY7LO/EduWXiwOeMavqKouRFj0dBj3W79vX5PpmMbl04WRIjlsE9dRdSgSyhoFUheqIxuntjZePB54qgIZuKohSIPy1qzrlvLIeQTWdsfiZJwlkyMReDVu9Ir1xpnn4pJFxTFKVEqPEoe+hHUtPPrX/mhdz0IurZFnLBLrxSWVY/IJJWmrGQaGF0RakgtuztAuC2F9ewo62bb/qkDH5r4x7arLQJuea+qavyr37qrJ6VqZ+N7elv27u/T57+TQvnFDTj5UBQ7OgdNfqKUoF8//HlAJ5GPxKNcf7NLyc+Z5PUf3jhEdz+0jo+fuwk3z52jvyOrgi11jpA5tw78T4rt3dQE8797eSjczyL8ZUUonH6iqL0l9qwt3f9TnNrWttVD72b8jlb/PvHj53MM1eeyrC6Kt8+oWCA2nAwHrKZA7a8A9CVIb1DORJfyFVNX1EUB/aGqw//7IWU9tU7OnhuxQ7ueGltom39DefwzY8kS/2t2JZMTHbuL//J8yt2pNzjwcWpi72FSlmcSMWQCNn071tfXbkiRCBQ3Oidyv3LKkoJ89d3tgJx+SMWMwQCwqbdnXzopy949nd662f+/MWUc5/+7RsZv6tQIZMNjoIrkC17Z+WapvjmLNX0FUVxEHZULHlrUyst7V386rk1vv0PGd3/gt39xa6e1ZeQzUqkFAqjK4pygKkKJjX6C295OeXc5adM47f/XEdv1PCBg+OF7aaPaUzp84GDR/Lyml3FH6iDhppQyuasTK6+vZBbiRR7IVeNvqKUIKEMtQnPOWIcXz/78JQ292LspOF1wAE2+tUhdrZ35mTQqkOVbPQH8UKuiKwXkXdFZImILLLaRojI0yKyyvo93NH/ahFZLSIrROTM/g5eUSqVqqD//7qbW/entbmTlk0cXlvwMWUjUSc3kb0z81rB2UeMBWDeQcMz9is3AiKDfiH3X4wxOx2frwKeNcbcICJXWZ//R0RmAguBWcB44BkRmWGMiRZgDIpSUVRl2Fnb4VgstXFH4Exy5J5/9EsnJjJxFpOG6lBiwxdkj/+/+ZPHFHlEg5OAQLSIon4xQjY/CtxtHd8NnOdov98Y022MWQesBuYX4fsVpewJZ/D0z5w9Nq3NLe9MHF7LpSccBMCw2iqeufIUTpnRxHXnzS7sQB3YIZvFXKQsB0KBAJEi5mHor9E3wN9EZLGIXG61jTHGbAWwfo+22icAzryuzVaboih9JOyh6b//3QWsv+EchtaG086JCL/6xNzE50kj6vjmOTN57MsnMXlkHYeMbuSey+Zz0Tz/XbX9paE6WT0LKi2jTu6EgkJkEHv6Jxpj5gJnAVeIyCkZ+nr9N/acmYhcLiKLRGRRS0tLP4eoKOWHHTv/638/JmHkM0k+AOccOS5x3NRQTVUowKzxQ1P62DLQmbPGFHK4QDK9cntXbrtyK5VwMEAkOkiNvjFmi/V7B/Awcblmu4iMA7B+29v9mgGnGzERSK/yEL/fbcaYecaYeU1N5VHhXlEKiZ27fvaEofzlihO5/vzZfdo5G/DpGwwI/7zqg/zi4qMLMk4ndsEVO9NmpeXJz5VQQOj1qIVQKPI2+iJSLyKN9jHwYWAp8CjwKavbp4BHrONHgYUiUi0iU4HpwOv5fr+iVDJ2acKgCFNH1fPJ4w4q2L0nDKulOhTkfxYcxiXHTy7YfZPVs+zsnYoXxZZ3+hO9MwZ42Hpah4A/GGOeFJE3gAdE5DPARuBjAMaYZSLyAPAeEAGu0MgdRcmPiOUJemn7mZg+uoFjcgyB/MJpB/d5XJlIyjvp0UVKklAgkPjvW5T753uhMWYtcJRH+y7gdJ9rrgeuz/c7FUWJ02NpvuE+FEUBePrKU4sxnJxILYySPWSzUnn07bjqbYwpigSmWTYVpQSxNd9woHT+F/aqnqX40x0pjrdfOv9iFEVJ0BvJT94ZSIYkFnL7VpGrUnn4rc1Fua8afUUpQXpjBpHC5bo/ECSqZ9lJ10pn6AeUEfXxYjRXu4rZFAo1+opSgvRGY4QDgZIKe7SrZ6m8k5knv3oyAF8s8EK6jRp9RSlBeiOxkpJ2bBpqQom8MiX0vDqgjG6soSoUSITlFho1+opSgvRGY32O3BkMNFZwcZS+UB0M0KMLuYqi2PTGTMaka4OVxpqk0VdH35+qkBp9RVEc9EZihEtoEdemwWn0Vd/xJRwMFC0Vgxp9RSlBSlXeqeSC531BPX1FUVLojZamvNNQnUz7rH6+P1WhAD3q6SuKYtMbjaUVRikFUjT90hv+ASMcDNAT0egdRVEseqOxrPnzByNOox8qoRQSBxr19BVFSaF05R2n0VdX3494yGZxkhCX3r8aRVHoKVF5xxm941fIRYFwSOjqVU9fURSLSInKOxq9kxvGwMbdnUW5d+n9q1EUpWTlHTvTppIZY2B4XXH+VqX3r0ZRlHicfonm3lGyM25ojS7kKoqSpCcaI1SCnr7KO7mhm7MURUkhEjVUqdEvW9ToK4qSQjlszlL8WbW9gz2dvUUx/HkbfRGZJCLPicj7IrJMRL5itV8rIptFZIn1c7bjmqtFZLWIrBCRMwsxAUWpRLojMarDpeezqaefG/XW36kYu5b7818gAnzNGPOmiDQCi0Xkaevcz4wxP3F2FpGZwEJgFjAeeEZEZhhjirMDQVHKmK7eKDWh4EAPo8+U4jrEQHDrJXNp64oUJUIr7zsaY7YaY960jtuB94EJGS75KHC/MabbGLMOWA3Mz/f7FaVSMcawvzdKbVXpGX0lN0LBQKJWbqEpyGNERKYARwOvWU1fEpF3ROROERlutU0ANjkua8bnISEil4vIIhFZ1NLSUoghKkpBWLxhN29u3JNz/72dvTTvyX+TTSyWnnSrJxrDGKgJq9FX+k6/jb6INAB/Br5qjGkDbgEOBuYAW4Eb7a4el3umkTPG3GaMmWeMmdfU1NTfISoVzkNvNrN4wx627t2faOuJxFi3c1/Wa6Mxw4srWzDGYIzhwlte4YKbX875u4/67t846YfPcdGvX2HWNU8CcWnmxBv+zsLbXiHiE4u9o62LG55YzrSvP86Uqx5LOWdvz68uwR25ysDTr1UVEQkTN/j3GmMeAjDGbHecvx34q/WxGZjkuHwisKU/358Ly7bs5QePL+eey+b3KdfHltb9jBtao9V9SpznV+zgygfeTnz+w38exydufy3xeVRDFbddOo9Z44dQ7dLIu3qjLPj5i6zf1ckfPnsch4xpSDm/pXU/v/nHOj536jT27Ovl0LGNAOzviUsvK7e3J/q+vm43AC3t3Ty3YgebW/ezuXU///vOFs4/eiIQl22eWraNf6zeyYOLm1Nyr0y56jEumDuBuZOHc9DIOoCSlXdOndFUkpFH5YKYPCuuS9wa3g3sNsZ81dE+zhiz1Tr+L+A4Y8xCEZkF/IG4jj8eeBaYnm0hd968eWbRokV5jRFIeEmfOG4y3z//iKz953z3b7R29gKwYNZYbrzoKGZ9+ymuPGMGXz59elr/WMywvb2LcUNr8x6jUjwuv2cRf3sv4Ycwf8oIXl+/O61fVTDA7AlDmDt5OGfMHMNBI+v53O8W8Xbz3kSfP33+BD526ysAXHL8ZH7/6saUezz11VNYunkvX/vT24xurOYzJ03lB08sT/uuqaPqU94yxg+tIRIztHR0Y//veMHREzj7iHF89p74v/3TDxvN282t7OzoSVz304uO4oK5E/P4qyiVgIgsNsbMS2vvh9E/CXgJeBewXZKvAxcTl3YMsB74nOMh8A3gMuKRP181xjyR7XvyNfp/XtzMjvZufvhk/H+6YEBY8/2zWbdzHz96cjm//MRcgi5vo6W9m2OvfwaAc48az6Nvp76IrL/hHAAefXsLhzQ1UBUSPnnHa2xv6+bBz5/AvCkj+jzOYtIbjdHeFUlZEHplzS5WbGtjW1s3/33moYm3n2jMsKezh2G14YJFWLR29iAiDK3tfw6RnR3djKir6nNmxvte38jVD72b+Dx7whCWbm5LfD5kdAP/98MzeHNjK29u2MM7m/cmYqPrq4KcMqOJJ5ZuS7tvY02I9q5IStuohmp2dnT3aXwN1SEWzB5LKCAEA8KSTa388MIjmT1hKADb9nYxqqGKUDCAMYZNu/fz1qY9rNnRwadPnFq0xT6l9PEz+nnLO8aYf+Ct0z+e4Zrrgevz/c6+cOsLa1i1oyPxOWotiP3LT54H4g+Fi46dlHLNCyvji8YXzJ3ATy+aQzRmeOzdrYnzbm3Vyc3Pr+HOTxfW6L+8eievrdvNf50xI6/rL79nEc+taGHJNWfEEzjVV3Hx7a8mzt/6whrW33AOXb1RDvvWk4n22/79GGaMaWRHezeLN+zhjJmjeWnVTiYNr+NDM8dgjOG8m1/mshOn8JEjxxOQeNz4Yd96kpsWzuH7j7/PpSdM4cdPrQDiHukHDxvN0Nowm1v3c9uLazlr9jgmjahl7JCatIeMMSZFVvv78u1cdtciRjdW89rXT0dEuP3FtTz69ha+eNrBdHRHOGPmGIbWhtPkOPeD3WnwAZ658lQAFsweB8DGXZ2c8uPnAHj4ihN5f2tbwuhfesJB3PPKBm5aOIdzjxrP717dwDWPLOvzf5eL5k3khguO5NV1uzhh2siMEuLYoTWJYxFh8sg6JlvyjqLkQ96e/oEiX0+/vauXlds7uPCWzItu8w4azpghNTQ1VvPg4mY6uiMs/94CasJBojHDwV/3fYalseSaMxhWl7vnde9rG/jGw0tZdf1ZnvG49kPGfsOwcRtFm027O/n9qxvYuLuTjxw5niv+8GbK+d9/5jgu+c1radf95YoTOe9X/8x53IUkFBDGDauhN2LY1taVdfv5xfMnce25szj0m0/69nHyzXMO57rH3k9rX/adMxMbYNz894Nvc9L0Js49ajyRaIz/9/fVfObkqWkZIp3/PlZedxbrdu7jzJ+/mNLn6rMOS5N43vvumdRV6SYlpbgUXN45UPRH04/FDNOyGO0Tpo1ke3sXO9q66eiOv647jey0qx/DI2rOk+pQgHOOGMfFx01m3kHD0wzztY8u4yNHjkvIQLZRP/GQkXz97MMZUhPmvF/9k7svm8/sCUMT55+58lS27e3i+sffR4D3trZx6JhGLpg7gbUt+1i7s4O1LfvYta+HTEweUVe0HN25sPDYSdz/Rjxq997PHsem3Z1s2tNJ8579PLIk+5r+Ff9yML96bk1e3738ewv40+JmvvWXpfznyVP5xjkz87qPm217u6itCiYkrDfW7+bNDXsY1VDN1/70Nu9/dwHt3b1gYPSQmix3U5TCUZFGH7wlmfPmjOcvS7YkPHqb1s4eeqIxRjcm/+f8rz8u4eG3NvOV06dz07OrfL/n8S+fzH2vb+Qvb22mvTvC9NENXDx/MhfOncjQunDKONbfcA6rd3TwoZ++kPe8bEbWVzGtqZ5poxr446JN2S8grmOvdkhfTpZ+50yiMUNHd4RHl2xJrInkyvfOm017Vy+Hjx3C/7nvLW65ZC7vbWnjP0+eRiAgdEei7OuOpmnRxsQ9fXtB3P3APmxsI09+9RQeWbKZr9y/hNGN1Vx5xgyucuj1mVj3g7M1EkupKCrW6F/76DLuenl94vPS75zZp/wfttG/aeEcvnL/kkT7q1efzpfvfysRime/HXT2RPjr21v5w+sbWbKpNe79HzmOh97cnPccvPjtfxzL3EnDGeootPDZu9/gmfd3cOiYRlZsb+faf53JSdObePzdrfz06ZWJfm9+6wy2t3Vx1k0vpdzz6rMO43OnHpz2XQ8ubuagkXWJyJXHvnwS44bWMvd7T6fMvRjYD8sPHT6GOz4V//e7Ydc+AiJMGpHUtte2dBAOBhJtn7zjVf65ehcQ/1v9y6GjizZGRRmMFHwht1S49txZNFSH+OVzq3n4ix/oc8Knr599ODXhIAtmj020nXPkOMYOreGBz52Q9iZRVxXiomMncdGxk1i2ZS/3vb4xo8G3DeaDi5u55pGlvPPtD7Ons5eLb3814Y3f+9njmDt5ON/532Xc/8Ymvn/+EZ5G7MaPzeHFVS2cPH0Uv391A5eeMIVAQPjy6dM5fNwQtu3dz7+fMAWAEfVVrL/hHFZtb+fe1zZy18vrfTf7/Nsx8bDAYXVhOroizBw3BJF4tEmxjemzXzuV0298gdMOTW7SO2hkfVq/aU2pMfQBy6u/6z+O5TQ1+IqSoOw9/UISixnauyMpIYgrt7fT0t7NiYeM8r2usyfCzGueSmu/+7L5nDrDf8fxmpYOAiJMHRU3cv/v2VXc+PRK7rh0Hh+aOaYfM0ll974ern/sfb533qxBucDY2tnjGZmTiaWb9/Jff1zCQ1/8AI1aok+pQCpW3hlsXP3Qu8wY08A5R45LWTvIhUg0xt+X7+CMmWNUn1YUJSMVK+8MNn5wQfZdwX6EggE+PGts9o6Koig+aMYmRVGUCkKNvqIoSgWhRl9RFKWCUKOvKIpSQajRVxRFqSDU6CuKolQQavQVRVEqCDX6iqIoFcSg35ErIi3AhjwvHwXsLOBwBjOVNFeorPnqXMuXYs73IGNMWp6XQW/0+4OILPLahlyOVNJcobLmq3MtXwZivirvKIqiVBBq9BVFUSqIcjf6tw30AA4glTRXqKz56lzLlwM+37LW9BVFUZRUyt3TVxRFURyo0VcURakgytLoi8gCEVkhIqtF5KqBHk+uiMidIrJDRJY62kaIyNMissr6Pdxx7mprjitE5ExH+zEi8q517hdildkSkWoR+aPV/pqITDmgE3QgIpNE5DkReV9ElonIV6z2cp1vjYi8LiJvW/P9jtVelvO1xhMUkbdE5K/W57Kcq4ist8a4REQWWW2Dd67GmLL6AYLAGmAaUAW8Dcwc6HHlOPZTgLnAUkfbj4CrrOOrgB9axzOtuVUDU605B61zrwMnAAI8AZxltX8RuNU6Xgj8cQDnOg6Yax03AiutOZXrfAVosI7DwGvA8eU6X2sMVwJ/AP5a5v+W1wOjXG2Ddq4D9g+iiP8BTgCecny+Grh6oMfVh/FPIdXorwDGWcfjgBVe8wKesuY+DljuaL8Y+LWzj3UcIr4TUAZ6ztZ4HgHOqIT5AnXAm8Bx5TpfYCLwLPBBkka/XOe6nnSjP2jnWo7yzgRgk+Nzs9VWqowxxmwFsH6Pttr95jnBOna3p1xjjIkAe4GRRRt5jlivq0cT937Ldr6W3LEE2AE8bYwp5/n+HPhvIOZoK9e5GuBvIrJYRC632gbtXMuxMLp4tJVjXKrfPDPNf9D9bUSkAfgz8FVjTJslY3p29WgrqfkaY6LAHBEZBjwsIrMzdC/Z+YrIR4AdxpjFInJaLpd4tJXEXC1ONMZsEZHRwNMisjxD3wGfazl6+s3AJMfnicCWARpLIdguIuMArN87rHa/eTZbx+72lGtEJAQMBXYXbeRZEJEwcYN/rzHmIau5bOdrY4xpBZ4HFlCe8z0ROFdE1gP3Ax8Ukd9TnnPFGLPF+r0DeBiYzyCeazka/TeA6SIyVUSqiC98PDrAY+oPjwKfso4/RVz7ttsXWiv7U4HpwOvWq2S7iBxvrf5f6rrGvte/AX83llB4oLHG9hvgfWPMTx2nynW+TZaHj4jUAh8CllOG8zXGXG2MmWiMmUL8/7+/G2MuoQznKiL1ItJoHwMfBpYymOc6EAsfB2Bh5Wzi0SBrgG8M9Hj6MO77gK1AL/Gn+2eIa3fPAqus3yMc/b9hzXEF1kq/1T7P+oe3BvglyZ3XNcCfgNXEIwWmDeBcTyL+ivoOsMT6ObuM53sk8JY136XANVZ7Wc7XMdbTSC7klt1ciUcJvm39LLPtzWCeq6ZhUBRFqSDKUd5RFEVRfFCjryiKUkGo0VcURakg1OgriqJUEGr0FUVRKgg1+oqiKBWEGn1FUZQK4v8DLeIARwVM8pIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABDsElEQVR4nO2deZgU5bX/P2c2YIZlZmBA9mFHcENGBI0mbhE1EbNoMInxGhNM4r0xJj+9GJOYRSLZTOI1LlyXaK5RSdS4oCiiQWNQBAWV1WERBhCGfZ21398fXdVTXV29d3XP9JzP88wz1W8t71uzfOvUec97jhhjUBRFUToHBbkegKIoipI9VPQVRVE6ESr6iqIonQgVfUVRlE6Eir6iKEonoijXA4hHnz59THV1da6HoSiK0qFYtmzZLmNMlbu93Yt+dXU1S5cuzfUwFEVROhQi8pFXu7p3FEVROhEq+oqiKJ0IFX1FUZROhIq+oihKJ0JFX1EUpROhoq8oitKJiCv6IvKAiOwUkQ9c7f8lImtFZKWI/NrRfpOI1Fr7zne0TxSR9619d4iIZPZWFEVRlHgkYun/GZjqbBCRs4BpwAnGmPHAb632ccB0YLx1zl0iUmiddjcwAxhlfYVdU1EUpTOxdd9RXl2zM+v9xhV9Y8xrwB5X87eB2caYRusYe+TTgMeMMY3GmI1ALTBJRPoDPY0xi00wgf/DwCUZugdFUZQOxwV/eI2r/vx21vtN1ac/GjhDRN4SkUUicorVPhDY4jiuzmobaG272z0RkRkislREltbX16c4REVRlPbLgYaWnPSbqugXARXAZOAGYK7lo/fy05sY7Z4YY+YYY2qMMTVVVRGpIxRFUZQUSVX064AnTZAlQADoY7UPdhw3CNhmtQ/yaFcURVGySKqi/w/gbAARGQ2UALuAZ4DpItJFRIYRnLBdYozZDhwUkcnWG8HXgKfTHbyiKEpHZ+fBhqz2l0jI5qPAYmCMiNSJyNXAA8BwK4zzMeBKy+pfCcwFVgHzgWuNMa3Wpb4N3Edwcnc98ELG70ZRFKWD8fq6XVntL25qZWPM5VF2fTXK8bOAWR7tS4HjkhqdoihKnhN1ctMndEWuoihKJ0JFX1EUpROhoq8oipJDgutVs4eKvqIoSpZZt+NgzvpW0VcURckyK7ftD23rRK6iKEoGqN15iOff357rYXhS4EwynGXVjxuyqSiK0hE59/ZFAGyafVGORxJJLjPLq6WvKIqSZQrCDH2dyFUURclrCtTSVxRF6TyEWfpZ9umr6CuKomQZp08/29E7OpGrKIqSZZzuncXrd9OrWzGTh/emsqzE/75970FRFEUJw+neeWbFNr7zyDt88+Gl2ek7K70oiqIoIQoLIidyl320Nyt9q+griqJkmL8s3kT1zHnsO9Lkub+4MHfSq6KvKEpecLSplT+9WktLayDXQ+GRtzYDsHXfUc/9KvqKoihpcuerH/KbF9fy92V1uR4Kaz4OJlQLOJ4/H+9voKE5WEiwuFDj9BVFUVLmUGMLhxpaADjc1BrnaH+xhR2g1RGEP/m2hVzzl2WAt08/WyRSI/cBEdlp1cN17/t/ImJEpI+j7SYRqRWRtSJyvqN9ooi8b+27Q3KZfEJRlLyhqSXAcbe8yEOLPwKgNZBb985dr9aGtg8cbQbgtXX1ACyyvkejqcX/sScSp/9n4E7gYWejiAwGzgM2O9rGAdOB8cAA4GURGW0VR78bmAG8CTwPTEWLoyuKkgKvrt3JnkNNfGHiIJpcPvzm1mwvdwrnYGNLaPtrDyxhUEU3SksKQ20fbN3PxXe+4XluY0srJUX+OmDiXt0Y8xqwx2PX74EbCV9QNg14zBjTaIzZCNQCk0SkP9DTGLPYBMvEPAxcku7gFUXpnFz14Nv84G8rPPe15Fj039oQLpd1e48ScAzpkj95Cz7AP5Zv82tYIVJ6pIjIxcBWY4z7pz4Q2OL4XGe1DbS23e3Rrj9DRJaKyNL6+tivQ4qidG7cfuIWD/fOzoMNPL18a0T73KVbqJ45j/qDjRkbz6rtByLaduxvCG2PqOoe9dwf/+MDbn1uVcbG4kXSoi8ipcDNwE+8dnu0mRjtnhhj5hhjaowxNVVVVckOUVGUPGTRunr2H2kOa3v9w3oe+NfGsDa3e8cYw6RZC7nuseU8+Eb4sY8uCXqnN+857MOI23C6fC47ZXDYvjH9eoR9vs91P5kmFUt/BDAMWCEim4BBwDsicgxBC955R4OAbVb7II92RVGUuOw70sSVDyxhxl/CUxVccf8SfrdgXVibO05/0+4joe2fPRtuRbcF12QvrqTZNb4Xrz8za31DCqJvjHnfGNPXGFNtjKkmKOgnG2M+Bp4BpotIFxEZBowClhhjtgMHRWSyFbXzNeDpzN2GorRf3q/bz58cER1KfBqaW2lobuWj3YepnjmPKbe9AsDKbZGuEzduS/knT0cEHoawNT+bsYSzX1gT2s5F5Gbc6B0ReRT4FNBHROqAW4wx93sda4xZKSJzgVVAC3CtFbkD8G2CkUDdCEbtaOSO0in47J3/AuDas0bmeCTtj8vnvMneI03M/16btbtt31FOmx0U+Z9dPB6Ao1bs+yGHmyQWc15bH9p+/cNd0Q+0TP1cxI9PHl7JA/9xStb7jSv6xpjL4+yvdn2eBczyOG4pcFyS41MUJY9ZvGE3AD99ZiV//vcmFlx/ZmgBE6RuCf/PK4m9WdmW/ke7jzBhSEVqnaXIfVeeQmlJ9rPb64pcRVFyzp//vQmA837/Ght2tU2q7jrknbAsHgcbEnsjsH3633t8OR/t9ncy102s59nWfUfZeaAhxhGpo6Kv5C0rtuzj+3OXEwjkNm7bZv4H23M9hHaFSaBO4B8XfhjRNnfpFo8jE8f59xBwjGGnR9jmF+/+N39Ls79oxJpHOH32K0z65UJf+lXRV/KWq/78Nk++s5Xdh1OzFjPN8i37cz2EdkPtzkMMu+n5lM698e/vpdX3y6t3hLadzx23K8kYw9KP9nJDEv0l8iCzkZzMJKjoK3mMnfiqvWR5ag8pf9sL596+KGd9/2p+W/SMU6LdL4QtKbwhHm1OPNlba7Yroluo6Ct5i/3qnqP/rQj8XnTTkagZmt1JUydlXdomT52WeXm34rDjVmzZl/S1E51LACjJUU59FX0lb2loDlrWybxy+0n3Lv5Fahhj2HnQn4m/dFmxZR+3Pb867PeQy7evgeXdQtt23nuIHNOLKz9O+toHG5rjH2SRq+zKKvpK3tNO5nGpLCvx7dq/mr+WSbMWZj0CJRE+f/e/ufe1DWG/h31HEhfHTDPAIfpO6g+2zf0YY3hx5Q7P42JxIAlLv0gtfUXxh0A7sfTPPbafb9e+Z1FwMdLWvd7l+XKJXTDEmX5g/9H4on/rJf4s65kyvLdnuzOl8ZqPD7J5zxHP42IRy71TXtrmPsqleyv7KwMUJcu0thNTf2IW/tFzNTkYi6ICoYnwidF4or9p9kVAcAWuM21BJujmyG3vxFnN6sWVHyOS2HzQlj1HGFxZCsA/1+6Metzca6Yw2pVczc2m2RfxwL828nMfM22qpa/kPbnWwUnDKgEo8qkuqvOhdsX9SzJ23SNNLdz3+oa01zmELH1HVajGBCtEXXPmcN776afT6t9NNCPA2f7iyh1MTGCF7r9rd3HGr1/lH+9uZUP9IR58Y1PUY7sVez9sACYMKefzE4LZ5q88rRqA8QN6xu0/FVT0lbwn5+4dn7v3q8Te7BfWcOu81SlNaDoptnzX7uySiSAi9OxaHP/AJIgm+vZE85Y9R1i9/QDnjz8m7rXueCW4eGz5ln2c/bvYYailUd4wAJ76zunc/qWTgOBD8txj+/pmrKjoK3lPe3F5+PZP7NN/se2CSdQqj0ax9YaT6HX8DmWMFn9vPwzsh1wiov+mVSXLq0DLq//vU2Gfk8uz419oj4q+kve0l5BNv0x+v27P1sZ0wyttS99dy9bNwPJu/PDCsTz33U+k12Ecbvz7Crbui5zwto2DF1d+zNhjejCkd2nC19zrEY3k/rF1LU5Obv36q1XRV/KSBsfKyIcXf5TDkbSRrWfPwYbmjMTs226xAofqb9lzhBN/9lJSoaG25R7PDfXGzLOZceaImJOdL1x3RtjnVGLd9x5pZuYT7/HTZ1aGtT/97jZue341Sz/am5CVHw/3w1KSeHoGJ5H9+YNR0Vfykn85cqjnWvSXbAq6ABaty06953NvX8SkWakn6zraFCxgssfKcHnf6xuAoAid8etX2X+0OSyVQTxst84Ty+riHBmfoQ7r+94rJvLujz/NjVPHJH0dY9oye9o8vnQL9762AWMSc+3EI53cOn6u21LRV/KSHe1wdepjb/uTrdHNjgPpFfk+9ifzGfvj+aFc9yvq9rNw9Q7W17dZ929v2hv2NgWw7KM9jL75BXYdCu/fdqXYaSjSyZLpFNJJ1ZX0Ki3m0omDY5zhzdKP9kTdV1lWwrH9Y4dWJkI6brFEw0VTQUVfyUt+vyAyJa+SOlc/tDSsPm39wUbG/WR+2DFfuHsxTa0BHnZY0N946O2Ia6WSJfOB/6jhmf88Paytp5Urp6pHl6SvZ6fo8GJSdWWEKybb6bn9zMCpoq/kJZ85oX+uh9Ah+fxdb0Tdt6E+3I8fTQed6QteXh2+WGlZDAs7FmeP7ccJg8rD2gp9Sl5z8UkDItre25p8Wux0J8CNT1O5cUVfRB4QkZ0i8oGj7TciskZE3hORp0Sk3LHvJhGpFZG1InK+o32iiLxv7btDkpnVUJQk6deza9jn9lJIxQ+iuQHc7pdEeGfzvvQGA6zdcZCjTd59//zZ9FaaZkM1+vfqGtGWSrfpSFyu3Tt/Bqa62hYAxxljTgDWATcBiMg4YDow3jrnLhGxVyTcDcwARllf7msqSsZwW0nxwgXzkcMJFhH3g2iT1ivqsl9I5sTB5UkdX5ChJ0s6VxHJYcimMeY1YI+r7SVjjP0X9SYwyNqeBjxmjGk0xmwEaoFJItIf6GmMWWyCcUgPA5dk6B4UJQK3lZTKatCOQjQ3QDxLc8nGPRGlAD89LjNJ4Z59b5vnz/zEweWcM7ZvWNu5x/ZlSGXiMfHJUpJk+guvkNFUFviJwElJPnBC5yK+hWxmIuHa14HHre2BBB8CNnVWW7O17W73RERmEHwrYMiQIRkYotLZcC+19ytVQXtm276jMdM5X3bvYgAurWmLfinOwGrYT42p4uVVO1i57UDEvp98ZlwoIygE4+zvu/KUtPuMhTN7ZiJ4JWTz0t94ifwEiZl6Ic7JvpHWb1hEbgZagEfsJo/DTIx2T4wxc4wxNcaYmqqqqnSGqHRS3Evtm1tTt5qONrXy9qbUJiBzSUo5hzIgNp+bMJDGlgA/+sf7Ye3lpcVMHFoRtqAq0znl//qNU7n7KyeHtWXiQeYlV3uPxK69LBI7yVryPWaGlH8aInIl8BngK6btPaQOcAbNDgK2We2DPNoVxRdaA+GWfTqW/l/e3MSl9yzmhfe3pzssX4im7akkKsuEgTlhcDA75Qdbwy39RTecBYT7zJPNsxPP3X7ayD5ccHx/pjkicDKRy8frZ5zIz6pripa+gG+qn9JPQ0SmAv8NXGyMcVYaeAaYLiJdRGQYwQnbJcaY7cBBEZlsRe18DXg6zbErSlTcln5LIHXRty/18+dWtZvc/ImQalbLTDDAIwKmlxVXX+Aw9Yt9Sjf9x+kT+NUXjg/2kaR7xwuv33siP6uiFMNKRSR3lr6IPAosBsaISJ2IXA3cCfQAFojIchG5B8AYsxKYC6wC5gPXGmPs2K1vA/cRnNxdD7yQ6ZtRFJvuroyG6Yi1/W+7fX9DxMRneyYVl1YmJNhg6N41xnShY1jJul6SWbRkH9slA5a+p+gncF6qdZEF/3LvxB2RMeZyj+b7Yxw/C5jl0b4U8Kf+maK4cE/GRUunmwi2xXzCoF78bsE6PnviAMp8LHKeLNHuLNEHXSBgwqzvTBDr5+2ca8iMv90bO+ImE324o3cCAcM9r7VNSN/y2XH8zGMNQnXvMgC+cmpyASl+rkfQFblKXuKexGxJYyLXtphv+ex46g82cq8j+qQ90+xwad2zaD0bd3lnxjzc1BbPnynbcpOrr7d+eE5oO1z0k1O3aGL4t29N4S7XBK49j5Ns9I4X5d2CUVBPLKtjycY9vLlhN/cu2hDaf+ow77q7tk8/ldh/v9w77cdcUZQMsmTj3rDP6fj0m1sDFBcKE4dW8JkT+jPn9Q1cfuoQ+vfqltR1rvnk8JTHEItobgDb0t9/tJnZL6zhz29s4k2H+NrsP9pMD2vSNxMuBWMiUzQ4V0gPLG+Lybfz5yRzbS9Oqa6MaLPf0DIh+vZaiB/8bYXnfmf+n95lJew+3IQxMK5/sOThcQOTK30YdO+kNtZ4qKWv5CUvr94R9jkdn35za4AiqzzVf08dSyAAv31xXdLXyXTZv3iE3m6sb06L3sk+RwGQ597zP0LpohOCaYsvPP4Y7r1iom/92Cmd3e6dn3xmHE9957SkrnXxnW/w7IroAYdO75gzJ9DEoRW8fuNZXFaTXCbQ4ERu+12cpSjtnnTi9JtbTcgNMbiylKs+Uc2c1zZw1enVHDewV8xzc1m1K/R2Y2uQayh2fpcDRyOrPqVDvDueOLSSTbMvSunayXhJorl3vv6JYSn1/V+Pvht1Xyz3zeAUVhurpa8oaZKupe8UjmvPGklFaQmz5q2OK+rZCPGM1oM9mRpNj3pYk9H7kxT9G85vK1ridf9digqYMKScScMiXS7ZJOTeKZSUQycTxfkzzsgkrE7kKkp6pOvTL3JUH+/ZtZjvnTuKxRt2R6QOduPUfL+s/miXbY3zdmP78ZMV/cnD2yYtnQ+1CUPKARhQ3o2nvnM6c6+ZktR1M43T0r/l4vEAnDnanxX+vTzmJtJ1z6ilryhpkG70TnFRuOl1+aQhDK8q47bnV8dcBJVSKoQkORQlm6a7HKB7JHYM+b4kRd9pyf7dUQKxe5ciTraEvz1g/16KCws4xppITjb5WqJkOlO8FlFRlDRJN07fPRlYXFjADy84lg27DvPXtzZHPTcbov/Leas92/9VG6wTHE0+uhQH7ylZS995vdqdh0LbLa0m7I3ID5KJuW/KYPROttHC6IqSJun8AzW3Bjzzt5xzbF+mDO/NH15eF1U4ne4Pv/R/+/6jCR3n/hk4QzqTwWnV2nVv7ev5rPlJ0dTStjjrxMHBCfcrT6v2vd9MWOlaGF1RUuTxGZOB6KX9EqG51VDk4RYQEW6+6Fj2HW3mrldrPc/NRqqeeNWubJF2DyWa6A/tHTvaJJogtRr/Lf1ksC39LkUF9O3RlU2zL+KMUR0na2+7y7KpKB0BO598OpNqr6zZGZEx0ua4gb34/IRBPPjGJrbsORK2b9ehxnadq8d2Pdkhmwcagt8/2n0k6jkQvQpZS8D4Vrc2FaafEoyN91q41d7JdblERemw2FZuqhZ3Im6hG84fQ0EB/Gr+mrD2a/6yjFsd/vb2lp+z/mAjAOstv/zjSxJ7QEWNFgoE2pXonz6yD5tmX8SA8uRWTscimUpY6Yi24N/iLBV9JS+5dOIgigoktFIyVZ9+Iou6junVlRlnDOe597az7KO29A+7DjWm1GemCa3NctzKlj1H2GutxN22v4F5722nuk9Z0tf+7tkjQ9utASJE/7vnjOIxy8XWEXEnSvN6pt3z1ZMjG9NELX1FSZKiwgIqykocln5q/0GJFlS/5pMjqOrRhVvnrQo9YNqLzet15+9u2Rf2+V+1u3hlTTB1xekjvZOH2TijEysc5RhbA4GIRVDfP290WFx/R+N414prr5W3U4/rn/F+NcumoiRNUOraLP3UrpJoxa2yLkX84LzRvLt5H/OsClvu2G2/ozcrSmPn9nG6C9Z9fDB8nzFsqA9mxrxicnXCfTozd7b4kKI511xWM5hff+GE0OcCEb55Ruw0DpkSbJ3IVZQkEdoss1R9+slUn7q0ZjBj+vUIFf7201pzctHx/RlRVZZUDPuT79SFfX559Q7OGtsXCLqrYuG8rYcXfxTaDgSM7+kOsk1BgXDZKY5kaQJ9uneJfkLGEHXvKEo6pOzeSaK2bmGBMG5Az1AIpG05+43BICJRHzJe8xnb9jeEfd51qInGZjtXTWxZEAlmj3TT3qJ34nHNmW2prud/74yEznHf3YvfOzODI3L042ORXBV9JS+xdS7kbkjVvZNkndlY2RH9isYwJrGsjM79Z1tWvZPfvxxMFx2/sIlwt8fkZWvAUJil15tRfbunfY2bLjw2tD32mMTy3RvC3+DGHNMj5rGpktMsmyLygIjsFJEPHG2VIrJARD60vlc49t0kIrUislZEzne0TxSR9619d0imk1UoiguRNp9+Kpb+so/28pv5a5Ps1H/fvRtjEnMlOYdlr1/wEvh4biIRPBWtJeC9iC3TrLv1Al64LjHL3A+y8fvN9UTun4GprraZwEJjzChgofUZERkHTAfGW+fcJSJ2sdK7gRnAKOvLfU1FyRghSz8Nn/4X7v4381d+DMBvvnhCnKOD+JkoK9V+7VtvagnwbysfTyCUdjnyvERy1Xj9OANZcu+UFBVQ5GNt3Zhk8YGes4lcY8xrwB5X8zTgIWv7IeASR/tjxphGY8xGoBaYJCL9gZ7GmMUm6GB82HGOoviCOKTwaHNrWtdylvuL2WeMRFl+WYjR3Eaj+3XnxZUfs3pb22riL9/3FtCWgM7LHRPX0sf7Xlqy6N7xg5euP5N7vhq/kle8W8xMOn1pdwnX+hljtgNY320H4UDAuayvzmobaG272z0RkRkislREltbX16c4RKUzYwvhQSvt8C+eW5XU+e70CYlmaozi+fCVaO6dob3LuOYvy/jSnDcj9tnuLi/L3BmBY+eJH1wZvqrV60HTGjAUtqPcO8kyul8Pph53jOc+O2wzmXmZdERbpOOEbHo95EyMdk+MMXOMMTXGmJqqqo6TIElpX4jA0abULPxF68KNjYRFP4ZPvyHNt41oGNf3UHuUcdTuPBiqhev1sCh0+OXt/c6CLCISyk/vrI7VmiWffi5IZbVyOrTHcok7LJcN1ne7fFAd4KwAPAjYZrUP8mhXFF+w/2GGVwX/Wa+YPDSp8z9zQvgqy3hhjDZ2zpTdHikY7n1tQ1JjSJSgpZ+42L5Xtz+07bb0pwzvHWbp21vOegSFIogIfbp3YaQjiqa1g4Vstmf8jHNJVfSfAa60tq8Enna0TxeRLiIyjOCE7RLLBXRQRCZbUTtfc5yjKBnnb8vq2L6/IeTVTzbplttNkaylb+e1yQ4mih/Z21R06ok7rUAw4inyajsPtj3Eogl7SyDQIX36Fx7v7dLxIhgeG/seMyXYfvn0i+IdICKPAp8C+ohIHXALMBuYKyJXA5uBS61BrhSRucAqoAW41hhjv9N+m2AkUDfgBetLUXzF1u5kQzbd/3CJrna1fbHp1ORNFtun79biaLf8mCObpvsct155CZiX6B9oaCZgoj8Q2itrfjE1od+t88cQz69/49QxXP/48rRX7vrl048r+saYy6PsOifK8bOAWR7tS4HjkhqdoqSJbXm2Jhmz6T468ZJ7weXzXjV5P3vigKTGkCj2giG3hb5wjXfRdmdNXbeoC9FX9to4hd1+sHzx7n8DdLg0DF2LC+Mf5MD5Wz1xUC/PY6adNJBpJ0WNU0mIaGshMkHHnWpXlASwBSpp0XcdnrBP31o+71WTN9FrJIsxJiw8NR4rHSGcXpa+80pe17QXdDkfDut2BHPy51vCNZu29NSGgeXBymJfmDgo+glp9ye5s/QVpSMjEsypn/yK3PDjE5/IDT4wWj3cO76lYcAS6xR8yV7+e6duj6jqzu7Dbct0hvYuZUhl9HKKHc3ST4ULjz+GR75xKqeN8C9ldK5X5CpKh6awQDwt71hEWPrJTOQSpfiKX4uzrNw7qfjT3WcEH5JtrXO+NpEHrzol9Pn3Xzop9HCpP9jIo0s2h53f0Xz6qSAinD6yj68RNpDDiVxF6egUFkgo7UCi1LtCLuMnIQtir6T08un79bpuAEQSHqOTSJ9+0EXzxLenMLKqB71KizlrTFtytpOHRGbXdJKvom//mLK18M7PRX4q+kreUyjJW/o7D4SLfqK5XmJF7/hluQV9+tCja+wiKl64jVVbsycOTa2YeP66d7J7X1ouUVHSoKBAkp7IHZli6l7bp59NSx+S8wGXlrRFrIi0LWALfk5P3DpyGoZEyFYGVRH/CqOrpa/kPUUpiH6q/3AilnvHoz/fEq5ZPv1EjVGnz75AwqN+0rVnc5X80m8SeRbe89WTU3rb8uwvI1fxJk9/RYrSRmGB0JrFJPdR3Tu+9WfCLPRfXBJ7OUzfHm2LhgpEWO+o8JXu3GS+W/qxmHpcf04f2Sdj11P3jqKkSCoTuan+w9mLarxq6/rn0w9ahrZeDyyPnQb6lOo2f70IXHV6tWNveqqfvz79IFkzHXzMsqnuHSXvSWUiN2XRtxbVeNXW9d2nb+zt2MLrXLPwuZMGhoWjRjv1r984leV1+7yv5/jZ5uvirEFW7qbPuhLx+YX4qPoq+kreU1gotCRZ6zZV7CIqjUkUVE8X9wNKgEnVlSzZ5K59FMR2df39W1OYOLQibIVuNMk+bWQfTnO5LspKCunXqyt7jjSF2vLV0u/bsytrfjGVLgmn40gPP5cAqOgreU/PrsUcaGiJf6CDVI0s2+BubPYQfR8rZzlz5ohIzHh5+yHRtbgw4q0gmRei8QN7IYSHt+ZrnD4kn6cnXfyK3lGfvpL3VJaVsOdwU/wDHaTqf7fjq7uWRAqEb2kYrDJFttwWSOy+WkP1cSP3HW1O/OFYYHkgdh5sCLV1xNTK7ZH2WERFUToMFaUl7DuSnOinih1fXexh8fpXIxdX2KXE7Mt273ilaEsmtNVefRyWaz9PK2dlm45ULlFR2h0pWfop9mVbaM0O8bzq9GpG9e3u38IeYydcs8YQR3cDLks/LFd8EmMsKAgev/NAm6Wfrz79bNMeC6MrSoehorSEAw0tnmGUUUlD9Q2ETRzf8tnxFPi4wtL26YeGEMVK/Nu3pgBt0Tu22I/u1yOlfgUh4Lb0VfQzgmbZVJQk6dGlLUahsiy4SnJfFkoY2qF27jQMfuZSsStnucfgpihUW8BxHMGqYLM+F1zQlcwQ7YdL2ESu+vQzhsbpK0oSnDi4nCNNwUnJirISAPYeaaKqR2Il7FJPwxA81zMNQ0pXjE8onz6RxU2c2Fa4cVn6EL/uqxfBlBPhE7lF6tPPCO12IldErheRlSLygYg8KiJdRaRSRBaIyIfW9wrH8TeJSK2IrBWR89MfvqJ440xNUFEaFP1k/PqpL86yE66Fu5JsgfQDu3KWU7e9Hlp2zh17ItfpiUnFQBer73D3jjoPMoKPb0wp/4ZEZCDwXaDGGHMcUAhMB2YCC40xo4CF1mdEZJy1fzwwFbhLRLIb+Kp0GkJJyGgT/b1JTuamQqiIisvSt2xsX/q0Lf2wNqurUY5sobYV3hah40y85rhYgogE4/rDRF/dOxkh9OvwwVJI97FcBHQTkSKgFNgGTAMesvY/BFxibU8DHjPGNBpjNgK1wKQ0+1cUT5x+7krLvbMnibDN1Odx7SIqbkvfX59+RJv1fbCjtKEtyPbx6bp3CkTYf7Q5LOWEan5maJcTucaYrcBvgc3AdmC/MeYloJ8xZrt1zHbALrszENjiuESd1RaBiMwQkaUisrS+vj7VISqdHFvIykuTn8hNJ+FaMMtm8AL/uPb0sHY/CFr6bSphTJuF6AyhtAvBhBZnhQ08+X4F2LznSFibRu9kFj8MhXTcOxUErfdhwACgTES+GusUjzbPWzLGzDHG1BhjaqqqqlIdotKJcfq0uxYXUlZSmHSsfio4i6j06FLESYPLfe8Tq3JWm4fGsNvjXu0HQFvIZnhe/WTxOkVFPzOIjw7BdNw75wIbjTH1xphm4EngNGCHiPQHsL7vtI6vAwY7zh9E0B2kKBnHTk1gU1FWkpRPP+WYeksJWwKBsNWpfi62CUXvOO63R9dgYF43RzqIQrfoO4edQr9e2TxV8zNDqCZvO/PpbwYmi0ipBH/75wCrgWeAK61jrgSetrafAaaLSBcRGQaMApak0b+iRMWdmqCyrCQ5n34a0TsAza2GooLwlMW+uXdMpGjb43da3m1x+nb0TviCrmRxntLbmjdJ5Y1BiSSFefWESTlO3xjzloj8HXgHaAHeBeYA3YG5InI1wQfDpdbxK0VkLrDKOv5aY0xrmuNXFG8MiMOkqShN1tJPDVvzmlsDFIdZ+n7m3gmvnIVxiH6YsNshm+FjhTaxTuYNx3l+WZcidh9uUtHPEO02tbIx5hbgFldzI0Gr3+v4WcCsdPpUlEQIpiZoU/3KshI27Drke7+2L7a5NRC+UEnE3yIqhPuBbdFwWvqxXAapiIxT4O23B/XpZ5Z2NZGrKO0Zd2qC8tJi9h5OIg1DGqmVwbL0ne4d/C2XCG1WepivXsLfNiAy947XtRKh2ZFqwmuVr5I6ksKbV6Ko6Ct5iXvBUmVpCYcaWzzLGEY7PxXsLptajKeV7Qf2Ay4k2EKowlOh4z88tCLXzr2TZvTOy6t3hLbtVb5q6WcWP+wEzb2j5C3OBUd2/p19R5ro2zN24fC0+rS6bAkEQnHxwbH4m08fRw79AhH+58sn88ibHzG0d9viLLd7J/yNIL0xBBx9K+lTUlhAqUchnkyglr6Sl7hdKcmuyk19cVabTz9sItfP1MrGWCkR2qJyBpZ348apY10ROtGjd9IV689NCK6ztENFlfT45pnDWfXzqb6UaNTfkJKXuN07ySZdcz407HDEZGhqCYSthvXT0g9d39523LeXi6nVw/+ern0+c+pYvnvOKEpLVFLaO2rpK3mJW2BtSz+pyVyLZIxg+9imVhPu3smKTz/SbeNlzQc80jCkO76CAqF7FxX8joCKvpKXuPPRVFiFVBJ276TYbyhksyXcvQM+x+kjTDsp6GIZUhnpxw+OLYhHkk1HtIiS7+ijWclbnJKbbHrlcIFO3Ax2TuQWhoVs+unTD/b7tSlDuXzSEEqK2vp1uncKXD79sBKLvoxMaY+o6Cv5icusLi4soEfXIt+TrjnTMBQXhJvZfkbvBHPvCCVF4fLtlWrBs3JWGv6dmqEVKZ+rZB917yh5iVdhkYrSEvb67N6xRbapJXxFrnOiNdOEKmd5jieyzXbviMdxySwgs0tP3nD+mITPUXKPir6St7j1rqKshL0J5tRPdfWsc0Vu1iZyIap/xmsBVquJDNlMJ+FacZHKSEdCf1tKXuKl2ZWlxVkpmQh2GgaXkvpYRSWaZhd6CHsoeifM+5T6U0nnAzoWKvpKXhKReZKgpe+7Tz+0OMtkbyKX6D75Aq80DMZjIjcF5W5obg27rtIxUNFX8ha3FFUm49N36HNScfrW98gVuX7WyDVRrW3PhGseTv1UJnIPNLRY5yZ9qpJDVPSVvMRLYCvKSjjS1BqyUP0g3KefpYRrMa7v5bcPab44j2u7VrKk4xpSso+KvpKXuFMrg2NVbgLWfqquGOcCKGflrOA1/cGrcpaNVxEV73KJyQv3oIpu1nWTPlXJISr6Sh7j8uknkX8n3YRrgKtylp81ciPnL2zcc8kFkrlyifb5KvodCxX9TsB9r29g7ttbcj2MrOIlr8nk30m3XCIQEbLpd+Us7/FIxGevIiqpib7dt6p+RyIt0ReRchH5u4isEZHVIjJFRCpFZIGIfGh9r3Acf5OI1IrIWhE5P/3hK4lw67zV3PjEe7keRlax0w07qSgN5t9JdDLXJhlJcx5b5DKz/ZvIjb7PbekLzsVZ4W8iyVJQoJZ+RyRdS/+PwHxjzFjgRGA1MBNYaIwZBSy0PiMi44DpwHhgKnCXiPhTJUBR8F6cBQn69DNg6jt9+umkOYiHMUR9MhW4VL9ApC33joeln8oDTkM2OxYpi76I9ATOBO4HMMY0GWP2AdOAh6zDHgIusbanAY8ZYxqNMRuBWmBSqv0rSrKUd7MybSbi009zIhcIL4yO3+6daD59D1M/xnHJjFHFvmOSjqU/HKgHHhSRd0XkPhEpA/oZY7YDWN/7WscPBJyO5TqrLQIRmSEiS0VkaX19fRpDVDorXtE7RYUF9OqW/KrcZITQ2WexK/eOX/4dL1eWjddEbmhMafr07QyeAb/8VoovpCP6RcDJwN3GmAnAYSxXThS8/qw8/1qMMXOMMTXGmJqqqqo0hqh0Zrys38qyEvYkkH/HqWP7E8zX4+4z3L3jaxaGqG4ZtzXuHF9Y9I7reyK4yy8qHYN0RL8OqDPGvGV9/jvBh8AOEekPYH3f6Th+sOP8QcC2NPpXlKhEc89UpJB/p1+vLgkfGx69Ey6qfk7kJrI4K/i5bTssTj+FxVltmTmTOEnJOSmLvjHmY2CLiNh5Vc8BVgHPAFdabVcCT1vbzwDTRaSLiAwDRgFLUu1fUWIRTQgrU8i/k4zvOjx6JzsTuQFjwoqlhI3H7dL3WKyVKrbYq2u/Y5FuEZX/Ah4RkRJgA3AVwQfJXBG5GtgMXApgjFkpInMJPhhagGuNMf6th1c6PV5iVFFawsptB+Ke61xIlZzLo207ciLXH5M4YGIkXIuI03dsp91v8H6iPXCU9klaom+MWQ7UeOw6J8rxs4BZ6fSpKIkQTV4ryxJLuuZ0UydjETt95u6JXD/cIIGAYdehxqjXdmWCiFEMPXnh/srkofz4Hx8woLxb0ucquUNX5Cp5SbRqUuWlJTQ0BzjaFPslc/X2treBLskUCXFa+u6JXB9E/+/L6gB4dMlmz/2FEZZ+NPdO8oO7YvJQNs2+iF5WKKzSMdAauUr+4unTt2L1jzQxsMTbQg0EDG9u2M3nJwxkQHk3vnTKYM/j4nVZHObeEV+cO/uPxo4scr+lhFInqEem06Kir+Ql0QTWTrq293ATA6O4JdbtPMjeI81MHtGby2oSF3wIF9lCl6XvB/H86RFpGOwkaf4MR+kAqHtHyU+ipBu2k67FiuBZvH43AFOG906625grcn3w77j7cOOeyLXvO1povT4M8h8VfSVv8ZqATST/zuL1uxlU0Y3BlaUp9Nm2XRxWLtEfigtj/wsnmypBQ+7zHxV9JS+JGr0TJ6d+IGB4a+OelKx8iLE4y6eJ3JI4oq++e8WNir6Sl0SrG9uzWzEFQtRVuau2H2D/0WamjEhR9KOGbPpTGD2ueyfJGHp9RuQ/KvpK3uJl5RYWCOWlJeyNkk/nzQ2WPz9V0Xf0WegOkveBnla45KfH9fPcn+y6KXXv5D8q+kpeEku8KkqL2RPFp794/W6qe5fSv1f6C46cRVT8cu/YcfgzzhzuuV/THytuVPSVvCRWsfDKshJP905La4AlG/ekbOVDuMgWZ6Fcon3NRNMwKIqKvpK3RBPC8lLvpGsrtx3gYGMLk1OcxA322bZdlIXC6F71bp0k7t7Rh0NnQUVfyUtiTZpWlnrn31m8IfX4fJuwiVynT98vTQ3Vu/UmmqW/5Ifu9Fjqze8sqOgreUks905FWQl7DzdHWN6L1+9mRFUZfXt2TbnfgiiWPvjl3rEt/eTcO+nco9KxUdFX8pcoql9ZVkxTa4DDjqRrza0B3t6Unj8fXO4d50Qu+KL6Jo6lL/ofrrjQPwklL4nlPnfm37F5f+t+jjS1MmV4nzR7dpRLLAwvouKLpR+nkIlO5CpuNOGakrd4pVaGtvw7e480hVIt2Pl2Jg+vTK/PmOUSMy/7oeidKPda5JrJffCqU6jqnnj5RyX/UNFX8hJjTFTrt8Ij6dqbG3Yzpl8PeqcpiGEhm1nIsmniRO+4c/OcNaav53HduwQXeQ3rU5a5wSntEhV9JW+JGqdfGp50raklwNJNe5PKm59In9mYyA3Ece8kWspwzDE9uO9rNWnPaSjtn7R9+iJSKCLvishz1udKEVkgIh9a3yscx94kIrUislZEzk+3b0WJRswVuSFLP5iKYUXdPo42t6YVn28TayLXjxW59p1Gc+8kw7nj+lHWRe3AfCcTE7nXAasdn2cCC40xo4CF1mdEZBwwHRgPTAXuEpHCDPSft7z+YT1PvVuX62F0SIyJbv327FpEYYGEJnIXr9+NCJw6LD1/PoS7d9ylCf1IuBZvIhfgN188gQXXn5nxvpWOSVqiLyKDgIuA+xzN04CHrO2HgEsc7Y8ZYxqNMRuBWmBSOv3nO1fcv4TrH1+R62F0WKJZvyISln9n8frdjD2mZ+gNIM1Oozb7Yem3pWGIfsylNYMZ1a9H5jtXOiTpWvp/AG4EAo62fsaY7QDWd3vmaCCwxXFcndUWgYjMEJGlIrK0vr4+zSEqnZF4VnVFaTD/TkNzK8s2701rFa6TqNrr20SufXkNzVQSI2XRF5HPADuNMcsSPcWjzfM/0xgzxxhTY4ypqaqqSnWISicmlnsHgn79PYebeHfzPppaAhmbwIy2MtYeU6ZpW5Gb+Wsr+Uk6szanAxeLyIVAV6CniPwfsENE+htjtotIf2CndXwd4AyPGARsS6N/RYlJLCGsLC1h467DLN6wmwKBSRnw50P0BGd+WeL2gyTZvPlK5yVlS98Yc5MxZpAxpprgBO0rxpivAs8AV1qHXQk8bW0/A0wXkS4iMgwYBSxJeeSKEoN4RnVFWQl7jjTx5vrdjB/Qi15WMZJ0iT6PkJnFWQ/9exMn/fyl0OeAaVuepSiJ4Ed81mxgrohcDWwGLgUwxqwUkbnAKqAFuNYY0xr9MoqSOkEtjC6ElWXF1B9sZN+RJq46fVjG+o32diGkF6dvjGHXoSZueWZl6HN4dFAaF1c6FRkRfWPMP4F/Wtu7AXfeVvu4WcCsTPSpxMcYQ3Nr502ZG9Onby3Qam41GZvEjdVnuqL84Bub+Plzq0Kfm1oDdCkqjJtwTVHcaMK1PGbWvNWM/tELuR5Gjoj9sKt0hGeekiF/PsT23afj3Zn1/Oqwz7+evzZ4zTiplRXFjYq+z6yvP8TH+xty0vd9/9qYk37bA7Hy6QN0KWpbF9g9g6tQo7t3hI8PNPDNh5cSCCSn/rU7D9LqOufl1TuA+KmVFcWNir7PnPO7RUy+bWGuh9HpMMR2qRT69JcfNa+9tWPBqh388Kn3Exb+QMBw7u2vRbR/tPsIkNiKXEVxoqKfQz7Yup/qmfP4YOv+XA8l7zDGxHS12JZ+JlIvOCmIEjvpFOXH3t6SsPDfH+Nt7Vt/WcYbtbuC11dbX0kQza6UQ15c+TEAL63awXEDe+V4NPmFIXbsuh3qmOkEY/Gkd/LwSk6pruR/XqkF4JefOz7qg2L5ln38av6aqNeab/39gFr6SuKo6OeQBauCftn/fW0D3z9vdI5Hk18EAibm5OaYY4K5aD43wTMTSMpE7zK4o7BA+P55oxHgjldqMQZu+3yb8BtjqN15iNsXrOOFDz5mYHk3tu47mka/ihKOin4O2XEgOMF7tFmXK2SaeI6TQRWlbJp9Ucb7jfagOXA0mMY5EAgec731kL/jlVoMhtmfP4GCAmHYTc+HnXfH5RP4wt3/jtuvlkVUEkV9+jnEHZGhZJA4uXf8wu7S7bGZ9/52ABZvCJZltIX/u+eMYu7SOmY++Z6nj3/i0ArmXDExrO3iEwdEHNe/V9f0B690CtTST5J1Ow5y16u1tBq4+hPDOGlwecrXUs33D0NuJjdtS7+oIL49JSJcf+4oAO5Y+CGtgfD97/z4PADOGBWedNBrCkDj9JVEUUs/ST79+9f4x/JtPLtiG5f86Y20rqWWvn/EqpHrJ3aXiZYpFAn6+K87ZxRPvNNWMOdLNYNDC8i6lRTy3H99IrSvoEC4csrQjI1Z6VyopZ8ER5sy63tv9ad+noJt6Wcf27eeqOjbXH/eaBpbAtyzaD0AP/7sOM/r2ts/vXg8XzplCD26FjGgvFuao1Y6E2rpJ8DC1TsY8cPn+eI94RNqY4/pQUtrgJbWAG9u2M1jSzYndd1EF+j872sbkrpuNDKR5bGjEC+fvl/YfSYr+gAzLxgb2navEnbeS4EE3xDGDejJ4MrSlPpSOi9q6cfh0SWbuenJ9wFYue1A2L5j+/dk5M0vWGlzg23TJw1J+NqBBEV41vOr+eaZwxO+bjRyJYS5wBA7ZNNvMi3EzltRkVfSodNZ+q9/WM+Bhuao+z/e30BTSwBjDH96tTYk+F5s3x+Mn07VgM62Sz/Rh0xHZsGqHdTcuoDGlkBO3TuZDqGMVnBdUZKlU1n6b2/awxX3B+u2LP/JeZSXhhfCPtTYEsqT8/XTh/HAGxu55KQBzDhzBBfe8XrE9d7csCdmf073jTv/uZNMG26tAcOIHz4f0Z7/kg8/e3Yluw4FC57nQvXtX3FRhn+p4T79jF5a6WR0Kkv/+seXh7a//L9vsfNgA9Uz5/HDp4LW/Nsb20T8gTc2ctXp1dx+2Ul0KU7tx3SoqSW03RLDrM+0Vbj7cKNneycw9Knb27Z6NTchm8HvmXbBOK9XqJa+kgZ5K/q/fXEtZ/32n2Ftva0QuB+cN5r19YeYNCto1f/1rc0EAoY5jgnTG84fw08+M46CAkk5tPJgQ5voN7uDsB145V5JZ9L1tue987WYKLZ+7c5DVM+cx4c7DqbcZ7Y52tTKlj1HYh6TC4vYftAUFabW+dIfncsbM8+OaC9U946SIfJW9O98tZaNuw5z1m//yaHGFqpnzmNFXTCb5X+ePZI/XzUp7PiHF29i8Ybd9Olewk0XjOXas0aG/rmcgl076wIWXH8mY/r1YOwxPagZWhF2HadYH3TMHTS3RBdxL8st1nNmQ31QpKtnzvPcv+uQt6Vff9C7/VEr6ujmpz6I3mkOaGxpZcptC3nLWsXq5JsPL+WMX78a8+GYiwlPu8tUrfE+3bsw0CME07nWSydylXRIWfRFZLCIvCoiq0VkpYhcZ7VXisgCEfnQ+l7hOOcmEakVkbUicn4mbiAeG3cd5rhbXnSPnSkjejPRIdiz56/hU2OqePvmc7nmkyPCjg84jPSiwgJG9evBi9efyQvXncGdXz6Zmy88NrTf6cY5cNRh6QeiW/pe/8Tut4tAwPDq2p1c+cASzv7dolD7g2+Ep97dfaiR1z/c5dnPJ371Kms+PhDRXloSTDO8ZFPsOYps89e3NrN9fwNfmvNm6MF7tKmVj/c38C8rpfD0OW8GH+hb9jH/g4/Dzs9FPhr7txYtc2aqOP9GVPOVdEjH0m8BfmCMORaYDFwrIuOAmcBCY8woYKH1GWvfdGA8MBW4S0QKPa+cQb5/3mguPP4Yz31PfPs0rpgcXNnYpaiQX33hBM9X5x5dg/Pdl7vCMUWEY3p1DQunbGxpE/cwSz+We8fjn9gt+ufcvoirHnyb1dsPhGXk/Nmzq0JWf/XMeUy89eWo/QBM/UNwQtoYw2X3LqZ65rxQmt9Y7D3cFGZVH2ps4aYn36chiWRxuw81cu7ti9hQfyih4598Z2to+05rjBfe8TqTb1vIGaP6APCWNQ8z7U9v8K3/WxZ2fi5E3/69ZXoit9C1OEtRUiVl0TfGbDfGvGNtHwRWAwOBacBD1mEPAZdY29OAx4wxjcaYjUAtEO5jySBfOTUo0N/+1Aj+9OWTox63aF09AD+fNp5+Pb2TVlX3KePJ75zGTy8e57nfySGHH/9Agu6dAw1B99M2K4VuY0srz67YFnZMeWkxd1w+gX/999l895xRcccRiyNNLfz2pbUs2Rhp2d/wtxX8YO6KsHS+Ty/fyoRfLOCvjsVnU365kEeXbGbsj+fT2NIm/LH87I8u2UztzkOc/btFnq6m9fWHeG1dPcf+eD5z394SejicNqI3f1z4IdUz57Fx12GAqG8zTvYeaYp7TKaxRd8tzA9/Pb0/deebQ6bfIpTORUZCNkWkGpgAvAX0M8Zsh+CDQUT6WocNBN50nFZntXldbwYwA2DIkMQXOzn5+bTjmHnBWIqtuniPfnMytzzzATXV4ZWSbr3kOB556yPPzIVOTh5SEXO/zeTbFoZS9joncn/5/Gru/PIEimLU6Ttt9iue7WOP6cFT3zk9of6dlBQVsO7WCyJ8/8+9t51hfbp7nvO3ZcH8L0+8U8e6Wy/g/a37ue6x5UDQ53/zUx/wqy8cz8HGtnsb86P5rPnFVMb+eD4QXE16Wc1gpk8azNZ9R7nqwbcj+jll1svMvWYKlWXFDCjvRmlJEec43FY3PvEeAA99fRIThpRzwk9fSvr+a3cm9kaRSWzRd7vsThvRO63rOi19jd5R0iFt0ReR7sATwPeMMQdiRBZ47fA0f40xc4A5ADU1NSmFsRQWCD26Foc+TxnRm5eu/2TEcWeOruLM0VUR7enw6d8vYlBFKa+s2QkEl9fPfmENP/jbCm6/7CQKCyQpt8iEIeUpjeMzJ/QHoKpHlzDL+odPvs8Fx/ePe/7oH73g2f7fT0QuWLMFH4Kunwfe2MgDrvkGN5fduzi0XVFa7HnMaSN6U1xYwH1fq+EbDy+N2L/ohk/xyd/80/PcXCS0s+d03NZ4upOvzusV+1XgV+kUpPXXIyLFBAX/EWPMk1bzDhHpb+3vD+y02uuAwY7TBwHhPow8YWjvMrbvbwh9/tYnR3DD+WN4evk2bn7qfYwxYSLpxTVnDqfMmmB9dMmWiP03nD8mou35757BL6aND322307sfOx/+vLJvPfTT3Pi4PII95EXU8d7z4V40bdHl9D22luncvzAXnz+5IE8PmNy1HP+7+pT+eP0k7hx6hjOj9KXLXDnjuvnuX9o7zI2zb6IV34Q+UBPNWwyHexVz8UukU83zNL50FiyKTKaSVESJWVLX4J/xfcDq40xtzt2PQNcCcy2vj/taP+riNwODABGAUtS7b+98f3zRnP7gnUsufkc+vYIzg0EAoYmawL32rNGcrSplTtfrQ1LoevFk985jZOHVHBfjKLY1541kmvPGklDcysFIhRIMLJo3ICeHD+onNXbDzD9lOAzdsKQCtb8Yipdi4MPkYe+PikU0fTCdWdwwR+Dk7v/cVo13/7UCPr26MLR5lZKS4o42tTKv2p3ce6xfdmw6zDXPfYuv7/sJA43tXLCwF40tQZC13XyrCMVsLtCVUtrgFZjQsXJbUb27c6Iqu5s3nOE0f16UFMd26XW1bForqSobfsX08bz46dXhibgs0lLq7elb+NOpJYoXR3390atir6SOun8V5wOXAG8LyLLrbYfEhT7uSJyNbAZuBTAGLNSROYCqwhG/lxrjMmbOoHfPWdUxARrQYHQtaBN2H7w6dEcbW7lfpeYf/7kgZwwsBc/fXYV0Gah9y4rYefBRgbEqIrkJbgnDS6PKO7iPK57lyJOGNSL9+r2c2z/njz5ndPYtOswnz95UOiY0pLgn0a3kkLOs6zsEVXdee6/zgi/bkHyAVhFhQWef3jfOCN2UrlHvnEqX7nvLcd9tLmEnOH6VdZDt7k1++6dU6or+FLNYP7z7JER+/7jtGrOPdb7jSUeseaCFCUZpL2n262pqTFLl0b6cjsqxpiIOqi2JfzYks2cNbZvKIroyXfq+P7cFSz8wScZUeU98Zoqhxpb2Hu4icGVpRm9bjYwxvD7Beu4+KSBjOwb/Lm0tAYYeXNwDuJHFx3LrfNWA5FvGR2Zm596n0fe2sxL15/J6H49cj0cpZ0jIsuMMTUR7Sr62ac1YNhxoCEUrRNLmAIBoyF6CfLzZ1dx3rh+jKgqY9IvF/KHL53EJRM8A8QUJe+JJvqdKstme6GwQBKudqSCnzg/cVSbyicLX1EyiYp+DvnrN05lx8GG+AcqiqJkCBX9HHLayD65HoKiKJ0MDQlQFEXpRKjoK4qidCJU9BVFUToRKvqKoiidCBV9RVGUToSKvqIoSidCRV9RFKUToaKvKIrSiWj3uXdEpB74KMXT+wDx6+rlB53pXqFz3a/ea/7i5/0ONcZEVIhq96KfDiKy1CvhUD7Sme4VOtf96r3mL7m4X3XvKIqidCJU9BVFUToR+S76c3I9gCzSme4VOtf96r3mL1m/37z26SuKoijh5LulryiKojhQ0VcURelE5KXoi8hUEVkrIrUiMjPX40kUEXlARHaKyAeOtkoRWSAiH1rfKxz7brLuca2InO9onygi71v77hARsdq7iMjjVvtbIlKd1Rt0ICKDReRVEVktIitF5DqrPV/vt6uILBGRFdb9/sxqz8v7tcZTKCLvishz1ue8vFcR2WSNcbmILLXa2u+9GmPy6gsoBNYDw4ESYAUwLtfjSnDsZwInAx842n4NzLS2ZwK/srbHWffWBRhm3XOhtW8JMAUQ4AXgAqv9O8A91vZ04PEc3mt/4GRruwewzrqnfL1fAbpb28XAW8DkfL1fawzfB/4KPJfnf8ubgD6utnZ7rzn7g/DxFzAFeNHx+SbgplyPK4nxVxMu+muB/tZ2f2Ct130BL1r33h9Y42i/HLjXeYy1XURwJaDk+p6t8TwNnNcZ7hcoBd4BTs3X+wUGAQuBs2kT/Xy9101Ein67vdd8dO8MBLY4PtdZbR2VfsaY7QDW975We7T7HGhtu9vDzjHGtAD7gd6+jTxBrNfVCQSt37y9X8vdsRzYCSwwxuTz/f4BuBEIONry9V4N8JKILBORGVZbu73XfCyMLh5t+RiXGu0+Y91/u/vZiEh34Ange8aYA5Yb0/NQj7YOdb/GmFbgJBEpB54SkeNiHN5h71dEPgPsNMYsE5FPJXKKR1uHuFeL040x20SkL7BARNbEODbn95qPln4dMNjxeRCwLUdjyQQ7RKQ/gPV9p9Ue7T7rrG13e9g5IlIE9AL2+DbyOIhIMUHBf8QY86TVnLf3a2OM2Qf8E5hKft7v6cDFIrIJeAw4W0T+j/y8V4wx26zvO4GngEm043vNR9F/GxglIsNEpITgxMczOR5TOjwDXGltX0nQ9223T7dm9ocBo4Al1qvkQRGZbM3+f811jn2tLwKvGMtRmG2ssd0PrDbG3O7Yla/3W2VZ+IhIN+BcYA15eL/GmJuMMYOMMdUE//9eMcZ8lTy8VxEpE5Ee9jbwaeAD2vO95mLiIwsTKxcSjAZZD9yc6/EkMe5Hge1AM8Gn+9UEfXcLgQ+t75WO42+27nEt1ky/1V5j/eGtB+6kbeV1V+BvQC3BSIHhObzXTxB8RX0PWG59XZjH93sC8K51vx8AP7Ha8/J+HWP9FG0TuXl3rwSjBFdYXyttvWnP96ppGBRFUToR+ejeURRFUaKgoq8oitKJUNFXFEXpRKjoK4qidCJU9BVFUToRKvqKoiidCBV9RVGUTsT/B+jjVMCSeFIwAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD5CAYAAADLL+UrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA+xElEQVR4nO2deZwU1dX3v6dnZWbYZgGRAYdVBePGSNCoUXHHV0xiEjSJmviGLMaY1UCMMc8TSciT5HmMb9QEjdHEFY1RHhdccF8AAUEBQdmEAYRhX0Zm6b7vH1XVU91d3V29zExPz/l+Pnym+tat7nuZ6V+dOufcc8UYg6IoitIzCHT1ABRFUZTOQ0VfURSlB6GiryiK0oNQ0VcURelBqOgriqL0IFT0FUVRehCFyTqIyN3ARcB2Y8wxrvZrge8BbcBTxpjr7fbpwNVAEPi+MeZZu30ccA/QC3gauM74yBetrq42dXV1qc1KURSlh7N48eIdxpia6Pakoo8l1H8G/uE0iMiZwGTgWGNMs4gMsNvHAFOAscDhwAsiMtoYEwTuAKYC87FE/3zgmWQfXldXx6JFi3wMU1EURXEQkY+82pO6d4wxrwK7opq/A8w0xjTbfbbb7ZOBh4wxzcaY9cAaYLyIDAL6GGPesq37fwCXpDUTRVEUJW3S9emPBk4TkQUi8oqInGS3DwY2ufo12G2D7ePodkVRFKUT8ePeiXddf2ACcBIwW0SGA+LR1yRo90REpmK5ghg6dGiaQ1QURVGiSdfSbwAeMxYLgRBQbbcPcfWrBbbY7bUe7Z4YY2YZY+qNMfU1NTFxCEVRFCVN0hX9x4GzAERkNFAM7ADmAFNEpEREhgGjgIXGmK3AfhGZICICXAE8kengFUVRlNTwk7L5IHAGUC0iDcBNwN3A3SKyHGgBrrQDtCtEZDawEiuV8xo7cwes4O89WCmbz+Ajc0dRFEXJLpLrpZXr6+uNpmwqiqKkhogsNsbUR7frilxFUXIKYwyXzZrP3qbWrh5KXqKiryhKztAWDHHfgo28tW4nF976WlcPJy9R0VcUJSd4cdU2Rt7wDI37DgEw9vA+XTyi/ERFX1GUnODFVdbC/nc27QEglOPxxu6Kir6iKDmB2Gs4A2L9bAup6HcEKvqKouQEttZTGLBFP6ii3xGo6CuKklMUFjiWfqiLR5KfqOgripJTFBZYsqSWfsegoq8oSk7gVGUMu3fUp98hqOgripITiEQHctW90xGo6CuKklM4pWGWb97XxSPJT1T0FUXJKdSr07Go6CuKkhM4KZuq+R2Lir6iKDlFrlf+7e6o6CtKD+SoG5+hbtpTPLF0c1cPJQbV/I5FRV9ReiCHWq3MmOseWtq1A/HAqIOnQ0kq+iJyt4hst3fJij73ExExIlLtapsuImtEZLWInOdqHyci79nnbhUnP0tRlKxyqDXIwea2rh5Gyji1d9TS71j8WPr3AOdHN4rIEOAcYKOrbQwwBRhrX3O7iBTYp+8ApmLtmzvK6z0VRcmcC//0GmNvejbu+Vmvrg0fn1TXvzOG5ItwIFdFv0NJKvrGmFeBXR6n/ge4nshg+2TgIWNMszFmPbAGGC8ig4A+xpi37L10/wFckungFUWJZd2OgwnP/+bpVeHjIZVlHT2clHG7dzSom33S8umLyMXAZmPMsqhTg4FNrtcNdttg+zi6XVGUTuQlu2a9Q99eRV00klgcf687Tz+oSftZpzDVC0SkDLgBONfrtEebSdAe7zOmYrmCGDp0aKpDVBQlDg8s3BjxOpSDouo27luCoXABNiU7pPO/OQIYBiwTkQ1ALbBERA7DsuCHuPrWAlvs9lqPdk+MMbOMMfXGmPqampo0hqgoihe7D7ZEvM5BzY9w6bS25eAAuzkpi74x5j1jzABjTJ0xpg5L0E80xnwMzAGmiEiJiAzDCtguNMZsBfaLyAQ7a+cK4InsTUNRFD8cbAlGvM71LQmbg8HknZSU8JOy+SDwFnCkiDSIyNXx+hpjVgCzgZXAXOAaY4zzW/sOcBdWcHct8EyGY1cUJUXGDIrcbDzXRb9Va+pnnaQ+fWPMZUnO10W9ngHM8Oi3CDgmxfEpipJF6qois3VyvXrxxp1NDO7Xq6uHkVdohERRehDOxiSPfvtk+pUVEcxBS989osvunM9X7prP3k9au2w8+YaKvqLkKW3BWDM+ZAwBgfq6SvY0tbJ9f3MXjMwbR+zdgdyBfUp4Y81Olmzc3TWDykNU9BUlT3ntwx0xbW0hQ0GgPYP61Q8aO3NICYl+6OhXVsQj3zoFgLXbD3TBiPKTlPP0FUXpHjS3xWa+BF2iX11RQm3/3PWX33lFPUOryuhfVsTaRhX9bKGWvqLkKd++b0lM256mFgrsIjfDq8spLcpdCXCeR0YOqGCNWvpZI3d/44qiZMzfXl/P529/A7AEf/aihnCufnFhgJa23EvfiQ4tjxzQW0U/i6h7R1HymF8/uTJ8vLspMgOmpDDA7iZL9A+1BikqCET4+zub6Dr6TtXNkQMq2N3Uys4DzVRVlHTByPILtfQVpYfw6OJNEa9Litot/Utue4Ob5iynbtpTPLvi464YHoda7SeQcK0dS/VHDqgAUGs/S6joK0qe4YjkmUdG1q062BwZ2C0qCNASDPFJS5BVH+9n9iKrEO598z/qnIFGseOAVReoqNCSJbelD7BGg7lZQd07ipInLFi3k8P6loYrZ760OjIds6zY2s9owc8nAlAYCNAWNGzc1QQQtvq37+ua3P2dB6zPdfL0HUfT4X1LKSsuUEs/S6joK0qe8OVZ8wE4oip2Y5QbH1/O1r2HGFFTzsA+pQAUBoRgyPDRzshNV1Zv29/xg/XAsfSj8/VFhBE1msGTLVT0FSXP8Cqi9k/bZXPOmIHhtoICoS1k+GhnU0Tfr004omMHGId2S9967d5Ge+SAChas29kVw8o71KevKHlGoiJq1a7sF2MMOw4089GuSEvfcQN1Nk4qaSjKvQOW6G/Ze6hbbviea6joK0qekWiLwbfWtpdmeHChlc2z5KM9EX12Rm200hm0uuoEhcKWfvv5ETVWMFdX5maOir6i5BmJauR71adfuXVfxOtdKYr+wea2cHG3umlPUTftKUIhw+qP/ccGdh5o/8wX3t8GgBDp3gH4cJuKfqao6CtKnpFI9JtdK3B7l3iH9Bzful/G3vQsI294hvsXtKd63vHKWs675VWWb97r6z12JPnMI6rKKAyIpm1mARV9RckzEu17e/Sg3uHjmz/nvadRuu6dG/69PHz82odWuujHew/5urbRQ/Td7p2iggB11eWawZMF/GyXeLeIbBeR5a6234vIKhF5V0T+LSL9XOemi8gaEVktIue52seJyHv2uVvFHZpXFCVrhIxhwvBKz3O9S9ut+7fWemfDpOLeMXGeKjbt+gSwVv36YYePuv4jayq0xHIW8PMbuQc4P6rteeAYY8yxwAfAdAARGQNMAcba19wuIk4qwB3AVKzN0kd5vKeiKFkgFDIcdVgfz3Nu3/mkYwd59mlqCfJJi78NyeM9VWzeY4l+wKdtt+NA7I0m+tJRAyv4aFdTThaJ604kFX1jzKvArqi254wxTu7UfKDWPp4MPGSMaTbGrMfaBH28iAwC+hhj3jKWafAP4JIszUFRFBfGxBfb6yaOCh+317iJZedBf379RJlC4H/jdS+fvhA5h5EDKgiGDBuiFpMpqZENn/43gGfs48GAu6pTg9022D6ObvdERKaKyCIRWdTYmDs7+yhKdyBob4kYzYczLuCUkdXh124P69+vOgmAM+x6PX5dPMlE3+8WvDsONFOeZH2Ak7apfv3MyEj0ReQGoA2432ny6GYStHtijJlljKk3xtTX1NTE66YoCvDOxt287toaMWSs3bH++rVxEf2Koix798PAmUcNYMPMSVx7lvUk4DeYm2xjdb/bru840ExN78iyydEPKyNqKhBR0c+UtMswiMiVwEXARNMezWkAhri61QJb7PZaj3ZFUTLkc7e/GfE6ZCwrvv6I/gmv87LEqsqLgUjffyK8LP3CgFXewRqLT/fO/hZqepewwVUSIlr0exUXMLhfLxX9DEnL0heR84GfARcbY9yFO+YAU0SkRESGYQVsFxpjtgL7RWSCnbVzBfBEhmNXFMUDY7t3kiXIeZ2uqrBEf1cGPv3TRrW7kEJJ3D8OOw40R5SIgFifPujWidnAT8rmg8BbwJEi0iAiVwN/BnoDz4vIUhH5C4AxZgUwG1gJzAWuMcY4aQDfAe7CCu6upT0OoChKFgnZgdzkm2DFdqgoKaS4IODfveMh6u4gcpsP0W8LhtjV1JLUvQN22mbjgaSxBCU+Sd07xpjLPJr/lqD/DGCGR/siwHs1iKIoWSOUgaUvIlSWF/t273i5b9yf60ecdzW1YAwM6J18K8SRAypobguxefcnDPUoIa0kR1fkKkqeYWyffrrb3VaWF/vO3vGy5N2f68fS37Hf+qwYS9+jb/suWl1T8z8fUNFXlDykICARFveNF43xfW1VRbFv9060z37uD05j4Yb2ZT3BUIjmtiAnzXiBl1dv93wPpwSDL/eO7pebMSr6ipKHBCTS4r74uMNj+sRLrKkqL/YdyHVb8v3KijjqsD7saWptPx80NO5vpnF/M1f9/W3P93BKMEQHcr1s/X5lxVRXFKvoZ4CKvqLkIZZ7x59/58Sh/SJeV5aXpJWyWWjfZU51LQALhgxvrkm849WOFCx9QLdOzBAVfUXJQwIiEaJpPJZJ9S8rAmDM4ZF1eqoqimlqCXKoNXn9HXcg94qT6wCottM+wXoS2PtJa/RlEew40ExpUYDyOKWeo3HSNuMVe1MSo3vkKkoeEpDIPPeSgtgSB8NrKvjXd07mmMF9I9rDC7QOtjC4X6+En9Pm2pTl2rNGAvD40vZ1l36yd3YcaKG6oiTGmRPvOWXUgAr2HWqj8UAzA3qXJn1/JRK19BUlD4nO0+9rW/XRjDuikpLCyBtCZXhVbnK/vmPpf7l+iGeKaFvIEEiSRuQszIq+Pl7K6cgB1p4A6uJJDxV9RclDRPyXNY6myg6o+sngcQK55x0z0PN8MBSitn/ip4XG/bGrcSG+pe9k8GRaW/+JpZuZ/ti7Gb1Hd0RFX1HyECtlM71rHffOLh/BXMd9E+8G887GPZTZ1TPjuYp2HGihpndxrHsnzvgH9imhoqQwY0v/uoeWhjeH70mo6CtKHmIFctNT/cpw/Z3kou+4dwoD3lLyzPKPabU3TffqEgwZdh103Dv+xicijBhQofvlpomKvqLkIemuxgVrw/SiAmGHj1x9J5AbR/MBaA3GvzHsbmohZLADuVE+/bgOHqsGT7Z8+j0tC0hFX1HyELeVf/Wpw1K+tqq8xJd7x7H0CxKY6eEbg0cXJ0ff06ef4MY1ckAF2/Y1s+9Q4nRQP+xvbkveKY9Q0VeUPMTxsW+YOSmlEgwOfuvvOD79woJ2hZ4/fWJE8bTX11i73xV4qL5Td6e6ojilGEQ2yzHsbcr8xtGdUNFXlDwkE/cOWAu0dqQg+u5A7mF9S1l4w9nh19v3Wdb8B9sOcOPjyyPcKWFL36PCZjJLHyzRX7N9Px/vPZR0rPHwuhnlMyr6ipKHpJuu6eC3/k7Y0vfw19962QlApKvpn/M/iniCcLt3UhnykP69KC4IsHb7Ac7+71eZ8Nt5/i+Oomd59FX0FSUvSbYgKhmVPn36Tp6+VyB3eHU5AC129o6D+ybQeKCZ4oIAfUoLYwO5Ce4ChQUBhlWXZ8W943d3r3zBz85Zd4vIdhFZ7mqrFJHnReRD+2d/17npIrJGRFaLyHmu9nEi8p597lZJN59MUZSkZMO9c9BH/Z1wINfjA51v+KsfNMa9fsf+Ftuf73F9kjGOzFLaZg9L3vFl6d8DnB/VNg2YZ4wZBcyzXyMiY4ApwFj7mttFxFnjfQcwFWvf3FEe76koSorESzc8kGFGSqWr/k4i2t07sRIdz8UUivLpO/786O7JzMIRAyrYtKspcScf+N28PV9IKvrGmFeBXVHNk4F77eN7gUtc7Q8ZY5qNMeux9sMdLyKDgD7GmLeM9Vf6D9c1iqKkSbyCZr98YkVG7+t3VW6iFblxRT8UJfp2umZswbXEqj9qQAXZ8Myo6PtjoDFmK4D9c4DdPhhwr2tusNsG28fR7YqiZECwgwSrqsKx9BMHcxMFcuNZ6m0xol9s90/NJ+Vk8GRKD3PpZz2Q6/VbMwnavd9EZKqILBKRRY2N8f2BitLTCYWS90mHynK76JpfS99DSdxll72uCYUMO+2yyl4kuwcMqy7POHYBuiLXL9tslw32T2fzywZgiKtfLbDFbq/1aPfEGDPLGFNvjKmvqalJc4iKkv84lv5l44fw6WGVWXvfKp/1d4IJArl7mryvdUR/7yettIVMAvdOYkqLChhSWZakV3KiLf0fzV7K9Y8uy/h9c5V0RX8OcKV9fCXwhKt9ioiUiMgwrIDtQtsFtF9EJthZO1e4rlEUJU0cAR1RU8FDUydk7X2d+jt+A7leoh8vbdS5UUQvzIqx7H1Y8SNrMnfxRPv0H1uymdmLGuL07v74Sdl8EHgLOFJEGkTkamAmcI6IfAicY7/GGLMCmA2sBOYC1xhjnJyv7wB3YQV31wLPZHkuitLjCLlEN5tZ0CJCZXlx0o1UwqLv8dleGT3uaxrDC7O8ffrJArmQHb9+TwvkJt0u0RhzWZxTE+P0nwHM8GhfBByT0ugURUlIIvdKplSVlyR37ySw9OPdg5xrdtjxgpo4Pn0/jMiC6PcwzdcVuYrSnYknusl2q/JDVUVxRu6deGIaFv398StsQvJALqilnw4q+orSjYnnXnng/2bu3/dTaTPRk0av4tjN2MFt6TdTGBD69vLev9fPs0t2RD/jt+hWqOgrSjemPWUyUiKHVmWe1ZKST99D9Mce3tfzmjaX6FdVFMcN+PqJUfQp9b5hpEJPs/ST+vQVRcld/Gxiki7VFSXh+julRYmt9lQ+P2TaffrxXDvgz9IH+OzoGnbHSQ/1Qw/TfLX0s0lLW4i5yz/u6mEoPYhElnamOPV3Erl40vl8Z9GWuwRDJlSUFHIwg1pD8RZn5euiLRX9LPLH51fz7fsW8/qHO7p6KEoPwbGaMy2l7EW46FqCVbkhYwhIfFfM6aNjF1eGLf39iUXf78NDRUkh+w+lL/qfxKkk2tzWQcuduxgV/SzSsPsTAHZl8KipKKngGKMdsflTtY/6O20hk9DK9zrTFjIYYyz3Tu/iBNf6m1Tv0sKMqor+vxfXhI/d1n1zq4q+kgTdIEDpbEJh0e8IS9+ywhO5d0JJRP8Vj1r6oZBh36E2WoKhxDn6fi390kKaWoJxK44m47Oup5FWV72g5rbEewl0VzSQmwKzF23i+kff5bA+pbz+szMpLAhwqDVIcUGAQEBYsD66ArWidCxh944tkE9eeyrb9qW/X6wbPz79tpBJOYjcFjIR2yTGw+/b9rYzeA4caqNvWerZPEe4Mp3cu3wdUktfuf7RdwH4eN8h7nlzA8GQ4agb53LTnBU07G6icX/yPUUVJZts2HEQgM17LKE/ZnBfJh49MCvv3afUqr+zI4FPPxgyKccTgiGTdGFWKvQusWzX/c2taV2/23VTa3X58Q/lqaWvop8mez9ppanF8iP+c/5HEQWamprbwpaMonQkD71tbV8xZ1ncorVp49TfSbRBesiYuDV2ornzinrAFn37RpLYp++PilJb9NMM5s54+v3wcaSlr6KvuPjX4gZWbNkXfn3rvA/Dx9Mee4/6m1/oimEpPYz2PP2Oef/KJPV3kgVyHX77+U8xrNpyowSNX/eO/0AupL9F5MSj2p+MWlyWvmbvKBFs2XuIxR/tTthn98EWTv3di9Tf/AK3vbQmYV9FSQcn570j8vTB2jYxkXsnFDK+gsiXjR9Kgb3TSjAUonF/MwGB/mVZsPRt986BNC39E4b2Cx+3qqWvOHgt1FiSRPS//9A7NOz+hB0Hmvn9s6s7amhKDyYYDuR2kOhXJK6/0xZK7N4ZXlMePnYCvsGQtTCrsrwkcbpnioHcfYf8+/S37PnEs70nBHI1e8cnjy/dHNO2eGNi0X9NF2kpHUyoA1fkQvKia6Ekgdw53zs1vFq2wPZBhezsHWcdQKak4945ZeaL4WN37Z3WtvbjBet2cs6Y7ATFcwm19H2yYF1sOuaepvSyBZTux8d7D7E9S6mQ2aQj6+mD5d450NwW19URTBLIrSgpZGCfUmuMtuneFjI0HmihpnfizB2/i7Mc9066gVx3en9LsH2ed72+Pq33y3UyEn0R+aGIrBCR5SLyoIiUikiliDwvIh/aP/u7+k8XkTUislpEzst8+J1HR1Tie/q9rdRNe4rNcR41kxEMGZ5b8XHe1gjJJSb8dh7jfzOvq4cRg7O4KRv1872oqki8QKsthZRN58YUNCZpCQbw794pKy4gIOn79N1fn5a2/P8upS36IjIY+D5Qb4w5BigApgDTgHnGmFHAPPs1IjLGPj8WOB+4XUS8S/flIEEP916/NBaCuHl0sZXm+b4rCygV/vrqWqb+czHPrvAu8tbSFuLmJ1em5OtUuheXnDAYgK9NqOuQ90+2QCuUwuKssOgHQ1l174gIFSXpl2IwtAt9i9cXPc/I1L1TCPQSkUKgDNgCTAbutc/fC1xiH08GHjLGNBtj1mPtlTs+w8/vNLys6ROH9vfo2Xlstmv9/G7uatbbi3Tc/PudBu56fT1/6EFB5DfX7GDFlr00twX551sbwj7vbJFJNceOwPmzLOygnM0qp+haHNEP+kzZhHbR3/tJG81toaxZ+mAFc9M1btxf7dY8TdN0k7boG2M2A38ANgJbgb3GmOeAgcaYrXafrcAA+5LBwCbXWzTYbd2CoIfojzsiM9HP9GvqfCnW7zjImX94Oea8s1mFu55IphxqDfLm2twNUF9+1wIm3fo6V939Njc+scIzAJ8JG3ZaN9f/fm41ddOeyup7p0N0GYZs015p03uBVjqiv22/FRvJxmpch96lhb7dO9GGgNuga1VLPz62r34yMAw4HCgXka8musSjzVONRGSqiCwSkUWNjbEFm7qCJ5bGrnjM1NLvaO9hsnUE6XDTEyu4/M4FrNl+IOvvnSptwRBtcb6kb63bCUQusGkNhnho4cbwl37Rhl3c/OTKpJ/jFgLniepWuzJjVwu/I/p+FzKlSjKffrJArhun37a9tuhnKZALqZVXjjbgFm5o/56oeycxZwPrjTGNxphW4DHgFGCbiAwCsH9ut/s3AENc19diuYNiMMbMMsbUG2Pqa2pi63HnCscN8d4OziGZz/LFVdsTnk+VRxc3RHw5H1viWLnJby8tbaGEAeFQyHDBn17j4UXWw9r+BI/Sn7QEWZIknTUV2oIhWu1/TiXF7fsOMfKGZxh5wzMJr3Vbf9/8xyKmPfYejyy25nDpX95KmqHx5todfOe+xeHXGzzcaHu7MIsr1MF5+k79nUTuHb+BXGeM7ZZ+4u9Hau4d/z796GqcK10xtRZ17yRkIzBBRMrEMjMmAu8Dc4Ar7T5XAk/Yx3OAKSJSIiLDgFHAwgw+v8spK068zMFvPe50Lf62KLfNTx5Zxrf/uTimn6PlK7fs8/R7NrcFGf2LZ7j5qfdjzjkcbGnj/a3tX45EG2v89NFlfP72N+NWezzUGuTp97byu7mraGpp4+I/v85Lq+PfAEfe8Ayj7H8jfv40j7+zOSKT5pOWIE8s3cyiDbFptc+v3BY+fnm19dS4/1BbxBe/btpTvLFmR8xNb9+hVi6/cwEvvN8+tnUeor91X3rZV9kgZP+JdcR2iWA9QfQvi79XbjCFQK5j6X+813qvhGWVSc39WVFaFBb9LXs+oW7aU8x7f5tnX+dG+YUTawEi6mSppZ8AY8wC4FFgCfCe/V6zgJnAOSLyIXCO/RpjzApgNrASmAtcY4zJz3XONvujLI94rohv/mOR5x/o9v2H+Okjy6ib9pRnnrRTbMvNpt1Nnv2a24JceOtrHPur57j8zvnMXf4x2/Yd4rUPG8OW6t8SWL0HmyM//4kEBb6cmkRuy6stGOLVDxr58exl1N/8At+9fwl3vLyWRxY18G7DXn7+2HvhvjsPNLO2Mb776AcPL414/Zun3+e6h5Zy6V/eiun7pZOGxLTd/NT7jPj50xFtX7lrAffN/yiizSto62Xpx1vd2Rm0u3c67jOqKuLX30nFp+88Eew40IxIe7wgHqm4rHqXFoafPs/648sA/PiRZZ59nfv9UYf1jjnXEwK5Ga3INcbcBNwU1dyMZfV79Z8BzMjkM7sz9y/YyJWn1Hmeu/reRWyYOSmibfyMdmt258EWBvdLnou91faXvh1l9V5199vh4zfX7uTNtTv9Dhuw8tTdlNkbZQdDhol/fJlRA3vzpynHU1bc/uULhQxLNu5mztItPPnuFnYcaKF3SSEXHHMYp4ys4ocPLwtXh9y69xDn/s8rnDKimvsXfERr0LD+txf6WsPwzyixdpPK+or1O2JvmLF9YkX/G/cs4pnrTuPoQX0SXnvWH17mrKMG8IuLxkS0z13+MXOXb+WWKSf4HqtDeOesjorkYmXwJHLvFBf6tx0LA0JbyNC/rJjCgsTXpTKj3i6fvlM+Id71f3l5rXXeo4Nj6Z88vIo9n+RnqrOuyE2Tm/7PmOSdorjr9XXh4wcXbkzYN9pVERCY/ti7PPy2dV2yDdhvjyrw5gQ2k1E37SkW2H33HWrlUGuQVR/HriN4eNEm6qY9xVl/fJkNO5t4fuU2xvzyWYBwga5z/udVPn/7mzywcCPjh1Xyl6+O4+1fnM3vv3gclxw/mPLigohg8wfbDnDPmxvC2Ub/++5WTv3dS77GHY/dCUoIRHPf/I8irHavbM/dTa3s8dgO83dzV0W8Xtd4gJnPrAq7jJrbgqzbcdAzhvDt+xbz+NItnvsxvLFmR/j34UVHZ+9A4lIMQePf0of2m5OfHP1Unl4qSgppbgv58sn/2f5uFASES8fVcnjf0vA552+vvKQg5sn8X4sbeC7OmpjuhIp+ikwYXgnAkQNjHw2TsWnXJyzfvBeAhz1cM24rMtpVIQgPLtzEz/71HsYYvn1frO/ezUur0896mmcHmI/91XMcdeNczr/ltbh9P9oZaR1Hp3P+4YvHsegXZ3P7V8Zx/jGHUWo/IYgIR1SVk4jvP/hOOsOPwMsFFo+WYCiiJku8wLaXtR/tCrrq72/zl1fWsmXvIYwxHHPTs57vtdC129rSTXtizn/lrgV8edb8uGPuyO0SHaoqiuPGcFJx70C7X7+qPLE//7tnjEjZvQORLsXdSQLsAbHyg9y/ZeemUVpUEE55dvjxI8uY6hEz626o6PvA/eV30sjSDb7+/Y0Ncc9debcV105W0vVPrtr9HcGsV9fR4BEb8MPldy6IeH3puFr6lHqvXK6rLvNszyZeAu2XeJ4hJ1ffzduutD+Ajbus/78CES7+8xtx10p86a/tN/c7Xl7DXpdLwU/OeLAzfPp2/R2vPWNTCeRCe8C5Mo6l/90zRqQ1xgrXlol+CQSEgEhkGYZgiKICobggkLc5+yr6Sbj3zQ0Mm94e9Jsy3goMjhxQkfRa92MjwPDqcv53mfUY75VF4zxOetXedz+23vJCYtHPxraNmbpV/FCXxNLPJuks0feKBwQE1jf6v5E07m/mPfvpzuHCP73mmd+/ZOMerrl/Sfi1+zgejkHSUdk7kHiD9FQtfafSZt9e3obAl+qHUFoU4AvjalMao2Ppx1uV+87G3TFusoBYN8vIKpshigsCFBZITHZcvqCin4Sb5qwIH1dXFDP5+MFsmDkpXDmwrqqMqacPZ8PMSTx57akR1w6riRS1O6+spyUY4oEFG1nnIRxb7RTH7ftiRfvBtxPHANycNKN77NrVWaL/6d+8ENe94oUjpNH53AC1/cs80za9rgf45ZzlMedX2qmvXhlKH27fH36P51Z6pxy6cRaadaR7p31Vbuaiv89+knkhztzqqstZ9esLGFGT3Khy4+yTG+/m/rnb34xxkxWIIBLl3gmGKCoMUFgQoC2Un5a+1tNPAa8dhF7+6Znh42MG9+Xi4w4PZ6QMr67gjTXt1sWImgo+O7qG+xZ4Z5sYYz3SOwug3NxhZxzkE3XVnSP6p46sYcSAcv5rrr8aRMOmP80XTqyNCY4eN6Qf/XoVebp33LhvCu9s3BO338Q/vhLTtm1fM8YY/uN/k68UBthgx1Q6UvSdoKtXBk/QpLYxunMf3Z6Fp1E3zj65Kbl3RBCRmDIMRQUBigKS1fIluYRa+lgrKkf/4hnqpj0VsToP4LOj21cEP37NZ5K+1/FD+oWPh3mI2tc/U5fQ/XLifz7vY8T5QVWWqiy6KS4McO1ZIyPa/vil4/juGSPjXOHNKx808sjihoi22d+awLDq8qTuHS8xT4XfPrOKe97cENH200eWcd/8j3ivYW+Eq8/pt7cD0wvbK23G/t2GkuycFY9M61ZF4+yetb/Z//9DICAUiERkaTXb7p2CQMDzSS8fUEsfmL9+Z/iLdNtLa7jtKyeGz7ktEregx8O936Y7UHny8CoATh+VuKxE9IKufCbd+ueJ+ODmCwA4++iBTL7tDf5+1UlpvUdxYYA9TS3c/fr6cJ2d4oIAw6rLOdjSsWsKZ726jitOPoI9Ta3hp8Z5q7aHb0LFhQHGDOrDcbXtZUAKOmpndNozbbzcO20pBnId/jTl+EyHFUE6++QGxPrnFvfWoLXuoKhA4gZyr/r7Qs4+eiBfnXBEZoPuItTSJ/LR+Kn3toaPjTFs3HmQI6rKuO/qT/t6rzGHty/QGVppiX7v0kIenDrB+qyAdNiGF90NJy5yVZwFa4lIFkg/bkg/NsycxJlHDYjb57++cGz42C1CzmKjfmXF/PCc0fz0vCNZcuM5iEinuKSmnDSEX/2fsfzwnNHhtsW/OJvXrj+TP19+AledUkdJYSC8HwPAgCTFyzKhT69CCgPe9XdCKfr0HUoKs7uVRnsg17/oFwSEQEAiqm5GBHLjWPovr27kF4/Hxmq6Cyr6xF/YsvNgCwdbglx1Sh2njqr29V7uP+ahlZZA/OTcIyP6vPyTM9IaZ75xWN9SPrj5An518diUr531tXGs+vX5GX3+F+vbM0QmH+9d5VtEuObMkWEXx/Akov+0y2hIl9987lMEAhLhNhERhlSWcdGxh/PzC4/m4W+dzLu/at98riN9+iJiLdCKZ+mnIfqOZZ4tSmzrPJUsrYA47p3ITVSKCoVC272Tj7vSqehD3Md1Z+HREVWp5ZP/x8VjuXRcLcWFATbMnBRTeqGwIMC/vnOydRwQPpxxQeqDziJHVJUx62vjuuSzU1nC76aqoiS80Ctdohf/9Csr4sv1sbV63ByeoBTG399YzzUPLGFIZXpPchtmTmLDzEkpbz8IHbsiFyy/vqeln2Igd/1vL2TVr8+nV3F2Lf3w7llRln4iv/z8dTsJBCSi1HJr0LL0i2x3mTtdO5rt+3Nvz2Q/qOgTf+Xnxl1WwM6x2P1y5Sl1/OGLxyXsM+6ISjbMnMSa31xIUUGAR759csT5164/k5X/eR6XHH84JWkKo1+uOLmOc8cexu2uWEZn40f8Z3/rZEqLAgQkfp53Jiz95bn87tJjE/bxsmqvmzgKgP/435WcffRAnv/hZ/nLV1P7v/QK+qciph1VT9+hqqKYnR6B3GCKgVwRyfhmHY/epUUxJb8/2LY/bv9XPmgkIII7M7O5zcre8VOHafyMecxd/nHSxZS5hop+Aj7a2YQIaVtuqXBSXSXrfnMhL/zodJbddC5DKssoKy7kliknsPrmC3hz2llcN3EUy246N+K6q08dltHnHlvbl298pg5o94umw/QLjspoHAumT+Sy8Ymt7MICYdlN5/K+y61z///9NLd8+fiUP++XF6VeOykeTmmNS8fVcsdXTqS0qIAzjoyMJdx1RX3cm/extX1j1nhAu/V+WJ/SmHOdTVW5d6XNtpDpUNdSKnjtk5soZbYwIBQEohZnBUMUFwb415KGuNe5+fZ9izntvzp+IWM20ewdD668eyE/Omc0G3c1cVif0qwHneIRCAgjB3jX9Dm8X69wYG/DzEnsO9RK75JCRITxwyr5lqsmyKRjB/HUu5Zv+cv1QyLy/icffziXHD+YU0ZWxczL75e3tCgQrmTojAesVEM3qQQX+5cX89vPH8u0C47md3NX8cCC2MVofXsVxYz5MyOtWEt0ueVE3HjRmLDL7Qdnj6ImxSDou786l2N/9Vz49bQLjmLs4X344TmjwxZ3aVEBt3/lRL7rWlXbp1dROF33hKH9woI053uxgg/tv49UKoV2FPF8+ummbHYEVnnlaNHfzeWfHurZv666nIB4u3dSIRsr4DuTvBX9+et20tSSXkrgsoY9TL7tDUqLrNS4XMRdz+a8sYdFnLvk+MH8/tJjCdiP0o7oR5dujmbC8Cq+dfpw/vrquoj2suICVv7n+Ty0cCOD+vXi1JHVHDjUxuY9n0RkKznvf6g1yDf/sSgta7pvryJ+87lP8cuLxnDUjXMZVl1OXVUZL61uTLhK00qx8yeOXz+lLuw6+cHZo5P0jqVPaRGLf3E2425+gS+cWMuogb35UVSwHmD0wPbxRgv3LyYdzRfuiK3/78a5B+dCunhVeTH77fo77htvuoHcjqB3aSFb9kT62RPt4Pa9M0dy9xvrMcYqc1JcGKDFdu+42bDjYKctJOwM8lb0b3x8OR+msY/r4H69mPuD07jnjQ3c+dq6pDXSc4XHvnsKn7/9TQBOHNovZlevb50+POl7FASE6RcezcA+pfynvXfstWeN5IJjBgEwZXy7xdS3rIi+Zd5+9dKiAv7pM8U1HqVFBUlvUm4W/Pxs3zf5bHgjqipKeO6HpycM8ruf2tpCJlzYa+HPJzKgTym3fPn4hAFNx9LPhQwS9165g/q2uztTDeR2JF7unbWNB+NuZ1lcGODp96xSye9t3sO4IyrDefpuLrtzPm9N99wipFuSt6L//y4/wfd2hZNveyN8fORhveldWsS1E0fx7TNG5Iy/MhknDu0fVyRTEU+Ab5w6LCz6P/awYHORyvLipDsxZZvRKZTXbmkLETYg7T+pS07wThMlslvOuHfAWqDlFv1UA7kdiVcgF2Bpwx7P/u7vtvOU6GXpOxsT5QsZib6I9APuAo7Bqlv0DWA18DBQB2wAvmSM2W33nw5cDQSB7xtj/FfBSpGjDkvPQj/Wtcox+pev5Acdneni5ucXHsVvnl7FxKMHMPbwPjy6pCHp3rAOTpbLCUOzW7IgHZySGe5grjGGkOnYNQKpUOGxObqI5df3oiAgnHlkDS+tbqTMfuJqsQO5bi4+7vCOGXAXkamq/QmYa4w5CjgOa2P0acA8Y8woYJ79GhEZA0wBxgLnA7eLSOdESJNwmmvhlaS0SZuiJGbq6SPYMHMSvUuLGDWwN9MvONr3Tae8pJAnrz2VP1+e+jaK2abKsfRdaZtODnwu+fSj4zpHDuwdkcHj3hMgGDJhF/BjSzYDtm8/qqSFu7RKPpC26ItIH+B04G8AxpgWY8weYDJwr93tXuAS+3gy8JAxptkYsx5YA4xP9/OzyW1dmJ+udB63XX5it/sCHzO4b0x8pivwqr/Tlmui77HK94Sh/SJ2JLv79Q3h4027msKlUpx1H06VTTd+tmDsTmRi6Q8HGoG/i8g7InKXiJQDA40xWwHsn07C8mDAXTO4wW6LQUSmisgiEVnU2Jj+tn9+6VNaxIzPHQOgdXFs7vn6Sfz4nNQzW3KZSccO4t/fTV4pVYnFqb/jdu84sYZcEf0Kj3UmJwzpH1GB1G3pjxxQEa6+evIIqyBiq4d7J9920MrEhCgETgSuNcYsEJE/Ybty4uD1l+EZoTLGzAJmAdTX13dKFOvy8UMZWlnGqSP91djJd844ckDMAiOl5yIi9C+P3CvXce/kTCC3JDab7MQj+kW8jo6JBwLt7aGQoTVoKCoIhNM3QS19Nw1AgzHG2RT1UaybwDYRGQRg/9zu6u9eclkLbMng87OKiHDaqJpODfIpSqbceNEYTrGt1I6mKqr+TrATdu1KBS9Lf3h1RdyV5tUVJa49rw2tdj2G4sIAJ7rcgC15tplK2qJvjPkY2CQiTk7fRGAlMAe40m67EnjCPp4DTBGREhEZBowCFqb7+YqiWGU4HvjmhE75rKqK4oiNVHIxkBtNICAR+2C45bt/eXH7mg3TbtFHr8jNN0s/0wjRtcD9IlIMrAO+jnUjmS0iVwMbgS8CGGNWiMhsrBtDG3CNMaZ7VSpSlB5MZXkJ7+3eE34dzDGfvpd7B6yU19c+3OF5zqX54cyfoqjsHfXpuzDGLAXqPU55Ll8zxswAZmTymYqidA1VcXz6uSL6Xu4dSJxyKeFVzy5LP6q+kx9Lf9q/3uXmS46hsBus7cn9ESqKkhO46+9ADop+nI1ZTnBvcxoVyXXcOwbDN/+xCLAs/UvHWeHH4oKAL0v/obc3+a7M2dWo6CuK4otKe1Xu7oNWCmRY9HMkkBudavn8D08HrG0vHZz9jh3C7h0D79klsosLA1w6rpYNMydRW9mLFp/unVte+LBb1NZX0VcUxRfOqtwdB6xgbq5Z+tGM8lEbqd3Sb8cdyC0uCCR174weWMED3/w0W/ce4r75H6Uz1E6l65f6KYrSLXBX2oTcW5yVHrGVTN1PDMWF8d07q359fsQuYKeNqua2l9bwpZOGRJQ+zzXU0lcUxRdOpU1H9HOtDEM6eFn67jIMRQWBuO6d6HIN1593FLubWrkraj+KXENFX1EUX8Rz7+TK4qx0CI/cpfpFUe6d1jbvxVnR97pP1fZl0qcGcdfr68P/R7mIir6iKL7oU1oUUX8n18owpIOTsvmkvb0oRLp3igoDNMex9L1W7//o3NE0t4X4c1TAOJdQ0VcUxReBgFV/J1r0u7N7Z3eTNRd3umV0ILc1hRW5I2oq+OK4Wh5YsJFNu5qyN9AsoqKvKIpv3PV3HKdHN/bueBIZyBXfKZsO1509CsRK4WwLhtjnsZtXV6LZO4qi+Kaqopidtr/ayXjpzj59r/2H3WUYinwuznIzqG8vrjqljrteW8eaxgMs27SH9b+9MGeKOaqlryiKbyrLS1wpm1Zbdxb9ppbYxVTRgVyvPP1k+05/57MjKC8uZJm9gYuT6ZQLqOgriuIbt3snFM7e6coRZUYwiRgXJcjTT0T/8mKmnj48/Loth8ozq+griuKbyvJi9h+y6u+E9bIbi350rj1Ar+L2BVfFBQGa0yyt/I1Th4WPU40LdCTq01cUxTdVrvo7htzz6b/8kzM44w8v++5/3tjDYtqq7ZXHkHhFbjLKXQXgzv2fV9KqUfTiT86IWPWbDVT0FUXxjbNAa+fB5nDBylwS/brq8pT6R6ebvv6zMyNeW1U2M3fNnD6qJq3rOiIdVkVfURTfVJZH1t+B7u3TB3jq+6cy6dbXeer7p1LbvyziXFFBgGDIJPX9x+Ozo2t45YNGfv/F47Ix1KyQseiLSAGwCNhsjLlIRCqBh4E6YAPwJWPMbrvvdOBqIAh83xjzbKafryhK5+G4d3YeaKG/bfXnkKHvmyOq2sV97OF942bjODn76bp4/vq1cexpyq08/WwEcq8D3ne9ngbMM8aMAubZrxGRMcAUYCxwPnC7fcNQFKWb0O7eaQnnuOdK/nkq+B2xk7OfbjC3tKiAw/qWpnVtR5GR6ItILTAJuMvVPBm41z6+F7jE1f6QMabZGLMeWAOMz+TzFUXpXPqUFlEQEHblqE8/Hm9OOyut60psS9/ZLSwfyNTSvwW4HnDfBgcaY7YC2D8H2O2DgU2ufg12WwwiMlVEFonIosbGxgyHqChKtggEhEp7r9yQ6T55+oPStLadlM631u4Mt/WJsxdvdyFt0ReRi4DtxpjFfi/xaPOMjhhjZhlj6o0x9TU16UW9FUXpGJwFWt1pRW60C6q+rtLXdY5Pv7m13a6d8blPZW9gXUAmt6zPABeLyIVAKdBHRO4DtonIIGPMVhEZBGy3+zcAQ1zX1wJbMvh8RVG6gEq70qZX3ZruwozPHeOrn2Ppt4baRf/Tw/zdMHKVtC19Y8x0Y0ytMaYOK0D7ojHmq8Ac4Eq725XAE/bxHGCKiJSIyDBgFLAw7ZEritIlOKLfnSx9N0cO7E1Job8ckrDouwK5A/rkVmA2VTrCOTUTmC0iVwMbgS8CGGNWiMhsYCXQBlxjjMmf6Iii9BCqK0rYcaC5vcpmNyvmUlrkf8BOIDeXCqZlSlZE3xjzMvCyfbwTmBin3wxgRjY+U1GUrqG9/o5l/XY3S78khbIGjqWfbspmLtLN7tGKonQ1lVF75XaH7B03vVIQfSeQ29TS1lHD6XRU9BVFSYnqCkf0nVIM3Uv1U3HvOIuzslF/J1dQ0VcUJSWc+js9ydJPtwxDLqKiryhKSsS6d7qX6qdSqtjZJF1FX1GUHktVTxJ9J3tH3TuKovRU+vay6u/s2G/59LuZ5lOSkk/fsfRV9BVF6aEEAkL/smJ2HrQs/e4m+urTVxRFSZGq8uKw9dvd3DupiL5j6beFVPQVRenBOJupQDcU/WL/ou+syG1pU/eOoig9GCeDB7pfymapz7o74Pbp54+l370LQyuK0iVUuUQ/19ZmfeeMEbQlEOlUArkFASEgKvqKovRwqipKwse55t752flHJTyfSsomWMFcTdlUFKVHE+neyS3RT0YqgVywXDzNeWTpq+gripIyVd3Zp5+i6JcUBmhq1oJriqL0YNyWfvRWhLlOKgXXwLL0m1ryZ+sPFX1FUVLG7dPvZpofXnCVSn8trQyIyBAReUlE3heRFSJynd1eKSLPi8iH9s/+rmumi8gaEVktIudlYwKKonQ+Vd3Yp++kYabS/6Ba+oC15eGPjTFHAxOAa0RkDDANmGeMGQXMs19jn5sCjAXOB24XkdSca4qi5ARO/R3oPj79f3/3FM48soYjKstSuq64IECL7pwFxpitxpgl9vF+4H1gMDAZuNfudi9wiX08GXjIGNNsjFkPrAHGp/v5iqJ0HU79Heg+lv4JQ/vz96+PpzBVSz9Fd1Cuk5XZiEgdcAKwABhojNkK1o0BGGB3Gwxscl3WYLcpitINiViglceUpHiTyHUyno2IVAD/An5gjNmXqKtHm+eKBxGZKiKLRGRRY2NjpkNUFKUDcDJ4uoulny5Fhfk1v4xEX0SKsAT/fmPMY3bzNhEZZJ8fBGy32xuAIa7La4EtXu9rjJlljKk3xtTX1NRkMkRFUTqIygpH9Lt4IB1MsVr6FmIl5/4NeN8Y89+uU3OAK+3jK4EnXO1TRKRERIYBo4CF6X6+oihdS3VPsfRdov/1z9R13UCyRCa1dz4DfA14T0SW2m0/B2YCs0XkamAj8EUAY8wKEZkNrMTK/LnGGJM/eVCK0sMYNbA3Nb1Lul2efqq4A7nfPG14F44kO6Qt+saY14lfX29inGtmADPS/UxFUXKHy8cP5dJxtd1uRW6quAO5qeb45yJaZVNRlLQIBITSQP4vtXELfT7497v/DBRFUToQd9mGfMjkUdFXFEVJQFGeuXe6/wwURVE6ELd1X5gH+akq+oqiKAlw/PhFBZIXQWsVfUVRlAQ4op8v6xFU9BVFURKgBdcURVF6EE7wNl+2RlfRVxRFSUBxQX64dRxU9BVFURKQ6vaKuU5+zUZRFCXL5ENuvpv8mo2iKEqWCYt+njj1VfQVRVES0B7IzQ/VV9FXFEVJQInt0zf5ofkq+oqiKIlwLP08WZuloq8oipKIIjtlUy19RVGUHoCzIjdPNL/zRV9EzheR1SKyRkSmdfbnK4qipIJTe8fkianfqaIvIgXAbcAFwBjgMhEZ05ljUBRFSQVdnJUZ44E1xph1xpgW4CFgciePQVEUxTdOIDeUH4Z+p4v+YGCT63WD3RaBiEwVkUUisqixsbHTBqcoihJNkdbeyQiv/72Y+6cxZpYxpt4YU19TU9MJw1IURekZFHby5zUAQ1yva4EtnTwGRVEU3wzu14vvTxzFl+pru3ooWaGzRf9tYJSIDAM2A1OAyzt5DIqiKL4REX50zuiuHkbW6FTRN8a0icj3gGeBAuBuY8yKzhyDoihKT6azLX2MMU8DT3f25yqKoii6IldRFKVHoaKvKIrSg1DRVxRF6UGo6CuKovQgVPQVRVF6ECr6iqIoPQjJ9XKhItIIfJTm5dXAjiwOJ5fpSXOFnjVfnWv+0pHzPcIYE1PHJudFPxNEZJExpr6rx9EZ9KS5Qs+ar841f+mK+ap7R1EUpQehoq8oitKDyHfRn9XVA+hEetJcoWfNV+eav3T6fPPap68oiqJEku+WvqIoiuIiL0VfRM4XkdUiskZEpnX1ePwiIneLyHYRWe5qqxSR50XkQ/tnf9e56fYcV4vIea72cSLynn3uVhERu71ERB622xeISF2nTtCFiAwRkZdE5H0RWSEi19nt+TrfUhFZKCLL7Pn+h92el/O1x1MgIu+IyJP267ycq4hssMe4VEQW2W25O1djTF79w6rTvxYYDhQDy4AxXT0un2M/HTgRWO5q+y9gmn08DfidfTzGnlsJMMyec4F9biFwMtb2lM8AF9jt3wX+Yh9PAR7uwrkOAk60j3sDH9hzytf5ClBhHxcBC4AJ+Tpfeww/Ah4Anszzv+UNQHVUW87Otcv+IDrwF3Ay8Kzr9XRgelePK4Xx1xEp+quBQfbxIGC117ywNqY52e6zytV+GfBXdx/7uBBrUYh09Zzt8TwBnNMT5guUAUuAT+frfLG2Qp0HnEW76OfrXDcQK/o5O9d8dO8MBja5XjfYbd2VgcaYrQD2zwF2e7x5DraPo9sjrjHGtAF7gaoOG7lP7MfVE7Cs37ydr+3uWApsB543xuTzfG8BrgdCrrZ8nasBnhORxSIy1W7L2bl2+s5ZnYB4tOVjilK8eSaaf87934hIBfAv4AfGmH22G9Ozq0dbt5qvMSYIHC8i/YB/i8gxCbp32/mKyEXAdmPMYhE5w88lHm3dYq42nzHGbBGRAcDzIrIqQd8un2s+WvoNwBDX61pgSxeNJRtsE5FBAPbP7XZ7vHk22MfR7RHXiEgh0BfY1WEjT4KIFGEJ/v3GmMfs5rydr4MxZg/wMnA++TnfzwAXi8gG4CHgLBG5j/ycK8aYLfbP7cC/gfHk8FzzUfTfBkaJyDARKcYKfMzp4jFlwhzgSvv4Sizft9M+xY7sDwNGAQvtR8n9IjLBjv5fEXWN816XAi8a21HY2dhj+xvwvjHmv12n8nW+NbaFj4j0As4GVpGH8zXGTDfG1Bpj6rC+fy8aY75KHs5VRMpFpLdzDJwLLCeX59oVgY9OCKxciJUNsha4oavHk8K4HwS2Aq1Yd/ersXx384AP7Z+Vrv432HNcjR3pt9vr7T+8tcCfaV+EVwo8AqzByhQY3oVzPRXrEfVdYKn978I8nu+xwDv2fJcDv7Tb83K+rrGeQXsgN+/mipUluMz+t8LRm1yeq67IVRRF6UHko3tHURRFiYOKvqIoSg9CRV9RFKUHoaKvKIrSg1DRVxRF6UGo6CuKovQgVPQVRVF6ECr6iqIoPYj/D/WCSXbGdmYSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA6S0lEQVR4nO2dd3gc1dX/P2dXzb3KvcjYMsYm2IBpAftHDSUJJnlDYkjeQEJeEkJISLdDCiUEEiCFFBIIkJCXDi+BYAw4poPBMTau2EguuFtykS1Ztsru/f0xM6vZ3dmi3ZW2nc/z6NHsnTsz967l7z1z7rnnijEGRVEUpTjwZbsBiqIoSvehoq8oilJEqOgriqIUESr6iqIoRYSKvqIoShFRku0GJGLw4MGmqqoq281QFEXJK959993dxpjKyPKcF/2qqiqWLFmS7WYoiqLkFSLyoVe5uncURVGKCBV9RVGUIkJFX1EUpYhQ0VcURSkiVPQVRVGKCBV9RVGUIkJFX1EUpYhQ0VcUpWgxxvD4ki0cbgtkuyndhoq+oihFy8vr6vj+Eyu47YV12W5Kt6GiryhK0XKwxbLwd+w/lOWWdB8q+oqiFC0+EQCeW7kzyy3pPlT0FUUpWkr8ku0mdDsq+oqiFC19KjpyTq6vb8piS7qPhKIvIveJSJ2IrHKVPSoi79k/m0TkPbu8SkQOuc792XXN8SKyUkRqReROESm+IVZRlJyiZ1mH6F//zOostqT7SMbS/xtwnrvAGPM5Y8w0Y8w04Eng/1yn1zvnjDFfc5XfBVwJVNs/YfdUFEXJJq/X7KZqzrxsN6PLSSj6xpjXgL1e52xr/bPAw/HuISLDgb7GmEXGGAM8AFzU6dYqiqJkEEuOiot0ffozgF3GmBpX2TgRWSYir4rIDLtsJLDVVWerXaYoipI1gh6aX+gDQbo7Z11CuJW/AxhjjNkjIscD/xSRKYCX/z7mNysiV2K5ghgzZkyaTVQURYlFtAy1BQxlJYU75ZiypS8iJcCngUedMmNMizFmj338LrAemIhl2Y9yXT4K2B7r3saYu40x040x0ysro7Z4VBRFyQheRn17MNj9DelG0nHvnA2sNcaE3DYiUikifvv4CKwJ2w3GmB1Ao4icbM8DfBF4Oo1nK4qipI2j+XdcPDVU1tZe2O6dZEI2HwYWAUeKyFYRucI+NZvoCdyZwAoRWQ48AXzNGONMAl8F/BWoxXoDmJ+B9iuKoqSMY+kP7VsRKmsrcEs/oU/fGHNJjPLLPcqexArh9Kq/BDi6k+1TFEXpMpxJW5/Lhd8eKHJLX1EUpVAJRe+4RL8tUNiWvoq+oihFi7G9+uJS/XavOM4CQkVfUZTixdZ3UUtfURSl8PHw7qjoK4qiFComZOm73Ds6kasoilKYOD79sOidAg/ZVNFXFKVoCXr69NXSVxRFKUg6kqupe0dRFKXgCUm+29JX946iKEqB4rh3XEVq6SuKohQoocVZYdE7aukriqIUJMZl6f/440cB0KYrchVFUQoTR999Ipx91FBALX1FUZSCxYneEYESv+XiUZ++oihKgeKW91K/JYcavaMoSt5y47/WsHjj3sQVi4Clm/fxh5dqwsqMa3FWiU8tfUVR8pz73tzIZ/+yKNvNyAk+/ae3uP3FD8LKHlq8GbBSK5c4lr769BVFUQoH49oN/bUP6gEIBA2ljk9fo3cURVEKB+Oh6S3tAUp8lhxq9I6iKEoBEfRQ/db2YMjS14RriqIoBUTAQ/Rb2oOICH6faGplEblPROpEZJWr7HoR2SYi79k/F7jOzRWRWhFZJyLnusqPF5GV9rk7xb3uWVGUjGO8/BhKmHunZ5kfgNEDewBWBI9G78DfgPM8yn9jjJlm/zwHICKTgdnAFPuaP4mI365/F3AlUG3/eN1TUZQMoZrvjdu9c+mJYwCYMKQPYMXqF717xxjzGpBsoO8s4BFjTIsxZiNQC5woIsOBvsaYRcYyPx4ALkqxzYqiJEFhS1fqBFzROQboVeYPfS7xq3snHt8QkRW2+2eAXTYS2OKqs9UuG2kfR5Z7IiJXisgSEVlSX1+fRhMVpXhR94437ohMY8IzbJb41NKPxV3AeGAasAO4wy738tObOOWeGGPuNsZMN8ZMr6ysTLGJiqIo0QTDLH0TtoFKqV80ZNMLY8wuY0zAGBME7gFOtE9tBUa7qo4CttvlozzKFUXpIgrbXk0dt0/fmHCL1HLvFPY3l5Lo2z56h08BTmTPM8BsESkXkXFYE7aLjTE7gEYROdmO2vki8HQa7VYUJQHJeHfW1zeFWb7FQLh7x4S5d0p9Pk3DICIPA4uAI0Vkq4hcAfzKDr9cAZwBfBvAGLMaeAxYAzwPXG2MCdi3ugr4K9bk7npgfqY7oyhKByaBrf/BrkbOuuNVfv9SbTe1KDcIs/QBn8vUL/EXfshmSaIKxphLPIrvjVP/ZuBmj/IlwNGdap2iKCmTyNLfsf8wAEs+LK4snG7RD0ZY+iU+n0bvKIpSmDiphANF5t4JC9mM8OmX+kWjdxRFyU/cln5Dc2vU+dZ2y6J9a/2e7mpS1ti8pzl07P5egpEhm3619BVFyVPcPn1H4N04O0UVAzNvezl0HJ5wLTxks8Snlr6iKHlKmLZ5rJSpKLX++x83pn+3tCdXiO/e8RV8nH7CiVxFUQoTx8ItbLs2GkfzjTE88p8tYec0Tl9RlLwl3NCPNvUdX/ayzQ3d06AcwXHveIm7pmFQFCUv2Ln/cNSiIhMWjx4tZMWa29xrExUHTcOgKErOc7ClnZNvWciPn1oVVl7Y9mrqOME5XtpvRe8U9jenoq8oec7B1nYAHl2yhWb7GCJErbB1rFNccOfrPLBok+fbT6lPot6YWtoDVM2Zx4k3/7u7mtilqOgrSr7j0q43a/d4lhcTbYGgZ4iqm/ve2BjD0o9Ow/Duh/sAqGtsyVgbs4mKvqIUEIn8+G4KdcfS429awEeufyHp+j8478jQsdfirIMtgchL8hoN2VSUPCeWF8dtyXrJf6FusnLgcHvCOrEim0o9FmfVNVo5iiYN65OR9mUbtfQVJc+Jpd2xBgAFPtzTHHsiN8Knv3XfIQCG9avojqZ1OSr6ipLnRG4KoiSH4/6SiNTKbRHRO9ts0S+UlMsq+oqS54RnyXQPAMn794sR5+sJS8Pgi7b0tzVYot/SXhi+fRV9RSlQErl3CnUiN1mcryTS0g+a8H10HUs/UURQvqCiryh5TtiEret4yaZ93d+YPCRsItfOPNpmR/C0tgfZZU/ktqjoK4qSC0Ru/+fgdkcUU/ROsnj139lYxvHf79x/ODSQFoqlryGbipLnBGJM5O60t0O0yqMFbtGGwt88JR7e7h3LDm4PGJ5buYMeZX4AhverKBhLX0VfUfIct//ZPWF7y/y1HeUeRv38lTu7tF25jtd3Uuq3RoBFG3bz9QeX0tMW/SMqe7FuZ1N3Nq/LUPeOouQ5sSx9JQFO9E7ExugA+5rbAGhuDSACYwf1Kp7oHRG5T0TqRGSVq+w2EVkrIitE5CkR6W+XV4nIIRF5z/75s+ua40VkpYjUisidUuyhA4qSIVLd2NxXJP8DgzG+H2cu5JArSV2Jbem7B88hfcrpU1FSMD79ZCz9vwHnRZQtAI42xhwDfADMdZ1bb4yZZv98zVV+F3AlUG3/RN5TUZQUSJRuIbKOQ0mR7JG7/1CbZ/mPn7bs2Ntf/CBU5rh33G6ykf17UF7ip6U9WBCT3wn/1Y0xrwF7I8peNMY4w+PbwKh49xCR4UBfY8wiY31rDwAXpdRiRVHCCN/zNb5V6+ZzJ4zusjblEvVN0dkxT6gawAc7G6PKHfdOQ3PHQDFyQE/KS+xQzgJYlZuJof7LwHzX53EiskxEXhWRGXbZSGCrq85Wu8wTEblSRJaIyJL6+voMNFFRCpdAEtanVw1HyAqdeo+UyGMH9eLzJ40B4LvnTAyVO5b+bS+sC5VZlr71XW3d19yVTe0W0vpXF5HrgHbgQbtoBzDGGHMs8B3gIRHpi/fObDH/Uo0xdxtjphtjpldWVqbTREUpeLx81gdbwjNNer0BpDoX0BnmrdjB9c+s7vLnxMNL9A+3BZgwxMqaefL4QaFyx9J3s6G+KRSueeYdr3ZRK7uPlEVfRC4DPgF83nbZYIxpMcbssY/fBdYDE7Ese7cLaBSwPdVnK4rSQbh7x/p9zA0vhtX5/hMroq7rjl0Br35oKX97a1PXPygObtGffcJoepVZ/nnH5eW2SJ2JXDcrtu4Ps/zznZREX0TOA34IXGiMaXaVV4qI3z4+AmvCdoMxZgfQKCIn21E7XwSeTrv1iqKE+aydCchIK97Z/clNrKiWZAkGDXs8/OW5hvv7GdK3guqhfTjcFnAtzopOw3DulKGhsq+fMb5b2tldJBOy+TCwCDhSRLaKyBXAH4A+wIKI0MyZwAoRWQ48AXzNGONMAl8F/BWoxXoDcM8DKIqSIj/556rElTyInNw98/ZX+M2CD2LUDscYw3cfX87pt7+SVERLd7iSYhHp3ikr8dHqtvTdK3LtONYepf5Q2UdG9uv6RnYjCVfkGmMu8Si+N0bdJ4EnY5xbAhzdqdYpipIQd0RJZyIK3RPAwaBhw+6D/G5hDd92TWzG4uHFW3hq2TbrWgMeXpEw/vzqeq4+Y0LyjcsgbtEXrPUJQUNoVtHnXpwVSrjW8d0cO2YAMydW8toHhRFUUhzT94pSwDS5Jm1XbtvPwvd3JXWd271zuBOrTVdt28/1/1odsoq9rPhI6//Btz9M+v6Zxtnu0EEQjDGePn0neicyp35FAUU6FU5PFEXh/jc3ccXflyRV163VyW7+3Xi4jW88tJSBPcu4/KNV9n3CBf7VD+oZN/c5Vm/fHyrbvj9ceLuTSPeOiPVGZLwsfV9HwjU3pQW0kK1weqIoSqdwW+jNrUlsJm4Mc55cyZZ9h/j9pcdS2ac86j4AL662Erkt9Zg87m5a24OhPDoA4wb3skQfPH36jqXfalv6c86fBHhH9eQrKvqKUqTc+Oya0HEylv4/3v6QeSt38L2PHckJVQPx2+6dSEvfGQPcUTFD7AGiu9lzMNzKnzVtBD4RgsYkTK0M8MmpIwC19BVFKTASWfortjZw07NrOHPSEL468wigQ9SDEXnIHH++223SFuieZGUzf/Vy2Odo105HQjWvdjrzFJHtHdGvIuNtzRYq+opSJDy7YnvM0MmDrbEt/f2H2rj6oaVU9i7njoun4rOF0fF4RKaBcFav/v6lmlDZ5BF902l60mzeG54mwWs1rojY7h3nc8c5x6Jvtr+PMvvz6IE9M9/YLKGiryhFwjceWsb9b24MfZ40rE/ouLnF29I3xvD9x5ezo+Ewf/j8cQzoVRY6548RveOEcu7Yf5jTJgwG4KRxg8gGXqLvE8AY74lceyQ71BYu+v4CykOtoq8oec7VnVgxumbHgdDx5OEd1ncsS//eNzby4ppdzDl/EseNGRB2rsNVkruLszwtfSwr3zNk0+dY+tYgWFpiv9Wo6CuKkiv4PZKExcItggFj6FNurc/08ukv3byPW+ev5ZzJQ7nitHEez5XQfWLhCGvWRL+phX49SsPKLPeO8UzD4Fj6jnvHcff4CmjPJxV9RclzUs2hEzTQp8IS/cjonYbmVq55aBnD+lVw+2emhgmjg19iL85y2NZwCID2LFr6lRGRQ7Z3J/SGEh69Y7t3bNF3JnbV0lcUJWdIJp++w1vr94SOg0FDjzI/Pgm39INBw3cfW05d42H+eOlx9OtZ6nWr0IRuvMd/uMeaWPXaxKU7qG9sobJ3hOiLxFyc5bh32oOGMr8vNNgVkOar6CtKvtMZQXVb5UFj8PuEnmUlYakc7n59AwvX1nHdBUcxdXT/mPdyhDAZ103kCtfuoKG5lfomD0tfrL57+fR9Pgn1q9S1IKszLrRcp3B6oihFSmfcO1NHdWSMDAQNPhF6lvlpPNwh+re9sI4LPjKMy+w0C7GI5dM/emR0eGZ3WPqR8xLTblxAfWNL1MIwR8q9LH3oWKBV5sq3U0i7jBVOTxSlSIm17mmQK7zSwefyUwSNJfq9yks44No8fGT/Htz6X8d4+vHD7hVanBUu6MeM6h9Vtz1yBVcX8P6O6D1vm1sDUZa+z3bveKVhACi1vyP3KlxNw6AoSs4Qy4rec7A1um6YewfbvePnwOEO0T/jyEr6Vnj78d10pGEILw94uHK6I3pnjSvBm5tY7h3na4sUfcfSr3NFOp1QNTB0vGJrQ/qNzSIq+oqS53TKp++qa7l3oFdZCfsPdbhGypJ0ZcTy6XtF6nSL6O84QH+PSWcv0TdAm/32EZlXp8Rj1tZdZ0P9wQy0Nnuo6CtKnhM0JrRyNBFuV1DQGHw+oWe5P8y9k7zoeydcC3i4crojZHP19gNM8Uj3EB2yaeXTdyaXI0V+v+u78OLW+WvTbGl2SbhzlqIouc3/vr056bpueQv59MtKwtw7ZX5/9IUexErD4CXw6e7Hm4j2QJC1Oxu57JSxvFm7J+xcZe9yfn/JsaHUCiFL3x4BSyIGzEQD1M4D2dsbIBOo6CtKEeG2yoNBa4FVZPROupa+l7uprYtFf339QVrbg0wZEb6frd8nDOhZFkqRDB1x+s42k8m+JRUKxdVbRSlQepcnZ7+dMWlI6DhgDCLQK+LaLfuaIy/zxBcjn75XTH5be9dG7zi7dEW6dwb3LguLWAJnRa4JbYmYTmTO6zX1YTuE5QMq+oqS50wc2psZ1YOTqjvANdFpQouzwt05j/1nS1L36kjDEF7uNWn74prk9u1NlTXbD1Be4mPc4F5h5ZH+fLAmoDftaeaOBR8A3hO3yfLf9y7m43e+kfL12SCh6IvIfSJSJyKrXGUDRWSBiNTYvwe4zs0VkVoRWSci57rKjxeRlfa5OyVRELCiKEkRNMknBHMLtLM4K9LSnzi0D8ngLFKNsvRjuHLc8waZZvX2A0wa3jfKPx+ZggEiEqz5JOF6hEIjGUv/b8B5EWVzgIXGmGpgof0ZEZkMzAam2Nf8SUQcM+Iu4Eqg2v6JvKeiKCkQNCZ8htZmcO/oxVnuyJqAsVw0kZb+t86uTuq5sRZnxQrP7KpUDMYY1uw4EJYq2mFIn+gdr9xfVTpRRYmifHKVhKJvjHkN2BtRPAv4u338d+AiV/kjxpgWY8xGoBY4UUSGA32NMYuMldruAdc1iqKkQwxL//7LT4wqa3UJrzEGvx2n7zB6YA8+NnloUo+NlYYh1urbrlqVu63hEPsPtSUVrgl4DpCpMPWGFzNzo24mVZ/+UGPMDgD7tzM7NBJwOwS32mUj7ePIck9E5EoRWSIiS+rr61NsoqIUPo2H29iw+yD/Wr496tzuphZe/f7p3P+lE1h1w7mUl/hoaetIoRzKvVPeYem//oMzk3Z3+MQ7ZDOWpX/fG5uSum9nWb3d2hjGa0tGb59+/P7df/kJCZ9ZNWdekq3LPTIdsun1bZo45Z4YY+4G7gaYPn16dnKyKkoesGN/7JjxHmV+xg7qxdhB1uRmzzJ/KFYd7LkAn4RZ+p3BHyO1ciyXycj+XbO5+DP2gHfUsOREP9GQ5o5wKkRSFf1dIjLcGLPDdt3U2eVbgdGueqOA7Xb5KI9yRVHSIF7gSeT2hj1K/aEdocDyxfuEKJ9+Z5/ttuwfWLSJZZsbPOt3Vaj+vBU7AGuQi8RT9JN4kXnwKyd5pnTwIt9y7afq3nkGuMw+vgx42lU+W0TKRWQc1oTtYtsF1CgiJ9tRO190XaMoSsrEVpzI3Z4qoix9K2QzMnonWULuHdvU//idr/PTp1fHrP/C6p0s39KQ0rNi0RYrxaiNV/ROMpFOp04YHLXQKxapfn/ZIpmQzYeBRcCRIrJVRK4AbgXOEZEa4Bz7M8aY1cBjwBrgeeBqY4zzV3YV8Fesyd31wPwM90VRio54+hVpgfYs83PYZelbi7Oio3eSJZRl0zbhHd96LN5av4dZf3wzpWfFwtmZKxapWvqdoU+eiX7C1hpjLolx6qwY9W8GbvYoXwIc3anWKYoSl3j6FTkhG+neMcZaYJWupZ/IbfO72dP41iPvpfSMRNTWNcU97923zKp+wVn6iqLkLp1ZWFRRGu7eCaTp03fWQXnt0fvkVacA8NBXTqKlC1Mw1NZFb5ySiExb+jUJBp5cQ0VfUfKYzuhXj1I/hyNF394jNxViLc4COHpkPzbd+nE+OmEwTYfbo85nikSWvhddMfHaHfsFZAoVfUXJYzpjtfYsi3TvWHH6kRO+yeJ3JVyLjFsvL+l4e3AnNMu0/zsVK1sy7N6B1AafbKGiryhFQo8yP5v3NvPVfywBLLeMPw1fR6zFWZEs2bQvdHzEkN4pPy+SYNCwvj4F0e8CS/+9LfsSV8oRVPQVJY/pxE6JVJRa1vcLq62Ml87irFSJlVo5Eveg4LWrVqpsazjE4bbO3y/Z5HTJ0q9HKe9lOBS1K1HRV5Q8pjOe5AUR6Y2dxVmp4k6tfMoRg0Ll8755Wng910MymXQtV1wqU0f3j7kgLRfJr1gjRVHCMJ0w9bfuOxT22VmcBVZY5dC+nUuT4E6tbFzDz8j+PcLquUU/kxOeqYr+397alLE2AEwb3Z8/vFTDwZb2vAjfVEtfUfKYzkjo9Z+cHDqe/NPn2dfcFnJ1zJo2kpNd1noyuLdLdI89fSrC0xdMHdWxsjWRK2h3UwutSYZ41tQ1Mthjxa3DGUdWJnWfdDj5iIEcO7o/QQMrt+XHDloq+oqSx3TG0r/81HGhYyeKJx3/tt81ketuRWQ00DRXDqBEzZ3+839zzcNLk3p+bV0TE4b0inn+D5cel9R90mHa6AGh7J7rdnZ+zUA2UNFXlDzGEdHfzZ6W0vXp+PSdidxA0ICxrN5Nt348qt600f1Dx14LuRyceH9nojkexhhq6pqoHhJ7l69kFp396IJJCevEo9QvDOlTTt+KEmpSWCiWDXLfAaUoSkwcCS3xpWa/pRqjDx0DhjFgMEgSNmQ8944zICTTpvrGFhoPtzNhSG+evvpU+vWIzoiZaLXyjOrBXDlzfMJnxWPy8L6ICNVD+/DBrtyYWE6Eir6i5DGOiKbqpUlnf9jInbOSuVW8iE0nY2apP/GNnEVZ1UN6M9X1JgFQUepLKpQznQEPYMG3Z1Jt7yc8cWhvnl+1E2MnsctlVPQVJY9xDOdUZSYt947bp5/k1EI8S7+t3TqXjGA7kTsTPBZ7PffNGbz7YeLFUunG61e7NpCvHtKHh5u3sOdga9zJ5VxARV9R8piQ6CcpYH6fhIVNpmPtduycZU3kJmXpxxP9TizcqqlrpE9FiWfq5CMqe3NEZeKVv5m0x6uHWs/7YFf8iKJcQCdyFSWP6ax75y9fOD7sczquCJ9rcZYxJqmcNvHC9DsTw19b10T1kN4ptX+I12bpneDXn53Ks9eEL0CbaFv9NXng11fRV5QCIFnpm14VvoVieu4d63egM5Z+HGFvcbl1fvr0qriDgBWumVoenxtnpbetx6ePG8XRI8N31cqnCB4VfUXJYzrr3nHy7ziU+lOXABHBJ5aQZ8KnX1Ha0ZYHFn3Iiq0NnvX2HWxld1Nr3HDNeKQ7getFPkXwqOgrSh7jLIvyCRw1vC9XnR4/BLG8JPy//Dsb96b1/BKfz2XpJxbTuC6ciMtj1aytjz2Jm00mDu1Nza7GTi2YywYq+oqSxwRDlj7M/9YMfnhe/MVGkcJ84FBbWs/3+ZzFWSYpF1M8PYw8F0s840XuZJPqIX3Y19zGnoOt2W5KXDR6R1HyGEcY3ZOoi+aeySHXZinxcGLjU6XE5wtlzkw3eify3L6D3gNSza4mepT6oxK7JUuqzp17L5sed5exfIngSdnSF5EjReQ9188BEblWRK4XkW2u8gtc18wVkVoRWSci52amC4pSvDgy6Rbc4f16xA1ZfOV7p4eOrzmzOq3n+31iZ9lMjnhpGCIjX55evt2zXm19E+OH9EprL4BUOOuooZwyPnZSunyJ4EnZ0jfGrAOmAYiIH9gGPAV8CfiNMeZ2d30RmQzMBqYAI4B/i8hEY0xyJomiKFGELP1OhC5WDe5IUnZ6mpkoS3xCezCIMclZ0PHcOxsidsGKtTC3dlcjJ44bmHwju4l8ieDJlHvnLGC9MebDOH98s4BHjDEtwEYRqQVOBBZlqA2KUnSkuiJ3wy+sF/B0rWVnsZchufQD8UQ/co73Y1OGRdVpamln+/7DYathUyXT0635EsGTqYnc2cDDrs/fEJEVInKfiDiBwSOBLa46W+0yRVFSxBGuzqYU8PkkI+4Rv09oD5ikLf14Pv1e5eHhpF6hlevtSdzxSay4zQb5EMGTtuiLSBlwIfC4XXQXMB7L9bMDuMOp6nG55zcjIleKyBIRWVJfX59uExWlYHEWO2Urx5ffJ1bIpkmuDfGk8JhR/cPrelR2InecSdNcIx8ieDJh6Z8PLDXG7AIwxuwyxgSMMUHgHiwXDliW/WjXdaMAz5kaY8zdxpjpxpjplZVdv/uNouQroYncLD2/JOTeSa4VnYne8RoiauubKPULYwf27FQ73XTlAOmO4MlVMiH6l+By7YjIcNe5TwGr7ONngNkiUi4i44BqYHEGnq8oRYvJsur7fUJ70NgphRPX71ycfnSdml1NVA3qRUkaK4m7knyI4ElrIldEegLnAF91Ff9KRKZhDdObnHPGmNUi8hiwBmgHrtbIHUVJj44VudlRfb9PCASStfMtYuWcjxJ9j2vX1zdx1PD0J3GBpNcydIZ8iOBJS/SNMc3AoIiy/45T/2bg5nSeqShKB+nm008Xv52GIRGThvVhrb2HbNB4h2NGunciPx9uC/DhnoN88pjhpMOyzQ0ALNqwJ637eCEiTMzxCJ7cfEdSFCUpOptwLdOEfPoJJnKfv3Ym3z1nIhDbrx9ZHllt056DBA1MSDNc01lg9Yk0B49YVOd4BI+KvqLkMe6Ea9kg5NMncT59X2jTFe/ziSTS8ZNPSDNc89QJg7nni9P59WenpXWfWOR6BI+KvqLkMe6Ea9nAWpwVTCpk0zkfy9KPtIwja9XWNeETOKKyF+lyzuShlJV0jfw5k7m5GsGjoq8oeYzJcviO3xWymVD0iW/pR67IjRwEauuaGD2wZ9SeALmGE7aZqxE8KvqKksd4JVzrTjp8+km4d+zTsdKzJQrZdLZIzHVyPYJHRV9R8hjHGs5myGa7szgrQROcNsbaRyVqItc1OLQHgmzY3cT4PBD9XI/gUdFXlDwm+yGbEtoNK1EbEvn040XvbN7bTFvApLxFYneTyxE8KvqKkseYLE/kltgJ15JJWemElZoY+7bEc+/U5OhuWbHI5QgeFX1FyWNSzbKZKdybqCRaK9Bpn77rOFe3SIxFLkfwqOgrSh4TL4FZd1Di83Xk3klQt9M+fdfn2romhveroHd5fuzwmssRPCr6ipLHZNu94+tMyGZnffqu49q6pryx8iG3I3hU9BUlr8lu9E5ntksM+fSTXZFrFwSDJu9EP5cjeFT0FSWPyYUVucEgSW2XGPLpJ70i1/q8ff8hDrUF8kr0IXcjeFT0FSWP6QjZzANLnwQ+/YioHqdvTuROvoRrOuRqBI+KvqLkMaE9q7Kaeye5xQIJo3ciPju3XZ9nkTsOuRrBo6KvKHmMYw1nPctmEh6MVFfk1uxqYlCvMgb2Kkurrd1NrkbwqOgrSh7TIZTZTbhmtSBhxjWgYzP3SGL5vmvr8yP9QiS5GsGjoq8oBUBOJFxLMvdOLLxW5Bpj8ibRWiQiwoHD7fzv25tjDnTZID9WOiiK4kmHeydblr4vlHAt8eIs63fsOP3wz8YY6pta2H+oLe/8+ZEcagvgT8EHV17iy/iuaCr6ipLHOAKavYRrJLVdIrgXZ3mf91qctWi9tY/tpGF902xpdnDcX1N+9kJK16+96byM7x+goq8oeUy2V+T6fT57RW4y+fSdxVlJRu8EDXe9sp7xlb04adzATDS327nj4qlc++h7fP/cI1P6Nyrpghn6tERfRDYBjUAAaDfGTBeRgcCjQBWwCfisMWafXX8ucIVd/5vGmNSGP0VRgOwnXHNEKRBM7NOXBNE7kYPBwrV1rN3ZyB0XTw3tr5tvXHTsSC46dmS2mxFGJiZyzzDGTDPGTLc/zwEWGmOqgYX2Z0RkMjAbmAKcB/xJRHJ73zNFyXGynXDN8VO3JyP69u9Yln5kX16v2c2oAT24cNqIdJupuOiK6J1ZwN/t478DF7nKHzHGtBhjNgK1wIld8HxFKR6y7t6xLf1A4sEn5N6Jcd5rLLjitHGU+jXIMJOk+20a4EUReVdErrTLhhpjdgDYv4fY5SOBLa5rt9plUYjIlSKyRESW1NfXp9lERSlcOlbkZte90xYMkmg6ubPROwCTh+fnBG4uk+5E7qnGmO0iMgRYICJr49T1+ovw/Nc3xtwN3A0wffr03AlwVZQcIxdW5AK0B5Lx6Vu/I3PsOHgNBr3yJH9+PpGWpW+M2W7/rgOewnLX7BKR4QD27zq7+lZgtOvyUcD2dJ6vKMVOR9qb7Fr67cHEm6iEUivHcvB4FGc6XFFJQ/RFpJeI9HGOgY8Bq4BngMvsapcBT9vHzwCzRaRcRMYB1cDiVJ+vKEr2E665o2qSXZEba+7Zy9IvL1F/fqZJ591pKPCUPXqXAA8ZY54Xkf8Aj4nIFcBm4GIAY8xqEXkMWAO0A1cbYwJptV5RipyO1MrZwR1HnuhtwznbGZ9+eamKfqZJWfSNMRuAqR7le4CzYlxzM3Bzqs9UFCUcR0CzFcfu93WIckJL366a7IpcUPdOV6DDqKLkMU6GS3+Wo3egM9slJrciF6Cnin7GUdFXlDzGEf1sWfqdeW6ifPr1jS1RZSUao59x9BtVlDzGcYmkksExE4RZ+gneNhKtyL1zYU2mmqXEQUVfUfKYgB3zni33TmcGm0QrcqePHZCBFimJUNFXlDymYyI3O88v6VTIpvXba0OR9kCQNTsOhJU9e81pabdPiUZFX1HymGxP5Po7EbIZ2i7Rw9T/YFcTza0dEdzlJT6OHtkvE01UIlDRV5Q8JiT6WQvZTGFxloeDZ+nmfYC1r2wy91JSR0VfUfKYoL03bbYSrvk7EbIZb0Xuss0NDOpVxthBPTPYOsULFX1FyWMCQZM11w5AiWsyYeeBw3HrdmyXGK36yzbv49gxA0IuomzlEioGVPQVJY8JGJPVXaXclv6zK3bEretUjdT8fQdb2bD7IMeN7R96XVD3Ttehoq8oeUwwy5a+W/RH9u8Rt27Hdonhqv/elgYAjh09gMUb92a2gUoUKvqKkscEgtmbxIXwkM3ZJ4yOU9O9OCu8fOnmffgEpo7uF1VXyTwq+oqSxwSNydoGKhA+4CRyM8WK3lm2uYFJw/rSs6wj/+PBVk3A21Wo6CuetAWCNLe2Z7sZSgLag8Gs5qfp3OIs273j2jkrEDS8t6XB8ucr3YLuRZZn7G9uo6zER48yf1T5si37OP3IITGu7CAQNHFdAlVz5oWON9368dQbq3Q5gWCHmGYDt3WfaG7BK3qnpq6RppZ2jhujKRi6C7X084S/v7WJqjnzmHrji5x8y8Ko85/4w+tcfv9/2LH/UNz7fLjnION/9BzPrYwfaVGI7D/UxnJ70rBQCAYN2UxE6bb0Ew0+zkKyhua2UNmyzQ0AHKui322o6Oc4VXPmUTVnHj97ZnWobP+htqh6W/ZaYn/KLS8B0NTSzuE2yy/6l1fXs25nIwDLt+4HYF4M0Y/MgBgrI2I+cvn9i5n1xzc9c7/kKwGTO9E7iZrhvJ32LO94S1364T4G9CylShdldRsq+gl49YN6/vLq+oT1jDFUzZnHD55YnpHn7j/Uxl2vxH5u1Zx5/PHl2lAb3WzZ28zRP3uBST95HoBb5q/l/N+9xqP/2cw3H14GwJ6mFh79z+aQANbWNbFo/R5aA8Gwe33h3ndobQ9y9YNL2VDfBMA/l22jas48/vved9jfHD4ABYOG9Xa9ruDtDXvYvKc5pWsdq7JwJN/6vrMZp+9enJUoiii0iXqg419g2ZYGa1GWBuZ3G+rTT8Bl91l7ty/b3MBdXziOBWt2ceU/3uXl753OuMG9QvVWbbMyBD62ZCu/+NRHOj25ZozhyB8/T2sgyKK5Z/Ljp1axcG1d3Gtue2Edt72wLqp8xq9eDh07/vmggR8+uTJU/vaGvby9YS8/fHIlD/3PSVx6zzsAXHLimLB7vVm7h4k/ng9Evx28XrObqTe+CMA1Z07g9y/Vhp1/7pszmDyib9w+eFGzq5FP/P4N3vnRWfTvWRZ2bvbdbwPRcw3XPrKMpZsbeO0HZyS8v/X2YonMOxv20Ku8JK3kXm/U7GbrvmZmR3x3naW5tZ1Sv49S19/O4o17mTS8D30rSj2vCZj48zNdjTu7ZyL3jtOvNtuw2N/cRm1dExdNG9Fl7VOiUdGPg9sN8PzqnYyb+xyVdkKoM25/hU23fjxs0tOhLWAosd9g12w/wLjBvcImXo0x/PnVDfzy+bV8/qQxDOtbwR0LPgidd1w03YUj+AAPL96c0j0iBR/ggjtfT3oieOf+w1FzFdNuXMCmWz/OK+vquPz+/4Sd29ZwiJH9e/CVvy/h3+/vCpUnmqQGmHDdfM4/ehi3fPojfM41iDz57lbGD+nNtNH9417f3NrOxt0HmTLCGii+cK/1/aUr+pN/+gLTxw7gias+Clhve5/9yyJmVA/mH1ec5HlNLqVh2Lj7YPy6fqudbbalv2yLlWRN/fndi4p+HDZ4/BG7t3SLdG04NBxqpUdZD5pb27ngztcBeO37ZzDG9lv++/06fvn8WgAefCc5kR3Rr4Lt++PnNskkMydW8lqE26grqK1rYkDPUs/JacBzUAX46T9X8cPzJ4UJPsD4Hz3Hbz43lbaA4QdPrGBgrzK+fvp4WtrD3VbzV+0M80G/Vbub7z5uuebW3HhuWMx4JJN/+kLo+I+XHhc6bg9Eh0+2BYLsaDgc+rd30x4I8svn13LV6RMY2Mt6o1ny4b7Qeefv6/Wa3THbEsyhNAx/e2sT1184JWZdZ4Bot2M2l21usBdl9e/SNirhpOzTF5HRIvKyiLwvIqtF5Ft2+fUisk1E3rN/LnBdM1dEakVknYicm4kOdCXO8vAXvz3T8/y9b270LD/llpd4dsV22l1vCv/157cAWLezkeueWul5HcAXTxkbVfbxY4Zz28VTQ58f/Iq31ZdJbv/MMRm5T7yJ4F0HDnP2r1/l+J//u9P3Xbi2jo/95jXPc99+dDk/eGIFAHsPtvLzee97usGeW7kzdHzpXzvedi7+8yLufWMjSzbtZcveZrY1HOLMO15h/sodNLWEr124+qGloeMb/rUmzBB4ftUOqq+bz8zbXmbvwVbO++1rVM2Zx5a91pzEhOvmc8/rG/n+497zQF4T9pFk39LvePYvPvWRuHXLQu4d629i6eZ9TBzah97lant2J+lM5LYD3zXGHAWcDFwtIpPtc78xxkyzf54DsM/NBqYA5wF/EpGc2Op+8ca9zPrDGyFfI1hi9T37P+P4yt6e193/hrfoA3zjoWVhE1b1jS0s3byPz/5lEWBtEhHJdRccxY2zjubnFx0dVn7C2AGccsSg0OdTJwzmJ5+YHHk5AJOG9YnZJoDvnDORGdWD49YBGNK3gs8cPyphvUgiB63bX1zH86t2sGVvc9QA8NSybZ2+fyqsvP5jrL3pvKTrNzS3cdOza/jMnxcx41cvc+qtL7Gh/iBXPbiU378Uex/Xf7z9IWfe8Qp3Lqyhas48vva/HQPCcTctYK0dQTXjVy+zbHOHRb9wbR1v1UZb8/VNHW92sRbKBYLZ2xQdwi39RH8vjnunPRAkaC/KUtdO95PyEGuM2QHssI8bReR9YGScS2YBjxhjWoCNIlILnAgsSrUNmcIR4urr5od80Pe9uSl03u8TTp0wiDdr94Rd19gSf8XqNQ8vDfv86T+9RdWgnvzjipMoL/Fx4i86XBqfnDqC/5l5BABfOHksP/7nqtC5MYN64vMJD33lJHraVtEVp42juaU9bC7g3ClD+dZZE0MuJYcR/Sp4/KqPhhJirdq2n9dr3gid/8knJnPTs2tCn51t6m6/eCq3XzyV5tZ2/v1+XSjyB+CfV58a8n2/sHoni9bv4arTxzO0bwWfP2ks3338PVragtz1yvrQTkl9K0qYPKIvk4f3Y8qIvlHzB3deciwrtjSweNNeVtihpenyrbOq6RNjEjQWb845k7oDh3lm+XZ+Pu/9sHP3vbGRj4zsx8pt4e2bUT2YOedP4mdPr+bXrn+TWHzqT2+FfXa/aXzp/sWMHdSLv721KVQ29YYXOX7sAGZUVzKjejBTRvTD7xOCJrtx+m7RL/MwZNyERN+O8Go83M5xY/p3ZfMUDzLyXiUiVcCxwDvAqcA3ROSLwBKst4F9WAPC267LthJjkBCRK4ErAcaMSW1y7M6FNdQ1dt4H/u81u+jXs5RbnnufsyYN4a4vHA/AV2eODxP9MycNobzEx/xVO2PdKmqQGNSrjMe/9tHQZLBPrKiauz5/HOd/ZHhY3Yf/52Quucf6uk6bUAnARyeEW+jOINEeNMyaNoIj7DeSn31yMjf8aw19Kkp49prTGDuoV9h1U+yImhKf0B40fPnUKq44bVzMfvQsK+HCqSPYuf8Qowf0pKauiWNc0S7nThnGuVOGhT4fOawPz14zA4DDbQHW7mxk9fb9rN5+gNXbD/DgOx+GfOxOWwEunDqCC6eOIBA07D/UxnE3LYjZpmQZ1Lsj+mdw7zJ2N7XGrHvGkZXc88XpgPWmc97Rw6JEv6LEz32Xn8AJN3e4pB748onMnGj9Gz3+tVMYN/e5tNq860BLVLbJL586jtdrdocitvr3LOXU8YN5aW1daD4gG3TGtVTq64jecXbKUku/+0lb9EWkN/AkcK0x5oCI3AXchBUOfRNwB/BlvBPneTp8jTF3A3cDTJ8+PaWw6tdr6tlQHz+awIsn3t3K0s37GDWgB7+ZPS1kvTj/qR3+eOlxbNpzMCT6ZSU+WiMmCyN56Xun069Hh9V59lFDeXHNLs/X81PGD+KFa2fy8rq6mBZURamfa86qjir/0qnjmDVtJP17lHreW0RSSq9w5czxAJzfiWsqSv1MG90/LCKmPRBk4+6DbGs4xMzqSmZNG0nfio4/Rb9PPIXsd7OnMWuaZSfsO9jKsfagUDWoJ1edPp4fPrmSwb3LGdy7LORKmTCkwzW3+Edns+D9XZxz1FB+u7CGGdWDufjPHS+a93/pxLDnjRrQk7nnT+LRJVtCf0vfOrs6NGg7nOxyvYkIb/zwDE775cukwtRR/Xj6G6dhjGHdrkbO+6311jb3gqOYi+UmfGv9bl77YDdv1FoT7XsPxh7IuprOuJZ8PsEnVpz+ss0N9OtRyhGDeyW+UMkoaYm+iJRiCf6Dxpj/AzDG7HKdvwd41v64FXDnXh0FbE/n+fF4/GsfTbruL59fG1oI9fzqnVSU+vj7l0+Mio0e2b8H2xoO8Y0zJtCjzB/yn8+aNoKbLjqaW+ev5SFXNM6FU0fwzPKOLroFH+DGWUczsFcZZ8TIl3PksD4cmcBHH4tsWn+JKPH7qB7ah+qhVt9itdUZmJwIHkfwAQb0KosauD53QsdboTGGjbsPht5+wBId543kO+dMBGDDLy7gu48v55ZPe09CfvX/jeer/298qA2XfbQq7Py1Z1dHDcqjBvTkjoun8t3Hl/OPK05kaN+K0KTzjOrB7Nx/mJq66AVsXzq1irnnHwVYg8ekYX1Z+pNzwrJoVvYpZ9a0kcyaNhJjTNpvFZliaN/yxJWw/u3bgpalf+yY/lmdjyhWJNVl9mItofs7sNcYc62rfLjt70dEvg2cZIyZLSJTgIew/PgjgIVAtTEmbg7V6dOnmyVLlqTUxs5w5QNLeHGNNV795nNT+dSxyU1iOt+fiHCwpZ2HF28OuQQ23nIBSzc38F93Wf5bTV6Wv7xRsxsRaxId4DuPvcf/Ld2W9L/pv9fsorJPOVNH9+eah5fxr+Xbef/G86go9XHDv9bwt7c2sfqGc+nVyUiWppZ2jDGdnrfIJG/V7mbC0N4M6VORsO6Unz7PJ44ZwWPvbuHasybyrbPD31Q12V/mEJF3jTHTo8rTEP3TgNeBlYDj1/gRcAkwDct1swn4qmsQuA7L1dOO5Q6an+g53SX6b63fzaX3vEP/nqW899OPpXUv5w/X+aOtazxMqc/HgBy2vpXO0R4Icrg9mFK44aHWAPWNLaHY/fZAkENtgawKd3cx9YYXGdy7jPX1B/nHFScyozrcbaqinzliiX460Ttv4O2nj/m+aYy5Gbg51Wd2B9PHZn5iKRkLSMkvSvw+eqcYNtOjzB+2WKvE76NPNkNwupFSv7C+/iCii7Kyhq6KsDlp3CC+fvp4Lj+1Ku17Pf61U9iYwiSyohQ6zqrcCZW9Y+YTUroWFX0bv0/4wXmTMnKvE6oGckLVwIzcS1EKCSdWf/RATaWcLYrjnVJRlJzAybQ5KMb8VuRqdCXzqKWvKEq34WTijMxh5PCFk8dy8fRRFNDePTmHir6iKN1OvJXs5SU5kZKrYFH3jqIo3YaT5uLJq07JckuKF7X0FUXpNs6ZPFTj77OMWvqKoihFhIq+oihKEaGiryiKUkSo6CuKohQRKvqKoihFhIq+oihKEaGiryiKUkSo6CuKohQRKW+i0l2ISD3wYYqXDwZ2Z7A5uUwx9RWKq7/a18KlK/s71hhTGVmY86KfDiKyxGvnmEKkmPoKxdVf7Wvhko3+qntHURSliFDRVxRFKSIKXfTvznYDupFi6isUV3+1r4VLt/e3oH36iqIoSjiFbukriqIoLlT0FUVRioiCFH0ROU9E1olIrYjMyXZ7kkVE7hOROhFZ5SobKCILRKTG/j3AdW6u3cd1InKuq/x4EVlpn7tTRMQuLxeRR+3yd0Skqls76EJERovIyyLyvoisFpFv2eWF2t8KEVksIsvt/t5glxdkf+32+EVkmYg8a38uyL6KyCa7je+JyBK7LHf7aowpqB/AD6wHjgDKgOXA5Gy3K8m2zwSOA1a5yn4FzLGP5wC/tI8n230rB8bZffbb5xYDpwACzAfOt8u/DvzZPp4NPJrFvg4HjrOP+wAf2H0q1P4K0Ns+LgXeAU4u1P7abfgO8BDwbIH/LW8CBkeU5Wxfs/YH0YX/AKcAL7g+zwXmZrtdnWh/FeGivw4Ybh8PB9Z59Qt4we77cGCtq/wS4C/uOvZxCdZKQMl2n+32PA2cUwz9BXoCS4GTCrW/wChgIXAmHaJfqH3dRLTo52xfC9G9MxLY4vq81S7LV4YaY3YA2L+H2OWx+jnSPo4sD7vGGNMO7AcGdVnLk8R+XT0Wy/ot2P7a7o73gDpggTGmkPv7W+AHQNBVVqh9NcCLIvKuiFxpl+VsXwtxY3TxKCvEuNRY/YzX/5z7bkSkN/AkcK0x5oDtxvSs6lGWV/01xgSAaSLSH3hKRI6OUz1v+ysinwDqjDHvisjpyVziUZYXfbU51RizXUSGAAtEZG2culnvayFa+luB0a7Po4DtWWpLJtglIsMB7N91dnmsfm61jyPLw64RkRKgH7C3y1qeABEpxRL8B40x/2cXF2x/HYwxDcArwHkUZn9PBS4UkU3AI8CZIvK/FGZfMcZst3/XAU8BJ5LDfS1E0f8PUC0i40SkDGvi45kstykdngEus48vw/J9O+Wz7Zn9cUA1sNh+lWwUkZPt2f8vRlzj3OszwEvGdhR2N3bb7gXeN8b82nWqUPtbaVv4iEgP4GxgLQXYX2PMXGPMKGNMFdb/v5eMMV+gAPsqIr1EpI9zDHwMWEUu9zUbEx/dMLFyAVY0yHrgumy3pxPtfhjYAbRhje5XYPnuFgI19u+BrvrX2X1chz3Tb5dPt//w1gN/oGPldQXwOFCLFSlwRBb7ehrWK+oK4D3754IC7u8xwDK7v6uAn9rlBdlfV1tPp2Mit+D6ihUluNz+We3oTS73VdMwKIqiFBGF6N5RFEVRYqCiryiKUkSo6CuKohQRKvqKoihFhIq+oihKEaGiryiKUkSo6CuKohQR/x+hf5y38gqCVAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAk2ElEQVR4nO2debgdVZmv3y/nZJ6Hk4HMiQkhQaLhGEYZFCQBFafuC15BaTGXvtDX4T5XoJ0e2wHsfq76cEEjLTTttRGvLSqtUZoGG0REOFFAhgRiEiAkkMOUMJNh3T/2Pif77FN77zp1qmqvWvv38oRTu2pV1fettepXq1Z9tZY55xBCCFF8hjTbACGEEOkgQRdCiECQoAshRCBI0IUQIhAk6EIIEQjtzTrxlClT3Lx585p1eiGEKCTr169/2jnXEbWtaYI+b948urq6mnV6IYQoJGb2aK1t6nIRQohAkKALIUQgSNCFECIQJOhCCBEIEnQhhAiEhoJuZleb2U4zu7/GdjOzy8xsk5ndZ2Yr0jdTCCFEI+K00K8BVtXZvhpYVP63Bvj24M0SQggxUBrGoTvnbjOzeXWSnA58z5XG4b3TzCaY2Qzn3I60jKxk45MvcNXtm7llw07OP/ENPLLzReZNHsWzL+3hwR27ue3hbo5f3MGtD3cDMHZ4O21txmlvnMGjz7zM0DbjrKPm8pVfPMSefY7OuRO5/o9PAHD3Z07ijj8/zeW3bOJDR85l5LA2tj33Cpfd/AgAb5w5ngUdo1nYMYYdu17lB3c9xtA2Y/6U0Xz9L99Ee5ux7r4dvL7Pcd+25+mcOxGAF17byz/9dmsfP6aMGc7QNmPHrld5+5Kp3PpwN+cdv5AhBr/98zOsf/Q5AA6fO5HOeRP5zq2be/cd2mbs2Xdg2OP/8bY39MunV/bs4x9/s4WTDpnKyUun8Z3bNvP+FbNYetA4tj//Crc/8jRbn3mZmRNG8B8P7eScY+bx6w072frMy4wfOZSZE0by3Muv87G3LuCDR8zh0l9u4Jo7tnLy0mkMbTPW/enJPud91/KDmD9lNEddegurlk1n4qihOKBr63OMHNbGLRt2smLOBI5b3MFVt29hQccY/u9HV3Lhv97HiKFtLJ42lq/9agN/dcx8rv7tlt7jzp08ikefeRmA96+YxeJpY3jptb08uGM33S+8xr3bdnH5B9/MOw87CIC7tjzLX37ndwAMMVg8bSyHz53IA9t30zbEOGbh5Mh69cOux3lq92usmDOBY98wpXf9Hx57nqnjhjNiaBsvvrqXeZNH9W67c/OzXPr+NzJ5zHDOvvoupowexs0bdgJw+4Un8rN7tvPann1sfeZlDpkxjr8+YWHvvndvfZZv/XoTU8eOYNq44QA8svNFDps1ga/9agPHLe5g1bLpzJk0ikmjh/H1mx7mtoe7eX3ffmaMH8GOXa/y478+mn37HTc/9BQbnnyBWx/uZojBtR87kv/5/+5lxdyJ7H5lD0+/+BonHNxBm1nv+W984ClGDB3CZ9+5lNf27OeuLc/0yY8xI9r5wOGz+dzP7ueex57n/StmsvvVvVxzx1aOXjiZjxw9j03dL7LxyReYO2kUmPGPt21m+vgRDDE4euEUbnukm3cvP4ies152yyaOXDCJlfMmcdktmxhicMGJB+rQpu4Xefal15k0ehgvv76Ps4+ayz/f8Si3PtzNe988k8+edgiTxwznPVf8lhnjR3DiwVP59wefon2I8dX3vZEfdT3OS6/t5bJbNvGWeRO5e+tzfPfsTs79Xhc/Ou8ozrrq9wCseeuCyDpw6yNPM6zNOH5xBws7xvDQjt0A/G7zM9y99TlmTxrJ8lkTWDBldJ/9/nX9No5aOIWZE0ZEHjeKznmTOG5x5LdBg8LijIdeFvSfO+cOjdj2c+BS59zt5d83Axc65/p9NWRmayi14pkzZ87hjz5aMz6+Jr+4bwfnX/uHAe8Xh5kTRvLE868k3v99K2Zy/R+eSNGi+FRcqwCkOcz9xauXcMkvN9Q8r3NwxltmM2JoG9fcsbXP+nr87alL+Oq66OMOlK2XngbAvIt+0TBtdV5Bf1t70kT5UO3bV957KJ/5Sd8eyY6xw+l+4bVIG6vtbJRX71p+EP927/baCWIS5dNhs8azZ5/joR27+20/99j5fPf2LQyWev7Vy+dqzj9xIasPncE7/8/t/bZ96Mg5fP/OxwZkUyUDvV6i7I6qV7U47/iFXLhqycBO2nseW++c64zalsaXolFuRGaPc+5K4EqAzs7ORJJz2mEzOP/aJHs2ZjBiDrB/v2Pu5FHs2buf7bte5dpzj2D8qKGcdln/CliLDV9axZLP/WpA5/3dxW9jxviRfdbFEba4PLn71cj15x47n8++cylHX3Iz+/Y7duw6kH9bLjmNj32vi5sefKrmcXe/sjeRPW9dNIXfPPJ0on03f/VUhgzpX2Ur82vTV1bT3jak33qAe7/wDsaPHMofH3uO937rDgBe3bO/3/F6xPymTx7Hyd+4ra5NWy45jV/d/yTnfX995Pb9+wd/d54+bgR3/u3bgdJT7infLNn0+t79OAerlk1n7VmHA/CbR7o566q72LPvgF+fPGkx3/iPhxOde8slp/Hia3s59As3AvDg353C0s/f2LsN4Gf3PMHHr7un7nF2vbKHl1/fF7mtpwy+/J5D+exPI1/39fJPH3kLJy6Z2mfdJ677Iz+9p+9N85Rl01hz3ELe/+07+qz/zadPZPak0pPadXc9xkXX/6mPL80kjSiXbcDsit+zgME3J4QQQgyINAT9BuDscrTLkcCurPrPhRBC1KZhl4uZ/QA4AZhiZtuALwBDAZxza4F1wKnAJuBl4JysjBVCCFGbOFEuZzbY7oDzU7NICCFEIvSlqBBCBIIEPUVc1d9QqBXS5Wosxz5ucDmVDWnkU71j1NpWpNIZbJiuDSTm0GMk6CljNX/E3L+A9arnYkgz9j0r4uRvvYu7Z1PaApBnuUedq3Kd0b88i1Ivk9oZtZthDfPKNyToGWB9lj0u/UHSLM+K1JryxdRQ6mGj/MzbT1/KtwcJegCEcrGKcGmVRk6zkaALIUQgSNBFahSgC12IoJGgp0jPSyQJW4lGL0mL8BI1DnEGuGs2SSJlihSFVCRbs0SCLlKhAJpWWLLO25phqSrTwiFBT5nKCIwkL39CemGUVQTAYA4bJ0KmXgqLkSYJeZZ6ZIieRS/X2ydN0opcinWY6BjFyGNF55W/16gEPQP6vNH3t+wLi295Wv8C98PYkBoK9YjlZdQY9wnzx7d8laALIQqDX/LpHxL0APCtxSpENaqj+SBBF0LkisQ9OyToKRLu4FzJPGoYtpjoqP4RbthigSiUsdkhQRepoDjg7Mg8bLFJ5xXpI0FPmcFGuBTxcbSWzT6GLcY6fp0T9ES0pO1bnqFw0WGJleG28fZJk7QOn3i0xVphixEbfL5EJegZoLDFbPE5DrgaX0z1LbwuK3L307NslaCL1GjVR/Qi3WCKTlGf+vJCgi6EEIEgQQ8Af1oXLdpEFw1plS6fZiNBT5Ge8LXQZC2pPxpt0R+SRSH571cPxbE0WyToIh10RWVG1iGhtW5IBbhPJSPghwUJetpY5GKS3QtDeGGLdSaJ7v2b8iTRqR4twdmsweaMX/ymdvg0wxZrlLLP78Al6Bmg+ROzxecLqhpfTG2Vepi3l77lqgRdiEGisMXiE8oNT4IuhCgQYQhvVkjQhRCtRagve5Ggp0rTRlvMuNGSVbRDKAN6hRq2mKZbWfdKFaEM8kCCnjJ9x3FJMKdoAftjDctZmpuXRz3Fk/7gXLW3pa1V1edyRL/Iz/OG2+w+7Mj8t8YDmfmGBF0IkStZtlmK2CBKk1iCbmarzGyjmW0ys4sito83s38zs3vN7AEzOyd9U4tDq4y22K+ll1ODrkh56ovA+NyqTJPcwxY9Kd8eGgq6mbUBVwCrgaXAmWa2tCrZ+cCDzrnlwAnA/zazYSnbKjxD3ZZC+EWcFvpKYJNzbrNz7nXgOuD0qjQOGGul29UY4Flgb6qWCuEpvrXSxMAJpQjjCPpM4PGK39vK6yq5HDgE2A78Cfi4c25/9YHMbI2ZdZlZV3d3d0KTPSbQFmtmL8cCya8iR1jUM903t5yrLbyemdo04gh6VBZW598pwD3AQcCbgMvNbFy/nZy70jnX6Zzr7OjoGKCpxUGVKx7Kp/wIfZLoAd18AmmNRxFH0LcBsyt+z6LUEq/kHOB6V2ITsAVYko6JxaLy8TvRnKIp2pIXZslaqUl9bWYeZfVysW7YYtrnqj6va1xvM59TNMbx68/1OmgLItdElbfP3TNxBP1uYJGZzS+/6DwDuKEqzWPA2wHMbBpwMLA5TUNFbXyJYChSi06Eic9imwftjRI45/aa2QXAjUAbcLVz7gEzO6+8fS3wJeAaM/sTpRvbhc65pzO022sajEQaDM26eIp00fpiqi83fcjWlrzrhj+5WqKhoAM459YB66rWra1Y3g68I13ThO/49tJMiFZHX4oKMUgUtlh8QilCCXqK9EQShNZwTdoSbzinaLLDekcRwhabPThX1hTJ1iyRoAshIvFxNMxAGtKZIUFPmcG+EC3io1858q3/+szmFA1wtMU6PqU/2mLfc/UfbTFin4R5Hjefci3RiPyMnjvUaoy26C8SdJEaPld00Rr4FM3TDCToGZD3aIu+hA/m9YBepKcYX2xtttDllQ+5hy16Ur49SNCFECIQJOgiMYosEEnwrVUbEhL0FOkRuNB0Lqk/DcMWdUfIjUQRKwUqngGZ2oSxavJCgi6EiKRAei7KSNBTpvJOn2i0xQI2FcwssjWeWdiiB1mU+kvGuodLV1qrT+Wcq6q36Y0wGHe32OGNGRV+5KiKtRN7iwRdCCECQYKeAVbnV0g0LVyyQHnqi62+2JE1eT/h+vC0WIkEPQA8q1NC9KNVbijNRoIuUkNRK0I0Fwl6igQbtljDoer11ckahy0mNkkMkGSjLWZTQFm01dWYKCFBF0JE0koS6VtfeFIk6CnTt68wkFrSgLxHW2xmtmY32mJt0h9tser4VedPc4TB+C8pmzzWTNQ6q5UX/l7XEnQhRGFoJKX+Sm0+SNAzIO/RFptF88IWi4Mv5e9zq3IgNHpYyX+SaL/yVYIuhBCBIEEXqeFXW0X4hC9PKqEjQU+RUCeJruVRo7DFZEcVWRD8JNGD3L+IYyhFIUFPmcEOzlVIcp8lpolzipadTT3KJUefIgeiqjh/z5Lrsz3puWKm8/BaMWrlVf62xEWCLlJBH3ZkR9Y5m3fRhdIa9hEJuhAiGHyLOskbCXoGtMqnRQpbLA6hCF3DOHRNEi2EECIEJOgpEmo3cly/Bup/qPlVJOqVgW/vReqa45epTUOCngF5162ivmRKNHGxSESisMUUz591DVVdKhFL0M1slZltNLNNZnZRjTQnmNk9ZvaAmd2arpnFpJgyG5+eFlPigZsS7tnM+1fv4Fwpl26eLkWF1jYenCvbsoqTrN6xBlsekT6bpTpQWR60N0pgZm3AFcDJwDbgbjO7wTn3YEWaCcC3gFXOucfMbGpG9gpPceipNyuy7vpQ6zacl8ZxWugrgU3Ouc3OudeB64DTq9J8ELjeOfcYgHNuZ7pmCiFEY8KQ5eTEEfSZwOMVv7eV11WyGJhoZv9pZuvN7OyoA5nZGjPrMrOu7u7uZBYXgL6Pr+FWMYUtNsaX4vepBZqlJb7kd7OII+hRWVT9jNYOHA6cBpwCfM7MFvfbybkrnXOdzrnOjo6OARsrhGht0hDskDW/YR86pRb57Irfs4DtEWmeds69BLxkZrcBy4GHU7GyIITaE5lVF676bptPkUIB64ZY+mZsk4jTQr8bWGRm881sGHAGcENVmp8BbzWzdjMbBRwBPJSuqcVBVSsenoU5B02ysMXiFNBA6lJxvBo4DVvozrm9ZnYBcCPQBlztnHvAzM4rb1/rnHvIzH4F3AfsB77rnLs/S8N9pc+odYF36PWGLZb9HKi3iUfwa+poiz02pHzcZr2P6HWoz9ra6QZ6/Ji1Ik6ZZplHtcITa4Uz+kqcLhecc+uAdVXr1lb9/gfgH9IzTcTFi+oVcrOnyYQw2qLPIgieXEMpoC9FhRABEYo0J0OCngGtOtpiXo30IuWpLy1Tn8IWsyT/0Rb9ylcJukgN3wZzEn7imQYGhQQ9RXr0LDRZSxrt0Ejfpf/5EcqcorWeNHy0tRlI0IUQkRRJJIsUYpklEvSUaZX+80pq+ZnZo3VTR1tMFqLZ8Lg5OtVoNMVUyy3F0RazJNJnqzFJdPbmJEaCLhpSq6VWuV4tpOzIuqVcpJa4qI8EPQD0kkn4Tl5VNPHY/IFcRBL0DGg0WUDRqOVD80ZbLE6m+mJpkfJsMMT64jTN86V4rDSQoAshRCBI0FPFVfw/HJL2sapv1h80OFdrIEEXQkSSlUgOpr+61q7S8xIS9JSJmoA3dPLuY2/qJNEZ2ZCnT1GC2qfextwn1rli25To8KkRHbVYY5Joj69rCbpoSJzWj3N67M0KZauIiwRdpIbPLRfRGsSpgiHfICXoGdD3a9HsVS7rc9T+ErQ5Cl6k+4YvN7lmhy3mlQ/5j7aY7/kaIUEXQohAkKCnSLijLWZ0XHW650aysMXioKpUQoKeMn2jBTx7HsuIVvETKss3XZ/zzMEa41AdWC47WSmSyT+pTzddbQap6DWiWWpFv/iKBF0IIQJBgi4aEudxVo+82ZF115S6vsJBgi6EEIEgQc+AVhltsVn4Zk89fOlv9cWOrIlTN9LsF/ctXyXoKdK0B9eM61RWT+St9qDvY9dGfZPSszeNbxbq2eph1jYFCXoGqG7FQxdhfoQySXQtCmRqpkjQUyazuRk9JqmfRcyf3jlF059UNDeiBpBrPDhXwnPFdCxOuizrS/Q8q7XnGvUVCbpIjSK16EQxKWIjIE8k6KIhcR7XXfk/UTxUauEgQRdCiECQoGdAaE+FvoVm+WZPPXzpIihSng2GvP30pXx7kKCniI9haWmQVVdKoNlVEx/9rRsKmJ8Zsagfthjf2qiUnulyYmIJupmtMrONZrbJzC6qk+4tZrbPzD6QnonFI+8LwZdWwkBbR+pzz49kYYvFKZ/iWJotDQXdzNqAK4DVwFLgTDNbWiPd14Ab0zaySPgirkWgyN0A6Uct5pcXUedqFG6b9WiLcU6Qe9iiQZRhPl/jcVroK4FNzrnNzrnXgeuA0yPS/Q3wY2BnivYJIYSISRxBnwk8XvF7W3ldL2Y2E3gvsLbegcxsjZl1mVlXd3f3QG0VzUKjLTaVrPO2SGVX5Ke6PIgj6FE5WF0Fvglc6JzbV+9AzrkrnXOdzrnOjo6OmCaKoqA+cVEEQr4ltMdIsw2YXfF7FrC9Kk0ncF35s+gpwKlmttc599M0jCwaoY226NsVUKQ89cXUlmnZ5j1JdL6na0gcQb8bWGRm84EngDOAD1YmcM7N71k2s2uAn7eimLuqv8GQ0KFGj/JJW/RF6iKopJlm18rremVQpGwebJ0I5YbXUNCdc3vN7AJK0SttwNXOuQfM7Lzy9rr95qJ1KKrQimiKVJ4FMjVT4rTQcc6tA9ZVrYsUcufcRwZvVnEJrrslBrXGus7Kfx/yNY3xvfseL9XDDfhcjSY3T+pvilGLmRIdqmmphnDmgb4UDQCfK5gQIj8k6KIhcR5n9cibHVlHDyk6KRwk6EKIwuBDd5vPSNAzoG8/evFrYC0PmuVZobLUE1tDieJoRN5e+lYXJegp0hMVENoDbC1/qtdXR0U0DFvMKBzSV5o52FXNsMUCjbZYjyINJJYlEnQhRCStJJKeNbQTI0FPm4pnsFZ/zA06bNHz4w30XFETR9faPqBzxdwxbrrM7jER5zerlVceVMAaSNCFECIQJOiiIXEevZ3zo+UcIhptUcRFgi6EEIEgQc8Aq7FcVGp+2l/1O7+WXnFy1Zf3KL7YMVgaPQXm37/tV75K0FMk1NEWs4p2CCWf4maPn6MthoG6jUpI0FOmlQbn6rmGevwc6CfkRb4I0y7bXFuWkafqv7KyfBLPKZpyuloMdviCWpE/UeXi82UtQRdikIR+424FQilDCboQQgSCBF00JN7DbIH7Tzwn87DFbA8vckSCHgA+f7kmhMgPCXqK9ESDtMqL0cG7lqxt6Fue1mtBV9razJfAtcIW60Uw+TZOet2BxMrbNNqiSB2/LgN/KXKUS9FIIs4+lk8tAfXR1mYgQU+ZRoMchUR12GIrkfaHOvlGLUYPRFXXlsSjc8VMFiNdlnkUXZ411npc3yXoQgwSny9wEY9QylCCLlJDj72iCIQcRCBBFw2JI9TO6d1BVmQ+SbQKLhgk6CI1wm33iJAIeSYmCXoG9B1tMXuZa9pkzdW/B2hI0uvKtxtH3bDFynRNfIapGbZYZx/fdK/+/KflkOGcK4dvdVGCngGeXQfe4lucc8gkClssUPn4dvNpFhL0lMm7de4DreJnJamPtpju4eqfK2rO0D7L6Y0wGH+0xcYpS3N8ZpNTtUdbjErrb32XoIvEqFEkhF9I0IUYJAFHwbUMoZShBF00JE5L3KF+zKzIPl9VcKEQS9DNbJWZbTSzTWZ2UcT2/2pm95X/3WFmy9M3VQghRD0aCrqZtQFXAKuBpcCZZra0KtkW4Hjn3GHAl4Ar0za0CESN+BbKo1wUg542LGnYomd5Wn+0RYuVLmtqvsiLMYKhL9QPWyyR9wtL3746jdNCXwlscs5tds69DlwHnF6ZwDl3h3PuufLPO4FZ6ZpZLPK+DjyrU7HxTC+CJlnYYoEolLHZEUfQZwKPV/zeVl5Xi48Cv4zaYGZrzKzLzLq6u7vjW1kgKu/YRRXagdIqfmZJs+eIbjTaYuLBFmPu2PTRFmtMBt1oZErfiCPoUeZH3g/N7ERKgn5h1Hbn3JXOuU7nXGdHR0d8K4WXqFEk8iYNMfWtmyRN2mOk2QbMrvg9C9hencjMDgO+C6x2zj2TjnmiSEjghWgucVrodwOLzGy+mQ0DzgBuqExgZnOA64GznHMPp2+mEEKIRjRsoTvn9prZBcCNQBtwtXPuATM7r7x9LfB5YDLwrfLjzF7nXGd2ZgvfCHkEu2aTdc6q6MIhTpcLzrl1wLqqdWsrls8Fzk3XtOIRFUkQQm9dLbHu59sAhSH5aIt+5Wq9CBK/LO1P3SIokNBrtMUS+lI0ZazGcsgk9bNIo/lVk75w5FdboiM6+kdnVZZP0pto3HzK85uGqAZKrcieor0/laCL9ChY5RciNCToAeBbF4QQojlI0EViitthIoqKmi71kaALIVqeUJ5yJegiFdRaz5CMM1dlFw4S9BSJfNMewI2/1gU/aNdaYrTFeOmaRb3vB3y0txYHRlvMF9/qogQ9ZRoNchQkCR0tkF70I+3xQLwanKucwtXYPthzDS5hNIP9sG0gc4f6fF1L0EV6FFmhRcsQ8uBcEnSRGkX+UEiIEJCgB0DADQ4hxACQoIvEqD0uhF9I0FOkSFEBAyKGX0l8D2WExrheJO2SyrIry1G7HHwrnzhziiYllIdcCXrGhPLBQhSDHlCpSefNkyKXv19yXh/XpLhF37o7Jegp0/cC9qy0M6I1vOxL2j7nmYfRIXr1tyc/V8w5RWPkQLZzikavG0g4ow9I0IUQIhAk6CI1POtyFaLlkKALIVoK3172pokEXSSm+rLw7QWREK2GBD1FQv1SMo5fSTwPpaEU14+k/maZT87VLjvfyse52o2GwYcthtEakaBnTMit1mrXBioAicMWi5SpBTK1Gs/0vD7lype3MPt2I5Cgp00LjrbYKn5WkrbPed6kokSo8vzNKM447qeVRZGTZNcI5Yyb1hck6EIIEQgSdCGECAQJuhBCBIIEXaRGoV6iCREgEvQUaVaYV9YvaeL4leRjjVA+8IgbrprU2yxzyeFql69n5ZPlaIuhIEHPGI9fiA+awV5ErXAR+hwR0Qg/yyc6Q3vEPvf89qx8Jegp03pjLbaOn5WkHX+cax42OFkzbkJxTpntaIvRoZyRE2pnZ8agkaALIUQgSNCFECIQYgm6ma0ys41mtsnMLorYbmZ2WXn7fWa2In1ThRBC1KOhoJtZG3AFsBpYCpxpZkurkq0GFpX/rQG+nbKdQgghGtAeI81KYJNzbjOAmV0HnA48WJHmdOB7rhSHdqeZTTCzGc65Halb7DH3bnue5bMm0DF2ODt2vdpsc1Ljl/c/Gbl+ePuB9kDX1ud4Zc++PtvHDK9fvX5xX7LqMSTiBdbJX7810bHS4KrfbImV7t2X305bgjd79z+xa8D7VDNh5LDI9Tuef5X9NeIBNzz5Qp/f08YN56ndrw3ovKOHtw0ofT2u/f1j/HpDd+S2jU+VbI2qG9UMiUgyrM3nV53xidPlMhN4vOL3tvK6gabBzNaYWZeZdXV3RxdMHG78xHG9y2NHlESjfYjxyZMWx9p/8ujoyv2GqWN6l6eOHc6siSMHZNfblkzlQ0fO5cvvOZSzj5rLnEmjmDR6GO9b0S8rAFi1bDoAF69eAsA//9VKABZPGxOZPoqjFkxmeHv/i+YHHzuy37ol08fGjhSoTHfKsmmRaT567HwAPnz0PE5c0sGJB3cA8NnTDgHg/BPfwJkrZ/Opkw+Uy6dOXszbl0wFYPWh0+vaMGP8iN5j9nDmytmcc8w8/uLwWX3WL5o2hkXTxnD43In9jvPFdy9j2UHjOGL+pJrn6hg7HCiVYfW+/3LuEXzjvyznf51ycO/6qWOH0z7EmDt5FEcs6H/cVcums+a4BYwd3s5/O34BUMr/Hjt7uHBVqewPnj6WUcMOlOPMCQfq3tsPmcqZK2f3823e5FH90gIcPG0sUKpXn151MLMmjuTL7z20d/u4Ee2smDOB0cPaeMeyaaw+dAbvWn5Q7/a5k0fzwSPmcNIhpbwYPayNty6awlUffktvmrHD2xk1rI1hbf0l5LTDZnD1RzoB+LvTD5x32UHj+OK7l/X+rvRn2czxLJk+lvlTRvdeL4fOHMf0cSN605yybDrLZ4/vdz6Akw6ZyoeOnMOKORM4fO5Ezjt+YZ/t86eMBmBom3HMwin99q/0H2D57Am8a/kMpo8bwYo5E3rXf/TY+bRX+Pzm2aVtnzhpUaRdeWONPu4ws78ATnHOnVv+fRaw0jn3NxVpfgFc4py7vfz7ZuDTzrn1tY7b2dnpurq6UnBBCCFaBzNb75zrjNoWp4W+DZhd8XsWsD1BGiGEEBkSR9DvBhaZ2XwzGwacAdxQleYG4OxytMuRwK5W6z8XQohm0/ClqHNur5ldANwItAFXO+ceMLPzytvXAuuAU4FNwMvAOdmZLIQQIoo4US4459ZREu3KdWsrlh1wfrqmCSGEGAj6UlQIIQJBgi6EEIEgQRdCiECQoAshRCA0/LAosxObdQOPJtx9CvB0iub4Tiv5K1/DpZX8zdLXuc65jqgNTRP0wWBmXbW+lAqRVvJXvoZLK/nbLF/V5SKEEIEgQRdCiEAoqqBf2WwDcqaV/JWv4dJK/jbF10L2oQshhOhPUVvoQgghqpCgCyFEIBRO0BtNWO0rZna1me00s/sr1k0ys5vM7JHy34kV2y4u+7jRzE6pWH+4mf2pvO0ys9LcQmY23Mx+WF7/ezObl6uDFZjZbDP7tZk9ZGYPmNnHy+uD89fMRpjZXWZ2b9nXL5bXB+drhZ1tZvZHM/t5+XfIvm4t23mPmXWV1/nrr3OuMP8oDd/7Z2ABMAy4F1jabLti2n4csAK4v2Ld3wMXlZcvAr5WXl5a9m04ML/sc1t5213AUYABvwRWl9f/d2BtefkM4IdN9HUGsKK8PBZ4uOxTcP6W7RpTXh4K/B44MkRfK3z+FHAt8POQ63HZhq3AlKp13vrbtIxKmLlHATdW/L4YuLjZdg3A/nn0FfSNwIzy8gxgY5RflMaiP6qcZkPF+jOB71SmKS+3U/pKzZrtc9menwEnh+4vMAr4A3BEqL5Smo3sZuBtHBD0IH0t27CV/oLurb9F63KJNRl1gZjmyjM7lf/2zFBcy8+Z5eXq9X32cc7tBXYBkzOzPCblR8g3U2q5BulvuQviHmAncJNzLlhfgW8Cnwb2V6wL1VcAB/y7ma03szXldd76G2uCC4+ImrM+xLjLWn7W89+7vDGzMcCPgU8453aXuw0jk0asK4y/zrl9wJvMbALwEzM7tE7ywvpqZu8Edjrn1pvZCXF2iVhXCF8rOMY5t93MpgI3mdmGOmmb7m/RWuihTUb9lJnNACj/3VleX8vPbeXl6vV99jGzdmA88GxmljfAzIZSEvN/cc5dX14drL8Azrnngf8EVhGmr8cA7zazrcB1wNvM7PuE6SsAzrnt5b87gZ8AK/HY36IJepwJq4vEDcCHy8sfptTX3LP+jPIb8PnAIuCu8uPdC2Z2ZPkt+dlV+/Qc6wPALa7cMZc3ZduuAh5yzn29YlNw/ppZR7lljpmNBE4CNhCgr865i51zs5xz8yhde7c45z5EgL4CmNloMxvbswy8A7gfn/1t1suGQbykOJVS1MSfgc80254B2P0DYAewh9Jd+aOU+spuBh4p/51Ukf4zZR83Un4jXl7fWa5UfwYu58DXviOAH1GaqPsuYEETfT2W0mPjfcA95X+nhugvcBjwx7Kv9wOfL68Pztcqv0/gwEvRIH2lFE13b/nfAz1647O/+vRfCCECoWhdLkIIIWogQRdCiECQoAshRCBI0IUQIhAk6EIIEQgSdCGECAQJuhBCBML/B7DFVBaVTqvDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# If you want to see the plot then use the below code\n",
    "\n",
    "\n",
    "# for column in df_without_time:\n",
    "#     plt.plot(df_without_time[\"frameNum\"],df_without_time[column])\n",
    "#     plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Describe\n",
    "postprocessed data' sdescribe and original data's  describe in order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>frameNum</th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>5_Y</th>\n",
       "      <th>6_X</th>\n",
       "      <th>6_Y</th>\n",
       "      <th>7_X</th>\n",
       "      <th>7_Y</th>\n",
       "      <th>8_X</th>\n",
       "      <th>8_Y</th>\n",
       "      <th>9_X</th>\n",
       "      <th>9_Y</th>\n",
       "      <th>10_X</th>\n",
       "      <th>10_Y</th>\n",
       "      <th>11_X</th>\n",
       "      <th>11_Y</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "      <th>14_X</th>\n",
       "      <th>14_Y</th>\n",
       "      <th>15_X</th>\n",
       "      <th>15_Y</th>\n",
       "      <th>16_X</th>\n",
       "      <th>16_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "      <td>51296.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>25651.129601</td>\n",
       "      <td>810.197338</td>\n",
       "      <td>910.432077</td>\n",
       "      <td>943.557118</td>\n",
       "      <td>543.969843</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>661.348527</td>\n",
       "      <td>360.532453</td>\n",
       "      <td>977.821649</td>\n",
       "      <td>341.438699</td>\n",
       "      <td>1109.284005</td>\n",
       "      <td>688.802341</td>\n",
       "      <td>1069.489476</td>\n",
       "      <td>897.452535</td>\n",
       "      <td>703.866524</td>\n",
       "      <td>481.447314</td>\n",
       "      <td>718.381907</td>\n",
       "      <td>669.080053</td>\n",
       "      <td>615.066739</td>\n",
       "      <td>1113.381989</td>\n",
       "      <td>875.784597</td>\n",
       "      <td>1242.225121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1284.086436</td>\n",
       "      <td>665.818741</td>\n",
       "      <td>754.185580</td>\n",
       "      <td>509.436626</td>\n",
       "      <td>657.804369</td>\n",
       "      <td>578.613930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14809.584502</td>\n",
       "      <td>244.303453</td>\n",
       "      <td>250.011556</td>\n",
       "      <td>292.176203</td>\n",
       "      <td>379.489441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.603388</td>\n",
       "      <td>60.781254</td>\n",
       "      <td>317.965758</td>\n",
       "      <td>164.815206</td>\n",
       "      <td>418.000253</td>\n",
       "      <td>329.602559</td>\n",
       "      <td>361.917415</td>\n",
       "      <td>468.407373</td>\n",
       "      <td>157.656596</td>\n",
       "      <td>403.841447</td>\n",
       "      <td>140.682169</td>\n",
       "      <td>483.693806</td>\n",
       "      <td>227.994530</td>\n",
       "      <td>249.767913</td>\n",
       "      <td>421.088610</td>\n",
       "      <td>581.490464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>291.859155</td>\n",
       "      <td>304.015404</td>\n",
       "      <td>225.698693</td>\n",
       "      <td>373.226570</td>\n",
       "      <td>167.675245</td>\n",
       "      <td>492.550135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>344.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>307.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>362.000000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>401.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>218.000000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>-100.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>171.000000</td>\n",
       "      <td>142.000000</td>\n",
       "      <td>-78.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>559.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>-15.000000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>144.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12824.750000</td>\n",
       "      <td>596.827308</td>\n",
       "      <td>856.750620</td>\n",
       "      <td>623.872224</td>\n",
       "      <td>178.167193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>627.000000</td>\n",
       "      <td>345.539278</td>\n",
       "      <td>625.000000</td>\n",
       "      <td>154.000000</td>\n",
       "      <td>625.000000</td>\n",
       "      <td>533.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>495.000000</td>\n",
       "      <td>650.208637</td>\n",
       "      <td>187.501136</td>\n",
       "      <td>660.432096</td>\n",
       "      <td>204.627296</td>\n",
       "      <td>510.000000</td>\n",
       "      <td>954.000000</td>\n",
       "      <td>500.187551</td>\n",
       "      <td>660.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>525.389218</td>\n",
       "      <td>663.000000</td>\n",
       "      <td>255.417701</td>\n",
       "      <td>597.640007</td>\n",
       "      <td>202.856214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>25652.500000</td>\n",
       "      <td>741.000000</td>\n",
       "      <td>951.304549</td>\n",
       "      <td>1081.000000</td>\n",
       "      <td>422.229635</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>646.000000</td>\n",
       "      <td>373.282265</td>\n",
       "      <td>1114.000000</td>\n",
       "      <td>404.173883</td>\n",
       "      <td>1297.500000</td>\n",
       "      <td>550.395969</td>\n",
       "      <td>1129.041347</td>\n",
       "      <td>825.933861</td>\n",
       "      <td>724.790962</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>711.583435</td>\n",
       "      <td>373.249697</td>\n",
       "      <td>579.500072</td>\n",
       "      <td>1027.000000</td>\n",
       "      <td>694.419120</td>\n",
       "      <td>1066.933246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1463.183581</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>708.501544</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>657.145396</td>\n",
       "      <td>324.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>38476.250000</td>\n",
       "      <td>1035.053606</td>\n",
       "      <td>1038.000000</td>\n",
       "      <td>1210.076284</td>\n",
       "      <td>960.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.080209</td>\n",
       "      <td>387.626346</td>\n",
       "      <td>1270.935800</td>\n",
       "      <td>481.000000</td>\n",
       "      <td>1467.000000</td>\n",
       "      <td>904.605825</td>\n",
       "      <td>1419.000000</td>\n",
       "      <td>1083.447775</td>\n",
       "      <td>749.006287</td>\n",
       "      <td>859.000000</td>\n",
       "      <td>778.000000</td>\n",
       "      <td>1198.000000</td>\n",
       "      <td>689.248895</td>\n",
       "      <td>1266.971154</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1722.254008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1476.069616</td>\n",
       "      <td>721.934311</td>\n",
       "      <td>770.550685</td>\n",
       "      <td>810.000000</td>\n",
       "      <td>735.009240</td>\n",
       "      <td>913.404799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>51300.000000</td>\n",
       "      <td>1416.000000</td>\n",
       "      <td>1447.000000</td>\n",
       "      <td>1381.000000</td>\n",
       "      <td>1496.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1281.000000</td>\n",
       "      <td>666.000000</td>\n",
       "      <td>1571.000000</td>\n",
       "      <td>1047.000000</td>\n",
       "      <td>1566.000000</td>\n",
       "      <td>1826.000000</td>\n",
       "      <td>1571.000000</td>\n",
       "      <td>2300.000000</td>\n",
       "      <td>1353.000000</td>\n",
       "      <td>1882.000000</td>\n",
       "      <td>1343.000000</td>\n",
       "      <td>1609.000000</td>\n",
       "      <td>1388.000000</td>\n",
       "      <td>2297.000000</td>\n",
       "      <td>1551.000000</td>\n",
       "      <td>2446.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1574.000000</td>\n",
       "      <td>1682.000000</td>\n",
       "      <td>1548.000000</td>\n",
       "      <td>1820.000000</td>\n",
       "      <td>1424.000000</td>\n",
       "      <td>2351.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           frameNum           1_X           1_Y           2_X           2_Y  \\\n",
       "count  51296.000000  51296.000000  51296.000000  51296.000000  51296.000000   \n",
       "mean   25651.129601    810.197338    910.432077    943.557118    543.969843   \n",
       "std    14809.584502    244.303453    250.011556    292.176203    379.489441   \n",
       "min        1.000000    344.000000    252.000000    307.000000     84.000000   \n",
       "25%    12824.750000    596.827308    856.750620    623.872224    178.167193   \n",
       "50%    25652.500000    741.000000    951.304549   1081.000000    422.229635   \n",
       "75%    38476.250000   1035.053606   1038.000000   1210.076284    960.000000   \n",
       "max    51300.000000   1416.000000   1447.000000   1381.000000   1496.000000   \n",
       "\n",
       "       3_X  3_Y           4_X           4_Y           5_X           5_Y  \\\n",
       "count  0.0  0.0  51296.000000  51296.000000  51296.000000  51296.000000   \n",
       "mean   NaN  NaN    661.348527    360.532453    977.821649    341.438699   \n",
       "std    NaN  NaN     89.603388     60.781254    317.965758    164.815206   \n",
       "min    NaN  NaN    362.000000    108.000000    401.000000     87.000000   \n",
       "25%    NaN  NaN    627.000000    345.539278    625.000000    154.000000   \n",
       "50%    NaN  NaN    646.000000    373.282265   1114.000000    404.173883   \n",
       "75%    NaN  NaN    700.080209    387.626346   1270.935800    481.000000   \n",
       "max    NaN  NaN   1281.000000    666.000000   1571.000000   1047.000000   \n",
       "\n",
       "                6_X           6_Y           7_X           7_Y           8_X  \\\n",
       "count  51296.000000  51296.000000  51296.000000  51296.000000  51296.000000   \n",
       "mean    1109.284005    688.802341   1069.489476    897.452535    703.866524   \n",
       "std      418.000253    329.602559    361.917415    468.407373    157.656596   \n",
       "min      218.000000     88.000000    219.000000    214.000000   -100.000000   \n",
       "25%      625.000000    533.000000    730.000000    495.000000    650.208637   \n",
       "50%     1297.500000    550.395969   1129.041347    825.933861    724.790962   \n",
       "75%     1467.000000    904.605825   1419.000000   1083.447775    749.006287   \n",
       "max     1566.000000   1826.000000   1571.000000   2300.000000   1353.000000   \n",
       "\n",
       "                8_Y           9_X           9_Y          10_X          10_Y  \\\n",
       "count  51296.000000  51296.000000  51296.000000  51296.000000  51296.000000   \n",
       "mean     481.447314    718.381907    669.080053    615.066739   1113.381989   \n",
       "std      403.841447    140.682169    483.693806    227.994530    249.767913   \n",
       "min      146.000000    171.000000    142.000000    -78.000000    297.000000   \n",
       "25%      187.501136    660.432096    204.627296    510.000000    954.000000   \n",
       "50%      214.000000    711.583435    373.249697    579.500072   1027.000000   \n",
       "75%      859.000000    778.000000   1198.000000    689.248895   1266.971154   \n",
       "max     1882.000000   1343.000000   1609.000000   1388.000000   2297.000000   \n",
       "\n",
       "               11_X          11_Y  12_X  12_Y  13_X  13_Y          14_X  \\\n",
       "count  51296.000000  51296.000000   0.0   0.0   0.0   0.0  51296.000000   \n",
       "mean     875.784597   1242.225121   NaN   NaN   NaN   NaN   1284.086436   \n",
       "std      421.088610    581.490464   NaN   NaN   NaN   NaN    291.859155   \n",
       "min      149.000000    219.000000   NaN   NaN   NaN   NaN    559.000000   \n",
       "25%      500.187551    660.000000   NaN   NaN   NaN   NaN   1121.000000   \n",
       "50%      694.419120   1066.933246   NaN   NaN   NaN   NaN   1463.183581   \n",
       "75%     1456.000000   1722.254008   NaN   NaN   NaN   NaN   1476.069616   \n",
       "max     1551.000000   2446.000000   NaN   NaN   NaN   NaN   1574.000000   \n",
       "\n",
       "               14_Y          15_X          15_Y          16_X          16_Y  \n",
       "count  51296.000000  51296.000000  51296.000000  51296.000000  51296.000000  \n",
       "mean     665.818741    754.185580    509.436626    657.804369    578.613930  \n",
       "std      304.015404    225.698693    373.226570    167.675245    492.550135  \n",
       "min      182.000000    -15.000000    158.000000     14.000000    144.000000  \n",
       "25%      525.389218    663.000000    255.417701    597.640007    202.856214  \n",
       "50%      699.000000    708.501544    280.000000    657.145396    324.000000  \n",
       "75%      721.934311    770.550685    810.000000    735.009240    913.404799  \n",
       "max     1682.000000   1548.000000   1820.000000   1424.000000   2351.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "df_without_time.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Unnamed: 0</th>\n",
       "      <th>1_X</th>\n",
       "      <th>1_Y</th>\n",
       "      <th>2_X</th>\n",
       "      <th>2_Y</th>\n",
       "      <th>3_X</th>\n",
       "      <th>3_Y</th>\n",
       "      <th>4_X</th>\n",
       "      <th>4_Y</th>\n",
       "      <th>5_X</th>\n",
       "      <th>5_Y</th>\n",
       "      <th>6_X</th>\n",
       "      <th>6_Y</th>\n",
       "      <th>7_X</th>\n",
       "      <th>7_Y</th>\n",
       "      <th>8_X</th>\n",
       "      <th>8_Y</th>\n",
       "      <th>9_X</th>\n",
       "      <th>9_Y</th>\n",
       "      <th>10_X</th>\n",
       "      <th>10_Y</th>\n",
       "      <th>11_X</th>\n",
       "      <th>11_Y</th>\n",
       "      <th>12_X</th>\n",
       "      <th>12_Y</th>\n",
       "      <th>13_X</th>\n",
       "      <th>13_Y</th>\n",
       "      <th>14_X</th>\n",
       "      <th>14_Y</th>\n",
       "      <th>15_X</th>\n",
       "      <th>15_Y</th>\n",
       "      <th>16_X</th>\n",
       "      <th>16_Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>51296.000000</td>\n",
       "      <td>22551.000000</td>\n",
       "      <td>22551.000000</td>\n",
       "      <td>32563.000000</td>\n",
       "      <td>32563.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27624.000000</td>\n",
       "      <td>27624.000000</td>\n",
       "      <td>33388.000000</td>\n",
       "      <td>33388.000000</td>\n",
       "      <td>27261.000000</td>\n",
       "      <td>27261.000000</td>\n",
       "      <td>28434.000000</td>\n",
       "      <td>28434.000000</td>\n",
       "      <td>22210.000000</td>\n",
       "      <td>22210.000000</td>\n",
       "      <td>26528.000000</td>\n",
       "      <td>26528.000000</td>\n",
       "      <td>22948.000000</td>\n",
       "      <td>22948.000000</td>\n",
       "      <td>16747.000000</td>\n",
       "      <td>16747.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34200.000000</td>\n",
       "      <td>34200.000000</td>\n",
       "      <td>25298.000000</td>\n",
       "      <td>25298.000000</td>\n",
       "      <td>23746.000000</td>\n",
       "      <td>23746.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>25647.500000</td>\n",
       "      <td>827.680945</td>\n",
       "      <td>856.740233</td>\n",
       "      <td>994.482234</td>\n",
       "      <td>524.801278</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>661.229945</td>\n",
       "      <td>366.665943</td>\n",
       "      <td>928.935216</td>\n",
       "      <td>374.139631</td>\n",
       "      <td>1300.250835</td>\n",
       "      <td>529.707421</td>\n",
       "      <td>1246.916473</td>\n",
       "      <td>678.445136</td>\n",
       "      <td>703.553174</td>\n",
       "      <td>484.404908</td>\n",
       "      <td>713.009198</td>\n",
       "      <td>755.243102</td>\n",
       "      <td>675.001830</td>\n",
       "      <td>1061.209517</td>\n",
       "      <td>1270.765869</td>\n",
       "      <td>803.666567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1256.227339</td>\n",
       "      <td>673.434503</td>\n",
       "      <td>783.707605</td>\n",
       "      <td>481.137284</td>\n",
       "      <td>706.425335</td>\n",
       "      <td>517.536975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14808.024041</td>\n",
       "      <td>254.069028</td>\n",
       "      <td>283.982409</td>\n",
       "      <td>284.856226</td>\n",
       "      <td>378.586800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.669140</td>\n",
       "      <td>60.513190</td>\n",
       "      <td>331.699252</td>\n",
       "      <td>163.291892</td>\n",
       "      <td>276.184031</td>\n",
       "      <td>227.208825</td>\n",
       "      <td>302.675543</td>\n",
       "      <td>361.300256</td>\n",
       "      <td>148.378904</td>\n",
       "      <td>404.196547</td>\n",
       "      <td>142.730297</td>\n",
       "      <td>497.570072</td>\n",
       "      <td>236.344326</td>\n",
       "      <td>224.389918</td>\n",
       "      <td>326.789574</td>\n",
       "      <td>384.844242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.572377</td>\n",
       "      <td>336.805067</td>\n",
       "      <td>212.591204</td>\n",
       "      <td>374.307410</td>\n",
       "      <td>166.718223</td>\n",
       "      <td>432.948029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>344.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>307.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>362.000000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>401.000000</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>218.000000</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>-100.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>171.000000</td>\n",
       "      <td>142.000000</td>\n",
       "      <td>-78.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>559.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>-15.000000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>144.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12823.750000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>826.000000</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>625.000000</td>\n",
       "      <td>361.000000</td>\n",
       "      <td>618.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>1146.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>1157.000000</td>\n",
       "      <td>489.000000</td>\n",
       "      <td>625.000000</td>\n",
       "      <td>186.000000</td>\n",
       "      <td>648.000000</td>\n",
       "      <td>206.000000</td>\n",
       "      <td>534.000000</td>\n",
       "      <td>928.000000</td>\n",
       "      <td>1106.000000</td>\n",
       "      <td>613.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1058.000000</td>\n",
       "      <td>468.000000</td>\n",
       "      <td>681.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>619.000000</td>\n",
       "      <td>199.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>25647.500000</td>\n",
       "      <td>751.000000</td>\n",
       "      <td>926.000000</td>\n",
       "      <td>1149.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>375.000000</td>\n",
       "      <td>939.500000</td>\n",
       "      <td>461.000000</td>\n",
       "      <td>1461.000000</td>\n",
       "      <td>540.000000</td>\n",
       "      <td>1406.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>725.000000</td>\n",
       "      <td>208.000000</td>\n",
       "      <td>709.000000</td>\n",
       "      <td>929.500000</td>\n",
       "      <td>599.000000</td>\n",
       "      <td>1015.000000</td>\n",
       "      <td>1466.000000</td>\n",
       "      <td>637.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1462.000000</td>\n",
       "      <td>691.000000</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>281.000000</td>\n",
       "      <td>675.000000</td>\n",
       "      <td>320.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>38471.250000</td>\n",
       "      <td>1067.000000</td>\n",
       "      <td>1010.000000</td>\n",
       "      <td>1231.000000</td>\n",
       "      <td>950.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>393.000000</td>\n",
       "      <td>1260.000000</td>\n",
       "      <td>486.000000</td>\n",
       "      <td>1470.000000</td>\n",
       "      <td>554.000000</td>\n",
       "      <td>1428.000000</td>\n",
       "      <td>817.000000</td>\n",
       "      <td>742.000000</td>\n",
       "      <td>755.000000</td>\n",
       "      <td>778.000000</td>\n",
       "      <td>1239.000000</td>\n",
       "      <td>793.000000</td>\n",
       "      <td>1171.000000</td>\n",
       "      <td>1481.000000</td>\n",
       "      <td>890.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1475.000000</td>\n",
       "      <td>723.000000</td>\n",
       "      <td>770.000000</td>\n",
       "      <td>752.000000</td>\n",
       "      <td>760.000000</td>\n",
       "      <td>860.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>51295.000000</td>\n",
       "      <td>1416.000000</td>\n",
       "      <td>1447.000000</td>\n",
       "      <td>1381.000000</td>\n",
       "      <td>1496.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1281.000000</td>\n",
       "      <td>666.000000</td>\n",
       "      <td>1571.000000</td>\n",
       "      <td>1047.000000</td>\n",
       "      <td>1566.000000</td>\n",
       "      <td>1826.000000</td>\n",
       "      <td>1571.000000</td>\n",
       "      <td>2300.000000</td>\n",
       "      <td>1353.000000</td>\n",
       "      <td>1882.000000</td>\n",
       "      <td>1343.000000</td>\n",
       "      <td>1609.000000</td>\n",
       "      <td>1388.000000</td>\n",
       "      <td>2297.000000</td>\n",
       "      <td>1551.000000</td>\n",
       "      <td>2446.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1574.000000</td>\n",
       "      <td>1682.000000</td>\n",
       "      <td>1548.000000</td>\n",
       "      <td>1820.000000</td>\n",
       "      <td>1424.000000</td>\n",
       "      <td>2351.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0           1_X           1_Y           2_X           2_Y  \\\n",
       "count  51296.000000  22551.000000  22551.000000  32563.000000  32563.000000   \n",
       "mean   25647.500000    827.680945    856.740233    994.482234    524.801278   \n",
       "std    14808.024041    254.069028    283.982409    284.856226    378.586800   \n",
       "min        0.000000    344.000000    252.000000    307.000000     84.000000   \n",
       "25%    12823.750000    605.000000    826.000000    670.000000    172.000000   \n",
       "50%    25647.500000    751.000000    926.000000   1149.000000    391.000000   \n",
       "75%    38471.250000   1067.000000   1010.000000   1231.000000    950.000000   \n",
       "max    51295.000000   1416.000000   1447.000000   1381.000000   1496.000000   \n",
       "\n",
       "       3_X  3_Y           4_X           4_Y           5_X           5_Y  \\\n",
       "count  0.0  0.0  27624.000000  27624.000000  33388.000000  33388.000000   \n",
       "mean   NaN  NaN    661.229945    366.665943    928.935216    374.139631   \n",
       "std    NaN  NaN     92.669140     60.513190    331.699252    163.291892   \n",
       "min    NaN  NaN    362.000000    108.000000    401.000000     87.000000   \n",
       "25%    NaN  NaN    625.000000    361.000000    618.000000    162.000000   \n",
       "50%    NaN  NaN    647.000000    375.000000    939.500000    461.000000   \n",
       "75%    NaN  NaN    665.000000    393.000000   1260.000000    486.000000   \n",
       "max    NaN  NaN   1281.000000    666.000000   1571.000000   1047.000000   \n",
       "\n",
       "                6_X           6_Y           7_X           7_Y           8_X  \\\n",
       "count  27261.000000  27261.000000  28434.000000  28434.000000  22210.000000   \n",
       "mean    1300.250835    529.707421   1246.916473    678.445136    703.553174   \n",
       "std      276.184031    227.208825    302.675543    361.300256    148.378904   \n",
       "min      218.000000     88.000000    219.000000    214.000000   -100.000000   \n",
       "25%     1146.000000    500.000000   1157.000000    489.000000    625.000000   \n",
       "50%     1461.000000    540.000000   1406.000000    500.000000    725.000000   \n",
       "75%     1470.000000    554.000000   1428.000000    817.000000    742.000000   \n",
       "max     1566.000000   1826.000000   1571.000000   2300.000000   1353.000000   \n",
       "\n",
       "                8_Y           9_X           9_Y          10_X          10_Y  \\\n",
       "count  22210.000000  26528.000000  26528.000000  22948.000000  22948.000000   \n",
       "mean     484.404908    713.009198    755.243102    675.001830   1061.209517   \n",
       "std      404.196547    142.730297    497.570072    236.344326    224.389918   \n",
       "min      146.000000    171.000000    142.000000    -78.000000    297.000000   \n",
       "25%      186.000000    648.000000    206.000000    534.000000    928.000000   \n",
       "50%      208.000000    709.000000    929.500000    599.000000   1015.000000   \n",
       "75%      755.000000    778.000000   1239.000000    793.000000   1171.000000   \n",
       "max     1882.000000   1343.000000   1609.000000   1388.000000   2297.000000   \n",
       "\n",
       "               11_X          11_Y  12_X  12_Y  13_X  13_Y          14_X  \\\n",
       "count  16747.000000  16747.000000   0.0   0.0   0.0   0.0  34200.000000   \n",
       "mean    1270.765869    803.666567   NaN   NaN   NaN   NaN   1256.227339   \n",
       "std      326.789574    384.844242   NaN   NaN   NaN   NaN    304.572377   \n",
       "min      149.000000    219.000000   NaN   NaN   NaN   NaN    559.000000   \n",
       "25%     1106.000000    613.000000   NaN   NaN   NaN   NaN   1058.000000   \n",
       "50%     1466.000000    637.000000   NaN   NaN   NaN   NaN   1462.000000   \n",
       "75%     1481.000000    890.500000   NaN   NaN   NaN   NaN   1475.000000   \n",
       "max     1551.000000   2446.000000   NaN   NaN   NaN   NaN   1574.000000   \n",
       "\n",
       "               14_Y          15_X          15_Y          16_X          16_Y  \n",
       "count  34200.000000  25298.000000  25298.000000  23746.000000  23746.000000  \n",
       "mean     673.434503    783.707605    481.137284    706.425335    517.536975  \n",
       "std      336.805067    212.591204    374.307410    166.718223    432.948029  \n",
       "min      182.000000    -15.000000    158.000000     14.000000    144.000000  \n",
       "25%      468.000000    681.000000    264.000000    619.000000    199.000000  \n",
       "50%      691.000000    713.000000    281.000000    675.000000    320.000000  \n",
       "75%      723.000000    770.000000    752.000000    760.000000    860.000000  \n",
       "max     1682.000000   1548.000000   1820.000000   1424.000000   2351.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_no_comma= pd.read_csv(dataset_name_without_comma)\n",
    "df_no_comma.describe()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}