zhvi.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import helper\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_zhvi = pd.read_csv('csv/Metro_zhvi_uc_sfr_tier_0.33_0.67_sm_sa_month.csv')\n",
    "df_unrate = pd.read_csv('csv/UNRATE.csv')\n",
    "df_m2sl = pd.read_csv('csv/M2SL.csv')\n",
    "df_mort = pd.read_csv('csv/MORTGAGE30US.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ZHVI\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\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>RegionID</th>\n",
       "      <th>SizeRank</th>\n",
       "      <th>RegionName</th>\n",
       "      <th>RegionType</th>\n",
       "      <th>StateName</th>\n",
       "      <th>2000-01-31</th>\n",
       "      <th>2000-02-29</th>\n",
       "      <th>2000-03-31</th>\n",
       "      <th>2000-04-30</th>\n",
       "      <th>2000-05-31</th>\n",
       "      <th>...</th>\n",
       "      <th>2023-05-31</th>\n",
       "      <th>2023-06-30</th>\n",
       "      <th>2023-07-31</th>\n",
       "      <th>2023-08-31</th>\n",
       "      <th>2023-09-30</th>\n",
       "      <th>2023-10-31</th>\n",
       "      <th>2023-11-30</th>\n",
       "      <th>2023-12-31</th>\n",
       "      <th>2024-01-31</th>\n",
       "      <th>2024-02-29</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>394913</td>\n",
       "      <td>1</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>msa</td>\n",
       "      <td>NY</td>\n",
       "      <td>214310.236010</td>\n",
       "      <td>215216.047867</td>\n",
       "      <td>216126.967437</td>\n",
       "      <td>217969.331102</td>\n",
       "      <td>219867.477357</td>\n",
       "      <td>...</td>\n",
       "      <td>622786.752617</td>\n",
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       "      <td>634423.988018</td>\n",
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       "      <td>646198.465661</td>\n",
       "      <td>649339.465672</td>\n",
       "      <td>653616.736279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>753899</td>\n",
       "      <td>2</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>msa</td>\n",
       "      <td>CA</td>\n",
       "      <td>235063.293630</td>\n",
       "      <td>235960.377463</td>\n",
       "      <td>237128.193165</td>\n",
       "      <td>239455.595057</td>\n",
       "      <td>241981.445293</td>\n",
       "      <td>...</td>\n",
       "      <td>908708.529826</td>\n",
       "      <td>917438.050307</td>\n",
       "      <td>929877.762382</td>\n",
       "      <td>944793.171793</td>\n",
       "      <td>959702.145809</td>\n",
       "      <td>972094.418383</td>\n",
       "      <td>981381.779434</td>\n",
       "      <td>987298.296973</td>\n",
       "      <td>987379.790384</td>\n",
       "      <td>984120.351855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>394463</td>\n",
       "      <td>3</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>msa</td>\n",
       "      <td>IL</td>\n",
       "      <td>153867.253335</td>\n",
       "      <td>154016.641377</td>\n",
       "      <td>154291.741146</td>\n",
       "      <td>154976.052448</td>\n",
       "      <td>155793.832612</td>\n",
       "      <td>...</td>\n",
       "      <td>305235.605386</td>\n",
       "      <td>307848.365490</td>\n",
       "      <td>310451.636320</td>\n",
       "      <td>312880.468318</td>\n",
       "      <td>314604.292004</td>\n",
       "      <td>315886.352351</td>\n",
       "      <td>316799.310885</td>\n",
       "      <td>317542.154819</td>\n",
       "      <td>318357.231575</td>\n",
       "      <td>319938.840086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>394514</td>\n",
       "      <td>4</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>msa</td>\n",
       "      <td>TX</td>\n",
       "      <td>127001.406363</td>\n",
       "      <td>127057.576859</td>\n",
       "      <td>127126.889752</td>\n",
       "      <td>127302.658483</td>\n",
       "      <td>127529.019387</td>\n",
       "      <td>...</td>\n",
       "      <td>371263.553697</td>\n",
       "      <td>372097.789704</td>\n",
       "      <td>373079.986909</td>\n",
       "      <td>373992.727762</td>\n",
       "      <td>374383.415798</td>\n",
       "      <td>374472.137582</td>\n",
       "      <td>374323.278545</td>\n",
       "      <td>374002.844062</td>\n",
       "      <td>374031.323844</td>\n",
       "      <td>374518.028946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>394692</td>\n",
       "      <td>5</td>\n",
       "      <td>Houston, TX</td>\n",
       "      <td>msa</td>\n",
       "      <td>TX</td>\n",
       "      <td>122713.873933</td>\n",
       "      <td>122734.119091</td>\n",
       "      <td>122645.504899</td>\n",
       "      <td>122699.936078</td>\n",
       "      <td>122749.185099</td>\n",
       "      <td>...</td>\n",
       "      <td>304520.032432</td>\n",
       "      <td>305318.064551</td>\n",
       "      <td>306247.213262</td>\n",
       "      <td>307129.565268</td>\n",
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       "      <td>307245.451567</td>\n",
       "      <td>306847.884720</td>\n",
       "      <td>306854.677127</td>\n",
       "      <td>307249.201021</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>890</th>\n",
       "      <td>753929</td>\n",
       "      <td>935</td>\n",
       "      <td>Zapata, TX</td>\n",
       "      <td>msa</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>116718.754731</td>\n",
       "      <td>116033.851926</td>\n",
       "      <td>115668.464198</td>\n",
       "      <td>115871.672217</td>\n",
       "      <td>115552.350318</td>\n",
       "      <td>114067.764570</td>\n",
       "      <td>112045.295364</td>\n",
       "      <td>110163.919671</td>\n",
       "      <td>108593.176756</td>\n",
       "      <td>107827.761368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>394743</td>\n",
       "      <td>936</td>\n",
       "      <td>Ketchikan, AK</td>\n",
       "      <td>msa</td>\n",
       "      <td>AK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>405886.358475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>753874</td>\n",
       "      <td>937</td>\n",
       "      <td>Craig, CO</td>\n",
       "      <td>msa</td>\n",
       "      <td>CO</td>\n",
       "      <td>96632.561941</td>\n",
       "      <td>96893.671322</td>\n",
       "      <td>97359.958006</td>\n",
       "      <td>98029.158090</td>\n",
       "      <td>98793.164984</td>\n",
       "      <td>...</td>\n",
       "      <td>267971.078956</td>\n",
       "      <td>271582.128597</td>\n",
       "      <td>274431.699370</td>\n",
       "      <td>276619.936818</td>\n",
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       "      <td>278875.715583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>395188</td>\n",
       "      <td>938</td>\n",
       "      <td>Vernon, TX</td>\n",
       "      <td>msa</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>91389.885425</td>\n",
       "      <td>91362.427922</td>\n",
       "      <td>90841.514441</td>\n",
       "      <td>89856.108562</td>\n",
       "      <td>88922.833866</td>\n",
       "      <td>87932.049143</td>\n",
       "      <td>86551.339594</td>\n",
       "      <td>85335.095731</td>\n",
       "      <td>84700.083066</td>\n",
       "      <td>84789.536515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>394767</td>\n",
       "      <td>939</td>\n",
       "      <td>Lamesa, TX</td>\n",
       "      <td>msa</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>84807.087571</td>\n",
       "      <td>83393.400904</td>\n",
       "      <td>81676.514670</td>\n",
       "      <td>79826.544891</td>\n",
       "      <td>78795.444079</td>\n",
       "      <td>77886.671955</td>\n",
       "      <td>77170.116547</td>\n",
       "      <td>76024.142973</td>\n",
       "      <td>75396.989578</td>\n",
       "      <td>74449.701151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>894 rows × 295 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     RegionID  SizeRank       RegionName RegionType StateName     2000-01-31  \\\n",
       "1      394913         1     New York, NY        msa        NY  214310.236010   \n",
       "2      753899         2  Los Angeles, CA        msa        CA  235063.293630   \n",
       "3      394463         3      Chicago, IL        msa        IL  153867.253335   \n",
       "4      394514         4       Dallas, TX        msa        TX  127001.406363   \n",
       "5      394692         5      Houston, TX        msa        TX  122713.873933   \n",
       "..        ...       ...              ...        ...       ...            ...   \n",
       "890    753929       935       Zapata, TX        msa        TX            NaN   \n",
       "891    394743       936    Ketchikan, AK        msa        AK            NaN   \n",
       "892    753874       937        Craig, CO        msa        CO   96632.561941   \n",
       "893    395188       938       Vernon, TX        msa        TX            NaN   \n",
       "894    394767       939       Lamesa, TX        msa        TX            NaN   \n",
       "\n",
       "        2000-02-29     2000-03-31     2000-04-30     2000-05-31  ...  \\\n",
       "1    215216.047867  216126.967437  217969.331102  219867.477357  ...   \n",
       "2    235960.377463  237128.193165  239455.595057  241981.445293  ...   \n",
       "3    154016.641377  154291.741146  154976.052448  155793.832612  ...   \n",
       "4    127057.576859  127126.889752  127302.658483  127529.019387  ...   \n",
       "5    122734.119091  122645.504899  122699.936078  122749.185099  ...   \n",
       "..             ...            ...            ...            ...  ...   \n",
       "890            NaN            NaN            NaN            NaN  ...   \n",
       "891            NaN            NaN            NaN            NaN  ...   \n",
       "892   96893.671322   97359.958006   98029.158090   98793.164984  ...   \n",
       "893            NaN            NaN            NaN            NaN  ...   \n",
       "894            NaN            NaN            NaN            NaN  ...   \n",
       "\n",
       "        2023-05-31     2023-06-30     2023-07-31     2023-08-31  \\\n",
       "1    622786.752617  627226.773615  630957.555872  634423.988018   \n",
       "2    908708.529826  917438.050307  929877.762382  944793.171793   \n",
       "3    305235.605386  307848.365490  310451.636320  312880.468318   \n",
       "4    371263.553697  372097.789704  373079.986909  373992.727762   \n",
       "5    304520.032432  305318.064551  306247.213262  307129.565268   \n",
       "..             ...            ...            ...            ...   \n",
       "890  116718.754731  116033.851926  115668.464198  115871.672217   \n",
       "891  416000.355770  417563.582610  419076.377576  418453.627295   \n",
       "892  267971.078956  271582.128597  274431.699370  276619.936818   \n",
       "893   91389.885425   91362.427922   90841.514441   89856.108562   \n",
       "894   84807.087571   83393.400904   81676.514670   79826.544891   \n",
       "\n",
       "        2023-09-30     2023-10-31     2023-11-30     2023-12-31  \\\n",
       "1    637376.926068  640144.093347  642949.767975  646198.465661   \n",
       "2    959702.145809  972094.418383  981381.779434  987298.296973   \n",
       "3    314604.292004  315886.352351  316799.310885  317542.154819   \n",
       "4    374383.415798  374472.137582  374323.278545  374002.844062   \n",
       "5    307490.879611  307521.345940  307245.451567  306847.884720   \n",
       "..             ...            ...            ...            ...   \n",
       "890  115552.350318  114067.764570  112045.295364  110163.919671   \n",
       "891  416130.298828  412368.412153  409207.757687  406428.084392   \n",
       "892  277847.001856  279056.635213  279765.095737  279700.147083   \n",
       "893   88922.833866   87932.049143   86551.339594   85335.095731   \n",
       "894   78795.444079   77886.671955   77170.116547   76024.142973   \n",
       "\n",
       "        2024-01-31     2024-02-29  \n",
       "1    649339.465672  653616.736279  \n",
       "2    987379.790384  984120.351855  \n",
       "3    318357.231575  319938.840086  \n",
       "4    374031.323844  374518.028946  \n",
       "5    306854.677127  307249.201021  \n",
       "..             ...            ...  \n",
       "890  108593.176756  107827.761368  \n",
       "891  405941.057042  405886.358475  \n",
       "892  278942.274826  278875.715583  \n",
       "893   84700.083066   84789.536515  \n",
       "894   75396.989578   74449.701151  \n",
       "\n",
       "[894 rows x 295 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zhvi = df_zhvi.drop(df_zhvi[df_zhvi['RegionType'] == 'country'].index)\n",
    "print('ZHVI')\n",
    "df_zhvi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['RegionID', '2000-01-31', '2000-02-29', '2000-03-31', '2000-04-30',\n",
       "       '2000-05-31', '2000-06-30', '2000-07-31', '2000-08-31', '2000-09-30',\n",
       "       ...\n",
       "       '2023-05-31', '2023-06-30', '2023-07-31', '2023-08-31', '2023-09-30',\n",
       "       '2023-10-31', '2023-11-30', '2023-12-31', '2024-01-31', '2024-02-29'],\n",
       "      dtype='object', length=291)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zhvi_clean = df_zhvi.drop(['SizeRank', 'RegionName', 'RegionType', 'StateName'], axis=1)\n",
    "df_zhvi_clean.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RegionID</th>\n",
       "      <th>price</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>394913</td>\n",
       "      <td>214310.236010</td>\n",
       "      <td>2000-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>753899</td>\n",
       "      <td>235063.293630</td>\n",
       "      <td>2000-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>394463</td>\n",
       "      <td>153867.253335</td>\n",
       "      <td>2000-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>394514</td>\n",
       "      <td>127001.406363</td>\n",
       "      <td>2000-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>394692</td>\n",
       "      <td>122713.873933</td>\n",
       "      <td>2000-02-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259255</th>\n",
       "      <td>753929</td>\n",
       "      <td>107827.761368</td>\n",
       "      <td>2024-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259256</th>\n",
       "      <td>394743</td>\n",
       "      <td>405886.358475</td>\n",
       "      <td>2024-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259257</th>\n",
       "      <td>753874</td>\n",
       "      <td>278875.715583</td>\n",
       "      <td>2024-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259258</th>\n",
       "      <td>395188</td>\n",
       "      <td>84789.536515</td>\n",
       "      <td>2024-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259259</th>\n",
       "      <td>394767</td>\n",
       "      <td>74449.701151</td>\n",
       "      <td>2024-03-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>259260 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        RegionID          price       date\n",
       "0         394913  214310.236010 2000-02-01\n",
       "1         753899  235063.293630 2000-02-01\n",
       "2         394463  153867.253335 2000-02-01\n",
       "3         394514  127001.406363 2000-02-01\n",
       "4         394692  122713.873933 2000-02-01\n",
       "...          ...            ...        ...\n",
       "259255    753929  107827.761368 2024-03-01\n",
       "259256    394743  405886.358475 2024-03-01\n",
       "259257    753874  278875.715583 2024-03-01\n",
       "259258    395188   84789.536515 2024-03-01\n",
       "259259    394767   74449.701151 2024-03-01\n",
       "\n",
       "[259260 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "melted_df_zhvi = pd.melt(df_zhvi_clean, id_vars=['RegionID'], var_name='Date', value_name='Price')\n",
    "melted_df_zhvi['date'] = pd.to_datetime(melted_df_zhvi['Date']) + pd.offsets.MonthBegin(1)\n",
    "melted_df_zhvi.drop('Date', axis=1, inplace=True)\n",
    "melted_df_zhvi.rename(columns={'Price': 'price'}, inplace=True)\n",
    "melted_df_zhvi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RegionID             int64\n",
       "price              float64\n",
       "date        datetime64[ns]\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(melted_df_zhvi.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-02-01</td>\n",
       "      <td>108169.71</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-03-01</td>\n",
       "      <td>108347.44</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-04-01</td>\n",
       "      <td>108498.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-05-01</td>\n",
       "      <td>109197.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-06-01</td>\n",
       "      <td>109951.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2023-11-01</td>\n",
       "      <td>276140.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>276513.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>276646.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>276713.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2024-03-01</td>\n",
       "      <td>277223.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>290 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date      price\n",
       "0   2000-02-01  108169.71\n",
       "1   2000-03-01  108347.44\n",
       "2   2000-04-01  108498.93\n",
       "3   2000-05-01  109197.02\n",
       "4   2000-06-01  109951.57\n",
       "..         ...        ...\n",
       "285 2023-11-01  276140.50\n",
       "286 2023-12-01  276513.69\n",
       "287 2024-01-01  276646.19\n",
       "288 2024-02-01  276713.51\n",
       "289 2024-03-01  277223.25\n",
       "\n",
       "[290 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zhvi = melted_df_zhvi.groupby('date')['price'].mean().reset_index()\n",
    "zhvi['price'] = zhvi['price'].round(2)\n",
    "zhvi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UNRATE\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "      <th>627</th>\n",
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       "      <td>2023-11-01</td>\n",
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       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>3.7</td>\n",
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       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>3.9</td>\n",
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       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>2024-03-01</td>\n",
       "      <td>3.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>290 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  unrate\n",
       "625 2000-02-01     4.1\n",
       "626 2000-03-01     4.0\n",
       "627 2000-04-01     3.8\n",
       "628 2000-05-01     4.0\n",
       "629 2000-06-01     4.0\n",
       "..         ...     ...\n",
       "910 2023-11-01     3.7\n",
       "911 2023-12-01     3.7\n",
       "912 2024-01-01     3.7\n",
       "913 2024-02-01     3.9\n",
       "914 2024-03-01     3.8\n",
       "\n",
       "[290 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_unrate['DATE'] = pd.to_datetime(df_unrate['DATE'])\n",
    "df_unrate.rename(columns={'DATE': 'date', 'UNRATE': 'unrate'}, inplace=True)\n",
    "df_unrate.drop(df_unrate[df_unrate['date'] < '2000-02-01'].index, inplace=True)\n",
    "print('UNRATE')\n",
    "df_unrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "M2SL\n"
     ]
    },
    {
     "data": {
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       "      <td>2000-02-01</td>\n",
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       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>2000-03-01</td>\n",
       "      <td>4710.2</td>\n",
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       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>2000-04-01</td>\n",
       "      <td>4766.1</td>\n",
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       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>2000-05-01</td>\n",
       "      <td>4753.9</td>\n",
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       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>2000-06-01</td>\n",
       "      <td>4771.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
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       "      <th>777</th>\n",
       "      <td>2023-10-01</td>\n",
       "      <td>20698.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>2023-11-01</td>\n",
       "      <td>20724.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>20786.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>20790.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>20783.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>289 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date     m2sl\n",
       "493 2000-02-01   4679.4\n",
       "494 2000-03-01   4710.2\n",
       "495 2000-04-01   4766.1\n",
       "496 2000-05-01   4753.9\n",
       "497 2000-06-01   4771.8\n",
       "..         ...      ...\n",
       "777 2023-10-01  20698.7\n",
       "778 2023-11-01  20724.9\n",
       "779 2023-12-01  20786.1\n",
       "780 2024-01-01  20790.2\n",
       "781 2024-02-01  20783.6\n",
       "\n",
       "[289 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_m2sl['DATE'] = pd.to_datetime(df_m2sl['DATE'])\n",
    "df_m2sl.drop(df_m2sl[df_m2sl['DATE'] < '2000-02-01'].index, inplace=True)\n",
    "df_m2sl.rename(columns={'DATE': 'date', 'M2SL': 'm2sl'}, inplace=True)\n",
    "print('M2SL')\n",
    "df_m2sl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MORTGAGE\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>mort</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-03-01</td>\n",
       "      <td>8.3250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-04-01</td>\n",
       "      <td>8.2400</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-05-01</td>\n",
       "      <td>8.1525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-06-01</td>\n",
       "      <td>8.5150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-07-01</td>\n",
       "      <td>8.2880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>6.8150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>6.6425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2024-03-01</td>\n",
       "      <td>6.7760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2024-04-01</td>\n",
       "      <td>6.8200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>2024-05-01</td>\n",
       "      <td>6.8200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>291 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date    mort\n",
       "0   2000-03-01  8.3250\n",
       "1   2000-04-01  8.2400\n",
       "2   2000-05-01  8.1525\n",
       "3   2000-06-01  8.5150\n",
       "4   2000-07-01  8.2880\n",
       "..         ...     ...\n",
       "286 2024-01-01  6.8150\n",
       "287 2024-02-01  6.6425\n",
       "288 2024-03-01  6.7760\n",
       "289 2024-04-01  6.8200\n",
       "290 2024-05-01  6.8200\n",
       "\n",
       "[291 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mort['DATE'] = pd.to_datetime(df_mort['DATE'])\n",
    "df_mort.drop(df_mort[df_mort['DATE'] < '2000-02-01'].index, inplace=True)\n",
    "df_mort.rename(columns={'DATE': 'date', 'MORTGAGE30US': 'mort'}, inplace=True)\n",
    "df_mort = df_mort.set_index('date').resample('ME').mean().reset_index()\n",
    "df_mort['date'] = df_mort['date'] + pd.offsets.MonthBegin(1)\n",
    "df_mort.sort_values(by='date', inplace=True)\n",
    "\n",
    "print('MORTGAGE')\n",
    "df_mort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cPHjwlNdxxc+SiMjpRqUiIiKNQFRUFEFBQY7U5FOxp4G3atWq3GOxsbHl3oBHRESUG+fn51fuuJ+fH0CFy1PGxMQ43ffx8SEyMtIxlxMnTnDOOecQEBDAX//6V7p06UJQUBB79+7l0ksvJScnx+n5QUFB1Voh4txzz+WLL77gn//8J9dddx15eXn07NmThx9+2PGm6MiRIxX2crAHZU5Om4+MjHS6b0/hPnmOJzty5Eilr3lF16mJFi1aOGrqyzq5jv9UX/vi4mKOHTtWo0aK1XmNDxw4wG+//eYoCzrZ4cOHT3mdwMBAli5dCpjXvH379hV+D1T0b6vIoUOHHOn6lTlw4ADp6emO7+2TnWrekydPZtGiRTz66KMMGjSI0NBQbDYbF110UYXfL6f63rJ//Sr7eaqpG264gSeffJIZM2awfv16XnnllQrHner7ZuHChU7HqvvzWfb8LVu2LHe8omPVfU2re057Dwp7AO5kZQN8VXn22Wc5//zzyc7OZsGCBcycOZOJEyeyatUqx9dx9erVJCQkMGLECF5//XXatGmDn58fX3zxBc8888wp/w+xz7euP0siIqcbBS5ERBoBb29vRo4cybfffktKSgpt2rSpcrz9DU5qamq5sfv37y9Xd+8KaWlpTqs+FBYWcuTIEcdcFi9ezP79+/nxxx8dWRZgmidWpCY13BMmTGDChAnk5eWxcuVKZs6cyeTJk4mLi2PIkCFERkaSmppa7nn2poiuej0a6jqnmgNQ6Ty8vLxo3rw5AAEBAeTl5ZUbV9Ebo1O9xlFRUQQGBpZrBmlXnX+7l5dXhcGZk1X3e6NFixblmtFWNK/IyMhKV+Qpu5ToyTIyMvj66695/PHHefDBBx3H8/LyOHr0aLXmeDL716+yn6eaatu2LRdccAFPPvkkXbt2ZejQoVVet7Lvm5O/fjXtsRAZGVlhg9G0tDSn+zV5TSMjI8s1xqzonPa5f/LJJ7Rv375G8y6rY8eOju/Pc889l8DAQB555BFeeeUV7rvvPgA++OADfH19+frrrwkICHA894svvqj2dVzxsyQicrpRqYiISCPx0EMPYVkW06ZNIz8/v9zjBQUFfPXVVwCcf/75AOWa1K1Zs4Zt27Y5VuhwpTlz5jjd/+ijjygsLGTEiBFA6Rudk1dE+fe//+2yOfj7+zN8+HBH+YR9xYCRI0eydetW1q9f7zT+v//9LzabjfPOO88l1x85cqQjQHPydYKCgpyW+qwvXbt2pXXr1sydO9dpFYOsrCw+/fRTx0ojYFY2OHjwoNObv/z8fL777rtKz1/Zazxu3Dh27dpFZGQkAwcOLHerKOOlvo0ZM4YdO3aUKwUqa9y4cRw5coSioqIK5921a9dKn2uz2bAsq9z39BtvvEFRUVGt5mz/eans56k27r33XsaPH8+jjz5a6ZghQ4YQGBhY7v+MlJQURwlUdfj7+1eYVTB8+HCOHz/Ot99+63T8gw8+cLpfk9d0+PDhLF682CnQVlxczMcff+w0bvTo0fj4+LBr164Kv8bVCZZV5IEHHqBTp0787W9/czROtdls+Pj4OJWa5eTk8N5775V7fmWvlSf+LImIuJsyLkREGokhQ4Ywa9Ysbr31VgYMGMAtt9xCz549KSgoYMOGDfznP/8hPj6e8ePH07VrV/74xz/yyiuv4OXlxZgxYxyrirRt25Z77rnH5fP77LPP8PHxYdSoUY5VRfr06eOoNx86dCjNmzfnT3/6E48//ji+vr7MmTOHX375pU7Xfeyxx0hJSWHkyJG0adOG9PR0/vGPfzj1z7jnnnv473//y9ixY3nqqado37498+bN49VXX+WWW26pVr+E6nj88cf5+uuvOe+883jssceIiIhgzpw5zJs3j+eee67KFUlcxcvLi+eee45rrrmGcePGcfPNN5OXl8fzzz9Peno6f/vb3xxjr7zySh577DGuuuoq7r//fnJzc/nnP/9Z7g1idV7ju+++m08//ZRzzz2Xe+65h969e1NcXExycjILFizg3nvvZfDgwfX+7y/r7rvv5sMPP2TChAk8+OCDnHnmmeTk5LBkyRLGjRvHeeedx1VXXcWcOXO46KKLuOuuuzjzzDPx9fUlJSWFH374gQkTJnDJJZdUeP7Q0FDOPfdcnn/+eaKiooiLi2PJkiW8+eab5foeVFf37t259tprefnll/H19eWCCy4gMTGRF154oUalGWUlJCSQkJBQ5Zjw8HAeffRR/vKXv3Dddddx9dVXc+TIEZ588kkCAgJ4/PHHq3WtXr168dlnnzFr1iwGDBjgyKK5/vrr+fvf/861117LX//6Vzp16sS3337rCJLZyzVq8po+/PDDfPXVV4wcOZKHH36YwMBAXnvtNceSofZzxsXF8dRTT/Hwww/z+++/c+GFF9K8eXMOHDjA6tWrCQ4OdiypWxO+vr7MmDGDSZMm8Y9//INHHnmEsWPH8tJLLzF58mT++Mc/cuTIEV544YUKl7Du1asXH3zwAR9++CEdO3YkICCAXr16eeTPkoiI27m1NaiIiNTYxo0breuvv95q166d5efnZwUHB1v9+vWzHnvsMevgwYOOcUVFRdazzz5rdenSxfL19bWioqKsa6+91tq7d6/T+YYPH2717Nmz3HXat29vjR07ttxxTloNw74Cxbp166zx48dbzZo1s0JCQqyrr77aOnDggNNzly9fbg0ZMsQKCgqyWrRoYf3hD3+w1q9fX25VAfsKExU5eSWMr7/+2hozZozVunVry8/Pz4qOjrYuuugi66effnJ63p49e6zJkydbkZGRlq+vr9W1a1fr+eefd1p5w76qyPPPP1/hv/vxxx+vcE5lbd682Ro/frwVFhZm+fn5WX369KlwxYSTX8eqVDX2448/dlpVxO6LL76wBg8ebAUEBFjBwcHWyJEjrZ9//rnc87/55hurb9++VmBgoNWxY0frX//6V7lVRar7Gp84ccJ65JFHrK5du1p+fn5WWFiY1atXL+uee+6x0tLSqvw3VvU1L6uy70v7YyevunHs2DHrrrvustq1a2f5+vpa0dHR1tixY61ff/3VMaagoMB64YUXrD59+lgBAQFWs2bNrG7dulk333yztXPnzirnk5KSYl122WVW8+bNrZCQEOvCCy+0EhMTy83FvqrIyStF2FesKPv1y8vLs+69914rOjraCggIsM466yxrxYoVFf77KlKd762TVxWxe+ONN6zevXs7vn4TJkywtmzZ4jSmqq/V0aNHrcsvv9wKDw+3bDab0/dRcnKydemllzr+j7jsssusb775xgKs//3vf45x1X1NLcuyfvrpJ2vw4MGWv7+/FRMTY91///3Ws88+W+EqOF988YV13nnnWaGhoZa/v7/Vvn176/LLL7e+//77Kl8r+9fo448/rvDxwYMHW82bN3dc76233rK6du1q+fv7Wx07drRmzpxpvfnmm+Ve76SkJCshIcEKCQmxAKf/1+rysyQicjqyWVaZPFIREZEaeuKJJ3jyySc5dOiQaq9FpEZmzJjBI488QnJy8il791RXQkICSUlJ7NixwyXnExER91OpiIiIiIjUu3/9618AdOvWjYKCAhYvXsw///lPrr322loHLaZPn06/fv1o27YtR48eZc6cOSxcuJA333zTlVMXERE3U+BCREREROpdUFAQf//730lKSiIvL4927drx5z//mUceeaTW5ywqKuKxxx4jLS0Nm81Gjx49eO+997j22mtdOHMREXE3lYqIiIiIiIiIiMfScqgiIiIiIiIi4rEUuBARERERERERj6XAhYiIiIiIiIh4LDXnbGCFhYVs2LCBli1b4uWluJGIiIiIiIjUr+LiYg4cOEC/fv3w8Wl8YYDGN+NGbsOGDZx55pnunoaIiIiIiIg0MatXr2bQoEHunkaNKXDRwFq2bAmYb5hWrVq5eTYiIiIiIiJyuktNTeXMM890vB9tbBS4aGD28pBWrVrRpk0bN89GREREREREmorG2q6gcc5aRERERERERJoEBS5ERERERERExGMpcCEiIiIiIiIiHkuBCxERERERERHxWApciIiIiIiIiIjHUuBCRERERERERDyWAhciIiIiIiIi4rEUuBARERERERERj6XAhYiIiIiIiIh4LAUuRERERERERMRjKXAhIiIiIiIiIh5LgQsRERERERER8VgKXIiIiIiIiIiIx1LgQkREREREREQ8lgIXIiIiIiIiIuKxFLgQEREREREREY+lwIXUXWEWHFoOluXumYiIiIiIiLhUZm4B/16yi/TsfHdPpcnycfcE5DSw7h7Y9Tqc8zm0neju2YiIiIiIiNSJZVnsz8jl3eVJzF2VzIm8QgqLLW47r5O7p9YkKXAhdXdso9keWqbAhYiIiIiINAqWZfFLSgaLtx0g6Ug2qRk5pGXmkpFdwIm8QorLJJR3jm5GXGSw+ybbxLm1VGTmzJkMGjSIkJAQoqOjmThxItu3b3caY7PZKrw9//zzjjEjRowo9/hVV13ldJ5jx44xZcoUwsLCCAsLY8qUKaSnpzuNSU5OZvz48QQHBxMVFcWdd95Jfr5zOtDmzZsZPnw4gYGBtG7dmqeeegqrqZdIZO812/TN7p2HiIiIiIjIKaRm5DDjm20M+9tiJv7fz/xz8W98+ct+1iQdY+/RHDJzS4MWgztE8NbUgXx397mM7d3KvRNvwtyacbFkyRJuu+02Bg0aRGFhIQ8//DAJCQls3bqV4GATzUpNTXV6zrfffstNN93EZZdd5nR82rRpPPXUU477gYGBTo9PnjyZlJQU5s+fD8Af//hHpkyZwldffQVAUVERY8eOpUWLFixbtowjR45w/fXXY1kWr7zyCgCZmZmMGjWK8847jzVr1rBjxw6mTp1KcHAw9957r2tfnMaiKB9yD5j9jET3zkVERERERKQSyUeymbXkNz5Zl0JBkYlMBPl5c163aPq2CadVeAAxoQE0D/YjxN+HkABfAv283TxrATcHLuxBBLu3336b6Oho1q1bx7nnngtATEyM05j//e9/nHfeeXTs2NHpeFBQULmxdtu2bWP+/PmsXLmSwYMHA/D6668zZMgQtm/fTteuXVmwYAFbt25l7969xMbGAvDiiy8ydepUnnnmGUJDQ5kzZw65ubm88847+Pv7Ex8fz44dO3jppZeYPn06NpvNJa9Lo5KzDygJR+bsh7yj4B/h1imJiIiIiIjYWZbF7FXJPP31VvILiwGTSXHDsA6M6NqCAF8FJzydR60qkpGRAUBERMVvfA8cOMC8efO46aabyj02Z84coqKi6NmzJ/fddx/Hjx93PLZixQrCwsIcQQuAs846i7CwMJYvX+4YEx8f7whaAIwePZq8vDzWrVvnGDN8+HD8/f2dxuzfv5+kpKQK55yXl0dmZqbjVnZepwV7mYidykVERERERMRDZOYWcPvcDTz6RSL5hcUMPSOST/40hA9vHsKF8TEKWjQSHtOc07Ispk+fztlnn018fHyFY959911CQkK49NJLnY5fc801dOjQgZiYGBITE3nooYf45ZdfWLhwIQBpaWlER0eXO190dDRpaWmOMS1btnR6vHnz5vj5+TmNiYuLcxpjf05aWhodOnQod42ZM2fy5JNPVuMVaKSyKghctBzunrmIiIiIiIiUSMvIZfIbK/n9UBY+XjYeHNONm87u0DQz5Rs5jwlc3H777WzatIlly5ZVOuatt97immuuISAgwOn4tGnTHPvx8fF07tyZgQMHsn79evr37w9Q4TenZVlOx2szxt6Ys7Jv/oceeojp06c77u/bt48ePXpU+m9sdE7OuMhQxoWIiIiISFOzLz2HtUlH6RjVjE7RzdzeGyI1I4er/7OSpCPZxIYF8H/X9Kdfu+ZunZPUnkcELu644w6+/PJLli5dSps2bSoc89NPP7F9+3Y+/PDDU56vf//++Pr6snPnTvr3709MTAwHDhwoN+7QoUOOjImYmBhWrVrl9PixY8coKChwGmPPvrA7ePAgQLlsDTt/f3+n0pLMzMxTzr9RsQcumnWEE79Duhp0ioiIiIg0JQcyc7ns1eWkZeYCYLNBz9hQ3rtxMM2D/Rp8PvvTc7j69ZXsOZJNm+aBvD/tLNpGBDX4PMR13NrjwrIsbr/9dj777DMWL15cYamF3ZtvvsmAAQPo06fPKc+7ZcsWCgoKaNXKLFczZMgQMjIyWL16tWPMqlWryMjIYOjQoY4xiYmJTquYLFiwAH9/fwYMGOAYs3TpUqclUhcsWEBsbGy5EpImwx64iL3IbDMSoakvDysiIiIi0kTk5Bcx7b9rScvMJTLYj4hgPywLEvdl8tHavac+gYulZ+dzzRur2HMkm7YRgXzwRwUtTgduDVzcdtttzJ49m7lz5xISEkJaWhppaWnk5OQ4jcvMzOTjjz/mD3/4Q7lz7Nq1i6eeeoq1a9eSlJTEN998wxVXXEG/fv0YNmwYAN27d+fCCy9k2rRprFy5kpUrVzJt2jTGjRtH165dAUhISKBHjx5MmTKFDRs2sGjRIu677z6mTZtGaGgoYJZU9ff3Z+rUqSQmJvL5558zY8aMpruiCJQGLlqOBC9fKMiE7GT3zklEREREROpdcbHFfR//wqaUDJoH+fLZrUNZ/+gonp5oehZ+tHavo7S+IRQUFXPL7PXsPpxF6/BAPvjjENo0V9DidODWwMWsWbPIyMhgxIgRtGrVynE7uRzkgw8+wLIsrr766nLn8PPzY9GiRYwePZquXbty5513kpCQwPfff4+3d2ld1Zw5c+jVqxcJCQkkJCTQu3dv3nvvPcfj3t7ezJs3j4CAAIYNG8akSZOYOHEiL7zwgmNMWFgYCxcuJCUlhYEDB3Lrrbcyffp0px4WTU7ZUpHQbmZfK4uIiIiIiJz2Xlu6i3mbU/H1tvHatQNoHxkMwMS+sQT6erPrUBbrk9MbZC6WZfH4l1tY8fsRgv28eXPqQFqHBzbItaX+2ayGDIEJKSkptG3blr1791baz6PRKMyGj8x/Tlx+FNbcDnvmQp8Z0PMh985NRERERETqTX5hMYNnfM+x7AJmXNKLyYPbOT1+70e/8On6FK4a1Ja/Xda73ufz7vIkHv9yCzYbvHHdQEZ2r7gHYVPV2N+HujXjQhqBQ8vhhwth3zflH8tOMVufYPANh/Be5r4adIqIiIiInNaW7DjEsewCWoT4M2lg+TfC9mNf/bKf7PzCep3LzgPHeWbeNgAeGtNNQYvTkAIXUrWUzyH1O9jy1/JNN+1lIkFtTetge+BCS6KKiIiIiJzWPltvPsSc0CcWH+/ybyvP7BBBXGQQWflFfLPZrMyYW1Dk8p4XRcUWD3y6ifyiYs7vFs20czq69PziGRS4kKp1uxe8/OHwCjj4o/NjZQMXAOGmCQ+Zv0JxQYNNUUREREREGk5GdgGLth0E4NL+FZcd2Gw2rhho3if8c9FOJv7fz8Q//h1nzVzEqt+PuGwu7y5PYkNyOs38fXjmkvimu2jCaU6BC6laYAycUbKaS+JfnR/LOilwEdQOfENN0CLz14abo4iIiIiINJh5m1PJLyqmW0wIPWJDKx13af/WeNkg+Wg2G/emU1hscSAzj2veWMUHq+u+EmHykWye/247AA9d1I1WYWrGebpS4EJOrccDYPOBA4vh0IrS4ydnXNhsEDHA7B/4sUGnKCIiIiIiDcNeJnJp/9ZVjmsVFsjfLuvNtWe146VJfVh073DG9m5FYbHFg59t5tEvEsnJL6rVHIqKLe7/5BdyCooY3CGCqwe1O/WTpNFS4EJOLbgddLze7G95pvS4PXARXOY/iVZjzHb/vIaZm4iIiIiINJg9R7JYu+cYXjaY0LfqwAXApIFt+evEXlzavw1ntGjGv67ux/RRXQB4b+UexvxjKWuSjtZ4Hq/+8Burdh8lyM+bZy/rjZeXSkROZwpcSPX0eBBsXiYgcXSDOXZyxgVA67Fme+BHKMxq0CmKiIiIiEj9+mLDfgCGdYqiZWhAjZ9vs9m4c2Rn3r3xTGJCA0g6ks2kf6/gb9/+SlFx9Rp3rk06ysuLdgLw9IR44qKCazwPaVwUuJDqCekE7a4y+1v/ZrYVBS5Cu0NwHBTnQdriBp2iiIiIiIjUr28TU4HqZVtUZXiXFnx3z7lcMaANlgWvLdnFH/+7lhN5VS+dmp6dz10fbKSo2OKSfq25bEDFzUHl9KLAhVRfjz+b7d5P4NgmKMg094PLBC5sNogtybpQuYiIiIiIyGlj79Fsfk07jreXjZHdout8vrBAX56/og+vXN0Pfx8vFv16kMteXc7eo9kVjs/IKeDm99axLz2HuMggnp4YX+c5SOOgwIVUX/PeEJMAVjFsuNcc82sOPielZrUuE7hw8TrNIiIiIiLiHgu3HgBgYPvmNA/2c9l5x/eJ5cObh9AixJ/tB45z0T9/4qO1e7HKvJfYn57DFa8tZ9XuowT7efOvyf1p5u/jsjmIZ9NXWmqm+32QtgDSvjf3y5aJ2EWPAO9AyE6B9M0m4CEiIiIiIo2aPXCR0DPG5efu2zacL28fxi2z17NxbzoPfLKJr37ZT7eYEHIKili49QAHMvNoGerPW1MH0TM2zOVzEM+ljAupmZgLILxP6f2KAhc+gdBypNlXuYiIiIiISKOXnp3P6pLVPxJ6tKyXa7QKC+STPw3hwTHd8PPx4qedh3n9p93MXpnMgcw8urRsxue3DlPQoglSxoXUjM1msi5WTDH3KwpcgCkX2f+1CVz0fKjh5iciIiIiIi63+NeDFBVbdIsJoW1EUL1dx8fbiz8NP4MLukfzybp9WJZFgK83kc38mNivNaEBvvV2bfFcClxIzbW/En55yJSCBFcSuIi9yGwPr4C8I+Af2XDzExERERERl7KXiYyqp2yLk3WKDuHBMd0a5Fri+VQqIjXn5QuDZkHUUGh/dcVjgttBeG/TyDPlfw07PxERERERcZncgiKW7DgENFzgQqQsBS6kdlqPg4SfoVmHyse0v9Js97zfMHMSERERERGXW77rMNn5RcSEBtCrtfpLSMNT4ELqT/urzPbAYsg54N65iIiIiIhIrSzadhCAC3pEY7PZ3DwbaYoUuJD606wjRJ5pykWSP3b3bEREREREpBZW7DoCwLmdW7h5JtJUKXAh9cveAyP5A/fOQ0REREREauxAZi6/H87CZoPBHdRwX9xDgQupX+0mATY49DNkJbt7NiIiIiIiUgP2bIv42DDCgrQUqbiHAhdSv4JiIXq42d/zoXvnIiIiIiIiNbJ812EAhpyhbAtxHwUupP7Zm3RqdRERERERkUZlxe8m40KBi6ajsLCQRx55hA4dOhAYGEjHjh156qmnKC4udtucfNx2ZWk62l4Ga2+HYxsgczuEdnX3jERERERE5BT2Hs1m79EcvL1sDIqLcPd0pIE8++yzvPbaa7z77rv07NmTtWvXcsMNNxAWFsZdd93lljkp40LqX0AUxIwy+3vUpFNEREREpDGwZ1v0bhNGM3995t1UrFixggkTJjB27Fji4uK4/PLLSUhIYO3atW6bkwIX0jDiSlYX2fMBWJZ75yIiIiIiIqe0sqQx51CViZw2jh8/TmZmpuOWl5dXbszZZ5/NokWL2LFjBwC//PILy5Yt46KLLmro6ToobCYNo80E8A6AzF8h/Rdo3tfdMxIRERERkUpYlsXyksDFkI5Rbp6NuEqPHj2c7j/++OM88cQTTsf+/Oc/k5GRQbdu3fD29qaoqIhnnnmGq6++ugFn6kyBC2kYvqEQOxb2fgpJ7ytwISIiIiLiwZKOZJOWmYuftxcD2jd393TERbZu3Urr1q0d9/39/cuN+fDDD5k9ezZz586lZ8+ebNy4kbvvvpvY2Fiuv/76hpyugwIX0nDaX2UCF3s+gL5/A5vN3TMSEREREZEK2JdB7dsunEA/bzfPRlwlJCSE0NDQKsfcf//9PPjgg1x1lVkdslevXuzZs4eZM2e6LXChHhfScGLHgk8IZCfD4RXuno2IiIiIiFRihaNMRP0tmprs7Gy8vJxDBd7e3m5dDlWBC2k4PoHQZqLZ1+oiIiIiIiIeybIsVv6uxpxN1fjx43nmmWeYN28eSUlJfP7557z00ktccsklbpuTAhfSsNqbdCOSP4LiQvfORUREREREytl58ASHT+Tj7+NF33bh7p6ONLBXXnmFyy+/nFtvvZXu3btz3333cfPNN/P000+7bU7qcSENq9Uo8IuA3ANwcAnEjHT3jEREREREpAx7mciguAj8fdTfoqkJCQnh5Zdf5uWXX3b3VByUcSENy8sX2l1u9ve87965iIiIiIhIOY7+FioTEQ+hwIU0vPYl6/8mfwpF+e6di4iIiIiIOBQXW6zcbQIXZ6kxp3gIBS6k4bU4BwJbQUE6pH7n7tmIiIiIiEiJbWmZpGcXEOznTe82Ye6ejgigwIW4g5c3tLvS7Gt1ERERERERj+Hob9EhAl9vvV0Uz6DvRHEP++oi+/4HhdnunYuIiIiIiAClgQstgyqeRIELcY/IMyG4AxRmwb6v3T0bEREREZEmr7ComNW7jwIwpGOUm2cjUkqBC3EPm60060Kri4iIiIiIuF3i/kyO5xUSGuBDj9hQd09HxEGBC3GfuJLVRfZ9BQeXuncuIiIiIiJN3M+/HQbgzA6ReHvZ3DwbkVIKXIj7hPeCuGvBKoJlV0B2irtnJCIiIiLSZC3baQIX53RWmYh4FgUuxL3O/DeE94Hcg/DTZVCU5+4ZiYiIiIg0Odn5hazbcwxQ4EI8jwIX4l4+QXDuZ+DXHI6shg0PuHtGIiIiIiJNzqrdR8kvKqZ1eCAdooLdPR0RJwpciPs16wiD3zT7yR+6dy4iIiIiIk2QvUzk7E5R2GzqbyGeRYEL8QwtzjHb3AMqFxERERERaWCOwIXKRMQDKXAhnsE/ErwDzL6adIqIiIiINJiDmblsP3Acmw2GdVLgQjyPAhfiGWw2CGpn9rP3uncuIiIiIiJNyE8l2RbxsWFEBPu5eTYi5SlwIZ4jqK3ZZiW7dx4iIiIiIk3Ist9UJiKeTYEL8RzByrgQEREREWlIlmU5AhdaBlU8lQIX4jnsGRfZyrgQEREREWkI65OPceh4HkF+3gxo39zd0xGpkAIX4jnsGRdZyrgQEREREWkIX2zYD8DonjH4+3i7eTYiFXNr4GLmzJkMGjSIkJAQoqOjmThxItu3b3caM3XqVGw2m9PtrLPOchqTl5fHHXfcQVRUFMHBwVx88cWkpDivTHHs2DGmTJlCWFgYYWFhTJkyhfT0dKcxycnJjB8/nuDgYKKiorjzzjvJz893GrN582aGDx9OYGAgrVu35qmnnsKyLNe9KE2ZozmnMi5EREREROpbQVEx8zanAjChb6ybZ9OAigth6SWw6Ql3z0Sqya2BiyVLlnDbbbexcuVKFi5cSGFhIQkJCWRlZTmNu/DCC0lNTXXcvvnmG6fH7777bj7//HM++OADli1bxokTJxg3bhxFRUWOMZMnT2bjxo3Mnz+f+fPns3HjRqZMmeJ4vKioiLFjx5KVlcWyZcv44IMP+PTTT7n33nsdYzIzMxk1ahSxsbGsWbOGV155hRdeeIGXXnqpnl6hJsZRKqKMCxERERGR+vbTzkMczconqpkfZzelZVDTf4GUL2DLM1CY7e7ZSDX4uPPi8+fPd7r/9ttvEx0dzbp16zj33HMdx/39/YmJianwHBkZGbz55pu89957XHDBBQDMnj2btm3b8v333zN69Gi2bdvG/PnzWblyJYMHDwbg9ddfZ8iQIWzfvp2uXbuyYMECtm7dyt69e4mNNdHGF198kalTp/LMM88QGhrKnDlzyM3N5Z133sHf35/4+Hh27NjBSy+9xPTp07HZbPXxMjUdwSWBi4JMyM8AvzD3zkdERERE5DRmLxMZ1zsWH+8m1EUgx2SZYBXC0bUQfW7V48XtPOq7MyMjA4CIiAin4z/++CPR0dF06dKFadOmcfDgQcdj69ato6CggISEBMex2NhY4uPjWb58OQArVqwgLCzMEbQAOOusswgLC3MaEx8f7whaAIwePZq8vDzWrVvnGDN8+HD8/f2dxuzfv5+kpKQK/015eXlkZmY6bsePH6/NS9M0+ASDX8nXXlkXIiIiIiL1JiuvkIVbDwAwsV9rN8+mgdkDFwCHV7hvHlJtHhO4sCyL6dOnc/bZZxMfH+84PmbMGObMmcPixYt58cUXWbNmDeeffz55eXkApKWl4efnR/Pmzh1wW7ZsSVpammNMdHR0uWtGR0c7jWnZsqXT482bN8fPz6/KMfb79jEnmzlzpqOvRlhYGD169Kj2a9IkORp0qs+FiIiIiEh9WbA1jZyCIuIig+jTpollOitw0ei4tVSkrNtvv51NmzaxbNkyp+NXXnmlYz8+Pp6BAwfSvn175s2bx6WXXlrp+SzLcirdqKiMwxVj7I05KysTeeihh5g+fbrj/r59+xS8qEpQWzi2URkXIiIiIiL1yF4mMqFv66ZX8p6zv3T/8AqwLGhqr0Ej4xEZF3fccQdffvklP/zwA23atKlybKtWrWjfvj07d+4EICYmhvz8fI4dO+Y07uDBg45siJiYGA4cOFDuXIcOHXIac3LWxLFjxygoKKhyjL1s5eRMDDt/f39CQ0Mdt5CQkCr/fU2eVhYREREREalXyUeyWfbbYaCJrSZiVzbjIvcgnPjdfXORanFr4MKyLG6//XY+++wzFi9eTIcOHU75nCNHjrB3715atWoFwIABA/D19WXhwoWOMampqSQmJjJ06FAAhgwZQkZGBqtXr3aMWbVqFRkZGU5jEhMTSU0t/SZesGAB/v7+DBgwwDFm6dKlTkukLliwgNjYWOLi4mr/Qkgpe4NOlYqIiIiIiNSLWUt+o6jY4pzOUXRs0czd02l4jsBFSZaFykU8nlsDF7fddhuzZ89m7ty5hISEkJaWRlpaGjk5OQCcOHGC++67jxUrVpCUlMSPP/7I+PHjiYqK4pJLLgEgLCyMm266iXvvvZdFixaxYcMGrr32Wnr16uVYZaR79+5ceOGFTJs2jZUrV7Jy5UqmTZvGuHHj6Nq1KwAJCQn06NGDKVOmsGHDBhYtWsR9993HtGnTCA0NBcySqv7+/kydOpXExEQ+//xzZsyYoRVFXMmRcaFSERERERERV9uXnsMn61IAuHNkZzfPxk1ySwIXLcyH2ApceD63Bi5mzZpFRkYGI0aMoFWrVo7bhx9+CIC3tzebN29mwoQJdOnSheuvv54uXbqwYsUKp5KLv//970ycOJFJkyYxbNgwgoKC+Oqrr/D29naMmTNnDr169SIhIYGEhAR69+7Ne++953jc29ubefPmERAQwLBhw5g0aRITJ07khRdecIwJCwtj4cKFpKSkMHDgQG699VamT5/u1MNC6ihIGRciIiIiIvXlP0t2UVBkcVbHCAbFRZz6CacbqxhySsr/25T0TFTgwuPZLHt3SWkQKSkptG3blr17956yn0eTlJUM/2sPXr5wZS7YPKINi4iIiIhIo3cwM5ezn/uB/MJi5v5hMEM7Rbl7Sg0v9xB8VrLi5MW74MszwOYNV2SAT7B751aPGvv7UL0rFM8SGGuCFcUFkFu+oaqIiIiIiNTOf5b+Tn5hMQPaN2fIGZHuno572Ptb+EdBs44Q1AasIjiyxr3zkiopcCGexcvHBC8AstTnQkRERETEFdIycpm9ag8Ad5zfqen26LMHLgLNYg9EDTHbw8vdMx+pFgUuxPNoSVQREREREZd6aeF2cguKGdi+OcO7tHD3dNzH3pgzwB64KGnQeUh9LjyZAhfieewNOrWyiIiIiIhInW1LzeTjkpVEHh7bvelmW0D5jIuwnmabvcc985FqUeBCPE9wScaFVhYREREREamzGd9sw7JgbO9W9GvX3N3Tca+TAxd+Ja9H/jH3zEeqRYEL8TzKuBARERERcYklOw7x087D+Hrb+PPobu6ejvs5AhclffX8ws1WgQuPpsCFeB5lXIiIiIiI1FlGTgFPfLkFgOuHxNEuMsjNM/IAuZVkXBRmmZUNxSMpcCGeRxkXIiIiIiJ1UlRscef7G9h9OIvYsADuOL+zu6fkGU4uFfENL30sP72hZyPVpMCFeB77qiK5aVCU5965iIiIiIg0Qs/N/5UlOw4R4OvFf64bSFiQr7un5H6WVT5w4eUNvqFmX+UiHkuBC/E8/pHgHWD2c/a5dy4iIiIiIo3MFxv28e+lvwPw/OV9iG8d5uYZeYiCTCjKMfv25VChNOtCgQuPpcCFeB6brTTrQn0uRERERESqbev+TP786SYAbh1xBuP7xLp5Rh7Enm3hGwY+gaXHtbKIx1PgQjyT+lyIiIiIiNRIRk4Bt8xZR15hMcO7tODehK7unpJnObkxp50jcJHeoNOR6lPgQjyTVhYREREREak2y7K47+Nf2HMkm9bhgbx8ZV+8vWzunpZnObm/hZ09cFGgjAtPpcCFeCZHxoUCFyIiIiIip/LWz0ks3HoAP28vZl3bn+bBfu6ekuexBy4CKsu4UODCUylwIZ7JkXGhUhERERERkaqcyCvklcU7AXh0XHd6twl374Q8VaUZF+Fmq8CFx1LgQjyTMi5ERERERKpl9so9pGcX0DEqmMmD27t7Op7rVKUiClx4LAUuxDPZVxVRc04RERERkUrl5Bfxxk9m6dNbz+ukvhZVUXPORkuBC/FMwSUZFwWZkJ/h3rmIiIiIiHiouauTOXwin7YRgUzoq6VPq5Sz32yVcdHoKHAhnsknGPwizL6yLkREREREysktKOLfS3YBcMvwTvh66+1dlSprzukbbrYKXHgsfWeL59KSqCIiIiIilfp4XQoHj+fRKiyAywa0dvd0PFthtsnmBmVcNEIKXIjncjToVMaFiIiIiMjJPllr/k7+wzkd8ffxdvNsPFzmr2br0wx8Q50fU48Lj6fAhXguR4NOZVyIiIiIiJSVciybX1Iy8LLBxX3U2+KUUr4025hRYDupgak9cFGQAVZxw85LqsXH3RMQqZS9QWdWDTMuLAuOroXd74HNG3o/Db7NXD8/ERERERE3+XZzGgBndoigRYi/m2fTCKR8YbZtJpR/zC+8ZMcywQt7IEM8hgIX4rlqk3Gx72vY+CBkbCk9lvY9nPMZhHZ27fxERERERNzkm0TTaPKiXq1OMVI4kQTpv4DNC1qPK/+4tz94B0JRjulzocCFx1GpiHiumva4OJEEyyaZoIV3ALS7EgJiICMRvhsE+76pt6mKiIiIiDSU/ek5bEhOx2aDC+Nj3D0dz5fyP7NtcQ74R1Y8Rn0uPJoCF+K57KuKZO+tXq3ZurtMlDT6XLgkFc7+AMash6ihJuVr2RX6j0hEREREGr1vNptsi0FxEUSHBLh5No3AvpLARZuJlY/RyiIeTYEL8VyBsSadq7gAcg9WPTblS9j3Jdh8YNCs0jq1wFYw8gcI7gBF2XB4Rb1PW0RERESkPn2baPpbXKRsi1PLOwIHl5r9ivpb2Clw4dEUuBDP5eVjghcAWVX0uSjMhnV3mv3u90JYD+fHvf1MFgbAoZ9dP08RERERkQaSmpHDuj3HsNlgjPpbnNq+eWAVQXhvaNah8nG+4WarwIVHUuBCPJujz0UVgYstMyFrjxkb/2jFY1oMM1sFLkRERESkEZtfkm0xsH1zWoaqTOSUHGUiVWRbgDIuPJwCF+LZgsr0uahIcSH8Nsvs938JfIIrHmcPXBxZZUpPquvEblgwFPZ8VP3niIiIiIjUk++3HQBgdE+ViZxScRGkfmf2qx24SK/XKUntKHAhns3eoDN9MyQ+Az+Oh+O7Sh8/tMzUrflHVt1sJ7Qb+EWY5p1HN1T/+smfmL4Yq26C7H21+ieIiIiIiLhCVl4hq3cfBWBk95Zunk0jcOI3KMwC7yBo3q/qscq48GgKXIhns5eK/P42bHoE9n9ttnZ7Pzfb1uNNT4zK2LzM6iIAh2tQLpKz32wLT8D6e6v/PBERERERF/v5t8MUFFm0jwyiQ1QlmcZSKn2T2Yb1NO8HqmJv7q/ABXFxcdhstnK32267zW1zUuBCPFtIpzL7Xcx276eQkwaWBSlfmGNtLjn1uWrT58IeuABI/hBSF5YfU5QL2fvLHxcRERERcaEfth8C4Lyu0W6eSSORvtlsm/c+9VhlXDisWbOG1NRUx23hQvMe6IorrnDbnBS4EM8WMwr6vwzDv4Zx2yBqiOlR8dvrcGy9adrpE2zGnUrZwIVlVe/6OWaNbJqVBFDW3gZFec5jll4CX7SBXx6uWf8MEREREZFqsiyLJdsPAjC8aws3z6aRsAcuwnqdeqw9cFGQXm/TaSxatGhBTEyM4/b1119zxhlnMHz4cLfNSYEL8WxePtDtLmg91qR3dbndHP/tNUj+2Oy3uhB8Ak99roiB4OULuWlw4vfqXd+ecTHgZQiIgeM7YfvLpY9n7YXU+YAFW2bA98PhRFL1zi0iIiIiUk07Dpxgf0Yu/j5eDOkY6e7pNA7KuCjn+PHjZGZmOm55eXlVjs/Pz2f27NnceOON2Gy2BppleQpcSOPS9jIIiDYBhV//bo5Vp0wETHAjYqDZr065iGWVBi7CukOfZ8z+b6+XZmzYgyfNOoJvmGnkuWAIFByv3pxERERERKrhh5JsiyFnRBLg6+3m2TQCBSfgRElT/5pkXJzmgYsePXoQFhbmuM2cObPK8V988QXp6elMnTq1YSZYCQUupHHx9oczppn94nyw+ZhsjOqyl4tUp0FnQYZZhQQgoBW0m2Q6Ep/YBUfWmOPJJcukdpsOYzZCYKzJ6KhJHw0RERERkVP4sSRwof4W1ZSxxWwDYiAg6tTjyzbnrG5ZeSO0detWMjIyHLeHHnqoyvFvvvkmY8aMITY2toFmWDEFLqTx6XQz2EqizC3PL/1Ppjqi7H0ulp16rD3bwjfcZGv4Nitd/zlpjikJObLKlLC0vRyaxZX22lDgQkRERERcJDO3gLVJJhNAgYtqspeJhFejTARKMy6sIrOi4GkqJCSE0NBQx83f37/SsXv27OH777/nD3/4QwPOsGIKXEjjE9zWZD8AxF1Ts+faMy4ytpqVSapiD1wElYku2q+X/CHsed/sR4+AwJJ1tFvUYslVEREREZEq/LzzMIXFFh2jgmkXGeTu6TQO9qVQw6tRJgIms9rL1+znp9fLlBqbt99+m+joaMaOrUGGez1R4EIap8FvwAVLoMOUmj0voAVEDDD7+7+peqx9RZHAMoGLVgngHwm5B2BLST2YPYgCpRkdh1dphRERERERcYnvt5kykRHKtqg+R8ZFNQMXNluT6XNRHcXFxbz99ttcf/31+Pj4uHs6ClxII+UTBNHnmv9gaqr1eLPd91XV4+wZF2UDF16+pYGKwuOmZKXtpaWPh3U3pSVF2aVRXhERERGRWiosKmbRrwcASOjZ0s2zaSQsCzJqWCoC5u94UOAC+P7770lOTubGG29091QABS6kKbIHLlIXQFFu5eOyKwhcALSfXLrf8nyTxWFn8yotF1GfCxERERGpozVJx0jPLqB5kC8D2zd393Rqz7Jg2ZWw6HwoqnoJzjrLSYW8I+ZDxrDu1X+eMi4cEhISsCyLLl26uHsqgAIX0hQ17weBrU1WxIEfKh9XUcYFmMBEcHuz3/7K8s+LUuBCRERERFxjwVbTl21k95b4eDfit29FuWZFvgM/wN5P6/da9jKRkM7gHVD959kDFwXpLp+S1E0j/s4XqSWbDVqPM/tVlYtUFriwecHQudDrKehwXfnn2RuAHvr5tF5KSURERETql2VZLNhSUibSo5GXiRQeL93f8X/1e63alImAMi48mAIX0jQ5AhdfVx5ccAQuWpV/rMVQ6PVoaefhsiLPBJsP5OyD7L2uma+IiIiINDlbUzPZl55DgK8X53RuceoneLKCMoGLw8vh6Ib6u9axGq4oYucXbrYKXHgcBS6kaWo5ErwDTWAh/Zfyj1tW5RkXp+ITZMpRQOUiIiIiIlJrC7eabItzO7cg0M/bzbOpo4JM5/s76zHrQhkXpx0FLqRp8gmEmAvM/r6vyz+efwyK881+RRkXp1K2XEREREREpBYcZSI9Y9w8Exewl4rYM5aT5tZPgCD/GKQnmv3mfWr2XEfgIr3yMVYxHF1n/s633/KO1mqqUn0KXEjT5VgWtYLAhT3bwj8SvP1rfm77yiKHFbgQERERkZrbezSbramZeNlgZLdod0+n7uylIuF9TCZEUQ7setv110n5CqxCCIsvbahfXafKuCjKgx/HwvyBsPDs0tvh5XWbs5ySAhfSdLVKMNuj68ovi1rbMhG7qJKMi/RN5dPiRERERERO4bstZjWRQXERNA/2c/NsXMD+N7FvKHS5zezvet3119n7idm2u7zmzw1sbbaZ28s/VlwEy6+F1Png5W9WLLHffIJrP1+pFgUupOkKagf+LUxE9thJfS7qGrgIioVmZ5hUMpWLiIiIiEgNfbM5FYCLetWibNkT2UtFfENKM5+P7zABAVcpyITUBWa/7WU1f37UWYANTvwGOWmlxy0L1txsgiJefjDiaxi/o/TW8jyXTF8qp8CFNF02G0QOMvtH1jg/VtfABUDLEWZ74Ifan0PElb/MRUREpFHYl57D+uR0bDYYE38a9LeA0lIRnxDwjwabl/mQL++Q666xbx4U50FoVwjrWfPn+4WXrkRyaFnp8e3/gF1vmjkPe7+0V540GAUupGmLGGi2R9c6H8+uYinU6ooeYbYHfqz9OaRp++UR+Ci4fpcLExEREY/zbUm2xaC4CKJDA9w8GxcpWyri5W0ynwFy0yp/Tk3t/dRs215mPqSsjRbnmO3Bn0qP7f6v2fZ9DtpeWvv5Sa25NXAxc+ZMBg0aREhICNHR0UycOJHt20vriQoKCvjzn/9Mr169CA4OJjY2luuuu479+/c7nWfEiBHYbDan21VXXeU05tixY0yZMoWwsDDCwsKYMmUK6enpTmOSk5MZP348wcHBREVFceedd5Kfn+80ZvPmzQwfPpzAwEBat27NU089hWVZrn1hpOHYMy6OnpRxkWt+Wbgk4+LYOsjPqP15pGk68TtsfdZ8arDvK3fPRkRERBrQvJLAxbjep0mZCJRmXPiGmG1AS7PNcVHgojAL9n9j9tvWor+FXXRJ4OJQSeAiez8cK/kQqcOU2p9X6sStgYslS5Zw2223sXLlShYuXEhhYSEJCQlkZWUBkJ2dzfr163n00UdZv349n332GTt27ODiiy8ud65p06aRmprquP373/92enzy5Mls3LiR+fPnM3/+fDZu3MiUKaXfeEVFRYwdO5asrCyWLVvGBx98wKeffsq9997rGJOZmcmoUaOIjY1lzZo1vPLKK7zwwgu89NJL9fQKSb2zZ1xkbCv9zxTKZFzUIXAR1AaadSrpc7Hs1ONFykp82vRfAchIdO9cREREpMGkHMtmQ0mZyIWnS5kIlPa48LEHLkr+ba7KuNg/36xUEtwBmvet/XnsGRfpv5T0zJhv7kcMgoDTYHWXRsrHnRefP3++0/23336b6Oho1q1bx7nnnktYWBgLFy50GvPKK69w5plnkpycTLt27RzHg4KCiImp+Ad727ZtzJ8/n5UrVzJ48GAAXn/9dYYMGcL27dvp2rUrCxYsYOvWrezdu5fYWPNm9cUXX2Tq1Kk888wzhIaGMmfOHHJzc3nnnXfw9/cnPj6eHTt28NJLLzF9+nRsFaQj5eXlkZeX57h//PjxcmPEjQJjTIAhO8VEUqPPNcdd0eMCTKOeE7+ZPhetx9btXNJ0ZO4sTUkESN/svrmIiIhIg/p2s3kjf2ZcBNEhp0mZCDiXioD5Oxxcl3FRdjWR2paJQEmT/Y4m+/XQctj/rTkee1Hd5yi15lE9LjIyTDp9RERElWNsNhvh4eFOx+fMmUNUVBQ9e/bkvvvucwoQrFixgrCwMEfQAuCss84iLCyM5cuXO8bEx8c7ghYAo0ePJi8vj3Xr1jnGDB8+HH9/f6cx+/fvJykpqcL5zpw501GeEhYWRo8ePar3YkjDiTipQadV7JpSESgtFzn4Y93OI01L4pPm+9CeEXR8Z/klextaYTZkJbt3DiIiIk3A16djmQhUUCpiz7g44Jrzp31vtm0m1v1c9qyLA4shrWSVEgUu3MpjAheWZTF9+nTOPvts4uPjKxyTm5vLgw8+yOTJkwkNDXUcv+aaa3j//ff58ccfefTRR/n000+59NLSpilpaWlER5dP64mOjiYtLc0xpmXLlk6PN2/eHD8/vyrH2O/bx5zsoYceIiMjw3HbunXrqV4KaWiOPhclDTrzjkBxgdkPrGN6nr1B57ENkJ9et3NJ05CxFZLmmv0z/w2+4WAVVbyeeEPJ3Anz4uGrTpDxq/vmISIicprbezSbX/aaMpHRp1OZCEBhScaFvVQk0IWlIvnpkHfY7If3rvv57H0ufvuPyRTxj4LIgXU/r9SaW0tFyrr99tvZtGkTy5ZV3AugoKCAq666iuLiYl599VWnx6ZNm+bYj4+Pp3PnzgwcOJD169fTv39/gArLOCzLcjpemzH2xpwVPRfA39/fKUMjMzOzwnHiRvZPte0ZF/YykYBo8PKt27mDYiGki1mj+uBP0GZ83c4np7/EvwIWtLkEIvpDeLzpkZKeCM37NPx8jq6DH8aULlWWNBv6/LXh5yEiItIEfLFhHwBndYg8vcpEoEzGRckH0AEuLBU5savknC3Bt1ndz2fPuCgoabDf6kKzFKq4jUe8+nfccQdffvklP/zwA23atCn3eEFBAZMmTWL37t0sXLjQKduiIv3798fX15edO3cCEBMTw4ED5VOQDh065MiYiImJKZc1cezYMQoKCqocc/DgQYBymRjSiNijpyd2Qd5RyCkpEwlwUXpey/PM9sAPrjmfnL5O7IbkD81+r8fMNqwkA80dDToPLoXvR5ighX+kOZb8MWglJREREZezLItP1qcAcPmA8u+JGr2TS0VcmXFxvCRw0eyMup8LIKSzcyNOlYm4nVsDF5Zlcfvtt/PZZ5+xePFiOnToUG6MPWixc+dOvv/+eyIjI0953i1btlBQUECrVuaN55AhQ8jIyGD16tWOMatWrSIjI4OhQ4c6xiQmJpKamuoYs2DBAvz9/RkwYIBjzNKlS52WSF2wYAGxsbHExcXV6jUQD+DX3Kz+AaYXReLTZr9Z+e/HWrGXi6jPhZzKthdNb4tWo0u7YYf3Mtt0NwQuNtwPhSeg5fkwZhN4+ZvsofRNDT8XERGR09zq3UfZcySbZv4+jOl1mpWJQPlSEVcuh3riN7MN6VT3c4Fp7mnPurB5QasE15xXas2tgYvbbruN2bNnM3fuXEJCQkhLSyMtLY2cnBwACgsLufzyy1m7di1z5syhqKjIMcYePNi1axdPPfUUa9euJSkpiW+++YYrrriCfv36MWzYMAC6d+/OhRdeyLRp01i5ciUrV65k2rRpjBs3jq5duwKQkJBAjx49mDJlChs2bGDRokXcd999TJs2zZHhMXnyZPz9/Zk6dSqJiYl8/vnnzJgxo9IVRaQRsWddLJ8Ch5ebvgK9nnDNue0NOo9tNBkdIhXJPQS/v2X2uz9QejzcjRkX9rTL/n83ZU+xY8z95I8bfi4iIiKnuY/XmWyLsb1aEeTnMRX9rlNZqUhBet2bkLs64wIgerjZRg4uzTwVt3Fr4GLWrFlkZGQwYsQIWrVq5bh9+KFJlU5JSeHLL78kJSWFvn37Oo2xrwbi5+fHokWLGD16NF27duXOO+8kISGB77//Hm9vb8e15syZQ69evUhISCAhIYHevXvz3nvvOR739vZm3rx5BAQEMGzYMCZNmsTEiRN54YUXHGPsy7OmpKQwcOBAbr31VqZPn8706dMb6BWTemNfWaQoG3zD4PyFrusnEBgDod0ACw795Jpzyulnx7/M2uMRA0vLiwDCepptVlLpL/yGUJRnGtUCBLU223aTzDb5I5WLiIiIuFBWXiHflKwmcsXA07BMpCgPikuy1u2lIn7NS/vJ5R6s2/lP1EPgotM06PkIDHrNdeeUWnNrKM86xR++cXFxpxzTtm1blixZcsprRUREMHv27CrHtGvXjq+//rrKMb169WLp0qWnvJ40MvbOwT4hcN53ru8a3PI8yPzV9LloM8G155bGrzDLBC4AejzgvPa4fyQEtjK9VzK2QtTgis/havZ6Uy8/8CtZorr1uJJykZ2mXMQdzUJFREROQ/M2p5KdX0THqGAGtG/u7um4XtkPX3xKmmfabCbrInuvKRcJblf789sDFyEuDFx4B0Cfp113PqkTj2jOKeJ2kYPg3C/hwrX188bQ3ufiwI+uP7c0frvehPyjptdKm0vLP+6OBp3ZJavrBLYqDaT4hpQ2p0r+qOHmIiIicpr7ZK0pE7lsQJvTswS9sCRw4R0EXmU+Ow9wQYPOwhzINq+fo2+dnHYUuBCxazMeQrvUz7ntNXLpv5Sm34sAFBeYppwA3e8DL+/yY+yBi4Zs0GlfFjgw1vm4vVxkj8pFREREXCHpcBark47iZYPL+p+GZSJQfkURO1esLJK1u+TcoepFcRpT4EKkIQS2hLAeZv+gSo2kjD0fQXayWXKrw3UVj7E36Ezf3HDzsi8LfHLgovU4kzp54jdTuiIiIiJ18klJU85zOrcgJizAzbOpJwUnrShiZ8+4qMvKImUbc56O2SoCKHAh0nAc5SI/uHUa4kEsC7Y9Z/a73gU+gRWPc0epSE6ZUpGyfJtB5Flm/8iqhpuPiIjIaaio2OLT9SZwcVo25bQrPGlFETv7kqinyrgozIG0RSZT9WT10ZhTPI4CFyINxb5SxMEf3ToN8SCp35kmlz7NoPMtlY8LL1lZJPeAWTa1IVRWKgIQeabZHlndMHMRERE5Tf3822FSM3IJC/Tlgu4t3T2d+nPKUpEDVT9/y19h8QWws4IVPuqjMad4HAUuRBqKo8/F5oZ78ymebeuzZtvpj2ZJsMr4BEOzjma/obIuKisVAQUuREREXOTjkjKRCX1jCfCtoM/V6aKupSJH1prtwQpWkzz+m9mqMedpTYELkYYS0KI05V99LuTIGpN9Y/OBbvecenzEALNN+75ep+VQWakImFV4wAThCnMaZj4iIiKnmYzsAr7bYt6wTxrY1s2zqWeVlYpUtznn8Z1me3R9+ceUcdEkKHAh0pBajjBb9bmQPR+abfsrIagaNa1tLjHb5E8aZjWPqkpFgtqamlSrEI5trP+5iIiInIa+3LSf/MJiusWE0DM29NRPaMwqKxUpm3FR2d83RfmQvcfsZ+2GvKOljxUXQVaS2VePi9OaAhciDUl9LsTuyEqzjRlVvfGtx4KXPxzfARlb6m9eAEW5kF/yR0FFgQubzXPKRfbPh91z3DsHERGRWvh47V4ArhjYFtvpvhqGvVSkXOCipK9HUTYUnqj4uVm7wSouvX+sTNZF9l7TsNPLDwJbu26+4nEUuBBpSC3ONtuMrZCf4d65iPsUF8DRdWY/6qzqPcc3FFolmP3kT+pnXnb2OlMv/8p7b0SUlIu4M3Cx/zv48SJYcS1kp7hvHiIiIjW0KSWdTSkZ+Hl7MbFvBR8SnG7spSI+J2WW+DYzTcqh8j4X9jIRu7LlIo4VRTqC12ncI0QUuBBpUAHREBwHWKVvXKXpSd9kshp8wyGkc/Wf1/Zys91b34GLMv0tKvsEyJ5xcXRN/c6lMid+h+VXAyVppVnJ7pmHiIhILby3wpQ+XNQrhshm/m6eTQOoLOMCyiyJWsnKIvbmm3Zl/4Z2NOZUmcjpToELkYbmKSn24j6HV5lt1GCw1eC/4TbjwcvXlIpk/Fo/c4Oq+1vY2Rt0Ht/pXGvaEAqzYOklkH+s9NipllETERHxEOnZ+Xz5i/ldO2VInHsn01Aq63EBp27Qac+4sDcqrzDjQoGL050CFyINTYELOVzS3yJycM2e59ccWl5g9vd+6to5lVWdwIV/ROkfCUfX1t9cKrLmVpO1EhBd+hoqcCEiIo3Ex2tTyCsspkerUPq3C3f3dBpGZauKwKmXRLUHLtpdabYnfistudaKIk2GAhciDU2BCzliz7ioZn+LstpdZrb1WS6Sk2q2VQUuoMz3cgOWi2Ttgd3vmf2zP4Hmfcy+AhciItIIFBdbzF5lykSmDGl/+jfltLOXivhUVCpSzYyLqLMguL3ZP7bBZHymLjT3w+JdN1fxSApciDS0iP6mPCBnH2Tvc/dspKHlHTUrg0DpG/+aaD0BbN5mGdK0RS6dmkPZHhdVcUcQ7vd3AAtang/R55y6LlZERMSD/PTbYfYcySYkwIcJTaEpp11tS0WK8iC7pI9VSCdo3t/sH10H2182mRzhvaHlCFfPWDyMAhciDc0nGMJ6mv2G/KRaPIP9TX5IZ/CPrPnzA6KgwxSzv/QS5zpPV6lOqQiUBi4OLoWtz8L+b0s/UakPxUWw6y2zf8ZNZqvAhYiINCLvrUgC4PIBbQjy83HvZBpSbUtFTpQsherTzIyz97lIWwTb/2H2ez1es55h0ijpKyziDioXabpq29+irEGzoOV55o+AHy6EzJ2nfk5N2EtFgk4RuGjez6R8FqTDxgfN0qTf9IHiQtfOx+7AIvOpi19zaHupOWYPXFRWFysiIuIh9h7NZtGvBwG49qz2bp5NA6uqVMSRcVHBhxD2MpGQTmals4iSjIvUkg9LwntBm4kun654HgUuRNxBgYumqy79Ley8A+DcL0zgIO8Q/DDarLThKtXNuPAJhFHLoM9MaH+VmVdWkmmcWR92vWm2cdeYa0GZulhlXIiIiGebuzoZy4KzO0VxRotm7p5OwykuNMvAQyWlIiWlqSd2mdKQsk6ULHdqXz7eXipiF69si6ZCX2URd7AHLo6uMelv0jRYVmngoi4ZF2BSLUd8C0FtIGs3pPyv7vMDKMwpXWb0VD0uAJr3hp4PwrD3Ifo8c+zgT66ZS1m5hyHlC7NvLxMBlYqIiEijkFdYxIdr9gJNMNvCXiYCFWdchPeGwNbm74+kuc6P2TMumnUy28CWZiyYhpxtL3H9fMUjKXAh4g5hPcE70KS4Ze5w92ykLjY8AAvPhtyDpx57fKf5pezlb35J11VgS+h4g9nf82HdzweQW1Im4h0AvuE1e270OWZ7qB4CF0mzoTjffNLSvG/p8cCSwEXhCSjMdv11RUREXOCbzakczcqnVVgAF3SPdvd0Gpa9TMTLH7z9yj/u5Qtd7zT7v75kPuixc5SKdC49FnsRYIM+M5Rt0YToKy3iDl6+pTV6KhdpvKxi2PEKHPoZVt7k/Iu2Ins+MNvIgRX/4q6NdpPMNnU+5KfX/Xxll0Kt6RJtLeyBi2Wnfi1qyr4Eaqc/OB/3CSktG1HWhYiIeKj3VpglUCef2Q4f7yb2FqyqFUXsOv3RNODMSITUBaXHj59UKgIw8J9w8e/QZrzr5yoeq4n91Ih4kAj1uWj0sveW1mzu/xp+e62KsfvMyhsAXe5w3RzC4yGsh8lGSPmy7uerbn+LikQOMp+m5B4o/UPDFYqLzB8yAK0udH7MZlO5iIiIeLTEfRmsT07H19vGlWe2dfd0Gl5BFSuK2PmFl5aC/vqi2Z68FKqddwA0i3P1LMXDKXAh4i5NuUFnfgZsexEWngNJ77t7NrWXud1s7WmK6++FjF8rHrvxQSjKhhZnl2ZJuIr9fMmnKBfJ3gerb4ZjVTTPzLYHLqrR3+Jk3v6l39euLBfJSTGBGS9fCGpX/nGtLCIiIh5s9kqTbXFhfCuiQwLcPBs3qGpFkbK63mX+pkpbaP5WOfF7maVQW9b/PMWjKXAh4i6Rg8w2/RcoynfvXMCUGRQX1e81iotMT4gv2sCG+0xJwbbn6vea9cnenyR2LMQkQFEOLJ9cfjnQwytNjwZsMODlmpdgnIqjXGRBaWPNiqy5BX77j3ntK1OXjAuonz4X9uyNZh3By7v848q4EBERD5VbUMTXm0wZ5jWDKwi+NwWF1SgVAWjWAdpeZvbX3Qkpn5v9kM6u/9tJ6l9xIaR9Dzv/XZp1k70fCk7U6nQKXIi4S7OOpvlhcT5kbHHvXI6ug0+aV/2G1lXX2fa8aaRo7w6dsRWKC+r3uvXleEngIrQbDHnHfD2PbYADP5SOsYph3V1mv+NUiBjg+nmEdTfrmFuFsPfzisccWAL7virZ/6HyAIc9JbO2gQt7nwtXrixyYpfZNutU8eMKXIiIiIdauuMQJ/IKaRUWwJlxEe6ejntUp1TErvsDYPOBg0vgl4fNsZBKfv+L58raA9/0giUTYO1tkHfIHN/2XK3fbyhwIeIuNlvpm9ija907l8MrzXbX6/W7MkNOitlGDITx203qX3F+acfoxsZeKhLSxZRWtC/JfNj7aemY/d+aciCfZqb7dX1pd6XZVrS6iFXs/EvCKoR988qPy0krXVY1YmDt5tFiqEnzPLGrtNFnXTkac1UWuIgxWwUuRETEw8zbbH4XXtSrFV5eTTRroLqlImAamI/6GdpPBq+SRuZ1XUJeGt66u8zfkpcfMysp2rW5BNIW1eqUClyIuFNkyZvDo+vcOw/7ahSFWbD/m/q7jv2NZVBb8+Y2LN7cr6rngidzZFx0NVt7emPK56VlN0lzzPaMP0BgTP3NpX1J4OLAovK9HvZ8ZIJjPs1M126AvZ+VP8fW50y5S+RZ0PK82s3DNxTC+5h9V2VdOEpFzqj4cWVciIiIB8otKOL7reZ309jetegddbqobqmIXdSZMGwOTNwH5y90bVNzaRiHlkH8I+VX0QtuDzn7anVKBS5E3MlTMi7Klg3Yl+ysD/Y31PY38M17m23G5vq7Zn0pzDFpcGAyLsC82fcNh9yDcPhnEwiyZzC0v7p+5xPSCaKGgFUEu98tPV6UD7/8xex3fwA632L2U+c7Z9fkpMFvs8x+ryfqVkva4myzdVWfixOnyLgIVOBCREQ8z4/bD5GVX0Tr8ED6tQ1393Tcx55xUZ1SkbICoiDmAtctIS8Nxyo2f5OeLDul+gGskyhwIeJO9nT89E1mySd3KRu42D+vtBbR1XJLAhf21P6wXmab3ggDFyd2ARb4hkFAtDnm5QttLjb7yZ+acoyibNPPxN6MtT6d8Qez/e0NsCyz//vbkLXblLJ0n26yIYLjTGZF6nelz936nFnaNfIsaJVQt3nYG3Qe+LFu5wHz7zhezR4XZTNNkuZC6sK6X19ERKSWSstEYrA15eaS9r8rq1MqIqeHmFHw68tlDthMU87Nj0PsRbU6pQIXIu4UHAd+zU1zyoxE982jIL10vygXUr6sn+ucnHERbg9cNMJSEXuZSEgX5+wER7nIZ7Bnrtlvf1XDdMNuN8mUg5z4DQ4uNdkWW0r6avR4EHyCzTzaXmqO2Rt5ls226P1k3efa8nzTWCsj0TRfrYvcNBP8sXmb9MKKnFwqkrEVll8DSy8uLYMSERFpQDn5RSzaZi8TqWXD69NFTUtFpPHr/3fTYPXrHua9xc+T4cs4UybS99lanVKBCxF3stlKsy6OuLFcxJ5xEdLZbJMraPDoCidnXNgDF1l7ID+jfq5ZX+yNOUO7OB9vlWCCB9kpZcpErmqYOfk2g7jJZn/XG7D7HbNKSGArOGNa6bg2l5jtvq9Mf5Wll5hfKlFDTIS8rvwjS6Ppu9+r27ns/S2C21eeKmoPXBQeNyU89qZPRbmVr7IiIiJSj37cfpDskjKRPm3C3D0d96ptqYg0XkGxMGYjdL8fOt0MEf2gz9/gwg2lmco1pMCFiLs5+ly4sUGnPXDR6U9mmzq/8uUy6yLnpMCFfwQEtjb77sw4qQ1HxkVX5+PeARA7tvR+WM/SAE1DsJeL7P0EEp82+93/DD5lOjpHDTFv9gvSYf5AOLISvIOg34uuywzpMMVsk+aYOsfacjTmrGIpNN+w0s7juQecl6O1N0cVERFpQF9sNA0Ix/Vu1bTLREClIk3RwaWmhPqMG2DQv2DQq9DpD+bYwaW1OqUCFyLuZs+4cGeDTns6fYth5o12cQHs/cK117Cs0oyLsqtrhJc06GxsfS4qy7gAaHdZ6X5DZVvYRQw0r2lRrsn6CIgpXUnEzssb2kwsvd/2Mhi3DVoMcd08Wo8zAYXsvSZVsLYcjTkrWVEETLDF0eci1fl6Bxa7bllWERGRath7NJuFJauJXDagjZtn4wFUKtL0LDoP8o+WP16QYR6rBQUuRNzNnnGRkWjebLqDPbvCLxzaXm720xa49hoF6VCcb/bLpog11j4XJy+FWlarMaZcxObV8IELm6006wKgx0nZFna9noQud8KI+XDOJxDczrXz8A4wPTegbuUi1cm4gNLAxYFF5helTzBEnglY9btSjoiIyEneXZ5EsQXndI6iS0u9WVepSBNkWUAFmUZ5R8A7uFan9KnbjESkzoLbm54AeUdM1kHEADj2C4T1AG//+r9+cZGJfoJpFNpimNk/ssa117GXifiGmze1duGNcGWRvCPmBqV9QcrybQYjF0PhicqX8KxPcdfAlmdM8KTTzRWPCWwJA/9Rv/PoMAV2vQ7JH8PAf4FPUM3PcfwUS6Ha2cuP9rxvti3OMVkfR1abFUa63VPza4uIiNTQibxCPlyzF4Abz+7g5tl4iAJlXDQZS0sawNtssHIqeJV5L2MVmQ8qWwyt1amVcSHibjYbNC/Juvj17/BNH5jfHxaPNI0G61thZum+bzhElpSunNhV+ubcFSoqEwHnUhH7Ep6eLrMk2yKojflkvyKRg6Bl7VLh6sw/AsZthzEbKs62aCgthpmVcwpPlDYqrQnLKll2llMHLgJLMi7sq5i0PM9kfNi8TRmW/WsmIiJSjz5eu5fjeYV0bBHM8M4t3D0dz1CoHhdNhl+YuVmW+Xrb7/uFmfcAnf4IQ2bX6tTKuBDxBJEDTWmG/dNigEM/w/LJcPYnpidBfbGXiXgHmVUbvP3MEp/Hd5isi9gLXXOdkxtz2oV2M0tnFmSYfgiuLlmoD2WXQvVUfh7QwdzmZbIuEp82TTLjrq7Z8/OOlGQD2aBZx6rH2ktF7KJHQEALiEmA1G9N1kXvJ2p2fRERkRooKrZ4++ckAG4c1gEvrybelBNMg+7CLLOvjIvT31lvm21wHHS/r/IP+GpBGRciniD2IsAGfhHQ6ykY/rVJrUr5AtbeXr+ZCI7+Fs1Lj0UOMtsjq113ncoyLrz9TPACGk+5SGMIXHiK1uPN9tj6mj/X3pgzqI1zeVFFygYufEIgor/Zt/cY2T+v5tcXERGpgUXbDpB8NJuwQF8u7d/a3dPxDIXZpfsufBMrHq7X4y7/eivjQsQTtBgGE3aDX6TpjwAwbC78dDn89hpkJ5tmivYyDleyryjiF156LPJM8wm5KwMXlWVcgOlzkZFo6t5ajy3/uKdxrChSQWNOcRZcUt+bk2qaz54qAFFWdftbgHPgIvpc8Cr59WbvQeLKsicREZEKvLlsNwCTB7cjyE9vs4DSbAsAbzeWr0rDS/4Ekj+CrOTSBv12Y2r+gZYyLkQ8RXD70qAFQNtLzZrHNi/Y/w18Nwh+HO/6N2AVZlycabZH17gu2yPXLAtWLuMCyvS5aCQrixzfabYVNeYUZ/6RpgwJIGtvzZ7rWFGkiqVQ7coGLlqOKN23p6Xa62tFRETqQeK+DFbtPoqPl43rhrR393Q8R+EJs/UJNn/TStOw/Z+w8gbwj4ZjG8x7C/9IOPE7xI6p1Sn13SPiyTr/CcZug7gpJQGMr2HzE669RkWBi+Z9Td+J3IMm28MVcqvIuLCn9bsyw6O+WFaZTAAFLk7JZoNmcWY/e0/NnlvdxpxwUuCiTFNUe+CiQIELERGpP2/9bLItLurVilZhyixwsGdcqEyk0dm3bx/XXnstkZGRBAUF0bdvX9atW1e9J+98Fc78Dwz6F3j5QY8H4PyF0PVOyM+o1XwUuBDxdKFdYOh/YdhH5v7ez13b88JeKuIbXnrMOwCa9zH7rgomVFUqYs/wOPE75B5yzfXqS24aFGWbQFJwnLtn0zgElXzylFWDwIVlwaFlZj+0+6nHB8eZSH5wBwjvW3rc3sG8OA+KC6p/fRERkWo6mJnLV7/sB7QEajmOwEWzqseJRzl27BjDhg3D19eXb7/9lq1bt/Liiy8SHh5evRNkJZcue+odWPoBUtwU58UIakDFVyKNReuxJlqdsw+OrnNdv4uKMi7ABBOOrjOBi3ZX1P06juacLcs/5hdu3pxmboMjq6D1uLpfr77Yy0SC40xjUTm14FoELg6vhKwk84dOzKhTj/cJNEvAevk6r8JTtoN5wXGzVKyIiIgLzV65h4IiiwHtm9O3bbi7p+NZypaKSKPx7LPP0rZtW95++23Hsbi4uOqfICDGlLcHtze3wyvNh6JZu4HafQCrjAuRxsI7AFqV1ISlfOG681YWuIhw4coixUWQV5JJUVHGBUDUYLM9vLLu16tPjr4L1ShfEMMeuDiRVP3n2KPxbSaaoER1+EeCb6jzMS9fs0IPqM+FiIi4XG5BEbNXmbLam5RtUZ4yLjzO8ePHyczMdNzy8vLKjfnyyy8ZOHAgV1xxBdHR0fTr14/XX3+9+heJOR/2fWX2z7gJ1t8Di0fBsiuhzSW1mrcCFyKNSZuJZuvKwEVButmWXVUEyjToXGcCD3WRd8is423zAv8WFY+JPMtsG0vgojp9F8SwBy6q6nFRtvypuMh0oYbS5UzrwtHnIrPu5xIRESlj7qpkjmbl0zo8kIQeFWSVNnXKuPA4PXr0ICwszHGbOXNmuTG///47s2bNonPnznz33Xf86U9/4s477+S///1v9S5y5n+g58Nmv/Of4Kx3THZ17ydh0KxazVulIiKNSeuLTNPMjC2QuRNCXdAcsrKMi9BuJjpeeMKUcITH1/4a9jIR/xbOafxlRZUELo6sNm9cKxvnbicUuKixU5WK7HobNj8GfZ+HuKvg4I9mFRq/iOqViZyKTwjkHVaDThERcalf9qbzt29/BeDm4R3x8dZnwuUo48LjbN26ldatWzvu+/v7lxtTXFzMwIEDmTFjBgD9+vVjy5YtzJo1i+uuu+7UF7F5Oa8i036SuQFk74Og1hU/rwr66RJpTPyaly71uO9/rjlnZYELL2+IKOmjkfxR3bIuqmrMaRfW00TjC49D5q+1v1Z9U6lIzdmbmGanQHGh82OHlsPqP5rHVt0AxzaVlom0u9w1fUTs5SMKXIiIiIsczcrn1jnryS8qZlSPllw7WEugVkgZFx4nJCSE0NBQx62iwEWrVq3o0aOH07Hu3buTnFyH1QZz0mDtHfBV7f6GVuBCpLFxdbmIfVWRk0tFAFqVfNqd+DR8Ew9Jc2u3oomjMWcVgQsvnzJ9NTy0XMRpKVQFLqotMMYshWUVQc7+0uM5abDscrAKzScxRbmw7ApI/tQ87ooyESgtFVGPCxERcYGiYou7PtjAvvQc4iKDeHFSH7y8bO6elmdSxkWjNGzYMLZv3+50bMeOHbRvf4oAXX46/HwNfNoCPo+F7f805eKbHoMvO5qS8MFv1WpOClyINDatLzbbQ8sh50Ddz1dZxgVA9/uh1xNmqdTMX2H5NbD12ZpfozoZF1A/DToLs2D+QFj1h7qfK/dgyZtfGzTrWPfzNRU2Lwhqa/azksy2uAB+vhJyUiGsB4xNhKA2cHyH6bsS2ApanOua69uXRFXGhYiI1NG6Pce4/LXl/LTzMAG+Xrw2ZQChAb7unpbnUsZFo3TPPfewcuVKZsyYwW+//cbcuXP5z3/+w2233Vb1E3/5CxxaCh2uNyW/6++BH8eZJe5HfAsXroG4q2s1JwUuRBqb4LYlJRwW7P20bueyrKoDF16+0OtxmLgHejxojm16pOaBhepkXED9NOg8vNI0GN31JqQuqNu57P0tgtuBd/m0OqnCyX0uds6Cg0tNUOGcz8zjwz40PVwA2l3puj4nyrgQEZE62pySwW1z1nPZrOVsSE4n0Nebv0/qS7eY0FM/uSlTxkWjNGjQID7//HPef/994uPjefrpp3n55Ze55pprqn7ivnlw1tvQ/wUY/qV5rxHaBUYuhpbD6zQnNecUaYziroWja2Hb83DGH2rfB6Ao26Tpg8mqqIxvKPSZYd507nkffr4axmwEv7DqXaemGRcZW8wKECcvbVkbJ3aV7m94AGIucG4WVBPqb1F7Jwcu9n9rtr0eg9CuZr/FUBj8Juz6D3S9y3XX9lXGhYiI1FxRscWn61OYvXIPm1IyALDZYNKAttyb0IXo0AA3z7ARcAQulHHR2IwbN45x48bV7Ek5+yG0pDdGs47gHWDeq7iAWzMuZs6cyaBBgwgJCSE6OpqJEyeWq6WxLIsnnniC2NhYAgMDGTFiBFu2bHEak5eXxx133EFUVBTBwcFcfPHFpKSkOI05duwYU6ZMcSz7MmXKFNLT053GJCcnM378eIKDg4mKiuLOO+8kPz/faczmzZsZPnw4gYGBtG7dmqeeegqrNjX/InXRaRoEtDRp97vfrf157NkWNp9T/0Kx2czyRcEdzHVX31z9fhe5JSUtpwpcBLYqeYNrwZG11Tv3qRwvE7hI/wWS5tThXOpvUWtlAxfFRXDoZ3M/5gLncR2vg1HLoFmc667to4wLERGpmV2HTnD5a8t54JNNbErJwM/biwl9Y5l3xzk8e3lvBS2qS6UiTUyxydi2s3m77Gvv1sDFkiVLuO2221i5ciULFy6ksLCQhIQEsrKyHGOee+45XnrpJf71r3+xZs0aYmJiGDVqFMePl/4Bevfdd/P555/zwQcfsGzZMk6cOMG4ceMoKipdBWHy5Mls3LiR+fPnM3/+fDZu3MiUKVMcjxcVFTF27FiysrJYtmwZH3zwAZ9++in33nuvY0xmZiajRo0iNjaWNWvW8Morr/DCCy/w0ksv1fMrJXISn6DS0o3Ev0JRftXjK1O2TMRWjaZSfmEw7H0T6Ej+sPqlF45SkWqsb24vF3FVg057xoU9S+KXR0wTyFqdS4GLWrOvLJKVZAJIhcdNRk1Yr/q/tiPjIrP+ryUiIo2aZVm88dPvXPSPn9iQnE6Ivw8PjunGyr+M5B9X9aNHrEpDakSlIk2LZcHKqbD0UnMryoXVfyq9b7/VgltLRebPn+90/+233yY6Opp169Zx7rnnYlkWL7/8Mg8//DCXXmr+ge+++y4tW7Zk7ty53HzzzWRkZPDmm2/y3nvvccEF5pO72bNn07ZtW77//ntGjx7Ntm3bmD9/PitXrmTwYJOK/vrrrzNkyBC2b99O165dWbBgAVu3bmXv3r3ExsYC8OKLLzJ16lSeeeYZQkNDmTNnDrm5ubzzzjv4+/sTHx/Pjh07eOmll5g+fTq26rzxE3GVTjfDtucgOxl+fxs631zzc1S1okhlogZDxxtg1+uw/xuIHX3q51S3VAQgakhJUGQh9PxL9edVGXvgou9M0yAoOxl2/Au631fzczkyLjrXfV5NTdmMi4NLzX6Ls13Xx6IqWg5VRESqwbIsZnyzjdd/2g3AuV1a8LdLexEbHujmmTViyrhoWjpe73y/w7UuO7VHNefMyDC1YxEREQDs3r2btLQ0EhISHGP8/f0ZPnw4y5cvB2DdunUUFBQ4jYmNjSU+Pt4xZsWKFYSFhTmCFgBnnXUWYWFhTmPi4+MdQQuA0aNHk5eXx7p16xxjhg8f7rTW7ejRo9m/fz9JSUkV/pvy8vLIzMx03MpmiojUiU8g9HjI7G/5KxTl1fwcVTXmrIo9vf/gj6ceW5RrVomAUzfnBGg7seTcSyB7X83mdTLLKi0VCYuHXk+a/Z2v1XxZV8uC4zvNvnpc1JwjcJFc+n0T7aJVQ05FpSIiIlINryz+zRG0eHx8D969YZCCFnWljIum5ay3q3erBY8JXFiWxfTp0zn77LOJj48HIC3NfErbsqVzennLli0dj6WlpeHn50fz5s2rHBMdHV3umtHR0U5jTr5O8+bN8fPzq3KM/b59zMlmzpzp6KsRFhZGjx49TvFKiNRAp2kQGAvZKbVbYaS2gYuWI8w2fRPkHq56rL2/hZdf1Q1A7YLbQ4thgAV7PqzZvE6Wd7jM8qUdoN0kM48Tu8zyrqdiFUPW3pJzHYECE1zVUqi1ENTGNEUtzoPU78wxVy13eipqzikiIqfw5rLdvLRwBwCPjevBDcM6KJvaFZRxIS7iMYGL22+/nU2bNvH++++Xe+zk/zQsyzrlfyQnj6lovCvG2BtzVjafhx56iIyMDMdt69atVc5bpEa8A6DTn8z+jn+VHrcs2PYiJH1Q9fPtpSLVCSiUFRANYSVBuENLqx6bk1rynJjq9dEAaD/ZbPeU//+gRuylHUFtzPKlvs2g5UhzbN+Xp37+1ufgf+1g40Ol/S2C2phsF6kZL18TZAOTheMdCBEDGubaPgpciIhI5f69ZBdPf23+Rr93VBduPLuDm2d0GlHGhbiIRwQu7rjjDr788kt++OEH2rRp4zgeE2PSyk/OZjh48KAj0yEmJob8/HyOHTtW5ZgDBw6Uu+6hQ4ecxpx8nWPHjlFQUFDlmIMHDwLls0Ls/P39CQ0NddxCQkKqeCVEaqHTNPOm8PAKOGrKmkiaCxvuM81xigsrf25tMy4AokeY7YEfqx5nL/cIal39c7e7wnQhProWMnfUfG52jsacZ5Qea3Ox2aacInBhWbDrDbO/9W+w6dGSc6lMpNbs5SIAUWfVfhnfmvJVqYiIiJRnWRYvfLedmd+aLMzbzjuD28/X73mX0nKo4iJuDVxYlsXtt9/OZ599xuLFi+nQwTm62aFDB2JiYli4cKHjWH5+PkuWLGHo0KEADBgwAF9fX6cxqampJCYmOsYMGTKEjIwMVq9e7RizatUqMjIynMYkJiaSmprqGLNgwQL8/f0ZMGCAY8zSpUudlkhdsGABsbGxxMXFuehVEamhwBhoe4XZ3/F/5lPljfeb+8V5Zj3lyjgCF+E1v27L88z2wA9Vj7NfPzC26nFlBbSAmFFmvy5ZF/bARUiZwEXrkvWoD6+A3IOVPzf9l9LnA6R9X3Iu/UFTa/aVRaDhykRApSIiIlJOcbHFk19t5V8/mIzKBy7syv2ju6k8xJUsq0ypiDIupG7cGri47bbbmD17NnPnziUkJIS0tDTS0tLIyckBTPnF3XffzYwZM/j8889JTExk6tSpBAUFMXmySSUPCwvjpptu4t5772XRokVs2LCBa6+9ll69ejlWGenevTsXXngh06ZNY+XKlaxcuZJp06Yxbtw4unbtCkBCQgI9evRgypQpbNiwgUWLFnHfffcxbdo0QkNNR/rJkyfj7+/P1KlTSUxM5PPPP2fGjBlaUUTcr8vtZps0F9ZPLy3PALP8ZGXsTTNrlXFR8sYzIxFyD1U+Lqck4yKwBhkXAHFlykVq2kjT7ngFGRdBbUpKFCzYN6/y5yZ/YrZtLoGOU0uPa0WR2iubcdFQjTlBzTlFRMRJbkERt7+/nneWJwHw9ISe3DpCH0y4XHE+WEVmXxkXUke1Dly89957DBs2jNjYWPbs2QPAyy+/zP/+979qn2PWrFlkZGQwYsQIWrVq5bh9+GFpQ74HHniAu+++m1tvvZWBAweyb98+FixY4FRy8fe//52JEycyadIkhg0bRlBQEF999RXe3qXL7M2ZM4devXqRkJBAQkICvXv35r333nM87u3tzbx58wgICGDYsGFMmjSJiRMn8sILLzjGhIWFsXDhQlJSUhg4cCC33nor06dPZ/r06bV6DUVcJuosaN7fZFjYyxvswYgTSZU/ry6lIgHRENbT7B+sos9FdknGRVANMi4A2kw0PTwyt8Ox9ZWPyz0MRzdU/FhFpSIArcebbWV9LiwLkj82++2ugEH/hpiSlYsa8g336cYeuLD5mO/ZhlI246K2QTARETktHMvK59o3VvHN5jR8vW3846q+TBkS5+5pnZ7s2RagwEVTtPs9WDAMPo+FLBMv4NeXIaX68YKyahW4mDVrFtOnT+eiiy4iPT2doiITSQsPD+fll1+u9nksy6rwNnXqVMcYm83GE088QWpqKrm5uSxZssSx6ohdQEAAr7zyCkeOHCE7O5uvvvqKtm3bOo2JiIhg9uzZjmVJZ8+eTXh4uNOYdu3a8fXXX5Odnc2RI0d45ZVXnJY+BejVqxdLly4lNzeX1NRUHn/8cWVbiPvZbKVZFwCtxphMAag646IupSJQvXKR2mZc+IaUBhh+ury0f4ddQSZsegy+jIP5/WHz0+XPUVGpCEDrkj4XqQtMo8iTZWyB4zvAyx9ajzW9GM77Fi5Jbdg33KebiIFmGzMSfIIa7rq+oSU7VmmtrYiINDl7j2Zz2WvLWbvnGCEBPvz3xsFM6FvDv0+k+uy/c738wcvHvXORhrVzlskCj73ILAZgz7zxCzfBi1qoVeDilVde4fXXX+fhhx92ymoYOHAgmzdvrtVERKSO2l9lggPeQTDgZbP8J5wicJFutrXJuIDSBp0Hf6x8TG16XNj1mWGWHs1KggVDYdtLsPPfsPoW+PIMSHy69Jfi5sdg67Olzy04UboU68kZF837mpKRomxIW1z+uvZsi1ajS9/02rxMPxGpvYj+cOF6GDqnYa/rHWS+fqByERGRJmpTSjqXvPozvx/KIjYsgE9vGcqQMyLdPa3Tm5ZCbbq2vwJnvg7xD5uG+3YRAyGjdvGCWgUudu/eTb9+/cod9/f3JytLn2aJuIVPIFy4FsZthdAupY0Qq5VxUdvAxXCzzdhSeaNLe+CiJquK2IV0ggvXQZsJpk5yw72w5k/w22uQdxhCusDZn0CfZ8z4jQ/Cr383+yd+N1u/iPIZJTZbadbFvgrS1faW9Ldod3nN5yxVi+gH/g38h6LNVtoUTA06RUSanB+2H+TKf6/k8Il8usWE8Nmtw+jSUiv91Tsthdp0Ze02f/OdzMu/1tmvtcrZ6dChAxs3bqR9+/ZOx7/99lt69OhRq4mIiAuUzQiwBy6q0+PCN7x21wuIgvBekL4Z9n4KnW9xfrzghCnpgNplXIAJOpzzOfz6Evz+tskqiegHEYNMQMOeelhcAJufMGlpEYMgr6Rh6MnZFnatx8POV2H/N6bvgb3kK2OruXn5lpaqSOPnE2K+F5VxISLSpHyzOZU7399AYbHFOZ2jePWa/oQE+Lp7Wk2DMi6aruAOcGyjc2N2gNRvIbR28YJaBS7uv/9+brvtNnJzc7Esi9WrV/P+++8zc+ZM3njjjVpNRERcrFmc2WbvheLC8rWFRfmmVAJqn3EB0PEmWH83bPmb2ff2K33Mnm3h06y0QWJt2GzQ/V5zq0z8YybLYvd/YdvzEH2OOX5yfwu76OHgHQjZKWZllPBe5ri9TCRmVO17f4jn8Q2BHJRxISLShHy+IYV7P/qFYgvG94nlpUl98PV266KKTYsyLpqu7vfDmttKeslZcHg1JL0PW2fCmbWLF9QqcHHDDTdQWFjIAw88QHZ2NpMnT6Z169b84x//4KqrrqrVRETExQJamayB4gITQAhu5/y4fSlUAN+w2l+n0x9h698gO9kEDTr9ofQxe2PO2pSJ1JTNBj0eMnPY91VplL+yjAufQGh5PuyfZ7IuwnuZzIvds83j7a6s/zlLw/Eps7KIiIic9mav3MOj/0vEsuCKAW3422W98fZSQ/0G5QhcKOOiyTnjBrAKYcMDUJgNyyeb9wMD/gFxtYsX1DrkOG3aNPbs2cPBgwdJS0tj79693HTTTbU9nYi4mpc3BJUEKyrqc+EoEwk1Y2vLJxB6PGD2tzxjAiV22XVozFkbYd1KyjssOFDSdLOywAWYTsdgAhcAR1bBid9MM8e2l9brVKWB2TN+VCoiInJaKy62mPntNh75wgQtrhvSnmcVtHAPR6mIMi6apE7TYOIeuPQgXJoGE/fCGbWPF9S6OefOnTsBiIqKIjo6GoCdO3eSlJRU68mIiItV1eeiro05y+p0MwS0NAGS3e+VHq/tUqh10e2kcpLKSkUAYseY7aGfIT+jdO5tLwFf/ZI9rdgDF/aeKyIictrJLSjitrnr+fcS06D7rpGdefLinngpaOEeyrgQMD3xAqLrfJpalYpMnTqVG2+8kc6dOzsdX7VqFW+88QY//vhjnScmIi7QLA4OUEnGRbrZuiJw4RNkatk23GeyLjpcb7I46rIUam1FnwsRA+DoOnO/qoyLZh0gtBtk/mpKRvZ8YI7HTan/eUrD8ilZ1lalIiIip6U1SUf58yeb+P1wFr7eNp67vDeX9Gvj7mk1bfaMC30Y1PR82w+oKGBoA+8As3Jgx6nQ8rxqn7JWGRcbNmxg2LBh5Y6fddZZbNy4sTanFJH6UNWSqHlHzNYVgQuAzn8yfQRO/G6aXQJkN2CPCzubrTTrwjsQAltVPd5eLrLxIcg/CgExEDOyfucoDU+lIiIip6XjuQU8/r9EJv17Bb8fziI6xJ/ZNw1W0MIT2DMuvJVx0eS0utC8J/AJNsGJ6BGmZOjELogcBDmpsPgCSPlftU9Zq4wLm83G8ePl//jLyMigqKioNqcUkfpQVeDC1dkQPsEQeSYcWGR6RTTv456MC4B2V8CxDRDSBWyniM/GXmSWWs1ONvfjJpdfgUUaP1815xQROZ3kFxYzd9Ue/rn4N45m5QNw5cC2/GVsd8ICtdypRyhQxkWTlXfYfJDY61Hn44l/haw9cP4C2PQ4JD4NbSZU65S1yrg455xzmDlzplOQoqioiJkzZ3L22WfX5pQiUh+q6nFRH0GFqMFme3hV/V2jOrx8oN9zziucVKbF2c5NozpcV3/zEvfxUcaFiMjpoLjY4stf9nPBS0t44qutHM3Kp2NUMLNvGsyzl/dW0MKTFKnHRZOV/BHEXV3+ePurzGMA7a+GzO3VPmWtPlZ87rnnOPfcc+natSvnnHMOAD/99BOZmZksXry4NqcUkfrQLM5ss/dCcaFzJoEjqODCMo7Is8z2yEqztKj9Gg1ZKlJT3v4QcwGkfGGWRG3ex90zkvqgjAsRkUbv598O87dvf2XzvgwAWoT4c/cFnblyYFt8vGu9WKLUF5WKNF3eAXBouellUdah5eYxAIrN3+HVVKvARY8ePdi0aRP/+te/+OWXXwgMDOS6667j9ttvJyIiojanFJH6ENAKvHzNEqU5+yG4XeljjqBCPWRcZGwzdW3F+aXz8GRdboeDS6DnI+6eidQXHwUuREQaq637M/nb/F9ZuuMQAMF+3tw8/Az+cE4HgvxU3umxVCrSdHW5A9b8yTTLjxwE2ODIatj1BvT8ixmT+h0071ftU9b6Jz02NpYZM2bU9uki0hC8vCGonWmEk5VUceDClWUcAdGmPCUrqbTZjn8L8PZz3TXqQ8xIuPyou2ch9cnRnFPLoYqINBYHMnN59ttf+XzjPiwLfLxsXHtWe24/vxNRzar/Sa24SZEyLpqs+EcguAPs+BckvWeOhXSFwa+bfnIAnf4EnW+p9imrHbjYtGkT8fHxeHl5sWnTpirH9u7du9oTEJF6FhxnAhcnksxSoWDKOOwrfri6/0TUWSWBi8/q5/witaGMCxGRRqOwqJh3lifx8vc7OZFXCMC43q24f3RX2kfqTXCjoYyLpq3DNeZWGZ/AGp2u2oGLvn37kpaWRnR0NH379sVms2FZVrlxNptNK4uIeJJmcXAA55VF8o9BcZ7ZP9VyoTUVORj2fGBq2MCz+1tI0+EbarYKXIiIeLRf0zK558Nf2JZqMuT6tg3nyYt70qdtuHsnJhVL+x6SPzFN0e2/a+3UnFNcqNqBi927d9OiRQvHvog0EhUtiWovE/GLKNMgx0WiShp0UhLYVMaFeAJfrSoiIuLJLMvivZV7+Ou8beQXFhMW6MuDY7px5cC2eHnZ3D09qcwvj8CRVaYc2d67wM6eceGjjIsmp7gItv8d9nwE2cmlfe/salGiXe32u+3bt8dms1FQUMATTzxBUVER7du3r/AmIh6kqsBFfQQVmvc1DUHtFLgQT6BVRUREPFZGTgF/fG8dj/1vC/mFxYzo2oLvpw/n6jPbKWjh6Y7vNNvf3zGlyGUp46LpSnwSfn0J2k+CggzoNh3aXgo2L+j1RK1OWeN1g3x9ffn8889rdTERcQN74OJEmUyp+gxceAdAeN/S+yoVEU9g73FRnGdW2REREY+w88BxJv7fzyzcegA/by8eG9eDt6cOokWImm96vPx0yC/55Pz4Tji8wvlxZVw0XUlz4MzXoft9YPOB9lfD4Dcg/jE4vLJWp6zVgseXXHIJX3zxRa0uKCINLOQMs81OhqKSvhaOpVDrKajgKBdBGRfiGewZF6CsCxERD7FgSxoT/+9ndh/OonV4IJ/dOpQbz+6AzaYsi0bhxO/O939/p3S/uKi0n5oyLpqenDQI72X2fZqZrAuA1uNg/7xanbJWy6F26tSJp59+muXLlzNgwACCg52/Ge+8885aTUZE6kFAjGmWVJAJx3+D8J6QXY8ZF2AadPJKyTWUcSEewMsXvPzNH1GFx8E/wt0zEhFp0t5buYfH/peIZcGQjpH8a3I/IrXEaeNyYpfZ+oSY363JH8KAl8EnqLRMBJRx0RQFtYGcVNP7JKQTpC6AiP5wZI35e6wWahW4eOONNwgPD2fdunWsW7fO6TGbzabAhYgnsdkgtBscWQ2Zv5rARX2WioAyLsQz+YZAXp4J4omIiFtYlsX//fAbLyzYAcA1g9vxxMU98fWuVSK4uNPxksBFmwlwaJnpp5byBcRNLi0TsXmDl5+7Ziju0vYSOLAIogZD17vg56th15smA7zbPbU6Za0CF2VXFbEviaqULhEPVjZwAfUfuGjWETpcB1YRBETXzzVEaso3FPIO171U5NgmoNg0ohURkWrLLShi5jfbeHfFHgDuPL8T94zqovcRjZU94yKkEzQ7wzRk/P0dE7gotDfmbGY+RJOmpe/fSvfbXW4yMA4tN98rbS6u1SlrHdp88803iY+PJyAggICAAOLj43njjTdqezoRqU+h3cy2oQIXNhsMeReGztYvK/EcPi5YWaS4AL4/BxaercwNEZEa+OHXg4z6+xJH0OLRcT2YntBVQYvGzB64aNYROl5v9tO+h6y9UGhvzKn+FoLJxu4+vdZBC6hlxsWjjz7K3//+d+644w6GDBkCwIoVK7jnnntISkrir3/9a60nJCL1wBG42AZWsak5AwhSGYc0IfYGnYV1CFzkHS0NWBxdBy3Pq/u8REROY6kZOTz11Va+TUwDIDYsgKcmxHNBj5ZunpnUmb1UpNkZ0KwDRA2Fw8shbSGEdDGPKXDRNKV8WckDNrMCYUgn8z1TA7UKXMyaNYvXX3+dq6++2nHs4osvpnfv3txxxx0KXIh4mtDuZpv5K+QeBKsQsEGA/miQJsQVGRf2Zd/ANJhS4EJEpEIFRcW8uzyJvy/cQVZ+Ed5eNm46uwN3jexMsH+t3oKIJynKg+y9Zr9ZyQp2Lc42gYsjq0qzetWYs2laOtFkXZe0lXCwH7PZzPfLuV+AX/NqnbJW/2sUFRUxcODAcscHDBhAYWFhbU4pIvUp5AyzhnJhlnmzBSZo4eXr3nmJNCRXZFw4BS5W120+IiKnoWNZ+by/Jpn3VuwhNSMXgAHtm/PXifF0bxXq5tmJy2TtASyTUWHvZ2Zvzn54JcQkmH1lXDRN5y+EXx6GPs9A5Jnm2JHV8MsjEP8o+IXB6pth/X1w1pvVOmWtAhfXXnsts2bN4qWXXnI6/p///IdrrrmmNqcUkfrk5WuCF5nb4cBic0yrfUhT4+uCjIu8I6X79iCgiIiQnV/Ivxb/xls/7ya3oBiAqGZ+3D+6K1cMaIuXl3pZnFZOlCkTsfcpiRxsthmJkGtKg5Rx0UStuwvO/A+0GFp6LGakKRNZ/UcYu8UsnbvyxmqfstZ5Wm+++SYLFizgrLNMZG3lypXs3buX6667junTpzvGnRzcEBE3Ce2mwIU0bT4uzrjITjalV1o5R0SaMMuyWLj1AE9+tZV96TkA9GgVyg3D4hjfJ5YAX283z1DqRdn+FnZBsWb1iOwUOLjUHFPGRdN0YpdZze1kvqFw4nezH9LZrPZWTbUKXCQmJtK/f38Adu0y37QtWrSgRYsWJCYmOsapS7CIBwntBvwP0jeZ+2rMKU2NI+OiDquB5B11vn9kDbQeW/vziYg0UrkFRXz5y37e+TmJranm/9XW4YE8Nr4HCT1a6n3A6c6xFOoZzscjz4LsT0o/KFPGRdMUMQA23A9D/gsBLcyx3EOw4QGIGGTuH99pAl3VVKvAxQ8//FCbp4mIO9lXFrFTxoU0NfbIv6uac4ICFyLS5FiWxRcb9/H019s4mpUPgL+PFzed3YHbz+9EkJ8abzYJZZdCLStqMOz9pPSTdGVcNE1nvgE/TYQv2kBQW8BmMlWbdYRz/2fGFJww/S6qSf+ziDQVClxIU+fKUhH/SNPv4qj6XIhI05GRXcDDX2zm601mWfXW4YFMGdKeKwe2pXmwn5tnJw3qRAWlIlDa58JOGRdNU1g3GLsNUr+D4zvMSiKh3aDVKLB5mTFtJ9bolApciDQVoV2d7ytwIU2NS5pzlgQuYhJgz/sm48K+rJeIyGls0bYDPPJFIqkZufh42bhrZGduGXEGPt5e7p6aNDSruLRPwcmBi4gBYPMGq8jcV8ZF0/T7f6H9lRB7IXBh6fGifNjzAXS8rsan1P80Ik2FX3OzBKqdAhfS1PhFmm3ugdqfw55x0fJ8s8Rw3qGSJeFERE5PBzNzuW3Oem56dy2pGbl0jArm01uGcsfIzgpaNFU5qVCUawIUwe2cH/MJgvDeZe4r46JJWnUDFGSUP1543DxWC8q4EGlKQruVvmkLau3euYg0tLDuZpu53UT8vWuR1mwPXATGmj/Mjq035SLN4lw2TRERT1BYVMzslXt4ceEOjucW4u1l4w/ndODukV0I9NNKIU2aPdsiuD14+ZZ/PHIwHNtg9pVx0TRZFlBBNmp2CviG1eqUClyINCWh3eDgEvNJsX+Uu2cj0rCC2poGnQWZpt4yPL7m57CXivhHQOQgE7g4sgbaXeHauYqIuNHq3Ud57H+J/JpmSut6tQ5j5qW9iG9duzcccpqprL+FXdRg+O01s6/ARdPybT/AZkpoF4807znsrCI4sbukfKTmFLgQaUpCSz5xDmxV2hhHpKmw2SAsHg4vh/TE2gUu7BkXfhEQeSb89m8TuBAROQ0cyMxl5jfb+GLjfgDCAn25f3RXrj6zHd5e6uUjJY5XsqKIXeRZpfsqFWla2kw022MbodVo56+/lx8Ex0Hby2p1agUuRJqSyJJ1k+0BDJGmJrwkcJGRWPPnFheW1mv6RZT+PB1ZCfvn1/oTBBERd7Msi7d/TuLFBdvJyi/CZoOrBrXj/tFdidBqIXKy4zvNNqRTxY+HdjHlAAUZyrhoano9DsVFpoyo1WjzYamLKHAh0pS0GArnL4KwHu6eiYh7hJVkWdQmcJF/rHTfL9w0vI0aagIhP46BrndD37+Bt78rZioi0iDyCot48NPNfL5hHwB924bz1ISe9G4T7t6JiefK2GK2oZX8PWnzgu73w74vTdmINC1e3rD6TzBum2tP69KziYjnizkfAmPcPQsR97CXh6TXJnBRUibiGwZePuYX8/nfQ5c7zPHtL8OPF5U0pBIR8XzHsvKZ8sZqPt+wD28vG09e3JPPbhmqoIVUrrgQjm83++E9Kx8X/zCMXmV6S0nTE96rtImriyhwISIiTYc94+LE71CYVbPn5pXpb2HnEwgD/wnDvzKd1Q8sNquWiIh4uNSMHC6btZzVSUcJ8ffhnRsGcf3QOLzUy0Kqcvw3KC4wJSBBbd09G/FUfZ6BDffBvq/N8rkFmc63WlCpiIhIE5STX8Tuw1ms/P0Iy3cd+X/27js8qmpr4PBv0iaF9N4goQVC6B2EgHQpKnYUwYJyLajo1Yvea/uuYkEscO0FC4oVCyhFeu+B0GtIL6T3MjPfHzszIdS0yUyS9T5PnnMys+fMnnBI5qzZay3iMgvp3dqT4Z38uKaDD620zfTPg6MvOPpBSTrkHgHvPjV/bNl5HUUuFDwB/IZB6mpIXg7unRpkukIIYQ6J2UXc8cl2ErKKCfZw4ot7+tLR39XS0xJNQd5htXXrLIXexeWtq6z7tWGSKo5uZDCo7+/Q1fqQzfSdqRBCiPMZDAb+OJDCF1vOcDaziKzCsovGnEwv4PvdCTjY2tC/rRfDI/zoE+aJ3gDlOj2ezg6092sG1cHdo6BkrapzUZfAhcMlAhegghepq9WnC52frP88hRDCDOIzVdAiKaeYNt7OfDtjAMEeTpaelmgqcirrW7hfIU1EiBHrGvyQErgQQogm4HhaPhuPZ1BcpqOkQoetRoOfmyMBbo44a20pLNVRUFpOVmE5GfmlZOSX4mCnIcTTGT9XLd/tjGdvfE61Y7pq7ejZxpNB7bxp6+PCttOZrD2aztnMIjadOMemE+cumseQDj48NqIDfcIuc/HeFLhHqZSOnFj1fVEyJC+DtveodI/LuVSqyPmCxsOexyBjM5TlgoN7w85bCCHq6WhqHtM+30laXiltfVz4dsYAAtwdLT0t0ZQYV1xIoXdxJf7RDX5ICVwIIYQVO5Scy4I1J1lxKLXex3Kyt2VmdDtGRfoT7OmEm6MdmvOW743uEsDzEyI5fa6QdUfTWXMknZMZBTjY2uBgZ0NCVlVAY0BbL6b0b8PoSH8c7W3rPbdGdWGBzq13QPpGqCiCTo9f/nFXShUBcG0Hbp0g7yikroLWtzTYlIUQor52nsnivi93kV9SQUf/Vnxzf3/8XCVoIWopV1ZciBoqy4FTn0HeEUCjgl1t763zBzsSuBBCCCuUV1LOS78f5ue9iYBKB4zu6EuAmyOO9raU6/Sk5ZWSlldCcbmOVlo7XB3tcHOyx89Vi08rLaUVehKzikjMKaa9XyseG9EBf7crv0nVaDS0821FO99W3D+kbbX7ErKKeH/9SX7cncj201lsP52Fu5M9Izv70znQlc6BbnQLccfV8QqrFqzB+S1Rz+1UQQuA+B9qFrhw8L78mKDxKnCRtKxhAxflBYAB7CUHXQhReysOpjBrSQxlFXr6tPHks2l9cXe28t/VwvroK6oKUMuKC3Elmbth3RiwdQLvfoABjs6HQ6/A8FXg1avWh5TAhRBCWJmdZ7J44vsYknKK0WhgUvcgHhneng4WLpwW6uXM3MndeOTaDny/K4GfdieQnFtiCq6ASj95aHh77hkcZr0rMYzt24qT4cC/q24/t02ljTgHXfpxpVdZcQGqzsXRtyD5L9DrVMvU+tKXw8o+akXIhGOqk4kQQtRAaYWO1/46yhdb4gAY2dmfhVN6Wu/vZ2HdCk6BvgxsncGljaVnI6zZ3icgZBL0+0S1kAcV+NpxP+x5HEZtrPUhJXAhhBBWokKn5901J1i47iQGA4R6OfHObT3o3ca66kkEezgxe1RHHhvRgW2nMtl9NoujKfnEJuWSlFPM6yuO8s32s/xzTASTugdZX2s9ezdwbg1F8aqYJqiWbkUJkLgUOj586cddrTgngO9gsHeH0gzI2gU+A+o/34wtVZ9wZceA78D6H1MI0eydzSzkkW/3EZuUC8B914QzZ1wn7GylE4Soo1xjfQvpKCKuImt39aAFqP3Ip2FFLQqjn0cCF0IIYQXS80qYtWQf20+ri+Nb+4Tw/MQuVt2W1NZGwzUdfLimgw8Aer2BX2OSeHPlMZJyinn8+xg+3Xya566LZGC7K6RXWIJHlApcAASMhMAxsO+fkPDL5QMXpZlqe6XAhY29Olb8D5C0vGECF4m/V+1n75XAhRDiqv7Yn8ycX2IpKK3Aw9meeTd3Z2Skv6WnJZo6qW8hasreTb3PurA9fGFCndNeJVQmhBAWtvF4Bte9t5ntp7NwdrDl3dt78MbN3a06aHEpNjYaJvcKYd1Tw/jnmAhaae04mJTHHZ9s554vdhKbmGvpKVYx1rkA6PQUhE5W++kboOTibirA1YtzGgWNV9vEX1W/8vowGCDpvMBF1t76HU8I0ayVlOuY80ssj363j4LSCvqGefLnrCEStBANI1c6iogaan0b7LgPzn6vghVFiRC3BHbeD23uqNMhJXAhhBAWUlRWwb9/jeXuz3dyrqCUCH9Xfn/kGq7vEWzpqdWLo70tDw9vz/p/DuPugW2wtdGw7lgGExduZsZXuzmammfpKYJ35TJF9ygIHA2t2oJnDzDoqgcKzleTVBGAkIlgo1XFP7P2XH0uBj2c265yPy+Ud0TlFBtlS+BCCHFpJ9LyuX7hFr7bGY9GA49e257vZgwgyEPq4ogGIisuWowXX3wRjUZT7SsgIKDmB+g5D0Imw7a74fcw+K0NbJ8OoTdDj9frNCeLBi42btzIxIkTCQoKQqPR8Ouvv1a7/8IflvHrzTffNI0ZNmzYRffffvvt1Y6TnZ3N1KlTcXd3x93dnalTp5KTk1NtTHx8PBMnTsTFxQUfHx9mzZpFWVlZtTGxsbFER0fj5OREcHAwL7/8Mob6fpomhGiRTmUUcN27m/hmu0pXmDawDb8+PJj2fq0sPLOG49NKy8vXR7FmdjSTewZjo4HVh9O47t1NvPDbQXKLyi03udCboN9HEP2batlivA0g4eeLx+t1qq0XXD1w4eBZdaxTn119LkfeglUDYcME0FX/u0Pib2rr0VVtcw6CrvTqxxRCtBgGg4EfdicwaeEWjqXl49NKy9f39ufJ0RFSz0I0HOko0uJ06dKFlJQU01dsbGzNH2zrAH3ehZuzYVwMjN0HN2dB77fBVlun+Vj0t1lhYSHdu3dn4cKFl7z//B9USkoKn3/+ORqNhptuuqnauBkzZlQb99FHH1W7f8qUKcTExLBixQpWrFhBTEwMU6dONd2v0+kYP348hYWFbN68mSVLlvDzzz/z5JNPmsbk5eUxatQogoKC2LVrFwsWLGDevHnMnz+/AX8iQoiWoLhMx8yv9xCXWUSguyPf3Nefl66PwsmheVZ5D/NxYf5tPVj1RDTjogLQG+DLbWcZ/tZ6/rvsMDtOZ1Kh0zfupDQ20P4BtdLCyJgukvo3lF2Q1lKeC1QGqh08r3789ver7dlvoaLw8uP0FXD8PbWfslJ9MqHXVd1vrG/R4SHQeoOhQq3kEEIIVGrI0z8d4OmfDlBcrmNIBx/+emyIqfaQEA2m4DToS1V7S5cwS89GNAI7OzsCAgJMX76+vnU4iLP68MWzm9qvz3zq9eh6GjduHOPGjbvs/RcuR/ntt98YPnw4bdu2rXa7s7PzZZeuHDlyhBUrVrB9+3b69+8PwCeffMLAgQM5duwYERERrFq1isOHD5OQkEBQkGqD99ZbbzF9+nReeeUV3NzcWLx4MSUlJSxatAitVktUVBTHjx9n/vz5zJ49G43GyqrmCyGs1ou/H+JEegG+rlp+e2Qwfq6Olp5So2jv14oP7urNlpPnTD+DTzef4dPNZ/ByceDVG7syNqoWyxAbmnskuHWCvKMqiNDm1qr7jGkidq3UpwhX4xcNrdqpNI/4n6DttEuPS16u8j7t3UBXDPHfg4M79FmoioFm7lDjgieqwqGpq1WdC6/e9XutQogmLyGriH8s3sPBpDxsNPDk6Aj+Ed3O+jo5iebBWN/CTTqKNHX5+fnk5VWl7Wq1WrTai1dBnDhxgqCgILRaLf379+fVV1+96Dr8ItvvrdkkBnxemykDTajGRVpaGsuXL+e+++676L7Fixfj4+NDly5deOqpp8jPzzfdt23bNtzd3U1BC4ABAwbg7u7O1q1bTWOioqJMQQuAMWPGUFpayp49e0xjoqOjq/2jjhkzhuTkZOLi4i4779LSUvLy8kxf589NCNHy/BaTxPe7E9Bo4N3berSYoMX5Brf34c/HhvDhXb2Y3DMYD2d7sgrLePjbvfyxP9myk/MfobbGgIFRaQ3rWxhpbKBd5R/vK6WLHH9fbdvPhIHfABo4+TEsj4L9zwIG8OoDzsHg1UuNlQKdQrR4Kw+lMnHhZg4m5eHl4sDX9/Xn4eHtJWghzMdU30LSRJq6yMhIUwkFd3d35s6de9GY/v3789VXX7Fy5Uo++eQTUlNTGTRoEJmZmVc++OlFkLZOpdeWZV/+qw6aTMn6L7/8EldXVyZPnlzt9jvvvJPw8HACAgI4ePAgc+bMYf/+/axevRqA1NRU/Pz8Ljqen58fqamppjH+/tWrLXt6euLg4FBtTFhYWLUxxsekpqYSHh5+yXnPnTuXl156qfYvWAjR7BxMyuXZX1R+4KPD2zOofctdymtva8PYqEDGRgVSrtPzr59j+XlvIo8t2YdOb+CGnhYqUOrdF04Ambuq317TjiLnC58OB/4DGZtUXrBbRPX7809C6ipAAx0eVGkrBj3seRTyj6svgOBJautZGbiQAp1CtFgFpRW89PshftyTCEC3EHc+uKs3wVKAU5hbUYLatmpn2XmIejt8+DDBwVXvsy612uL8rIiuXbsycOBA2rVrx5dffsns2bMvf/AOM+HsEpVa1O5eCLurdu+drqDJrLj4/PPPufPOO3F0rP7p5IwZMxg5ciRRUVHcfvvt/PTTT/z999/s3Vv1xu5SaRwGg6Ha7XUZYyzMeaU0kTlz5pCbm2v6Onz48FVeqRCiOdpy8hy3f7ydwjId/cK9mDWig6WnZDXsbW148+Zu3NYnFL0Bnvghhl/3JVlmMt591TZ7b/VaEzXtKHI+56Cq1qiXWnVxsrIeU+CYqlobYbfDpFPQ5TmVR2yjhda3qPuMKy6y94O+EQqbnvwEDr1a/5auQogGsSsui3HvbuTHPYloNPBgdFt+nDlQghaicVQUqK29m2XnIerN1dUVNzc309elAhcXcnFxoWvXrpw4ceLKA/u+DzemQOQzkPQH/BoKm2+F5JX1fj/RJAIXmzZt4tixY9x///1XHdurVy/s7e1NP9SAgADS0tIuGpeRkWFaMREQEGBaWWGUnZ1NeXn5Fcekp6cDXLRa43xarbbaieHq6nrV1yCEaF7+2J/M9C92UlBawYC2Xnw6rY9Uer+AjY2GuZO7MqV/awwGePLH/aw4mHr1BzY01whVx6KiULUiNTKmimi9a3e8dpV/t05+XH1pZEUxnKrM7+zwUPXH2LtB9//C9fEw4TC4d1K3t2qr7tOXqjoc5lReALtmwv7n4Nw28z6XEOKKyir0vLHiKLd9tI2ErGKCPZxYMmMAc8Z1RmvXPIs6CytUXpnubt98up+JmistLeXIkSMEBgZefbCtFsLugGtXV76P6QK7H1ItUcsL6jyHJvHO+bPPPqN379507979qmMPHTpEeXm56Yc6cOBAcnNz2blzp2nMjh07yM3NZdCgQaYxBw8eJCUlxTRm1apVaLVaevfubRqzcePGai1SV61aRVBQ0EUpJEIIAap7yEt/HOLR7/ZRrjMwvmsgX97bDzdHe0tPzSrZ2Gj47/VR3Nw7BJ3ewKPf7WXdsfRGnoRtVeHL89NFyipzOmuz4gIgeAK4R6muJEfeqrr91GdqFYdzawi67tKPdfSp3vVEYwOePdW+uetc5MSqtBWAuG/N+1xCiMvaHZfF9f/bwvvrT6E3wE29Qljx+BD6t61lEFWI+jKuuLCTD2FbgqeeeooNGzZw5swZduzYwc0330xeXh7Tpl2m2PhladSXwVD1vqKOLBq4KCgoICYmhpiYGADOnDlDTEwM8fHxpjF5eXn8+OOPl1xtcerUKV5++WV2795NXFwcf/75J7fccgs9e/Zk8ODBAHTu3JmxY8cyY8YMtm/fzvbt25kxYwYTJkwgIkLlG48ePZrIyEimTp3Kvn37WLNmDU899RQzZszAzU0th5oyZQparZbp06dz8OBBli5dyquvviodRYQQl7QvPpvr3tvEF1viALh3cDjv3dFTPh27ChsbDa/f1I3x3QIp1xmY+fUeDiTmNO4kvPqobdZ5gYvaFuc00thAt/9T+8fegZJ0FRSI+ae6rfOTKlhSU56NVKAzJ6ZqP/6HxklNEUKYpOQWM+u7fdz84TaOpOTh6WzPB3f24q1bu+MqwW9hCcYVF3ay4qIlSExM5I477iAiIoLJkyfj4ODA9u3badOmzdUfrCuFuO9g7ShYFqHe9/RZCDfE12vFjkWLc+7evZvhw4ebvjcW+pg2bRqLFi0CYMmSJRgMBu64446LHu/g4MCaNWt49913KSgoIDQ0lPHjx/PCCy9ga1v1RnDx4sXMmjWL0aNHAzBp0iQWLlxout/W1pbly5fz0EMPMXjwYJycnJgyZQrz5s0zjXF3d2f16tU8/PDD9OnTB09PT2bPnn3l4iRCiBbpt5gk/vnjAcp0egLcHHntpq4Mi7i4SLC4NFsbDe/c1oOi0grWHcvgie9jWD5rCI72jRT0Mda5yNxddVtdinMahVyvVnFk7YEDz0P6BtCVQOA46PhI7Y7l1UgFOrNjqvZLMyD1bwi6fPtyIUTDKCnX8fHG03yw/hTF5To0Gri9byhPjo7Ap9XV89CFMBtTjQtZcdESLFmypG4P3PWQKs7p3Bra3gODl9Q+zfYyNAaDVN1qTImJiYSGhpKQkEBISIilpyOEaEAGg4GPN55m7l+q/sDYLgG8flM33J3l07G6yC4sY/Q7G8nIL+X+a8L594RGasFWcBp+bwc2DnBLPtg6wPrxkPwn9P+sqs1pbSSvgPXnXfg7BcG4GHD0rd1xcg/D8i5g5wI359ZutUZtrOinVpw4t4aieFUVfNDX5nkuIQQGg4G/DqbyyvIjJOUUA9A3zJMXJnYhKtjdwrMTAlVksSgRxuwC7z6Wno2og0a5Dv3WBlxaV6a2XiErYegvtT50k6hxIYQQ1q6wtIJnl8aaghb3Dg7n/Tt7SdCiHjxdHHj9pq4AfLblDDtOX6V3eENxCVefDujLIOeAuq2uqSJGgWPAV6UworGBwd/VPmgBqniovZsqHpq9r25zuRp9BeSqtr2mNJfEpVBRZJ7nE6KFO5ycxx2fbOehxXtJyikmyN2RBXf05IcHBza9oEVRkupIVFFo6ZmIhmYqzikrLsQVhN8N/sPBwQMc3C//VQcWTRURQojmYMPxDJ79JZaknGI0Gnjuus7cP6Tt1R8oruraTv7c1ieU73cn8NRP+1nx2FBctGb+06XRqDoXKSvVqgOv3lBS2eGkrr3INRro9Q5suQ06zQa/oXU7jo2tekOQ+JtK3zDHp175x1Uqi50LhN0JsS9AYRwk/q7atQohGkROURnzVh3j2x3x6A2gtbNhZnQ7Zka3w8mhCdZDyj4A68dCcYpKK+j0hKVnJBqKwSDFOUXNDFxktkNL4EIIIeqorELPC78f5LudCQAEezgxd3JXhnaswyfp4rL+PaEzm0+eIyGrmLdWHef5iY2QMuLVVwUuMnepTxAL48DGHlw71v2Y3n1g0qn6z81/ZFXgosu/6n+8CxnrW3h0V4GSsClw6FVVXLTglAriBI5RHVOEELWm1xv4YXcCr684SnaRKnw7vlsgc8Z1IsTT2cKzq6O0DbDxetVBCap3ZRJNn64EDDq1L+1QhYVI4EIIIeogt7icf3yzh62nMtFoYPqgMJ4aHWH+1QAtkKujPa9O7sq0z3fyxdYzTOoRRI9QD/M+qXElQ/wPVUue+30MTgHmfd6aCBipthmboaIY7Jwa9vjGwIVnD7UNu1MFLjJ3qC+AM1/BTVnmq7EhRDN1IDGH//x2iP0JOQBE+Lvy0vVdGNCU25ue2wnrxoC+FJyCoTipKs1ONA/G1RYAti6Wm4do0aTGhRBC1FJSTjG3fLiVracycXGw5fPpfXlhYhcJWphRdEdfbugRhMEA//r5AOW6+vUCvyqvys4ixqBF1H+g7XTzPmdNuUWoiwN9KZzb2vDHvzBw4R4JXV+EwLHQ9l6wdYLyPJVSIoSokezCMp5dGsv1/9vC/oQcWmnt+M+ESJbNuqZpBy0Aznypfh8FjISR69VteUdVS0TRPFRU1rewdZaAtbAYCVwIIUQt6PQGHvhqN8fTCvB30/LDzIEMl1anjeI/EyLxdLbnaGo+H288bd4ncw4C51C1H3YndH3JvM9XGxpN1aqL1L8b9tgGw8WBC4CuL8Dwv2DAZ6rmB0DW7gsfLYS4gF5v4Lud8Vz71nq+3RGPwQA39gxm7ZPR3HdNOPa2zeCteNYetW17H7RqBw6eKq0g74hl5yUaTrm0QhWW1wx+WwohROP5YXcCh5LzcHO045eHBtMlqIlVfG/CvFtp+U9lS9R315xgV1yWeZ9wwOfQ9WXVAlVzhZZelhAwQm0bOnBRnAKlGaCxBfeoS4/xqkyjyZTAhRBXsj8hhxvf38KcX2LJLionwt+V7x8YwNu39cDPzdHS02sY+vKqYKd3H/W70qOb+j5b0kWaDeOKCzupbyEsRwIXQghRQ7nF5cxbeQyAx0d2JNijgWsLiKu6sWcwIzv7U1ah594vdnEwKdd8TxYwErr+B2y15nuOuvKvDFxk7alq1doQjBcgbp0uXzvDGLiQFRdCXFJ2YRlzfonlhve3sD8xt1paSP+mnhZyodxDKk3E3l2ttoCqwIXUuWg+pBWqsAISuBBCiBpasOYEmYVltPN1YerANpaeTouk0WhYcEdP+oZ5kl9awbTPd3Iqo+DqD2xunINU7QkMkLau4Y6bE6O256eJXMhYuDR7H+grGu65hWjidHoD3+6IZ/hb6/luZzNNC7mQceWVV5+qlWkSuGh+pBWqsALN8DeoEEI0vFMZBSzaGgeoWgvN8g1oE+HkYMtn0/vSJciNzMIypn66g5yiMktPq/H5N3Cdi7zjcPx/at+z1+XHuXZQb151xZLDLkQlY1rIs0tjySkqp1OAKz88OLB5pYVcinHllTGgCRK4aI7KJVVEWJ688xZCiKsoKK1g9g/7qdAbuLaTH8OkGKfFuTna89W9/QjzdiY5t4RX/2yBF9ANWaAz7zisGQbFyaq2Rbt7Lj9WY1NVoFPqXIgWLquwjDm/HOCG97dwIDEXV60dz0+IZNmj19Av3MvS0zO/rPNWXBh5dAE0UJIGxWkWmZZoYBVSnFNYngQuhBDiCorLdNy3aBf7E3Jwd7Ln+crikMLyvFtpefOW7gD8sDuRrSfPWXhGjcxvKKCBgpNQnFr34+SfqgxapKigxYi1qivAlXhLnQvRsun0BhbvOMu1b63nu50JGAwwuWcwa56K5t5rwrFrCavydKVVqyrOD1zYuYBre7WfG9v48xINT4pzCivQAn6rCiFE3ZRW6Hjwmz3sOJOFq9aOr+/rR5iPi6WnJc7TN8yLuwa0BmDO0lhKynUWnlEjcnCvWpKdsanuxznyZvWghaPv1R8jBTpFCxZTmRby3NKD1dJC5t/WAz/XZpwWcqGcWNVVROsNLhfUfZLOIs2LtEMVVkACF0IIcRn/t+wwG49n4GRvyxf39KVbiIelpyQu4emxnfB303I2s4h315yw9HQal98QtU3fXPdjFJxR285P1ixoAVWpItn71YWLEC1Aam4Jz/x0gBvPSwt5YWILSgu5UNYlCnMaSZ2L5kVWXAgrIIELIYS4hB2nM/lmezwAH9zViz5hLfBNaRPh5mjP/10fBcBHG06x4XiGhWfUiHyvUdv6rLgoSVFbp6CaP6ZVO9X+UF+q2iEK0YxlFpTy32WHGfrmOr7fXZkW0kulhdwzuIWkhVzKpepbGEngonmRGhfCCthZegJCCGFtSsp1zPlF5eXe0a+1FONsAkZ3CeC2PqF8vzuBR77dy28PD6atbwv4ZMgYuMjZD+V5YO9W+2MUJ6utU2DNH6PRqIuVtDWqQOeV2qcK0QSdKyjl78NprDiUytaTmZTp9AD0DfPkmbGdJJgN1VuhXsizMnCRe0ityrKxb7x5iYYnXUWEFZDAhRBCXOC9NSc4fa4QP1ct/xrXydLTETX08g1dOJlRwJ6z2cz4aje/PjwYV8dm/mbZORhcwqHwDGRsg6AxtXu8rgxKM9V+bVZcgCrQmbam8lPX+2v3WCGsUFJOMSsPprLiUCq747LQG6ru6xrszpOjOxLd0RfNhWkRLVFFMeQeVPvelwhcuISpi9yKAtW1yKNLo05PNDBT4EJWXAjLkcCFEEKc52BSLh9tPA3Ay9dH4e7UzC98mxGtnS0f3NWLSQu2cCqjkEe/28fHU/vgYNfMl3H7DYEzZ1S6SG0DFyWV3UhsHMChlp8gGz9lzdxZu8cJYUUSsor4fX8yKw6mEpuUW+2+rsHujI0KYEwXf9r7yQVbNTn7waADR39wCr74fo0NeHSFc9vUWAlcNG2SKiKsgAQuhBCiUlpeCQ98tRud3sDYLgGMjQqw9JRELfm5OvLx3b255cNtrD+WwWNL9rHgjp7NOwfddwic+apudS6MaSKOARcX17san0Fqmx2j2rE6yf8X0XQkZhexYM1JftqbiK5yaYWNBvqEeTG2SwCju/gT4uls4VlasbS1auvV+/K/Ozx7qcDFuR0QNqXx5iYanhTnFFZAAhdCCAHkl5Qz/YtdJOeW0NbXhbmTu1p6SqKOuoV48PHdfZjx5W7+OpjK7B/28/ZtPbC1aabLu411LjJ3gq4UbLU1f2xxHQpzGjkHgVdfyNoFSX9A+xm1P4YQjaigtIJ1R9NZcSiVVYdSKdepgMWgdt5M6h7EyEh/fFrV4v9PS1WeD0fnq/3Wt15+nO81cOJ/9SseLKyDtEMVVkACF0KIFq+sQs8/vtnLkZQ8fFpp+fKefni6OFh6WqIeojv68v6dvZj5zR5+359MUZmOV26Mwt/N0dJTa3huEaD1gdJzkLUHfAfV/LF1Kcx5vtAbVOAi8VcJXAirlFVYZiqyufnkOcoq9Kb7rmnvwxOjOtC7jRTaBCD/lCqk6X6V2k7H3lO1cVw7Qtidlx9nbNdcn+LBwjrIigthBSRwIYRo8V5ZfpjNJ8/h7GDLF9P7Euoly4Obg5GR/iyc0pNHvt3H30fS2HE6k6fHRjClf5vmtfpCo1GfbCb+Chmbaxm4qMeKC4CQG2D/c5D6t/oUVj6NExag0xvYfjoTBzsbOgW4orWzZe3RNL7flcCG4xnVimyGeTszJiqA66IC6R7qYbE5W53iNPirh6pl4D0AOjwIrW8DO6fq48py4Mg8td/1RbC5wqVEfYsHC+shNS6EFZDAhRCiRfsrNoUvt50FYMEdPeka4m7hGYmGNDYqkN8ecebZX2LZn5jLf347xKHkPF67qZulp9awfIeowEX6Joh8uuaPq++KC7fO4NoB8k9AykpofXPdjiNEHR1KzjX9/zZydrClqExn+j4y0K2yyGYAHf1bSVeQS4n/seriNHO7+jo6H65dC44+VeOOzofyHHDvAm1uu/pxfa+pDFxslsBFU6WvAF2J2pcVF8KCmnG1MiGEuLL4zCKe/vkAADOj2zGis7+FZyTMoUuQO788NJgXJkYC8MPuBBKziyw8qwbmN1Rt0zeoFqc1ZVpxUcfAhUajVl2ACpwA6HVqBUZZdt2OKUQNFJZW8N9lh5m0cAv7E3NppbUj0F2lghWV6fB11TIzuh1rnozmz8eGMGtEByICXCVocTlnv1PbLs9B97ng6Ac5sbBudNX/5cxdcPRttd/1JdU55GqM6SJS56LpMga0QNqhCouSFRdCiBaptELHo9/tJb+kgt5tPHlydEdLT0mYka2NhnsGh/P3kTS2nMzkq21nefa6zpaeVsPx6qXaEpakqeBF4KiaPa6+qSIAIdfDkTchaZm6wNk2HZJ+h7C7YNDXdT+uEJfx9+E0nv/tIMm56lPg8d0CeWFCJH5ujmQVlpGSW0yEv2vz7ibUkArPwrmtgAY6PKQK74bcAGuiIXsfrBsLrdrC2SVqvFdvCL2xZsf2rQxcZO6offFgYR3KK+tb2DiArdT/EpYjv9GFEC1OYWkF93+5m/2JuXg427Pgjp7YyxvcFuHeweEALNkZT2FphYVn04A0NhA0Xu0n/VHzx9U3VQRUPryjH5TnwvIoFbQAyNpd92MKcQkpucU8+PVu7v9qN8m5JYR4OvHFPX3535Re+FUW3vVycaBLkLsELWrDGJDwi1ZBC1AFOq/9Gxy8VMeis0sADYTfDdF/1Gy1BVQVD9aVQNZes0xfmJkU5hRWQn6rCyFalOzCMu78dAebTqhinO9P6UWQh9PVHyiaheERfoR5O5NXUsEvexMtPZ2GFTxRbZP+AIPhymNBdQ8ozVD79VlxYWMLwZPUfnEy2FfWiSk4pXKjhagnnd7AF1vOMPKtDaw8lIadjYaZ0e1Y/UQ0wyP8LD29pi+uMk0k7I7qt3t0hWtXQ6v2EDgWxu6BgV/WLtBpLB4Mki7SVEkrVGElJHAhhGgxsgrLuPWjbcQk5ODhbM/i+/szqL3P1R8omg0bGw3TB4UB8MXWOPT6GlzgNxWBo8BGC4VxkHvo6uOLU9VWYwda7/o9d9hdauvWWV3c2DqpwEjh2fodtyUoSoKkP2sWbGqBErKKmPzBVl764zCFZTp6tfZg2axr+Ne4Tjg52Fp6ek1f7hHVrlRjB6E3XXy/Vy+YdAKG/wVePev2HMZ0kYzNdZ+nsBxZcSGshAQuhBAtxn9+PciJ9AIC3Bz58cGB9GztaekpCQu4uU8orlo7TmcUsuFEhqWn03DsXMD/WrVfk3QRU32LgJov+74c/2iYeALG7QPXdqrTCEDesfodt7lL3wh/doMN4yFtraVnY3U2Hs9g4sLN7E/Iwc3RjldujOKnmYPoFOBm6ak1H8Y0kcAx9Q9gXo7feYELg948zyHMx1icUwpzCguTwIUQokVYdiCZ5bEp2Npo+HRaHzr4yx/glqqV1o5b+4YC8P66kxia0yfdIeeli1yNqb5FPdJEzufavqrwnmtlsdv84w1z7Obo9FewdiSUZanvs/dffqxB36Iu+PR6AwvXnmDaFzvJKSqne4g7fz0+lDv7t8HGRrqCNJjCeDjzldpvc7v5nsezB9g6q+K9uUfM9zzCPIzFOe1lxYWwLAlcCCGavYz8Uv7z60EAHh7enqhgdwvPSFjafdeE42hvw664bH6LSbb0dBpO0AS1PbcdStKvPLaknq1Qr8RNAhdXdPJT2D5NpdM4VK78Kjh56bEGA/wdDb+GwJnFzT6lJK+knAe/2cO8VccxGOCOfqF8/+BAgqUWUcPRlcDB/8KyTiq1zMFLdQcyFxt78B2k9pP/NN/zCPOQFRfCSkjgQgjRrOn1Bp5bGkt2UTmdA914ZHh7S09JWIEgDycevValM7zy5xHyS8otPKMG4hKqPt3EcPULhIZohXo5xhUXkipysYpiOPCc2u80G3q8ofbzT116fHGSWmJfnALb7oJ1oyHvROPMtZEdT8vn+oVbWH04DQc7G16/qStzJ3fD0V5qWTSo9RPgwH9AV6zqT4zcYP7Ci61vU9vTnzX74FuzUy41LoR1kMCFEKLZOptZyO0fb2fVYVWF/q1buuNgJ7/2hHL/kHDCfVzIyC/lnb+b0YWgsbtI4m9XHmdMFXE0x4qLCLWVFRcXO/WZWg3j0gZ6vFZVD6TgMoGLzMq2sg5eYOsIqX/D30OgorBx5tsIDAYDX22LY+KCzZw5V0iwhxM/zRzIbX1bW3pqzU/2AUhbAzYOMOhbFbTwiDL/87a5TdXhyTsmRTqbGmNxTukqIixM3sELIZqlb3fEM+7dTeyMy8LZwZZ5t3QnMkgKuokqWjtbXpzUBYBFW+M4npZv4Rk1EGNngKQ/oOD05ccVmzFVxLjioiixWV1g15uuDI5UrrDo/LRaQu/aTn1fGKdSRy6UVRm4CL0RrjuoVsiUpEHaukaZsrml55Uw/YtdPP/bIUor9Azt6Msfj15DtxAPS0+teYr7Rm2DJ6j2p5pGqhli7wptKtutnvykcZ5TNAxphyqshAQuhBDNzk97Enl2aSxFZToGtPVi5eNDuaFnsKWnJaxQdEdfRnb2R6c38O2OeEtPp2F4dlcdAgw6ODT38uMaujjn+bReVR0K8i9Tu6ElOvstFCWAoz+0u1fd5hSk2tgadKpY4oWMgQuvPirIYaxFkPxX48zZjFYcTGXMOxvZcDwDrZ0NL06MZNH0vni5OFh6as2TXgdxi9W+sYVxY2p3v9om/KgKdYqmQdqhCishgQshRLNyKDmX55bGAvBgdFu+vX8AoV7OFp6VsGZ39FMdRv6MTUGnbya511H/UdszX176YhjMu+ICpM7FhfTnBZI6PanSPkC1ojWuurgwXcRgqB64AAi6Tm2T/2yytQIKSit4+qf9zPxmD9lF5UQGurHs0WuYPjhcuoaYU/p6FbB08Kw6jxqTdz/w6KqKg8Z92/jPL+pGinMKKyGBCyFEs5FbVM7Mb/ZQWqFneIQvz4zpJG+CxVUN6eCLq6Md6fml7IrLsvR0GobvYPAfrlIPDr9x8f36iqquI+ZYcQHSEvVCib+on4WDJ3SYWf2+VpcJXBSehdJMlVLi0VXd5j9c1ScojGuSQaE9Z7O47t1N/LA7EY0GZka349eHB0uL6sZgTBNpfWtV6+LGpNFUrbo4+UmTDby1ONIOVVgJCVwIIZqNZ5fGkpBVTKiXE2/f1kOCFqJGHOxsGNMlAIBlB5pRa1TjqotTn1atrjAqSQMMoLEFR1/zPL+xQGeeBC4ASFqmtu0fuDhX3Bi4uDCtxrjawqNb1YWmnQv4DVP7KU0nXaRcp2f+qmPc8uE24rOKCPZwYsmMAfxrXCcpmtwYKoog/ie1b4k0EaOwu1RqVM5+yNpjuXmImpMVF8JKyF8KIUSzcCQlj+WxKWg08MGdvfFwlhxpUXMTuql0ib9iU6nQ6S08mwbiN0ytvNCXwtH51e8zBjIc/VWqgjnIiovqjEEJz14X3+da2ab5whUXF6aJGAWNU1tjy9vcI7DpFtg4GfbMhhMfVH1KagUSsoq45cNtvLf2JHoDTO4ZzF+PD6F/W29LT63lSPxdXYC6hKnfC5ai9YLWN6v9U1Kks0mQdqjCSkjgQgjRLHywXr3hH981kKhgdwvPRjQ1g9v74OlsT2ZhGTvONJN0EY1Gda4AOPONqrFgZM7CnEZu59W4kCXhVUEJYz2L85lWXFwQuMi8SuAifSNkbIO/oyHhJ0hcCsfehl0PwcGXG27u9fBXbArXvbeJmIQc3BztWHBHT+bf1gM3R3tLT61lMaaJhN3VeJ1ELseYLhL3bVXHCmG9KqSriLAOErgQQjR5cecKTUv8/zHsEhcFQlyFva0NY6OaYbpI4FhVU6EkFTI2Vd1u7sKcAK3aAxooz4HSc+Z7nqagvKAyPYeqIMX5zq9xYQzynF+Y0/uCwIVrR2jVFvRl8PdQKM1QKzl6L4A2U9SYpD8a/nXUQk5RGU//tJ9/LN5LfkkFPVt7sHzWECZ2N2OwTFzeuW1qG3qjZecB4Betfj9UFED8D5aejbgaY1cRCVwIC5PAhRCiyfto4yn0Bhge4UuXIFltIepmQjd1QfXXwVTKm0u6iK0DhFReqJz9vur2xlhxYecELq3VfktPFyk4rbYOXuDgcfH9Lm1Uyo6uuCqoVHAKynNVPQD3LtXHazQQWLnqwlChujWMWAMRj0Df91XtkrxjUHDGbC/pcgwGA7/uS2LEWxv4YXcioDo8/fDgQOnwZCnleVBWuZLMmJZkSRoNtD+vSKewbpIqIqyEBC6EEE1aam4JP+9JAuDh4Vbwhkw0Wf3DvfBp5UBOUTkfrD+FobmkN7S5TW0TflbdRAz6qk/jW7U173ObWqK29MBFZQrIpVZbgAowObepPtaYJuLZQ3UVuVBY5coK3yFw7eqqgIiDO/gMUvspK+s781qJO1fI1M928vj3MWQWltHBrxU/zRzInHGdsbeVt5wWU3hWbR28wN7NsnMxCp8OGjvI3A45By09G3E5Bj1UFKp9Kc4pLEz+igghmrQP1p+kTKenX7gXfcK8LD0d0YTZ2dpw7zXhAMxffZzZP+ynpFx3lUc1Af7XgtZHpROkr4f4HyF7n3oT2vZe8z63qUBn02vb2aCuVN/CyPWCziKmwpy9Lz3edxDcmAoj1198MRo0Vm1TVtRpurVVUq7jf+tOMuadjWw+eQ6tnQ3/HBPB8llD5PeyNSiIU1uXMEvOojonfwiZpPZPfWrZuYjLqygCKoP40g5VWJgELoQQTdbSfYl8uU19kvSIrLYQDeAf0e14+fou2NpoWLovids+2sapjCZePM7GDkJvUvtxi2H/v9V+56fA0ce8z21siZoTa97nsXbGoputrvB76vw6F3D5jiLnc7pMVxhjGknqGtCV1W6utZBdWMZ7a04w+LW1vLnyGKUVeoZ08GHl40N5eHh7aXNqLQrj1LZVmCVncTFjkc4zX5v1PBX1YCzMiQZsJdVLWJadpScghBB1sfNMFs/8pC6GHoxuy9COvhaekWgONBoNdw8Mo71vKx76di/7E3MZ9+4mHh/ZgRlD2jbd5e6tb4WTH8HpRep7rS90esL8z+szUG0ztqiuJja25n9Oa1SjFRfntUQtOA3ntqvvvfvW/vk8u6tWtyVpcG4L+A+v/TGuYH9CDl9vP8sf+5MprVD1YII9nPjnmAiu7xGExtJdK0R1xsCFNa24AAgYDY4Bqnhw2tqqlULCepxf30L+XwsLa6LvwIQQLdmZc4U88PVuynR6xkUF8MyYTpaekmhmBrX3Ydmj1zC0oy9lFXreWHGMSQu3sP10pqWnVjd+0epC1ijq341TId6zh3rDW54LuS04j/1qNS7Ovy//JOz8B+hLVcDhwsKcNaGxgcAxaj+5/ukiBoOB42n5LFhzguve3cT1/9vCT3sSKa3QExnoxru392D9P4dxQ89gCVpYI2sNXNjYVnU5SfjZsnMRlyatUIUVkRUXQogmJT6ziLs+3UFOUTndQz14+7Ye2NjIG2XR8EI8nfnynr4s3ZfEy8sOcyQlj9s/3s7YLgE8e11nWns3oWWzNrYQejOc+J/qYNH+wUZ6XjvwHayKRKZvVCsBWhp9eVVxxJoELowpIjZa6PtR3T/lDBwHZ76ClL+g5+s1fphObyA5p5j4rCKOpOQRk5BDTEIOidnFpjEOtjaM7xbIXQNa06u1pwQrrJ011rgwCr0JTnwAib9C3w/U7wxhPSqko4iwHvLbQQjRZMRnFnH7x9tIzi2hra8Ln97dB0f7Frr0XDQKjUbD5F4hRHf05e2/j/PtjnhWHEpl04kMPpzamyEdmlCKUpd/QUkKRDwOttrGe16/oVWBi4hHG+95rUVhPBh0YOsEToGXH3dhGknUf8CtQ92fN3AUoFH1RYqSwDn4skPPnCtk5aFUVh5K5WBSLuW6izvqONjaMLi9N2O6BDC6SwBeLg51n1tzYzCoVAevXuDgeekxuhLV6rZVeOPODay3xgWo1WBabyg9BxmbGjytSdSTMVVEVlwIKyCBCyFEk3A2s5DbP95OSm4J7Xxd+G7GAHxdG/HiS7Ro3q20/PeGrkwdEMa/f41lV1w29y7axVu39mBS9yBLT69mnENgiAWWY/sOVduMjeoCr6V9Om9KE2l75ddu51KV7+/eBTr/s37Pq/UG736QuQOOL4Duc6s9f2mFjr9iU1m0NY6YhJxqD3WwtSHEy4n2vq3oHupBj1APuod60EorbxsvKXU1rBujuuiM3gbaCzqppG+GbXdD4RkYtRV8Bzbe3MrzoSxL7bu0abznrSkbOwi+Hk5/DvE/S+DC2hhTRaQVqrAC8hdICGH1UnKLmfLJjqqgxQMD8HN1tPS0RAsUEeDKN/f3Z/YP+1l+IIVZ3+0jPa+E+64Jl+Xyl+PdF2wdoSQd8o6BewurSWNsb3qlNBGjwDGQ8BP0/xRsG2BFQ/hUFbg4/DrkHoEBX1Bi486XW+P4ZNMZzhWUAmBro2FQO7WaIrqjL0EeTthKCl7N5R5S2/zjsGkyDF+l/v10pRD7ovr5G1tKJi5t3MCFMU3JwevitrnWIvQmFbhI/AX6vHfpTjnCMsolVURYD4v+Zti4cSMTJ04kKEhVoP7111+r3T99+nQ0Gk21rwEDBlQbU1payqOPPoqPjw8uLi5MmjSJxMTEamOys7OZOnUq7u7uuLu7M3XqVHJycqqNiY+PZ+LEibi4uODj48OsWbMoK6vemik2Npbo6GicnJwIDg7m5ZdfxmC4eDmlEKLhZBWWMfWznSTlFBPm7SxBC2FxWjtbFtzek+mDwgD47/IjPLYkhoLSCstOzFrZasG78m93xkbLzsUSalKY02jAF3BjKvgMuPrYmujwEPRZCDYOkPQ7Rb935dGFHzH3r6OcKyjF303Lk6M6sn3OCL6+tx93OX1K6NEHsTWUN8zztxTFqVX76Rtgx/1w7D34owMcfg0wgGdPdX/qmsadm7UW5jxfwAgVVClOqeqmI6xDeZ7aSqqIsAIWDVwUFhbSvXt3Fi5ceNkxY8eOJSUlxfT1559/Vrv/8ccfZ+nSpSxZsoTNmzdTUFDAhAkT0Ol0pjFTpkwhJiaGFStWsGLFCmJiYpg6darpfp1Ox/jx4yksLGTz5s0sWbKEn3/+mSeffNI0Ji8vj1GjRhEUFMSuXbtYsGAB8+bNY/78+Q34ExFCnC+/pJxpn+/kZHoBge6OfHN/fwlaCKtgY6PhhYmR/Ht8Z+xsNPy+P5lJCzZzJCXP0lOzTn6V6SLpLThwcaVWqEYaDdg34CebGg10fJjDXVeSrAvBuTyZhb6P8UDQWt68uRubn7mWR0d0UGl3h1+HQ/+FuG8gpf6dSFqU4hS1DRwDGluI+xr2PAZFCSr9Z8jPMGy5GpO9D0obsTuRsTCnNda3MLLVQvBEtS/dRaxLSWVQzjHAsvMQAguniowbN45x48ZdcYxWqyUg4NL/WXJzc/nss8/4+uuvGTlyJADffPMNoaGh/P3334wZM4YjR46wYsUKtm/fTv/+/QH45JNPGDhwIMeOHSMiIoJVq1Zx+PBhEhISCApSucpvvfUW06dP55VXXsHNzY3FixdTUlLCokWL0Gq1REVFcfz4cebPn8/s2bNlibAQZvDC74eITcrFy8WBr+/rT4hnE+riIJo9jUbD/UPa0rO1B498u4/T5wq5fuEWHhvZgQeGtsXeVpY7m5gCFxtaXp2L/FqsuGhg8ZlFvL7iKMtjC2llM5932rzNSNdtPOszH3S5UPICuIRCwlLYP6fqgQk/Q8ikRp9vk2W8uGszBUInw86ZaoVD5NPQdrpKlQJVuyT3EKStg9Y3N87cmsKKC1DpInGL1VfXF+UTfmtRnKy2zk2klpNo1qz+XdX69evx8/OjY8eOzJgxg/T0dNN9e/bsoby8nNGjR5tuCwoKIioqiq1btwKwbds23N3dTUELgAEDBuDu7l5tTFRUlCloATBmzBhKS0vZs2ePaUx0dDRarbbamOTkZOLi4i47/9LSUvLy8kxf+fn59fuBCNFC7DmbxS97kwD45O7etPeT/EphnXq38WL5rCGM7OxHmU7PmyuPceP7WzicLKsvTHwGgMYOihKrcu5bAoMBCk6r/UYMXOQWlfPK8sOMnL+B5bEp2GhgQu8Iut3+N3R/BdDAqc/gtzbw93DYepd6oF+02ib+Brqyyx5fXMC44sIpANo/AJNTYeJx6DCzKmgB4D9CbVP/bry5NZXARdB16v9ISRocetXSsxFGxsCF4xU6IgnRSKw6cDFu3DgWL17M2rVreeutt9i1axfXXnstpaWqmFRqaioODg54elZvPeXv709qaqppjJ+f30XH9vPzqzbG39+/2v2enp44ODhccYzxe+OYS5k7d66ptoa7uzuRkZG1+REI0SLp9Aae/00VO7utTyi923hd5RFCWJaXiwOf3N2Ht2/rjruTPQeT8pi0cDNvrz5OWYXe0tOzPDsX8Oqj9lNXW3YujakkFXRFqthgI3R0KCnX8cnG00TPW8cnm85QptMzpIMPy2cN4bWbuuHn7gxdnoVrV1UGKQyQvl7NMWA0DF8Jjv5Qnqvae4qaMa64MLa7dfRT3TIuFKBWBzdqnYumEriw1UKvyvTro/OritoKyzIG5WTFhbACVh24uO222xg/fjxRUVFMnDiRv/76i+PHj7N8+fIrPs5gMFRL3bhUGkdDjDEW5rxSmsicOXPIzc01fR0+fPiKcxdCwJJd8RxKzsPV0Y5/jo2w9HSEqBGNRsONPUNYPXsoY7r4U6E38O6aE0xauJm98dmWnp7lBY5R2z2PQ8oqi06l0RjTRJxbN0yXkMsoKqvgy61xDH1jHa/8eYSconI6+LXii3v68tW9/egceEE3iYCRMHI9TDoD3f4LHR6Ga75XF48hN6oxUmugZnRlUHpO7V/tU2n/aFUDo+Bk4608MgYurLnGhVHwRPV7Ql8Ge5+8+nhhfsYVF04SuBCWZ9WBiwsFBgbSpk0bTpw4AUBAQABlZWVkZ1d/Q5ienm5aDREQEEBaWtpFx8rIyKg25sJVE9nZ2ZSXl19xjDFt5cKVGOfTarW4ubmZvlxdJWdPiCvJLixj3spjAMwe1RGfVtqrPEII6+Ln6siHd/Vm4ZSeeLk4cDQ1n8nvb+WBr3ZzPK0FpwtGPg2BY9Wn+xsmQHwLuDCuTUeROjicnMe/f42l3ytreOH3Q6TnlxLs4cQbN3Xjr8eGMDzC78o1uFqFQdRz0HchOHio21rfpLaJv4JeOuVcVUnle0yNHWivsjrQ3g28+6n9xlh1UZ5fVQi0EVb81JtGA73eUT/LpN9bToDTWlUUVnUVcZJUEWF5TSpwkZmZSUJCAoGB6j9P7969sbe3Z/XqqmWnKSkpHDx4kEGDBgEwcOBAcnNz2blzp2nMjh07yM3NrTbm4MGDpKSkmMasWrUKrVZL7969TWM2btxYrUXqqlWrCAoKIiwszGyvWYiWpLhMx4Nf7yG7qJwIf1emDmgCb7SEuASNRsOEbkGsfmIot/QOwUYDqw6nMeadjUxcsJl//xrLD7sTOJ6Wj07fQtpq2znD0N+g9S2gL4ctt0LSn1d/XFNmrG9Rk44iNWQwGNh84hx3frqd697bxDfb4ykoraCNtzP/d30X1j01jFv7hmJX1+KwftHg4KVWEWRsarB5N1umNJEAlRJ0NaY6F40QuDCu6nDwUkGTpsC9E3R8VO3HvmjRqbR4xjQROxewkw9eheVZtKtIQUEBJ09W5bCdOXOGmJgYvLy88PLy4sUXX+Smm24iMDCQuLg4nn32WXx8fLjxRrWM0d3dnfvuu48nn3wSb29vvLy8eOqpp+jataupy0jnzp0ZO3YsM2bM4KOPPgLggQceYMKECUREqCXoo0ePJjIykqlTp/Lmm2+SlZXFU089xYwZM3BzU7/op0yZwksvvcT06dN59tlnOXHiBK+++irPP/+8dBQRogGUVej5x+I97IzLwtXRjvm3da/7G28hrIR3Ky1v3tKdB6PbMm/lcVYcSiU2KZfYpFwgHgAXB1uigt3pHupB9xAPerb2IMjDybITNxdbBxj0Hdg6wZmvYN9sCBx96XoAzYGpaGNInQ+RnlfCmqPpxCblEp9ZxOmMApJzSwCws9EwJiqAO/u1ZkBbb2xsGuD9iI09hFwPp79Qq2L8h9f/mFeSd0wtRzf385iL8d+4pu0iA0aqtrNpa8zfYaep1Le4UIeZcOxtyN4PBn3NAkKi4Z2fJiLXOsIKWPSdwu7duxk+vOoP1ezZswGYNm0aH3zwAbGxsXz11Vfk5OQQGBjI8OHD+f7776ulW7z99tvY2dlx6623UlxczIgRI1i0aBG2tramMYsXL2bWrFmm7iOTJk1i4cKFpvttbW1Zvnw5Dz30EIMHD8bJyYkpU6Ywb9480xh3d3dWr17Nww8/TJ8+ffD09GT27NmmOQsh6k6nN/DEDzGsP5aBk70tX0zvS5cgd0tPS4gG097PlQ+n9iYpp5h98dkcSMwlJiGHg0m5FJbp2HEmix1nskzjOwW4MjrSn+gIP7oEueFob3uFozcxNrbQZwEkL1cXrWe+hHb3WXpW5lFWuUxf612rh6XmlvD7/iT+jE0lJiHnovud7G25rW8o9w8JN0+b6NCbVeAi8Rfo9ZaqfWEOxamwaiCU5cC4GPDsZp7nMacLC3Nejc8AsHVWKSb750D3V813YW5ccdEU6lucr1W4qgWiK1IXz851D/yJeiiS+haiyty5c3n22Wd57LHHeOeddywyB4sGLoYNG2YqcHkpK1euvOoxHB0dWbBgAQsWLLjsGC8vL7755psrHqd169YsW7bsimO6du3Kxo0brzonIUTN6fQGnvpxP8sPpOBga8NHU3vTJ0y6iIjmKdjDiWAPJyZ0U28EdXoDJ9ML2J+Yw4HEHPYn5HIoOZejqfkcTc3nvbUnsbXR0MGvFT1be9A/3JsBbb0JcHe8yjNZOXs3iHwW9j2ploOH3Vm9bWRzUVq7wMW6o+l8uvk0W09lcv7bo+6hHlzT3pswbxfCfFyICHDFzdHeDBOuFDBCzbk4BTbeCEN+BjszrALa/SiUVdYpS/q9aQYuarviwlYL3V6GfU/B4ddVAdeBX6pUqoZ2bpvauoQ3/LHNycYeWrWF/BPqSwIXlmFacSH1LVq6Xbt28fHHH9Otm2V/RzfTtZlCiKbAGLRYui8JOxsN793Rk6EdfS09LSEaja2NhogAVyICXLm1TyigCtSuO5bO6sNp7DiTRVZhmSmQ8d3OBAB8XbUEuTsS6O5Ej9Ye3NAjuOkFMzo+pJaDFyXC8fehczNcwVjDwEV6Xgkv/XGY5bFVtbb6hnkyqUcwoyP98Xdr5H9bWy0M/h42TISUv1Qx1ejfVa57Q0n4BRJ+qvo+aTlE/bvhjt9Yimu54gKg85Og9YWd96ufQXESjFjfsJ1n8k/C2SVqv81tDXfcxuLaUQUt8o433TSipq7EmOomKy5asoKCAu68804++eQT/vvf/1p0LhK4EEJYhE5v4MkfYvg1Jhk7Gw0Lp/RkbFQNP7ESohnzdHFgcq8QJvcKwWAwkJxbQmxiLnvOqnSSg0m5ZOSXkpFfyv7EXFYcSuWNFUe5poMvE7oGMrSjb9MIYtg6QtcXYcf9cPhVaDv96l0ZmhpjqojDpQMXer2BJbsSmPvXEfJLKrC10TB9UBjTB4UR6mWGT+BrI2AEDF8B68dD2lrYOBmuvfpK2Bopy4ZdD6v9ttPh9CLI3AEl58DRp2Geo7GYLu5q+al027tVCseGSWplRNIfVR1dGsKhV8Cgg6DrwLtvwx23sbh2BJZD/nFLz6TlklSRZis/P5+8vDzT91qtFq320imBDz/8MOPHj2fkyJESuBBCtDw6vYHZP8Twmylo0UuCFkJcgkajMaWXGP+P5JeUczaziOScYuKzilh5KJVdcdlsPJ7BxuMZAHT0b8Wk7kFMHRiGu5MZUwrqK3waHHlT1bpYfQ0MW6aWiDcHBsMVV1ycSMtnzi+x7D6rUiW6Brszd3JXooKtqL6P31C4djX8PRRSV0HuUdX1ob5i/qVqQ7hFQN8PIGsf5OyHlBUQflf9j9+Yapsqcj6/odDhITg8VwVvGipwkX8Kznyt9qNeaJhjNja3DmqbJ4ELi5FUkWYrMjKy2vcvvPACL7744kXjlixZwt69e9m1a1cjzezKJHAhhGhUFTo9T/64X4IWQtSRq6M9UcHupgvc+4e0Je5cIUv3JbH+eAYHEnM4nlbAvFXH+XDDae4a0Ib7rgnH19VMBRbrw8YOBv8A66+DvCOwsh8MWQp+Qyw9s/qrKAR9ZQv18wIXOr2BDzec4p2/j1OuM+DsYMtToyOYNigM24boCtLQfAaA33AVuEj6vf6BC11J1UV13w/Uypug61TgIvnPmgcuyrLh7A/q4t+9c/3mVB91SRU5X9tpKnCR8pc6llMA6Ctg7xPqk+4uc2p/TONqi8Bx4NOvbvOyNNeOaltwwrLzaMkkVaTZOnz4MMHBwabvL7XaIiEhgccee4xVq1bh6Ggdqzilv5AQotHo9AYJWghhBmE+LjwxqiO/PTyYvf8exbxbuhPh70pBaQUfbjjFNa+v5T+/HiQhq8jSU72YZzcYsxO8+qgVCmtHQOIflx6r18GeJyDmWbVvzYxpIjZa1UUCSM4pZson23lz5THKdQZGdPJj9exo7r0m3DqDFkYh16tt4m/1P1bGZtAVqwt9v2HqtuDxapuyQl20X0l5ARx6FX4Lh10zVSqLpc4Fg+G8riJ1/FvmFgE+A1WgIW6xuu3ofDi+EPY/C9kxtTte3nHVahigaxNdbQFVgYv8U1c/J4R5SKpIs+Xq6oqbm5vp61KBiz179pCenk7v3r2xs7PDzs6ODRs28N5772FnZ4dO1/i/dyVwIYRoNPNWHTMFLf53pwQthDAHTxcHbu4dwl+PDeHTu/vQs7UHpRV6vt5+lmHz1vPi74coKLWyCwHnIBi5AUIng74cNt8MqX9fPO7Yu3DsHfUJ9e6H4AqdySzuvDQRA7B0XyLj3t3EjjNZODvY8ubN3fh0Wh+CPczQraOhhUxS23PboDitfsdKqayTETgGNJXBGu/+4OCpVlGc2375x5acgz+jYP9zUJ6rbis8A4lL6zenuirLrlpVU5dUEaO209X29CIVeIg9L+Bw+PWaHcNggLglsGpA5WqLMeDTv+5zsjTnYLUax1ABhXGWnk3LU14AFflqX1JFWqQRI0YQGxtLTEyM6atPnz7ceeedxMTEYGvb+G3aJXAhhGgUv8Uk8cH6UwC8dWt3xnSRoIUQ5mRjo2FkpD+//GMQ380YwJAOPuj0BhZtjWPM2xtZdzTd0lOszs4ZBi+BkBvUxeCG6yF9c9X9BafhwHldJ05+DLEvNfo0a6wycFFq68ldn+3gie/3k1tcTrcQd5bPGsItfULRaKx4lcX5nEPAqzdggOTl9TtW8gq1DRxbdZuNXdX3yX9e/rEJP0HhWXUhNWgxdHlO3X7krfrNqa6M9S0cPFUnlrpqfau6SM89qDq46ErAo7u6L/4H1SHkSkrOwZbbYOsdKpji2Qv6flj3+VgDjQ24Sp0LizGe23atwN7VsnMRFuHq6kpUVFS1LxcXF7y9vYmKirLInCRwIYQwu4NJuTzz8wEAZka34/oewVd5hBCioWg0Gga28+br+/rz9X39CPVyIimnmHsW7WLWd/s4V1Bq6SlWsbFXwYvAsaArUrUvTn+lPk3eOVOlGPgNgz7/U+MPvgQnP7HolC/HUHoOgH1ptmw5mYnWzoZ/jongp5mDCPdpwLaijSW4ctVFfdJFipLUxTkaCBhZ/b6g69T2SoGRlFVq2+FhCJsCHR9VqTiZ2yFja93nVVcl9axvYeTgASE3qv38Eyq1aOiv6mdi0MOReZd/bOLv8GcXiP8RNHaqU8+Y7apjSVNnSheROheNrljSRIT1kcCFEMKsNp3I4L4vd1FSrmd4hC//HBNh6SkJ0WIN6eDLyseHMmNIODYa+H1/MiPnb+CnPYkYrCXtwlYLQ34G/+FqqfL2afBXd0hdrT6V7vcxdHwIov6jxu/7p/qE2oqUlOtYul0Fa7PKWzG0oy+rnhjKw8Pb42DXRN96GetcpK6GijrWSjGmiXj3vbjTSuBYQAM5B+DPHnD0HSjNqrpfX6HasgIEjFJbJ/+qYp5HLbDqwtRRpAGW0hvTRQC6v6oCD5H/Ut+f/qLquYx0ZbD9Hth4PZSkg3sXFbDo+oIKADYHpsCFrLhodBK4EJewfv163nnnHYs9fxP96ymEsHYpucU8vHgvUz/bSVpeKe18XXj3jp7WXYBOiBbA2cGO58ZH8uvDg+kc6EZOUTlP/bifiQs3s+ZImnUEMOycYfhKdQFno4WcWHV71xer2iR2fRGcQ1Wtg6RllprpRRKyirjlw23EJScAEB7cmi/v6Usb7ya4yuJ8Ht3ApY1a9ZK6um7HMNW3GHvxfY4+0P0VsHFQHUb2PqG6zFQUq/szd6l/awfPyrSVSp1mq23CUlXIsTEZgwl1Lcx5Pv8R0OZ2CJsKHR9Rt/leAz6DVOrUsXerjz/xvqqJgQY6Pw1jd1f/uTQHxlQRCVw0PtO5LfUthPWQwIUQokGV6/R8tOEUI97awPLYFGw0cM/gMJY+PBg3x2byKZAQzUC3EA9+f2QwT4+NwNnBloNJedz35W5u+N8W1h1Lt3wAw8ZetYIcFwNBE9RFXacnq+7X2EBY5aftxi4KFrbiYArj39tEbFIuAY6FAHRuE950allciUYDwcbuIr/X/vF6XVXAI3DMpcd0mQM3pqhUIEc/KDgFZ79T9xkf6z8CbM4rCuceqdp+Yrj44t7cGipVBNRrGvwdDPqq6vVpNFWrLo7/D0oy1L6+HI6+rfb7LICer6vVSM2NW+WKC6lx0fhkxYWwQhK4EEI0mJ1nshj/3ibm/nWUojIdvdt4suzRIbwwsYsELYSwQva2Njw0rD2bnh7Og9FtcbK3ZX9iLvd8sYvJH2xl04kMywcw3DvBsD/URZ2NXfX7wqeqbfJfarm8heQUlfH8bweZ+c1e8koq6Nnag+sjK4s1XpgS0ZQZ00WSl9W+o0vWLlU40t4DvPtdfpzWS6UCdf6n+v7YO+q5UivrWwSOvvgxHWaq7aU60ZiTKVXEjMWmg8erYpsVBXBorrot/kcoilfBnXb3me+5Lc2YKlKUULXyRjQOCVwIKySBCyFEvZXr9Ly+4ii3fbyN42kFeLk48MbN3fjxwYFEBrlZenpCiKvwbqVlzrjObHpmODOGhONob8O++BymfraTWz/axtZT5yw9xUtz7wxefVTLxLNLGv3pz2YW8sJvBxk4dy1fbTsLqALEPzw4EBdDZbvO5hS48B2sVsKUpNe+RaUxTSRg5MUBqEtpdx/Yuag0ocTfqtqkGutbnM+rj9rmH2vceicNueLicjQ20KMyYHHif6qrypE31fcdH22eKy2MtD4q0IVBrb4RjccUuJBUEWE9JHAhhKiXY6n53PzBVj5YfwqDAW7tE8LaJ6O5tU8oNlLPQogmxaeVlufGR7Lx6eHcOzgcrZ0Nu+KymfLJDqZ+toP0fOsqgglA+N1q20jpIgaDge2nM3ngq90Mm7eeL7edpbhcR+dAN766tx//GtcJe1sbqOwqgkMzClzYasGjh9rP3Fm7x14tTeRCDp4QPl3t73wADDpV8+BS3TKcAlWAyKCH3EO1m1d9NMaKC1DBGv/hVW2Cs2NU55EO/zDv81qaRiN1LizFVONCVlwI6yGBCyFEren1BtYdTWfqZzsY885G9ifm4u5kzwd39uKNm7vj4exg6SkKIerBz9WR5yeqAMb0QWE42Nqw6cQ5Ji7YzJ6z2ZaeXnVtbldtILP2QI75LlpLynX8uDuB697bzO0fb2fV4TQMBhja0ZfF9/fnz1nXMLSjb9UDSjPVtjmtuADw6a+253bU/DEVRVWBDv/hNX9cxCy1La2s7RBwiTQRUBe4Ht3VfvaBmh+/voobYcUFqNfXvXLVRc5+tW13X/M7ty5F6lxYhqSKCCtUg7V6QghR5WBSLs/9epD9CTkA2GhgTJcA/jMhkiAPJ8tOTgjRoPzdHHlxUhfuHtiGB7/ew4n0Am7/eBtzxnVm2qAw6+gS5OgLQddB0u8Q9zX0eK1BD38yvYBf9ibyw+4EzhWUqae0t+GmXiHcMziM9n6ul35gWTMNXBjrU2TVYsVF5g5VUNIpGFq1rfnj3DpC0HhIXq6+D7xEmoiRRzfVLjWnkQIXFcVQnqP2G2M5vU9/CLkBEn9V6SOdnjD/c1oDY52LrF2q1klzKHRr7crzVU0VkFQRYVUkcCGEqJGC0greXn2cL7acQW+AVlo77ugXyt0Dwwj1crb09IQQZtTWtxVLHx7M0z/t58/YVF5edpif9iTy0vVd6BvmZenpqXSRpN8h7lv1yXQ9Lm70egOHU/LYcvIcfx5MNQVpAQLdHZk2KIzb+4ZeeWWZvhzK89R+c0oVgfMCF3vV67SpQeHltA1q6ze09v82nR5XgQuNHfgNu/w4j25q21iBC2N9Cxst2Ls3znP2eB2ydkPoLdAqvHGe09L8hqhtwi+wZxb0flcFboT5GNNE7FzBvpVl5yLEeSRwIYS4Ir3ewE97E3lz5TEy8ksBmNAtkOcnROLn1oyLggkhqmmlteN/U3rxzY543lxxlMMpedzy4TbGdw1k1ogORARcZuVBYwi6ThVyLEqAzF3gc4WuFZeQW1TO+uPprDmSzqYTGWQXlZvus7XRMKyjLzf1DmFUpL+qX3E1pVmVOxpVq6E5ce2gLtTLc1U9Cc8e1e8vSYfTi6qnMqQbAxfRtX8+/xHQ8y1wCgCHKwQIPCtTRXL2N84n8+eniTTWKgC3jnBDQuM8l7XwHw6934M9j8Hxhap2zIAvwVZSUs3GmCbiLGkiwrpI4EIIcVmHk/N4+uf9HExSnxyGeTvz0vVRRJ+fxy2EaDE0Gg1TB7ThuqgA5q06xpJdCSyPTWF5bApjuvgzdUAY/cK9cLBr5E9E7ZxUSkH8D5DwU40CF6cyClhzJI01R9LZfTYbnb6qvWcrrR39w70Y0sGH8d2C8HXV1m4+xjQRB0+wsa3dY62dxga8+6rWo5k7qwcu9DrYdBNkbIa8ozDgc9CVQmZlR5C6BC40Gug8++rj3CPV3Eoz1SfG5r7oKk5SW3MX5hQQ8ShofWH73ap7kHMI9HzT0rNqvqS+hbBSErgQQlzSL3sTmfNLLKUVely1dswa0YG7B7VBa9fM3oQLIWrNu5WWuZO7cffAMBauPcmfB1NYeSiNlYfScNXaMTTCl4FtvekR6kGnAFfsarJKob5a31wZuPhZLam/xKfgFTo9qw6n8dnmMxcVGe3o34oRnf25tpMfPUI9aray4nKaa2FOI+/+KnBxbge0f6Dq9qPzVdAC1AVmr7dUwVRdCTj6gVuE+eZk6wiuEZB3RKWLmDtwUXBGbVtKyoalhd0OhnLYdjec/QF6vCH1LsylKFFtJXAhrIwELoQQ1ZRV6Pnv8sN8te0sAMMifJl3S3d8WtXyE0chRLPXOdCN/93ZixNp+Xy+5QyrD6dxrqCM5QdSWH5A5Uk72tswsK03Izr7M7KzPwHuZkoxCxynLl4LTqt2kV49AdDpDeyLz2b14TSWHUghKacYADsbDQPaejOisx8jOvnT2rsBa/UYAxfNrb6FkbHOxfktUXMOwoF/q327Vqq435mvVaE/AN861LeoLY9uVYGLoLHmfa5CY+CiFsVGRf2EToYd90NRvGqPas5AWEtWGK+2Lm0sOw8hLiCBCyGESW5ROTO/2cO20+pN96wRHXh8RAdsrKFzgBDCanXwd2Xu5G68coOB/Yk5rDuWwb74bGIScsgvqWDdsQzWHcvg378epK2PC33DvOgb7kW/MC9CvZzQNMQFrX0rFbxIXErF2R9ZnxrE6sNp/H0kjczCMtMwLxcH7urfmrsGtDFfnZ7m2lHEyLuv2uYeUoEJGy1smwr6MpWyE3Qd7H4YTnyolvVD3dJEasuzO8R/D9n7zf9cBafVVgIXjcfOBXyHQNoaSFlZ88BFYTzsexoK42Dor6peiri8osrAhXNry85DiAtI4EIIAUBCVhH3LNrFyfQCXBxseff2noyM9Lf0tIQQTYiNjYaerT3p2VoVpNTrDRxPz2fNkXTWHEljX0IOp88VcvpcId/vVkUG/d209A3zol+4F33DvIjwd61zsDTXdyLuiUuJj/ma+48NAtRxXB3tuLaTH6Mi1aoPR3szp7w191QRp0BwDlXFULP2qLSQ7Bhw8IL+n6gLzJin1eqHvKPqMX5DzT+vS3UWMejN04VCAheWETi6MnCxCiJmXXlsRZEq6Bn7EuiK1G3H3oUec80/z6bMtOJCAhfCukjgQgjB8bR8pnyynXMFZQS4OfL59L5EBrlZelpCiCbOxkZDpwA3OgW48fDw9uQWlbP7bBY747LYdSaL2KRc0vJKWXYghWWVqSV+rlr+d2evGrdZNRgMHErO4/tdCSzf68q2jna01SYy2CeNDh0HMCrSn37hXvWrWVFbzT1VBFS6SFEC7HxQLdtHo4pxOgWq+9tMgVOfAAZVpNQjyvxzMgYu8o5CeQHs+yec/RYGL4GgcQ33PHqd+vQeJHDR2ALHQMwzkLZOFX61vSCNNXs/HHpFbQtOqsAVgGtHdZ6e/BiinlcFfcWlyYoLYaUkcCFEC5eSW8y0z3dyrqCMTgGufHFPXwLd5Q+6EKLhuTvbM6KzPyM6q9VcxWU6YhJy2BWXxa64LPaczSY9v5Rpn+/ks2l9Gdju0hf+OUVlHEjMZW98NssOpHAyvaDyHididf3oY7OVb8YkounapZFe2QWae6oIqAKdCT9XBi2Afh9CyPVV93d4sDJwgVreb45VDxdyDlFBkrJsWNm3arVHzBwIHNtwNTaKk0BfDjb24BTcMMcUNePRFRz9oSQNzm1V7VKNDAbYPl2t/jFyDoVu/4WwKfBHBxVwOvutatcrLlaer/7/gKy4EFZHAhdCtGC5xeVM/3wXKbkltPN14bsZA/B0kd7oQojG4eRgy8B23qYARXGZjge+3s2mE+e4Z9FO3rmtJ8EeTpwrLOVkWgH7E3M4kJhLfFZRteNo7WwYGenPnf1a01tzP+zYiibhZ+j6giVeVvNPFYGqAp0A3V+t3l0EwKs3ePWFrF3VLy7NSaNRqy7SN6ighb0b6CsgZ7/6hD7g2oZ5HmOaiEtY82t3a+00NhAwGuK+VnUuzj+3kv5QQQu7VnDNj6pVr6N/VcCq48NqFc6xBdD2XulKcinGNBEHT7B3texchLiABC6EaKFyisqY+c0ejqXl4+eq5ct7+0nQQghhUU4Otnxydx/+8c0e1h3LYOY3ey47to23M91CPBjS3oexXQNwc7RXd5ReDzvtICcW8o6DW8dGmv15WkLgwvca6PgItGp/+VoDg75R9S86zGy8eXn3U4GLVu0g+g848b6qc3B0fsMHLiRNxDICx1QGLlZBj9fUbQaDqmUB6ry8VFeZdvfBgRdUICtjU+PUXWlqJE1EWDEJXAjRwpSU61i0NY73150kr6SCVlo7vrinLyGeDdgKUAgh6sjR3paPpvZhzi+xLI9Nxt3JHm8XLSGeTnQP9aBbiDtdg93xcL5MoFXrBf7XQuoqlcrQZU7jvgCoShVpzjUubGyhz4Irj3HrCF2fb5z5GHWZA+6RKm3FwRMiHoPj/4Pk5ZB7BNw71/85JHBhWYGj1DZ7HxSngZO/+vfN3qsKw3Z68tKPc/CE8LtUnYtjCyRwcSlSmFNYMQlcCNGCbDuVyVM/7icppxiACH9XXp3clS5B7haemRBCVHGws+GtW7vz1q3d63aA1jdZNnDRElZcWCsHT2g7vep71/YqiJH4Kxx7B/p9VP/nkMCFZTn6gWdPFbiI+1oFp4yrLTo8BI4+l39sx0dV4CJxKRQlgbPUKKlGVlwIK9aIJbaFEJZSodMzf9Uxpny6naScYgLdHXnz5m78+dgQerfxtPT0hBCiYYXcoHLhs/ZAwRl1W0UxxH1bVXjOXAwGCVxYG+Mn8Ge+gphn4cRHcG573Y8ngQvLCxyjtvv+CT96QNZusHWCzk9d+XEeUaqwrEEHqavNPs0mR1ZcCCsmgQshmrniMh13frqD99aexGCAW/uEsObJaG7pE4qtjRSmEkI0Q45+4Fu5DDzhF9UScesU2Hon7HncvM9dkQ+GCrXfnFNFmhLfwepiVVcCh+fCrpmwaqBq5aorq/3xCiuDYRK4sJyIxyDsLtD6gK6yWG+Hh9T//asxFvRM32i++TVVsuJCWDFJFRGiGTMYDDz3ayw7zmTRSmvHKzdGcX0PWRYphGgBWt8M6etVuoi+TKUKAMT/AL3fAwczpcgZV1vYOoGdtJa2ChqN6jIR/z0UxKkVEykrVMpAzkEY8hM4BdbsWOUFUJKu9l3CzTZlcRVOATDoaxWUzNqr2vKG3lyzx/oNhcOvQfom886xKZIVF8KKyYoLIZqx73cl8MveJGw08MndfSRoIYRoOUJuVNtz22D/c2rfzlV96n52Sf2PXxgPm2+Hk59Wv730nNpKmoh1cQlVaQR9F8LwP2HYcrB3h3NbYeUAKM+r2XGMqy203uYLfoma09iAdx8ImwK2NeyM5jNIPa7gJBQlm3d+TYleB0WJat+ljWXnIsQlSOBCiGbqYFIuz/9+CICnxkQwsJ28iRZCtCDOQSpFAAADtJsBXV9Q357+on7HTl0LK3qrT/D3PqHqZxiVtoCOIs1B0DgYswucQ9Ty+MTfavY4Y30LF0kTabIc3MGjsvBvhqy6MClJUWluGjtwDLD0bIS4iAQuhGhmDAYDa4+m8cBXuymr0DOikx8zh7az9LSEEKLxtZmitl59VevOsLvUm/LMHZB7uG7HPPo2rBtVtbKiokB1MDGSwpxNh1sHaHuP2k/4pWaPMRXmlDSRJs3YClXqXFQxpok4h6h2x0JYGQlcCNFMlFbo2HYqkzs/3cG9i3aTnFtCG29n5t/aAxspwimEaInaPwhDf4cRa8BWC07+EDxe3VeXVReZu2HvbJVXHz4NOvxD3R7/Y9WYc1vV1jmkfnMXjSN0stqmrICKwquPl44izYMELi4m9S2ElZPinEI0YQWlFXy3I57VR9KIScihrEIPgIOdDfcODueh4e1wc7S38CyFEMJCbGwhZGL129req9ICznwF3V8Fm1r8jkz4WW1DboQBX6iWmic+gMTfVe2MisKqgEjb6Q3yEoSZeXRXQYiC05C8AlrfdOXxErhoHnyHqG3uQbVKSlZISUcRYfUkcCFEE5RbXM5nm8/w5dY4covLTbf7tNIyPMKXWSM6EOrlbMEZCiGElQoap1omlqRD8l8QMqnmjzV2Jmlzm+pU4dO/skZCIqSsgpwDoCsGz17gN8wcsxcNTaNRqy6OzFPpIhK4aBkcfcGtM+QdgYzNEHK9pWdkebLiQlg5CVwI0YQYDAZ+jUnileVHOFeges+39XFh+uAwrmnvQ7iPCxqNpIUIIcRl2dhD2FQ4+hac+brmgYvco5B3VD0+aJy6TWOjWjAee0cdK6Ny2Xnnp9QFsWgaQioDF8nLQFeq0oouxaCHgsquIhK4aPr8hqrARfpGCVyArLgQVk9qXAjRRBxIzGHKJzt44vv9nCsoo62vC+/f2YvVs6O5e2AYbX1bSdBCCCFqIvwutU36A8pya/YY42oL/xFg71Z1e+ub1TbhJ7WKwzm06jbRNPj0B6cg1RI1be3F9xfGq7a3W+8CfSlobNW/s2jajHUuUlZCcapl52INZMWFsHKy4kIIK2YwGNh6KpP3159ky0lVqV5rZ8OsER2YMaQtDnYSexRCiFrz6A7ukaqzSMLP0O7eqz/GGLgIuaH67T4DwSkYipPU9xGP165uhrA8jY2qW3Lif+p8MK6oqSiGg/8HR95UbSKNfK8BG3kL3eT5DQU0kHsIfg2GgNHQ+Z8QcK2lZ2YZsuJCWDn5rSuElSosreBfv8Tyx/5kAGxtNEzqHsTsUR2lfoUQQtSHRqNao+5/FuIWXz1wUZSsWqjCxaklGhsIvQmOv6dWYrS/3zxzFuYVOlkFLs7+oL53ClbnRsEp9b33AAgYqS52jZ/Ui6bNOQQGfav+757bpjrLZGyBmzIuny7UXJXnQ1m22pcVF8JKSeBCCCt0Ii2fmd/s4VRGIXY2Gu7s35r7h7SVgIUQQjSUsCkqcJG2DoqSwDn48mOTfldb7wHgFHjx/R0fgdTVEPFo9TQS0XT4Da1aOXPqs6rbnYKhz0IIvcFiUxNmFHa7+so7AX9fo9K9Mra0vFUXxjQRB0+wd7XsXIS4DAlcCGFFKnR6vtx2lrdWHaOoTIe/m5b/TelFnzAvS09NCCGaF5c2qiVixiY4+50qqHk5xjaol7t4desAEw43+BRFI7Kxg9FbIW09FJ6Fwjj1iXznJyUY1RK4dYCAMRD3tap50dICF5ImIpoACVwIYSX2nM3iuaUHOZqaD8Cgdt68d0dPfFq1sOWKQgjRWMLuVIGLM99cPnCRuhZS/65KCRHNl0traHu3pWchLCWwMnCRugp43dKzaVxSmFM0ARK4EMLCCksreH3FUb7adhYAdyd7/jWuE7f1CcXGRrqECCGE2bS+BfY8Cjn7IWsvePWqfr++XN0P0OEhcG3f+HMUQjSOwFFqmx0DxWng5G/R6TQqWXEhmgBpSSCEBW09dY4x72w0BS1u6R3C2iejuaNfawlaCCGEuWm9IHii2l87EpKWV7//2ALVeUTrC91ebvz5CSEaj6MfePZU+6mrLDuXxiYrLkQTICsuhLCAwtIK5v51hG+2qz8UwR5OvH5TN67p4GPhmQkhRAvT+z0oTICsXbBhAnR6EkKuB60PxL6oxvR4TRWtE0I0b4FjIHufqnMRPtXSs2k8suJCNAESuBCikW05eY5nfj5AYnYxAHf2b82c6zrTSiv/HYUQotE5B8OoTbDvKTi+EI6+pb6MvPtB2+kWm54QohEFjoHDr6kuQQa9qm3TEsiKC9EEyJWSEI0kOaeYV/88wrIDKQCEeDrxxk3dGNReVlkIIYRF2WqhzwLwH65aYeYeUp0lbB2h7/st5+JFiJbOZxDYuai2qNn7waunpWdkfnodFCWqfZc2lp2LEFcggQshzKykXMfHG0/z/vqTlJTrsdHA1AFteHpsJ1xklYUQQliP0MnqC6A8XxXn1Eo7aiFaDFsH8BsOyctUukhLCFyUpIChAjR24Bhg6dkIcVkW/Qhh48aNTJw4kaCgIDQaDb/++qvpvvLycp555hm6du2Ki4sLQUFB3H333SQnJ1c7xrBhw9BoNNW+br/99mpjsrOzmTp1Ku7u7ri7uzN16lRycnKqjYmPj2fixIm4uLjg4+PDrFmzKCsrqzYmNjaW6OhonJycCA4O5uWXX8ZgMDToz0Q0HwaDgRUHUxg5fwPzVx+npFxPv3Avlj06hJeuj5KghRBCWDN7VwlaCNESBY5R28TfoCW8zzemiTiHgI2tZecixBVY9MqpsLCQ7t27c88993DTTdV7oxcVFbF3717+85//0L17d7Kzs3n88ceZNGkSu3fvrjZ2xowZvPxyVbVvJyenavdPmTKFxMREVqxYAcADDzzA1KlT+eOPPwDQ6XSMHz8eX19fNm/eTGZmJtOmTcNgMLBgwQIA8vLyGDVqFMOHD2fXrl0cP36c6dOn4+LiwpNPPtngPxvRtB1LzeelPw6x9VQmAIHujjx7XWcmdAtEo5FuIUIIIYQQVin0BlXzJnM7JC2DkImWnpF5SX0L0URYNHAxbtw4xo0bd8n73N3dWb16dbXbFixYQL9+/YiPj6d166r/XM7OzgQEXHpp05EjR1ixYgXbt2+nf//+AHzyyScMHDiQY8eOERERwapVqzh8+DAJCQkEBQUB8NZbbzF9+nReeeUV3NzcWLx4MSUlJSxatAitVktUVBTHjx9n/vz5zJ49Wy5GBQC5ReW8/fdxvt5+Fp3egIOdDTOHtmXmsHY4O8gKCyGEEEIIq+YcAp2eUEU69z0FQWPBxt7SszIf6SgimogmVW0qNzcXjUaDh4dHtdsXL16Mj48PXbp04amnniI/P99037Zt23B3dzcFLQAGDBiAu7s7W7duNY2JiooyBS0AxowZQ2lpKXv27DGNiY6ORqvVVhuTnJxMXFzcZedcWlpKXl6e6ev8uYnm42hqHs8tjWXga2tYtDUOnd7A2C4BrJkdzezRERK0EEIIIYRoKrrMAa0v5B+HEx9aejbmJSsuRBPRZK6mSkpK+Ne//sWUKVNwc3Mz3X7nnXcSHh5OQEAABw8eZM6cOezfv9+0WiM1NRU/P7+Ljufn50dqaqppjL+/f7X7PT09cXBwqDYmLCys2hjjY1JTUwkPD7/kvOfOnctLL71UtxctrFpZhZ4Vh1L5ZttZdsZlmW7vFODKv8dHck0H6RYihBBCCNHk2LtBt/+DXTMh9kUIvwscPC09K/OQFReiiWgSgYvy8nJuv/129Ho977//frX7ZsyYYdqPioqiQ4cO9OnTh71799KrVy+AS6ZxGAyGarfXZYyxMOeV0kTmzJnD7NmzTd8nJSURGRl52fHC+iXlFPPdjniW7IrnXIEq4Gpro2FMF3/uGtCGgW29JXVICCGEEKIpa3cfHF+g2iMf/C/0esvSMzIPWXEhmgirD1yUl5dz6623cubMGdauXVtttcWl9OrVC3t7e06cOEGvXr0ICAggLS3tonEZGRmmFRMBAQHs2LGj2v3Z2dmUl5dXG2NcfWGUnp4OcNFqjfNptdpq6SV5eXlXnL+wTrlF5aw/ns6yAymsOZKGvrLItJ+rljv6teaOfq0JcHe07CSFEEIIIUTDsLGDnm/B+rEqgNF+Jrh1sPSsGl7hWbV1aWPZeQhxFVYduDAGLU6cOMG6devw9va+6mMOHTpEeXk5gYGBAAwcOJDc3Fx27txJv379ANixYwe5ubkMGjTINOaVV14hJSXF9LhVq1ah1Wrp3bu3acyzzz5LWVkZDg4OpjFBQUEXpZCI5qGwtILlsSks3ZvEzrgsdPqqllgD23ozdWAbRkX6Y2/bpErFCCGEEEKImggaA4HjIOUviHkGhv5i6Rk1rPI8KM9R+86hFp2KEFdj0cBFQUEBJ0+eNH1/5swZYmJi8PLyIigoiJtvvpm9e/eybNkydDqdacWDl5cXDg4OnDp1isWLF3Pdddfh4+PD4cOHefLJJ+nZsyeDBw8GoHPnzowdO5YZM2bw0UcfAaod6oQJE4iIiABg9OjRREZGMnXqVN58802ysrJ46qmnmDFjhmmFx5QpU3jppZeYPn06zz77LCdOnODVV1/l+eefl7SAZiYhq4j315/i95gkCst0pts7+rdiRGd/JvcMpoO/qwVnKIQQQgghGkWvefDnKkhcCmkbwD/a0jNqOIUJauvgCfby3lZYN43BWKjBAtavX8/w4cMvun3atGm8+OKLly14uW7dOoYNG0ZCQgJ33XUXBw8epKCggNDQUMaPH88LL7yAl5eXaXxWVhazZs3i999/B2DSpEksXLiwWneS+Ph4HnroIdauXYuTkxNTpkxh3rx51dI8YmNjefjhh9m5cyeenp7MnDmz1oGLxMREQkNDSUhIICQkpMaPE+aXU1TGwrUn+WrbWcp0egDCvJ25tW8oE7sFEerlbOEZCiGEEEKIRrfrITjxAXj2grG7QNNMVtsm/wXrrwOP7nBdjKVnI8ysqV+HWjRw0RI19ROmOSqt0PHV1rMsXHeS3OJyAAa39+aR4R0Y0NZLVtQIIYQQQrRkJenwRweVWjHgS2h7t6Vn1DBOfKQ6pwRPhOjfLT0bYWZN/TrUqmtcCGFOer2BPw4k8+bKYyRmFwMQ4e/KnOs6Ed3RVwIWQgghhBACHP0g8hnY/xyc/rz5BC6kFapoQiRwIVqkbacymfvXEQ4k5gLg76blyVER3NQ7BFsbCVgIIYQQQojztLldBS4ytqiVF/ZX7nTYJEgrVNGESOBCtCgn0vJ57a+jrDmqWtm20toxM7ot913TFicHWwvPTgghhBBCWKVWbcG1A+SfgNS1EHqDpWdUf7LiQjQhErgQLUJ6Xglv/32C73fFozeAnY2GKf1bM2tEB3xaaa9+ACGEEEII0bIFjlGBi5SVzSNwYVpx0cay8xCiBiRwIZq1Cp2er7ef5a1VxykorQBgTBd/nhnbiba+rSw8OyGEEEII0WQEjoXjCyFlBRgMYK56aOY8tlHyX1BU2Q5VUkVEEyCBC9FsHUjM4dmlsRxMygOge6gH/x7fmb5hXld5pBBCCCGEEBfwHwY2DlAYB/nHwS2i4Z+jMAFW9gW3ztBrHnj1btjj68th/7/hyBvqe//h4BTUsM8hhBlI4EI0O+U6PQvWnuR/606i0xtwc7TjX+M6c3vfUGyk8KYQQgghhKgLOxfwGwqpf0PyCvMELtLWQUma+lrRB8Lvhl7zQetd92PGzIETHwAG0FeArkjd3uFhFRyRTnqiCZDAhWhWTqbnM/uH/aZuIRO6BfLCxC74ukodCyGEEEIIUU+BY1XgImUldHqs4Y+ff0xtHQOgJBXOfKW6mAxdWrfj6Urh2DugK6m6zd4d+n8KrW+u93SFaCw2lp6AEA0hr6Sc/y47zNh3NnEgMRc3Rzveu6MnC6f0kqCFEEIIIYRoGIFj1DZ9PVQUN/zx8yoDF5HPwIj1aj/xNyiIq9vxsnaroIXWByYch4kn4MZkCVqIK/rggw/o1q0bbm5uuLm5MXDgQP766y+LzkkCF6JJKynX8fW2OK6dt55PN5+hQm9gRCc/Vj0RzaTukq8nhBBCCCEakHsXcAoGXTFkbGr44+cfV1u3CPCPhoBRgKEy1aMO0jeord9QcOsAru3BzrlBpiqar5CQEF577TV2797N7t27ufbaa7n++us5dOiQxeYkqSKiSSosrWDxjrN8sukMGfmlALT1deH5CZEMi/Cz8OyEEEIIIUSzpNFA0Fg49Rkk/AKBoxvu2Aa9arcK4NpRbTs+Aqmr4dSn0PVFsHOq3THTjIGL6Aabpmj+Jk6cWO37V155hQ8++IDt27fTpUsXi8xJAheiSdHrDfy0N5F5K4+RXhmwCHJ3ZOawdtzetzUOdrKISAghhBBCmFHYnSpwcfoLiPo3OIc0zHEL41Vah40DuISp24LGg0sbKDwLZ5dAu3tqfjx9BZzbovYlcCEq5efnk5eXZ/peq9Wi1V4+tV6n0/Hjjz9SWFjIwIEDG2OKlyRXeaLJ2HM2i4kLN/P0TwdIzy8l1MuJgb66zwAAHDdJREFUN27qxvp/DufugWEStBBCCCGEEObnN0wFAvRlcOjVhjuuMU3EtT3Y2Kp9G1vo8JDaP74ADAYoy4WsPWr/SrL2QkUhOHiCR9eGm6do0iIjI3F3dzd9zZ0795LjYmNjadWqFVqtlpkzZ7J06VIiIyMbebZVZMWFsHqFpRW8ufIYX26Lw2AAV60dj45oz7RBYWjtbC09PSGEEEII0ZJoNND1JVgzTKVwRD6jVkXUl7EwpzFNxKjdfRD7AmTvg7+HQuYO0JdD7wUQ8cjlj2esb+E7BDTyAZ9QDh8+THBwsOn7y622iIiIICYmhpycHH7++WemTZvGhg0bLBa8kDNYWLXjafmMfnsji7aqoMXNvUNY/89hPDC0nQQthBBCCCGEZfhHg/+1KoDQUKsuzi/MeT6tN7S5Xe1nbFbPCXBi4ZVXXZxfmFOISq6urqZuIW5ubpcNXDg4ONC+fXv69OnD3Llz6d69O++++24jz7aKrLgQVutISh53frqDrMIyQjydmDu5K0M6+Fp6WkIIIYQQQqhVF2lr4dTnEPkvaBVev+NdbsUFQLdX1NatEwSMhNVD1fhz28B30MXj9ToV5ACpbyEahMFgoLS01GLPL4ELYZUOJuVy12c7yCkqp2uwO1/f1w8PZwdLT0sIIYQQQgjF7xoIGA2pq2DbNLh2Fdg61v14xsDFhSsuAJyDYMAXVd+3uRVOL1JFQi8VuMg5AOW5YOcKnj3qPifRIj377LOMGzeO0NBQ8vPzWbJkCevXr2fFihUWm5Okigirs+pQKnd+qoIW3UM9+Ob+/hK0EEIIIYQQ1qf322DvBhmbVPDCoK/bcSqKoShe7bteInBxobb3qm3891BecPH9pvoW14CNfFYtaictLY2pU6cSERHBiBEj2LFjBytWrGDUqFEWm5OcxcJqFJVV8H/LDvPdzgQAerfx5It7+uLmaG/hmQkhhBBCCHEJ7pEwZCmsHwvxP4BzKPSaV/vj5J9QWwdPVdPianyvAdcO6nHxP17cJjV1jdr6S5qIqL3PPvvM0lO4iKy4EFZhy8lzjH9vM9/tTECjgQeGtuXbGf0laCGEEEIIIaxbwLUwYJHaP/oWnPy09sfIN9a3iFBdS65Go6ladXH6govMlFWQvEztB46t/VyEsEISuBAWlZpbwsPf7uXOT3dw5lwhAW6OLL6vP89e11m6hgghhBBCiKYhbAp0+6/a3zMLcg7V7vF5l+kociXhd6s2pxlbIDtG3VaaBdsrV190fAQ8u9duHkJYKUkVERZRrtOzaEsc7/x9nMIyHTYauHtgGE+M6oi7k6yyEEIIIYQQTUyXOarWRcpK2HIbjNkFdk41e6ypMOclOopcjnMQBI2HpD9g1WDo+gJk7YXiZBUA6fF67V+DEFZKAhei0W0/ncnzvx3keJoqJNSrtQf/d0MUXYLcLTwzIYQQQggh6khjAwO+hL+6Q+4h2PsE9PuwZo/Nr1xxUZPCnOfr8z/VPSR9I8Q8UzkPWxj4Ndg51+5YQlgxSRURjSY9v4THl+zj9o+3czytAC8XB964uRs/zRwkQQshhBBCCNH0OfnDoG8ADZz8CJKWXf0xBkPdVlwAuITCiPWqVaqxqGfUf8C7b+2OI4SVkxUXwuxKynV8ve0s7605QX5pBRoN3Nm/NU+NjpA2p0IIIYQQonkJGAmdZqtCnXuegIBRYKu9/PjSDCjPATTQqn3tn0+jgbbTIXiSWunhe00dJy6E9ZLAhTCbCp2en/Yk8u6aE6TklgDQPdSD/7u+C91CPCw7OSGEEEIIIcyl6wsQtxgKTsKx9yDyn5cfm7FVbV3a1LwmxqVovcBvSN0fL4QVk8CFMIt98dk88/MBUx2LIHdHHh/ZkZt7h2BjU4MWT0IIIYQQQjRV9q7Q4zXYPh0O/p/qAOLkf/E4gwEOvar2W9/cqFMUoimRwIVoUEVlFby16jifbzmDwQBeLg48Mrw9U/q3xtFe2psKIYQQQogWInwqHP8fZO2CA89B/08vHpOyQt1v6wSdnmr8OQrRREjgQjSI4jIdi3ec5cMNpzlXUArA5J7B/GdCJJ4uUsdCCCGEEEK0MBob6P0urB4Epz6Hjo+AZ4+q+w0GiH1J7Xf4x6VXZAghAAlciHrS6w18tyuet1efMAUsQr2c+L/roxgW4Wfh2QkhhBBCCGFBvgOh9W0Q/z3EvghDf626L3U1ZO4AW0fofIUaGEIICVyIujucnMdzv8ayLz4HgBBPJx69tj2Te4VgbyuddoUQQgghhKDri5DwIyT+Bll7wKs36Mth/7/V/e1nglOARacohLWTwIWotcLSCt75+zifb4lDpzfQSmvH7FEdmTqwjQQshBBCCCGEOJ97J2gzBeK+gQMvwrA/VJvUrF1g5wqRT1t6hkJYPQlciBor1+lZcySdl/84RHJle9Prugbw/IQuBLg7Wnh2QgghhBBCWKmo5+Hsd5C8DHbPghP/U7cPWgxOgZadmxBNgAQuxEVyisrYF5/DmXOFnM0s5ExmEXHnCknKKUanNwAqLeT/ro9ieCepYyGEEEIIIcQVuXWAsLvgzJdwfIG6revLEDLRsvMSoomQwIW4yL74HO5ZtOuS97XS2jF1YBtmXdsBJwdpbyqEEEIIIUSNRP1HpYsYdBA6GaKes/SMhGgyJHAhLtLW14VOAa6EebsQ5uNCuI8zbbxdCPdxwc9Vi0ajsfQUhRBCCCGEaFpc20GfBZC5S7VJ1UhtOCFqSgIX4iJtvF1Y8fhQS09DCCGEEEKI5qXDP9SXEKJWJMwnhBBCCCGEEEIIqyWBCyGEEEIIIYQQQlgtCVwIIYQQQgghhBDCakngQgghhBBCCCGEEFZLAhdCCCGEEEIIIYSwWhK4EEIIIYQQQgghhNWSwIUQQgghhBBCCCGslgQuhBBCCCGEEEIIYbUkcCGEEEIIIYQQQgirJYELIYQQQgghhBBCWC0JXAghhBBCCCGEEMJqSeBCCCGEEEIIIYQQVksCF0IIIYQQQgghhLBaErgQQgghhBBCCCGE1bJo4GLjxo1MnDiRoKAgNBoNv/76a7X7DQYDL774IkFBQTg5OTFs2DAOHTpUbUxpaSmPPvooPj4+uLi4MGnSJBITE6uNyc7OZurUqbi7u+Pu7s7UqVPJycmpNiY+Pp6JEyfi4uKCj48Ps2bNoqysrNqY2NhYoqOjcXJyIjg4mJdffhmDwdBgPw8hhBBCCCGEEEJUZ9HARWFhId27d2fhwoWXvP+NN95g/vz5LFy4kF27dhEQEMCoUaPIz883jXn88cdZunQpS5YsYfPmzRQUFDBhwgR0Op1pzJQpU4iJiWHFihWsWLGCmJgYpk6darpfp9Mxfvx4CgsL2bx5M0uWLOHnn3/mySefNI3Jy8tj1KhRBAUFsWvXLhYsWMC8efOYP3++GX4yQgghhBBCCCGEANAYrGTJgEajYenSpdxwww2AWm0RFBTE448/zjPPPAOo1RX+/v68/vrrPPjgg+Tm5uLr68vXX3/NbbfdBkBycjKhoaH8+eefjBkzhiNHjhAZGcn27dvp378/ANu3b2fgwIEcPXqUiIgI/vrrLyZMmEBCQgJBQUEALFmyhOnTp5Oeno6bmxsffPABc+bMIS0tDa1WC8Brr73GggULSExMRKPR1Oh1JiYmEhoaSkJCAiEhIQ35IxRCCCGEEEIIIS7S1K9DrbbGxZkzZ0hNTWX06NGm27RaLdHR0WzduhWAPXv2UF5eXm1MUFAQUVFRpjHbtm3D3d3dFLQAGDBgAO7u7tXGREVFmYIWAGPGjKG0tJQ9e/aYxkRHR5uCFsYxycnJxMXFXfZ1lJaWkpeXZ/o6f7WIEEIIIYQQQgghrszO0hO4nNTUVAD8/f2r3e7v78/Zs2dNYxwcHPD09LxojPHxqamp+Pn5XXR8Pz+/amMufB5PT08cHByqjQkLC7voeYz3hYeHX/J1zJ07l5deeumi21NSUi45XgghhBBCCCGEaEjG60+9Xm/hmdSN1QYujC5MwTAYDFdNy7hwzKXGN8QYY5bNleYzZ84cZs+ebfp+z549XHvttfTr1++Kr0EIIYQQQgghhGhIaWlptG7d2tLTqDWrDVwEBAQAajVDYGCg6fb09HTTSoeAgADKysrIzs6utuoiPT2dQYMGmcakpaVddPyMjIxqx9mxY0e1+7OzsykvL682xrj64vzngYtXhZxPq9VWSy8ZMmQIO3fuxN/fHxsb68rUyc/PJzIyksOHD+Pq6mrp6QgrJueKqA05X0RNybkiakPOF1FTcq6I2miu54teryctLY2ePXtaeip1YrWBi/DwcAICAli9erXph1tWVsaGDRt4/fXXAejduzf29vasXr2aW2+9FVBLYA4ePMgbb7wBwMCBA8nNzWXnzp2mVQ47duwgNzfXFNwYOHAgr7zyCikpKaYgyapVq9BqtfTu3ds05tlnn6WsrAwHBwfTmKCgoItSSK7Ezs6Ovn371vOnYx55eXkABAcH4+bmZuHZCGsm54qoDTlfRE3JuSJqQ84XUVNyrojaaM7nS1NcaWFk0Y/8CwoKiImJISYmBlAFOWNiYoiPj0ej0fD444/z6quvsnTpUg4ePMj06dNxdnZmypQpALi7u3Pffffx5JNPsmbNGvbt28ddd91F165dGTlyJACdO3dm7NixzJgxg+3bt7N9+3ZmzJjBhAkTiIiIAGD06NFERkYydepU9u3bx5o1a3jqqaeYMWOG6WSdMmUKWq2W6dOnc/DgQZYuXcqrr77K7Nmza9xRRAghhBBCCCGEELVj0RUXu3fvZvjw4abvjbUgpk2bxqJFi3j66acpLi7moYceIjs7m/79+7Nq1apqS3befvtt7OzsuPXWWykuLmbEiBEsWrQIW1tb05jFixcza9YsU/eRSZMmsXDhQtP9tra2LF++nIceeojBgwfj5OTElClTmDdvnmmMu7s7q1ev5uGHH6ZPnz54enoye/bsavUrhBBCCCGEEEII0bA0BmOFSdHilZaWMnfuXObMmVOtLocQF5JzRdSGnC+ipuRcEbUh54uoKTlXRG3I+WKdJHAhhBBCCCGEEEIIq2VdbS2EEEIIIYQQQgghziOBCyGEEEIIIYQQQlgtCVwIIYQQQgghhBDCakngQgghhBBCCCGEEFZLAhfNyNy5c+nbty+urq74+flxww03cOzYsWpjDAYDL774IkFBQTg5OTFs2DAOHTpUbUxpaSmPPvooPj4+uLi4MGnSJBITE6uNyc7OZurUqbi7u+Pu7s7UqVPJyckx90sUDagxz5fzx/bo0QONRkNMTIy5XppoYI15rhw/fpzrr78eHx8f3NzcGDx4MOvWrTP7axQNp6HOl48//phhw4bh5uaGRqO56G9MXFwc9913H+Hh4Tg5OdGuXTteeOEFysrKzP0SRQNprHPFaPny5fTv3x8nJyd8fHyYPHmyuV6aaGANca5kZWXx6KOPEhERgbOzM61bt2bWrFnk5uZWO468x236GvN8MZL3uOYngYtmZMOGDTz88MNs376d1atXU1FRwejRoyksLDSNeeONN5g/fz4LFy5k165dBAQEMGrUKPLz801jHn/8cZYuXcqSJUvYvHkzBQUFTJgwAZ1OZxozZcoUYmJiWLFiBStWrCAmJoapU6c26usV9dOY54vR008/TVBQUKO8PtFwGvNcGT9+PBUVFaxdu5Y9e/bQo0cPJkyYQGpqaqO+ZlF3DXW+FBUVMXbsWJ599tlLPs/Ro0fR6/V89NFHHDp0iLfffpsPP/zwsuOF9WmscwXg559/ZurUqdxzzz3s37+fLVu2MGXKFLO+PtFwGuJcSU5OJjk5mXnz5hEbG8uiRYtYsWIF9913X7Xnkve4TV9jni9G8h63ERhEs5Wenm4ADBs2bDAYDAaDXq83BAQEGF577TXTmJKSEoO7u7vhww8/NBgMBkNOTo7B3t7esGTJEtOYpKQkg42NjWHFihUGg8FgOHz4sAEwbN++3TRm27ZtBsBw9OjRxnhpwgzMdb4Y/fnnn4ZOnToZDh06ZAAM+/btM/+LEmZhrnMlIyPDABg2btxoGpOXl2cADH///XdjvDRhBnU5X863bt06A2DIzs6+6nO98cYbhvDw8Aabu2hc5jpXysvLDcHBwYZPP/3UrPMXjae+54rRDz/8YHBwcDCUl5cbDAZ5j9tcmet8MZL3uI1DVlw0Y8alTF5eXgCcOXOG1NRURo8ebRqj1WqJjo5m69atAOzZs4fy8vJqY4KCgoiKijKN2bZtG+7u7vTv3980ZsCAAbi7u5vGiKbHXOcLQFpaGjNmzODrr7/G2dm5MV6OMCNznSve3t507tyZr776isLCQioqKvjoo4/w9/end+/ejfXyRAOry/lSn+cyPo9oesx1ruzdu5ekpCRsbGzo2bMngYGBjBs37qKUE9F0NNS5kpubi5ubG3Z2doC8x22uzHW+gLzHbUwSuGimDAYDs2fP5pprriEqKgrAtNTa39+/2lh/f3/TfampqTg4OODp6XnFMX5+fhc9p5+fnyznbqLMeb4YDAamT5/OzJkz6dOnj7lfijAzc54rGo2G1atXs2/fPlxdXXF0dOTtt99mxYoVeHh4mPmVCXOo6/lSF6dOnWLBggXMnDmz7hMWFmPOc+X06dMAvPjii/z73/9m2bJleHp6Eh0dTVZWVgO9AtFYGupcyczM5P/+7/948MEHTbfJe9zmx5zni7zHbVx2Vx8imqJHHnmEAwcOsHnz5ovu02g01b43GAwX3XahC8dcanxNjiOskznPlwULFpCXl8ecOXMabsLCYsx5rhgMBh566CH8/PzYtGkTTk5OfPrpp0yYMIFdu3YRGBjYcC9ENIqGPl8uJzk5mbFjx3LLLbdw//331+kYwrLMea7o9XoAnnvuOW666SYAvvjiC0JCQvjxxx+rXYgI69cQ50peXh7jx48nMjKSF1544YrHuNJxhPUz5/ki73Ebl6y4aIYeffRRfv/9d9atW0dISIjp9oCAAICLIonp6emmiGNAQABlZWVkZ2dfcUxaWtpFz5uRkXFR5FJYP3OfL2vXrmX79u1otVrs7Oxo3749AH369GHatGlme12i4TXGubJs2TKWLFnC4MGD6dWrF++//z5OTk58+eWX5nxpwgzqc77URnJyMsOHD2fgwIF8/PHH9Zu0sAhznyvGoGdkZKTpNq1WS9u2bYmPj6/P1EUja4hzJT8/n7Fjx9KqVSuWLl2Kvb19tePIe9zmw9zni7zHbVwSuGhGDAYDjzzyCL/88gtr164lPDy82v3h4eEEBASwevVq021lZWVs2LCBQYMGAdC7d2/s7e2rjUlJSeHgwYOmMQMHDiQ3N5edO3eaxuzYsYPc3FzTGGH9Gut8ee+999i/fz8xMTHExMTw559/AvD999/zyiuvmPtligbQWOdKUVERADY21f802djYmD4xFdavIc6XmkpKSmLYsGH06tWLL7744qJzR1i3xjpXevfujVarrdYOsby8nLi4ONq0aVP/FyLMrqHOlby8PEaPHo2DgwO///47jo6O1Y4j73Gbh8Y6X+Q9biNrlBKgolH84x//MLi7uxvWr19vSElJMX0VFRWZxrz22msGd3d3wy+//GKIjY013HHHHYbAwEBDXl6eaczMmTMNISEhhr///tuwd+9ew7XXXmvo3r27oaKiwjRm7Nixhm7duhm2bdtm2LZtm6Fr166GCRMmNOrrFfXTmOfL+c6cOSMVl5uYxjpXMjIyDN7e3obJkycbYmJiDMeOHTM89dRTBnt7e0NMTEyjv25RNw11vqSkpBj27dtn+OSTT0zdZvbt22fIzMw0GAyqK0379u0N1157rSExMbHac4mmobHOFYPBYHjssccMwcHBhpUrVxqOHj1quO+++wx+fv/f3t2ERNXFcRz/TTw5DMyFGl/DN5QgGoiQohcQTdARQtoKGhUo4cKFYkJQZDGLRA0UFy5HRNyoFPSyaFHTJgSTiiwqFGM2QegYmhkXmvMsoqHhqed5qPF6re8H7mLm3nPm/OEwHH6cmZNj4vG4ozXj56RjrqysrJjDhw+bffv2mbm5uZR+WOP+XpycL99ijbuxCC5+I5K+e0UikeQziUTCdHV1mby8POP1ek1FRYV59uxZSj/r6+umtbXVBAIB4/P5TF1dnYnFYinPLC0tmcbGRmNZlrEsyzQ2Nv6vo+rgHk7Ol2/xpb71ODlXpqenTSgUMoFAwFiWZY4cOWLu3LnjRJlIk3TNl66urn/tJxKJ/PCzsDU4NVeMMca2bdPR0WFycnKMZVmmurrazM7OOlQpflU65srX43K/dy0sLCSfY4279Tk5X77FGndjeYwx5uf2agAAAAAAAGwsfgwKAAAAAABci+ACAAAAAAC4FsEFAAAAAABwLYILAAAAAADgWgQXAAAAAADAtQguAAAAAACAaxFcAAAAAAAA1yK4AAAAAAAArkVwAQAAXOHYsWNqa2vb7GEAAACXIbgAAABbTjQalcfj0fv37zd7KAAAYIMRXAAAAAAAANciuAAAAI5bW1vTqVOn5Pf7tWvXLl27di3l/ujoqA4ePCjLspSXl6eGhga9e/dOkvTmzRtVVVVJknbu3CmPx6MzZ85Ikowx6unpUWlpqXw+n/bv36+JiQlHawMAAOlFcAEAABzX2dmp+/fv6/r167p7966i0ahmZmaS923bVjgc1tOnT3Xjxg0tLCwkw4nCwkJNTk5Kkl69eqW3b99qYGBAknTx4kVFIhENDQ3p+fPnam9v18mTJ/XgwQPHawQAAOnhMcaYzR4EAAD4c3z48EGZmZkaGRlRfX29JCkej6ugoEBnz55Vf3//P9pMT0/r0KFDWl1dld/vVzQaVVVVlZaXl7Vjxw5JX3ZxZGVl6d69ezp69GiybXNzsz5+/KixsTEnygMAAGn212YPAAAA/Fnm5+dl23ZKuBAIBLRnz57k68ePH+vy5ct68uSJ4vG4EomEJCkWiykYDH633xcvXujTp0+qqalJed+2bZWVlW1AJQAAwAkEFwAAwFH/tdlzbW1NoVBIoVBIo6Ojys7OViwWU21trWzb/mG7r+HG7du3lZ+fn3LP6/X++sABAMCmILgAAACO2r17t7Zv366pqSkVFRVJkpaXl/X69WtVVlbq5cuXWlxcVHd3twoLCyVJjx49SukjIyNDkvT58+fke8FgUF6vV7FYTJWVlQ5VAwAANhrBBQAAcJTf71dTU5M6OzuVmZmp3NxcXbhwQdu2ffnP8KKiImVkZGhwcFAtLS2anZ1VOBxO6aO4uFgej0e3bt3S8ePH5fP5ZFmWzp07p/b2diUSCZWXl2tlZUUPHz6U3+/X6dOnN6NcAADwizhVBAAAOK63t1cVFRU6ceKEqqurVV5ergMHDkiSsrOzNTw8rPHxcQWDQXV3d6uvry+lfX5+vq5cuaLz588rNzdXra2tkqRwOKxLly7p6tWr2rt3r2pra3Xz5k2VlJQ4XiMAAEgPThUBAAAAAACuxY4LAAAAAADgWgQXAAAAAADAtQguAAAAAACAaxFcAAAAAAAA1yK4AAAAAAAArkVwAQAAAAAAXIvgAgAAAAAAuBbBBQAAAAAAcC2CCwAAAAAA4FoEFwAAAAAAwLUILgAAAAAAgGv9DeLCqJvs9LtqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# PLOTTING UNEMPLOYMENT\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plotting the first line\n",
    "sns.lineplot(data=zhvi, x='date', y='price')\n",
    "\n",
    "# Creating a secondary y-axis for df_unrate\n",
    "ax2 = plt.gca().twinx()\n",
    "sns.lineplot(data=df_unrate, x='date', y='unrate', ax=ax2, color='orange')\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Average House Price\", color='blue')  # Label for the left y-axis\n",
    "ax2.set_ylabel(\"Unemployment Rate (%)\", color='orange')  # Label for the right y-axis\n",
    "plt.title(\"Comparison of House Price and Unemployment Rate\")\n",
    "\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# PLOTTING M2SL\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plotting the first line\n",
    "sns.lineplot(data=zhvi, x='date', y='price')\n",
    "\n",
    "# Creating a secondary y-axis for df_m2sl\n",
    "ax2 = plt.gca().twinx()\n",
    "sns.lineplot(data=df_m2sl, x='date', y='m2sl', ax=ax2, color='orange')\n",
    "\n",
    "# Set labels and title\n",
    "plt.xlabel(\"Datetime\")\n",
    "plt.ylabel(\"Average House Price\", color='blue')  # Label for the left y-axis\n",
    "ax2.set_ylabel(\"M2SL\", color='orange')  # Label for the right y-axis\n",
    "plt.title(\"Comparison of House Price and M2SL\")\n",
    "\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# PLOTTING MORTGAGE\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plotting the first line\n",
    "sns.lineplot(data=zhvi, x='date', y='price')\n",
    "\n",
    "# Creating a secondary y-axis for df_mort\n",
    "ax2 = plt.gca().twinx()\n",
    "sns.lineplot(data=df_mort, x='date', y='mort', ax=ax2, color='orange')\n",
    "\n",
    "plt.xlabel(\"Datetime\")\n",
    "plt.ylabel(\"Average House Price\", color='blue')  # Label for the left y-axis\n",
    "ax2.set_ylabel(\"Mortgage Rate\", color='orange')  # Label for the right y-axis\n",
    "plt.title(\"Comparison of House Price and Mortgage Rate\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>m2sl</th>\n",
       "      <th>unrate</th>\n",
       "      <th>mort</th>\n",
       "      <th>date_n</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-03-01</td>\n",
       "      <td>108347.44</td>\n",
       "      <td>4710.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.3250</td>\n",
       "      <td>951868800000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-04-01</td>\n",
       "      <td>108498.93</td>\n",
       "      <td>4766.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8.2400</td>\n",
       "      <td>954547200000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-05-01</td>\n",
       "      <td>109197.02</td>\n",
       "      <td>4753.9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.1525</td>\n",
       "      <td>957139200000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-06-01</td>\n",
       "      <td>109951.57</td>\n",
       "      <td>4771.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.5150</td>\n",
       "      <td>959817600000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-07-01</td>\n",
       "      <td>110525.44</td>\n",
       "      <td>4789.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.2880</td>\n",
       "      <td>962409600000000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2023-10-01</td>\n",
       "      <td>275567.67</td>\n",
       "      <td>20698.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>1696118400000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2023-11-01</td>\n",
       "      <td>276140.50</td>\n",
       "      <td>20724.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>7.6200</td>\n",
       "      <td>1698796800000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>276513.69</td>\n",
       "      <td>20786.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>7.4420</td>\n",
       "      <td>1701388800000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>276646.19</td>\n",
       "      <td>20790.2</td>\n",
       "      <td>3.7</td>\n",
       "      <td>6.8150</td>\n",
       "      <td>1704067200000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>276713.51</td>\n",
       "      <td>20783.6</td>\n",
       "      <td>3.9</td>\n",
       "      <td>6.6425</td>\n",
       "      <td>1706745600000000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>288 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date      price     m2sl  unrate    mort               date_n\n",
       "0   2000-03-01  108347.44   4710.2     4.0  8.3250   951868800000000000\n",
       "1   2000-04-01  108498.93   4766.1     3.8  8.2400   954547200000000000\n",
       "2   2000-05-01  109197.02   4753.9     4.0  8.1525   957139200000000000\n",
       "3   2000-06-01  109951.57   4771.8     4.0  8.5150   959817600000000000\n",
       "4   2000-07-01  110525.44   4789.4     4.0  8.2880   962409600000000000\n",
       "..         ...        ...      ...     ...     ...                  ...\n",
       "283 2023-10-01  275567.67  20698.7     3.8  7.2000  1696118400000000000\n",
       "284 2023-11-01  276140.50  20724.9     3.7  7.6200  1698796800000000000\n",
       "285 2023-12-01  276513.69  20786.1     3.7  7.4420  1701388800000000000\n",
       "286 2024-01-01  276646.19  20790.2     3.7  6.8150  1704067200000000000\n",
       "287 2024-02-01  276713.51  20783.6     3.9  6.6425  1706745600000000000\n",
       "\n",
       "[288 rows x 6 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merged = (\n",
    "    zhvi\n",
    "        .merge(df_m2sl, on='date')\n",
    "        .merge(df_unrate, on=\"date\")\n",
    "        .merge(df_mort, on=\"date\")\n",
    "        # .drop('date', axis=1)\n",
    ")\n",
    "df_merged['date_n'] = pd.to_numeric(df_merged['date'])\n",
    "df_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R-squared: 0.8472109359123123\n",
      "Mean Absolute Error (MAE): 11589.785997027422\n",
      "Mean Squared Error (MSE): 186479370.53019103\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature: mort, Coefficient: 10020.264619254463\n",
      "Feature: unrate, Coefficient: -669.1434821938419\n",
      "Feature: m2sl, Coefficient: 8.451929396379626\n",
      "Average cross-validation R2: 0.8505373933302485\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split, KFold, cross_val_score\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "# Initialize the model\n",
    "model = LinearRegression()\n",
    "\n",
    "# Split dataset into features (X) and target variable (y)\n",
    "X = df_merged[['m2sl', 'unrate', 'mort']]\n",
    "y = df_merged['price']\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
    "\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "y_train_pred = model.predict(X_train)\n",
    "y_test_pred = model.predict(X_test)\n",
    "\n",
    "# Regression evaluation metrics\n",
    "helper.performance_metrics(y_test, y_test_pred)\n",
    "\n",
    "# Feature importance\n",
    "feature_coefficients = model.coef_\n",
    "sorted_indices = np.argsort(np.abs(feature_coefficients))[::-1]\n",
    "for i in sorted_indices:\n",
    "    print(f\"Feature: {X_train.columns[i]}, Coefficient: {feature_coefficients[i]}\")\n",
    "\n",
    "### With Cross-Validation\n",
    "# Prepare cross-validation\n",
    "kf = KFold(n_splits=5, shuffle=True)\n",
    "cv_scores = cross_val_score(model, X, y, cv=kf, scoring='r2')\n",
    "print(\"Average cross-validation R2:\", cv_scores.mean())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R-squared: 0.997450662748887\n",
      "Mean Absolute Error (MAE): 982.7029344828281\n",
      "Mean Squared Error (MSE): 3111471.417770276\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average cross-validation R2: 0.9966996505742569\n",
      "[0.89583002 0.07394145 0.03022853]\n",
      "Feature: m2sl, Importance: 0.8958300236947534\n",
      "Feature: unrate, Importance: 0.07394144622678922\n",
      "Feature: mort, Importance: 0.030228530078457327\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "model = RandomForestRegressor()\n",
    "\n",
    "X_tr = X_train\n",
    "X_te = X_test\n",
    "y_tr = y_train\n",
    "# X_tr = X_train.drop(columns=['unrate', 'mort'])\n",
    "# X_te = X_test.drop(columns=['unrate', 'mort'])\n",
    "# y_tr = y_train.drop(columns=['unrate', 'mort'])\n",
    "\n",
    "model.fit(X_tr, y_tr)\n",
    "\n",
    "y_train_pred = model.predict(X_tr)\n",
    "y_test_pred = model.predict(X_te)\n",
    "\n",
    "helper.performance_metrics(y_test, y_test_pred)\n",
    "\n",
    "### Let's try Random Forest\n",
    "kf = KFold(n_splits=5, shuffle=True)\n",
    "cv_scores = cross_val_score(model, X, y, cv=kf, scoring='r2')\n",
    "print(\"Average cross-validation R2:\", cv_scores.mean())\n",
    "\n",
    "\n",
    "print(model.feature_importances_)\n",
    "sorted_indices = np.argsort(model.feature_importances_)[::-1]\n",
    "for i in sorted_indices:\n",
    "    print(f\"Feature: {X_tr.columns[i]}, Importance: {model.feature_importances_[i]}\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "notebook",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}