automatic_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "### This notebook is for Separate Random Forest Models"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "1e124d02015e96c"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# Import all the necessary packages\n",
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "95973f8b00cd9dac"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def load_data(year):\n",
    "    # Load the dataset\n",
    "    DATA_PATH = os.getcwd()\n",
    "    dataset_name = f\"analytic_data{year}.csv\"\n",
    "    FULL_PATH = os.path.join(DATA_PATH, 'data', \"CHR Analytic Datasets\", dataset_name)\n",
    "    data = pd.read_csv(FULL_PATH, low_memory=False)\n",
    "    data = data[1:]\n",
    "    print(data.head(5))\n",
    "    return data"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "e14a30e8e7fcdcf2"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def clean_data_and_drop_non_county(data):\n",
    "    # Drop rows with any NaN values\n",
    "    #data = data.dropna()\n",
    "    \n",
    "    # Filter rows where 'County Ranked (Yes=1/No=0)' is 1\n",
    "    data = data[data[\"County Ranked (Yes=1/No=0)\"] == '1']\n",
    "    \n",
    "    #Add Potential Ways to fill in the None/Nah \n",
    "    \n",
    "    return data"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "ddb20d97280b3811"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "\n",
    "def get_stats(data):\n",
    "    print(\"Data type before any operation:\", type(data))\n",
    "    \n",
    "    # Convert all data to float, coercing errors which turns bad values to NaN\n",
    "    data = pd.to_numeric(data, errors='coerce')\n",
    "    \n",
    "    # Drop all NaN values for accurate statistical calculation\n",
    "    data = data.dropna()\n",
    "\n",
    "    if data.empty:\n",
    "        print(\"Data is empty after cleaning.\")\n",
    "        return pd.DataFrame()\n",
    "\n",
    "    # Calculate basic statistics\n",
    "    mean = data.mean()\n",
    "    median = np.median(data)\n",
    "    variance = np.var(data)\n",
    "    std_deviation = np.std(data)\n",
    "    min_value = np.min(data)\n",
    "    max_value = np.max(data)\n",
    "\n",
    "    # Calculate mode\n",
    "    mode_result = stats.mode(data)\n",
    "    mode = mode_result.mode[0] if mode_result.count.size > 0 and mode_result.count[0] > 0 and mode_result.mode.size > 0 else None\n",
    "\n",
    "    skewness = stats.skew(data)\n",
    "    kurtosis = stats.kurtosis(data)\n",
    "    \n",
    "    df_statistics = pd.DataFrame({\n",
    "        \"Mean\": [mean],\n",
    "        \"Median\": [median],\n",
    "        \"Mode\": [mode],\n",
    "        \"Variance\": [variance],\n",
    "        \"Standard Deviation\": [std_deviation],\n",
    "        \"Minimum\": [min_value],\n",
    "        \"Maximum\": [max_value],\n",
    "        \"Skewness\": [skewness],\n",
    "        \"Kurtosis\": [kurtosis]\n",
    "    })\n",
    "    return df_statistics"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "d83aa62adf74a06c"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "data = load_data(year=\"2023_0\")\n",
    "clean_data_and_drop_non_county(data).head()"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "1c1968eebe7e6dc1"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "get_stats(data['Adult Obesity raw value'])"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "52e8c23553b4d2d4"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "  Adult Obesity raw value Physical Inactivity raw value  \\\n3                   0.373                         0.264   \n4                   0.326                         0.232   \n5                   0.464                         0.357   \n6                   0.384                         0.316   \n7                   0.327                         0.285   \n\n  Diabetes Prevalence raw value % Non-Hispanic Black raw value  \\\n3                         0.106                   0.2073102631   \n4                         0.097                   0.0836794905   \n5                         0.156                    0.473962506   \n6                         0.122                    0.213284691   \n7                         0.109                   0.0163276367   \n\n  % 65 and Older raw value Food Insecurity raw value  \\\n3             0.1604873509                     0.145   \n4             0.2146982373                     0.124   \n5             0.1997676654                     0.195   \n6             0.1673710904                     0.164   \n7             0.1872597009                     0.138   \n\n  Severe Housing Problems raw value Uninsured raw value  \\\n3                      0.1444262678        0.1055942098   \n4                      0.1223897195        0.1087488083   \n5                      0.1621187801        0.1436827544   \n6                      0.1132075472        0.1300787792   \n7                      0.0988246582        0.1325467229   \n\n  Frequent Physical Distress raw value Frequent Mental Distress raw value  \\\n3                                0.107                              0.162   \n4                                0.099                              0.161   \n5                                0.149                               0.18   \n6                                0.127                              0.174   \n7                                0.119                              0.174   \n\n  Food Environment Index raw value Limited Access to Healthy Foods raw value  \\\n3                              6.6                              0.1302099797   \n4                              7.5                              0.0793677936   \n5                              5.8                              0.1043317167   \n6                              7.4                              0.0044586621   \n7                              7.8                              0.0251220602   \n\n  Poor Physical Health Days raw value Poor Mental Health Days raw value  \\\n3                        3.4322111963                      4.7973512632   \n4                        3.2761769521                      4.7537497106   \n5                        4.6054318631                      4.9548545646   \n6                        4.0121820779                       5.364779234   \n7                        3.8660480758                       5.377579831   \n\n  Primary Care Physicians raw value Poor or Fair Health raw value  \\\n3                      0.0004452756                         0.169   \n4                      0.0006542019                         0.149   \n5                      0.0003253487                         0.275   \n6                      0.0006324539                         0.216   \n7                      0.0002073291                         0.184   \n\n  Life Expectancy raw value Premature Age-Adjusted Mortality raw value  \n3              76.585649727                               427.07332591  \n4              77.724729177                               381.70203137  \n5              72.867210115                               589.56609455  \n6              73.609363092                               567.50814595  \n7                74.1714626                               532.83648174  ",
      "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>Adult Obesity raw value</th>\n      <th>Physical Inactivity raw value</th>\n      <th>Diabetes Prevalence raw value</th>\n      <th>% Non-Hispanic Black raw value</th>\n      <th>% 65 and Older raw value</th>\n      <th>Food Insecurity raw value</th>\n      <th>Severe Housing Problems raw value</th>\n      <th>Uninsured raw value</th>\n      <th>Frequent Physical Distress raw value</th>\n      <th>Frequent Mental Distress raw value</th>\n      <th>Food Environment Index raw value</th>\n      <th>Limited Access to Healthy Foods raw value</th>\n      <th>Poor Physical Health Days raw value</th>\n      <th>Poor Mental Health Days raw value</th>\n      <th>Primary Care Physicians raw value</th>\n      <th>Poor or Fair Health raw value</th>\n      <th>Life Expectancy raw value</th>\n      <th>Premature Age-Adjusted Mortality raw value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3</th>\n      <td>0.373</td>\n      <td>0.264</td>\n      <td>0.106</td>\n      <td>0.2073102631</td>\n      <td>0.1604873509</td>\n      <td>0.145</td>\n      <td>0.1444262678</td>\n      <td>0.1055942098</td>\n      <td>0.107</td>\n      <td>0.162</td>\n      <td>6.6</td>\n      <td>0.1302099797</td>\n      <td>3.4322111963</td>\n      <td>4.7973512632</td>\n      <td>0.0004452756</td>\n      <td>0.169</td>\n      <td>76.585649727</td>\n      <td>427.07332591</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.326</td>\n      <td>0.232</td>\n      <td>0.097</td>\n      <td>0.0836794905</td>\n      <td>0.2146982373</td>\n      <td>0.124</td>\n      <td>0.1223897195</td>\n      <td>0.1087488083</td>\n      <td>0.099</td>\n      <td>0.161</td>\n      <td>7.5</td>\n      <td>0.0793677936</td>\n      <td>3.2761769521</td>\n      <td>4.7537497106</td>\n      <td>0.0006542019</td>\n      <td>0.149</td>\n      <td>77.724729177</td>\n      <td>381.70203137</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0.464</td>\n      <td>0.357</td>\n      <td>0.156</td>\n      <td>0.473962506</td>\n      <td>0.1997676654</td>\n      <td>0.195</td>\n      <td>0.1621187801</td>\n      <td>0.1436827544</td>\n      <td>0.149</td>\n      <td>0.18</td>\n      <td>5.8</td>\n      <td>0.1043317167</td>\n      <td>4.6054318631</td>\n      <td>4.9548545646</td>\n      <td>0.0003253487</td>\n      <td>0.275</td>\n      <td>72.867210115</td>\n      <td>589.56609455</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>0.384</td>\n      <td>0.316</td>\n      <td>0.122</td>\n      <td>0.213284691</td>\n      <td>0.1673710904</td>\n      <td>0.164</td>\n      <td>0.1132075472</td>\n      <td>0.1300787792</td>\n      <td>0.127</td>\n      <td>0.174</td>\n      <td>7.4</td>\n      <td>0.0044586621</td>\n      <td>4.0121820779</td>\n      <td>5.364779234</td>\n      <td>0.0006324539</td>\n      <td>0.216</td>\n      <td>73.609363092</td>\n      <td>567.50814595</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>0.327</td>\n      <td>0.285</td>\n      <td>0.109</td>\n      <td>0.0163276367</td>\n      <td>0.1872597009</td>\n      <td>0.138</td>\n      <td>0.0988246582</td>\n      <td>0.1325467229</td>\n      <td>0.119</td>\n      <td>0.174</td>\n      <td>7.8</td>\n      <td>0.0251220602</td>\n      <td>3.8660480758</td>\n      <td>5.377579831</td>\n      <td>0.0002073291</td>\n      <td>0.184</td>\n      <td>74.1714626</td>\n      <td>532.83648174</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = ['Adult Obesity raw value', 'Physical Inactivity raw value', 'Diabetes Prevalence raw value', '% Non-Hispanic Black raw value', '% 65 and Older raw value', 'Food Insecurity raw value', 'Severe Housing Problems raw value', 'Uninsured raw value', 'Frequent Physical Distress raw value', 'Frequent Mental Distress raw value', 'Food Environment Index raw value', 'Limited Access to Healthy Foods raw value', 'Poor Physical Health Days raw value', 'Poor Mental Health Days raw value', 'Primary Care Physicians raw value', 'Poor or Fair Health raw value', 'Life Expectancy raw value', 'Premature Age-Adjusted Mortality raw value']\n",
    "data = data[columns]\n",
    "data.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T22:49:15.401910Z",
     "start_time": "2024-04-12T22:49:15.291722Z"
    }
   },
   "id": "68f1d4882025c03d",
   "execution_count": 64
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def get_Plots(data, year):\n",
    "    #Setting up the aesthetic style of the plots\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    # Plotting distributions of each variable\n",
    "    fig, axs = plt.subplots(4, 2, figsize=(15, 20))\n",
    "    axs = axs.flatten()\n",
    "    for i, col in enumerate(data.columns):\n",
    "        sns.histplot(data[col], kde=True, ax=axs[i])\n",
    "        axs[i].set_title(f'Distribution of {col}')\n",
    "        axs[i].set_ylabel('Frequency')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    plt.savefig(f'plots/{year}/random_Forest_model.png')"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "571e172d4003a4f7"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "1858d92096953282"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "e20fd8030c4e86e4"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# Overview of relevant columns\n",
    "print(data[['Name', 'Adult Obesity raw value', 'Adult Obesity CI low', 'Adult Obesity CI high']].head())\n",
    "print(data[['Adult Obesity raw value', 'Adult Obesity CI low', 'Adult Obesity CI high']].describe())"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8d7419a33775faff"
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "1033799f6e2fc58d"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data loaded successfully.\n",
      "Data cleaned: Non-county rows dropped.\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "invalid index to scalar variable.",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mIndexError\u001B[0m                                Traceback (most recent call last)",
      "Cell \u001B[0;32mIn[57], line 67\u001B[0m\n\u001B[1;32m     65\u001B[0m data \u001B[38;5;241m=\u001B[39m load_data(year)\n\u001B[1;32m     66\u001B[0m data \u001B[38;5;241m=\u001B[39m clean_data_and_drop_non_county(data)\n\u001B[0;32m---> 67\u001B[0m stats_df \u001B[38;5;241m=\u001B[39m \u001B[43mget_stats\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdata\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43myear\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m     68\u001B[0m generate_and_save_plots(data, year)\n",
      "Cell \u001B[0;32mIn[57], line 32\u001B[0m, in \u001B[0;36mget_stats\u001B[0;34m(data, filename)\u001B[0m\n\u001B[1;32m     29\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m data[column]\u001B[38;5;241m.\u001B[39mdtype \u001B[38;5;241m==\u001B[39m \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mfloat64\u001B[39m\u001B[38;5;124m'\u001B[39m \u001B[38;5;129;01mor\u001B[39;00m data[column]\u001B[38;5;241m.\u001B[39mdtype \u001B[38;5;241m==\u001B[39m \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mint64\u001B[39m\u001B[38;5;124m'\u001B[39m:\n\u001B[1;32m     30\u001B[0m         \u001B[38;5;66;03m# Calculate basic statistics\u001B[39;00m\n\u001B[1;32m     31\u001B[0m         mode_result \u001B[38;5;241m=\u001B[39m stats\u001B[38;5;241m.\u001B[39mmode(data[column]\u001B[38;5;241m.\u001B[39mdropna())\n\u001B[0;32m---> 32\u001B[0m         mode \u001B[38;5;241m=\u001B[39m \u001B[43mmode_result\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mmode\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m]\u001B[49m \u001B[38;5;28;01mif\u001B[39;00m mode_result\u001B[38;5;241m.\u001B[39mcount\u001B[38;5;241m.\u001B[39msize \u001B[38;5;241m>\u001B[39m \u001B[38;5;241m0\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[1;32m     33\u001B[0m         stats_dict[column] \u001B[38;5;241m=\u001B[39m {\n\u001B[1;32m     34\u001B[0m             \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mMean\u001B[39m\u001B[38;5;124m\"\u001B[39m: data[column]\u001B[38;5;241m.\u001B[39mmean(),\n\u001B[1;32m     35\u001B[0m             \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mMedian\u001B[39m\u001B[38;5;124m\"\u001B[39m: np\u001B[38;5;241m.\u001B[39mmedian(data[column]\u001B[38;5;241m.\u001B[39mdropna()),\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m     42\u001B[0m             \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mKurtosis\u001B[39m\u001B[38;5;124m\"\u001B[39m: stats\u001B[38;5;241m.\u001B[39mkurtosis(data[column])\n\u001B[1;32m     43\u001B[0m         }\n\u001B[1;32m     44\u001B[0m stats_df \u001B[38;5;241m=\u001B[39m pd\u001B[38;5;241m.\u001B[39mDataFrame(stats_dict)\u001B[38;5;241m.\u001B[39mtranspose()\n",
      "\u001B[0;31mIndexError\u001B[0m: invalid index to scalar variable."
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "def load_data(year):\n",
    "    DATA_PATH = os.getcwd()\n",
    "    dataset_name = f\"analytic_data{year}.csv\"\n",
    "    FULL_PATH = os.path.join(DATA_PATH, 'data', \"CHR Analytic Datasets\", dataset_name)\n",
    "    data = pd.read_csv(FULL_PATH, low_memory=False)\n",
    "    data = data[1:]  # Assuming the first row needs to be skipped (often header or formatting row)\n",
    "    print(\"Data loaded successfully.\")\n",
    "    return data\n",
    "\n",
    "def clean_data_and_drop_non_county(data):\n",
    "    data = data[data[\"County Ranked (Yes=1/No=0)\"] == '1']\n",
    "    print(\"Data cleaned: Non-county rows dropped.\")\n",
    "    return data\n",
    "\n",
    "def get_stats(data, filename):\n",
    "    # Convert all columns to numeric, coercing errors which turns bad values to NaN\n",
    "    for column in data.columns:\n",
    "        data[column] = pd.to_numeric(data[column], errors='coerce')\n",
    "\n",
    "    stats_dict = {}\n",
    "    for column in data.columns:\n",
    "        if data[column].dtype == 'float64' or data[column].dtype == 'int64':\n",
    "            # Calculate basic statistics\n",
    "            mode_result = stats.mode(data[column].dropna())\n",
    "            mode = mode_result.mode[0] if mode_result.count.size > 0 else None\n",
    "            stats_dict[column] = {\n",
    "                \"Mean\": data[column].mean(),\n",
    "                \"Median\": np.median(data[column].dropna()),\n",
    "                \"Mode\": mode,\n",
    "                \"Variance\": np.var(data[column]),\n",
    "                \"Standard Deviation\": np.std(data[column]),\n",
    "                \"Minimum\": np.min(data[column]),\n",
    "                \"Maximum\": np.max(data[column]),\n",
    "                \"Skewness\": stats.skew(data[column]),\n",
    "                \"Kurtosis\": stats.kurtosis(data[column])\n",
    "            }\n",
    "    stats_df = pd.DataFrame(stats_dict).transpose()\n",
    "    stats_df.to_csv(f\"{filename}_stats.csv\", sep='\\t')\n",
    "    print(\"Statistics saved to file.\")\n",
    "    return stats_df\n",
    "\n",
    "def generate_and_save_plots(data, year):\n",
    "    os.makedirs(f'plots/{year}', exist_ok=True)\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    for column in data.columns:\n",
    "        if data[column].dtype == 'float64' or data[column].dtype == 'int64':\n",
    "            plt.figure(figsize=(10, 6))\n",
    "            sns.histplot(data[column], kde=True)\n",
    "            plt.title(f'Distribution of {column}')\n",
    "            plt.ylabel('Frequency')\n",
    "            plt.xlabel(column)\n",
    "            plt.savefig(f'plots/{year}/{column}_distribution.png')\n",
    "            plt.close()\n",
    "    print(\"All plots saved successfully.\")\n",
    "\n",
    "# Example usage\n",
    "year = \"2023_0\"\n",
    "data = load_data(year)\n",
    "data = clean_data_and_drop_non_county(data)\n",
    "stats_df = get_stats(data, year)\n",
    "generate_and_save_plots(data, year)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T22:40:16.998700Z",
     "start_time": "2024-04-12T22:40:15.525095Z"
    }
   },
   "id": "8cebe80006076036",
   "execution_count": 57
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "\n",
    "def get_stats(data, filename):\n",
    "    # Convert all columns to numeric, coercing errors which turns bad values to NaN\n",
    "    for column in data.columns:\n",
    "        data[column] = pd.to_numeric(data[column], errors='coerce')\n",
    "\n",
    "    stats_dict = {}\n",
    "    for column in data.columns:\n",
    "        if data[column].dtype in ['float64', 'int64']:\n",
    "            cleaned_data = data[column].dropna()\n",
    "            if not cleaned_data.empty:\n",
    "                mode_result = stats.mode(cleaned_data)\n",
    "                mode = mode_result.mode[0] if mode_result.count.size > 0 and mode_result.mode.size > 0 else None\n",
    "                stats_dict[column] = {\n",
    "                    \"Mean\": cleaned_data.mean(),\n",
    "                    \"Median\": np.median(cleaned_data),\n",
    "                    \"Mode\": mode,\n",
    "                    \"Variance\": np.var(cleaned_data),\n",
    "                    \"Standard Deviation\": np.std(cleaned_data),\n",
    "                    \"Minimum\": np.min(cleaned_data),\n",
    "                    \"Maximum\": np.max(cleaned_data),\n",
    "                    \"Skewness\": stats.skew(cleaned_data),\n",
    "                    \"Kurtosis\": stats.kurtosis(cleaned_data)\n",
    "                }\n",
    "            else:\n",
    "                stats_dict[column] = {\n",
    "                    \"Mean\": None,\n",
    "                    \"Median\": None,\n",
    "                    \"Mode\": None,\n",
    "                    \"Variance\": None,\n",
    "                    \"Standard Deviation\": None,\n",
    "                    \"Minimum\": None,\n",
    "                    \"Maximum\": None,\n",
    "                    \"Skewness\": None,\n",
    "                    \"Kurtosis\": None\n",
    "                }\n",
    "\n",
    "    stats_df = pd.DataFrame(stats_dict).transpose()\n",
    "    stats_df.to_csv(f\"{filename}_stats.txt\", sep='\\t')\n",
    "    print(\"Statistics saved to file.\")\n",
    "    return stats_df"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T22:40:24.353099Z",
     "start_time": "2024-04-12T22:40:24.249511Z"
    }
   },
   "id": "ab92c17099ee2731",
   "execution_count": 58
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data loaded successfully.\n",
      "Data cleaned: Non-county rows dropped.\n",
      "  State FIPS Code County FIPS Code 5-digit FIPS Code State Abbreviation  \\\n",
      "3              01              001             01001                 AL   \n",
      "4              01              003             01003                 AL   \n",
      "5              01              005             01005                 AL   \n",
      "6              01              007             01007                 AL   \n",
      "7              01              009             01009                 AL   \n",
      "\n",
      "             Name Release Year County Ranked (Yes=1/No=0)  \\\n",
      "3  Autauga County         2023                          1   \n",
      "4  Baldwin County         2023                          1   \n",
      "5  Barbour County         2023                          1   \n",
      "6     Bibb County         2023                          1   \n",
      "7   Blount County         2023                          1   \n",
      "\n",
      "  Premature Death raw value Premature Death numerator  \\\n",
      "3              8027.3947267                       836   \n",
      "4              8118.3582061                      3377   \n",
      "5              12876.760319                       539   \n",
      "6              11191.474323                       460   \n",
      "7              10787.014541                      1143   \n",
      "\n",
      "  Premature Death denominator  ... % Female raw value % Female numerator  \\\n",
      "3                      156081  ...        0.513782892              30362   \n",
      "4                      614143  ...       0.5134771453             122872   \n",
      "5                       68126  ...       0.4670325268              11659   \n",
      "6                       62304  ...       0.4601592739              10343   \n",
      "7                      160188  ...       0.5019223929              29634   \n",
      "\n",
      "  % Female denominator % Female CI low % Female CI high % Rural raw value  \\\n",
      "3                59095             NaN              NaN      0.4200216232   \n",
      "4               239294             NaN              NaN      0.4227909911   \n",
      "5                24964             NaN              NaN       0.677896347   \n",
      "6                22477             NaN              NaN      0.6835260746   \n",
      "7                59041             NaN              NaN      0.8995150204   \n",
      "\n",
      "  % Rural numerator % Rural denominator % Rural CI low % Rural CI high  \n",
      "3             22921               54571            NaN             NaN  \n",
      "4             77060              182265            NaN             NaN  \n",
      "5             18613               27457            NaN             NaN  \n",
      "6             15663               22915            NaN             NaN  \n",
      "7             51562               57322            NaN             NaN  \n",
      "\n",
      "[5 rows x 720 columns]\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'select_dtypes'",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mAttributeError\u001B[0m                            Traceback (most recent call last)",
      "\u001B[0;32m/var/folders/fv/lkh46jcn57d1dj9hwqd535kw0000gq/T/ipykernel_77580/283902642.py\u001B[0m in \u001B[0;36m?\u001B[0;34m()\u001B[0m\n\u001B[0;32m---> 27\u001B[0;31m \u001B[0;32mimport\u001B[0m \u001B[0mpandas\u001B[0m \u001B[0;32mas\u001B[0m \u001B[0mpd\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m     28\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mos\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     29\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     30\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0msimplified_get_stats\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mdata\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mfilename\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/var/folders/fv/lkh46jcn57d1dj9hwqd535kw0000gq/T/ipykernel_77580/283902642.py\u001B[0m in \u001B[0;36m?\u001B[0;34m(data, filename)\u001B[0m\n\u001B[1;32m      4\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0msimplified_get_stats\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mdata\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mfilename\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      5\u001B[0m     \u001B[0;31m# Ensuring all data is numeric, coercing errors to NaN\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m----> 6\u001B[0;31m     \u001B[0mnumeric_data\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mdata\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mselect_dtypes\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0minclude\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0mnp\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mnumber\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m      7\u001B[0m     \u001B[0mdescription\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mnumeric_data\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mdescribe\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      8\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      9\u001B[0m     \u001B[0;31m# Adding variance, skew, and kurtosis\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m~/Desktop/Datathon/venv/lib/python3.9/site-packages/pandas/core/generic.py\u001B[0m in \u001B[0;36m?\u001B[0;34m(self, name)\u001B[0m\n\u001B[1;32m   6295\u001B[0m             \u001B[0;32mand\u001B[0m \u001B[0mname\u001B[0m \u001B[0;32mnot\u001B[0m \u001B[0;32min\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_accessors\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m   6296\u001B[0m             \u001B[0;32mand\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_info_axis\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_can_hold_identifiers_and_holds_name\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mname\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m   6297\u001B[0m         ):\n\u001B[1;32m   6298\u001B[0m             \u001B[0;32mreturn\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0mname\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m-> 6299\u001B[0;31m         \u001B[0;32mreturn\u001B[0m \u001B[0mobject\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m__getattribute__\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mname\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m",
      "\u001B[0;31mAttributeError\u001B[0m: 'Series' object has no attribute 'select_dtypes'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "def simplified_get_stats(data, filename):\n",
    "    # Ensuring all data is numeric, coercing errors to NaN\n",
    "    numeric_data = data.select_dtypes(include=[np.number])\n",
    "    description = numeric_data.describe()\n",
    "\n",
    "    # Adding variance, skew, and kurtosis\n",
    "    description.loc['variance'] = numeric_data.var()\n",
    "    description.loc['skewness'] = numeric_data.skew()\n",
    "    description.loc['kurtosis'] = numeric_data.kurt()\n",
    "\n",
    "    # Save to file\n",
    "    output_path = os.path.join('output', f\"{filename}_stats.txt\")\n",
    "    os.makedirs('output', exist_ok=True)\n",
    "    description.to_csv(output_path, sep='\\t')\n",
    "    print(f\"Statistics saved to file: {output_path}\")\n",
    "\n",
    "    return description\n",
    "\n",
    "# Usage\n",
    "year = \"2023_0\"\n",
    "data = load_data(year)\n",
    "data = clean_data_and_drop_non_county(data)\n",
    "print(data.head())\n",
    "stats_df = simplified_get_stats(data['Adult Obesity raw value'], year)\n",
    "print(stats_df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T22:47:06.609484Z",
     "start_time": "2024-04-12T22:47:05.303331Z"
    }
   },
   "id": "3cb312529fc90af4",
   "execution_count": 62
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# Calculate Statistics\n",
    "def get_stats(data, filename):\n",
    "    # Convert all columns to numeric, coercing errors which turns bad values to NaN\n",
    "    data = data.apply(pd.to_numeric, errors='coerce')\n",
    "    description = data.describe(include='all').transpose()\n",
    "    description['variance'] = data.var()\n",
    "    description['skewness'] = data.skew()\n",
    "    description['kurtosis'] = data.kurt()\n",
    "\n",
    "    # Save to file\n",
    "    os.makedirs('output', exist_ok=True)\n",
    "    output_path = os.path.join('output', f\"{filename}_stats.csv\")\n",
    "    description.to_csv(output_path, sep='\\t')\n",
    "    print(f\"Statistics saved to file: {output_path}\")\n",
    "    return description\n",
    "\n",
    "# Generate and Save Plots\n",
    "def generate_and_save_plots(data, year):\n",
    "    numeric_data = data.select_dtypes(include=[np.number])\n",
    "    os.makedirs(f'plots/{year}', exist_ok=True)\n",
    "    print(\"TRYING!\")\n",
    "    print(numeric_data.columns)\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    for column in numeric_data.columns:\n",
    "        plt.figure(figsize=(10, 6))\n",
    "        sns.histplot(numeric_data[column], kde=True)\n",
    "        plt.title(f'Distribution of {column}')\n",
    "        plt.ylabel('Frequency')\n",
    "        plt.xlabel(column)\n",
    "        print(\"Success!\")\n",
    "        plt.savefig(f'plots/{year}/{column}_distribution.png')\n",
    "        plt.show() \n",
    "        plt.close() \n",
    "    print(\"All plots saved successfully.\") "
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:03:42.668478Z",
     "start_time": "2024-04-12T23:03:42.612273Z"
    }
   },
   "id": "8555d84fcd15c8ff",
   "execution_count": 76
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics saved to file: output/2023_0_stats.csv\n",
      "                                             count        mean         std  \\\n",
      "Adult Obesity raw value                     3081.0    0.362715    0.046569   \n",
      "Physical Inactivity raw value               3081.0    0.257896    0.051865   \n",
      "Diabetes Prevalence raw value               3081.0    0.105095    0.022033   \n",
      "% Non-Hispanic Black raw value              3082.0    0.092068    0.143004   \n",
      "% 65 and Older raw value                    3082.0    0.199312    0.046919   \n",
      "Food Insecurity raw value                   3082.0    0.124804    0.037001   \n",
      "Severe Housing Problems raw value           3082.0    0.131149    0.043390   \n",
      "Uninsured raw value                         3082.0    0.118166    0.051686   \n",
      "Frequent Physical Distress raw value        3081.0    0.109978    0.021471   \n",
      "Frequent Mental Distress raw value          3081.0    0.157779    0.020169   \n",
      "Food Environment Index raw value            3050.0    7.447934    1.123775   \n",
      "Limited Access to Healthy Foods raw value   3050.0    0.082220    0.068826   \n",
      "Poor Physical Health Days raw value         3081.0    3.529197    0.649877   \n",
      "Poor Mental Health Days raw value           3081.0    4.813294    0.620846   \n",
      "Primary Care Physicians raw value           2937.0    0.000546    0.000358   \n",
      "Poor or Fair Health raw value               3081.0    0.161023    0.044338   \n",
      "Life Expectancy raw value                   3065.0   76.867573    3.180583   \n",
      "Premature Age-Adjusted Mortality raw value  3082.0  431.482783  127.092861   \n",
      "\n",
      "                                                   min         25%  \\\n",
      "Adult Obesity raw value                       0.176000    0.337000   \n",
      "Physical Inactivity raw value                 0.113000    0.221000   \n",
      "Diabetes Prevalence raw value                 0.056000    0.089000   \n",
      "% Non-Hispanic Black raw value                0.000639    0.008312   \n",
      "% 65 and Older raw value                      0.050729    0.169220   \n",
      "Food Insecurity raw value                     0.026000    0.099000   \n",
      "Severe Housing Problems raw value             0.021739    0.104684   \n",
      "Uninsured raw value                           0.022783    0.079686   \n",
      "Frequent Physical Distress raw value          0.056000    0.094000   \n",
      "Frequent Mental Distress raw value            0.098000    0.143000   \n",
      "Food Environment Index raw value              0.000000    6.900000   \n",
      "Limited Access to Healthy Foods raw value     0.000000    0.037072   \n",
      "Poor Physical Health Days raw value           1.881580    3.051177   \n",
      "Poor Mental Health Days raw value             2.978543    4.399162   \n",
      "Primary Care Physicians raw value             0.000000    0.000312   \n",
      "Poor or Fair Health raw value                 0.065000    0.127000   \n",
      "Life Expectancy raw value                    61.055823   74.907673   \n",
      "Premature Age-Adjusted Mortality raw value  133.029004  342.835547   \n",
      "\n",
      "                                                   50%         75%  \\\n",
      "Adult Obesity raw value                       0.367000    0.393000   \n",
      "Physical Inactivity raw value                 0.253000    0.292000   \n",
      "Diabetes Prevalence raw value                 0.102000    0.118000   \n",
      "% Non-Hispanic Black raw value                0.024661    0.105660   \n",
      "% 65 and Older raw value                      0.195476    0.224268   \n",
      "Food Insecurity raw value                     0.123000    0.149000   \n",
      "Severe Housing Problems raw value             0.125951    0.149783   \n",
      "Uninsured raw value                           0.106589    0.148249   \n",
      "Frequent Physical Distress raw value          0.108000    0.124000   \n",
      "Frequent Mental Distress raw value            0.157000    0.172000   \n",
      "Food Environment Index raw value              7.600000    8.200000   \n",
      "Limited Access to Healthy Foods raw value     0.066647    0.107079   \n",
      "Poor Physical Health Days raw value           3.474119    3.963031   \n",
      "Poor Mental Health Days raw value             4.831811    5.230610   \n",
      "Primary Care Physicians raw value             0.000471    0.000711   \n",
      "Poor or Fair Health raw value                 0.154000    0.190000   \n",
      "Life Expectancy raw value                    76.938430   78.906689   \n",
      "Premature Age-Adjusted Mortality raw value  417.398065  506.691968   \n",
      "\n",
      "                                                    max      variance  \\\n",
      "Adult Obesity raw value                        0.532000  2.168660e-03   \n",
      "Physical Inactivity raw value                  0.472000  2.689980e-03   \n",
      "Diabetes Prevalence raw value                  0.215000  4.854624e-04   \n",
      "% Non-Hispanic Black raw value                 0.856197  2.045016e-02   \n",
      "% 65 and Older raw value                       0.581710  2.201405e-03   \n",
      "Food Insecurity raw value                      0.287000  1.369050e-03   \n",
      "Severe Housing Problems raw value              0.678261  1.882664e-03   \n",
      "Uninsured raw value                            0.373454  2.671425e-03   \n",
      "Frequent Physical Distress raw value           0.209000  4.610148e-04   \n",
      "Frequent Mental Distress raw value             0.233000  4.067964e-04   \n",
      "Food Environment Index raw value              10.000000  1.262870e+00   \n",
      "Limited Access to Healthy Foods raw value      0.625999  4.736982e-03   \n",
      "Poor Physical Health Days raw value            6.335031  4.223400e-01   \n",
      "Poor Mental Health Days raw value              6.945581  3.854495e-01   \n",
      "Primary Care Physicians raw value              0.005764  1.280960e-07   \n",
      "Poor or Fair Health raw value                  0.368000  1.965842e-03   \n",
      "Life Expectancy raw value                    103.309976  1.011611e+01   \n",
      "Premature Age-Adjusted Mortality raw value  1304.324015  1.615260e+04   \n",
      "\n",
      "                                            skewness   kurtosis  \n",
      "Adult Obesity raw value                    -0.500511   0.997089  \n",
      "Physical Inactivity raw value               0.344019  -0.005299  \n",
      "Diabetes Prevalence raw value               0.969135   1.395386  \n",
      "% Non-Hispanic Black raw value              2.282361   5.196715  \n",
      "% 65 and Older raw value                    0.735978   2.344001  \n",
      "Food Insecurity raw value                   0.319035   0.251840  \n",
      "Severe Housing Problems raw value           2.673425  20.925878  \n",
      "Uninsured raw value                         0.976483   0.918033  \n",
      "Frequent Physical Distress raw value        0.585198   0.492848  \n",
      "Frequent Mental Distress raw value          0.067354  -0.175733  \n",
      "Food Environment Index raw value           -1.114186   2.960863  \n",
      "Limited Access to Healthy Foods raw value   2.345206   9.498266  \n",
      "Poor Physical Health Days raw value         0.480539   0.175994  \n",
      "Poor Mental Health Days raw value          -0.057581  -0.103210  \n",
      "Primary Care Physicians raw value           2.661855  21.842410  \n",
      "Poor or Fair Health raw value               0.740774   0.498547  \n",
      "Life Expectancy raw value                   0.204758   3.309472  \n",
      "Premature Age-Adjusted Mortality raw value  0.937874   2.315813  \n",
      "All plots saved successfully.\n"
     ]
    }
   ],
   "source": [
    "stats_df = get_stats(data, year)\n",
    "print(stats_df)\n",
    "generate_and_save_plots(data, year)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T22:59:39.666902Z",
     "start_time": "2024-04-12T22:59:39.581357Z"
    }
   },
   "id": "41aedf6ce7eb39b5",
   "execution_count": 73
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def generate_and_save_plots(data, year):\n",
    "    #numeric_data = data.select_dtypes(include=[np.number])\n",
    "    os.makedirs(f'plots/{year}', exist_ok=True)\n",
    "    print(\"TRYING!\")\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    for column in data.columns:\n",
    "        plt.figure(figsize=(10, 6))\n",
    "        sns.histplot(data[column], kde=True)\n",
    "        plt.title(f'Distribution of {column}')\n",
    "        plt.ylabel('Frequency')\n",
    "        plt.xlabel(column)\n",
    "        print(\"Success!\")\n",
    "        plt.savefig(f'plots/{year}/{column}_distribution.png')\n",
    "        plt.show() \n",
    "        plt.close() \n",
    "    print(\"All plots saved successfully.\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:08:10.720223Z",
     "start_time": "2024-04-12T23:08:10.654203Z"
    }
   },
   "id": "ecbfeefcc4557701",
   "execution_count": 79
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TRYING!\n",
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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4OCaTiUmTJh11vaeddhqPPPIIX3/9NVdccQVffvklp556KqGhoUDVCJKPPPIICxYswO1206NHD0aPHo3ZbG7S94TV53iNiYlp9PJFpPmpaBIRw7jdblauXMmYMWNqFBWHnHjiif7bfFasWMEbb7zBP/7xD0aOHMmIESOatP5DHyoP8Xg8FBYWVns+5cjniex2e4PWERMTQ2FhIR6Pp9o2HvrA2qlTpwamrr5sqPqAdei2L6ga4KKwsLBJyz7SoSsiY8eOrfGa1+vluuuuw2Kx8NFHHzF48GDMZjNpaWksWLCgxvzFxcXVCqe8vDyCg4OJiYkhKiqK8PBw3njjjVpz9O7du9bpUVFR9OnTh8cff7zW1w994D80OIPT6WTt2rW8//77vPTSSwwaNIjTTz/9qNsfHx/P8OHDj/p6XaKiokhJSeGuu+6q9fVDV5JOP/10/vGPf7BkyRJ2795N9+7dOe644wAoKytj1qxZDBw4kC+//JJ+/foRFBTEDz/8wKJFi2pdbnR0NFD1LFSfPn1qvH5k8XqsbTh8kJRDli9fTo8ePRq932pT3+OpZ8+e9OvXj+XLl7Nnzx5SUlKwWCyMGTOGlStXEhwczNixY+u8ihgVFcW0adP4+uuvGT9+PDt37qz2vNecOXNYtGgRTz31FCeccIK/uJswYcJRl2kymY75vlHf41VEAoduzxMRw7z//vvk5ubyhz/8odbX//Wvf3H++efj8/kICwtj6tSp/i80PXDgAECtzyrU188//1xtAIpFixbhdrsZN24cUPXM0pGDGBw5EMLRir1DUlJScLvdfPPNN9WmH7qt6tCH4sZISUkBqm4pOtyXX36Jx+Np0rIPV1ZWxuuvv87AgQNrvZJQWFjInj17uOCCCxg+fLj/2ZVDo68deaXs+++/9//b6/XyzTffMHLkSEJDQ0lJScFut+Pz+Rg+fLj/vx07dvD888/799eR+z0lJYWsrCzi4uKqtfv555+ZN28ewcHBzJ8/n6lTp+J0OrFarUyYMIFHHnkE+O14agkpKSns2bOHvn37Vsu2YMECPvroI/8xFB0dzdSpU1m6dCmLFi3i7LPP9l/x2b17N0VFRVxxxRUkJyf7t/9ofQwwcuRILBYL2dnZ1dZrNpt58sknG/Qlw8cffzwbN26sVjjl5+cza9Ysfvjhh3rvt/poyPF00kknsXLlStauXes/b8eNG8fKlStZtmxZvZ5NPOecc9iwYQPvvvsu3bp1859XgH+506dP9xdMW7ZsoaCg4KhXgCMiIigsLPSPYHloOYerz/EqIoFFV5pEpMWVlZWxYcMGoOoDT2FhIT/99BPvv/8+Z599Nqecckqt7caPH8/rr7/OPffcw9lnn43L5WLevHnExsYyfvx4oOqD5vr161m+fHmDv+MpNzeXm2++mcsvv5z09HSefPJJJk6c6P8r8tSpU/n222959NFHmTZtGmvWrKkxElhUVBRQVQjExMT4byE6ZPLkyYwbN46///3vZGdnM2jQIFatWsUrr7zCzJkzm/SdTsnJycycOZNnnnmGiooKxo4dS2pqKs899xzjxo3jxBNPbPAy09LSCAkJAapG+Nq9ezdvvvkmhYWFPP3007XewhYXF0f37t15++23SUxMJDo6mmXLlvmvOhz5TNZTTz2Fx+Oha9euvPvuu+zZs4fXX38dqHrObOzYscyePZvZs2eTlJTEpk2beOaZZzjxxBP93w115H4/77zzeOutt7j66qu54YYb6Nq1K7/88guvvPIKl112GRaLhfHjx/P4449z0003cdlllxEcHMx7772H1Wqt14frxrrqqqtYsGABV111Fddccw2dOnXiq6++4oMPPuCvf/1rtXnPPvtsbrnlFjwej3/UPIC+ffsSGRnJSy+9hNlsxmw2s2jRIj766KNa+xiqrmLOmjWLp59+mrKyMsaNG0d2drZ/Px55rB5rGz777DNmzZrF9ddfj8Vi4cUXXyQxMZEZM2YQFRVVr/1WHw05nqZMmcJrr70G/PZHhPHjx/PEE08A1Gu/nnjiicTGxvL+++/XGNRjxIgRfP3117z77rskJSWxbds2XnzxRUwm01GfNZw6dSpvvvkm9957LxdccAE7duzg9ddfr1YI1ed4FZHAoqJJRFrc1q1bueiii4DfngcZMGAADz74oH/UqtpMmTKFxx9/nNdee80/+MNxxx3HG2+84X8G6tJLL2XLli388Y9/5NFHHyU+Pr7euS655BJKS0u56aabsFqtzJgxg7/85S/+D03nn38+mZmZfPrpp7z33nuMHTuWZ555ptqVsf79+3PWWWfx9ttvs2zZMhYuXFhtHSaTiZdffplnnnmG+fPnU1BQQI8ePbj99turjbDWWHPmzKF37958/PHHvPLKK8THx3PFFVcwe/bsRl2Fe/jhh/3/tlgsxMfHM378eK6//vo6b7F64YUXmDNnDvfccw9Wq5Xk5GRefPFF/t//+3+sWbOm2jNojz76KP/85z/JyMhgwIABvPLKK/4PvEFBQcydO5enn36al19+mfz8fBISErj66qu56aab/Ms4cr/PmDGDt99+myeeeIJ///vflJaW0r17d+644w6uueYaoGq0t5deeonnn3+e22+/HY/Hw7Bhw3jttdfo169fg/uqvg59F9kTTzzBgw8+iMPhoE+fPsyZM4cLLrig2rxTpkwhKiqKnj170rdvX//0qKgoXnjhBR577DH+/Oc/ExERweDBg3nrrbf44x//yJo1a2p8NxDArbfeis1m45133mHevHnExMQwYcIEbr/9dn/BXx9du3blnXfe4d///rd/H48bN47//Oc//ttE67Pf6qu+x9Nxxx1HVFQUXbp08T/bN3ToUCIjI0lISDjmlzlD1TOAZ555Jm+++aZ/gJZD7rnnHlwuF0899RROp5MePXpw4403kpaWxrffflvr1wFMnDiRu+++mzfffJNFixYxdOhQnnvuOS6++GL/POHh4cc8XkUksJh8TXmSUUREREREpJ3TM00iIiIiIiJ1UNEkIiIiIiJSBxVNIiIiIiIidVDRJCIiIiIiUgcVTSIiIiIiInVQ0SQiIiIiIlKHDvc9TevXr8fn8+mL40REREREOjiXy4XJZGL06NF1zmf4lSa3283TTz/N1KlTGT16NJdeeikbNmzwv56amspll13GqFGjmDZtmv8bwRvL5/MRiF9N5fP5cDqd1bLVd5raB+a61F7t1V7t1V7tG9O+LWVVe7Vv6rFuNJ+vnrWBz2DPPPOMb+LEib5ly5b50tPTfffee6/vuOOO82VnZ/sKCgp848aN8/31r3/1paWl+T766CPf8OHDfR999FGj17dp0ybfpk2bmnELmkd5eblvzZo1vvLy8gZPU/vAXJfaq73aq73aq31j2relrGqv9k091o1W39rA8NvzlixZwllnncWkSZMAuOeee/jwww/ZsGEDe/bswWKx8PDDD2M2m0lKSiIjI4O5c+dy/vnnG5xcREREREQ6AsNvz4uLi+O7775j3759eDwe3n//faxWK4MGDWLNmjWkpKRgNv9W240fP5709HTy8vIMTC0iIiIiIh2F4Vea7r33Xv785z9z8sknExwcTFBQEM8++yy9evXi4MGDDBgwoNr88fHxAGRlZdGlS5dGrdPn82G325ucvTlVVFRU+39Dpql9YK5L7dVe7dVe7dW+Me3bUla1V/umtA8EPp8Pk8l0zPlMPp+xT2MtWrSI+fPnc+2115KQkMCHH37Il19+yVtvvcUtt9zCWWedxZ///Gf//Hv37mX69Om8/fbbHH/88Q1e3+bNm3E6nc25CSIiIiIi0kZZrVaGDx9e5zyGXmnKysrijjvuYP78+f4CaPjw4aSlpfHss88SGhpao8BxOBwAhIeHN3q9FouF5OTkxgdvARUVFaSnp9OnTx/CwsIaNE3tA3Ndaq/2aq/2aq/2+l2l9mpf97xGS0tLq9d8hhZNGzduxOVy1ajsRo4cyY8//ki3bt3Iycmp9tqhnxMSEhq9XpPJ1KSiqyWFhYXVyFbfaWofmOtSe7VXe7VXe7UP9HWpvdobfawbpT635oHBA0EkJiYCsH379mrTd+zYQZ8+fRg7dixr167F4/H4X1uxYgV9+/YlLi6uVbOKiIiIiEjHZGjRNGLECI477jjuvvtuVqxYQXp6Ok899RTLly/nuuuu4/zzz6esrIx7772XtLQ0PvnkE+bPn8/1119vZGwREREREelADL09LygoiBdffJGnnnqKv/71rxQXFzNgwADmz5/PyJEjAZg3bx5z5sxh5syZ2Gw27rrrLmbOnGlkbBERERER6UAMH3I8JiaGBx54gAceeKDW10eMGMH777/fyqlERERERESqGP7ltiIiIiIiIoFMRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB1UNImIiIiIiNRBRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHcxGBxAREQkkZXYnpeVuImITKC53U+awEx5iJjLcanQ0ERExiIomERGRw9gdbhavzCA3NxebzYbFYmF6Si8VTSIiHZhuzxMREREREamDiiYREREREZE6qGgSERERERGpg4omERERERGROqhoEhERERERqYOKJhERERERkTqoaBIREREREamDiiYREREREZE6qGgSERERERGpg4omERERERGROpiNDtDRldmd2B1uPG43EbEJFJe78eIkMtxqdDQREREREUFFk+HsDjdLVmXicrnIzc3FZrNx+sQkFU0iIiIiIgFCt+eJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EHPNIlIu1Nmd1Ja/tvgKmUOO+EhZj0rKCIiIo2ioklE2h27w83ilRn+wVUsFgvTU3qpaBIREZFG0e15IiIiIiIidVDRJCIiIiIiUgcVTSIiIiIiInVQ0SQiIiIiIlIHFU0iIiIiIiJ1UNEkIiIiIiJSBxVNIiIiIiIidVDRJCIiIiIiUgcVTSIiIiIiInVQ0SQiIiIiIlIHs9EBRETk2MrsTuwONx63m4jYBIrL3XhxEhluNTqaGKS2Y6LMYSc8xKy/iIqINDMVTSIibYDd4WbJqkxcLhe5ubnYbDZOn5ikoqkDq+2YsFgsTE/pRWSI0elERNoX/TFKRERERESkDiqaRERERERE6qCiSUREREREpA4qmkREREREROpg6EAQK1eu5Iorrqj1tR49erB06VL27dvHI488wurVqwkPD+eCCy7g5ptvJjg4uJXTioiIiIhIR2Ro0TR69Gh++umnatM2bNjAzTffzOzZs3G5XFx77bX06dOH9957j8zMTO69916CgoK45ZZbDEotIiIiIiIdiaFFk9VqxWaz+X+22+08+uijzJw5k/PPP5+FCxdy4MABPvjgA2JiYhgwYAD5+fk89thj3HDDDVitGmpXRERERERaVkA90/TSSy9RUVHB3XffDcCaNWsYOnQoMTEx/nnGjx9PWVkZqampRsUUEREREZEOJGC+3LagoID58+dzxx13EBsbC8DBgwdJTEysNl98fDwAWVlZjBw5slHr8vl82O32JuVtLh63G5fLhcvlAsDlcuFxu7Hb7VRUVAD4/3/4vw+fdrTpat+2s6p949sfOq8A//8bel4F2vbrvaL12reV48fjtdQ4Jg5lrfC6Wnz9at9y7dtSVrVX+6a0DwQ+nw+TyXTM+Uw+n8/XCnmO6bnnnuPdd99l6dKlhIaGAnDVVVcRHx/PY4895p/P6/UyePBgHnvsMc4555wGr2fz5s04nc5my91UEbEJLPxxR7VpZ00eQHlRtkGJRNq+9nhetfVtio1LwOWpPs0SDEX5gZe/rfR1bTkhMLOKiAQyq9XK8OHD65wnYK40ffbZZ5x77rn+ggkgNDS0RoHjcDgACA8Pb/S6LBYLycnJjW7fnIrL3dhsNlwuF0VFRcTGxhITHU2vrp2pqKggPT2dPn36EBYWBlDrtKNNV/u2nVXtG9++uNxNbGys/5yyWCwNPq8Cbfvb+ntFcbmbxSszquU/c1IyXeMDL39bOX6cXkuNY+JQVltsWEDtf7VvWPu2lFXt1b6px7rR0tLS6jVfQBRN27ZtY+/evcyYMaPa9MTERHbsqP5XtJycHAASEhIavT6TydSkoqs5lTnsWCwW/88Wi4Vgs7lavrCwsBp5a5vWkHk7evu2lFXtG97+8PPKYrE06bwKlO1v6+8VbSl/Wzl+PA5q9OmhrGEh5hZfv9rrd5Xaq31ztTdSfW7NgwAZCGLNmjXExcUxaNCgatPHjh3L1q1bKSsr809bsWIFERERNeYVERERERFpCQFRNG3dupWBAwfWmD59+nRsNhu33nor27ZtY8mSJTz55JNcc801Gm5cRERERERaRUAUTbm5uf4R8w4XEhLCvHnz8Hq9XHjhhTz00ENccsklzJ49u/VDioiIiIhIhxQQzzS98sorR32td+/evPbaa62YRkRERERE5DcBcaVJREREREQkUKloEhERERERqYOKJhERERERkTqoaBIREREREamDiiYREREREZE6qGgSERERERGpg4omERERERGROqhoEhERERERqYOKJhERERERkTqoaBIREREREamD2egAItI2lNmd2B1uPG43EbEJFJe78eIkMtxqdDTpAHT8iYiIkVQ0iUi92B1ulqzKxOVykZubi81m4/SJSfrQKq1Cx5+IiBhJt+eJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB1UNImIiIiIiNRBRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB1UNImIiIiIiNRBRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB1UNImIiIiIiNRBRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1MFsdAAREZHDldmdlJa7iYhNoLjcTZnDjtvtNTqWiIh0YCqaREQkoNgdbhavzCA3NxebzYbFYmHSqG5GxxIRkQ5Mt+eJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB1UNImIiIiIiNRBRZOIiIiIiEgdVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EFFk4iIiIiISB0Comj67LPPOOOMMxg+fDhnnnkmX3/9tf+1ffv2cf311zNmzBgmTZrEU089hcfjMTCtiIi0B2V2JzmFdorL3UTEJlBc7ian0I7b7TU6moiIBBiz0QEWLFjAvffey9/+9jdOPPFEvvzyS26//XYSExMZNmwY1157LX369OG9994jMzOTe++9l6CgIG655Rajo4uISBtmd7hZsioTl8tFbm4uNpsNi8XCpFHdjI4mIiIBxtCiyefz8fTTT3PFFVdw6aWXAnDjjTeyZs0aVq1axf79+zlw4AAffPABMTExDBgwgPz8fB577DFuuOEGrFarkfFFRERERKQDMPT2vD179rB//35mzJhRbfqrr77K9ddfz5o1axg6dCgxMTH+18aPH09ZWRmpqamtHVdERERERDogQ6807dmzBwC73c61117L1q1b6dGjBzfeeCPTpk3j4MGDJCYmVmsTHx8PQFZWFiNHjmzUen0+H3a7vWnhm4nH7cblcuFyuQBwuVx43G7sdjsVFRUA/v8f/u/Dpx1tutq37ayB1r4tHauHsh7KeWhaQ7Kq/43LX9v+w+tr9u33eC01lnn4ug6fFojHz9Hye9xuKryuFl+/2rdc+7aUVe3VvintA4HP58NkMh1zPpPP5/O1Qp5aLViwgLvuuosePXrwpz/9iUGDBrFo0SJeeuklXn/9dV5++WXi4+N57LHH/G28Xi+DBw/mscce45xzzmnwOjdv3ozT6WzOzWiSiNgEFv64o9q0syYPoLwo26BEIrVrS8dqW8paX219mxqSv7Z5zz15BJ8t3VSv9k3J1FLraglHyx+IWUVEApnVamX48OF1zmPolSaLxQLAtddey8yZMwEYPHgwW7du5fXXXyc0NLRGgeNwOAAIDw9v0nqTk5Mb3b45FZe7sdlsuFwuioqKiI2NJSY6ml5dO1NRUUF6ejp9+vQhLCwMoNZpR5uu9m07a6C1b0vHanG5m9jYWH9Oi8XS4Kzqf+Py17b/rBZLs2+/01tzmYfW1RaOn6Plj4mOxhYbFlD7X+0b1r4tZVV7tW/qsW60tLS0es1naNGUkJAAwIABA6pNT05O5vvvvyclJYUdO6r/FS0nJ6da28YwmUxNKrqaU5nD7i8eoaqgCzabq+ULCwurkbe2aQ2Zt6O3b0tZA6V9WzpWD89qsVialFX93/r5a9t/BJmaffs9Dmos88h1BfLxc7T8wWYzYSHmFl+/2ut3ldqrfXO1N1J9bs0DgweCGDp0KBEREWzcuLHa9B07dtCrVy/Gjh3L1q1bKSsr87+2YsUKIiIiGDRoUGvHFRERERGRDsjQoik0NJRZs2bx/PPPs3DhQjIzM3nxxRf5+eefufrqq5k+fTo2m41bb72Vbdu2sWTJEp588kmuueYaDTcuIiIiIiKtwvAvt509ezZhYWH85z//ITs7m6SkJJ599lnGjRsHwLx583jooYe48MILiYmJ4ZJLLmH27NkGpxYRERERkY7C8KIJ4Oqrr+bqq6+u9bXevXvz2muvtXIikeZXZndid7jxuN1ExCZQXO7Gi5PIcF01lcBSZndSWv7bcVrmsBMeYq5xrNZ2TB+a19DbGERERJpZQBRNIh2B3eFmyapMXC4Xubm52Gw2Tp+YpKJJAo7d4Wbxygz/cWqxWJie0qvGsVrbMe2fN8Sg8CIiIi1AfwwUERERERGpg4omERERERGROqhoEhERERERqYOKJhERERERkTqoaBIREREREamDiiYREREREZE6qGgSERERERGpg4omERERERGROqhoEhERERERqYOKJhERERERkTqoaBIREWlnisvdRMQmUFzuJqfQTpndaXQkEZE2zWx0ABEREWk+lU43363OIDc3F5vNhsViYXpKLyLDrUZHExFps3SlSUREREREpA4qmkREREREROqgoklERERERKQOKppERERERETqoKJJRERERESkDiqaRERERERE6qCiSUREREREpA4qmkREREREROqgoklERERERKQOKppERERERETqoKJJRERERESkDiqaRERERERE6qCiSUREREREpA4qmkREREREROqgoklERERERKQOZqMDSO1yCu143G4iYhMoLndT5rATHmJWlSvSAZTZnZSWVz//3W6v0bHEQGV2J3aHu9rvBZ/BvxFqy6TfVSLSXqloCkCVTjc/bTiAy+UiNzcXm82GxWJhekovIkOMTiciLc3ucLN4ZUa183/SqG5GxxID2R1ulqzKrPZ7YerY3gGXSb+rRKS90h+DRERERERE6qCiSUREREREpA4qmkREREREROqgoklERERERKQOKppERERERETqoKJJRERERESkDiqaRERERERE6qCiSUREREREpA4qmkREREREROpgNjqAtG1ldid2hxuP201EbALF5W68OIkMtxodTURERESkWahokiaxO9wsWZWJy+UiNzcXm83G6ROTVDSJiIiISLuh2/NERERERETqoKJJRERERESkDiqaRERERERE6qCiSUREREREpA6GF03Z2dkMHDiwxn+ffPIJAKmpqVx22WWMGjWKadOm8cYbbxicWEREREREOhLDR8/btm0bISEhLFmyBJPJ5J8eFRVFYWEhV199NdOmTeOhhx5iw4YNPPTQQ0RERHD++ecbmFpERERERDoKw4umHTt20KdPH+Lj42u89n//939YLBYefvhhzGYzSUlJZGRkMHfuXBVNIiIiIiLSKgy/PW/79u0kJSXV+tqaNWtISUnBbP6tths/fjzp6enk5eW1VkQREREREenADC+aduzYQUFBAZdeeiknnHACf/jDH/jxxx8BOHjwIImJidXmP3RFKisrq9WzioiIiIhIx2Po7Xlut5vdu3eTnJzMPffcQ2RkJF9++SXXXXcdr7/+OpWVlVit1mptQkJCAHA4HI1er8/nw263Nyl7c/G43bhcLlwuF0DV/72+mtP+N2+Ft+rfFRUV1ZZz6OfDp9d3WlPa15bf43Zjt9tbZf2tua1Nbd/W+qot5z+U9VDOQ9MakjXQ8tf2vtBS/V/f/vN4LfV+r2rI8dNa23+0/IfWdaztb0ifNnTe+px/R/td0Vr5G7L/m7r9Ha19W8qq9mrflPaBwOfzVRtX4WhMPp/P1wp5jqq8vJzg4GBCQ0P902bNmgVUjaw3efJk/vKXv/hfS0tL48wzz+TTTz9lyJAhDV7f5s2bcTqdTQ/eTCJiE1j4445q0849eQSfLd1UY96zJg+gvCi7taLVS235WypnbFwCLk/1aZZgKMoPrD45mtbsq5bQlvK3pay1qe/7QkttU337r7b5GjLv0fK31vYfLX9r9nV9NeR3RVPz1/e9tiH7X0QkkFmtVoYPH17nPIYPBBEREVFjWv/+/fnpp59ITEwkJyen2muHfk5ISGj0Oi0WC8nJyY1u35yKy93YbDZcLhdFRUXExsZitVhqTLNYLMRER2OLDSM9PZ0+ffoQFhbmX05FRUWN6fWd1pT2teWPiY6mV9fOzb7+4nI3X/6UVq1PThnXm67xzb+utt5XHT1/cbmb2NjYGudPQ7IGWv7a3hda8lyrT/85vfV/r2rI8dNa23+0/FaLJeCOn4b8rmhq/vq+1zZk/xv9/tXW2relrGqv9k091o2WlpZWr/kMLZp27tzJRRddxIsvvsi4ceP807ds2UJycjKDBw/mvffew+PxEBwcDMCKFSvo27cvcXFxjV6vyWQiPDy8yfmbQ5nDjsVi8f9ssVggyFRjmsViIdhsJiykapeFhYXVug21Ta/vtMa0ry1/sNlcbf7mWv/h6zq8T1piXS3RvjX7qqPnb85jJVDy1/a+YPS55nFQ7/eqhhw/rbX9R8t/+LoC5fhpyO+KpuZvif3f1O3vqO3bUla1V/umHutGqc+teWDwQBBJSUn069ePhx9+mDVr1rBr1y4effRRNmzYwI033sj5559PWVkZ9957L2lpaXzyySfMnz+f66+/3sjYIiIiIiLSgRh6pSkoKIiXXnqJJ554gltvvZWSkhKGDBnC66+/zoABAwCYN28ec+bMYebMmdhsNu666y5mzpxpZGwREREREelADH+mqUuXLjz66KNHfX3EiBG8//77rZhIRERERETkN4Z/T5OIiIiIiEggU9EkIiIiIiJSBxVNIiIiIiIidVDRJCIiIiIiUgcVTSIiIiIiInUwfPQ8EZGOoMzuxO5w43G7iYhNoLjcjRcnkeFWo6O1O2V2J6Xlv/VzmcNOeIg54Pq6tmPiUNa2/hfN4jbQ/yIiDaGiSUSkFdgdbpasysTlcpGbm4vNZuP0iUn6INkC7A43i1dm+PvZYrEwPaVXwPV1bceEP2uI0ekar9Lp5rvVgd//IiIN0db/mCUiIiIiItKiVDSJiIiIiIjUQUWTiIiIiIhIHVQ0iYiIiIiI1EEDQYiIiNRDTqFdox+KiHRQjbrStHDhQpxOZ3NnERERCUiVzqqR7havzGDhjztYvDIDu8NtdCwREWkljSqa7rrrLiZOnMiDDz7Ipk2bmjuTiIiIiIhIwGhU0fTtt99yzTXXsGLFCi666CLOOOMMXn31VXJzc5s7n4iIiIiIiKEaVTQlJiZy44038s033/D2229z/PHH88orrzB16lRuuOEGFi9ejNut2xZERERERKTta/JAEGPGjGHMmDH8/ve/57HHHuP777/n+++/p0uXLlx55ZVcc801BAcHN0dWEWklZXYnpeW/PfBe5rDjdnuNjiXNrMzuxO5wVxvcQPtaRESkpiYVTfv372fBggUsWLCAzMxMevXqxe23385JJ53E999/z/PPP09aWhr/+te/miuviLQCu8PN4pUZ5ObmYrPZsFgsTBrVzehY0szsjqrBDVwul/a1iIhIHRpVNH344YcsWLCAdevWERISwmmnncacOXM4/vjj/fMMGDCAwsJC3nvvPRVNIiIiIiLSZjWqaLrvvvsYOXIkDz74IGeccQaRkZG1zjdw4EAuuuiiJgUUERERERExUqOKpoULF5KcnIzH4/E/r1RZWYnL5SIqKso/37nnntssIUVERERERIzSqNHz+vTpwwMPPMCFF17on7Zu3TomTJjAv/71L7xePUQsIiIiIiLtQ6OKpmeeeYbPP/+cs846yz9tyJAh3HnnnXzwwQfMmzev2QKKNEaZ3UnxYaO/5RTaKbM7jY4lIiL/U2Z3klNo13u1iLQJjbo974svvuDuu+/m4osv9k+LjY3lqquuwmw288Ybb3Ddddc1W0iRhqpt9LfpKb2IDLcaHU1ERDj66I3TU3oRGWJ0OhGR6hp1pamwsJCePXvW+lq/fv04ePBgk0KJiIiIiIgEikYVTf369WPRokW1vvbtt9/Su3fvJoUSEREREREJFI26Pe+KK67gnnvuoaioiOnTpxMXF0dBQQHfffcdX3/9NY8++mhz5xQRERERETFEo4qmc889l/Lycl544QUWL17sn96pUyfuu+8+DTUuIiIiIiLtRqOKJoBLL72USy65hD179lBUVER0dDT9+vUjKKhRd/yJSAsrszuxO9x43L+NVOXFqcExRERERI6h0UUTgMlkol+/fs2VRURaUG0jVZ0+MUlFk4iIiMgxNKpoKigoYM6cOXz//fdUVFTg8/mqvW4ymdi6dWuzBBQRERERETFSo4qmhx9+mO+++44zzzyTxMRE3ZInIiIiIiLtVqOKph9//JG//e1vXHTRRc2dR0REREREJKA06hKRxWI56pfbioiIiIiItCeNKpp+97vfsXDhwubOIiIGyCm0U1z+24h6OYV23G6v0bFEREREAkajbs8bMmQITz31FHv37mXkyJGEhoZWe91kMnHTTTc1S0ARaTmVTjc/bThQbUQ9i8XCpFHdjI4mIiIiEjAaPRAEwOrVq1m9enWN11U0iYiIiIhIe9Goomnbtm3NnUNERERERCQgNXms8NLSUnbt2oXT6cTj8TRHJhERERERkYDRqCtNACtXruTxxx9ny5YtmEwmPvzwQ1555RUSExO55557mjOjSJtTZndSetjgCmUODa7QkWj/i3RctZ3/4SFmIsOtRkcTkSZoVNG0fPly/vjHPzJ69GjuvPNOHn/8cQAGDRrEM888Q0JCAldffXWzBhVpS+wON4tXZmhwhQ5K+1+k46rt/J+e0ktFk0gb16jb85566ilOPvlk3nzzTa688kp8Ph8AN9xwA7NmzeLDDz9s1pAiIiIiIiJGaVTRlJqayvnnnw9UjZR3uIkTJ7J///6mJxMREREREQkAjSqaoqKiyM3NrfW1rKwsoqKimhRKREREREQkUDSqaDr55JP5z3/+w+bNm/3TTCYTBw8e5KWXXuKkk05qrnwiIiIiIiKGalTRdMcddxAXF8eFF17oL5Buv/12TjvtNEwmE7fffnujwuzZs4fRo0fzySef+KelpqZy2WWXMWrUKKZNm8Ybb7zRqGWLNESZ3UnxYaMf5RTaKbM7jY4lIiIiIgZo1Oh5MTExfPjhh3z22WesWLGCoqIioqKiuPzyyznvvPMICwtr8DJdLhd33nkndrvdP62wsJCrr76aadOm8dBDD7FhwwYeeughIiIi/M9UibQEjX4k0rzcHi/FZQ4Kiu1k5TrIzM8l/WA5breXsgoHTkclsasqCA+1YLUEU1hcgcflwhrmpHNMo78dQ0REpFk0+jeR1Wrlwgsv5MILL2yWIM8++yyRkZHVpn3wwQdYLBYefvhhzGYzSUlJZGRkMHfuXBVNIiIBzOX2kp7tYPOBXaRmFLE9oxCP13fYHE72ZJVWa5OZm19jOVv37sMcHMTm3XlYgoOIiw7xj9gqIiLSWhpVNH322WfHnOfcc8+t9/JWr17N+++/z2effVbteag1a9aQkpKC2fxbzPHjx/Pyyy+Tl5dHly5dGpBaRERaktfrY39uGfMWbGHDjhwqHB7gt0GDzMFBREdYsAZ56BwbxaiB8STGRRCEh4zMvdjiu4IpmH05ZazfkUNRiZ0Kpw+3x8vW3QX+5YRaTPQqzWdIPxu22Ibf2SAiItJQjSqa7rnnnlqnm0wmgoODCQ4OrnfRVFJSwl133cXf//53unbtWu21gwcPMmDAgGrT4uPjgapR+lQ0iYgYr6TcSVpWJb9sy8Dl9vqnR4QGMap/PKMHJdLNFsGmnbm43e7/3fbaiZPH9iK+Uzh2u51I8hk8uBvh4eHkFNqxmiE3N5cuXbpQXuklMsLKis1ZZOWXU+nysSOzmIdfXUm/bjH8LqU7cVZvHQlFRESaplFF09KlS2tMs9vtrFmzhldeeYXnn3++3st68MEHGT16NDNmzKjxWmVlJVZr9WdIQkJCAHA4HA1M/Rufz1ft2SkjedxuXC4XLpcLqHq2C6+v5rT/zVvhrfp3RUVFteUc+vnw6fWd1pT2teX3uN3Y7fZmX/+hdR3ZJ7WtqyHzNnVd9W1f235tqb6qK1N9jrVD0wMpf2O29fD8Dc3a3OtvSP+11vHj8Vrqvf+PXFe53c6abcUsWZVBblGlf/kh1mAmDk9kwpA4gt359Ovbl7CwMIrL3biP2K76bL/b7SYyzMLU0d3B66Gi0sGeffkU2U3kFjvYfaCYlz8rJtRqYlqmiXOmJGEyBddr/zdk+1uz/2t7r2/q+dsS739NOX4auv119Wt7fP9pK9uq9mrf1PaBwOfz1fje2dqYfM18c/gbb7zBN998wzvvvHPMeT/77DOefPJJvvjiC2JiYgAYOHAgjz76KOeddx4zZsxg8uTJ/OUvf/G3SUtL48wzz+TTTz9lyJAhDc63efNmnM7AGQUtIjaBhT/uqDbt3JNH8NnSTTXmPWvyAMqLslsrWr3Ulv/C00bVWpRagqEov/H5a1vX0fqkIfM2dV31bV/bfm3NfdqQY6226Ubnb4j6HpdNPSYbsv6G9F9rHT+1redY6/J4fWxKt/Pz1lLyStz+1+OizHTrbKFTZDAzpgyskaup529tmaal9OOn9ems3lFGUbkHAHOwiQnDbLgqywmx/DZAbG3rasj2t2b/1zdrQ87flnj/a8zxU5/2gfq+Ul9N/f0hIq3ParUyfPjwOudp9iGJBg4cyBNPPFGveT/++GPy8/NrfK/TAw88wFdffUViYiI5OTnVXjv0c0JCQqMzWiwWkpOTG92+ORWXu7HZbLhcLoqKioiNjcVqsdSYZrFYiImOxhYbRnp6On369Kk2SmFFRUWN6fWd1pT2teWHYFamFtbIf8q43sRGNT5/cbmb2NjYGn3Sq2vnJs3b1HXVt31t+7Uhy2yJfXW0Y81qsQRc/qYeK7Udl2dOSqZrfPPnb+r+b63jx+mt//6PiIhk+95yPvlhDwUlVVf6w0PM9EyIpFd8GM7Ksjrfq2o7/pq6/V3jOzPrvHj+UG5n8S/bWJXmZPeBUpZtzCHIBN06WxjeP56IsJBa19WQ7W/N/q9v/zXk/G2J97+G9F9D2gfi77qW+l1ldFa1V3uj2weCtLS0es3XrEWT0+nko48+Ii4url7zP/7441RWVlabdsopp3DLLbdw9tlns2DBAt577z08Hg/BwcEArFixgr59+9Z7HbUxmUyEh4c3un1zKnPY//eBrorFYoEgU41pFouFYLOZsJCqXRYWFlbrNtQ2vb7TGtO+NfMfvq7Dl3n4/I2Zt6nrqm/72vqlIctsSF8dK9Oh9R9tXx0+PVDyN6S90f3f1PW3Vn6Pg2Puf7PZzL5cO/e/soq8oqpbKiJDgzhnShITRvTg540HcLlc5FaW1Xmu13b8Nef2D+oRxrnTR7N9XzlvfrWVtH3F7Mt3kV2cxbB+cXgJqrGu+my/Ef1f3/5ryPnbEu9/Dem/hrQPxN91DWnf1N8fbWlb1V7tm6u9kepzax40smiaNm1ajRV4vV4KCwtxOBzcfffd9VrO0a4WxcXFkZCQwPnnn8+8efO49957mTVrFps2bWL+/Pk89NBDjYktIiL15PP5yC91s373PkrsVc9lxEaFMHNyH7pFljFiWB/KGv9oaYswmUyMGRhPd1sEr3+xhQ3bcyh3eFm/I5f7XvqFG84bwbC+0UbHFBGRNqhRRVNKSkqtVVlkZCRTp07lhBNOaHIwqCqe5s2bx5w5c5g5cyY2m4277rqLmTNnNsvyRUSkpr3ZpSzbeJCcwqorS1ZzEDMm9+Pi6QPxepykpqYanLBuJpOJrnHhBCeHU+4OZWt6IblFFTzy2krGDOjCpIH6slwREWmYRv3m+Oc//9ncOfy2b99e7ecRI0bw/vvvt9j6RESkisPpYf2OfN5bvB0fYDJB/x4xDE+2ccYJfQkNMWO3B85AOsdiMpno2y2avt07UV7p4r8rM1i3I4+NabC/NIyTx/U1OqKIiLQRjSqaDhw40KD5u3Xr1pjViIhIK/B6fezPd/LLtr3+71nqER9Bt1jo1T0OiyXY2IBNZDEHccG0/syY1I+XPt7Apl0FfPz9Hr5fn8WQvp2Jjw0xOqKIiAS4ZnumqS6BfiuHiEhHlVtoZ3VqNsVlVVeQYqNCuGbGEDKzisnNzTU4XfPqmRDF364cwyeL17F0s5384kqWbThAQucwesUFHXsBIiLSYTWqaHrqqad44IEHGDp0KGeffTYJCQkUFhby7bff8vXXX3PjjTfSvXv35s4qIiLNpLDUwfyvdrJiSxYA5mAYntSFAb07k9QjlsysYoMTtgyTycSQXuGcOXUUH3y7h69/SSe7oIKcQih1FjA82WZ0RBERCUCNKpoWLFjA1KlTazzbdMYZZxAXF8e6dev405/+1CwBRUSk+Xg8XpZvK+WHj36m0ln1hbB9u0XRNdpLt67RBDXgLoK2LNQazHlTq76vb83Wg2QXVrAto4i92WV0ig6hmb/3XURE2rhG3Y+wfPlyzjrrrFpfmzx5MmvXrm1SKBERaX5pe4u4d+4qFq0rptLpoV/3GE4Z15vjBtqwmDvm7WnREVYmjUxkSM9QwkKCKa90M/fTLfy86SAVDq/R8UREJEA06kpTp06d2LhxI5MmTarx2vLly4/6/UsiLSGn0I7H7SYiNoHicjdlDjtud9v+sFNmd1JaXn2bwkPMRIZbjY4mbVCFw83rX/zKNyvS8fkgLCSYC6Ymc8LI7vy4fj8ul8voiIYymUzYYiwM6JvIjr0lbM8o5GBBBdmFUOoqYFg/3bInItLRNapouuCCC3jxxRepqKhg2rRpdO7cmby8PL755hveffdd7rvvvubOKVKrSqebnzYcwOVykZubi81mw2KxMGlU2x6x0e5ws3hlRrVtmp7SS0WTNNjabbm89uV28oqqvnOpZ3wEPTpDhcOFV7egVWMODmJkfxsXTOvPS59sIqewgtT0ItKzyggLNeuWPRGRDqxRRdPs2bMpLS1l/vz5vPrqq0DVt8eHhYVx2223cfHFFzdrSBERaZiCkkreX5ZP6t59AHSJDWNovzhsMdZ2Nypec0uIC+fEkYmk7soiPdeNvdLNG1+l0ikqhOFJnekYT32JiMjhGlU0mUwm7rnnHmbPns2GDRsoLi6mU6dOjBo1isjIyObOKCIi9eTx+vjmlz3831dbqXB4CAoyMXNKEien9GKZbsWrt0O37A3sm8ierHK2ZRRQWOrgxw1ZxEYEM9paaXREERFpRY0qmg6JjIwkPj4egFGjRuF2u5sllIiINFx6VimvLVzD9sxCALrHWfnzxWMY3C+BnEK7wenapuDgIAb37czFpw7gtc9/JW1vEUXlHr5bd4D8EieXnTaY3gmhRscUEZEW1uiiacGCBTzxxBPk5uZiMpn48MMPefbZZ7FYLDzxxBNYrXr2QkSkNbjcXr7dWMxPqfvxen2Eh5q5eHoyPSJL6Z0YZXS8diEq3MpxgxJI6h7F+m0HyS5ysSktj7ueW8ag3rGM6RPMoEF65klEpL1q1BizX331FXfffTfjx4/nySefxOutGqnsd7/7HT/88AMvvPBCs4aUhimzO8kptFN82OhrOYV2yuxOo6OJtFm1nVeBcE7t3FvIX19cyY+/luL1+pgwvCsv3DWNU8f1JChIT980t4hQCwO7h3JKSk9OHNUdc7CJbRlFvPNDPrc/s5zPf9xFWYVugRQRaW8adaXppZde4uKLL+bBBx/E4/H4p59//vkUFBTwwQcfcOuttzZXRmkgu8PNklWZNUaUm57Si8gQo9OJtE21nVenT0wybERDj9fHx9/u5JsVGVVXl0KCuO7cYZyc0rcqr12347WkqHALF/4uiWvPHsrHS7ezaGUmB/LKeWXBFv7vq1ROGJ5A705OBg7U1ScRkfagUUXTnj17uPvuu2t9beTIkTz77LNNCiUiIkdXYvewfvc+SuxVVzQmDEtg0oAgjh+m78hrbXExYVx22gCGdnORUxHN0jX7yThYyvfrDgDwxeplnDSmJxNHdiO5R6yxYUVEpNEaVTTFxcWxa9cuJk6cWOO1Xbt2ERcX1+RgIiJSncfrZdOufHZkVl1Fio6wctMFIxmVHEtqaqrB6Tq2UEsQp47oybknDWDrngIWrdjNL5uyKChx8Mn3aXzyfRqdo0MZMzAOW3glffq5aeJYTCIi0ooa9Y59xhln8MwzzxAfH8+UKVOAquFZt2zZwgsvvMBZZ53VrCFFRDq6A3nlLF6ZSVGpA4BeCZHccelx9Oseq1vxAojJZGJovzj6JoZxQrKJClMcK7fmsXZbNgUllSxZvR+A95d9T5+u0YRYgomLtoJHt/GJiASyRhVNt956Kzt27ODWW28lKKhqLInLL78cu93O8ccfz5///OdmDSki0lH5fD52ZBby0bc7cbm9WC1B9O9qZXBSvGHPU0n9WIJNjBicwNSxfXG6PGzelcfPG/axJjWLwjIPu/cX++c1AZ33u0iIiyAhLpyR/WINyy0iIjU1qmiyWq3MmzePn3/+mRUrVlBUVERUVBQpKSlMmTIFk0kjNomINJXT7eXnTQc5WFABQGJcOMcP7EJpSaHByaShrJZgjhuUwOBeUUzsD7aufVi3s5Bv1+wlu8COvdJNfomD/BIHW/cUYDJBYqyFUXuCGDkggYTO4UZvgohIh9aoounaa69l1qxZTJw4sdbnmkREpGmy8u2s2WnH5fERFGTivKnJmINMuN1uSo0OJ03WJTaME0aEYa9043K52Ls/G09QOPklDsrsLnKLKsgqdJG1PJOvl2cCVc+wxXcKJSzYTefOXoO3QESkY2lU0bRu3TpdTRIRaQFOl4e3v9nGz5sOAhATYeWEEd2YelwPftpwwOB00lJCrUHYbFH079WZ6Sm9cDoqWfrLr5S4wtmxt4T0rBJKyp2UlFd9N9ivezNIO1BGZJiFhFh9l4SISEtrVNF04okn8vnnn3PcccdhsViaO5OISIeUW1TBUx+sJm1vEQDd4yykDO1GaKg+FHc0naNDGdY7nMGDBxMeHs7uA8V8uGQH+3NKOZBbhsPtY3NaHgDBQSY6RwYz2FxBN5tG5BMRaQmNencNCQnh888/5+uvvyYpKYnw8Or3WptMJv7v//6vWQKKiHQEu7IqeeKzlZTaXUSEWRjdP45gbznBwUFGR5MAEBlmoWdCFImdQ+nZ2Yc1PAaz2cxPGw9U3c5X4iZ3QxYxEfkAuD26fU9EpDk1qmg6ePAgo0eP9v/s81UfKvXIn0VEpHZer49Pf9jDe99VXTVI7hnLH88ZxupfD5CbW25wOglEJpOJ2MgQpo7tTWxkCLmF5aTuziG72E1xuZP3/ruDEEsQPbpY6BznQ/eDiIg0Xb2LpsWLFzN+/Hiio6N58803WzKTiEiHYK908f8+3czKX6ueX5p2XHdu+v1oisocBieTtsJkMtEpKoT+3UI5fkhn9uVWkJldQl5RJbuyHGQV7mV4Uhe8+mOmiEiT1Pu+jz//+c+kp6dXm/bKK6+Qn5/f3JlERNq94jInj7y6kpW/HsRiDmJGSieuP3cIVkuw0dGkjbJaghnYuxP3XzuOMQO6YDWbsFe6WfnrQR57Yw37c8uMjigi0mbV+0rTkbfceTwennzySU444QTi4uKaPZiISHuVW+xi+9b9eLw+4juFcdtFI3CU7Dc6lrQTwcFB9OseTbi5kqJKK9syCtm5t4hbHv+OC6YlkdRZV51ERBqqScPs6NklEZH68/l8bMsoZOveSgCG9ovjb1elYDa5SVXRJM0sOMjEoN6x9O0ey659RWzdU8A7i3fSI87K33pU1hjESUREjk7DMomItAKX28vKXw+yZXchAMk9ovnzxaOIjrAanEzau8gwC7dfMoY/XzSa8FAz+/Kd/PXFlf4hy0VE5NhUNImItDCny8PzH25kz4ESTCZI7hrCqP5dCA5qv2/BxeVuImITKC53k1Nox+3WENhGMplMTE/pxT9vHEdCrIXicid/f/kXPvshTXeNiIjUQ5O/Bc9kMjVHDhGRdsle6ebnTQcpLndiDg5i/NB4gr3teyjxSqeb71ZnkJubi81mw2KxMGlUN6NjCZDQOZxrT7GxbLuPZRuzePXzX8nMKmZCsgonEZG6NKhouummm7Baq99KcsMNN2CxVP8WCJPJxJIlS5qeTkSkDSur9LBq534qHB5iIq1MGN6VyNBgff+SGMpqDuKm8wcxqE8c8z7fwn9X7+NgThgDB+pqoIjI0dS7aJo5c2ZL5hARaVfyiirZsNuOxwvREVbuvOw4tu4uwOVyGR1NBJPJxNmTk4iNCuHJd9axOaOCJ97dyN+uHm90NBGRgFTvounRRx9tyRwiIu3Gr7vzWbYxC48X4mJCmTKmB52jQ42OJVLD5NE9CDZ5ePydDazbnsfD81Yw+4IRRscSEQk47fcpZBERA6zYksUz76/H4/XROTKYySMTCdEX1koAGz3AxmVTbYSFBLMpLY+XP92M16tnnEREDqeiSUSkmfy0MYtH/281bo+P7rYIhvYKIzhYb7MS+PrEh/CXS0dhMQexfnsu63bkaVQ9EZHD6Le5iEgzWJtWxnMfb8Hr9XHCiK6MGxJPUJBGF5W2Y2jfzvzlsuMxmSA9q5Q92U6jI4mIBAwVTSIiTbTw5wy+WFWEzwdnnNCHq2cMVcEkbdKE4V258owhAOzNc7Jrf7HBiUREAoOKJhGRRvL5fLy7eDtvfrMDgHNO7MMN540gSN9fJ23YiaO7M7RvJwA27Mwnp9BucCIREeOpaBIRaQSfz8en3+/inUXbAJg2Ipo//C5ZX/gt7cKg3rHYYsz4fPDTxgMUFFcaHUlExFAqmkREGiE1vYgvf94DwBWnD2DysGgVTNJumEwmBnYPJTbSisPp4fmPNuJweYyOJSJiGBVNIiINlJHjYGt6IQDXnj2MM0/obXAikeYXHGRiwrAErJZg0rNKePHjjUZHEhExjIomEZEG2JZRRHpO1ahivz+5P+dOSTI4kUjLiQizMHFEV4JMJpau3suyDVlGRxIRMYSKJhGRekrdU8CW3QUADOvXidMm9DE2kEgrSIyLYMaJfQF4dWEqBWVugxOJiLQ+FU0iIvWweGUGG3bmAtAn3sqg3p0MTiTSes6c1JchfTtT4fDwyc8FeDxeoyOJiLQqFU0iIsfw+bJdvP/fqmHFB/eJpXd8iMGJRFpXcFAQd1xyHOGhZvblO/n4+91GRxIRaVWGF035+fn85S9/Yfz48YwePZrrrruOXbt2+V9PTU3lsssuY9SoUUybNo033njDwLQdQ5ndSU6hneJyNxGxCRSXu8kptFNmb51vhz/a+t1u/WVTWt+ilXt55bMtAAzt25khfXSFSTqm+M7hzJoxGIBPftjDzsxCgxOJiLQes9EBbrrpJrxeL3PnziUiIoKnn36aq666isWLF1NZWcnVV1/NtGnTeOihh9iwYQMPPfQQERERnH/++UZHb7fsDjdLVmXicrnIzc3FZrNhsViYntKLyFb4A/vR1j9pVLeWX7nIYdbsLGPh6n0AnH5CH2IirLjdep5DOq6JIxL5Yc0uNu6x8/rCrUwe3d3oSCIircLQoqm4uJju3btz/fXXM2DAAABmz57NOeecw86dO1m+fDkWi4WHH34Ys9lMUlISGRkZzJ07V0WTiLSob9fuZ+HqIgBmnpTMmRP7sHT1XmNDiQSA046LJTPPQ3aBnS278hnaN9boSCIiLc7Q2/NiYmJ44okn/AVTQUEB8+fPJzExkeTkZNasWUNKSgpm82+13fjx40lPTycvL8+o2CLSzi1ZlcncBVsBOGNCL64+a4i+uFbkf8KsQcyaMQiAbRkFFJY6DE4kItLyDH+m6ZD77ruPCRMm8OWXXzJnzhzCw8M5ePAgiYmJ1eaLj48HICtL3xXRkfl8PiodbrLz7RSWVpJfXElRuZu84koKSio5kFtGeaULj9dndFRpY75ds5dnPliPzwcpAyK44vQBKphEjnD84HjGDknA54M1qbl4fXqvFZH2zfBnmg658sorueiii3j77be56aabeOedd6isrMRqtVabLySk6qEah6Pxf9ny+XzY7fYm5W0uHrcbl8uFy+UCqPq/11dz2v/mrfBW/buioqLacg79XFFRgcdrabX2LZ3f6fKyL7uEcoeX3fuL2JFZiL3ChdNTis8Hn/6wq9py2FO1nEUrMvyTgreVE2INZs3Wg3TtEk6nSDPBHjvB4Xn069EZc3BQtfUfvl1H5rfb7TXmPTL/0drX1i9HW2ZT119Xpvrsq0PTG5v/aJnqm7Wp7Rvb/9+uyWDu5zvw+WDamEROHBhMZWUlJpOp1v5ryP5r6v5vav83df/Xtq6jvVc09fhprfOnpfLX1v+1TW+p99r67r+jZa1v/108PZmNO3MpLneyNxc6d2qe46e+vysaOq212jfH+3db2Va1V/umtg8EPp+vXn8cDZiiKTk5GYA5c+awceNG3nrrLUJDQ3E6q4/YdqhYCg8Pb/S6XC4XqampjQ/bjCJiE8jNzfX/XFRUhPN/AyAcPg2guKQT5UXZAKSnp9e6vPT09FqX2VLtmzv/lm272FsUwk/r91Nsd1Ph9AHltc4LEGoNxuv1EmQCk8mEDx8+L1gsZsorXfh84PH6sFe62bmvmJ37iv1tP1leQHAQ2GIsJMRaSOxkYffBbSR2smJL6OrPfXj+A5nZ1fqqtv471C9Htne6utbol+KSklqXWVv7hqz/aJnqu6+crprb35D8x8rUmPwNmbcx/b8lw87Hv+zD54PjkiOYNDAYk8lUZ/81ZP81df83tf+buv9rO/6O9l7R1OOntc6flsp/OCPea+u7/46WtSH91y/ByrZ9lWTkOrHFFBAeEtTk46e+v6saO62l2zfn+3dLZ1V7tQ+U9kY78iJNbQwtmgoKCli+fDmnnnqq/7mloKAgkpOTycnJITExkZycnGptDv2ckJDQ6PVaLBZ/kWa04nI3NpsNl8tFUVERsbGxWC2WGtMsFgsx0dHYYsNIT0+nT58+hIWF+ZdTUVHhn+70tl775sifU1jBTxv3sXzTAfbmOjnyJo+ocDMxkSGMTLaRU1CK21mBLS6GyPBQTh7bm+/WZtZY19TjerFoeRr5BUWERUTh9ppI7hFLmd3JgbxS0vcXklviocLh4WChi4OFLjbu+W2diXFFWM0mQoPd9EjsRKfoMGKio+nVtXO1vjq0DUdOKy53ExsbWy1Tbf1ytGXW1r4h6z9apvruK6vF0qT8R8tU36xNbd/Q/v9hbaa/YJo6phvXnTMEh6PymP3XkP3X1P3f1P5v6v6vbV1He69o6vHTWudPS+Wv7/HbUu+19d1/DTl/jtZ/Q5O7UlCWRU5RJRl5Hk4cGd/k46e+v6ta6v2jJd5/AvW9Uu3V3uj2gSAtLa1e8xlaNOXl5XH77bczb948TjzxRKDqKtDWrVuZNm0aXbp04b333sPj8RAcHAzAihUr6Nu3L3FxcY1er8lkatKVquZU5rBjsVj8P1ssFggy1ZhmsVgINpsJC6naZWFhYbVuQ1hYGB4Hrda+sfmDzVZWbyvgv6sy2Liz+qAevROjCA+10DnKCu4yuibG+4cc/251Brm5TqIjw+pcF0EmrFYr5mATsVFV804Y0Z34TuHY7XZSU1MZNGgQpZWw50AJOzLy2LLzAIXlJrILKziY/9vtmzsOHMRqDmLHvlJG9u9CUtcIXG5vrX1YW78cnunIrMFmc7Vl1NX+aPPWtv5jZTrWvjp8emPyHytTY/I3pH1D+n/F1nxeXLAdnw+mjO7KrX84nqAgE0FBpmP2X0P2X1P3f1P7v6n7v7Z1He29oqnHT2udPy2Vv7b+P1JLvtfWd/815Pw5Wv9ZrVZGD+zC4lX7yCmsJKfI0eTjp76/q1rq/aOp7Zvz/TvQt1Xt1b652hupvs8tG1o0DRgwgMmTJ/OPf/yDf/zjH8TExPDyyy9TUlLCVVddRUhICPPmzePee+9l1qxZbNq0ifnz5/PQQw8ZGVuaoKCkkv9uKObfn/5IecVv33czpG8nenf2cdZJwwgNCzvse5qOfmteU5lMJhLjwkmMi2BkUgzDujoZPHgwLm8wq7YeZNHydA7mlVJW6cXp9rI5LY/NaVUFXlAQJC0vZ1iSjSF9O9MnIXD+YiL198O6fbz5dSo+H4xJiuCGc4f6iyURqZ+ocCs9u1jJzHWyblsO500NjDs5RESak+HPND355JM88cQT3HbbbZSWlnL88cfz9ttv061b1ReZzps3jzlz5jBz5kxsNht33XUXM2fONDi1NFRJuYPXv/iV5Vuy8HiqbsDrEhvG9LG9mJ7Si6hQSE1NpUtsGGUGj14bExnCyP42DuSUkBjtIS6uC2WVXjrHhLIvu5Rfd+dRWOpk595idu4t5tPvq9rFRZsZsd3LiOQEEuLC8Wk0qYCWtq+YDTvzATh1XE/G9fOqYBJppF42K3klXsor3SxakUFkaLDRkUREmpXhRVNUVBQPPvggDz74YK2vjxgxgvfff791Q0mzqXR6WZ2aQ+bBMv+zSj1tVi763WAmje5N8P8+pAbKaIa1CQoyERcTyvSUXsR3Cqe8vJzla7bgtsSRtr+M1PQCMg+Wkl/i5ru1B/hu7QEAQqzBRIWa6F5ZTEJcJB6v1+AtkUP25jnZfbAUgHOnJHHxyX3Ztm2bwalE2q7gIBMj+8exfEs2S1ZlcvLxPYyOJCLSrAwvmqR9cjjdbErLY9f+cg5dcBk1wMZ5U/rgLc9i8OB4f8HU1phMJjpFmhk8uBunnVB1T25OXjFLftmM3RvFjr0l7NxbiMPpweGEvJJ8SMvn+3X76BQVQudoK2afm5hYT4PXnVNox+N2ExGbQHG5Gy9OIsOPPeKL/CY1vZDdB6suZ545sS/XzBgacMOfirRF3bqEkxgXzsF8O5t25TMgUVebRKT9UNEkzcrn87Fs/X4W/rwHp6vqykp8pzBGDbBx0e8GEhkCqalZBqdsfpHhFgZ2D2Pw4P6Eh4ezP7eU9xZtI+NAHhVuM/nFlThdHrIL7GQXVF1V25yRwepteQztG0e/bhEEu1wMrOPLeCudbn7acOB/z3rlYrPZOH1ikoqmevL5fGxKy+PXPYUADO3bifOmJuuLa0Waiclk4rhB8Xz9SwZZeXZskWHYbEanEhFpHiqapNmU2D1sWrufwtKq79aKibDS2xbMgL5dq42Q1BFYzMF0iQ3F5wrBZrNhNptJ6hHDohWZ5BSUk1NYTqXTR1ZeOVl5vw128fqSPAb06kTPhCgKS+z43Lqlrzl4fT4+XLqTX3dXPcPULyGEwX06GZxKpP2JjgjhxNHd+GHdfnYfdNC/j57tFJH2QUWTNJnb42VjWj4791ZdQQkLMTOkb2d6J0SQn593jNYdg8lkopstkv49Y+mTGEFubi7RMZ3p26MTWXnlpO7JZ0dmIZVOD5vS8tiU9lu/RWRk0iU2DLfXS3Gpk8jQIAO3pO3xeLys+PUA+3LKABjVP46YEOcxWolIY51xQh9+2ZRFWaWXjINl9O/V2ehIIiJNpqJJmiRtbxHfLE+n1O4CoFdCJDdeMJJNO/NwuVwGpwtsIdZgRva38buU3tjtdn79dStRcT3JyKlg/Y5cNu3MpdTuorzCTXlFKRlZVQMXBAWZiAwNIrE4H1vnSMYNTSSsY13IqzeX28ePG7PIL3ZgDjYxbmgiXePCyM3NNTqaSLsVGW5lcO9YNu0qYMvuAvp0izU6kohIk6lokkZxe7z835db+fjbnfiAUGswyV2tDOoXT3SEnrFpjKAgE70SoxjUL4HRA+P5+uddZB3MwWSNpKjMhdfrY+feIlxuLyV2DyX2Ynbs3cSLH28iLjqEbp2CmFRxgHHDuxMXo++NKrU7Wb+7nAqnD4s5iJsuGEF2QUXAFfNHDu5R5rDj1m2Z0sYl9Yhhx96qq+fb0gs4/YQ+RkcSEWkSFU3SYIVlbh58dQ079xYD0LdbNMP7daK4qMDgZO2POdiErXM4PRMsTBrVjWXr91NYYid9Xx4unwWXx8f+nDLySxzkl8DmjF958dNf6ZUYxbC+negUUkHfJA8B9MXbrWLjzlyWrtmP2+MjLCSYk8b0pH+vTmQXBNYoebUN7mGxVO1rkbYsOMhEv4QQtu6tJDW9gKJSB/GdOtgbkYi0KyqapEFW/prNy19nU+nyERFq5vIzhlBc5gi4v963VyaTiahwK4mdLP7R86LCrWzeeZDvV+3gQJGJ3QdKyDxYSub/vofo/WXfMSypC8OS4rBXurG041GAfT4fHy7dwZtfpeIDYsKDOXF0D6IiQoyOJtLhdIk2ExcdQn6Jgy9+2s0dlxxndCQRkUZT0ST14vX5+PjbnXz1SzoAyT1iuPuKsQQFmViyKtPYcB1cWIiZYf06E+yIYfDgwbh9Zjal5bJmaxZrUg9SXO5hw45cNuyoeo6nc3QIMWE+QiPaV6FbXunhsbc3sG571SAa/bpF0z3WS6i1HVeJIgHMZDIxrF9nftiQxbL1+7nklEHEhGuIfxFpm1Q0yTE5XR5Wb872D409YVAkf7r4eKKjIsgptBucTo4UHWFl0sjujOnfiUn9IdbWm427ivhxw3527y+moMRBQQnsyd7Lpl0FxEWH0q1L234GasPOPF74KpvySi8WcxB/OGUg9gqHBnwQMZitU5j/C2/fWbyNG88dbHQkEZFGUdEkdbI7vKxde4CyChcWcxA3nDuEOGsR5mANe90WVA11HkFybxsnju7O5z/uJvNgMen7Cymye/zfE7VlN0SEBtHXbqZvGxrpyl7p4q1vtvHFst0A9IiP4O4rUggPNfP1z7sMTiciACP72ziYn8EP6/Zx5vgeRscREWkUFU1yVHlFlazfXY7bA+GhZu689DiG9okmNbXI6GiGOXKkMy9OIsPbzmiB4aFmkrpHE211EBPbmdiYcJaszCQrv5zySi9bdheyZXchm9LyiImwEG5u2VHcyuxO7A53jdHjwkPM1FWW+3w+VmzJ5o1vdpBfXAnA2P4R3PKHccTGROkKqEgtjHr/6hwdyvGDE1iTms37S3dx1hg9YygibY+KJqlV5sFSlm/JwuutegZmyuge9O4abXQsQ9U20tnpE5PaVNF0OKslmHFDE3G5vJTbK9m2+yBFFUHkFlaQ8b9BJADiDh6gT9doRvTv0uwZ7A43S1Zl1hg9bnpKLyKP8rkq82Apb3+fR1rWfgAS48K5+syBhLhzsbbnUS5EmsDo969zpySxbls2a7blMrKnjcG6S09E2hgVTVLD4pUZ/LzpAABxUWZOHNWV0BAdKu2Z1RJM185WRthsuL0mQqzBLF2VSV5xJfn/+2/d9hziO4XTwxZOiMnX6hn3HCjm3cXbWb45C6gajv2CaQO44OT+eFwOUlP1/JJIoOraJYKTx/biv6syWbqxhN+d6AM0KISItB36JCx+Pp+PD7/dxUffVT0fktS9avQxPb/UsYSFmJk0qhset5t9B7Kxe0LYn2snv7iS7AI72QV2TEB8tgeLxcLU43q22IhYbo+Plb9m8+PGbNakZgNgMsGQnmH88bzRJPW0AWBvXwMBirRLF58ykO/W7iU9x8GmXQUk9YwzOpKISL2paBKgqmBasqGYn1PLABiR3IX+PaLIy8szOJkYKcQSRI9usQztZ2NQn0588l0aGVklFJU5yS6s4N3F23l38Xa6xoXTrZOJfGcWowd1w9ap8aPxudxeNqflkbonjx83ZFHhqLoNz2SCE0d25+xJvSgr2EvXuIjm2kwRaQXxncI5JaUnXy3P5L3/7uRvV3c2OpKISL2paBK8Xh/zv9ruL5guPmUgJtAX1ko1XWLDGNI3jv49osnYl02lNwSn20fa3iKy8u1k5cPatC3AFjpHh9DdFkG42cn+sn0kdokmOtJKTEQIHreDwjI3WfnlFJV72ZdTRklZJXkFlWzO3E9hqQPfYXf/dYoK4eSxvZie0ovutkjsdjupBYZ1g4g0wcwpfVmyei+7D5SydluO0XFEROpNRVMH5/P5ePnTTXyzYi8Afzx7MONH9NAX1kqdwkOC6G2L5fSJSUSEWlj9635+XreLnLIg0rNK//ddUA4AVm5PPcpSDh51+bbYMIYldaJblJOzpo4iMlJXlUTag+gIKxMGRfLDllI+/T6NKaM1BLmItA0qmjown8/H6wu38tUv6ZhMcM64Tkwf24Myh9HJpC2JCLOQMiSeKFM+gwcPxhRsJeNgCWmZ+WxMzcThC6W0wk1JmYPicicut5cgE1jMwZiDTVjMQYSFmAnyuUi0xdC1SxTnTEkiMgRSU1MJCtLD4iLtyYRBUazdVcnBfDt7skroFR9udCQRkWNS0dSBvfffHXz6fRoA150zhK7hJQYnkvYgLMTMoN6d6WULpWt4CYMHDyY8/LcPRXa7ndTUVAYPHkyZgyOGHI/CYrEYmF5EWlqoNYhzJ/fhrUU72bIrj+5dehodSUTkmDQsWgf1xc/pvLNoGwB/PGcY047rbnAiERHpKE4d15PYqBDslW72HNAf7EQk8Klo6oA27innrW92AnD56YM5e3KSwYlERKQjsVqCOXNiXwC2ZRTh8bb+d7+JiDSEiqY2rszuJKfQTnG5m4jYBIrL3bjd3qPOv2V3AQtWFgIw86RkLpw+oLWiiojUcOT7V06hvc73MGk/ThzVnfBQM5VOD1kFGq3VCGV2Z43zr8zuNDqWSEDSM01tnN3hPuKZEBtTx/audd79uWU88e5GvF6YMCyBq84c0sppRUR+U+l089OGA9XevywWC5NGdTM6mrQCizmIof3iWL01m8xcJ8MHeNEjja3L7nCzeGVGtfNvekovIsOtRkcTCTi60tRBVDjcPPXueuyVbnrZrMw+b6hGJRMREUP16xZDRKgZl8fHrn16tklEApeKpg7A4/GybP1+Ckoq6RoXzsWT47Bago2OJSIiHVxQkInBfToBsH1vES7dmikiAUpFUzvn8/lYvyOP/JJKIsIs3HPFaMJDVDCJiEhg6JUQSZjVhNPlZUdmodFxRERqpaKpnTtQ4CL9YBkm4IaZw0nsrC8RFBGRwBEUZKJ3fAgAqekF2Cs1KISIBB4VTe1YblEFu7IcAIwcYGNIvziDEwWe2kYf1Ohd0hA6fkSaLj7GTHS4BZfby39XZhodR0SkBo2e107ZK92s2JKDD+gZH8Gg3p2MjhSQaht9UKN3SX1p9DeR5mEymRjStxMrfs3hv6syOWdSL6MjiYhUoytN7ZDX62P55iwcLg8RoUEcN8iGyaSR8kREJHB1t0UQGxlChcPNwp8zjI4jIlKNiqZ26Jvl6eQU2gkONjGkZxjmYO1mEREJbCaTieHJVbeRf7Uik/JKj8GJRER+o0/T7UxuYQVf/ZIOwJgBXQgP0S4WEZG2obstkt5do3A4PfycWmp0HBERP32ibkdcbi8rt+bg80HfbtH0TowyOpKIiEi9mUwmzp2SBMCqHeUUlToMTiQiUkVFUzvh8/nYvt9BpdNDQudwjhuUYHQkERGRBhue1IXkHjG4PT4+W5ZudBwREUBFU7uRcbCM/FI3JhNcc/ZQLGbtWhERaXtMJhMXnVx1tWnJ6n3kF1cYnEhEREVTu1Be6WLDzjwAhvbtTI/4SIMTiYiINN7wpM70sllxub18sGSH0XFERFQ0tXVen4+VWw7i9viICgtiQM8YoyOJiIg0iclkYuqIaAAWr8wgp9BucCIR6ehUNLVx36/dR3aBneAgE4N6hBEUpO9jEhGRtq9vQijD+nXG7fHpapOIGE5FUxt2ML+cD5dW/SIZntRZw4uLiEi78vtp/3u2aVUmB/PLDU4jIh2ZPmW3UT6fjxc+2ojT5SW+UxhJ3aNbZb3F5W4iYhMoLneTU2jH7fa2ynpFRKTjGdQ7ljED4/F4fbz33+1GxxGRDsxsdABpnJ82HWT9jlzMwUGkDEnEZGr52/IqnW6+W51Bbm4uNpsNi8XCpFHdWny9IiLScV162iDWbc/huzV7OeuEnkbHEZEOSlea2iC7w8MbX1f9xW3GiX2JirAanEhERKRlDOjVibFDEvD64OPvdhsdR0Q6KBVNbdDi9cWUlLvolRjFaRP6GB1HRESkRV166iAAft58kJxil8FpRKQjUtHUxmzZXcCG3VVDr/7pglGYg7ULRUSkfUvqEcuE4V3x+eD7zSVGxxGRDkifuNsQt8fLq19sA+B3KT0Y3LezwYka7siBJMrsTqMjiYhIG3DJqYMwmWBrZgUZB0uNjiMiHYzhRVNRURH3338/kydPZsyYMfzhD39gzZo1/teXL1/Oeeedx8iRIznttNP48ssvDUxrrKWrMzmQV054SBB/mJ5sdJwGq3S6Wbwyg4U/7mDxygyWrMrE7nAbHUtERNqAPl2jGT80AYAPv91lcBoR6WgML5puv/121q9fz5NPPsnHH3/M4MGDufbaa9m9eze7du3i+uuv58QTT+STTz7h97//PXfddRfLly83Onarq3C4+fzHqgdgp4+KISLMYnAiERGR1vX7aUmYTLA6NZcdmYVGxxGRDsTQIcczMjL4+eefeeeddzjuuOMAuO+++1i2bBlffPEF+fn5DBw4kNtuuw2ApKQktm7dyrx585gwYYKR0Vvdhh25VDo9JPeIZlS/cKPjiIiItLrutghG9g1nw2478xduZc6NJxgdSUQ6CEOvNHXq1Im5c+cyfPhw/zSTyYTJZKKkpIQ1a9bUKI7Gjx/P2rVr8fl8rR3XMHnFlaRnVT34evWZgwhqhe9kEhERCUQnDY/GYg5i86481m3PMTqOiHQQhl5pio6OZsqUKdWmLVq0iIyMDP72t7/x6aefkpiYWO31+Ph4KioqKCwspHPnxg2E4PP5sNvtjc7dnDxuNy6XC5eraghVl8sFXp9/ms/nY8P2XAAmjuhK9zgr6aVQUVFRr/b+af+bt8Jb9e9D7Q859HNFRQUer6XW9oeWW9u0+qy/tvYetxu73d6862/FddW2zMP3i1Htj9ynhy+zsfuqqeuvbfrR+r++x+qxtjXQ+681+7+p+VvkXG2h7a9t/7fm+V9b/9c2vSHHf2uevy3Rfw1pf6zzPzbCzMnHdeWblft57fMtPHjNyEb1f0On1Xfe+vZfe8lqZH61b/vtA4HP58NUjwsShhZNR1q3bh1//etfOeWUUzjppJOorKzEaq3+xa2HfnY6Gz/qmsvlIjU1tUlZm0tEbAK5ubn+n4uKinC6XP5p2UVuistdBAfB9DE20tPTAfz/P1b7Q9MAiks6UV6UXa39kdLT02tdJoDT1dX/78On1Xf9tbUvLunEgczsZl1/a66ruKSkxjKhar8Y2f5wjTlWmrr9ta2/tulH6//6HquxcQm4PPy2fUUVUFSB1Rpar/wut5vM/13FPby9JRiK8quvvyX6rzX7v6n5W+L8aantr+38ac3z/3DNdfy35vnbEv3XkPb1Of9H9PDy3ToTmdllfPH9Vkb2jWhw/zd22rHmrW//tbesRuRX+/bT3mhH1hu1CZiiacmSJdx5552MGTOGxx9/HICQkJAaxdGhn8PCwhq9LovFQnJyYIw+V1zuxmaz4XK5KCoqIjY2FqvFgs1mo6LSwZ5tBwAY0rcz3RPjsAZFk56eTp8+fQgLC6uz/eHTLBYLMdHR2GLDqrU/pKKiwj/d6a29vdViITY2tsa0+q6/tvYx0dH06tq5WdffmuuqbZmH9ouR7Y/cpw09Vpq6/bWtvyHHWkOO1cUrM2q0n3pcr3rlh2BWphbWaH/KuN7ERoW1eP+1Zv83NX9LnD8ttf21nT+tef63xPHfmudvS/RfQ9rX5/wfMjCJ806K4N3/prFsq52hvcJJTurboP6va96mtK9v/7WXrEbmV/u23z4QpKWl1Wu+gCia3nrrLebMmcNpp53Gv/71L3+117VrV3Jyqt+vnJOTQ3h4OFFRUY1en8lkIjw8MAZTKHPYsVh+GwnPYrFAkAmLxcLW9EKcbh/hoWYG940j2GwmLKRql4WFhREeHl5n+8OnWSyWWtsfKSwsDI+DWtsfvtzaph1r/bW1Dzabq+VojvW35rpqW+aR+8WI9odrzLHS1O2vbf1Hqqv/jT5Wm3qutcS5YvT+b4nzp6W2v7bzpzXP/9r6/0gNPf5b8/xtif5rSPv6nv/nTRvIopX7yCuuZPXOMoYPa1j/12fexrSvb/+1t6xG5Ff79tPeSPW5NQ8CYMjxd955h0ceeYRLL72UJ598strlseOPP55Vq1ZVm3/FihWMGTOGoCDDo7eoCoeb7ZlFAAzv15ngdr69IiIiDRFqNXPJqQMB+GFLCWV2l8GJRKQ9M/ST+J49e/h//+//8bvf/Y7rr7+evLw8cnNzyc3NpbS0lMsvv5xNmzbx+OOPs2vXLl577TW++eYbZs2aZWTsVrE5LQ+Px0dUWBA94iOMjiMiIhJwpqf0pldCJJVOHx99v9voOCLSjhlaNC1atAiXy8V///tfJk2aVO2/OXPm0L9/f1544QV++OEHzj33XD788EP+/e9/t/vvaDqQW8bu/cUAJCWG1PuyoYiISEcSHGTi8tMGALB45V725ZQanEhE2itDn2m64YYbuOGGG+qcZ/LkyUyePLmVEgWGz37YhY+qL/GLidBteSIi0vblFNrxuN1ExCZQXO7G10x/tx2RHEf/bqHsPFDJ/IVb+fs145plue1Jmd2J3eGu1v9lDjtut9foaCJtRkAMBCG/ySuq5NfdBZhMMKxfZyrLi4yOJCIi0iSVTjc/bTiA63/DpNtsNqaO7d1syz9ldAy7DjpY+etBNu7MpX933dZ+OLvDzZJVmdX632KxMGlUN6OjibQZuowRQHw+H5t3FwCQ1D2GqHDLMVqIiIiILcbC78b2AODVz7fg9foMTiQi7Y2KpgBSUOYhv7gSizmIof3ijI4jIiLSZlwwtR8RYRb2HChhyZp9RscRkXZGRVOA8Pl87Ml2ADB5dHfCQ3WVSUREpL6iI6xcdtogAN77bxrllR6DE4lIe6KiKUDsyymnvNKLOdjEKeOb7z5vERExXpndSU6hneLy3x7E10P4TVNbnx43OJ7eiVGUV7pZsqHY6Igi0o5oIIgA4PX6+HVP1bNMA3rFEhmmq0wiIu1JbQ/iN+dACB3R0QY3uOTUQTz6f6tZv9vOjr1FjBoYbnRUEWkHdKUpABSXOyircGMJNtG/R4zRcURERNqs5J6xTBldNSrcq19sw6NBIUSkGahoCgCxkSGM6h/H8D5hWMzaJSIiIk1x6Sn9CbGYSM8q5Ztf9hgdR0TaAX1CDwAmk4nkHjFEhQUbHUVERKTNi4m0cvLIqjs3/u+rVHILKwxOJCJtnYomERERaXeOT45gQM8YKhxuXvh4Iz6fbtMTkcZT0SQiIiIB5fAR8XIK7ZTZnQ1eRlCQievPHYI5OIg1qdn8uH5/CyQVkY5CRZOIiIgEjEqnm8UrM1j44w4Wr8xgyapM7A53o5bVIz6Si343AIC5n22mpLzhxZeICKhoEhERkXbs/Kn96Z0YRUm5k//7arvRcUSkjVLRJCIiIu2WxRzELReNJsgEP206yNa9GhRCRBpORZOIiIi0awN6deK8qf0B+GJlIQUllQYnEpG2RkWTiIiItHuXnDqIPl2jqHB6efHTrXj1pbci0gAqmkRERKTds5iDuPmCYZiDYVNaPgt/3m10JBFpQ1Q0iYiISIfQIz6SU0bHAjB/4VYyskqMDSQibYaKJhEREekwxvaPYPSALrjcXv715moqGzmcuYh0LCqaREREpMMwmUzcMHMInaND2ZtdxkufbcXn0/NNIlI3FU0iIiLSocRGhnDPFWMJDjKxfEs2K7eXGR1JRAKciiYRERHpcAb37cw1Zw8FYPH6YrZlFBkbSEQCmoomERER6ZBmTOrHxOGJeH3w1PsbySvSF9+KSO1UNImIiEiHZDKZuO6cwdhizBSWOnn41RXYK11GxxKRAKSiSURERDqs0BAzl0zpQkyElT0HSvjXm2vweLxGxxKRAKOiSURERDq0TpFm7rpsFCHWYNZty+HVhds0op6IVKOiSURERDq85B4x/OXS4zCZYOma/Sz7tdToSCISQFQ0iYiIiADjhnXlj+cMB+DbTSV88XO6sYFEJGCoaBIRERH5nxkn9uPCaUkAvPXNTj5ftsvgRCISCFQ0iYiIiBzm/Kn9mDw0CoBXPtvCV7/sMTiRiBhNRZOIiIjIEaaOiObsSX0AePHjTXzy3U4NDiHSgZmNDiAiIiISaEwmE5eckozZbOaT79N4feFWcgrKOK63CieRjkhXmkRERERqYTKZuHrGUK6ZMRSAL3/J5JNfCnC59T1OIh2NiiYxXE6hneJyNxGxCRSXu3Hrl5GIiBikzO6s9jspp9DO71J6ccclYwgOMrElo4J/zF9LYUml0VFFpBXp9jwxVKXTzU8bDuByucjNzcVmszF1bG+jY4mISAdld7hZvDLD/zvJYrEwPaUXJx3XkxALPPHOerZlFHHrf77nnitS6J0QanRkEWkFutIkIiIiUg8jk+P446nx9LBFUFDi4G8v/sSilXs1QIRIB6CiSURERKSeukRbmHN9ChNHdsPt8fHawm28+0M+haUOo6OJSAtS0SQiIiLSAKEhZu6+/HhmnTMMc7CJHQcqufPZ5SzbsN/oaCLSQvRMk4iIiEgDmUwmzpmcxMCeUTzx9hoOFrp47M01jBkUT2InPeck0t6oaOrgyuxO7A43HvdvIwX5dAFSRESOkFNob7O/K2r7XefFSWS4tcnL7pUQyaxT4tl60Mpny9JZty2H4CATPbtY6Bznw9IM+UXEeCqaOji7w82SVZkavU5ERI6qrY90WtvvutMnJjVL0QRgDjZx0fRkTjq+N89+sIGde4tIz3GSV7qXEf1teDVQhEib13b+TCQiIiISwPp2i+HuK45n7GAbVrOJsgo3v2zK4uF5K1mTmq1R9kTaMF1pEhEREWkmJpOJ3olRWKmgsMLCjr3F7M0u5aF5K0juEc2YvhYGDlTxJNLWqGgSERERaWbmYBND+nZiUJ847A4X367eS9q+EtL2wbKtv3De1P6cNKaH0TFFpJ5UNIlIQCou/+2B7TKHnfAQc7M9fyAi0lpCrMGcOakvl546mE++287Xv6STlW/n+Y82Mn/hr0wa2ZV+cS4GN2LZZXYnpXqvFGkVAVU0vfzyy/z000+8+eab/mmpqanMmTOHLVu20LlzZ6666iquuOIKA1OKSEurdLr5bnWG/4Fti8XC9JRe+iAgIm1WbFQIF09PZlC8g32lkfx39T4O5ttZtHIvAN/9upozJvZj4ohuWC3B9Vqm3eFm8Uq9V4q0hoApmt5++22eeuopjj/+eP+0wsJCrr76aqZNm8ZDDz3Ehg0beOihh4iIiOD88883MK2IiIhIw4VYgjhrYm8uOHkQG3bmsnDZLtZsy2FbRhHbMtbxymebOXlsLyYNjzc6qogcxvCiKTs7mwceeICVK1fSp0+faq998MEHWCwWHn74YcxmM0lJSWRkZDB37lwVTSIiItJmBQWZGDMwnkE9I1m5dgv7SsL5dt0B8ooq+OyHXXz2wy66dbZwWkkk08f1JUpXj0QMZfiQ47/++isWi4XPP/+ckSNHVnttzZo1pKSkYDb/VtuNHz+e9PR08vLyWjuqiIiISLOLDg/m/Kn9mHfv77jvmnGMH5ZIcJCJAwUuXlu4jSseXMS/3ljN+h15eLwaeU/ECIZfaZo2bRrTpk2r9bWDBw8yYMCAatPi46suV2dlZdGlS5dGrdPn82G32xvVtrl53G5cLhculwug6v9eX81p/5u3wlv174qKilZvf2h6bdMCqv1R5vW43djtdv+2V1RU4PFamrSu2pZ5eL8a1f7wf7fkvm7I+mub3pD+b4n919bPldbc/63Z/y1x/rXm+d/U/m+t46+p7z+tefw3ZP/Vt/+aevwca183tv2wvtEM6zuc7LxefLlsO1v3udibY+enjQf4aeMBosKCODHDxPSxvYgMD2n2Y72h7+v1ea9Xe7Wva16j+Xw+TCbTMeczvGiqS2VlJVZr9cvRISEhADgcjkYv1+VykZqa2qRszSUiNoHc3Fz/z0VFRThdrhrTAIpLOlFelA1Aenp6q7d3urr6/334tEBrf7R5i0s6cSAz2z9venp6rdvfkHUVl5TUWCZU9auR7Q/Xkvu6IeuvbXpD+r8l9l9bP1dac/+3Zv+3xPnXmuf/4QL5vdrldpOZVfLb8osqoKgCqzW0VfZfSx1/9e2/ph4/R2qu9oebMCiK8QN9HCyMZMNuO5sy7JRWePlq+T6+Wr6PXgkRhAS7iY+xNNux3tisdb3Xq73a12deIx1Zb9QmoIum0NBQnE5ntWmHiqXw8PBGL9disZCcnNykbM2luNyNzWbD5XJRVFREbGwsVoulxjSLxUJMdDS22DDS09Pp06cPYWFhrdrearEQGxtbY1qgtT/avDHR0fTq2pmKigp/Hzi9TVtXbcs81K9GtgdqXWZz93VD1n9IY/u/JfZfWz9XWnP/t2b/t8T515rnf1P7v7WOPwhmZWphjfZTj+vVKvuvpY6/+vZfU4+fuvZ1U9of+V7Zt29fhgwJY9pEKCkt57/Lt7M9y8vm3UVkZpcDsCvLQdcu4fTtFk1UZFSTjvWGZq3Pe73aq31d8xotLS2tXvMFdNGUmJhITk5OtWmHfk5ISGj0ck0mU5OKruZU5rBjsVj8P1ssFggy1ZhmsVgINpsJC6naZWFhYYSHh7dq+8On1zYtUNofbd5gs7nafg8LC8PjoEnrqm2ZR/arEe0P15L7uiHrP1JD+78l9l9bP1dac/+3Zv+3xPnXmud/U/u/rRx/rdm+Ifuvvv3X1OOnPvu6Me2PdOT0IT3DOP+UwTjcQSz8eTffLE+npNzF/lw7+3Pt/Lq7kOkpvThhmO2YfVXfvq5P1vrmV3u1P9q8RqnPrXkQ4EXT2LFjee+99/B4PAQHV31nwYoVK+jbty9xcXEGpxMRERExRqfoUE4d3weP282evdkUV5rZm11GYamDD5fu5MOlO+kdb+V8b2cG99Pw5SJNZfjoeXU5//zzKSsr49577yUtLY1PPvmE+fPnc/311xsdTURERMRwJpOJqLBgRg/owrlTkrjhvBEcNygekwkycpw8+d4m7nn+J1LTC3C6PEbHFWmzAvpKU1xcHPPmzWPOnDnMnDkTm83GXXfdxcyZM42OJiIiIhJQgoODGDskgTMn9mVvVgHvfr2BDXsqyS+u+m9zmomEWDMh4U7iYi3HXqCI+AVU0fTPf/6zxrQRI0bw/vvvG5BG2qOcQjset5uI2ASKy934Avtiq0ijlNmdlJb/dpyXOey43V6jY3UY6n9pbmV2J3aHu9rvr2MdV3ExoZw8Mobrzh/L0rUH+fSHNIrLnBwocHFg1T66dYmgmy2iFbeifmrbVi9OIvXlvmKwgCqaRFpSpdPNTxsO4PrfMLc2m42pY3sbHUuk2dkdbhavzPAf5xaLhUmjuhkdq8NQ/0tzszvcLFmVWe33V32PK6slmBNHd6fS6eZAbim/7solv9TNgbxynnh7HfGdwugaA126BMaX5ta2radPTFLRJIZT0SQiIiLSzplMJuI7hWHqHUZYRCw79pWQnlVCTmEFOYWwrzCL4Uld8PkCo3gSCTS6N0lERESkA4kMtzBuaCIPXTeepO7RmEyQX1zJ9+v28Y/XVrHq14MqnkSOoCtNIiIiIh1Q5+hQRg/ogi3SQ77dzO79VVefHnltJQN7xXLCAAuDBxudUiQwqGgSERER6cBCLEGMTI5jWFIXKp0elq7ey/bMIrZnwsa967l6xnD6dI02OqaIoVQ0iYiIiDRQY0a0C3ShVjNnTerHRdMH8NbXv7J0zX7Wbc9j/Y7vOGlMD86b0sfoiCKGUdEkIiIi0kBNGdEu0MXFhPHHs4cwKMHN2nRYviWb79bu48cN+zk+OYKevV2EhxudUqR1aSAIEREREamhS7SFWy8awZO3TmbUABsej4+V28v481M/s/Cn3bg9bfeqmkhDqWgSERERkaPq37MTj1x/AvdeOYb4GDNlFS5e/nQztzzxHRt25hkdT6RVqGgSERERkWMakRzH9acnMGvGIKIjrOzNLuPRN9bz1nd57MspMzqeSItS0dTGFJf/9sBpTmHbfuBUWk6Z3Rlwx0qZ3UlOob1aLqMziTTVkcd0IJxrIi0pOMjE71J68vJfp3PulCSCg02kZVXyl+dX8PKnmyi1O42OKNIiNBBEG1LpdPPd6ox298CpND+7w83ilYF1rNT20PTUsb0NzSTSFJVONz9tONAuBwIQOZbIMAvXnj2Mk0Yn8OJH69i+r5KFP+3h+7X7uOTUQUwZFW90RJFmpaJJRERERBqla1wEf5jcBbc1nje/2UnGwVLmfraZhT9FMHVYqL4cV9oN3Z4nIiIiIk0yPCmOp28/idkXjCQ6wsqBvHLe/j6fR99Yx97sUqPjiTSZiiYRERERabLg4CBOn9CHuX+dzoyJvQkKgg0787n58e+Y+9lmyuwuoyOKNJpuzxMRERGRZhMRZuGy0wbQp1Mly9O8rNmWyxfLdvPdmr1MHhrBgAEaLEXaHl1pEhGRDkGjN4q0rrhoC3+5dBQPXzeBXolRlFW4+GpNEXe9sIL123OMjifSILrSJCIi7V5tI91p9EaR1jF6YDzP3H4Sn/+4k3f/u4N9OeXcP3c5KUMS+cPv+hkdT6ReVDSJiIiISIsKDg7i1HE9sYWWsHm/mUUr97Jq60HWbs9mbHIEPXo7CQ8PNzqmyFHp9jwRERERaRVh1iCuPGMgz945leMHJ+Dx+FixvYxb/vMzHy7dgcPlMTqiSK1UNImIiIhIq+qZEMUDs8bz1ytGkxBrwV7p5o2vUrn3hZ/Zta8Ir9dndESRanR7noiIiIgYYlT/Llx/ejwFzk588O0ucgorWLU1m9RwC726BNOli4onCQwqmkQMllNox+P+bUSvModdo3qJiBzhyPdKXx03yxw+SmJzvac2ZP1NUWZ3Yne4m7Su5s5aW6Yyh53wEHONJdc2rxcnkeHWoy4/yGTixFFdmZbShw+W7Pj/7Z13eFVV9rDf2+9NbnJTCKkQQkiBQCACoYOIdIQZcNSRIgjqYIEZFdSfiDo2rOiIKCp2UVFRUVARBkUR6b23ACGkkd5u//7It7f3JAGxouN+n8fHcO45Z/e911p77XVY8uVhKmvc7D7u5lRZHi1jw+nf2fazyqBQ/FyU0qRQnEeaiuhlMpno3SnufGdNoVAofjf8mOiHdS4Pqzce+0Xn1N8y+mKN08PKDcd/clq/Rl6bypPJZOLi7JbYLT9879BeyWdVmgQmo4GB3RJxe3zsPlLMgeNllFQ4mfvWFpZ/e5S/9m2Fxa92nhTnB6U0KRQKhUKhUCh+N5hNBtq3jiDM6uZ0tZFj+ZXsP1bKnNdLiYswMc4QRe9OLdHpdOc7q4o/ESoQhEKhUCgUCoXid4fFpKdjSiRzbuzNX/olYzbpyStx88gb2/jXk1+xbucpFTBC8ZuhdpoUCoVCoVAoFL9bHHYLk0e2Z1j3BF5ZupnNh2o4nFvOg69sIDrCxgVJFpJae1CfeVL8miilSaFQ/OJU1bio/BUOYivOL7/VQXjFrxPIQKH4Nfg5ffXHrhUOu5lBWWFMGtWZFRvzWL72KAUltXxaUsuXu76mT1Y8I3olkRTn+CWKplBoUEqTQqH4xalxelix/pc9iK04v/yWB+H/7PwagQwUil+Dn9tXf+paERpsZsKwdvTv3IIXPtzOvpwSap0eVnx3jJXrj9MjM5ZBXePwq6ARil8QpTQpFAqFQqFQKP5wWMwGkuMdhJicePV2Dp2soKCkhrXb81i7PY/IUCODi20M6tGaSIcKWa74eSilSaFQKBQKhULxh0Wn0xHbLIiWsQ7SW4XzzbY81mzN5XSFh0VfHOLtlYe4ID2avh2jCVK7T4qfiFKaFAqFQqFQKBT/EyQ0D2Ha5VmMHZTMki+2sf+Un/3Hy9i0t4BNewuwWfT0zdHTr3NL2iVFnu/sKv5AKKVJoVAoFAqFQvE/hc1i5ILkYMaOaEtptY9VG4+zcsNxSiudfL7+BJ+vP4HDbqZzWhSxIU5SUlSwFcXZUUqTQvEzaRhR7LeOdHW+0/9fRUUv+2Og+r/ij0pVjYsap+d32X9/jUiZP3es/pzn46PsTBjWjr/2acmyL7eRW25h874iyqtc/HfzSQCWrPuKbhkxdGsfQ8eUKAw/qZQ/jqaiBwZZjNiDzL9B6oofi1KaFIqfQVMRxX7LSFfnO/3/VVT0sj8Gqv8r/sjUOD2s3HD8d9d/f41ImT93rP5SY91g0JMSZ2PkgLaYLVZ2Hz7NV1uPs25HHlV1Hr7cksuXW3LR6SApLpQ4hx+P+TRZ6RbMpl9ejWoqeuDF2S2V0vQ7RSlNCoVCoVAoFIo/FUaDno6pUaQkBNMj2Y/RHseWAyVs3lfIiYJKjpys4MhJ+GbPFszGbbRLiiQ90YHFX0cr9SHdPyVKaVIoFAqFQqFQ/GnR63SktQwjKz2OySPhdHktG3ef5JstRzle7KW00sm2g0VsO1gEwGv/XU1iTCipLcNpFROEwe0mzaei8v2vo5QmhUKhUCgUCoXi/xPpsNG3UxxRlnLS09MpqfKx9UAhOw8WsfdoMeU1XnJOVZBzqkI+89LKYhJjQkiMCaVVbCgxERZq67znsRSKXxqlNCkUCoVCoVAoFE2g0+loER1Ci+gQLu4cy969e4lJaM3xwjr2Hythb85pDp4ow+nycuB4GQeOl2med3x+msTYUOKi7DRzmPDU1BISWUVSguX8FEjxk1FK058MFRFM8UujopedX1T9KxQKhZaG86IPV5PBFZqKXmcy6HB7/ZrnnZ5azTW93kBygoMOyZHoSWLX7j2ERbWkoMzNweOl5ORXkFtQRXFZLeXVLnYcKmbHoWKZ7ttr1qHXQUSoFb1eh97voaiqlJBgC3uPluDx+ggy/bC737lG3ztTpMYgi/EXiIv450EpTX8iVEQwxS+Nil52flH1r1AoFFqamheH9kpuUmlqKnpd705xTUYPbGquvTi7JXYLGPQ6EprbSW0VRFpiOCs3HCc5LoT8gkLMtlBaxYVTVevmRH45R0+WUFbto87lpbi8TuYlv6wUgPW78+U1u1VPTLMKoiPsRIXbCA0yUFNRgy6olLjmfrw+HyvPIfremSI1ivwrzg2lNCkUCoVCoVAoFL8wBr2OiFArvTrG0Tw8iJqaGvbu3Ut6ejour4E9R0+zcsMxikvK0Rks1Lq86NBxuqIOl9tLVZ2PQ7kVHMqt0Lz3vbUl8m+zSY9JD/Y8D8E2M1U1LlpEh2C36ikrcRFb6URvVCHMfwmU0qRQKBQKhUKhUPxG6HQ6wkOtpLQM59CJEoKNdZrdn6gwGwXF5WzctpfQ8FjKa70UldZScLqKkwWlOD0GSiuduDw+XG4fLqDaWQvUcuRkuTaxzwrR63RYzQYsZgMGnRdHaTHBNjM2i5HYCAul5W5a1rqx2fzodLrzUSV/CJTSpFAoFAqFQqFQ/E7Q6XSEBpuJizDTtm1zgv7/R6HETlXbtm2x2WwcPVXBJ2sOkV94GovNjtPjJ9JhpbbOQ1FZDUUlVVTV+fD5/dQ4PdQ4PQAUV9TvXAWes2JZARazgYhQK5EOK44gE35PFUdKjxHTLJSIUCvBFnB7/7yh1ZXSpFAoFAqFQqFQ/IHQ6XTYbSYcdjOuWiNRUSFypyrQFTA1NY28UhcrvjtGVbWTwtNlGM02nG4fQVYT5VV1FJfVUOfy43R5OVVczaniapnOt3sPNEo75ONCIh02IhxWHEFGvK5KcitPEBvlkEqXSf+/p1z9IZQmn8/HvHnzePfdd6msrKRr167Mnj2bFi1anO+sKRSK35CGEZH8Ku6PQqH4GfyW0SfV/HV++bXa+lyjEv+Y9Bve2zB63495vqrOR4jNTKTDRmiQERM1REVFSAXL6/FQXlGB1RZMVa2XyhonxeVOSspqKCyppMYFldUuSiqclFU5cXt8VNa4qaxxa75TtWbXPk0e9DodIUFGwleXE+mw4bBbcASbSGwectZIf79n/hBK0/z581m0aBFz5swhJiaGRx99lClTpvDxxx9jNv9xKluhUPx0moqI1L9r4vnOlkKh+IPyW0afVPPX+eXXautzjUr8Y9I/U1/5uc//mPwfzasE/Oi8tbSK+T59l8vFqfwigkPCcHshIdrO1n0FlJZX4debcLp8eL0+Kqpd+Px+yqvdlFe7yTlVKdM0GXSM7FOH2WxuMtLf75nfvdLkcrl46aWXuPXWW7nwwgsBmDt3Ln369GHFihWMGDHi/GZQoVAoFAqFQqH4H0en02Ey6nDYzZhMJnp0iKWuzkVRkUejdK3ZcpKqmjry8ouxBYXQItbBrkPFVNe6MOvdf9hgE7/7veF9+/ZRXV1Njx495LXQ0FDatWvHxo0bz2POFAqFQqFQKBQKRSB6vQ6bxUhokIG4qGD6ZsWTmRJFl7bNiY344+wsNUTn9/t/1ye1VqxYwU033cT27duxWq3y+vTp06mrq2PBggU/6n1btmzB7/djMpl+6az+JHw+P7VOD37A5/WhN+ixWYzUNbimA6wWI7VOT6NrDe/9sz//R8qrel49r55Xz6vn1fN/5Lyq59XzP/V5m8WIXn/+d53c7vrdrwsuuOCs9/3ulaaPPvqImTNnsnfvXvT67zfGZs6cSWFhIa+88sqPet/WrVt/V0qTQqFQKBQKhUKhOD8IpSkrK+us9/3uzzSJ3SWXy6XZaXI6ndhsth/9vh+qEIVCoVAoFAqFQqEI5Hd/pik2NhaAwsJCzfXCwkKio6PPR5YUCoVCoVAoFArFn4jfvdKUnp6O3W5n/fr18lpFRQV79uyha9eu5zFnCoVCoVAoFAqF4s/A7949z2w2M27cOB577DEiIiKIj4/n0UcfJSYmhkGDBp3v7CkUCoVCoVAoFIr/cX73ShPAtGnT8Hg8zJo1i7q6Orp27crChQtVMAeFQqFQKBQKhULxq/O7j56nUCgUCoVCoVAoFOeT3/2ZJoVCoVAoFAqFQqE4nyilSaFQKBQKhUKhUCjOglKaFAqFQqFQKBQKheIsKKVJoVAoFAqFQqFQKM6CUpoUCoVCoVAoFAqF4iwopUmhUCgUCoVCoVAozoJSmhQKhUKhUCgUCoXiLPwhPm77e8fn8zFv3jzeffddKisr6dq1K7NnzyY+Pr7R9VmzZvHRRx/Ja1arlREjRhAaGsrixYspKSlBp9NhNBoxmUxUV1ej1+vR6/UEBweTlJTE4cOHKS8vR6fTAXAun9oKvNdgMOD1euVvJpMJm82G0+kkOjoai8XCwYMHGz0fEhKCz+fD7XbjdDoB0Ov1GAwGfD4fXq8XnU6HTqfD5/MRFBREeno6OTk5lJWV4ff70ev1Mr8WiwWr1UqLFi0oKiqisLAQnU4ny1tXV8c//vEPnnvuuTOWy2g0ynR9Pp/Mk8PhwGw2Y7PZOH78uPzdaDSSmJjI8ePHcblcTdZTZGQkJSUlWK1WXC4Xfr9fvlun02EwGHC73T9Y501hMpkwGAzU1dU1+btOp6N9+/ZYrVZ0Oh0bNmzAYDAAEBoaisPhICcn56xpiL5TW1sr2yewjs7WX6xWKwaDgerqagDZtlarVfbV/Px8Vq1aJd+n0+lkXRmNxjOW7WxERETg8/koLy/HZDLRrFkzwsLC8Pl85OXlUVFR0egZvV6Pz+cjLCwMr9dLZWWlrMPAMgb2OfG7aE+ob5PU1FSOHz9OZWUloaGhTab3S2A0GmnTpg2HDx/+SX3IZDJhNBqpra0Fvi+r2WzG4/EA9WO8YXkb1kdg+c+EwWDAZDJp2lP0f5HWT0Hkx2azkZyczJ49e2Q/Ev0NaJTH2NhYzGYzycnJbN26lfLycllWnU5HbGwsRUVF+P1+QkJCcLvdVFVVad4RFRWFx+OhtLQUnU5HcHBwo3sCy6/T6c5YVr1eT8eOHSkvL+fYsWP4fD4MBoOcq1u0aMGOHTvOWhdms1nOQ6L84nmr1YrZbObYsWM/WKdGo/FHt0nDfvFLc6b+o9fr5fpjMBgwGAz4/X7cbrcmT2Id+Dl9rSmaKrfRaCQhIeEH59ZzxWg0EhkZSVlZmVwrA3/7oTIZjcYm51KTyYTFYjljnw1Ep9PRrFkz6urqqK6uPuOYt9lsck1LSEjAarWyb98+jYzwU9Dr9bRt25bLLruM5cuXs379+h/1/OjRo1myZMnPykNDTCZTk/OuyWTCbrdTWlr6i6bXVDoOh4PS0lLZHk2tVecq09ntdmpra+X86fV60ev12O12YmJiOHDggLz3h94ZOP/6fD70+vo9lXNZK4QcZrVacbvdUt4wGo243e4m005NTSU0NJQ9e/bgdrvx+XyEhoZis9koLy8nODiYvn378ve//51nnnmGjRs3AtC3b19uu+02oqOjfzBfvwZqp+kXYP78+SxatIj77ruPt99+G5/Px5QpU3j66acbXb/ssstYtGgRd999Nz169KC0tJTFixezaNEiwsPDSUpKIjExkbq6OlwuFwaDgX79+uF2uyktLWXLli243W46deqkGQgGgwG73c59992HzWYDIDExEZPJ1Gggiv8HBwcD4Ha7sVgspKamUlxcLBUmvV6PTqcjOjoav99PRUUFVVVV+Hw+WrVqRUxMjFSi/H4/UVFRGgUjISGBrVu3UllZSWRkJH6/H6/XK3/Pzs6mtLSUnTt3kpWVhd1uZ8iQIbhcLrlYfP311wBERkYCyLIBdOjQAZvNJsum1+uJiYnB7/dTU1NDQUEBOTk5UjgSwtWRI0dwuVxyUrBYLDgcDnr16oXf76e4uBifz4fD4SA4OJiIiAiZhlAOLRYLQUFBMi9BQUHcdtttdOzYUV6LiIggODhYpiPquq6ujpSUFIzG720WVquVW2+9lWHDhrFz5042btzIhg0bAPB6vURFRVFaWioX9SeeeIKMjAz5fPPmzWU9eTweKVSbzWbMZjN+v5+UlBRZByJtq9Uq6+CRRx4hNDRUKkwxMTF4vV78fj+tWrWitLSUt99+my+++AK9Xi/f6/P5sNvteDwe2rRpIxV0+F6BE4j+GBUVhdlsloJVdXU1FRUV+P1+XC4XeXl57NmzhyNHjpCdnY3FYpH1PHr0aI1wXVZWRlVVFYmJiTJPOp0Oi8WiURQtFovMr1hYBHv27JFKV01NDQDdunXDYrHIPHfp0kXer9PpSEhIIJDbb7+dp59+GqPRiM1mk+0u/i8E8H379knBXqDX6wkLC5P3ib4j6tJgMGCz2XC73dTW1tKqVSvg+7HcrFkzWa7AOUG8T9Rd4DOC0NBQea8QVG02G16vl7q6OsLDw2UbinEgFAqB+HdISIimv4syNmvWTN5vsVho0aIFALt27cLn8xEbGyuVOSEABL4/PDyc/Px8jh07xrp166iqqiIuLk4jYJ86dQq32010dDSlpaVUVVVht9t58MEH6dWrFwBFRUXU1dVx++23YzKZpPAZHx8v02rbti2xsbF4vV48Ho9UXgQ2m40ZM2YwevRotm7dypEjR/B6vZjNZs1cLRSmHj16yGctFgsWi0XWkVCY4uPj0el0xMTE4HK5KC0t5dSpUxw7dkzWa8uWLTXtGRISIudFIYSHhoZiNBqJjY3VtHFMTIymrRoKHampqZr2Dw0NlW0g+o1YL0TeHQ6Hpo1F3hr2H2EcAzTtFR4ejtfrxe12NxJkHQ4HPp9P1v/AgQPlb61btyY9PV2mFZgn8X9RL1Dfd9q0aSP7uFgrAseW2WwmJycHo9HI3XffTXJysqZMmZmZcm4zmUy0bt1a1gcg51OdTofZbMZkMlFQUIDT6cRms8n6hPr5XCiLAtFuQUFBLFiwgMjISLkGBs4lwhCQlZUl68ThcDBx4kRNH4X6uba8vFyuvw3p0aMHNpuN2tpa+vbty6JFi8jLy2P37t1SYRLlCRzTZrOZadOmcf3118vrAwYMwGQyacZscHAwKSkp3H333Rw9elRT1latWqHX6+W8YjAYCA4O5rrrrpOGA6Ewib4r5nSHw8G9995L165d5TvbtWsnZYP09HRNOZOTk+X6IRTzf//738TFxcl2i4mJkQrT7NmzCQ0NBer7U4cOHTT1Zzab+de//sU//vEPeS0+Pl728YZtAN+vs263WxrkAudqMe4CZTphYG3Tpg1z587V1O3EiRMJCwujsrISj8cj18KgoCASEhKoqKiQCtPEiRPlO41GI8HBwYSEhBAeHi7fFxMTIw0UgUYrIdelpaXJdhJ1lpGRIdtfzD8mkwmPx0PPnj2lIQSQRmyAzMxMXnnlFU6ePMm2bdvwer306dOHZs2aUV5eTlFREZdddhlz585l27ZtXHnllfh8PhYtWsTrr79OYWEh//jHP35Vg8/ZUErTz8TlcvHSSy8xbdo0LrzwQtLT05k7dy6nTp1i4cKFmuuPPPIIZWVlZGZm8uSTT3Lw4EHsdjtOp5OOHTty4MAB/vOf/xAVFSWFPbfbzZEjRzSCZ4cOHdi2bRsRERHy2sCBA7FarTz33HPSsnXixAmpwQcO6Li4OACN0H/ZZZexc+dOamtr5eDU6XQMGzaMgoICTZmTkpLIycnh7rvvJikpCagXNIqKijQD+/Dhw8TExDRp8fX5fOzZs0eWa9WqVYwZM4a9e/dq7tu9ezcGg4Ha2lqNhR3qhVtR1oSEBHw+H5dccgkmk0lj3RMCTXBwMC6XS2PhEfXfvn17tmzZokm7oKCAESNGUFRUJCddUVan06lpk6FDh9KpUyfNDl15eTmJiYlSCBGkp6dz8OBBjdI0fPhwOnfuzIEDBzTvhfpJuuHOx3/+8x/Ky8uB+omwsLCQPn36aN4J9W1VXV1NZmamnCTFrkSg8tS6dWsiIiIoLCyUfSU/P18qFocPH5bWSKvVisfjweFwyIm+d+/eWCwWKisrNQKE1WqVQjbULxrt2rWjqKiI5ORk4uPjcbvdpKamNmnRatmyJd9++63sw06nk6VLl2ruFQvOsWPHcLlcUvkQk77ZbEan00khRPT78PBwdDpdI0tYoIDndDpxu93YbDa2b98uF4nbbruNlJQUTV47derEJ598Qnx8PHV1dZrFp0WLFjzyyCPyXiEMCnw+H2VlZSQnJxMVFSUt1H6/H5PJRMuWLRk2bJi8PycnR5YT4PTp04SEhGA0GmUeheAj0hdKnijrhAkTCAkJobq6Wo5bcW9gWqWlpRpjRVZWlhxTQmAWAoDYPRftX1lZSUpKCkuWLMHv9xMeHo7T6eTEiROasVxcXMyIESOk4if6TVBQEDqdjtLSUlneoKAgHA4HeXl5sn8K5R6gsLBQ5rdjx468/PLLcrcZYNiwYZw8eRK32y375alTp2ReHn/8canUAdTV1WkE3GHDhnHBBRfw3Xffadq/bdu2HD9+vNH43bBhgxSAnE4nTqdTvk/8Pz8/n6FDh5Kbm0tD/H4/jz32GLNnz9a03+233y6NP+I9d999N9nZ2RoB2uFwMGnSJKnkeL1emjVrRn5+vuwrhw4dAurbPzg4mKVLl0oF2Wg0kpKSQrNmzeQ9AG+99RapqalUVlZqPBka9h+n06mZ/3r16oXP52PChAnSIBf4fHBwsDRciPzm5OTIMh05coR9+/YRFRWFz+cjJiZGzjnNmzfHaDRq5v/S0lLi4+PlPZ07d8bn85GcnMxFF12E1+uV93s8HoYMGaJZW8PDw3nzzTd57bXXpCB45MgRqqurNesC1CsEwcHBmr4NMG3aNCnMC+Oh1+uVym2vXr3weDzU1NRw7733atbcuro6jYLbr18/tm7dis1mo0WLFlRUVPDGG29oFE+TyYTL5ZKCrdfrlWNC9JVdu3bJvz0eD59//nmjXcHLLrsMl8ul6U8jRozghhtuYPr06YwYMQKAL7/8Us6jQtESa7Zer9fs4EyePJm8vDxCQ0M1eb711lvJycmRa7mgoqICo9FIZmYmTqeTTp068cILL2jW6/379+PxeIiIiKC6ulqWy2g0kpSURHx8PEOHDpX1v2/fPvLy8mQ7nzhxQr7rueeek/OKz+dj3759mvV3xIgRZGdns2rVKjnW8/Pz8Xq9REREaMa/mCejoqLktcCdHHGvz+ejZcuWeL1egoKC0Ov1uN1uBg0axKFDh/i///s/zRolDDOBa+24ceOora2Vxj/BkiVLNO08ZMgQLr/8ck2bFBUVkZ2dDaBpa7FWV1VVYTKZNIakQGOJmK9dLhcxMTHs3LmTAQMGyDmkZ8+eeL1eUlJS2LlzJ16vV7ZTWFgY8+fPp02bNvj9fq655hqOHTtGly5dmDp1Kk6nkxtvvJHU1FTatm3LxIkT2bNnz6++K3gmlNL0M9m3bx/V1dUaa6KwpDidTs31kydPApCbm0ufPn348MMP5USWn59PVFQUSUlJ7Nixg+bNm8sJpVWrVlx66aXyPUeOHMFsNvPZZ5/JQafX67n00ksZPHgwzzzzjLTEN2vWDLPZzKBBg+TzOp2OSy65hM8++0wOkHXr1gH1AokYYGLACwKFseDgYD788ENp/RSLWufOnWUaXq+XsrIyYmNjSUpKamT5njFjBs2bNyciIgKn00llZaWcnAJ3AcLDwzVWfqPRKHfgGroofvbZZyQmJsp7Rf107NhRTjCizsPDw+XfGzduxG63ExoaSqdOnYD6iczlcmEymTRWGbHbc++998pFs7a2lq+++gpAU3+lpaUkJCTw3//+VwoOYienX79+8p3i+T59+shdBEFERIRc9IXgmJ2dzf333y/TgXprV6D1UyAm4J07d2quWywWLr74YqB+Ml2/fj0Gg0FjqRP127x5c01d63Q6PvnkE7ljYjabmTRpEgMGDGDIkCHyPofDgcfjYcGCBbL+jxw5AtSPnSlTpgD1Oz2tWrWSOxWBVlmoX1AjIyPl+wLryOfzERkZiclkIjQ0VO5ECauiUOwD67pt27Z8+OGHsn8L65vNZuOrr76SblGivuvq6qQBAuoFsdWrV2vGx9KlS1mxYgXDhg3TGA8A5syZo9nNEIpeIEFBQeTm5tK2bVuNW5Lb7eb+++9vZEkeO3as/NvpdDJ8+HD69+9PQ/R6PYWFhQwePFhzvUWLFtTV1ZGQkKBxF3rwwQcbpRUoHO7btw+dTsf1119PZWWldIUT3HrrrZq0P/nkE41SIhRZIcSLMlosFlq2bInP55NCc3x8PDabjbi4OLKysoD68RMcHIzP5+OBBx5otLNpsVg0ykifPn344IMP5BxRW1vLli1biIyMpHv37gByZxlg+/btbN++XVP+wHoVYzUiIkKTtsfjoU+fPpr5RzybmZmpEXCEoD906FDp2hJY54FKmk6no2/fvmzatEleCw4O5qKLLqKyslLuikH9GtO2bVuKi4vlvRUVFbjdbo0w9emnn0q3OLHDJ/I3ZswYioqK5L1/+9vfCA8Pb7SDWFxczOHDhzEajRqBrqn+c9FFF8m/hUJgtVobKfJQbwwL7E8hISH06dOHK664Ql4LCgqisLAQgO7du8sdu9TU1Eb9OTs7mzVr1sg0hAFvzJgxPPXUU8D380xCQgJff/21xnjXr18/zGazXL/he8HSarXSvHlzmd7FF1/MgAEDNEqi3W5n+fLljXZAgoODKSoqQq/Xy3cLN7FA7HY7n3zyify3WLN27NjBkCFDSE5OlgqDyJNY9yoqKpg4caL0DoDvdzujo6PlXJeXl0d5eTnp6enyPr/fL5UooXAAGsUqOztbun+Ltad58+ZYLBaioqLYs2cPEydOlHk2m82sWLGCuLg4Ro8eLQ1Pov+vWLFCs4ME9R4zVqtV7obm5uYSGRlJdna2xt3TarUycuRIPvzwQzlPt2nThlWrVnHfffdpxuXJkycZNGiQbH9Rb1Avbz300EPyesOd0Lq6OrlWX3vttTL/VqtVKh4Cg8HAlVdeyYcffijnCo/HQ1RUFEOGDJFKNkBJSQkAzz//vNzZClRAA+fgoqIiunTpolmTa2trG63fUD9WAj1gamtr2b9/v/y3qL8TJ07gcDi4/PLL5W9HjhwhMjKSjz76SM6PMTEx3HTTTXz33Xe0bNlSY3y1WCzk5+dTUVGhUR7btGmD1+uVu5HHjx+Xa5zNZqO0tJSysjLat2/P9OnTefbZZwGkUUGUMy8vj7feeouMjAyNTPZbopSmn0l+fj5AI3cIMUkEXhf3xsXFcdttt2G32+VkXVFRQWxsLBUVFdTU1MiBFB4eTteuXWndurV8j9lsJiUlhbVr18rBvGLFCt555x2++eYbjh8/Lu/t168fiYmJfPrpp/JaVVUVU6dOxW63y4lCWG2qq6s1AsIHH3wA1FvCxMBwuVzMmTOH7777TioKQqjctGkTISEhcoFKTExk6dKlfPDBB3LQid/69OkDfK/YvPvuuxQVFTFlyhSNpbBVq1ZERkbKvEZHR2M0GrnuuuvkfWVlZRiNRk6fPi2tplBvKYmIiGDLli1yZ0bUWV1dHadPnwaQ7gDp6enS1Q1g1qxZzJo1S7YdINP85ptv5GK9adMmRo4cSU1NjcYXPD8/Xw70wLNJUL97I/j2228ZMGAAWVlZGgET6pWmo0ePEhkZKXdJrrvuOnnWQdTnHXfcwfPPPw+gmaBnzZrF/v37pbAg8ux0Olm2bBlQv4hMmDCBJ598UnOGQggDgwYN0rgsWCwWFi9ejN/vp6qqilWrVnHllVdy6623yndC/YJ/8cUX06dPH/kup9OJXq/nggsu4OWXX5bvfOihh2jbtq08zwWQlpZGTU0NO3fupKCgQC4sR48elTum8L1Q36JFC7Zs2aI537N//36NK4XBYOCVV16Ru4xQ3ydGjx5NREQEdrsdg8FAeXk5ZWVlAFK5FHl99913MRqNGjeeFStW0LNnTxYtWqSxwkH97qLoa4DGZ1xQU1PDpEmTsNlsGkurxWKhS5cuXHDBBZr7n3nmGc073nnnHT799FMmTZqkuc/n89G3b18+/PBDzfUHHniAsLAwjTBoMBjIyspqlFagEF1VVYXf72fu3LkAmh0vQAqzfr9fjllxTZwliomJoUOHDprnvvzySykwij6dm5tLaGgomZmZUtj2+/2EhoZiNpspKSnRLM5iR1GM8fLycj7++GONIFBZWcnAgQOlMSHwOsDy5ctlvxD9MPC+7777jr/85S+88MILGmG/d+/eTY5fYcQS80JERARjxoyRwoZow8C5NlChNBqNrFixgjfeeENeq6mpYcKECY3cJHU6HSdPntTMn2KnKlDoWr16tXQzFn1NjJni4mKmTZumeSdoXaMrKytl+oE7rnq9vsn+8/bbb8u/Rf1ERUWxffv2RgaGQIUR6o0Dt912m+xDgNxFgXpjhWD79u0cP35c44548OBB+vXrJ+c9Me8uWrSIV155RZNWt27deOCBB2jTpo289umnn3LJJZfw1ltvyfrweDzY7XbKy8s1Fu+VK1cSExOj2ZmorKxkx44dsn0F1dXVpKamYrVapSuV2+1udNa2qqqKMWPGyH+Lsx3Hjh3jv//9rzRC2e12ueMrdrqKiooYOHAgdrtdGutqa2vxer0UFhby3nvvodfryc/PZ/Hixezdu1djXAk0PgSWsXv37gwbNoz3339fXhdzWlVVFdXV1RQUFHDy5El69eol68PlcrF7925OnDjB0qVLNTuKb7zxBl26dOGzzz7TlF8Ypj/66COgfld91qxZtGnTRnM+0263Exsbqzm3e/DgQUwmE7Nnz+bzzz+X79y1axc5OTns2LFD4yII9Wu+yK/om4H9adWqVSxevJivvvpKY+Crqqris88+08y/KSkp3HHHHQCNdop27drF6dOn5XWR5rp16+RYLC0txeVyodPpmDx5sqYNNm3apElLGAt27Nih8TgpKChgy5Ytci6urKzUyIii/txuN++//75m/hLnpS6//HIpPyUmJrJ8+XIuvvhilixZQlRUlJQtysvL5TwRKHNu27ZNtqXBYODkyZPMmDFD7iL36NGDffv2UVlZyfPPPy/nyhdeeEG6B1599dX079+fnTt3NjKW/ZYopelnEnh2JBCxEAZeF/cGLsBiwLjdbsxms7TiiAFssVikX7SgurqanJwcHn74YXlNuFyNHDmSp556Sna6uro6Dh8+rBmwfr+fK6+8UjNgAelPvHLlSnmtQ4cO6PV61q1bp3H32bx5Mx6PRwrSwko8ffp0jbtGbW0t11xzTaPDjQ6HQ+MCAfWT3qWXXspLL72ksRQGvgu+960PtHhVVVWRmZnJoEGDNAKyOHAvzkwF1q2oN6hvrwkTJjRyESsvL+fJJ5/UCByBW//ielVVFRMnTqQhrVu3xuVy8fTTT8sFQizagcqJwWBg7Nix3HnnnbRv317zjsOHD9O+fXu5wwb1Vqn58+cDSItLRUUF//jHPzSWX4/Hw8qVKxsFBoDv/Y+hfjEbP368PF8mJl0hfE2YMEG+Q7iziEUoMjKS2tpaJkyYQG1trUbp3r9/P1OnTpX1JfD5fJw8eVIqqA6Hg6uuuqqRW4uYjIUALvJutVrJy8uT/w4UiAJ3CUTghOeff14ufOLMYeCkbjKZ+OCDDzTtL+rmr3/9K1988YWm/kpKSpg8ebJmXBYXF3P69Gkuv/xyTVmDgoK48847NUqTqNuGfvAvvvgiK1eu1OTD6XTy4osvapQbQO62BJ7nmDJlCq+99lqjBWXlypWNdjBFwJNAf32/389DDz2kcVcBrWKk1+sxGo1MmDABQONSlpaWxhtvvKFJ3+v1ykPg4izciRMn+PbbbzVpVFVVsWfPHs01j8dDUVGRxuXKZDKxc+dOUlNTefbZZzVGCrEbKNouLCyMhQsXMnLkSM09Q4cOpaysjH379snrVqtVznWB9QFoznU4nU7+/ve/895772nyWltby+zZszUCbsOyQP2cMHToUCngiDQC59rAceDxeJg/f34jRXzUqFHA9/VvMBjYu3cvq1evbhRooHPnzhphPDg4WO7QNFTe3W63xlr95ptv4na7Nf2vWbNmhIeH4/P5pDAuaNh/xE6ZoKKigqioKObMmQNohcmoqCi8Xq9GSP3ggw9Yvnw5q1ev1tRJt27dADRKs1DohYAH9YLnlVdeqXk2IiKC66+/ngULFmj66pIlSxg+fLhGQevduzd///vf5W6POBcp6jiwrqurq1m4cKGmPtq3b0/Lli01c4JwXd6zZ4909RZnyALXBaPRiE6n04zRyspKqRwJhQnq+6/wjgi0/F911VU8/fTT8j6RVmJiIk899RQejweTycSHH37IzJkzNcqFOFfUcOfV6/Vy+eWXs2PHDjn+/vrXv6LX62XwqhYtWmCxWDTrsTCYBAcHU1lZqelTe/fu5cSJE3L3RiDcu0U9GwwGxo0bx44dOzTz5DXXXMNTTz2lKavX6+Whhx5iypQp8lxVs2bNePnll/n73/+ukZWqq6ux2+2kpaXJ8Sf6Ztu2bTXvtFqtXHXVVSxcuFDe895773H77bfz6quvyj4ldnECdwpFG/zlL38B0CiOFouFBQsWyGu7du0C6hWVwLXm3nvvbZTW3LlzsdvtDB8+XNMnb7nlFuB7eUmclQTtvB4bG8v48eNZs2aNJj9ut5sxY8ZIubWyspLdu3dz/fXXc+rUKblGp6SkMHDgQM3cJeQjMUeIHes33niDrVu3At97PsXFxaHX61mwYAFPP/00Dz/8MF9++SX33HMPJpOJGTNmsHjxYjp16sTEiRMbGad+K5TS9DMRQk9D65AYzIHXAw/dC0SHF1GUxG9iIDudToKCgjSWw7KyMqqrqwkPD5fv7Ny5s7Q6BgoIq1evxufz8cQTT8hrwsL73nvvSetqeno6N998M/PmzdMsQoMHDyYyMpJOnTrJPNXU1PDqq68SEhLCP//5T6D+nENxcTFBQUEEBQXJieS+++5j27ZtbNy4UTOYAl0QxL3Dhg1j8uTJjSyNIrCDSF+cxwlUSC0WCyUlJTz44INERUVJQaCqqoqqqioeffRReX+XLl2khVdMJB07diQnJ6eRn+xf/vIXysrKNAthly5dCAoKIikpSaaTmppKYWGh5owH1Asc4lC0aEOx+xjoSpeRkSH9e8VkIrBardLFTNTBtGnTZN6FMHzFFVdQU1Mj3Ragfkdm8+bNTJkyRe5SCVdHu90urcTR0dHk5OTw+uuv8+ijj2rS1ul0fP7555qFwO/3y/uMRiOdOnXi+PHjfP31142UYdHuok5En+3Zs6dcjDMyMkhMTGx0fi4iIoJ169Zxww03yD4P9e0tgntAvTVNBNm47LLLZB8KDg7GaDSSkZEh69/n87F9+3bmz58v89KhQwcqKirkLoXL5cLj8ZCQkMCcOXNo166dzJOw0N98882aRVsEbrjppps0gtgtt9zCvn37uOeee+Q1EWRD7LYKxNmXwDEwdOhQFixYwJNPPqm59+qrr5ZnH6G+H4hd6obBILKzs9m8ebPm+VGjRnHppZdq+nxGRgafffYZ//nPf4Dv56errrpKk3e9Xt9IsLBYLIwePZqxY8dKQaempob27dtLBSk0NFQTkCOwrwYKD0Loi46Oxuv1kpubK9sqKCiI+++/n2PHjlFYWKhRmmw2G2azWRpz4uPjSUtL0+w0WSwWWrVqpRGYRN4iIyM1LtU6nY5p06bx+OOPawSA0tJSXn/9dU19rly5kqFDhzbpIhsoxAcFBdGqVSvatGkjz1aBdq5tuFM0d+5cZsyYoWkTn8+n2eXxer3s2LFD48oN9XPFokWLZP4NBgNVVVVs376dSZMmyf5jtVoJCgqiZcuWjRTHwsJCWQadTkd1dTUdO3bkmmuu0Qi+gwcP1vQfvV5PUFAQF154oUZpKCoqwu12M2XKFE1fd7lcXHrppZry5+bmMm/ePI1VXQRjAO3Bf6/XS3x8vKa+IyIiNEFzbDYbCQkJjB49mqlTpzY6UB4WFqYJ8tK8eXOuvPJKzQ5M4NohdgWFMUG4dws2bdrEwoULNWf99Ho9/fv3JzQ0VBP5MzY2Vrq8Q/04GD16tCaqX0JCApGRkUyePBmTySTzL1zwRRQ0qPe0iI2NZcGCBXJtuuCCC6SRdurUqXg8HiwWC+np6UyePFm6rAJceumlxMfHaxT2bt26odfrcTqdGgNBs2bN8Hg8BAUF4fF4MBqNtG/fXlOXEydOZPHixVRWVjJgwIBG9Z6ent7I6PDRRx/RvHlz2dczMjJo0aIFqampmrNeY8aMYerUqbz77rvyWkhICMOHD9fsrGRkZJCWlsaVV17J1KlTZf+3WCxy3gg0ZkVHR0tXeICuXbty6tQpQkJCNPe1adOGSZMmaQyMu3bton379podOajfeW84T6Smpkq5SvR/cca8X79+mvkmMTGRSZMmcfXVV2sCfFVVVWk8WKB+/QjM/6FDh6QSfvvtt8t1efv27RQUFJCZmakpq9Fo1HjvlJSUkJmZSbt27Rg7diw1NTVYrVbi4uL44osv5C5tmzZtSE1NJS4uThpBQkJCZP8QhjS73c5jjz3GwoULOXLkCAMGDOD555/n5Zdf5r777pNeHm3btqVjx45yHWxYp78VSmn6mQgBONAyBd8LioHXxb2BE5CY3EJCQigsLCQsLIygoCCpmZeVldG8eXMKCwvlvSkpKRgMBpYsWSIXUIfDQYsWLcjNzdW40ogIZYFnmhwOB3FxcXIQ6nQ6eV6gb9++8nCn+HdxcbFmYSotLcVisbBo0SJZzvDwcGJiYuShZ4GwZMydO1cuMmLxFFHexDs+/PBDRo4c2ehg/qZNmzSWfmFpe+CBBzT12K5dOwwGA4WFhZoFWkRKE/UXHh4uD6QLNmzYIC13q1atktddLhdt27bVnKkKDw+ndevWHDt2TOZz9+7d6PV6xo4dq1GKKysrSU5O1gjHYgIP9KcWIcJPnDjRKERteXk5H3zwASdPniQvLw+od5cQh9VFfZtMJt5++20ZsQrqJ6QBAwZIYQLqhYDw8HDpWw3f+7mHhYXJQ7UAQ4YMwWg0cuzYMVl/ok8Jf+aamhrsdjvBwcHk5uY2snILC7FYnEQ/yMnJkX9/8803HDlyhMLCQmpqauS9tbW1hIaGMm/ePPx+v3TPq6io0Fi4o6Ki5E7c6dOnZfuXl5cTEhKCyWSS7g+i3q677jo5fpo1aybDpY4ZMwav1yvPT0HjiHMul4usrCyNBba6upoDBw7QrVs3zZmSRx55hG7dumlC51dUVFBeXq7x3xfhyJ1Op6b/Dho0SGP9FaSnp2vyFRYWxubNm6VLYSDR0dEapUTUbVpamsawExoaqnF3CnSzFYiIkKdOndIohy6Xi+bNm8v0RZj6++67T+6Ki3DuIiqbENigPgKXeJ8wqojIYUVFRXLhtdls/O1vf2Pjxo2sWbOm0fkfh8Mh60/MtYEWVZHeRRddxPjx4+V1t9tNUVGRxhXJ7/eTlJSkKefQoUNJT09nwIABmnY6efIkS5YsafSJhLS0NM0Zgm+++YasrCwOHTqk8ToInGsb7ngnJyfLfivOIb355puNPg0hFPRAkpKSKCkpke3v9Xrl+cjAMxgGg4HWrVvz3XffaXbxnU6nRjES7l/ffvstL730kkbxXLlypUboFTtR69evl2NJCFU1NTUaVxyoHxfFxcUa9zabzcbo0aM1dSWEdtBGPoR6JSuw/kpLS7n66qvlvxMTEzl16hSfffZZo/OOfr+fBQsWyMilAIsXL2b27NkaxUsE3wg8P+fz+YiKimoUCEQI14G75nq9npqaGml4atu2rdwhE2d3oH6u7NWrl4wiC/XtWVxcTGFhoWatFP3O5/PJ9tPpdLhcLs2ZNuHet2XLFrkGBUZ3C+z/n332GcHBwRr3SofDQUJCgsZdGtCcW4J6g6XNZiMsLEzjLh4dHU1YWFgj75yysjK+/fZbjSs01BsDq6qqZCASi8VCcnIyxcXFmrmrsLCQ1NRUjXG2RYsWzJgxg+eee04qaYHpBp7zDXR1DTxW0bNnT835mcjISMLCwjhy5Iim/ELWC5wT+vbtyyOPPCLrT7w/NDRUfl5GkJqaSlZWlsaDyOPx4Pf7efPNNzWy5DXXXMPs2bMbKUgmk6nRbv2IESM4ffq0VAhNJpOcSzMzM6XSNH/+fOLj4zVBu4QBYdeuXfK+06dPM2zYMKZPn05ZWRnNmjUjNDSU4uJiLBaLzJMIItGhQwdpmAsODqa8vByj0SgDSQkja2JiImFhYXz77bd4vV7+/e9/07t370bumiJCYEOZ+7dCKU0/k/T0dOx2u+YbBBUVFeTk5GC1WjXXm4paJybc+Ph48vPzOX78OJmZmRQVFcnJt3Pnzqxfv15Oji1atMDr9bJ161Y5QVgsFk6cOEFiYqKcFAFGjhyJ1+tl165dGuF6//79Urjx+/107dqVTZs2MXHiRJYvXy7z9uqrr2Kz2TRCoNFoxGw2ExkZKc/QmM1mcnNz2bhxo1zMjEaj9OPesWOH5nCseH9paSkVFRVYLBZuuOEG3nrrLXr27KnZgYuLi5MBLUwmE6dPn8btdvP555/LMyXi21J+v5+1a9dqBHefz6eJWHXw4EGKioqwWq1yIhZKTatWrTRb8V27diUvL08GhBDP79mzh8TERFlWu92Oz+fj9ddfJyMjQx6sXrBgAXv37tVMpIFtLt4ZFhZGXFwcI0eOlAu5qIPWrVvTvXt3Tf09++yz0lq0ceNG6bIgorwJbDYbBw4c4IsvvpDb2fv27ZORd8QEKSJ7lZaWSt9poYCIwAsi3+IsnuijQgGorKwkISFB4zIC8Prrr3Py5EnZJkJIateuHe+88w5Qb6GOj48nMjKyUdCBnj17snbtWilAi34QGA2qpKQEj8eD1+tl1apV0uXF7/fLMNNi3IkyN2/eXAoXQtAIPCSbnp4uw1wLdyNRBzNmzOCNN97QtOv111/PO++8wxtvvKER5CMjI5kwYYJGaampqcFsNmusZWKBFBH9BG+99RYOh6NRpK6Gu9j79+9vFJVR1HVTkYbq6uo0wQWgvm8HBwc3SkuEnIXvA0gcPXpUEx4X6ucqcT6ypqaGuro67rzzTulmJOpRRMLctm2b3DUWEZh0uu/DuYsQuIWFhZrQw9OmTePOO+9kxYoV8tskDocDp9NJQkKCnK9EmwvXJ6gfa5s2bWLcuHFyB1n0db1ez6FDhzTCzN13301NTY2ca202G7m5uSQnJ2vauXv37ixdupSUlBSN4Pzyyy9rDGWDBw+Wn4YQgojRaJRzbXl5eaPd9h07djB9+nT5b6/XS0lJiRTuRJuLw/eBPPzww4SGhmrc8DweDxUVFZoIZNXV1ezatYu+ffvKcSnatqndswULFjTaFYiNjeXKK69s5M4cqPQLBfzZZ5/VhFwG5NnVwDWytraWli1bsmLFCnnN6XTy7LPPYjAYOHjwYKP0Aus/MzOT/fv3SwNRREQERUVFTJ8+Xe5KiPozm82MHj1aU6Zrr72W6dOna4Q0MdckJydTUlIiny8tLdWcc4H6+Uac4xS43W527Nghg6YIRam6ulquSYJXX31Vs3NWUVGB2Wzmiy++kF4lZrOZcePGyboUc2N5eTmnTp1i6NChMk+9e/eW9SLyJHa3Zs6cqZm/zWYz+fn5jVzac3JySE5OlgZGq9Uqv80j5tTTp09jNpvZtm2bLJM4cy3O6gQyYcIEPvnkE958803NdZ/Ph8Vike8NDQ1l7969bNq0SSqCRqOR9evXs3PnTqKiojRu7J999hmPPfaYVISFAeXRRx+VfUrsios1KvC87LfffquJdOf3+yktLaV9+/ayTkX6gEbhrqys5M4775RGAL+//tMXFRUVjQxhPp+PK664Qp7/CWTBggWaPn3//ffLs45Q3+b/+te/WLZsmWanDeoVrO3bt2vOLgkXzWeeeUbuCn711VecOHFCYwwzmUwcPXqUiooKTdj7b7/9llWrVmE0GikrKyMkJIRTp07hdDrp37+/NCrk5+ezYsUKEhMTNec63W43NTU1miMHubm5lJWVUVpaSlBQEGPGjGHfvn1Mnz5d0ycrKio4evSo5jzxb4nOf76Cnf8PMXfuXN5++20efPBB4uPjefTRR8nNzWXgwIG8++673H777SQnJ/PUU0+xc+dOdDod999/P3a7neuuuw6oX4gjIiLkxCOi0fn9frp37853330nvxFkt9uJiori1KlTmjNQFouF4cOHy0GTkZFBbm4u4eHh1NbWUlxcLN/v9/vJyMhg9+7dQH0QgaSkJG666Sb5QVdxX1JSkuY7CyKEs7Bgil0wcf5KpNG6dWuOHDmC3+9n3LhxLF68WIZadTgcPProo0ydOhWv10v//v3ZvHkzPXv25PPPP5e+wNdccw0vv/yyHIRGo1FOlFdddRXffPONDIft9/uJjY0lLy+PZs2aUVxcLBflzp07S6uSyEPgIWifz0diYqLcihbfohIKWkpKCnv27JECms/nIz4+Xlpg9fr6b0SJBbSqqkp+3FBYdgMVOZvNRkxMDMePH5ff7TAajfTq1YvVq1ej1+tJSEjg2LFjJCUl0aJFC9asWSPb5O2332batGnyg8B9+vRhy5YtsvxiF0a4fYrIcqdPn5bvCMyTEFRPnDghBUzRfj6fj6effloTFc3tdtO6dWuOHj2K1+slOjqagoICkpKSOHnypPT5F98XEuGnxcRps9kwmUzExcWRm5srQ8EnJCRw/PhxGW5afKusWbNm0kXL4XBQWFioCVUM9UpoXl6ebFOz2ayxxIaHh0vlQa/XExISIj+mKz5M6nK5ZN/p1asXRUVFFBcXU1JSIusD6l3UQkNDycnJkYv/LbfcQlpaGi+//DIHDx6UgrtOp6NVq1acOHFC0wdCQkKa/CCvTlf/XR6xI+P3+xkyZAgbNmyQls3ExEQKCwulIB8XF0deXp7mY6mBi5Toc8LdI3B8W61Wzc5Cz5492bdvn0zLarUSGhoqhcaG7wWkgjpixAgZcEKn05GcnMyxY8c0nwuw2+1YLBaqq6vlGSSxSy7aTkT/FHUSFhZGTU2NdGF2u92kpaVx6NAhqWyKfF1yySUsX75chu+dMWMGOTk5vPrqq7Iepk6dyn/+8x/ZHmI3X+Q7LCxMCsBiVyaw/CEhIaSkpLBlyxY5JxiNRrp168Z3330n3SY9Hg/z5s3jn//8p4wQZrPZuP3227njjjvkWQ2RvvjwceAZDqhXJgK/8QL1CmFNTQ06nU7OvUK4FG0tSExM1JyViYuL4/Tp0zidTk3fg3pjgdfr5dChQ7JexUcqxTiJi4ujpqaGkpISjUDbVP+BegOJUOaCg4MJDQ2lrKyMuro6/H5/o4+O2u12jUEnNTWVAwcOaAwue/fuJSoqisLCQjkni7JERUVpPC4uvvhijh8/zoEDB+QZIXGmV3ynSXwMfNSoUZqgDREREfTs2ZNly5bJemrdurWc59xut2YuNZvNBAUFSaOkXl//DTZRHw3Hn6iT6upqbDYbHo+Hli1bSou92WyWn3MQdO/enZ07d1JdXU1ISAiDBg1i6dKlsg5Ff4R640paWhoHDx6UZyCFp4BIY8CAAWRmZsrgLgKhDFmtVpm+8NwYM2aMDOQzYMAANm7cSHh4uPy2mN1uZ+DAgSxZsoQ2bdpIFy+HwyGNn4HrUFBQEDfeeCNffPEFu3fvlvOYCEEvom6KZ7p37y69GDIyMjhy5Ahut5vJkyfz4osvyr4ycOBA4uLiNON/9OjRUjnT6/VkZGSwa9cudDods2fP5r333pPnifR6PX379uWbb76RRwMSEhIYMWKEjPKWmJhIaWkpQ4YM4d1339W0q3CXFIqvzWaT/V7MWWKdbLhL6PV66dmzJ9deey133nmnlDcGDx4sXeZFfVgsFsaPH8/WrVs1xvrx48fzxhtvaPqcMFQJJbdly5bk5eXh8Xik0i/mNbEWBUbahPrP1KxZs4aCggI5X4p5Jysri127dsl5PywsTM73ISEh8jiFeN/o0aNZvXo1p0+fxmq1MnbsWCZNmoTb7eaaa67BZrNxzz33oNPpePTRRzlx4gQfffRRo0iTvwVKafoF8Hq9PPHEEyxZsoS6ujq6du3K7NmziY2N5d577+Wdd97BbDbTo0cP7rzzThYvXsx7770nI75dccUVWK1WFi9eLAUlcShZRC8RH9hMSkri2LFjjQ7MNyXI/FTCwsIaufg0XFgb0tRXzoWw3NAtqOFznTp1orCwUApNge57e/bsoV+/fnIBbNmyJadPn250+LhhXiMiIqipqSEoKEhakEU9CmVHLDAmk4mkpCQKCgo0Fr2mEFv4v/RX6gPbLyEhAbfbTUZGBv/9739lmX7qUBVlF7s04oOSgYiPKZ6tXi0WC3/729/Ys2cPW7du1Qj5NptNngMK7AsNBXKhkAUKx3p9/Ycua2pqqKqqkq5b4vyL+EBxYHp2u10u4iEhIbhcrkZujYEEptuwLkX7i53KMxEcHNzkrmtsbKzm4HtaWpq01jf8vpbZbKZNmzYcOHDgjH0o8LzeoEGD+PjjjzV5bfi9MvFesSvzQ32lqblC+M1/+eWXmrIZjcZG7ddQoG8K8W2fgoICysrKmvwGV1OIBTtQYRIEzktCSQh8Ljo6mlOnTkkhPy0tjaNHj2qEve7du7Nr1y7ZLg2F9XPNoyhPUlISp0+f1rSzmKsvuOAC1q1bp8n3uHHjsFqtcv4PfJdAWF8NhvoPlv8UNxS9Xk9aWhq5ubkaYVun00kFCNAo2bGxsZrD1Xq9nri4OPLz82V7t23blpMnT2rKK4xPDevRaDTKb9KciYbCW8PfAucKEabfZDLxxhtvnDHghki74bg8GwaDgebNm2vK39BYqNPpSEtLkwbNhmO7YfpWqxWXy9VoR+VM4y/wHKIQVBvWnXCNDgxAJYwIYWFhGtc6nU4nI5uJNbhh+wu3Xb1e/4Nrn6DhmLn44ovZt28fJ0+e1IxZvV5Px44dGTZsmMaVPrCObrzxRhYuXEh1dbVmTejSpQvt27dvFFTDZDLRvHlzKioqGvXr4OBgqqqqMJvNmkAdPwURTEkYJMS6KOYWMfcIBTQoKIiqqirZriKqZENZTXxc9lzqWsga4v7U1NRG37c7E2azmcTExEbuu/D9ei3Ov4qyNVTmdTqd/N6X+L1jx46NAnD8GAJ37JKSkjAajTJY19naq3v37uzfvx+Xy0Xv3r254447GkWs/q1QSpNCoVAoFAqFQqFQnAV1pkmhUCgUCoVCoVAozoJSmhQKhUKhUCgUCoXiLCilSaFQKBQKhUKhUCjOglKaFAqFQqFQKBQKheIsKKVJoVAoFAqFQqFQKM6CUpoUCoVCoVAoFAqF4iwopUmhUCj+JKgvTCgUCoVC8dNQSpNCoVD8BMaPH09aWpr8Lz09naysLEaPHs1rr73W6GN9F110EbfffvuPSuOnPNMUFRUVzJw5k02bNv3sd/0QTz/9tKZe0tLSaNeuHd26deOGG25o8oOL54vc3FzS0tJYsmTJ+c7Kn4rx48czfvz4850NhUKh+FEYz3cGFAqF4o9Ku3btuPvuuwHwer2Ul5ezZs0aHnroITZt2sSTTz6JXl9vm5o3bx52u/285HPv3r189NFHjBkz5jdL85133pF/e71e8vLymDt3LmPHjmXZsmVERUX9ZnlRKBQKheLnopQmhUKh+InY7XY6deqkuXbRRRfRunVrHnjgAT755BNGjhwJ1CtYfyYa1kvnzp2JjY1l7NixfPDBB1x77bXnJ2MKhUKhUPwElHueQqFQ/MKMGzeO6Oho3n77bXmtoatdbm4uM2fOpHfv3mRkZNCjRw9mzpxJaWmp5l1ut5v777+frl270qVLF2677TZKSko092zatIlx48bRsWNHsrOzNfesX7+eCRMmADBhwgSNW9TKlSsZPXo0HTp0oFevXtx///3U1NTI3+vq6rjnnnvo27cv7du3Z8iQISxcuPAn10v79u0BOHnyJFDvyjdw4EDmzZtHdnY2vXv3pry8HIB3332X4cOH0759ey688EKefvppvF4vAB9//DFpaWkcOHBA8/6VK1eSlpbGnj17ANi3bx833ngj3bt3JyMjgz59+nD//fdTV1d3xjzm5eVx8803k52dTceOHbnqqqvk++B7l75PP/2UadOmkZWVRXZ2NrNmzdLUnd/v55VXXmHo0KFkZmYycOBAFi5cqDlXdrZ2OxPjx4/n1ltvZdq0aXTq1IlJkybJfJ2tP/31r39l6tSpmnddfPHFXHjhhZpr119/PZMnT26UrtPppHPnzjz88MOa6x6Ph+7du3P//fcD9X3m8ccfZ9CgQbRv354LLriASZMmsXfv3ibLcyYXydtvv52LLrpIc+2H+qtCoVD8miilSaFQKH5h9Ho9PXr0YMeOHY3ONgHU1tYyYcIEDh8+zN13383ChQuZMGECy5YtY+7cuZp7P/30U3bv3s2cOXO47bbb+PLLL7nmmmukArFx40YmTpyI1WrlySef5P/+7//YsGEDEyZMoK6ujoyMDGbPng3A7NmzpTvhxx9/zA033EDr1q155plnuPHGG1m6dCnXX3+9FOwffPBB1qxZw2233cbChQsZMGAAjzzyCO+///5PqpejR48C0LJlS3ktLy+Pr776irlz53LHHXfgcDhYsGABd911Fz169OC5555j7NixvPDCC9x1111AvbAfFBTEsmXLNO//5JNPSElJoV27dhQWFjJ27Fhqa2uZM2cOL7zwAsOHD+f111/ntddeazJ/JSUlXHHFFezevZu77rqLxx9/HJ/Px9ixYzl8+LDm3rvvvpv4+Hjmz5/P5MmTee+993j22Wfl74888giPPPIIF110Ec899xyXXnopjz32GM8///w5tdvZ+PTTTwkODubZZ59lypQp59Sf+vXrx4YNG2S/yc3N5cSJE5w6dYoTJ04A9Qr6unXrGilSABaLhcGDB/Ppp59qFL+1a9dSWlrKqFGjAJg5cybvv/8+1157LS+99BJ33HEHBw8e5JZbbvlZgUjOpb8qFArFr4lyz1MoFIpfgWbNmuF2uykrK6NZs2aa33JycoiJieHhhx+mRYsWAHTv3p3t27ezYcMGzb3h4eEsXLiQoKAg+e8bbriBNWvW0L9/fx5//HGSkpJYsGABBoMBgI4dOzJ8+HDef/99xo4dS5s2bQBo06YNbdq0we/389hjj9GnTx8ee+wxmVarVq2YOHEiX331FRdeeCEbNmygV69eDB8+HIBu3boRFBREZGTkD5Y/UFmsq6tj3759PPjgg4SEhEiXRXHfbbfdRpcuXQCorKxk/vz5XH755cyaNQuA3r17ExYWxqxZs5g0aRIpKSkMHjyY5cuX869//QuA6upqVq9ezQ033ADAgQMHaNu2LU899ZQ8S9azZ0/Wrl3L+vXrm3QPfPXVVykrK+Ott94iPj4egL59+zJs2DCeeuop/vOf/8h7+/Xrx2233QZAjx49WLt2LV9++SW33HILFRUVvPbaa4wbN44ZM2bItIuKiti4cSPXXXfdObXbmTCZTNx7772YzWag/szaD/WnCy+8kGeffZYdO3aQlZXFunXraNWqFcXFxWzcuJEWLVqwefNmampq6N+/f5Ppjho1ivfff5/NmzfL9lq2bBmtW7emQ4cOuFwuqqurmTVrFsOGDQMgOzubqqoq5syZQ3Fx8U86y3au/VWhUCh+TZTSpFAoFL8Cwvqt0+ka/da2bVsWLVqEz+cjJyeHY8eOcejQIY4cOdJoZ6pfv35SYYJ6Nz+j0cjGjRulYDx58mT8fr98tkWLFiQnJ7N27domhe8jR46Qn5/Pddddp0mva9eu2O121q5dy4UXXki3bt14++23yc/Pp1+/fvTr108qJT9ERkZGo2spKSnMmzevkeDctm1b+ffWrVupq6vjoosu0uRNuGqtXbuWlJQURo0axQcffMCOHTvIzMxk1apVuFwuqZD17t2b3r1743a7OXToEMeOHePAgQOUlJQQFhbWZJ7XrVtH27ZtiY6Olmnr9Xr69u3L0qVLNfc2PLMVExMj3Q63bduGx+Nh0KBBmnuEElhbW/uT2k3QunVrqTCJ+vuh/pSZmUl4eDjffvstWVlZfPfdd3Tr1o3c3Fw2btzI6NGjWbNmDSkpKSQkJDSZbnZ2NnFxcSxbtowuXbrgdDpZuXKlVEDNZrN03ywoKODo0aPk5OSwevVqAFwu1xnLdDbOtb8qFArFr4lSmhQKheJXoKCgAKvVekYB/eWXX+a5556TO1Ht27fHZrNRWVmpua+hgqHX6wkPD6eiooKKigp8Ph8vvPACL7zwQqM0LBZLk2mXlZUBcO+993Lvvfc2+r2wsBCAO++8k5iYGJYuXcp9993HfffdR1ZWFvfccw/p6elnLf97770n/zaZTERFRZ1xhyo4OLhR3s4UKELkrVu3bkRHR7Ns2TIyMzNZtmwZ2dnZxMTEAODz+XjiiSd48803qampITY2lszMzDPWiUj72LFjTSp8UK/sCGw2m+Y3vV4vFWVRhoiIiCbf81PbTRBYX4If6k9C+Vu3bh033HAD3333Hf/3f/9HXFwc7777LgBff/31GXeZoN4AcMkll/Duu+8ya9YsVq9eTU1NDZdccom85+uvv+bBBx/kyJEjBAcHk56eLpX+n+pGd679VaFQKH5NlNKkUCgUvzAej4f169dzwQUXSNerQD7++GPmzJnDjBkzGD16tBSup0+fzs6dOzX3CoFR4PV6KS0tJTIykuDgYHQ6HRMnTpQudIE0FOwFoaGhQP35k+zs7Ea/OxwOoH7nYOrUqUydOpW8vDxWr17N/PnzueWWWxqdJ2pIhw4dzvr7mRB5e+yxx2jVqlWj34Wro16v55JLLuGTTz7hH//4B2vXruXf//63vO/555/nlVde4d5772XQoEGEhIQAcOmll54x7ZCQELKzs5k5c2aTvwfu7pxLGUpKSmjdurW8npeXx/Hjx2nfvv1Parczca796cILL2TmzJns2LGD4uJiuXM0d+5ctm7dyoEDB7jnnnvOmtaoUaNYsGAB69evZ/ny5XTt2lW6Mh4/fpwbbriBiy++mAULFtCiRQt0Oh1vvvkmX3/9dZPvEzux4qyVIDDAw7n2V4VCofg1UYEgFAqF4hfmnXfeoaioiL///e9N/r5582ZCQ0OZMmWKFHCrq6vZvHkzPp9Pc+/atWs1Lkmff/45Ho+Hbt26YbfbadeuHUeOHKFDhw7yv5SUFJ5++mnWr18P0Ehxa926NZGRkeTm5mqei46O5vHHH2fPnj3U1dUxePBgXnrpJQDi4uIYO3Ysw4cPJy8v7xerq4Z07NgRk8lEQUGBJm9Go5EnnniC3Nxcee+oUaPIz8/nmWeewWAwaNzhNm/eTJs2bRgzZoxUmAoKCjhw4ECjOhZkZ2dz9OhRkpKSNGl/9NFHvPfee00qwE2RmZmJyWSSbmmCl156iZtvvpmgoKBzardz5Vz7U+/evfH7/SxYsICkpCSioqLo0KEDQUFBPProo4SHh5OVlXXWtJKTk8nIyGDZsmV89dVXmvNpu3btwul0cu2119KyZUupEAmFqamdJnHerKCgQF5zu93s2LFD/vtc+qtCoVD82qidJoVCofiJVFVVsW3bNqDeHay0tJRvvvmGd955h5EjRzY60yLIzMzkrbfeYs6cOfTv35/CwkIWLlxIcXFxI6t5UVERN910E+PHjycnJ4cnnniCXr160aNHDwBuvvlmrr32Wm655RZGjhyJ1+vlpZdeYvv27Vx//fUAUmn48ssvcTgcpKen869//YvZs2djMBjo378/FRUVzJ8/n4KCAjIyMrBarWRkZDBv3jxMJhNpaWkcPXqUDz74gMGDB/9KNVof6GLKlCk89dRTVFVV0a1bNwoKCnjqqafQ6XQat8DU1FR5nmfo0KGajwdnZmYyf/58nn/+eTp16sSxY8dYsGABLpdL42YXyMSJE/noo4+YOHEiV199NeHh4SxfvpzFixdzxx13nHMZIiIimDBhAq+88gpms5ns7Gy2b9/OW2+9xcyZM9Hr9efUbufKufan0NBQsrKyWLlyJZdffjkARqORLl26sGbNGkaNGiU/xnw2Ro0axcMPP4zRaGTIkCHyekZGBkajkUcffZSrr74al8vFkiVL+PLLLwGaDA/ucDjIysri9ddfJzExEYfDwWuvvUZdXZ106zMYDD/YXxUKheLXRilNCoVC8RPZs2ePFD51Oh3BwcGkpqZyzz338Le//e2Mz/31r38lNzeX999/n0WLFhEdHU2/fv248sorueuuuzh8+DDJyckAXHnllVRWVnLDDTdgNpu55JJLmDFjhrTi9+7dm4ULFzJv3jymTZuGyWQiIyODl19+WQYrSElJYcSIEdJN6pNPPuFvf/sbwcHBvPjii7zzzjsEBQVxwQUX8Nhjj8kIbP/+97958skneemllygqKiIyMpJLL72U6dOn/4q1Cv/85z+Jiopi0aJFvPjiizgcDnr06MHNN98sFUDBqFGjmDNnjmbHA+C6666jtLSU1157jWeeeYbY2FhGjRqFTqdjwYIFVFRUNEpXfFvr8ccf55577sHpdNKqVSseeOCBs7r1NcWMGTOIjIzk7bff5sUXXyQhIYG77rqLK664Aji3djtXfkx/6tevHxs3bqRbt27y+W7durFmzZpzDqYwYsQIHnnkEfr3769pj8TERB5//HHmzZvH1KlTcTgcdOrUiddff53x48ezadMm0tLSGr1vzpw53HfffcyaNQu73c6ll15K586d5Vkr4Jz6q0KhUPya6PzqAwcKhUKhUCgUCoVCcUbUmSaFQqFQKBQKhUKhOAtKaVIoFAqFQqFQKBSKs6CUJoVCoVAoFAqFQqE4C0ppUigUCoVCoVAoFIqzoJQmhUKhUCgUCoVCoTgLSmlSKBQKhUKhUCgUirOglCaFQqFQKBQKhUKhOAtKaVIoFAqFQqFQKBSKs6CUJoVCoVAoFAqFQqE4C0ppUigUCoVCoVAoFIqzoJQmhUKhUCgUCoVCoTgLSmlSKBQKhUKhUCgUirPw/wABXvTK/2GS+wAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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d9x+WK1funMec+W+7MO9r27ZtNXfuXO3bt0+rVq1Ss2bNFBsbq8zMTP3555/6+++/VbVq1bOOwt5+++1666239PPPP6tNmzb67rvv9OCDD7r3HzlyRCNGjNDy5ctlGIZq1qyp5s2be9RRFCkpKdqzZ0+Bo7/p6enntXgPAO8joAEwrezsbMXFxalZs2Z5Ls5ztGnTRm3atFF6erpWr16tefPm6dVXX1Xjxo3VqFGjYr1+zuqGOex2u44ePepxYXnmvU0FjWIUpGLFijp69KjsdrvHOSYlJUlyTassqooVK0py3bOUOyjZbDYdPXq0WH0fOXJEc+bM0bx58yRJhw8fVvXq1SW5FpGQpEOHDhUqoEmuVTSfeeYZjRkzxmPUJuc8SuI9CgsLy9N3YabMFcYtt9yiW265RcePH9cvv/yi2bNna/Dgwbr22mvdwSz3IhSS3FP5KleurBMnTqhfv36KiorS119/rSuvvFI+Pj766aef9O233xartvLly3ssbpPjp59+Uv369RUWFnZe/eWElN27d+fZ9++//2rAgAHq2LGjZs6cqcsvv1yGYWjBggX6+eefJbmm/hqGkaemzMxMrV692mOq3/Tp0xUYGKhu3bpp0qRJZ71XMT+FfV+bN2+u4OBgrVq1SqtXr9ZNN92katWqqVatWoqLi9O6devUrl27sy6OUrt2bTVq1EjLli2Tj4+PUlNT3avPStJzzz2nnTt36r333lPTpk3l5+en9PR0ffrpp2c9h3P9jilfvryio6M1ZMiQfI/Pmf4N4OLBIiEATOuTTz5RcnKy7rvvvnz3v/7667rzzjvldDoVGBio9u3buxddyFnpLWd0oSh+/fVXjylx3377rbKzsxUTEyPJdaGZkJDgccy6des8vi4oWOaIjo5Wdna2vvnmG4/tOVOTrr322iLXHx0dLUn6+uuvPbZ//fXXstvtxep7+vTpatu2rfuv9lWqVHEHjuTkZEmu4HE+evbsqWuvvVavvfaax/aSeo/8/Px0zTXXeHwUJ6TmePrppzVgwABJrovl//znP3r88ceVnZ3tDpGS8kwp/Pbbb2UYhlq2bKmdO3cqJSVFvXr1UmRkpPvnduXKlZIKHiUtjObNm+vXX3/1mEa3efNm9e/fX5s2bTrv/nJWxaxVq1aefX///bcyMzPVv39/XXHFFe5AkxPOnE6nypUrp/r167unGeZYuXKl+vfv7/GehYaGKioqSr1799aCBQvOezGNwr6vVqtVrVq10vfff6/4+Hj3v52WLVtqxYoVWrt2baGmNd9+++36+eef9fXXX6tZs2Ye0zLXrVunTp06KSYmxh2azvX9LczvmOjoaO3atUu1a9f2+NletGiRPv/883P+DgJgPoygAfC6EydO6I8//pDkulA5evSofvnlF33yySe67bbb8p1GJbkunubOnavnn39et912m2w2m9555x2FhISoZcuWklyjORs2bNCqVavO+xlqycnJevLJJ9WzZ0/t3r1bEydOVKtWrdyLM7Rv314//PCDxo4dqw4dOmjt2rUey51Lrgt2SVqxYoUqVqyoevXqeey//vrrFRMToxdffFGJiYmqV6+e1qxZo9mzZ+uOO+4o1jPTIiMjdccdd2jq1KlKT09XixYtFB8fr+nTpysmJsb9DLPztWfPHi1cuNDj/pZ27dpp+PDhuv76693LkZ/v6FTOohm5Rx2k0n2PSkLLli01YsQIvf7667r++uuVmpqq6dOnq1atWh7f7z/++EPPPfecbr/9dm3ZskXTpk3TPffco8svv1whISEKDg52LyJisVj07bffukf8CrrPsDAef/xx3XvvvXrkkUfUq1cvZWRkaPLkyWrUqJFatWp11mNz/l1KrpGcTZs2aerUqapbt26+92M1bNhQFotF48eP10MPPaSsrCwtXLhQK1askHR69GfgwIF67LHHNGjQIHXt2lWHDh3SxIkT1bFjR9WtW1d///23R79PPPGEli1bphdffFELFy70mGp7NrVr1y70+9q2bVu98MILCgoKco8SxsTE6OOPP5a/v7978Y+z6dKli1577TUtXbo0zwqjjRo10ldffeWeBrx+/XrNmjVLhmEU+P0tzO+Y3r17a9GiRerdu7ceeughVapUSUuXLtWnn36qYcOGFep9AmAuBDQAXrd582bde++9klz3I5UrV05169bVyJEjz/psrbZt22rChAmaM2eOnnjiCRmGoWuvvVbz5s1z37PWo0cP/f3333r44Yc1duzY85rOdf/99+v48eMaMGCA/Pz8dOutt2rw4MHuUYE777xT//77r7744gt9/PHHatGihaZOneox4nfVVVfplltucU/xWrJkicdrGIahmTNnaurUqXrvvfd05MgRRUREaNCgQerTp0+hay3I6NGjVbNmTf3vf//T7NmzFRYWpl69eunxxx8v8ujixIkT1a1bN4+He3fu3Fl//fWXXnrpJUVERGjChAlnnQ5WkJo1a+qZZ57R2LFj3dtK+z0qru7du8tms+njjz/Whx9+qICAAMXGxmrw4MEeQeLBBx9UYmKinnjiCVWqVEmPPvqoHnnkEUmuID9jxgyNGzdOTz31lHuU6YMPPtDDDz+stWvX5nlOX2E1aNBA8+fPdz8OITg4WG3bttVzzz13zulvOf8uJdcoU1hYmLp06aKnnnoq32Nr1qypN954Q9OnT9djjz2mihUrqkmTJpo/f7569uyptWvXKioqSu3bt9fbb7+t6dOna8CAAapcubJuvfVWPfnkk/nWERgYqOHDh+uRRx7RrFmz3COW53I+72vbtm1lGIaaNWvmXswlJiZGhmEoJiamUPdxVa5cWa1bt9avv/6aZ1Gb1157Ta+88or78Qu1atXSyy+/rMWLF2vt2rX59leY3zE5z4p84403NHLkSGVmZqpWrVoaPXr0WRe3AWBehrM4d6YCAIBzioqK0hNPPFFgAAEAIAf3oAEAAACASRDQAAAAAMAkmOIIAAAAACbBCBoAAAAAmAQBDQAAAABMgoAGAAAAACbBc9AKYcOGDXI6nYV+MCYAAACAS5PNZpNhGGratGmp9E9AKwSn0ymzrKXicDiUnZ3t7TIAAACAC8rX11e+vr7eLqPUcwEBrRByRs6uueYaL1ciHThwQAcPHvR2GQAAAMAFValSJdWsWdPbZWjjxo2l2j/3oAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAm4fWAlpKSouHDh+v6669Xs2bNdN9992nt2rUFtt+3b58eeeQRNWvWTK1bt9bkyZNlt9s92ixYsEA33HCDGjVqpPvvv1+bN28u7dMAAAAAgGLzekAbNGiQNmzYoIkTJ+p///uf6tevr759+2rnzp152tpsNvXt21eS9PHHH2vkyJH66KOP9Oabb7rbfPHFFxo3bpyeeuopLVy4UBEREerTp4+OHDlywc4JAAAAAIrCqwFtz549+vXXXzVy5Eg1b95ctWvX1ksvvaSwsDB99dVXedp/++23OnDggMaNG6e6deuqY8eOGjRokN5//31lZWVJkt5++2098MADuu222xQZGakxY8YoMDBQn3322YU+PQAAAAA4L14NaJUqVdKsWbN0zTXXuLcZhiHDMJSampqn/dq1a9WwYUNVrFjRva1ly5Y6ceKE4uPjdfjwYe3evVuxsbHu/RaLRc2bN9fvv/9euicDAAAAAMVk8eaLV6hQQW3btvXY9u2332rPnj164YUX8rRPSEhQeHi4x7awsDBJ0sGDB2WxuE6nevXqedps2bKlWLU6nU6lpaUVq4+SYLPZvF0CAAAAcMFlZ2eb4nrc6XTKMIxS69+rAe1M69ev17Bhw9SpUye1a9cuz/6MjAxVqFDBY5u/v78kKTMzU+np6ZIkPz+/PG0yMzOLVZvNZlN8fHyx+gAAoDT8vOm42jQs7+0ySlVZOEcAZ5eSkqKUlBRvlyEpb94oSaYJaMuXL9dzzz2nZs2aacKECfm2CQgIcN9rliMneAUFBSkgIECS8m0TGBhYrPqsVqsiIyOL1UdJSE5O1qFDh7xdBgDARBxOp7dLKHVl4RwBnF1ISEiemXLesH379lLt3xQB7YMPPtDo0aPVuXNnvf766wUm0vDwcG3bts1jW1JSkiSpWrVq7m9YUlKS6tSp49GmWrVqxarRMAwFBQUVq4+SYLVavV0CAAAAcMFZLBZTXI+X5vRGyQTL7H/44Yd65ZVX1KNHD02cOPGsw4UtWrTQ5s2bdeLECfe21atXq1y5cqpXr56qVKmi2rVrKy4uzr0/Oztba9euVYsWLUr1PAAAAACguLwa0Hbt2qUxY8boxhtv1COPPKJDhw4pOTlZycnJOn78uLKyspScnOyestixY0dVrVpVTz/9tLZs2aLly5dr4sSJeuihh9zB7qGHHtLcuXP1xRdfaPv27XrhhReUkZGhu+66y5unCgAAAADn5NUpjt9++61sNpv+7//+T//3f//nse+OO+7QHXfcoV69emnevHmKiYmRv7+/3nnnHb388su65557VLFiRd1///16/PHH3cfdc889On78uCZPnqyUlBRdffXVmjt3ripXrnyhTw8AAAAAzovhdHLX7bls3LhRkjye1+YtBw4c0MGDB71dBgDARH76O1Vtr65w7oYXsbJwjgDOLjQ0VDVr1vR2GaWeDbx+DxoAAAAAwIWABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJOweLuA3GbOnKlffvlF8+fPz3f/tGnTNH369Hz3devWTWPHjpUk9enTR7/99pvH/ujo6AL7BQAAAAAzME1AW7BggSZPnqzmzZsX2Oahhx5S9+7dPbbNnTtXH330kXr37u3etnXrVo0cOVIdO3Z0b7NarSVeMwAAAACUJK8HtMTERI0YMUJxcXGqVavWWduWK1dO5cqVc3+9efNmzZs3T6+88oqioqIkSYcPH9bhw4fVuHFjVa1atTRLBwAAAIAS5fV70DZt2iSr1arFixercePG53XsqFGj1Lx5c91xxx3ubVu3bpVhGKpdu3ZJlwoAAAAApcrrI2gdOnRQhw4dzvu4H3/8URs2bNCXX37psX3btm0qX768Ro0apV9//VVBQUHq3LmzHn/8cfn5+RW5TqfTqbS0tCIfX1JsNpu3SwAAAAAuuOzsbFNcjzudThmGUWr9ez2gFdXcuXPVvn171a9f32P7tm3blJmZqUaNGqlPnz6Kj4/XuHHjdODAAY0bN67Ir2ez2RQfH1/csgEAAAAUQUpKilJSUrxdhiQVa+DnXC7KgHbgwAHFxcVp1qxZefaNGjVKQ4cOVcWKFSVJdevWldVq1TPPPKMhQ4YoNDS0SK9ptVoVGRlZrLpLQnJysg4dOuTtMgAAAIALKiQkRNWrV/d2Gdq+fXup9n9RBrTly5ercuXKatWqVZ59FovFHc5yXHXVVZKkhISEIgc0wzAUFBRUpGNLEqtRAgAAoCyyWCymuB4vzemNkgkWCSmKtWvXKjo6WhZL3nzZs2dPDRs2zGPbxo0bZbVaz7lKJAAAAAB4k6kDmt1uV3JysjIyMjy2b968WfXq1cv3mJtuukmLFi3SRx99pL1792rp0qUaN26c+vbtq+Dg4AtRNgAAAAAUiamnOB48eFA33HCDxo4dq27durm3JycnKyQkJN9jHnjgARmGofnz52vMmDGqWrWqevfurf79+1+gqgEAAACgaEwV0F577TWPryMiIrR169Y87f7888+z9tOjRw/16NGjRGsDAAAAgNJm6imOAAAAAFCWENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEqYKaDNnzlTPnj3P2mbx4sWKiorK87Fv3z53m2XLlqlLly5q1KiRunbtqlWrVpV26QAAAABQbKYJaAsWLNDkyZPP2W7r1q2Kjo7WL7/84vFRvXp1SdLq1as1ePBgde/eXV988YViY2PVv39/7dixo5TPAAAAAACKx+LtAhITEzVixAjFxcWpVq1a52y/bds2RUVFqWrVqvnunz17tjp27KhevXpJkoYOHaoNGzbo/fff16hRo0qydAAAAAAoUV4fQdu0aZOsVqsWL16sxo0bn7P91q1bVadOnXz3ORwOrV+/XrGxsR7bY2Ji9Pvvv5dIvQAAAABQWrw+gtahQwd16NChUG2PHTumxMRErV27Vh9++KGOHj2qRo0aafDgwapdu7ZSU1OVlpam8PBwj+PCwsKUkJBQrDqdTqfS0tKK1UdJsNls3i4BAAAAuOCys7NNcT3udDplGEap9e/1gHY+/vnnH0muN2Xs2LHKyMjQW2+9pfvvv19fffWVsrOzJUl+fn4ex/n7+yszM7NYr22z2RQfH1+sPgAAAAAUTUpKilJSUrxdhqS8eaMkXVQBrXnz5lq1apUqVarkTq3Tp09Xu3bttHDhQt19992SpKysLI/jMjMzFRgYWKzXtlqtioyMLFYfJSE5OVmHDh3ydhkAAADABRUSEuJeGNCbtm/fXqr9X1QBTZIqV67s8XVgYKAiIiKUmJiokJAQBQUFKSkpyaNNUlKSqlWrVqzXNQxDQUFBxeqjJFitVm+XAAAAAFxwFovFFNfjpTm9UTLBIiHn45NPPlFMTIzH3NMTJ05o9+7dioyMlGEYatasmdasWeNxXFxcnJo3b36hywUAAACA82LqgGa325WcnKyMjAxJ0vXXXy+Hw6EhQ4bon3/+0caNG/Xkk0+qcuXK6tatmySpT58++vrrrzV37lzt2LFD48aNU3x8vB588EFvngoAAAAAnJOpA9rBgwfVunVrLV26VJJUvXp1vffee0pLS9N9992n3r17q3z58po3b578/f0lSa1bt9aYMWP00Ucf6Y477tDq1av19ttvF7g0PwAAAACYheF0Op3eLsLsNm7cKEm65pprvFyJdODAAR08eNDbZQAATOSnv1PV9uoK3i6jVJWFcwRwdqGhoapZs6a3yyj1bGDqETQAAAAAKEsIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJUwW0mTNnqmfPnmdt888//6h///6KiYlRbGysBg4cqAMHDrj32+12NWrUSFFRUR4f06ZNK+3yAQAAAKBYLN4uIMeCBQs0efJkNW/evMA2R48eVZ8+fdSsWTPNnz9fWVlZeu2119SvXz998cUX8vf31+7du5WZmalFixapSpUq7mODgoIuxGkAAAAAQJF5PaAlJiZqxIgRiouLU61atc7advny5UpLS9O4ceMUEBAgSRo/frzatWun9evXKzY2Vlu3blVwcLDq1at3AaoHAAAAgJLj9SmOmzZtktVq1eLFi9W4ceOzto2NjdWMGTPc4UySfHxcp5CamipJ2rp1q+rUqVN6BQMAAABAKfH6CFqHDh3UoUOHQrWNiIhQRESEx7ZZs2YpICBALVq0kCRt27ZN2dnZ6tu3r7Zs2aJq1arpwQcf1O23316sOp1Op9LS0orVR0mw2WzeLgEAAAC44LKzs01xPe50OmUYRqn17/WAVhzz58/XBx98oBdffFGVK1eW5FpExOFwaODAgQoPD9dPP/2kYcOGyWaz6a677irya9lsNsXHx5dU6QAAAADOQ0pKilJSUrxdhiTJz8+v1Pq+KAOa0+nUlClT9NZbb+mxxx7zWPlxyZIlstvtKleunCSpXr16OnDggN59991iBTSr1arIyMhi115cycnJOnTokLfLAAAAAC6okJAQVa9e3dtlaPv27aXa/0UX0Gw2m4YNG6YlS5Zo2LBh6t27t8f+3Pen5ahbt64WL15crNc1DMMUK0FarVZvlwAAAABccBaLxRTX46U5vVEywSIh52vIkCH65ptv9MYbb+QJZ6mpqYqOjtbChQs9tm/cuFFXXXXVBawSAAAAAM6fqUfQ7Ha7jhw5ovLlyysgIEALFy7U0qVLNWTIEEVHRys5Odndtnz58qpQoYJatmypSZMmqUqVKqpZs6a+++47LV68WDNnzvTimQAAAADAuZl6BO3gwYNq3bq1li5dKsl1f5kkjRs3Tq1bt/b4yGkzZswYdenSRSNGjNCtt96qpUuXaurUqWrTpo3XzgMAAAAACsNwOp1Obxdhdhs3bpQkXXPNNV6uRDpw4IAOHjzo7TIAACby09+pant1BW+XUarKwjkCOLvQ0FDVrFnT22WUejYw9QgaAAAAAJQlRQpoS5YsUVZWVknXAgAAAABlWpEC2pAhQ9SqVSuNHDlSf/31V0nXBAAAAABlUpEC2g8//KCHHnpIq1ev1r333qsuXbro3Xff9VhVEQAAAABwfooU0MLDw/XYY4/pm2++0YIFC9S8eXPNnj1b7du316OPPqrvvvtO2dnZJV0rAAAAAFzSiv0ctGbNmqlZs2a6++67NW7cOK1YsUIrVqxQaGioHnzwQT300EPy9fUtiVoBAAAA4JJWrIC2f/9+LVq0SIsWLdK///6rK664QoMGDVK7du20YsUKvfnmm9q+fbtef/31kqoXAAAAAC5ZRQpon332mRYtWqT169fL399fnTt31ujRo9W8eXN3m7p16+ro0aP6+OOPCWgAAAAAUAhFCmgvvfSSGjdurJEjR6pLly4KDg7Ot11UVJTuvffeYhUIAAAAAGVFkQLakiVLFBkZKbvd7r6/LCMjQzabTeXLl3e369q1a4kUCQAAAABlQZFWcaxVq5ZGjBihe+65x71t/fr1io2N1euvvy6Hw1FiBQIAAABAWVGkgDZ16lQtXrxYt9xyi3tbgwYN9Nxzz+nTTz/VO++8U2IFAgAAAEBZUaQpjl999ZWGDh2q7t27u7eFhISod+/eslgsmjdvnvr3719iRQIAAABAWVCkEbSjR4/q8ssvz3fflVdeqYSEhGIVBQAAAABlUZEC2pVXXqlvv/02330//PCDatasWayiAAAAAKAsKtIUx169eun5559XSkqKOnbsqCpVqujIkSP68ccftWzZMo0dO7ak6wQAAACAS16RAlrXrl118uRJzZgxQ9999517e6VKlfTSSy+xvD4AAAAAFEGRApok9ejRQ/fff7927dqllJQUVahQQVdeeaV8fIo0axIAAAAAyrwiBzRJMgxDV155ZUnVAgAAAABlWpEC2pEjRzR69GitWLFC6enpcjqdHvsNw9DmzZtLpEAAAAAAKCuKFNBGjRqlH3/8UTfffLPCw8OZ1ggAAAAAJaBIAW3lypV64YUXdO+995Z0PQAAAABQZhVp6MtqtRb4oGoAAAAAQNEUKaDdeOONWrJkSUnXAgAAAABlWpGmODZo0ECTJ0/W3r171bhxYwUEBHjsNwxDAwYMKJECAQAAAKCsKPIiIZL0+++/6/fff8+zn4AGAAAAAOevSAFty5YtJV0HAAAAAJR5xV4f//jx49qxY4eysrJkt9tLoiYAAAAAKJOKHNDi4uJ09913Kzo6Wrfeeqv++ecfPfvss3rttddKsj4AAAAAKDOKFNBWrVqlvn37KiAgQM8995ycTqckqV69epo3b57mzp1bokUCAAAAQFlQpIA2efJk3XDDDZo/f74efPBBd0B79NFH1a9fP3322WclWiQAAAAAlAVFCmjx8fG68847JblWbMytVatW2r9/f/ErAwAAAIAypkgBrXz58kpOTs5338GDB1W+fPliFQUAAAAAZVGRAtoNN9ygSZMmaePGje5thmEoISFBb7/9ttq1a1dS9QEAAABAmVGk56A9++yz+vPPP3XPPfcoNDRUkjRo0CAlJCSoevXqGjRoUIkWCQAAAABlQZECWsWKFfXZZ5/pyy+/1OrVq5WSkqLy5curZ8+e6tatmwIDA0u6TgAAAAC45BUpoEmSn5+f7rnnHt1zzz0lWQ8AAAAAlFlFCmhffvnlOdt07dq1KF0DAAAAQJlVpID2/PPP57vdMAz5+vrK19eXgAYAAAAA56lIAe3777/Psy0tLU1r167V7Nmz9eabbxa7MAAAAAAoa4oU0GrUqJHv9quuuko2m02vvPKKPvzww2IVBgAAAABlTZGeg3Y2UVFR2rRpU0l3CwAAAACXvBINaFlZWfr8889VpUqVkuwWAAAAAMqEIk1x7NChgwzD8NjmcDh09OhRZWZmaujQoUUqZubMmfrll180f/78AtscPXpUr776qlauXCnDMHTzzTdryJAhHs9eW7ZsmaZNm6Z9+/bpyiuv1NChQxUbG1ukmgAAAADgQilSQIuOjs4T0CQpODhY7du313XXXXfefS5YsECTJ09W8+bNz9pu4MCBSk9P13vvvafU1FT997//VVpaml5//XVJ0urVqzV48GANGTJErVq10ueff67+/fvryy+/VJ06dc67LgAAAAC4UIoU0F577bUSKyAxMVEjRoxQXFycatWqdda2GzZs0Jo1a7R06VJ32Bo1apT69eunQYMGqVq1apo9e7Y6duyoXr16SZKGDh2qDRs26P3339eoUaNKrG4AAC4Up9MppySn89THqW06tS3b7lR6lsPVzqON5FQ+23La5fpaOleb031JkmFIhgyd+l+ubcq1zXBtO9Ug976cP/R6bsvpx5CPIfkYpz+3ZTuUnuU4td2Qj4+rvU8+fzAGgItZkQLagQMHzqv9ZZddVuC+TZs2yWq1avHixXrzzTe1f//+AtuuXbtWVatW9RgJyxnNW7dunTp37qz169fneU5bTEyMvvvuu/OqGQC87WwXyLkv0vO9+M51jCOfi3GPPs/Wr0e7EuqnoMAgSWc9Nr+Qkt/20yHCo/Y8xxa+fhWy/sIEHOX3vubXf65thfHzpuNF/Em7ePyy+US+230MnQpshjvAGae2+Zza5vr6jP25wl6eY3Ide/o4zz5cbU5vM/Icl09f+Rx3ZuAsdA35HJ87/AK4OJXYPWhnEx8ff9a+OnToUKh+EhMTVb16dY9tfn5+CgkJ0cGDB5Wamqq0tDSFh4d7tAkLC1NCQkKh682P0+lUWlpasfooCTabzdsloAicTqdsdqcyspzKtDmUle1Utj3Xh8MpW7brv65tcu9zOJ1yOCTHqQs5R64Lbtf2U5/nbM9pm+tC8HQduT7P9YkzV6uC2+Tzea4L4fyO8fg6n/492zvPs31BX3seUPT6nOfZ/hz1nOX4goIGUBynL9ZPj3ad/tx1Ee8xupVvm1ztdLptjpyf39Oh0+ne7rHf/bnn7yXP4z3DcO7feef69+BwSg77qY6U+79l25k/A+4RTRX8ffc8zsjbT86oaT6jnkautjmjoj65fs7cP0+5avI54+szf948jpcrlFp8DPn6Sr4+xqkPyeJ7+nNfH0MWX0NWiyE/iyE/i4/8LDlfuz63+BJiL0bZ2dmmuB53Op2l+oeQIgW0yZMna8SIEWrYsKFuu+02VatWTUePHtUPP/ygZcuW6bHHHivwWWnFkZ6eLj8/vzzb/f39lZmZqYyMDEnK0yZnf3HYbLazBs0LafW24x5TTJzO0//Nva2gz4u7/2J43dI+B6fTeWpK0enAlWlzKivbocws139tp0KYzS7Z7WfGBqDk5b4okvJegJ11Ktqpi6Qzj8vp131xl99+d7+nXyP3sZ6vm7cO93+dpy/QlM9+z2M8a8m/biP//R5tjTzbcrf1MQw589nvY7gigLteZ/79yzjV1uka4XA6T+33kXI69nH/fjFOvw8+ud+P3G3z1mMYksPhdI+m5O7rYvvdWnBb1x+wfE79FJwObZ4BznHqE4fjdERzOE6PzjpytTt9TK6+PI7z7D/nd39OH64Q6XT3kdN/viOip/rNaefMp9+zjb7m129h5A7Ap7YU1LJwHV5CfH0kq8WQ1fd0cLP4ugKdv5+hAKuPAv195H8q2Pn4GKb592DWvkrzdR0O6bp65ZWSkqKUlJSzfm8vlPwySUkpUkBbtGiR2rdvn+detC5duqhKlSpav369nnjiiRIpMLeAgABlZWXl2Z6ZmamgoCD5+/tLUp42mZmZHqs8FoXValVkZGSx+igJycnJcmxNPf3Dq9P/h3/mtoI+L+7+i+F1S6IvOV0jXmmZDqVnOjz+m5bpkN2hIrH4ShYf1y97Hx/J1zg1jeXUVBbfU9N0fM+YcpNTn+Fz+kI6Z3vOPRg5F3MeF7LuX3SG+4Iy57zlsT/nIM9tOb8cc/PY7nQdk+uwvPtPXSjn3p/fa5zttTyOM/Luz30+eX7BK/d+w/O4XP8t8LXO/D8O4+zn4PF+5nMOp9+bU7WceTGe6/XdF+2n5HeRb7hP7uL+P+BL4SLCW+fg4+P6/jtzPpxO0/5uLdLrGp6/53xy/17zeD8Mr34fLmRf7uCpU4HUKSnX9Nici9qcY9zH5Rx0xgyInN9tzpz/bzvjuDPvUzSUu6/TNbr7MJyer5vr/zMdzpzjnR7bcjp2Hef06PfMYJwTpu2O06+T83nOfrvDKbvD9UdSu0PKdpw+Z7tDsmc5leF+F+0qiI8hBfj5yN9qKMjfR+UCfFz/DfRRoJ+PckYFL9i/B5P2VZqvm/P9DwkJyTObzhu2b99eqv0XKaCtWrVK06dPz3ff9ddfr48//rhYRRUkPDxcy5cv99iWlZWllJQUhYWFKSQkREFBQUpKSvJok5SUpGrVqhXrtQ3DUFBQULH6KAlWq9XbJVyyMrIcOnbSrmMn7TqebtfxdNco2Nn4WQz5Ww35WV1/ffO3uv7S5m8x5Gf1ke+pMGa1nJ56kfNXuLJyEcE5lPLrnrENQNmQe6rgqXyeT2A17+9Db/1udc2AkWynbiPIsjlPf57tlC3boUybUxlZDmVkubY5nDr1x1np6AnPIOfrIwUH+qp8oI/KB/kqpJyvggN9pNx/SUSJsVgsprgeL+37PIsU0CpVqqQ///xTrVu3zrNv1apVxQ5DBWnRooUmTJigPXv2qGbNmpKkNWvWSJKuvfZaGYahZs2aac2aNbr77rvdx8XFxZ1z+X6UPemZDh1KzdbR49k6esKuTFv+V7hB/q6/lAX6G6f+6/qLWVCAj8dfdAv7fyIAAMA7fHwMWQ3X9MbChD273XULQ4bNoYxcs2hOZrg+7A65/7grudYJsPhKFcv5qnJ5i6pUsCg4wKfUL+hxaSlSQLvrrrv01ltvKT09XR06dFDlypV16NAhffPNN/roo4/00ksvlUhxdrtdR44cUfny5RUQEKDGjRurWbNmeuaZZzRy5EilpaVp+PDh6tq1qzsU9unTR/3791eDBg10/fXX63//+5/i4+M1evToEqkJFy+n06mjJ+xKOpqt5FSb0jM9E5MhKTjIRxWDfFUhyFflg3xVLsBHvj7nvpcDAABcenx8DNcfaAN85Ax2bTv9//9Oncxw6HiaQ8fTXSHtWJpd2XbpcKpdh1Pt+md/pqwWQ6EVLKpa0aLQChZZLIQ1nF2RAtrjjz+u48eP67333tO7774ryXXxGxgYqGeeeUbdu3cvkeIOHjyoG264QWPHjlW3bt1kGIamT5+ul19+WQ8++KD8/f3VuXNnDRs2zH1M69atNWbMGM2YMUOTJk1SZGSk3n77bR5SXUY5nU6lnLTrwGGbklKyPaYsGjr1F64KvqoUbFHFIF9ZLHmnhwAAAJzJMAyVC/BVuQBfVTescjpd97+dzHDo6PFsHU616+gJ17XHwSM2HTxik48hhVa0KLySVVUrWuTLapLIh+F0Fv0SNDU1VX/88YeOHTumSpUqqUmTJgoODi7J+kxh48aNkqRrrrnGy5W4nkH3vxVbL8l54SXZV6bNoQOHbTpw2Ka0zNN3Jlt8paoVrQoLcU07yD06ZrZzuBS+D5yDOV6XczDH63IO5nhdzsEcr1tWzsEpp1JO2JV8LFtJR21Kzzq1Q5LV11D1ylZdVsWq8kG+pj0HM7yuwyG1rl9BoaGh7tucvKm0s0GRRtByBAcHKywsTJLUpEkTZWdnl0hRQFGlnrRrd2KWEo/a3Osy+fpI1UKsCq9sVeUKvspZAzH3LwEAAICS5mMYqhRsUeXyFl11mb9OpDuUcNQ1mpZpc+rf5Cz9m5ylSsG+qlnNT6EVLOJ+NRQ5oC1atEhvvPGGkpOTZRiGPvvsM02bNk1Wq1VvvPFGqT4bAMjN6XTqcKpdOxMylZJrdaWQcr6qEWpVtUpW+foQygAAgPcYhqHyQb6qUM5XkZf56/Bxuw4czlLSUddiZUdPpCvQ31DtcH9Vr2x1L0SGssenKActXbpUQ4cOVcuWLTVx4kQ5Tj3c4sYbb9RPP/2kGTNmlGiRQEGOHs/W2m1pWr89TSkn7DIkVa9sVct65dQiqpwuq+InC/O7AQCAiRiGa+GQxlcGqfXVwapVzU8WXyk906nNezL02+YTOnA4S8W4EwkXsSKNoL399tvq3r27Ro4cKbv99IjFnXfeqSNHjujTTz/V008/XVI1AnmczLBr695MHUp1Tas1DCki1E+1w/3kb/VhpAwAAFwUAvx8dFWNAF1Z3V/7krO0OzFL6ZlObdqTod2JWYqKCFCVCsW6KwkXmSKNoO3atUs33nhjvvsaN26sxMTEYhUFFCTb7tQ/+zP02+aTOpSaLUNSRKhVrRsGq97lAQrwK9KPNAAAgFdZfA3VrOav1lcHK/Iyf1l9DZ3McGj99jT9uTNN6bkWPcOlrUhxvEqVKtqxY4datWqVZ9+OHTtUpUqVYhcGnCn5mE3x/2a4HyhdpYJFURH+Cg70ZbQMAABcEiy+rvvQIkL9tDMhU3uTspSUkq1Dx07oyur+qh3uJ4nbNy5lRQpoXbp00dSpUxUWFqa2bdtKcs2l/fvvvzVjxgzdcsstJVokyjab3amt/2bowBGbJCnQz1DU5QGsdAQAAC5ZVouhepcH6LIqVm3dm6GjJ+zafiBTycey1bBmgMoF+Hq7RJSSIgW0p59+Wtu2bdPTTz8tHx/XlLKePXsqLS1NzZs311NPPVWiRaLsOpyarU170t2jZjWr+alOdX9ZfA1GzQAAwCWvfKCvrr0qSAeP2LR1b4aOnbRrdfxJXVXDX1eEMZp2KSpSQPPz89M777yjX3/9VatXr1ZKSorKly+v6OhotW3bllENFJvT6dSOA5namZAlSQr0N9SwZqAql7cQzAAAQJliGIZqhPqpUnmLNu9J15Hjdm3dl6mjJ+xqcEWgrBauvS8lRQpoffv2Vb9+/dSqVat870MDiiMr26G/d6frcKprhdAaoVZF1QiQL8vlAwCAMizQz0fXXhWkf5Ns2rY/Q0kp2TqefkKNawepQjmmPF4qirTk3fr16xklQ6lITbMrLv6kDqfa5WNIDWsGqGHNQMIZAACAXKNpV4T5qUXdcgrwM5Se6dSarSd14HCWt0tDCSlSQGvTpo0WL14sm81W0vWgDEtOsWnttpPKsDkV5O+j6HquB00DAADAU8VyvmpZv5yqVLDI4ZT+3p2hHQczebj1JaBIUxz9/f21ePFiLVu2THXq1FFQUJDHfsMw9P7775dIgSgb9iZnacveDElS5fK+alwnSBYfRs0AAAAK4mfxUdM6gdp+IFO7E7O082Cm0jMdalgzgNluF7EiBbSEhAQ1bdrU/fWZSZ3kjsJyOp36Z7/rl4okXVbFqvpXBMjXh1UaAQAAzsUwDF1VI0CB/j7a8m+GDh6xKdPmUOMrg1g85CJV6ID23XffqWXLlqpQoYLmz59fmjWhjHA6ndqyN0P7DrmmykZe5q9a1fz4iw8AAMB5uryqnwKshv7a5Vrlcf32NDWLDJKF+/gvOoW+B+2pp57S7t27PbbNnj1bhw8fLumaUAY4nU5t/vd0OGtwRYCurO5POAMAACii0IpWXXtVOVl8pWMn7Vr3z0nZspmSdLEpdEA7c9qi3W7XxIkTlZCQUOJF4dLmcDr19+4MHTjsCmdX1wpQjVAWAwEAACiuiuV81aJuOVkthlLTHFr7z0ll2RzeLgvnoUirOObgXjOcL6fTqc17XPOjDUnX1A5kpUYAAIASVD7IV82vCpKfxdCJdIfW/ZPGSNpFpFgBDTgfTqdT2/ZlusNZoysDFV7J6u2yAAAALjnBgb5qEXUqpGU4tGF7mux2QtrFgICGC2ZnQpb+TXat1tiwVoDCQghnAAAApaVcgK+aXRUki6+UctKuP3elyeEgpJldsQMaizqgMPYmZ2nHgUxJUlSEP9MaAQAALoDygb5qWidIPoZ0ONWuv/ekc5uSyZ3Xc9AGDBggPz/PC+tHH31UVqvnSIhhGFq+fHnxq8MlISnF5n4I9ZXhfroizN/LFQEAAJQdIcEWNakTpA070pR4NFv/+GXqqhoB3i4LBSh0QLvjjjtKsw5coo6n2bVxV7okKSLUqiurE84AAAAutNCKFjWsGai/d6drd2KWygX4sIq2SRU6oI0dO7Y068AlKNPm0B8702R3SJXL+6reFQEyxJRYAAAAb6he2aqTGXbtSsjS5n8zFOjvo0rB5zWhDhcAi4SgVNgdTv25M10ZWU4F+fuoUe0g+XC/IgAAgFfVqe6vapUscjqlP3ekKy2TZ6SZDQENJc7pdCr+3wwdO2mXxVdqGhkoq4VwBgAA4G2GYejqWoGqEOQjm92pP3aw/L7ZENBQ4vYftunAYZskqVHtIJUL8PVyRQAAAMjh62Oo8ZVB8rcaOpnhUPzeDFZ2NBECGkpUappdW0+t2Bh5mb+qVGBeMwAAgNkE+PnomtqBMiQdPGLTvkM2b5eEUwhoKDG2bKf+2pkmh9O1UlCtaqwMBAAAYFaVy1sUWcO1wvaWvRlKTbN7uSJIBDSUEKfTqb93pys9y6kAP0PX1ArkIeYAAAAmVzPMT1Urnlo0ZGeabNlMdfQ2AhpKxL5DNiUfy5ZhuO47Y1EQAAAA8zMMQw1rBirQz1BGllPx/6ZzP5qXEdBQbCfS7dq2z3XfWd0a/qpYjkVBAAAALhZWi6FGVwbJkJSYkq2DR7gfzZsIaCgWh8M1tdHhlKpU8NXlVbnvDAAA4GJTsZyvrqzuuh8t/t8MpfN8NK8hoKFYth/I1PF0h6y+ruFx7jsDAAC4ONUO91NIOV/ZHdLG3elyMNXRKwhoKLIjx7O1OzFLktSgZoAC/PhxAgAAuFjlPMTa10c6dtKu3QlZ3i6pTOKKGkWSbXdq0550SdJlVawKC7F6uSIAAAAUV6C/j+pfESBJ2nkwU8dZev+CI6ChSLYfyFTGqSX1oyICvF0OAAAASkj1ylaFVbTIKWnTHqY6XmgENJy3lBPZ+jcpZ2pjoCy+3HcGAABwqTAMQ/WuCJDFV0pNc2hPIlMdLyQCGs6L3eHUpj2uJfUvq2JVaAWLlysCAABASfO3+rhnSe08mKmTGUx1vFAIaDgvOw9mKi3TIX+robo1mNoIAABwqape2aoqFXzlcEqbdmfwAOsLhICGQktNs7uHuOtfESCrhamNAAAAlyrDMNSgpmtVx5STdu07xAOsLwQCGgrF6XQq/t8MOSVVC7GwaiMAAEAZEOjno6tOzZravj9DmTYeYF3aCGgolP2HbTp20i5fH6kuqzYCAACUGRGhVlUI8lG2Q9q2L9Pb5VzyvB7QHA6Hpk6dqjZt2qhJkyZ6+OGHtXfv3nzbTps2TVFRUfl+DBs2zN2uT58+efb37NnzQp3SJSfL5tA/+10Lg0Re5s8DqQEAAMoQwzDU4IpASVLCUZsOp2Z7uaJLm9eX4JsxY4Y+/PBDvfbaawoPD9f48ePVr18/ffXVV/Lz8/No+9BDD6l79+4e2+bOnauPPvpIvXv3dm/bunWrRo4cqY4dO7q3Wa1MySuqfw5kKtsulQ/0UURVv3MfAAAAgEtKhXK+uryqVXuTbYr/N0Ox9cvJx4f1CEqDV4dCsrKyNGfOHA0cOFDt2rVTvXr1NGnSJCUkJOi7777L075cuXKqWrWq+yM5OVnz5s3T8OHDFRUVJUk6fPiwDh8+rMaNG3u0DQkJucBnd2k4eiJbBw67bgitf0WAfAz+IQIAAJRFdaoHyM9iKC3ToT1JPButtHg1oG3ZskUnT55UbGyse1uFChXUoEED/f777+c8ftSoUWrevLnuuOMO97atW7fKMAzVrl27VGouS3IWBpGkGlWsCgn2+oArAAAAvMRqMdxrEew8mKmMLBYMKQ1eveJOSEiQJFWvXt1je1hYmHtfQX788Udt2LBBX375pcf2bdu2qXz58ho1apR+/fVXBQUFqXPnznr88cfzTJk8H06nU2lpaUU+vqTYbBduedP9h2w6ke6QxVeKrOF/wV4XAAAA5hReyaL9h3x19IRd/+zPUKMrgy7Ya2dnZ5vietzpdMooxVllXg1o6enpkpQnOPn7++vYsWNnPXbu3Llq37696tev77F927ZtyszMVKNGjdSnTx/Fx8dr3LhxOnDggMaNG1fkWm02m+Lj44t8/MXGlu3U9oOuVXpcw9ksDAIAAFDWGYahqMsDtDr+pBKOZuvyE9kKKXdhIkVKSopSUlIuyGudS3EGfs7FqwEtIMA1RJqVleX+XJIyMzMVGBhY4HEHDhxQXFycZs2alWffqFGjNHToUFWsWFGSVLduXVmtVj3zzDMaMmSIQkNDi1Sr1WpVZGRkkY4tScnJydLW1FJ/nZ0JmbJlO1UuwEcRVVlgBQAAAC4VgnxVo4pV+w/btHVvhqKjypXqiFKOkJCQPDPvvGH79u2l2r9XA1rOG5yUlKQrrrjCvT0pKcm96Ed+li9frsqVK6tVq1Z59lksFnc4y3HVVVdJck2pLGpAMwxDQUEXbgi3IBdiNcqTGXbtPXXjZ1QEC4MAAADAU53L/JVw1KbUNIcOHrHpsiqlv9K3xWIxxfV4aYdRr85bq1evnoKDgxUXF+felpqaqs2bN6tFixYFHrd27VpFR0fLYsmbL3v27OnxTDRJ2rhxo6xWq2rVqlVitV/Ktu7NlFNSaAWLQiuyMAgAAAA8+Vt9dGV11xoF/+zPVLbd6eWKLh1eDWh+fn564IEHNGHCBH3//ffasmWLnnnmGYWHh6tTp06y2+1KTk5WRkaGx3GbN29WvXr18u3zpptu0qJFi/TRRx9p7969Wrp0qcaNG6e+ffsqODj4QpzWRe1warYOpWbLMKS6ESwMAgAAgPxdUdVPQf4+ysp2aldCprfLuWR4fXhk4MCBys7O1osvvqiMjAy1aNFC7777rqxWq/bt26cbbrhBY8eOVbdu3dzHJCcnF/hcswceeECGYWj+/PkaM2aMqlatqt69e6t///4X6IwuXk6nU9v2u8Lw5VX9VC7A18sVAQAAwKx8fAzVjfDXHzvS9W9Slq4I85O/lYXlisvrAc3X11eDBw/W4MGD8+yLiIjQ1q1b82z/888/z9pnjx491KNHjxKrsaw4eOT0svq1w0t/HjEAAAAublUrWhRSzlcpJ+3acSBTDWoWvNAfCoeIC0mS3eHU9v2uoena4f4sqw8AAIBzMgxDV516Xu7+wzadSLd7uaKLH1fhkCTtTc5Shs0pf6uhK8IYPQMAAEDhhARbFBbimpj3z37uRSsuAhpky3VjZ+Rl/vL1YVl9AAAAFF7kZf4yJB1KzdaR49neLueiRkCDdiVkKtsuBQf6qHplHkoNAACA81MuwFcRVV3Xkdv2ZcjpZNn9oiKglXEZWQ7tTXY9lLpujYAL8hR4AAAAXHqurO4vXx8pNc2hpBRG0YqKgFbG7TyYKYdTqhTsqyoVWFYfAAAAReNv9VHNU2sZ7DiYyShaERHQyrC0DIf2H7JJOjVvmNEzAAAAFMMV1fxl8ZVOZjh08IjN2+VclAhoZdiOg5lySqpSwaKQYK8/Eg8AAAAXOauvodrhrmX3dx7MlMPBKNr5IqCVUSfS7Uo4enr0DAAAACgJl1f1k5/FUHqWU/sPM4p2vghoZdT2A65l9auFWFQhiHvPAAAAUDIsZ4yi2RlFOy8EtDLo2Em7ko+5Vtapw+gZAAAASlhEqFUBfoYybU73iuEoHAJaGbTj1OhZ9cpWBQcyegYAAICS5eNj6MpTo2i7E7MYRTsPBLQy5thJuw6lukbPaof7ebkaAAAAXKqqV7Eq0M+QLdupfYyiFRoBrYzZmXB69KxcAKNnAAAAKB0+hqHa1RlFO18EtDIkNc2uQ8cYPQMAAMCFcVll171oWYyiFRoBrQzZedA1ehZe2cLoGQAAAEqdj8/pFR0ZRSscAloZcTzNrqQU1+hZzg2bAAAAQGm7rLJVAVbXio77D/FctHMhoJUROfeeVatkYeVGAAAAXDA+PoZquUfRMuVgFO2sCGhlwPF0Rs8AAADgPTWqWOWfM4p2mFG0syGglQG7Tt17Vi2E0TMAAABceLnvRdt1kFG0syGgXeJOpNuVmDN6Vp3RMwAAAHhHjVCr/KyGMmxOHTjCKFpBCGiXuJyVG8MqWlQ+iNEzAAAAeIevj6Ha1VyPetqVkCmHk1G0/BDQLmEnM+xKOMroGQAAAMyhRqif/CyGMrKcOsi9aPkioF3CdiW4HgZYldEzAAAAmICvj6Fa4YyinQ0B7RJ1MsOug6fm9jJ6BgAAALO4vKprFC2dUbR8EdAuUbsTXaNnoRUtqsDoGQAAAEzC18dQTfe9aFlyMormgYB2CcrIcpwePTs1hAwAAACYRUSonyy+Ulqmw/28XrgQ0C5BexKz5HRKlYJ9FRJs8XY5AAAAgAeLr6Erqp6+F41RtNMIaJeYrGyH9h1yTW+sVY17zwAAAGBOl4f5ycdHOp7u0OHjdm+XYxoEtEvM3mSb7A6pfKCPqlTg3jMAAACYk5/FRxGhrlG03QmZXq7GPAholxC73am9SadHzwzD8HJFAAAAQMFqVfOTYUhHT9iVcoJ70SQC2iVl/+Es2exOBfobCqvEvWcAAAAwtwA/H1WvbJV0+hm+ZR0B7RLhcDi1J/H06JkPo2cAAAC4CNQ6teR+8rFsnUjnXjQC2iXi4FGbMmxO+VkMXVbF6u1yAAAAgEIpF+CrsBDX7K+cZ/mWZQS0S4DT6dTuU0PCNcP85OvD6BkAAAAuHrXDXauPJxyxKT3T4eVqvIuAdglIPpatkxkOWXyliKo8mBoAAAAXlwpBvqpSwVdOSbsTy/aKjgS0i5zT6dSuU8uSup7IzugZAAAALj45o2gHDtuUaSu7o2gEtIvc0RN2paY55GNIV4QxegYAAICLU6VgX1Us5yuHU/o3qezei0ZAu8jljJ7VCLXK38q3EwAAABcnwzDcKzruTXI9Pqos4or+IpaaZtfhVLsMSTWr+Xu7HAAAAKBYqla0qFyAj7Id0r7ksjmKRkC7iO0+NXpWrZJVQf58KwEAAHBxyz2K9m9SluyOsjeKxlX9Repkhl2JKdmSpFrh3HsGAACAS0N4ZasC/AxlZTt14LDN2+VccAS0i9SeUw/xC61oUflAXy9XAwAAAJQMH8NQzVOjaLsTM+V0lq1RNK8HNIfDoalTp6pNmzZq0qSJHn74Ye3du7fA9osXL1ZUVFSej3379rnbLFu2TF26dFGjRo3UtWtXrVq16kKcygWTkeXQgSOuvybUZvQMAAAAl5gaVfxk9TWUnulU0qlZY2WF1wPajBkz9OGHH+qVV17Rxx9/LIfDoX79+ikrK/+bArdu3aro6Gj98ssvHh/Vq1eXJK1evVqDBw9W9+7d9cUXXyg2Nlb9+/fXjh07LuRplao9SVlyOqWQcr6qFGzxdjkAAABAibL4Gro8rGyOonk1oGVlZWnOnDkaOHCg2rVrp3r16mnSpElKSEjQd999l+8x27ZtU1RUlKpWrerx4evrmuY3e/ZsdezYUb169VKdOnU0dOhQNWzYUO+///6FPLVSczIj272iDfeeAQAA4FJ1eVWrfHyk4+kO7UzM9HY5F4xXA9qWLVt08uRJxcbGurdVqFBBDRo00O+//57vMVu3blWdOnXy3edwOLR+/XqP/iQpJiamwP4uNj/9kSS7QwoO8FFoBUbPAAAAcGnys/goItQ1IPHr5uNerubC8eoVfkJCgiS5pyfmCAsLc+/L7dixY0pMTNTatWv14Ycf6ujRo2rUqJEGDx6s2rVrKzU1VWlpaQoPDy9Uf+fD6XQqLS2tWH2UhB/WJ0qSaoX7yzAML1cDAAAAlJ6aYX7am5SlnQmZ2pd0QlWrev963Ol0lup1uFcDWnp6uiTJz89zqp6/v7+OHTuWp/0///wjyfWmjB07VhkZGXrrrbd0//3366uvvlJ2dnaB/WVmFm9Y1GazKT4+vlh9FJfT6VRwgCFfH19Vq8ToGQAAAC5tgf4+uiLMT8nHspWedsLr1+M5zswbJcmrV/kBAQGSXPei5XwuSZmZmQoMDMzTvnnz5lq1apUqVarkTq3Tp09Xu3bttHDhQt19993u/nIrqL/zYbVaFRkZWaw+SsJ/q1bV4l93qgzdJwkAAIAy7KoaAerTsYJCQkLyzLzzhu3bt5dq/14NaDlvcFJSkq644gr39qSkJEVFReV7TOXKlT2+DgwMVEREhBITExUSEqKgoCAlJSV5tElKSlK1atWKVathGAoKCipWHyXBarV6uwQAAADggrNYLKa4Hi/t24y8ukhIvXr1FBwcrLi4OPe21NRUbd68WS1atMjT/pNPPlFMTIzHvWAnTpzQ7t27FRkZKcMw1KxZM61Zs8bjuLi4ODVv3rz0TgQAAAAASoBXA5qfn58eeOABTZgwQd9//722bNmiZ555RuHh4erUqZPsdruSk5OVkZEhSbr++uvlcDg0ZMgQ/fPPP9q4caOefPJJVa5cWd26dZMk9enTR19//bXmzp2rHTt2aNy4cYqPj9eDDz7ozVMFAAAAgHPy+oOqBw4cqLvuuksvvvii7rvvPvn6+urdd9+V1WrVwYMH1bp1ay1dulSSa0rke++9p7S0NN13333q3bu3ypcvr3nz5snf31+S1Lp1a40ZM0YfffSR7rjjDq1evVpvv/12gUvzAwAAAIBZeH0pQF9fXw0ePFiDBw/Osy8iIkJbt2712NawYUPNmTPnrH127dpVXbt2LckyAQAAAKDUeX0EDQAAAADgQkADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASRDQAAAAAMAkCGgAAAAAYBIENAAAAAAwCQIaAAAAAJgEAQ0AAAAATIKABgAAAAAmQUADAAAAAJMgoAEAAACASXg9oDkcDk2dOlVt2rRRkyZN9PDDD2vv3r0Ftv/nn3/Uv39/xcTEKDY2VgMHDtSBAwfc++12uxo1aqSoqCiPj2nTpl2I0wEAAACAIvN6QJsxY4Y+/PBDvfLKK/r444/lcDjUr18/ZWVl5Wl79OhR9enTRwEBAZo/f75mz56tI0eOqF+/fsrMzJQk7d69W5mZmVq0aJF++eUX98dDDz10oU8NAAAAAM6LVwNaVlaW5syZo4EDB6pdu3aqV6+eJk2apISEBH333Xd52i9fvlxpaWkaN26c6tatq6uvvlrjx4/Xjh07tH79eknS1q1bFRwcrHr16qlq1aruj3Llyl3o0wMAAACA8+LVgLZlyxadPHlSsbGx7m0VKlRQgwYN9Pvvv+dpHxsbqxkzZiggIMC9zcfHdQqpqamSXAGtTp06pVw5AAAAAJQ8izdfPCEhQZJUvXp1j+1hYWHufblFREQoIiLCY9usWbMUEBCgFi1aSJK2bdum7Oxs9e3bV1u2bFG1atX04IMP6vbbby9WrU6nU2lpacXqoyTYbDZvlwAAAABccNnZ2aa4Hnc6nTIMo9T692pAS09PlyT5+fl5bPf399exY8fOefz8+fP1wQcf6MUXX1TlypUluRYRcTgcGjhwoMLDw/XTTz9p2LBhstlsuuuuu4pcq81mU3x8fJGPBwAAAFB0KSkpSklJ8XYZkvLml5Lk1YCWM1UxKyvLY9piZmamAgMDCzzO6XRqypQpeuutt/TYY4+pZ8+e7n1LliyR3W5333NWr149HThwQO+++26xAprValVkZGSRjy8pycnJ0tZUb5cBAAAAXFAhISF5Zt55w/bt20u1f68GtJw3OCkpSVdccYV7e1JSkqKiovI9xmazadiwYVqyZImGDRum3r17e+zPHfRy1K1bV4sXLy5WrYZhKCgoqFh9lASr1ertEgAAAIALzmKxmOJ6vDSnN0peXiSkXr16Cg4OVlxcnHtbamqqNm/e7L6n7ExDhgzRN998ozfeeCNPOEtNTVV0dLQWLlzosX3jxo266qqrSrx+AAAAAChJXh1B8/Pz0wMPPKAJEyaocuXKqlGjhsaPH6/w8HB16tRJdrtdR44cUfny5RUQEKCFCxdq6dKlGjJkiKKjo13T/U4pX768KlSooJYtW2rSpEmqUqWKatasqe+++06LFy/WzJkzvXimAAAAAHBuXg1okjRw4EBlZ2frxRdfVEZGhlq0aKF3331XVqtV+/bt0w033KCxY8eqW7duWrJkiSRp3LhxGjdunEc/OW3GjBmjadOmacSIETp8+LDq1KmjqVOnqk2bNt44PQAAAAAoNK8HNF9fXw0ePFiDBw/Osy8iIkJbt251fz1nzpxz9hccHKxhw4Zp2LBhJVonAAAAAJQ2r96DBgAAAAA4jYAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAkyCgAQAAAIBJENAAAAAAwCQIaAAAAABgEgQ0AAAAADAJAhoAAAAAmAQBDQAAAABMgoAGAAAAACZBQAMAAAAAk/B6QHM4HJo6daratGmjJk2a6OGHH9bevXsLbH/06FE9++yzatGihaKjo/Xyyy8rPT3do82yZcvUpUsXNWrUSF27dtWqVatK+zQAAAAAoNi8HtBmzJihDz/8UK+88oo+/vhjORwO9evXT1lZWfm2HzhwoPbs2aP33ntPU6ZM0U8//aSRI0e6969evVqDBw9W9+7d9cUXXyg2Nlb9+/fXjh07LtAZAQAAAEDReDWgZWVlac6cORo4cKDatWunevXqadKkSUpISNB3332Xp/2GDRu0Zs0avf7662rYsKFiY2M1atQoLVq0SImJiZKk2bNnq2PHjurVq5fq1KmjoUOHqmHDhnr//fcv9OkBAAAAwHnxakDbsmWLTp48qdjYWPe2ChUqqEGDBvr999/ztF+7dq2qVq2qOnXquLdFR0fLMAytW7dODodD69ev9+hPkmJiYvLtDwAAAADMxOLNF09ISJAkVa9e3WN7WFiYe19uiYmJedr6+fkpJCREBw8eVGpqqtLS0hQeHl6o/grLZrPJ6XTqr7/+KnIfJcVut6tZ7WBvlwEAAABcUEeOHNGxY8e8XYZsNpsMwyi1/r0a0HIW9/Dz8/PY7u/vn++bn56enqdtTvvMzExlZGQU2F9mZmaR68z5BpTmN6KwLBaLKgR79dsGAAAAlFmGYVy6AS0gIECS6160nM8lKTMzU4GBgfm2z2/xkMzMTAUFBcnf39/d35n78+uvsJo2bVrkYwEAAACgsLx6D1rOdMWkpCSP7UlJSapWrVqe9uHh4XnaZmVlKSUlRWFhYQoJCVFQUFCh+wMAAAAAM/FqQKtXr56Cg4MVFxfn3paamqrNmzerRYsWedq3aNFCCQkJ2rNnj3vbmjVrJEnXXnutDMNQs2bN3NtyxMXFqXnz5qV0FgAAAABQMrw6xdHPz08PPPCAJkyYoMqVK6tGjRoaP368wsPD1alTJ9ntdh05ckTly5dXQECAGjdurGbNmumZZ57RyJEjlZaWpuHDh6tr167uEbI+ffqof//+atCgga6//nr973//U3x8vEaPHu3NUwUAAACAczKcTqfTmwXY7XZNnDhRCxcuVEZGhlq0aKHhw4crIiJC+/bt0w033KCxY8eqW7dukqTDhw/r5Zdf1s8//yx/f3917txZw4YNc99/JklffvmlZsyYoYSEBEVGRmrw4MF5lt4HAAAAALPxekADAAAAALh49R40AAAAAMBpBDQAAAAAMAkCGgAAAACYBAENAAAAAEyCgAYAAAAAJkFAAwAAAACTIKABAAAAgElYvF2At2RlZemGG25QUlKSt0sBAAAAcIlq06aN3nnnnUK3L7MPqu7QoYP279/v7TIAAAAAXKL8/f31008/qVKlSoU+pkxOcUxJSSGcAQAAAChVWVlZslqt53VMmQxo7733nrdLAAAAAHAJ8vE5HbF8fX0VEBBwfseXdEEXg23btnm7BAAAAACXIIfD4f48OztbKSkp53V8mQxoJ0+e9HYJAAAAAMqAmTNnnlf7MhnQgoKCvF0CAAAAgDLgk08+8RhVO5cyGdCioqK8XQIAAACAMiAzM1PHjh0rdPsyGdB69erl7RIAAAAAlAEhISEss38ulStXVrVq1bxdBgAAAIBLmGEYevbZZ8/rmDIZ0CTp22+/VeXKlb1dBgAAAIBL1LBhw3TPPfec1zGG0+l0llI9AAAAAIDzUGZH0AAAAADAbAhoAAAAAGASBDQAAAAAMAkCGgAAAACYBAENAAAAAEyCgAYAAAAAJkFAAwAAAACTIKABQAlLTExUnz591LRpU/Xo0UO7d+/22B8fH6/Y2FidOHHinH0tXLhQUVFRevXVV/PdP23aNEVFRZVE2YUSFxenqKgoxcXFFaqeC13f+erZs6d69uxZrD6ioqI8Pho0aKDrrrtOgwYN0v79+93t9u3bp6ioKC1cuLC4ZXvo0KGDnn/++RLt82JQVs8bwKXP4u0CAOBSM3r0aKWlpWn69OmaP3++hg4dqk8++cS9f8KECXrkkUcUHBxc6D4XLFigzp07q3nz5qVRcqm5++671aZNG2+XUaARI0aUSD933XWX7r77bkmSzWbT/v379dZbb6l37976+uuv5efnVyKvAwC49BHQAKCErVq1Sq+++qpatWqlSpUq6Y477tDJkydVrlw5/fbbb9q5c6feeuut8+ozODhYL7zwghYvXqyAgIBSqrzkhYeHKzw83NtlFCgyMrJE+gkPD1eTJk3cX7do0ULh4eF68MEH9dtvv6ldu3Yl8joAgEsfUxwBoIQZhuEOUVarVZLkcDjkdDo1fvx4DRw48LxHVIYOHap///1XEydOPGfbjRs3qm/fvoqJiVGzZs306KOP6p9//nHvz5mmuGrVKj300ENq3LixWrVqpfHjx8tut59XXedy5hTHf//9V48++qhiYmLUuHFj3Xvvvfrpp5882nfo0EE//vijOnfurMaNG+uee+7JM6Vyy5YteuKJJ9SyZUs1bNhQbdq00auvvqqMjAx3m6ioKC1YsED//e9/FR0draZNm+qpp57SoUOH3G3OnOKYlZWlyZMn64YbblCjRo10yy236IsvvijSuVesWFGS6+ehIL///rv69u2rFi1a6Oqrr1aHDh00bdo0ORwOd5sTJ07olVdeUZs2bdSkSRPdeeedWrFiRYF9fv7556pXr57efPPNAtt06NBBY8aM0YMPPqhGjRrpv//9r6Szv68Oh0MtW7b0mG6blZWlxo0b6/777/fo//bbb9fw4cPzvG5CQoLq16+vDz74wGP7kSNH1LBhQ7333nvur19++WW1b99eV199taKjozVgwADt27cv3/MpaOptflNYP/vsM9188826+uqr1a5dO02bNq3Ef+4BoDgIaABQwpo0aaLFixcrNTVVCxcuVN26dVW+fHl99dVXys7O1u23337efbZs2VL33nuv5s+fr3Xr1hXYbvXq1brvvvskSWPGjNGrr76qgwcPqnv37tqxY4dH2+eee07XXnut3n77bd1yyy1655139NlnnxWqHofDoezs7DwfuYNFfsc88sgjSk9P17hx4zRjxgyFhIToscce0549e9ztjhw5oqFDh+r+++/XlClTFBAQoL59+yo+Pl6SlJSUpB49eig9PV2vvfaaZs+erZtvvlnz58/XvHnzPF5z0qRJcjgcmjhxooYMGaIff/xRY8aMKbDG5557TnPnztXdd9+tmTNnqnXr1nr++ee1ZMmSQr8fWVlZ2rVrl9544w1deeWVio2NzfeYLVu2qHfv3goJCdGkSZP01ltvqXnz5po+fbqWLVsmSbLb7XrooYf01Vdf6ZFHHtGMGTN05ZVXasCAAVq7dm2ePpcuXaqXXnpJjz/+uAYMGHDWmhcsWKBrrrlGM2bM0F133XXO99XHx0dt2rTRqlWr3H1s2LBBGRkZ2rhxozIzMyW5vj9btmzJd9QwPDxc0dHR+vrrrz22f/PNN3I6nbr55pvldDr1yCOP6Ndff9Vzzz2nd999V0888YRWrVpV7CmpM2fO1EsvvaTY2Fi9/fbb6tGjh2bPnq2XXnqpWP0CQEliiiMAlLD//ve/evLJJ9WiRQvVqlVLkyZNco/MvPTSS9q7d69Gjhyp5ORk3XXXXerdu3eh+h0yZIh+/vlnvfDCC1q0aFG+Ux3feOMN1axZU7NmzZKvr68kqXXr1rrxxhs1depUTZkyxd327rvvdl/Ex8bGavny5VqxYoW6d+9+zloKW3Nuhw8f1s6dO/X444+rbdu2kqRGjRpp+vTpysrKcrdLT0/XyJEj1bVrV0mucNqxY0fNmjVLkyZN0rZt21S/fn1NmTLFfR/fddddp19//VVxcXHq37+/u6+6detq7Nix7q//+usvffPNN/nWt23bNn377bd64YUX9OCDD0pyvS/79+9XXFycbrnllgLPbcaMGZoxY4bHNj8/P82ePbvA0dItW7bouuuu0/jx4+Xj4/p7aatWrfTDDz8oLi5ON998s1auXKk///xTb775pjp27Oh+P/bu3avVq1d73JP4448/asiQIerfv78GDhxYYK05LrvsMj333HPur3/55Zdzvq/t2rXT4sWLlZSUpLCwMK1atUoNGzbUpk2b9McffygmJkY///yzAgICdN111+X7urfffrteeOEFHThwQJdddpkk6euvv9Z1112nqlWrKjExUYGBgRo6dKj7/GJiYvTvv/963Mt5vo4fP64ZM2bo3nvv1YsvvijJ9W8jJCREL774ovr06aOrrrqqyP0DQEkhoAFACatZs6YWL16stLQ0BQUFSZLmzp2r6tWrq3379rrjjjvUqlUrde7cWY888ohq1qyp9u3bn7PfcuXKafTo0erdu7cmTZqkYcOGeexPS0vTxo0b9cQTT7jDmSRVqFBB7du395hKKElNmzb1+Do8PFxpaWmSXCNCuUfDDMPw6PPll19Ww4YN89T46aef6tNPP823/tDQUEVGRuqll17SL7/8otatW+v666/Pcx4Wi8UjDAUEBOj666/XypUrJbkuqlu3bi2bzabt27drz5492rZtm44cOaKQkBCPvnLfF5Zzjunp6fnWlzMy2alTJ4/t06ZNy7d9bvfcc4/uueceSa73Ljk5WZ999pn69eunN9980x1Ic+vatau6du2qzMxM7dq1S3v27FF8fLzsdrtsNpu7JqvVqg4dOriP8/Hx0ccff+zR16ZNm7R06VKFhYXpqaeeOme9klS/fn2PrwvzvrZu3Vq+vr767bff1LVrV61evVqdO3fWyZMn9fvvvysmJkYrV65Uy5YtC7xXslOnTnr55Ze1dOlS9evXTwcPHtS6des0fvx4SVK1atU0b948OZ1O7du3T3v27NHOnTu1fv16jyB/vnJG+zp06KDs7Gz39pz39tdffyWgATAFAhoAlJKccJaamqq3335bb731lvbu3avNmzfrnXfeUZUqVXTjjTfqu+++K1RAk1wjOvfee6/mzZunm266yWPf8ePH5XQ6FRoamue40NBQHT9+3GPbmRfQPj4+cjqdkqQXXnjB496rGjVq6IcffnB/Xbt2bV1zzTV5Xuds90YZhqE5c+borbfe0v/93//pyy+/lNVqVceOHfXyyy+779kKDQ2VxeL5f09VqlRRSkqKJLmnLC5YsEBpaWmqXr26GjVqJH9//zyvGRgYWOA5nimn/ypVqhR4DgUJCwvL8360b99eN998syZMmJBvQMvIyNArr7yiRYsWKTs7WxEREWratKksFou7xpSUFIWEhLhH2Aqybds2tWvXTitWrNCCBQsK9eiAnJ/PHIV5XytWrKimTZtq1apV6tixozZu3Kjnn39ee/fu1Zo1a2S327Vq1SoNGjSowNcNDg5Wx44d9fXXX6tfv35aunSpAgMD3SOEkrR48WJNnDhRBw8eVEhIiOrXr1/sxXFyvr+5R1hzS0pKKlb/AFBSCGgAUMpmzZqla6+9Vs2aNdMff/wh6fQCEhUrVtSmTZvOq7+cqY7Dhg3zuKgtX768DMPwWAQjR3Jycp7RpbN54okn1KNHD/fXJbVMfLVq1TRy5EiNGDFCW7Zs0TfffKPZs2erUqVK7vuLci6kczt06JA7OM2aNUvvvfeeXn75ZXXq1Enly5eX5FrqvjgqVKggyXUPXO6VJ3fs2KGUlBRde+2159Wfr6+vGjRooOXLl+e7f/To0fr22281efJkXXfdde7AlPuetfLlyyslJUVOp9NjsZHNmzfL6XS6RzHbtGmjmTNn6plnntHEiRPVsWNHVa9e/bzqLez72rZtW33wwQdau3at/Pz8dPXVV2vfvn1avHix1qxZo2PHjp3zDw633Xab+vfvrz179ujrr7/WTTfd5A7Ta9eu1dChQ9WzZ0/17dtX1apVkySNGzeuwPsvc96bM++BzFk9VTr9/Z0wYYJq1aqVp4/8/rABAN7AIiEAUIoSEhK0YMEC94hCTsjICVFJSUnnPWITHBysV199Vbt37/a4JycoKEhXX321li1b5rEq3fHjx7VixYrzChgRERG65ppr3B8l8bDpDRs26LrrrtNff/0lwzBUv359PfPMM6pbt64OHDjgbpeRkaGff/7Z4+uVK1e6g8u6desUGRmpO++80x0iEhMTtW3btrMuUnIuOe9P7pFCyXVBP3r06PPuz2azafPmzapZs2a++9etW6eYmBh17NjRHc7+/vtvHTlyxH0ezZs3l81mc0/vlCSn06lhw4Zp5syZ7m054WLYsGHy9fXVyJEjz7vewr6v7dq1U2Jioj777DM1a9ZMFotFMTExysjI0LRp09SgQQN3qCpI69atFRoaqnnz5mnTpk0eC+ds2LBBDodDTz75pLsfu92u3377TVLeECbJfc9cQkKCe9uxY8c8FsZp3LixrFarEhMTPX62LRaLJk6cWOAKkQBwoTGCBgClaMqUKfrPf/7jft5WRESEIiMj9cYbb+jGG2/U//3f/511VcGCtGrVSnfffXeeVRefffZZ9e3bV/3799f9998vm82mWbNmKSsr65yr+pW2Bg0aKCAgQEOGDNGTTz6p0NBQ/fbbb4qPj1evXr082g4bNkxPP/20qlSponfffVdpaWl67LHHJLkWFpkxY4ZmzZqlJk2aaM+ePZo5c6aysrIKvL+sMOrVq6fOnTtr/PjxysjIUP369bVy5Ur9+OOPmj59+lmPTUhIcI+OSq5w8OGHH2rXrl2aMGFCvsc0atRIy5Yt00cffaQ6depoy5Yteuutt2QYhvs82rVrp6ZNm+r555/X008/rcsvv1yLFi3Sjh079Morr+TpMywsTM8884xGjRqlJUuWnHVhk/zqKcz7WrduXV122WVavny5nn32WUlS1apVVadOHa1bt06PP/74OV/L19dXN998sz744ANVq1ZNMTExHnVI0qhRo3TnnXfq2LFjWrBggbZs2SLJda/lmQ95j4qKUvXq1fXmm28qODhYhmFo5syZHlNcK1WqpH79+mnKlCk6ceKEYmJilJiYqClTpsgwDNWrV6/Q7xUAlCYCGgCUkq1bt2rZsmXuJdMl11SsCRMmaOjQoVq5cqXuv/9+3XjjjUXq//nnn9cvv/yigwcPurfFxsZq7ty5mjp1qgYNGiQ/Pz81b95cr7/+utcXQPD399ecOXP0xhtvaPTo0UpNTVWtWrU0atQodevWzaPtyJEjNWbMGB05ckTNmjXTRx995B6JeuSRR3T06FHNmzdPb775pqpXr67bb7/dfVGemprqns52vsaPH6/p06fr/fff19GjR1WnTh1NnTrVYyppfj7//HN9/vnnklzf43Llyqlu3bqaPHmy/vOf/+R7zPPPPy+bzabJkycrKytLEREReuyxx7R9+3b98MMPstvt8vX11ezZszVhwgRNmTJF6enpioqK0pw5c9xB5kz33XefvvzyS40ePdr9sPTCOJ/3tW3btvroo48UHR3tPj4mJkY7duwo9P2Ut99+u95//33dcsstHvfYxcTEaPjw4Zo7d66++eYbhYaGKiYmRtOnT9eAAQO0bt26PPf0+fr6aurUqRozZowGDRqk0NBQPfjgg9q5c6d27drlbvf000+ratWq+vDDD/XOO++oYsWKio2N1aBBg9yjhgDgbYazoLulAQC4wKZNm6bp06dr69at3i4FAACv4B40AAAAADAJAhoAAAAAmARTHAEAAADAJBhBAwAAAACTIKABAAAAgEkQ0AAAAADAJAhoAAAAAGASBDQAAAAAMAkCGgAAAACYBAENAAAAAEyCgAYAAAAAJkFAAwAAAACT+H9Uo90FwTjFowAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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ffquUlBTbdatNmzZV06ZNlZqaqoMHD+rYsWM6cOCA4uLiVKJEies+r5zk9/gDcHMRtgAUiNOnT8vT0zPbk4igoCBFR0dryZIlWrx4saKjo1W6dGn16tXrutceXR2icpI5QpLJbDarZMmSunDhwg09h9ycP39eJUuWzDINMHPfV1834+XllaUeKecgcP78ebttZXJ1dVXJkiWzXJOTF6NGjbLdjdDFxUV33HGHKlSokG0YzstrnN3IwvXW27x5s9566y0dPnxYxYoVU/Xq1W3rXP19ZsWKFcuybkREhObOnauvv/5aDRs21LZt2zRp0qQc91W+fHmZTCadPHkyxz7nz5+Xq6urbX+rV6/WlClTdOrUKZUoUUI1atSQp6dnlvWurS8+Pl5Wq1XBwcHZ7ufMmTO5nuz269fPdjdCs9ksX19fVaxYMdupctkdS1e/dm3atNFbb72lVatWqXv37lq3bp3diMmwYcNUrlw5rV69WmPGjNGYMWMUFBSkkSNHqnr16ln2Fx8fn+OoV3bi4uI0YsQIbdiwQSaTSffee68tIF77nXXXvrZXP5eKFSvq/fffV3R0tD755BMtXbpUxYsXV5cuXTRgwIAcp4ZKWY/DvNTUqFEjeXh4aOvWrSpdurTc3NwUFham++67T9u3b1exYsX0zz//5PphTUhIiMqWLau1a9cqICBAa9euVYMGDexGaKdMmaJly5YpISFB5cuXV0BAgF2QdUR+jz8ANxdhC0C+paWlKSYmRsHBwTlek9SsWTPbVJcff/xRS5cu1ZtvvqnAwMA8fXqdm8y79GWyWCw6d+6c3Unj1RfiS7J9op5Xd9xxh86dOyeLxWL3HM+cOSMpY+qiozKnKZ09e1Z33323rT01NVXnzp1zaNuVK1dWnTp1HK4pv44fP66+ffuqVatWmjdvnipVqiSTyaRly5Zp8+bN112/UqVKatCggdatW6f4+Hj5+PioVatWOfYvWbKkatWqpc2bN+s///lPtifnM2fO1PLly/X999/r6NGjioqKUmRkpLp3724bfZwwYYLdyFF2fH195e3traVLl2a7/N577811/bvvvrvA3ptixYopPDxc69atU7Vq1ZSQkKDHHnvMttzd3V29e/dW79699ffff+v777/X7NmzbdfNXcvX19fu5jKZfvjhh2xP4AcPHqzDhw9ryZIlCgoKkru7uxITE/XRRx/d8HMJCAjQzJkzlZKSop07d2rFihWaO3euqlevrkceeSTP28lLTV5eXmrQoIG2bdumu+66S8HBwXJ1dVVISIi2b98uFxcX3XvvvapSpUqO+zGbzXr00Ue1Zs0a9erVS1u2bNHo0aNtyzM/YBo1apQefvhh2yhwp06dctxm5nF79d+ZzBuiZMrv8Qfg5uJuhADybcWKFTp79qz+7//+L9vlb7/9tiIiImS1WuXl5aWWLVvavsA48+5ruV0Afz1btmyxm06zfv16paWl2W504ePjo9jYWLt1rj2hvt6NNBo0aKC0tDR99dVXdu2rV6+WJD3wwAMO19+gQQNJynLyu3btWlkslnxt21l+/fVXJScnq0ePHrrnnntsJ5GZQevaUY/sdOrUSVu3btWaNWvUpk2b644IdO/eXQcOHND777+fZdnBgwf16aefqnHjxipdurR2796t9PR0vfTSS7agZbFYbNfx5DYdsUGDBkpISJDValWdOnVs/x04cECzZs3K8gXfRuvUqZMOHDigd999V40bN7Y9n6SkJLVu3VqLFi2SJFWoUEFPP/202rZtm+Wuh5nq1aunLVu22E0B/P3339WjRw/bTWuutnPnTj388MMKCQmxTbXctGmTpLxP6ZQyvmevZcuWSklJkbu7uxo1amS76UxOteYkrzW1aNFCMTEx2rFjh+1vRcOGDfXzzz9rw4YNeZqC/Nhjjyk2NlazZs2Si4uLHn74Ybs6/Pz8FBERYQtap0+f1oEDB3J8bTJHkK/+e3Xt36rCdvwByB0jWwDy7NKlS/r5558lZZy0nDt3Tv/973+1YsUKtW/f3u5E42oNGzbU4sWLNXToULVv316pqalasGCBSpQooYYNG0qSihcvrt27d2vbtm03/B1dZ8+e1UsvvaTIyEgdPXpUU6ZMUZMmTWw3V2jZsqW+++47jRs3TmFhYdqxY0eWO6tlngxt3LhRd9xxR5YpVpnXkLz++us6ffq0qlevru3bt2v+/Pnq0KFDvr6Ty8/PTx06dND06dOVmJio+vXra9++fZo5c6ZCQkKyvRtaYVerVi25urpq4sSJev7555WSkqLPPvtMGzdulJS3kcXWrVtrzJgx2rNnj954443r9m/Tpo22bt2qN998U7/88ovCw8Pl7e2tPXv2aPHixSpZsqTefPNNSbKNpo4ePVoRERE6f/68li1bpv3799vqy+mmDKGhoapfv7769OmjPn36qGrVqtqzZ4+mT5+uZs2a6c4778zLS1RgHnjgAVWuXFnbt2/X1KlTbe2enp6qVauWZs6cKTc3N/n7++vIkSNauXJljrfQ79Onj5566in17NlTXbt2VVJSkqZNm6aAgAA1adJEu3fvtusfEBCgL774QrVq1VK5cuW0a9cuRUdHy2Qy5XiNYnYaNmyoSZMmqW/fvnrmmWfk4uKi5cuXy93d/Yavu8xrTaGhoRozZozOnDlju4auQYMGSk5O1q+//qrBgwdfd1/VqlVTjRo19MEHH+iRRx6xO2YCAgI0e/ZsRUdHq27dujp27JjmzZunlJSUHF+b0NBQjRs3TsOHD1f37t116tQpzZo1y24qa2E7/gDkjrAFIM9+//132wX8JpNJxYoVU7Vq1TRy5Ei7W09fKzQ0VJMmTdKiRYvUr18/mUwmPfDAA1q6dKntGq+nn35av/76q1588UWNGzdOZcqUyXNdXbp00cWLF9W3b1+5u7vr0UcftZtKFhERoePHj2vlypVavny56tevr+nTp9uNxN1///1q166dbZrbtd+tYzKZNG/ePE2fPl1LlixRXFycKlasqIEDB9q+eyk/xo4dq3vvvVeffvqp5s+frzJlyqhr167q06dPvkb9nOXee+/V5MmTNXPmTPXu3Vt33HGH6tatq/fee0+RkZG27zXKjYeHhxo2bKjDhw/nearpm2++qZCQEH300UcaPny4Ll++rAoVKuiJJ55Q9+7dbVMyQ0JCNHz4cC1evFhfffWVSpcurZCQEM2cOVN9+/a13SgiO2azWdHR0XrnnXc0b948/fvvvypbtqyee+65XG8+YaQWLVooLi4uy1TL0aNHa9q0aVq0aJHOnj2rUqVKqVOnTnr55Zez3U7NmjX13nvvafLkyRowYIB8fHwUGhqqwYMH290kJNP48eNt14JJGd9nNmrUKK1evdruNurXU716dc2dO1ezZs3SwIEDZbFYVLt2bS1atCjXqXzZyWtNlSpVUtWqVXXq1CnbXUJLly4tPz8/nT59OsvNSXLy2GOPafz48bYbY2Tq2bOnzp07p6VLl2rWrFkqX768HnvsMdvfkuyuKa1cubLefvttzZkzRz169FDVqlXtnotUOI8/ADkzWfMylwMAgJssKSlJoaGh6tOnT7ZfVIwMVqtVbdu2VdOmTfXaa685uxwAwFUY2QIAFConT57UypUrtXXrVplMpmy/fBcZ03qXLFmivXv36q+//rrunT0BADcfYQsAUKiYzWa99957KlasmKZOnZrrF9rezjw9PbV8+XKlp6frrbfeUqVKlZxdEgDgGkwjBAAAAAADFL2rrgEAAACgCCBsAQAAAIABCFsAAAAAYIDb7gYZu3fvltVqlZubm7NLAQAAAOBEqampMplMCgoKMmT7t13YslqtKiz3BLFarUpNTXV2GQAAAMBN5eLiIhcXF2eXYXguuO3CVuaIVp06dZxcifTvv//q6NGjzi4DAAAAuKlKliype++919llaO/evYZun2u2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELZuEZt/u+jsEgAAAABchbB1i0i3Wp1dAgAAAICrELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADEDYAgAAAAADELYAAAAAwACELQAAAAAwgNPDVnx8vIYPH67mzZsrODhY//d//6cdO3bYlm/btk0dO3ZUYGCgwsPDtXbtWidWCwAAAAB54/SwNXDgQO3evVtTpkzRp59+qho1aqh79+46fPiwDh06pJ49e6pZs2b67LPP9MQTT2jIkCHatm2bs8sGAAAAgFy5OnPnx44d05YtW/TBBx/ogQcekCS98cYb2rx5s7744gv9+++/8vf31yuvvCJJqlq1qn7//XctWLBAjRo1cmbpAAAAAJArp45slSxZUtHR0apTp46tzWQyyWQy6cKFC9qxY0eWUNWwYUPt3LlTVqv1ZpcLAAAAAHnm1LBVvHhxhYaGyt3d3da2fv16HTt2TM2aNVNsbKzKlStnt06ZMmWUmJioc+fO3exyAQAAACDPnDqN8Fq7du3Sq6++qocfflgtWrRQUlKSXRCTZHuckpLi8H6sVqsSEhLyVWtBSE5OdnYJAAAAwE2XlpZWKM7HrVarTCaTYdsvNGFrw4YNGjx4sIKDgzVp0iRJkoeHR5ZQlfnYy8vL4X2lpqZq3759jhcLAAAAwGHx8fGKj493dhmSlGVwpyAVirD1/vvva+zYsQoPD9fbb79te8Lly5fXmTNn7PqeOXNG3t7e8vX1dXh/bm5u8vPzy1fNBSE+Pl6nTp1ydhkAAADATVWiRAmVL1/e2WXo4MGDhm7f6WHrgw8+0JgxYxQZGalhw4bZDePVq1dP27dvt+v/448/Kjg4WGaz45ebmUwmeXt7O7x+QUlMTHR2CQAAAMBN5+rqWijOx42cQig5OWwdOXJEb731lh566CH17NlT//zzj22Zp6enIiMj1aFDB02aNEkdOnTQDz/8oK+++koLFixwYtUAAAAAcH1ODVvr169XamqqvvnmG33zzTd2yzp06KDx48dr9uzZmjhxot59911VrFhREydO5Du2AAAAABR6Tg1bvXr1Uq9evXLt07x5czVv3vwmVQQAAAAABcOp37MFAAAAALcqwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQhbAAAAAGAAwhYAAAAAGICwBQAAAAAGIGwBAAAAgAEIWwAAAABgAMIWAAAAABiAsAUAAAAABiBsAQAAAIABCFsAAAAAYADCFgAAAAAYgLAFAAAAAAYgbAEAAACAAQpV2Jo3b54iIyPt2l5//XX5+/vb/RcWFuakCgEAAAAgb1ydXUCmZcuWadq0aapXr55d+x9//KFevXrpmWeesbW5uLjc7PIAAAAA4IY4PWydPn1aI0aMUExMjO677z67ZVarVQcPHlSPHj101113OadAAAAAAHCA06cR/vbbb3Jzc9Pq1asVGBhot+z48eNKSEhQlSpVnFQdAAAAADjG6SNbYWFhOV6DdeDAAUnSe++9p02bNslsNqt58+Z65ZVX5Ovr6/A+rVarEhISHF6/oCQnJzu7BAAAAOCmS0tLKxTn41arVSaTybDtOz1s5ebAgQMym80qU6aM5s6dq+PHj2vChAn6888/9e6778psdmxgLjU1Vfv27SvgagEAAADkRXx8vOLj451dhiTJ3d3dsG0X6rDVu3dvdenSRSVLlpQkVatWTXfddZeefPJJ7d27N8u0w7xyc3OTn59fQZbqkPj4eJ06dcrZZQAAAAA3VYkSJVS+fHlnl6GDBw8auv1CHbbMZrMtaGW6//77JUmxsbEOhy2TySRvb+9815dfiYmJzi4BAAAAuOlcXV0Lxfm4kVMIpUJwg4zcDBkyRM8++6xd2969eyWpUIxMAQAAAEBOCnXYat26tbZt26aZM2fq+PHj+uGHH/Taa6+pXbt2qlq1qrPLAwAAAIAcFepphA8++KCmTZum6OhozZ8/X76+vnr00Uc1YMAAZ5cGAAAAALkqVGFr/PjxWdoeeeQRPfLII06oBgAAAAAcV6inEQIAAABAUUXYAgAAAAADELYAAAAAwACELQAAAAAwAGELAAAAAAxA2AIAAAAAAxC2AAAAAMAAhC0AAAAAMABhCwAAAAAMQNgCAAAAAAMQtgAAAADAAIQtAAAAADAAYQsAAAAADOBQ2FqzZo1SUlIKuhYAAAAAuGU4FLaGDBmiJk2aaOTIkdqzZ09B1wQAAAAARZ5DYeu7777T888/rx9//FFPPfWU2rRpo4ULF+rs2bMFXR8AAAAAFEkOha1y5cqpd+/e+uqrr7Rs2TLVq1dP8+fPV8uWLdWrVy99/fXXSktLK+haAQAAAKDIcM3vBoKDgxUcHKwnnnhCEyZM0MaNG7Vx40aVLl1a3bp10/PPPy8XF5eCqBUAAAAAiox8ha2TJ09q1apVWrVqlY4fP6577rlHAwcOVIsWLbRx40bNmjVLBw8e1Ntvv11Q9QIAAABAkeBQ2Pr444+1atUq7dq1Sx4eHgoPD9fYsWNVr149W59q1arp3LlzWr58OWELAAAAwG3HobD1xhtvKDAwUCNHjlSbNm3k4+OTbT9/f3899dRT+SoQAAAAAIoih8LWmjVr5OfnJ4vFYrseKykpSampqfL19bX1e/zxxwukSAAAAAAoahy6G+F9992nESNG6Mknn7S17dq1S40aNdLbb7+t9PT0AisQAAAAAIoih8LW9OnTtXr1arVr187WVrNmTQ0ePFgfffSRFixYUGAFAgAAAEBR5NA0wi+++EJRUVHq3Lmzra1EiRJ69tln5erqqqVLl6pHjx4FViQAAAAAFDUOjWydO3dOlSpVynZZlSpVFBsbm6+iAAAAAKCocyhsValSRevXr8922Xfffad77703X0UBAAAAQFHn0DTCrl27aujQoYqPj1erVq1UqlQpxcXF6fvvv9e6des0bty4gq4TAAAAAIoUh8LW448/rsuXL2v27Nn6+uuvbe0lS5bUG2+8wS3fAQAAANz2HApbkvT000+rS5cuOnLkiOLj41W8eHFVqVJFZrNDMxMBAAAA4JbicNiSJJPJpCpVqhRULQAAAABwy3AobMXFxWns2LHauHGjEhMTZbVa7ZabTCb9/vvvBVIgAAAAABRFDoWt0aNH6/vvv1fbtm1Vrlw5pg4CAAAAwDUcClubNm3Sa6+9pqeeeqqg6wEAAACAW4JDQ1Jubm45fqkxAAAAAMDBsPXQQw9pzZo1BV0LAAAAANwyHJpGWLNmTU2bNk1//fWXAgMD5enpabfcZDKpb9++BVIgAAAAABRFDt8gQ5J++ukn/fTTT1mWE7YAAAAA3O4cClv79+8v6DoAAAAA4JaS73u2X7x4UYcOHVJKSoosFktB1AQAAAAARZ7DYSsmJkZPPPGEGjRooEcffVR//vmnBg0apPHjxxdkfQAAAABQJDkUtrZt26bu3bvL09NTgwcPltVqlSRVr15dS5cu1eLFiwu0SAAAAAAoahwKW9OmTdODDz6o9957T926dbOFrV69eumFF17Qxx9/XKBFAgAAAEBR41DY2rdvnyIiIiRl3Hnwak2aNNHJkyfzXxkAAAAAFGEOhS1fX1+dPXs222WnTp2Sr69vvooCAAAAgKLOobD14IMPaurUqdq7d6+tzWQyKTY2VnPnzlWLFi0Kqj4AAAAAKJIc+p6tQYMG6ZdfftGTTz6p0qVLS5IGDhyo2NhYlS9fXgMHDizQIgEAAACgqHEobN1xxx36+OOP9fnnn+vHH39UfHy8fH19FRkZqY4dO8rLy6ug6wQAAACAIsWhsCVJ7u7uevLJJ/Xkk08WZD0AAAAAcEtwKGx9/vnn1+3z+OOPO7JpAAAAALglOBS2hg4dmm27yWSSi4uLXFxcCFsAAAAAbmsOha1vv/02S1tCQoJ27Nih+fPna9asWfkuDAAAAACKMofC1t13351t+/3336/U1FSNGTNGH3zwQb4KAwAAAICizKHv2cqNv7+/fvvtt4LeLAAAAAAUKQUatlJSUvTJJ5+oVKlSBblZAAAAAChyHJpGGBYWJpPJZNeWnp6uc+fOKTk5WVFRUQVSHAAAAAAUVQ6FrQYNGmQJW5Lk4+Ojli1bqnHjxvkuDAAAAACKMofC1vjx4wu6DgAAAAC4pTgUtv7+++8b6l+hQgVHdgMAAAAARVaBXbOVm3379jmyGwAAAAAoshwKW9OmTdOIESNUq1YttW/fXmXLltW5c+f03Xffad26derdu3eO38UFAAAAALcDh8LWqlWr1LJlyyzXbrVp00alSpXSrl271K9fvwIpEAAAAACKIoe+Z2vbtm1q165dtsuaN2+unTt35qsoAAAAACjqHApbJUuW1C+//JLtsm3btqls2bL5KgoAAAAAijqHphF26tRJc+bMUWJiosLCwnTnnXfqn3/+0VdffaUPP/xQb7zxRkHXCQAAAABFikNhq0+fPrp48aKWLFmihQsXSpKsVqu8vLz0yiuvqHPnzgVaJAAAAAAUNQ6FLZPJpKFDh6pPnz76+eefdf78eZUsWVJ169aVj49PQdcIAAAAAEWOQ2Erk4+Pj8qUKSNJqlu3rtLS0gqkKAAAAAAo6hwOW6tWrdLkyZN19uxZmUwmffzxx5oxY4bc3Nw0efJkubu7F2SdAAAAAFCkOHQ3wi+//FJRUVFq2LChpkyZovT0dEnSQw89pB9++EGzZ88u0CIBAAA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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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FF17AWWed5S1gZsyY0a15m/I309y5c5GVlYXY2FgMGTIE8fHxmDZtGj744ANs27YNGo2m1fMGm1q8eDGeeuopmEwmfPvtt/h//+//eZ/74osv8PTTT+NPf/oTLr30UsTExAAA7r777jbvy9X4Y0HLQtFsNnunIyIiAAD//e9/W/0BICkpyWdmIgodPDyPiELS+++/j8rKymZfbJp65plnsGTJEoiiCK1Wi/nz53tvZNt4JbfGX78DkZmZ2ewE/I0bN8Llcnm/mIWHh6OsrKzZa1oeatPeBSOmTp0Kl8uFb7/9ttnjn3/+OQBg0qRJAeefOnUqAOCrr75q9vhXX30Ft9vdqff2ZcqUKdi3b1+zm6ECDZ8pPj4egwcPDurnDgsLw5gxY/DNN980K2JNJhM2b97cZZ/z0KFDsNvtuOWWWzBo0CDvF+jGgqmje246Izw8HKNGjUJeXh4yMjK8/w0bNgwvvfSS91DMPXv2YNq0aVi4cKG3ODl06BBqamra3EPUmXXIH/5mmjdvHrKzs7Flyxbv2J4+fTqKiorw3nvvYebMmT4P4wSACy+8EKIo4l//+heqq6u9h4M25oiIiMDNN9/sLZjMZjP27NnTZt80Hi7bdDtw8uTJZj+4TJ48GQBQW1vbbNnU1NTgX//61xk/zhBR6OKeJiKSVH19Pfbv3w+g4Rfb2tpabNu2De+//z4WL16Mc889t9XXTZ8+HW+99RYefPBBLF68GE6nE6+//jqioqIwffp0AA2/8u7btw9ZWVkdvsdTZWUl7rzzTlx33XXIz8/HqlWrMHPmTO8v4PPnz8emTZvw1FNPYcGCBdi9ezc+/fTTZu+h1+sBAJs3b0ZkZCRGjBjR7Pk5c+Zg2rRpeOihh1BeXo4RI0Zg586deO2113DJJZd06p5OaWlpuOSSS/Diiy/CarViypQpyMnJwerVqzFt2jTMnj074Pf25cYbb8Tnn3+OpUuX4o9//COioqLw6aefYvv27XjyySchk8mC/rnvu+8+3HTTTbjllltw9dVXw+l0Ys2aNXA4HF12dbLRo0dDoVDgueeewx/+8Ac4HA5s2LABmzdvBtDxvY6d1Xihgfvuuw+LFy+G2+3Gm2++iQMHDuCOO+4A0HAe0jfffIP//e9/SE1NxdGjR/HKK69AEIQ2z41r3FPy/fffY86cOR26sa8//M00ffp0yGQybN68GatWrQLQsAx0Oh327NmDJ554ot22Gq+U9+6772LChAkYPHhwsxz/+9//8PTTT2P+/PmoqKjAG2+8gaqqKu9e25amTZsGjUaDp59+GnfffTfMZjNefPHFZns309PTsXjxYjz88MMoLi7GmDFjcOrUKfzzn//EgAEDkJKSEljHEVG3Y9FERJI6cuQIrrzySgANh7vodDoMHz4cjz76KC6//PI2Xzd37lw8//zzePPNN70Xf5g0aRLefvtt75eWa665BocOHcL//d//4amnnkJCQoLfua6++mqYTCYsW7YMKpUKF198Mf70pz959ygsWbIEBQUF+OSTT/Dee+9hypQpePHFF5vtGRs2bBgWLVrkPWTryy+/bNZG4xW0XnzxRaxduxY1NTUYMGAAli9f7vOeRP564oknMHjwYHz88cd47bXXkJCQgOuvvx533HFHl+1BiI+Px//+9z+sXLkSjz/+OJxOJ0aMGIGXX34ZZ599NoDgf+4ZM2bgrbfewosvvojly5dDpVJh8uTJeOaZZ7xX4Qu2wYMHY+XKlVi9ejVuv/12REZGYvz48Vi3bh2uu+467N69u80ruXWFWbNm4Y033sDq1atx1113QalUYvTo0Xjrrbe8V4988MEH4XQ68cILL8DhcGDAgAG4/fbbkZubi02bNp1xuCnQUBicddZZWLlyJbKysrBmzZqg5vYnk1wuh1arxbRp05rtaVIoFJg8eXK7F4Fo6ne/+x1++OEHXHzxxc0ev+SSS1BUVISPP/4Y7777LhITEzF37lxcffXVePjhh3Hy5MkzCsaIiAi89NJLWLlyJZYtW4bk5GT88Y9/POPHk6eeegqvvvoq3nvvPZSVlSE2NhYXXngh7rnnHr9uX0BEoUEQu/MYAiIiIiIioh6G5zQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHzoc/dp2rdvH0RRhFKplDoKERERERFJyOl0QhAETJgwwed8fW5PkyiKCLVbU4miCIfD4c0mxTRzhH4m5mAO5mCOnp4jFDMxB3MwhzQ5QkVjLn9m7FMOHjwoHjx4UOoYzZjNZnH37t2i2WyWbJo5Qj8TczAHczBHT88RipmYgzmYQ5ococLf2qDP7WkiIiIiIiLqCBZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExGFBEEQoFarIQiC1FGIqJs0rvdERKFOIXUAIiJBEJCZXY6ConqUWcoxMyNR6khE1IUEQcDmPYWoNVrhcbmRmipAFEWpYxERtYlFExGFBJPZgRqDBdHRDqmjEFE3qLc6YTTb4XZYpY5CRNQuHp5HRERERETkA4smIiIiIiIiH1g0ERERERER+cCiiYiIiIiIyIeQKppOnTqFCRMmYMOGDd7HcnJycO2112L8+PFYsGAB3n77bQkTEhERERFRXxMyRZPT6cT9998Pi8Xifay2thY33ngjBg0ahI8//hjLli3D888/j48//ljCpERERERE1JeEzCXHX3rpJYSHhzd77IMPPoBSqcRjjz0GhUKB1NRUnD59GmvWrMGSJUskSkpERERERH1JSOxp2rVrF95//308/fTTzR7fvXs3pk6dCoXit9pu+vTpyM/PR1VVVXfHJCIiIiKiPkjyPU1GoxErVqzAQw89hP79+zd7rqysDMOHD2/2WEJCAgCgtLQUcXFxAbUpimKzwwClZrVam/1fqmnmCP1MvTWHzWaDy+UEALhcTthsNklyhEp/MAdz9OYcQMM673S64HQ6Ifv13x6PR7JModI3zMEcfTGH1ERRhCAI7c4niKIodkOeNi1fvhwAsGrVKgBAeno6nnrqKVx66aU455xzsGjRItx9993e+QsLC7Fw4UKsX78ekydP7nB72dnZcDgcwQlPREGhVqux83g9agwWxESGYerwcNjtdqljEVEX4TpPRKFEpVIhIyPD5zyS7mn69NNPsXv3bnzxxRetPq/RaM4ocBo3qmFhYQG3q1QqkZaWFvDrg81qtSI/Px8pKSkAIMm0VqtljhDP1JtzJCcnQ19aghqDBXq9HsnJScjLy+uz/cEczNFbczROJycnI7qyEh5BBYgOJCcnw+Px9Om+YQ7m6Gs5tFotQkFubq5f80laNH388ceorq7GvHnzmj3+yCOP4Ouvv0a/fv1QUVHR7LnGfycmJgbcriAInSq6ukrTwdPd0037gzlCM1NvzqHRaKBQKAEACoUSGo1Gkhyh0h/MwRy9NUcjjUYDpVIBpVIJt8MBjUaDxgNf+mrfMAdz9LUcofJd3J9D8wCJi6bnn3/ee+5Co3PPPRd33XUXFi9ejM8++wzvvfce3G435HI5AGD79u0YMmQIYmNjpYhMRERERER9jKRXz0tMTMTgwYOb/QcAsbGxSExMxJIlS1BfX4+//vWvyM3NxYYNG7B27VrceuutUsYmIiIiIqI+JCQuOd6W2NhYvP766zh16hQuueQSrF69GitWrMAll1widTQiIiIiIuojJL/keEvHjh1r9u+xY8fi/ffflygNERERERH1dSG9p4mIiIiIiEhqLJqIiIiIiIh8YNFERERERETkA4smIiIiIiIiH1g0ERERERER+cCiiYiIiIiIyAcWTURERERERD6waCIiIiIiIvKBRRMREREREZEPLJqIiIiIiIh8YNFERERERETkA4smIiIiIiIiH1g0ERERERER+cCiiYiIiIiIyAcWTURERERERD6waCIiIiIiIvKBRRMREREREZEPLJqIiIiIiIh8YNFERERERETkA4smIiIiIiIiH1g0ERERERER+cCiiYiIiIiIyAcWTURERERERD6waCIiIiIiIvKBRRMReQmCALVaDUEQpI5CREREFDJYNBERgIaCKTO7HDuP1yMzu5yFExEREdGvWDQRkZfJ7ECNwQKT2SF1FCIiIqKQwaKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROSDQuoA1dXVePrpp7F161bY7XZMmTIFDzzwAFJTUwEADz30ED788MNmr0lOTsamTZukiEtERERERH2M5EXTsmXL4PF4sGbNGuh0OvzrX//C0qVL8d1330Gr1eLYsWO47bbbcO2113pfI5fLJUxMRERERER9iaSH5xkMBiQnJ+Pxxx/H2LFjkZqaijvuuAMVFRU4ceIERFFEbm4uxowZg/j4eO9/MTExUsYmIiIiIqI+RNI9TZGRkVi5cqX33zU1NVi7di369euHtLQ0FBQUwGKxYOjQoRKmJCIiIiKivkzyw/MaPfzww/jggw+gUqnwyiuvICwsDMePHwcArFu3Dlu2bIFMJsOcOXNw7733Qq/XS5yYiIiIiIj6gpApmm644QZceeWVWL9+PZYtW4Z3330Xx48fh0wmQ0JCAv7zn/+goKAAzz77LE6cOIH//ve/kMkCO7pQFEVYLJYgf4LAWa3WZv+Xapo5Qj9TV+aw2WxwuZwAAJfLCZvN1m05OtJ247QgCLDb7VCr1c2es9vtAHDG4z11uTBHaOWQyWRQq9Ww2+3weDyS5Qhkur0c3bnu2Gw2OJ0uOJ1OyH79t7/92RXTPWUZMQdz9MYcUhNFEYIgtDufIIqi2A15/ObxeLBo0SKMGzcOTzzxBAwGA6Kjo73PHzhwAFdccQU++OADjBs3rsPvn52dDYfDEczIRL2CWq3GzuP1qDFYEBMZhqnDw71fokKtbbVajWOlbhhMVkTqtUjvL/cWUK09ThQMvXl8dfdnk3J7Q0TUkkqlQkZGhs95JN3TVFNTg6ysLJx33nlQKBqiyGQypKWloaKiAjKZrFnBBADDhg0DAJSVlQVUNAGAUqlEWlpa58IHkdVqRX5+PlJSUgBAkmmtVsscIZ6pq3MkJydDX1qCGoMFer0eyclJyMvL65Yc/rbddP4TlZXwCA1f8pInp8Pj8aC0tBQeKOARVM0e78nLhTlCJ0dycjJyOjBOe1J/dPe6k5ycjOjKSngEFSA6kJyc3OXrak9fRszBHL0th1arRSjIzc31az5Ji6aqqiosX74cr7/+OmbPng0AcDqdOHLkCBYsWIAVK1agoqICa9eu9b4mOzsbADpV9AiCgLCwsE5l7wpNB093TzftD+YIzUxdnUOj0UChUAIAFAolNBpNt+Xwt+2m8yuVCiiVSrgdDmg0GjTuNFcolFAqPWc83lOXC3OETo6OjtOe1h/due74WodDsW+YgzmYI/g5QuW7uD+H5gESX3J8+PDhmDNnDh5//HHs2rULx48fx4MPPgij0YilS5fivPPOQ1ZWFlavXo2CggL8/PPP+Mtf/oJFixZ5b35LRERERETUlSS/EMSqVauwcuVK3HvvvTCZTJg8eTLWr1+PpKQkJCUl4YUXXsCaNWvw2muvQa/X4+KLL8Y999wjdWwiIiIiIuojJC+a9Ho9Hn30UTz66KOtPn/BBRfgggsu6N5QREREREREv5L08DwiIiIiIqJQx6KJiIiIiIjIBxZNREREREREPkh+ThMRUVOC0HD5T7VaDUEQEGL336YgaLy8q1qtljhJ9+qrn5v817jtI6LQw6KJiEKKTqvEtoNlKCiqR5mlHDMzEqWOREGkVquRmV0Ok9kBj8uN1NS+URj31c9N/hEEAZv3FKLWaOX4IApRLJqIKOSYzA7UGCyIjnZIHYW6gMnsgNFsh9thlTpKt+qrn5v8U291cnwQhTCe00REREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5oJA6ABH1XIIgAADUanW3tadWq73tEgVLd49lIiLqWVg0EVFA1Go1MrPLYTI74HG5kZoqQBTFLmtPEARkZpejoKgeRk91l7VDfU93j2UiIup5WDQRUcBMZgeMZjvcDmu3tVdjsMBsdXRLe9R3dPdYJiKinoXnNBEREREREfnAoomIiIiIiMgHFk1EREREREQ+sGgiIiIiIiLygUUTERERERGRDyyaiIiIiIiIfGDRRERERERE5AOLJiIiIiIiIh9YNBFRuwRBgFqthiAInX6fYL0XERERUXdRSB2AiEKbIAjIzC5HQVE9yizlWDg1JaD3UavVyMwuh8nsQG1tw3vNzEgMblgiIiKiLsA9TUTULpPZgRqDBSazo9PvYzTbg/JeRERERN2FRRMREREREZEPLJqIiIiIiIh8YNFERERERETkg+RFU3V1Nf70pz9h+vTpmDBhAm655RacPHnS+3xOTg6uvfZajB8/HgsWLMDbb78tYVoiIiIiIuprJC+ali1bhtOnT2PNmjX46KOPoNFosHTpUlitVtTW1uLGG2/EoEGD8PHHH2PZsmV4/vnn8fHHH0sdm4iIiIiI+ghJLzluMBiQnJyMW2+9FcOHDwcA3HHHHfjd736HEydOICsrC0qlEo899hgUCgVSU1O9BdaSJUukjE5ERERERH2EpHuaIiMjsXLlSm/BVFNTg7Vr16Jfv35IS0vD7t27MXXqVCgUv9V206dPR35+PqqqqqSKTUREREREfUjI3Nz24YcfxgcffACVSoVXXnkFYWFhKCsr8xZUjRISEgAApaWliIuLC6gtURRhsVg6nTlYrFZrs/9LNc0coZ+pK3PYbDa4XE4AgMvlhM1ma/Vxq9XqfZ3L5YTT6YTs1/k8Ho/PNhrn99WG2+WC2+1qdx6nU2y17Y5mCvXl0htzdNcy6kh/+JOprXXE3xxSjM2O9Ecg+WQyGdRqNex2e4c+j81mg9Pp6pL+CCST1OtOV/ZHINNS9wdz9K0cUhNFEYIgtDufIIqi2A152pWbmwubzYb169fj66+/xrvvvot77rkHixYtwt133+2dr7CwEAsXLsT69esxefLkDreTnZ0Nh4M31SRqSa1WY+fxetQYLIiJDMPU4eGw2+0dftyf9wfQ5nsNSY5BvdWJyhpTp+bxJxN1v1BcRv5m6kz2UPzcTQWST61W41ipGwaTFZF6LdL7yyXvj85kklKojw+i3k6lUiEjI8PnPCGzpyktLQ0A8MQTT+DAgQN45513oNFozihwGjciYWFhAbelVCq97YUCq9WK/Px8pKSkAIAk01qtljlCPFNX50hOToa+tAQ1Bgv0ej2Sk5OQl5d3xuOpqUNhsVhQWloKvV4Pj6ACRAeSk5Ph8XjabKPp/HV1dW22odPpIMoaCiJf88iUIpweebO2O5qpJyyX3paju5ZRR/rD30xtrSP+5JBibHb1cklOTkZOB/uj6WujKyuD3h+BZAqFdaer+qOr1x3mYI7OvlcoyM3N9Ws+SYummpoaZGVl4bzzzvOetySTyZCWloaKigr069cPFRUVzV7T+O/ExMSA2xUEoVNFV1dpOni6e7ppfzBHaGbq6hwajQYKhRIAoFAoodFoWn1cq9WicQe1QqGEUumB2+GARqPxPt5WG43z+2pDrlBALhfbnUcpilAqlWe03dFMob5cemOO7lhGHe0PfzK1tY74m6O7x2ZH+6Oj+QLpj6avVSoVra7DXbEdC/V1p6v6o7dvS5ijZ+cIle/i/hyaB0h8IYiqqiosX74cWVlZ3secTieOHDmC1NRUTJkyBXv27IHb7fY+v337dgwZMgSxsbFSRCYiIiIioj5G0qJp+PDhmDNnDh5//HHs2rULx48fx4MPPgij0YilS5diyZIlqK+vx1//+lfk5uZiw4YNWLt2LW699VYpYxMRERERUR8i+c1tV61ahRkzZuDee+/F5Zdfjrq6Oqxfvx5JSUmIjY3F66+/jlOnTuGSSy7B6tWrsWLFClxyySVSxyYiIiIioj5C8gtB6PV6PProo3j00UdbfX7s2LF4//33uzcUERERERHRryTf00RERERERBTKWDQRERERERH5wKKJiIiIiIjIBxZNRERERF1IEASo1Wq/7wdDRKGHRRMRERFRFxEEAZnZ5dh5vB6Z2eUsnIh6KBZNRERERF3IZHagxmCByeyQOgoRBYhFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIBxZNREREREREPrBoIiIiIiIi8oFFUw8jCAIEQYBarZY6ChGRJBq3gYIgdPp9BEGASqUKUjJpBKs/fL1/e20IQtfnICKSkkLqAOQ/tVqNzOxymMwOeFxupKYKEEVR6lhERN1GEARkZpejoKgeZZZyzMxIDOh9mm5PdSoPeupviMHqj7Y07afa2rbb0GmV2HawrMtyEBFJrWf+lejDTGYHjGY7DCar1FGIiCRhMjtQY7DAZHZ0+n2MZjtMZluQkkkjWP3h6/2NZnu7bXR1DiIiKbFoIiIiIiIi8oFFExERERERkQ8smoiIiIiIiHxg0UREREREROQDiyYiIiIiIiIfWDQRERERERH5wKKJiIiIiIjIB97cNoQ03kVdrVZLnIR4Z/uOEQSOX+q8pmNIEHjzbiIiCh0smkJE07uue1xupKbyC4NUBEFAZna59872C6emSB0p5EXoNNh2sIzjlwLWdBtYW9uw7s3MSJQ6FhEREQAWTSGl8a7rbodV6ih9XuOd7aOjeWd7f3H8Umc1jiGue0REFGp4ThMREREREZEPLJqIiIiIiIh8YNFERERERETkA4smIiIiIiIiH1g0ERERERER+cCiiYiIiIiIyAcWTURERERERD6waCIiIiIiIvKBRRNRCBAEAWq1GoIgSB0FACAIXZ+pO9ogaQmC0GwZC4IAlUoldaxu11c/t9S4jTlTR/uj6TpM1NcppA5A1NcJgoDM7HIUFNWjzFKOmRmJUkeCTqvEtoNlKCiqh9FT3WPbIOmo1WpkZpfDZHZAp1KgzDvtQV/5vU4QBGzeU4hao7VPfe5Q0XQbEyrbVil19G9N03XY43IjNVWAKIrdlJYo9LBoIgoBJrMDNQYLoqMdUkfxasxktnZdpu5og6RjMjtgNNvhcbohU8qaTIdJHa3b1FudffJzh4pQ3LZKqaP90bgOux3WLk5GFPr4sxcREREREZEPLJqIiIiIiIh8YNFERERERETkA4smIiIiIiIiHyS/EERdXR1WrVqFzZs3o76+Hunp6bjvvvswefJkAMCNN96IX375pdlrpk6dinXr1kkRl4iIiIiI+hjJi6bly5ejsrISq1atQmxsLNatW4ebbroJn3zyCYYOHYpjx47h0UcfxcKFC72vUSqVEiYmIiIiIqK+RNKi6fTp08jMzMS7776LSZMmAQAefvhhbN26FV988QWuvfZaVFdXY9y4cYiPj5cyKhERERER9VGSntMUHR2NNWvWICMjw/tY492njUYjjh07BkEQMGTIEAlTEhERERFRXybpnqaIiAjMnTu32WMbN27E6dOn8Ze//AXHjx+HXq/HY489hszMTISFheH888/HHXfcAZVKFXC7oijCYrF0Nn7QWK0NN41zuZxwOp2QAbDZbPB4PM2e93eeQKdb/l+qaalz2Gw2uFxOAA39bbVauzRTy/ZsNlub83ckh91uB9BwV/eO5nC7XHC7XWdMt+yPxvEIlQxut8vv8eurjZbtNfZHy3xOp9hqe125jrQ1LfWYDdUcrY2PptNyAXA4HPB4PFCpVM3GR8t1QSaTQa1Ww+FwBG196ej47ci62ji/03nm5w7m2Azm9qOtdaet5dLWNqOjfdNV/dGRTFJv47uqPzo7VqTYnraWI1S2aczRNTmkJooiBEFodz5BFEWxG/L4Ze/evbj55psxc+ZMvPTSS/jLX/6CL7/8En/+858xadIk5OTk4Nlnn8XMmTPx7LPPBtRGdnY2HI7QuzO4Wq3GzuP1qDFYEBMZhqnDw71fejsyD3Ved/dzV7SnVqtxrNQNg8mKSL0W6f3l7b5n0xxDkmNQb3WissbUbLppvrbm92f8Amizjc60x3UkdPgznoYkx0Aul6PGYMaAxCiUVplQWWMCgDOWa+N4bjpfZ5ZxR8dvy9f403YgbXTmcwSrP9pap4Azl0ugn6+r1tXu6PPOZJLy73tnxi+3p9TbqVSqZke+tSagPU1ffvklzj333E7t7Wnphx9+wP3334+JEyfi+eefBwA89thjeOCBBxAZGQkAGD58OJRKJe69916sWLECcXFxAbWlVCqRlpYWtOydZbVaUVpaCr1eD4+gAkQHkpOT4fF4kJ+fj5SUFADwa55Ap7VaLaxWa1Deq6fnSE5Ohr60BDUGC/R6PVJTh8JisXRbe8nJScjLy+tU35SWlsIDBTyCCgaTFcmT09sdK01z6HQ6iLKGLxtNp5v2R7PxCECn08Hpkfs1fuvq6tpso2V7jf3RMp9MKZ7RXleuI6E8ZkMxR5vjo8W0S5TDI6hgMtu8j9fV1Z2x7HN+XfZJibHQ6XRnjI+O9kdHx29H1tWm80dXVnaoDam2H22tOy3XW1/rZGvrrV9900X94W+mrl53/FlGXdUfnRkrUmxPu3O5MIf0ObRaLUJBbm6uX/MFVDStWLECf//733HRRRfh0ksvxdixYwN5G6933nkHTzzxBM4//3w888wz3mJMoVB4C6ZGw4YNAwCUlZUFXDQJgoCwsLBOZe4KCoUSSqUHbocDGo0GjTsBmw4qf+YJZLppf3T2vXp6Do1GA4Wi4QqNCoUSWq02aP3sT3sajabV+TvaNx0dK01zyBUKyOXiGdMt+6OxDcANuVwBpVLp1/j11UbL9hr7o2U+pSi22l5XrSNtTYfCmA3VHK2ND/+mfS/71sZHIP3R0fHr77radH6l8szPF8yxGcztR1vrTtP1trPLpbW+6ar+COZY6epl1FX90dmx0t3b07ZyhMo2jTmCmyNUvov7c2geEOCFIDZt2oQ//OEP2L59O6688kpceOGFeOONN1BZWdnh93r33Xfxj3/8A9dccw1WrVrVbO/Vddddhz//+c/N5s/OzoZSqfRWq0RERERERF0poKKpX79+uP322/Htt99i/fr1mDx5Ml577TXMnz8ft912G7777ju4XK523+fUqVN48skncc455+DWW29FVVUVKisrUVlZCZPJhPPOOw+fffYZ/ve//6GwsBBff/01nn32Wdx0000IDw8PJDoREREREVGHdPrqeRMnTsTEiRNx+eWX49lnn8XmzZuxefNmxMXF4YYbbsAf/vAHyOXyVl+7ceNGOJ1OfP/99/j++++bPXfJJZfg6aefhiAIWLduHZ588knEx8dj6dKluOWWWzobm4iIiIiIyC+dKpqKi4vx2Wef4bPPPkNBQQEGDRqE5cuXY968edi8eTP+/e9/Izc3F88880yrr7/ttttw2223+WzjmmuuwTXXXNOZmERERERERAELqGj68MMP8dlnn2Hv3r1Qq9U4//zz8cQTT2Dy5MneeYYPH47a2lq89957bRZNREREREREoS6gounhhx/GuHHj8Oijj+LCCy9s8/yi9PR0XHnllZ0KSEREREREJKWA79OUlpYGt9vtPV+p4W7WTuj1eu98v//974MSkoiIiIiISCoBXT0vJSUFjzzyCK644grvY3v37sWMGTPwzDPPwOPxBC0gUTAIggC1Wu33tfip9xEEodk4CMUxEYqZiIgEofk2lKgvCmhP04svvojPP/8cd911l/exUaNG4f7778dLL72E6OhoXuGOQoYgCMjMLkdBUT3KLOWYmZEodSTqZmq1GpnZ5TCZHdCpFCj7dbq2NnTGBMcpEYWqCJ0G2w6WwWR2wONyIzVV8N7olqivCKho+uKLL/DAAw/gqquu8j4WFRWFpUuXQqFQ4O2332bRRCHFZHagxmBBdLRD6igkEZPZAaPZDo/TDZlSBqPZHnJjguOUiEJV4zbU7bBKHYVIEgEdnldbW4uBAwe2+tzQoUNRVlbWqVBEREREREShIqCiaejQodi4cWOrz23atAmDBw/uVCgiIiIiIqJQEdDheddffz0efPBB1NXVYeHChYiNjUVNTQ1++uknfPPNN3jqqaeCnZOIiIiIiEgSARVNv//972E2m/Hyyy/ju+++8z4eHR2Nhx9+mJcaJyIiIiKiXiOgogkArrnmGlx99dU4deoU6urqEBERgaFDh0ImC+iIPyIiIiIiopAUcNEENFwid+jQocHKQkREREREFHICKppqamrwxBNPYPPmzbBarWdcq18QBBw5ciQoAYmIiIiIiKQUUNH02GOP4aeffsJFF12Efv368ZC8PkgQBADoVXcGb7zTeeNnIyL/9PZ1p7d/vo4QBPZHZ/7+tey/UL1BrCAIUKlUUscgCikBFU1btmzBX/7yF1x55ZXBzkM9gFqtRmZ2ea+6M7ggCMjMLkdBUT2Mnmqp4xD1GE3XnTJLORZOTZE6UlBx29CcTqvEtoNlfbY/Ovv3r2n/lVnKMTMjsQvTdpwgCNi8pxC1Rit0Kg8CvDMNUa8UUNGkVCrbvLkt9Q298c7gJrMDNQYLzFaH1FGIepTGdSc6uneuO9w2NNfX+6Ozf/9CfX2ptzphNNvhcbohU4ZJHYcoZAT0E8I555yDL7/8MthZiIiIiIiIQk5Ae5pGjRqFF154AYWFhRg3bhw0Gk2z5wVBwLJly4ISkIiIiIiISEoBXwgCAHbt2oVdu3ad8TyLJiIiIiIi6i0CKpqOHj0a7BxEREREREQhqdOXRTGZTDh58iQcDgfcbncwMhEREREREYWMgIumHTt24PLLL8fUqVNx8cUX48SJE7jvvvvw9NNPBzMfERERERGRpAIqmrKysnDTTTdBo9Hg/vvv996jYMSIEXj77bfx1ltvBTUkERERERGRVAIqml544QWcffbZWLduHW644QZv0XTbbbfh5ptvxocffhjUkERERERERFIJqGjKycnBkiVLADRcKa+pmTNnori4uPPJiIiIeiBBEKBWq8/4+/jb8w3zNM4npcYcKpVK0hyd1V6fExF1VkBXz9Pr9aisrGz1udLSUuj1+k6FIiIi6okEQUBmdjkKiuph9FS3Ok+EToNtB8tgMjvgcbmRmip4j9joTmq1GpnZ5TCZHdCpPAjCtaEk4U+fExF1VkBbyLPPPhv//Oc/kZ2d7X1MEASUlZXhP//5D+bNmxesfERERD2KyexAjcECs9Xhcx6j2Q6DydqNydrOYTLbJM3RWf70ORFRZwS0p+m+++7DgQMHcMUVVyAuLg4AsHz5cpSVlaF///5Yvnx5UEMSERERERFJJaCiKTIyEh9++CE+/fRTbN++HXV1ddDr9bjuuutw6aWXQqvVBjsnERERERGRJAIqmgBApVLhiiuuwBVXXBHMPERERERERCEloKLp008/bXee3//+94G8NRERERERUUgJqGh68MEHW31cEATI5XLI5XIWTURERERE1CsEVDT9+OOPZzxmsViwe/duvPbaa/j3v//d6WBE1LvU29zILzWiotaK6lobTlbkwe32wOl0oNpSBIVcBtHlgtvT/ZdeJiIiIvIloKIpOTm51ceHDRsGp9OJf/zjH3j33Xc7FYyIej6rw4PNe0vwS3YZsk9Wo3k95PROVRlrvNM5RYeRFKdDmMKJoRLcu4aIiIiopYAvBNGW9PR0rFy5MthvS0Q9iMXmxGdb8vFlZimc7hLv49F6NfRhSggeB4YPSYTD6UZxWTVioiNRbbChoMwEh9OD/FITAKC07hSiI9QIB4snIiIikk5QiyaHw4GPPvoIsbGxwXxbCiJBEKBWqyEI/t2BXhAEAA13ju/utulMjX3o63mg4eqWUnC7PThRbMYfV25DvbVhT9KAeB1mju2HAVFO1Np1MJrtqKysxMiUaNRbnIDThHGj+qHe4kTuqUL069cPOfm1OHKqGrUmO1b97wASo5S4U9/6Hm6ijpB6HSFpCIK0f/+CJRQzEfUVARVNCxYs8K64jTweD2pra2G32/HAAw8EJRwFlyAIyMwuR0FRPcos5ZiZkehzfrVajczscpjMDnhcbqSmBl7sdLRtak4QBGzeU4hao7XNZdF0eelUHgCybs1YbbBh055imCy/FUuzRmrw+4UTIAgC8vLyUFvp+z0EQUC/2DCEa5XQq+ywuDQ4VlCL8jon/vb6LoxLi4VeyYKbAiP1OkLS0WmV2HawTJK/f8ESipmI+pKAiqapU6eeUTQBQHh4OObPn4+zzjqr08Goa5jMDtQYLIiOdvg9v9Fsh9th7fa2qbl6q7PdZdG4vDxON2TKsG7JJYoiDp0yYO+JOnhEQK2U4Q+LRmLO+P44duxoq9sKfyjlAiamxuOuyzPwz3d3IDvfgn3HqxARJsfQFAfUKmWQPwn1BVKsIxQapPz7FyyhmImorwioaHr66aeDnYOIeiCbw4WtB8pQUdvwBzwpLgzjh+owf1Jy0H4BDQ9TYslZMZg3ORX/+fQwjBY33vv+BM6bPhhKeVCaICIiIvIpoKKppKSk/ZmaSEpKCqQZIgphVQYHvtxWBqPFCYVcwLRRiegXq4XHaemS9maP74+yGgu+zToFk9WNrzJPYdroRCTou6Q5IiIiIq+gndPkS05OTiDNEFGIOnq6Fq98VQyL3YMwjQLnTopHTHQUjGZ7l7arD1Nh3JAwFNYIOF1mwi/ZZZiYFtGlbRIREREFVDS98MILeOSRRzB69GgsXrwYiYmJqK2txaZNm/DNN9/g9ttvb/NeTi3V1dVh1apV2Lx5M+rr65Geno777rsPkydPBgBkZWXhueeew8mTJ9G/f3/ceeeduOiiiwKJTURBsO1AMVau3wOXW0RcpAbTxyQgKjyw85YCIZcJWDQrBRt3FCK3sA57Thjx/c5CLJwyoNsyEBERUd8SUNH02WefYf78+Wec23ThhRciNjYWe/fuxR//+Ee/3mv58uWorKzEqlWrEBsbi3Xr1uGmm27CJ598AlEUceutt+LGG2/Ec889h82bN2PFihWIiYnBjBkzAolORJ2QV2zA2q9y4BGBUYN0mDx6ACw2JwB3t+aQywQsmDQAED3ILTLi9S9yEK5VIoHn9RMREVEXCKhoysrKwurVq1t9bs6cOXjvvff8ep/Tp08jMzMT7777LiZNmgQAePjhh7F161Z88cUXqK6uRnp6Ou69914AQGpqKo4cOYLXX3+dRRNRN6uoc+JoUQlEAPMmJuGcDA1OVkt3yWZBEDAuLRYupxP55Va89FE2bljYD1Dy/jtEREQUXAF944mOjsaBAwdafS4rKwuJif7dgyc6Ohpr1qxBRkaG9zFBECAIAoxGI3bv3n1GcTR9+nTs2bOH9yYg6kZ5xQbkFNkgAlg4ZRBu/d0oyGTdd0heWwRBwPhUPaaNToDLLWLdj2WoquOleImIiCi4AiqaLrvsMrzyyit4/vnnsXfvXuTn52P37t14/PHH8dZbb+EPf/iDX+8TERGBuXPnNrsz+8aNG3H69GnMnj0bZWVl6NevX7PXJCQkwGq1ora2NpDoRNRBJ4sN+HlfwxUzhw2MxJ1XjA+JgqmRIAi46/KxGDM0Bg6XiO92FsJic0kdi4iIiHqRgA7Pu+OOO2AymbB27Vq88cYbABpucKnVanHvvffiqquuCijM3r178ec//xnnnnsu5s2bB5vN1qygAuD9t8MR+A1SRVGExdI1l0UOhNXa8Mu4y+WE0+mEDIDNZoPH42n2vL/zWK1WyGQyqNVq2O127zw2mw0ul9P7PjabrdlrW/7fV3u+cgTSdns5/Jm22xuu3NbYduO0w+Fot+2m+dwuF9xul3d+q9UacCZf04395G8+p9Pl9/iASga3u/352+sDg9mFbUcKIAJIjFJg+qg42O22M8asv+1552/Rz21NN+2PlvmcThFOpxNyARA9Lty5ZAT+/uYelFTbkZldinkZ0XA4HPB4PFCpVK1mba3PWxu/7S3TYIxZf8ZBV+XozHTLdbvp+tJqn/szDd/LvrXx4W9/tJep5fjtaNttjVN/2+ts/wejP9ra3rfsA3/WW1+5/dmmdbQPAs0XrL9/HcnXcow39odcgHfbpVarA/oO0F6OtrZ7DofDm6Orxmyob9OYo/tzSE0URb+uCi6InTjOzWg0Yv/+/TAYDIiOjsb48eMRHh4e0Hv98MMPuP/++zFx4kS88sorUKvVmDBhAv70pz/h6quv9s73888/45ZbbsHOnTsRGRnZ4Xays7M7VXB1FbVajZ3H61FjsCAmMgxTh4d7v1B1ZJ7G+Y6VumEwWRGp1yK9vxx2u93v17fXnq/3CVbbgfRfY7sAMCAxChabEzUGMwYkRqG0yoTKGpNffTskOQb1VqfP+YOZt6P5uuoztHx9cZUFP+2rhMsD9I9RY1h/JWKjdK2OA3/aazo/gGavaWu6rXHXcn65XI4agxkR4Tr878d8OFwepCbpMHdcAmqNlmZ93PS1AM5oo7Xx2xVaG7PtjYNQ5M92wp9l3d5yCcb66U+m1rZpgY7zjo7xYPZ/Z/qjrb4HOr7edkVufz9HV+QLJHdH+7npNi2Yf0d9fabW/h511ZglCkUqlarZ6UKtCWhPU6Pw8HAkJCQAAMaPHw+XK7BDYt555x088cQTOP/88/HMM8949yb1798fFRUVzeatqKhAWFgY9PrA72ipVCqRlpYW8OuDzWq1orS0FHq9Hh5BBYgOJCcnw+PxID8/HykpKQDg1zz5+flITk5GTmkJagwW6PV6JCcnIS8vD8nJydC38nhKSgq0Wi2sVqtf7fnKEUjbjbnbyuHPdGlpKTxQwCOoUFdXh6TEWLhED2oMFiQlxkKn06GyxtRm203z6XQ6iDKnd/7U1KGwWCwdzuRrumk/+ZsvurLS//EBQKfTwemR+xwrbfWBR1Ah83AxXB6gX4wWCyYnoaikoll/dLS9pvPX1dU16+e2ptsaQzqdDjKl2NAeAJcoh0dQQYAb8yb0x3e7inGyxIy4qHr0i9HAZLb9lq9J1rq6ujPaaG38+lqmwRyz7Y2DrsgRjLHcdN1ud3z4Md3acmlr/ezItsSvTK1s0zrStq9x6k97ne3/oPRHG9v7QNZbX7nb26YF0geB5AvW37+O5ms5xr39gd+2aQaTFcmT0wNu25+x0vLvUUREZJeO2VDfpjFH9+XQarUIBbm5uX7NF3DR9Nlnn2HlypWorKyEIAj48MMP8dJLL0GpVGLlypVnHFbXlnfffRf/+Mc/cN111+Gvf/1rs91jkydPxs6dO5vNv337dkycOBEyWeBX7RIEAWFhoXdtYoVCCaXSA7fDAY1G473YRdNB5c88Go0GCoXSO79Go/H5uFarbdYf/rTX1uOBtN203bZy+DPdmAkA5AoF5HLxjOm22m6ar+X8Wq221X7uzLSv9trKp1QqoFQq/RofgBtyefvzt5bJ5RbxVVbDeUFhahkunj0Ebnfr/dHR9vxZRm31R8s+U4oilEpls7YBNwYkRmBsqhUHT9ZgZ04l5ozvj2idqtk8v00HNk6bTnfFmPW37WDlCNZY9md8+Dfte9n700/tbdPaatvXNi2QbUlb47Sj66e//R+M/mhre9+yDzq6nQ1km9aZ7am/+YL1968z2/um/eHPsgikz/z5+9wdYzbUt2nM0X05QuW7uD+H5gEBXgji66+/xgMPPIDp06dj1apV3uNazznnHPz88894+eWX/XqfU6dO4cknn8Q555yDW2+9FVVVVaisrERlZSVMJhOuu+46HDx4EM8//zxOnjyJN998E99++y1uvvnmQGITUTs8ooicIiuqDTZo1XJkDNZCq+7UDmlJDBsYiSH9wiCKwM4jFbA7u/c+UkRERNS7BPRt6D//+Q+uuuoqPProo3C7f/sysmTJEtTU1OCDDz7APffc0+77bNy4EU6nE99//z2+//77Zs9dcsklePrpp/Hyyy/jueeew3//+18MGDAAzz33HO/RRNRFdudUoMbkhlwuYOHkgTAaqqWOFBBBEHDW6FhUm1wwmh345XANFkwO7HxL6tlsDg9y8mtRV+9AUbERRXUyWGxORGgEhIV54PZ4oIyQQauUOikREYWygIqmU6dO4YEHHmj1uXHjxuGll17y631uu+023HbbbT7nmTNnDubMmdPhjETUMT/tKcahvBoAwDlTBiI+WgujQeJQnaBUyDBvQhK+yMzH6XILThQa0C82NI6fpq5Tb3Pj+11FOJRXi5NFdaisswEoaWPu334UiNCpEBWuQpROQFm1BYkxHCtERPSbgIqm2NhYnDx5EjNnzjzjuZMnTyI2NrbTwYio+xRU2vHfTUcAAIPiVRg+KAr1FqfEqTovLkqLMUNjkH2yBtsPl+HsyckIV8mljkVB5nSL+HF3ETIPluFIfi1EsbTZ83GRGsRFaeBxOeBwy+H2eOB2u2FzijDbXLA73DCaHTCaHSgAcNc/t2FQYjiGxAvQx9ZL86GIiCikBFQ0XXjhhXjxxReRkJCAuXPnAmg4HObQoUN4+eWXsWjRoqCGJKKuY6h34MNt1XC7RaT002NQbMB3IQhJwwdGoqrWgtIaG3YcrsDFM/oFdjInhRyny4MvtuXjk59LUW8t9j4+NDkCs8YlI6VfGGyGUkwaPxoAkJeXhxOVKhjNdoSr3JApw2A026GAA9VmAcUV9aisNaPa5ERBeT0KyoGfD/2CxBgtYsJEuN0eqT4qERFJLKCi6Z577sHx48dxzz33eK9id91118FisWDy5Mm4++67gxqSiLqGxyPixQ+zYbJ6kByvw+zxSSgoautQpp5JEATMzojFZ7+Uoa7egYN5BkwaqZM6FnWCRxRRXO3A9mO53ot8xEaocd60gYjX1uOsKRkICwuDxWJBTk55u++nUckxUBeGSJ0S7mQVFs0diT1HK/HD9pPILbOjvMaK8hogv/IoRqZEQyvrXT8sEBFR+wIqmlQqFV5//XVkZmZi+/bt3ntqTJ06FXPnzvX70n0kHUFo+DKpVqu5vPqwD348iUN5NVAqBNz3/8bhUF6t1JGaCdY4DdMoMCOjHzbvLcbBPANSkmKgVHDct6Vpn3fk/ueNi0gQBL9vO9FRFbVW/LCzEFWGhhtr9osNw9Q0Na48fyIUChlycnI63YY+TIW5E5KQoDGg34Ch+M8nR3DkVDWsdhf2HquEXAaYXZWYNbZfp9si6mkat8tAww1zifqKgIqmm266CTfffDNmzpzZ6nlNFPp0WiW2HSxDQVE9yizlWDg1RepI1M2OFVnxyZYiAMDiqdEYkBAeckVT03Fq9HTuSn5D+utxIl6H4kozth4owbwJSUFK2bsIgoDM7HLvtmFmRqLfr9Vpldi8pxC1Rit0Kg8CvKtFq9xuD06W2bDl8AmIIiCXAdNG98Odl43BsWNHoVB0zUGXMREaTEyPh15lQ1h4NHYcLkddvQP7T1Rh2cotmDFCh6Gpbqh5rhz1ERE6DbYdLIPJ7IDH5UZqasd+XCHqqQIqmvbu3cu9E72AyexAjcGC6GiH1FGom5XXWLAhq+FKeRdMH4iMlND9g9c4Ts3Wzo1TQRAwYXgcquqsqDHakXO6Fgm8CnmrOrNtqLc6YTTb4XE2nDMUDJW1VnyVdRpVdQ0XJxnSX4/ECA9GDI6GXN49Z6jJBAHpg6ORFKfDjoP5KDOIqDHasemAEftPZeKKs1ORoA7d9YgomExmB4xmO9wOq9RRiLpNQH9tZs+ejc8//xxOZ8+/uhZRX+NwurHqvYOwO0UMHxiJa88bLnWkbqNRyTF9ZAwA4OjpOtRbedPbUHeixIYHXt6OqjobFHJg0czBmD9pANRKaS7nIQgC4iOV+N3sIbjzsgxE6uSoMdrxn0+OYM3GChwvqJMkFxERda2A9jSp1Wp8/vnn+Oabb5CamoqwsOa/JgqCgP/+979BCUhEwfXmV0eRX2pCmFqGe64c22WHNYWqlH5hOF2hR36ZCceKbcgYwb0DoUgURXz68ym8u7kKABAbqUFaohxDkyND4nL4giBg9vj+iJDX4LQhDBs2n0JZrRMPrdmJYQMjEafjlfaIiHqTgIqmsrIyTJgwwfvvlsey8thWotC096QZP+2phSAAl82MQWykRupI3U4QBMzI6IfiKjPqbR7k5NfiwhmDpI5FTYiiiO2Hy5GT33CO3cLJA5AUr8PpwtC7sqNSLuDimSmYMy4JL3+4C/vzGm6kfEoGqMOqMGxQjNQRiYgoCPwumr777jtMnz4dERERWLduXVdmIqIucKrEiK92NXwJvfLsNAxNsEmcSDpatQIZQ2Ow93gV9hytRLWh7/ZFqHF7ROQU2lBpbLip7PkTI/GH34/Ct9sLJU7mW2S4Cr+fHoMlC8fgn+8dQI3Rjs17S3AorwYZQ2MQHq+UOiIREXWC38fl3H333cjPz2/22GuvvYbq6s5d0YqIul691Yl/vncQbg8wMT0Ov5udInUkyQ1J0iNCK4PL7cFbXx2VOg6h4Wa12w6UotLogkwA7r4iA9NH6KWO1SHpg6KwePYQpPVXQ6WUoarOhp/2liDzUDVsDpfU8YiIKEB+F00tD7lzu91YtWoVysrKgh6KiIJHFEX8++NDKK+1Ikonx7IlYyCT8eqXgiBgWLIGggDsPFKBo0W8CpSUXG4Pvt9ViMo6G+Qy4JypgzBzbH+pYwVEJghIjlXh+gtGIH1QNADgRHE9Pv4pD3klRh7CTkTUA3XqDHBu+IlC3/FiC/YcrYRSIcMVs2MRruVhQo3CNXKMGRoLAPh6dx1sdu4JkILb7cGmfZUoq7ZAIRcwNiUMyfE6qWN1WphGgXmTBmDexCREhythd7qx91gVvtpRxkNCiYh6mL512SyiPqai1oojpxvODfnDohFIilFJnCj0TBgeh/goDYwWNz7YdFLqOH2O2+1B1qFylFTboJALmDW2PyLCeteNYuMiNbh4Rn9MG5UIhVxAlcGBz7eewv7jVXC6eJU9IqKegEUT+UUQGg5nEgQBKhW/ePcEZqsTOw6XAwDmT0zG2ZMHQK1Wn3FjakEQWn28r1DIZbh58UgAwNdZBdwD0ETjet9V48Mjiti8rwRlNVbIZQLOmToQcVHBv6JjKGy7ZDIBo4fG4LxpAzGkXxhEALnFRny/txpb95fyyA0iohAX0CXHm+qrX7T6mgidBtsOlsFkdkCn8oD1dmjzeET8tLcYdqcH0XolRg2JwbfbC1FbW48ySzlmZiQCaFh/M7PLUVBUD6On717UZcLweIwepMXhAisyD5Zi1IBObxp7BZ1WiW0Hy1BQ1HzcBIMoith5tBany0yQCcDZE+PRP1YHo9ketDaAhvsKZmaXh8y2S6tWYO64eKSniMg8WAqTxYmXPsrGj3uKMG+UCiMlTUdERG3p0DeDZcuWnfFL3W233Qalsvk5EoIg4Icffuh8OgopJrMDRrMdHqcbMmVY+y8gyew+XouKWiuUChnmj4+H1e6C0WxHjcGC6GhHs3lNZgdqDBaYrY423q1vOH9SFPLKnagy2FASpkbaEKkThYbG8dFy3HTW8UIDjhaYAABTRiUgKVYb1PdvKhS3XUlxOiycMgDH8iuRW2LBkVO1OJoPFBqO49K5Q6WOR0RELfhdNF1yySVdmYOIgqSwoh5HTv/6ZXRkPCLCeOEHf+i1clx9bhre+OIoTpXbMdnmlDpSr3Wy2IDskzUAgKmjEjAwIRyAW9pQEpDLBKQP0OGOyyZg7VdHsftoJb7Ydhpb9pVi9qgwDB/ugVzOvfpERKHA76Lpqaee6socRBQEdfV27DlaCQAYmxqLpDgd+uKX0UCdM2UgPtuaj6o6G7YfLsel8/iLf7CV19qwdX/DuXajBusxZmhs0A/J62kSorX40zXj8ekPe7H5kBWl1RZ8ucuB/fnbcfV5w6Dl+U5ERJLjT1hEvYTN4cGPu4rgcovoF6PGxPR4qSP1ODKZgJkZDfcGyi81Yf+JKokT9S42uwubD1TBIwLJ8TpMSY+WOlJISU/W4vk/zsDSC9OhVclQVGnGs+/sxxvfV+JQXo3U8YiI+jQWTUS9gMcj4sOt5TCYHdCq5Zg7Np43sA1QbKQGybENhzS+8UUOnC7+yh8MHo+I7YcrYLW7EaVXY8qIeF5IqBUKhQwXzBiEuxb3w8WzBkOllKGoyoF/vLUH/3hrD06V23ilPSIiCbBoIuoFPtlyCkcKLJDLBMwYkwitunfd56a7pSSoEaZWoLzGim1HjFLH6RV25VSgymCDUiHg7EnJUCj458cXrUqGa88bjhfvnYWpw3WQywUcyqvBf3+swsOv7cLunAp4WDwREXUb/tUi6uH2HqvEh7/elHVGRj/ERAT/Pjd9jUIuYNrohstrbztiQmm1WeJEPVteqRmHTzUcXjY7Iw6R4WqJE/Uc0Xo1LpwcjX/dMxPnTh0AuQw4UWjAc+8ewMtflWPjjgLeIJeIqBuwaCLqwaqNTrz00SGIIjBtRASGD4ySOlKvkdJfj3HDYuH2AG9+cZSHRAXIUO/AL4cb7gE2YnAUBiWExiW/e5r4KC1uungk7vldf/xudgq0ajmqjC688cVRvP/DCeSW2lBr6tsX1CAi6kosmoh6KJvdhfe2VsNic2H4oEgsmhondaReRRAE3LRoJOQy4ODJGmQdKpc6Uo/jcLqRdagcLreIpDgdRg/hhR86q+HS+MPw8v1zcP6kSPSPDYPD5UFxtROf/JyHP7+yHbtO1KPeykvmExEFE4sm6lMEoeHLsFqthiAIzaZ7ElEU8fInh1FpcCFar8Lyq8ZBIe9Zn6En6BcbhtmjIwAAb39zHKKg7HFjRSqiKGLL/hLUW53QaeSYNzGJfddJTbdXYRoFpqfr8c+7Z+LcqQMRq1dAEICTxUZ8tasOtzzzM55etw/788wws4BqV2PfEhG1xe/7NBH1BjqtEtsOlqGgqB5GTw0sNuev09VSR+uQz7flY8fhCshkwPKrxiFar0ZtpdSpeqeZo/Q4WuJCWbUF72wqxyJXBGZmJEodK+RlnzKioLweMpmA+ePjoVEp4HDynmGBEgQBmdnlKCiqR5ml3DsGZTIBAxLCYbdokdS/H5QKAd9mnUJFnRP7jldhH4Avdv2MMUNjMS4tBpFyFlBNCYKAzXsKUWu0wuNyIzVV4KG4RNQqFk3U55jMDtQYLDBbHai3OL3TPUV5rR1Zv5wAAFw4KQrDB0VJG6iXU8oF3HzxSDy+dg9OllqQX2Jk0dSO8hoL9p2oAwBMGBaLuEj+gh8Mjduu6OjWt1datQLnTx+IodEW6GMHYvvhcmzeU4BKgwsHTlThwK/3HfsgcxtGDYlGnM4FQRXRnR8hJNVbnTCa7XA7rFJHIaIQxqKJqAcxmB3YecwAUQTmT0rCpDQe7tQdxqbFYkhSBE6VGPFLdin+3zlpUkcKWSaLAzuOVEAEMHxQFIYkRQDgHqbuNiAhHJclhGN0Pwci4wfh0CkjdhwqwZH8GpTXWlFe21ggVECnUaB/jBr94yOg0yqgkXFPCxFRSyyaiHoIq92FzINlcLlFjEyJxk2LRiL3xDGpY/UZ00YloKDMiMo6GzbtKUaSTupEocfl9uC7HQVwOD2IjVBh+uhEWGw8HExqSXE6pA2Kx7lT+mP/wcMQNYk4cqoW+46VoqjKDrPNhdwSF3JLGi6tr1IIyK/cg9TkSIQrLHAIPP2ZiIhFE1EP4HC68W1WPiw2F3QaOe6/ehyUvDlotwrTKJGSoMbJMjvWbzyO2y6IlzpSyNm8txhVdVaolDLMHx8PhZxjNNSolTKMHB6HCcPjMGOYHEdK5ThVYoTBZEFZrRPVBiscLhH7T1Rj/4nGcz3LEKZRQKcC3LJKROhUcLu5N4qI+hYWTUQhziOKeHnDYVTUWqFUyDBjZBT0YSqerCyB5FglDFYBVQYbvtlTh6kTpU4UOkprHDheYoKAhr1y4Vr+eekJlAo5+sWGIa2/GjJlGGpNNtTWGpA6OAG5RQbk5FWhwuCExeaCxQZUHiz1vvZoyXHERmoAtxMDDDao+EMOEfVi/KtGFOK+32dA1tF6yARgxphE6MM8UkfqswRBwMyx/fFFZj6OFFix52glZk8cLHUsyVXWWXGitOHGqlNGJSIxJgw8j6lnkssEROuVOG/aIJw7VUReXh4Ol8hRUG5CYWk1ZAoNyqotMNtcqDLYUGWwAQCOFR+HSiGDTi3AYK9EQrQGHjvHABH1HiyaiELYF9vykXW0HgAwd+IAxEao4HaYJU7Vt8VGarBo5mB8vjUfb3yRg0mjkqSOJCmj2YFNu4sgisDQ5AiMHx6PGoNF6lgURCqlHAnRWgguNcaNSkG9xYkjJwoQGxuHgvJ6FJTWwWz3wOHywOECak9UYf+vV+rrv9mAYQMjEa22IbafFQnRWok/DRFRYFg0EYWoLftL8M7GhkuLX3v+cOi0alTXsWAKBZfPT8XWfYWoNtqx7uscXHd+37yanscj4l8fHITZ5oJWJeCcKQMb7iBNvZ5aKUPqgEgkxoQhRuvAmBEpKCqvx5HcEohyDcw2J0qrLCitbvgPAD7bsQ3xURokx8hQaS9BvYUXCSGinoNFE1EIOl5sxftbiwEAM0aEY/GsFPy4p7SdV1F3UavkWDQlGut+qsJXv5zC1FFxUkeSxKaDRmSfNEEhFzB6kBZqlRx2J8+164vkMgGxkRokxaqQmpKE86cPxO59hyALS8TR07XYfaQEpTVOVNbZUFkH7M87BADQaRVIjFQi/VglRqVES/shiIh8YNFEXUYQGs4BUavVEHz8+uzPPH3JwdxqvL+1Gm4PMGtsPywYLW/2fGO/AoBazZuGSiW1vwZzJ/THz/tK8cqGw7jx7KigvXfLdScUL/qx80gFth0xAQBmjUuC6DB2e4ae0E9dwd9tq9TC1L9dqW/8ABeGDB2GowV12LI7F+VGASeLjTBbXcizuvD0un1QKmQYFKfEzNowjB8W53N5Nt0GhnIfEFHvwaKJuoxOq8S2g2UoKKqH0VPd6jyCICAzuxwFRfUos5Rj4dSU7g0ZYkqrzXhn4zG4PcDkEfG4/dLROHG8+b2YInQabDtYBpPZAY/LjdTUvvNlMdRcf0E6sk/WorTagk0HZBiXEZz3bbrulFnKMTMjMThvHCQllWa8vKFhT8FFZw1GYkwYTuZ3f9EU6v3UVfzZtoYijVqB8cPioHZVYtSoUfhmexGO5VejtMqIepuIyjobTpbZcfKb43j7m+OI0slxVr4cU0bGw+P5bRunVquRmV0Ok9mB2tqe1QdE1HOxaKIuZTI7UGOwwGx1tDtPdHTb8/QFBosbmTmFcLlFDEvS4J4rx7Z5nxuT2QGj2Q63w9rNKampcK0Sd14xHn9/fTu2H6vH0dO1GDE4OIcYhep6YXd6sPJ/B2C1uzE4QYVrzhuGH3YVS5YnVPupq/mzbQ11KqUcSfE6JEYCV50/FkUV9di47QhKjXLk5NeizuzG11kF+DqrAFq1DFOPiZgyMh56uce7DezpfUBEPQeLJqIQUFZtQXa+BW4PkJEag8WTtbx5bQ8xeWQi5k1Mwua9JXhlw2E8u2yG1JG6jCiK+HxHLYoqrYjWq3HZzBjewJaCQhAEDEgIx1kj9Rg5ciRsDje+3nwAZfUq7DlahXqrEz/vK8HP+0qglAvoH6dDv9gwqLiXnYi6CYsmIonll5qwcUcB3B6gX2wYVlwzASdzj7X/QgoZ158/HHuPlqOsxop3vz+B6UOlTtQ1vvrlNA4XWCGXCbj3qrHwmHlxEuoaGpUcIwdqcenIkXC7Pdi49QAqLGHYnVOByjpbw6XOyxvuX1dmOo2BCeFwe1hAEVHXYdFEJKFKgxNbj+TD4xEREy7HuVMHQq2St/9CCik6rRKLp0bjnc1V+HZ7IWLUsRg5UupUwVVcacb3uwoBANdfMBzpg6KQk8OiibqeXC7DkEQNLhyZjhsuGI7M3Uex5YgVJ4sNqLe6kFtkQG6RATIZUGE6jYGJ+mbnQBERBUNIFU2vvvoqtm3bhnXr1nkfe+ihh/Dhhx82my85ORmbNm3q7nhEQXWsoBZHCm0AgCH99RgQLfJQpx4sLUmDC6YPxDfbC/Hp9lrMmWZHtL53XN3Qavcg61gRPB4R44aE4bxpA6WORH2UIAhIilVj0gg90gZE4FRhOQSFDscK6lBvdeJ4oQHHCw2Qy4BKcwEGJoSzgCKioAiZomn9+vV44YUXMHny5GaPHzt2DLfddhuuvfZa72NyOX+Jp57LI4p497sTyDxYBgAYNSQaU0cl4tRp6U6mp+C4+txhOJJfi9Nl9Xj540P48/UTpY7UaU6XG4cKrHA4PUgbEIFFU/W8xDOFBEEQoNfKMW5Uf4xNi8X+nAKIijAcL6iDxebC0dN1OHq6Dgq5gDp7MQb30/NKo0QUMMmLpvLycjzyyCPYsWMHUlJSmj0niiJyc3Nxyy23ID4+XpqAREHkcLrxUWYNjhQ0XPVucLwKZ08eALPVJXEyCgaVUo67Ls/AAy9vx8GTNfjyl9MYFit1qsCJoogt+0thsXugVStw/9XjUVaUJ3UsojMIgoCIMDnGjUrChGFx2HfkNER5GI4X1sFqdyP7ZDWyT1ZDqxJgclZiwvAevGISkSQkPxbo8OHDUCqV+PzzzzFu3LhmzxUUFMBisWDo0F56VjX1KdUGG/7+5h4cKbBCLhcwe3x/pCTyxoy9zYCEcFwwKRIA8N73uSisskucKHBZh8pxuswEQQDOnjwAMREaqSMRtUsQBETqFJg7MRlXLhyGjMFapA+OgkIuwOoQse94Fe5ctQ1vfl+BH3YVwe5wSx2ZiHoAyfc0LViwAAsWLGj1uePHjwMA1q1bhy1btkAmk2HOnDm49957odfrA25TFEVYLJaAXx9sVmvDXgeXywmn0wkZAJvNBo/HAwCw2xu+dKlUqjbnaXwP/Pq4y+X0vqfNZjvjcbfLBbfb5Z3HarV636PpezW2B5UMbrfrjOmWOdpqo2V7rWXylcOfaW9WH213dNrfTI3LSK1WtzrPyTIbVn6SBZPVBY1KwPIrM1BUacHpovo2+6blMnU62+//9paXr/4PpD9aa8/X2AzmMnI6Rd+f1Z9pH/3hz+Mtx0Xj/yem6lBmVGDX0Sq8v7Ua40YaEaVXnzE+/OmPtsZEa9OBrjutbT9Kahw4UWICAAxP0iBGr2hzbDYdQ129XDrST77GaVvTcgFwOBzweDxQq9VwOBytt+12wuFwQK1Ww263t7kNbK8/fK0vvvo5kLHi7za+ze2Kj7Y7OmabbtP87YNAtiWix40YvQJjhidh0vBY7D1SDINNQFm1FQWVDqz57AhkMgGJ0RoMileh3myBTGjeRlv90dll13KMd2QbH0if+fvdoCPrcCA5OjIdjG0ac4R+DqmJoujXD9iCGEIH+D744IMoLi72Xgji3//+N1avXo0777wTCxcuREFBAZ599lkkJibiv//9L2Syju8oy87OhsMRejfCU6vV2Hm8HjUGC2IiwzB1eDjsdjvUajWOlbphMFkxIDEKpVUmVNaYms3TkfdqfHxIcgzqrU6f79XW/L5e29HXtJW1M/0HoM22OzrtT6amyyhSr0V6f7l3fo8oYushE37KNgIA+kUrccWsWPSP0wVlWfizfJtOA+jwazranj+fIZjLqDPTvvqjs+PU7vTg9e8qUGlwIT5KjRkjIxETGeYdH/72R2fWi0Co1Wp8vqMaWUfqAAAjB4UjIULo1HYimMulo/0USD65XI4agxkAmm1325qv6XrfmXWqveUSaB909D3b6nvAv/XW3+1moNv+zm5LYiLDkJ6swZ7jdcg+bUVZ7W/fCcK1cowbEobpI6KQV+4IyragM9vvYP697Oh3g2COX6JQp1KpkJGR4XMeyfc0+XL77bfj6quvRnR0NABg+PDhiI+PxxVXXIHs7OwzDufzl1KpRFpaWjCjdorVakVpaSn0ej08ggoQHUhOTobH40FpaSk8UMAjqGAy26DT6eD0yJvNk5+f7z0fLD8/H8nJydCXlqDGYIFer0dychLy8vKaPa7T6SDKGjZ6er0eqalDYbFYmr1Xs0zAb203nW6Ro602WrbXWqa2cvgz3TRrXV1dm213dNqfTE2XkcFkRfLkdHg8Huw/nIvvDlhxJL+hYJozPhHXnjMUJcWFPpdFY9+0XKbRlZVnLosWY6W95VVXV+fXmPCnP9psr42xGexlJFOKZ47HDk776g9/Hk9JSYFWq4XVaj1jfKQPG4r7Y/vjkTf3obLOjgN5ZkxIBZInjzhjefnqj7bGRMvptnJ0dNopj8SuYw3nLY0YFIkpo+Jxuqjc59hsOoa6ern420+N/eHXdqzFtEuUe5dLUmIsdDpdq2Ow3upsdzvbbn/42Jb76ueOjpXWxoc/63Ag660/Y7bZNs3PPgjWtkSv12PU8CRoFG5ct2gcPt5SiEMnq1BUYUa91Y3MIyZkHjEhMVqD5PgwRLrF1reznVx2LcdNh7bxHeyzjnw36NA6HEAOf6eDtU1jjtDNodVqEQpyc3P9mi+kiyaZTOYtmBoNGzYMAFBWVhZw0SQIAsLCwjqdL9gUCiWUSg/cDgc0Go33Kj+NjwNuyOUKKJXKM+ZpOvA0Gg0UCqX3tRqN5ozH5QoF5PLf3l+r1bb6Xq217StHW220bK+1TL5y+DP9W9a22+7otL+Zmi47tVqNn/eV4I2vy2F3ilApZbhgYiSuXjQWAFBS7HtZNPZNy2WqVLbf/+0tL1/9H0h/dHRsBnMZKUWxlc/X0Wnf47G9x7VabbNtScvxkZKsxVVzE7H2+1KcLjcjSidrY3n5t774Wg985fB3usroxDufH4LLLSJKJ8fZUwbCanf7zNFyDHX1cvG3n5r2R/vrRds5/F0v2sraXn/4Wl989XNHx0pb48Ofdbij660/Y7bpNs3fPgjWtqTl8uoXGw6lXMCYQVoMG5KETbuLsO9EFcprbSivtSFbLsABNeZPTG7WdmeXXcscHdnGB9Jn/n436Mg6HEgOf6eDsU1jjtDOESrfxf09tzyki6YVK1agoqICa9eu9T6WnZ0NACG1p4iokcXuxnPr92P30UoAwLCBkbjj0tEwVBZInIykkj4gDJNGxGPP0UocyDNh55FyTBmZIHWsM1TUWvH2pioYLW5E69UYNUAJuVwGgCfJU98gkwmYOioBU0bGY+/B4/j+gBlHf718+bfbC/Ht9kIkx6kxuH804qM00l9Ji4i6VUgXTeeddx7uuOMOrF69GosXL8apU6fw2GOPYdGiRUhNTZU6HpGX2yPi6Ok65OTXwO0B5HIB88bocfOlUyCTCTBUSp2QpDQ2NRbVBhvyS0144f2D+PP1ExEav681qDLY8Nibu2G0uJEcr8Oc8UkoKS2TOhaRZKLCFRg/PB5DkvQoq6yFR1BjZ04FiqvsKK4qg1wuYFC8BrMr6pEcr5M6LhF1g5Aums4++2y88MILWLNmDV577TXo9XpcfPHFuOeee6SORgSg4YorRwvN+DSrBgZzw8nEIwZH4aZFI2CuLYJMxsuJU8Ou/4nD42C3O1BaY8fz7+7HTef2B6CSOhqMFjf+8+ZuVNbZEBOuwN/+MBk7DldIHYsoJAiCgIQoNf7fBeNgqLfj002HkHnEhLp6B06VWbH8xV8wZmgMxgwQkJ4ucptP1IuFVNH09NNPn/HYBRdcgAsuuECCNES+5eTX4r0fcnH0dB0AQK2UY0yKDiuun9LwfK2E4SjkyGQCpqRH4mSZE4dP1eKt70pwzrTBUMil+5JVXGnGG99VwGBxIz5Kg2vnRiFar5YsD1Eoi9CpMGt0FBLi43Gy2IATBTUoq7XjUF4NDuUBPx7chnOnDURyuEfqqETUBUKqaCIKdaIoIie/Fut/qkRuaREAQCEXMGJwNIYm6SEXbRAEASF0JX8KIXKZgD9dMwGPvbkLeSUmfP3LaczISJQky/GCOjzzzn7UW93oHxuGv9wwEdVl+ZJkIepJBEFAQrQWsbooLJw+HBt3FOL7nQWorLNh/cYTUMoFLCxRYNFZg6SOSkRBxKKJyA9utweHTluw7uedOFnccAlxuUzA/ElJmDxEgQpLGIxmO9yhdwswCjFhGgX+unQSHnt9O05X2LD1QBlGDujevTtHi6zYkLUHDqcHybEqPPp/UxChU6GapzERdUh8tBbXnDcMGUlOVDki8e32Apwuq8c3WQX4bkchxgzWIiKuXuqYRBQELJqIfDCaHVj3TQ6+33EataaGm/cpFTKMS9HiukXj0S82DHl5eaiwSByUepRwrRI3ndcfr39XiYLyehwusCEutgpDkyK6tF2X24P3fziJz7dVAwAmDo/D+eNViNBJf24VUU+mVAhYkJGM+ROT8OVP+7H/tAeH8mpw4JQFy1/8BYMSwxGj42F7RD0Zi6YQIAgCVCp+aQkVFpsLR0/X4sgpC+oOnfQ+HqaW4cKzUnDetIEoLjiJfrGhdP0zkpIgCFCrO7a3SKmQYcGkAfh5XzFOlZrw874SnCoxIjm6aw7trK134ZHXdyO3yAAAOG/aQNxwwXAcP36sS9oj6osEQUBafw0uXjASuUUGvPN1No4WWVFQXo8CABWmkxifFid1TCIKAIsmiW3eU4haoxU6lQfgXR8kU1dvx/GCOhw9ZcGWw0fQ9JSkCcPjMXdCf4SjGhljGi51XyxRTgotgiB412GPy43U1I6dzyaTCZiYHgdBdCC/woGC8nqUVQtISDAhNkITlIwutwc/7i7G+o0NN1vWaRS4aEoklpw7IijvT0StSxsQiStnxyIqfjBe3nAIJ4oMKKk0o6TSjJhwOaKibVJHJKIOYNEksXqrE0azHR6nGzIl91x0F4fTgxOFdcgvNSG/pB4/H2r+a3tspAYRGg+mjB6E6y4aDYvFgpycGonSUihrXIfdDmtArxcEAQPjVJiWMQjfZJ1GXb0Dn205hUGJ4YjvxFW4RFFETqEVr27MQml1w/GjwwdF4q7LM1BVmh/w+xJRxyTF6zBrXBJiwlyod6px+FQNaurd+GzrKVTWWTFxMC8cRNQTsGiiXs9qd6G40ozCKgfKdhSgtMoCo9kBwOydRyYACdFh0CpdmD1pCBQyGU7mFyE8TCldcOpT4qO1WDx7CH7YkYeSGmfD4TzlQGV9IQYl6uD2+PfFymxzY+OOQvy8r8R70ZIInRKzRupw7aJJkMtlqCrtyk9CRK1RK2WYOm4ARgyOxpa9p1FhcOGX7DJkHQKOlB5G/7hwqSMSkQ8smqhX8IgizFYnqupsKK9zIiu7DGXVFpTXmPHzoSNN5rR7p+IiNYiP0kImWjFrUiqcTg9O5hchKlyNeouz+z8E9XkKuQzDkjRYMHUIfjlYhrwSIwrK6/HoG7uhUQqYcMiFjNQYmA02KMINCA9ToLjageoDpag2OpGTX40DJ6rgEUt/fT/g4plDsHh2Ck6fOgG5nIcAE0ktQqfCyIFanDUuDgXlJuw9VoVNe4ohlwkYNjASk9L0UPP3OqKQw6KJegRRFGGod6Cwyo6ag6WoqLXh+KlabNixB5V1NlTUWuBudiRT82PFI8KUUClEpA2KhV6rgqW+FpMyhqLe4sTJ/CKolXI4nbyyEYWGmAgN5k1MRkyYC3U2JUqrzTBbXcg6VI6sQ+UNM22uavKKimavH5qkx6xx/RGvMWHqxLTuC05EfouJ0ODqc4fh25/3IeuECzn5tTh6ug4F5SZMGZmIuEjeaJoolLBoopBhd7pxvKAWhaW1OHTchMwTOaiss6Ko3ADDByVwuhqLmsomr/rtEDtBAMLUCijlIpITIxERpoTVbMT08UPh+HUv0rhRiQ2FkrWuOz8aUUB0GjnGjkjCuVMH4Put+1HrCMfxQgOqak1weeQw25yQCSIG9YvAgIQIJEarEakwYs70sQCAnJwciT8BEbVnULwa580Zj9e/OIbMgyWw2Fz4eV8J4qI0GD9EJ3U8IvoViybqVqIowmh2YO+xSuzNMWHr8cM4nFeLaqMVzkPHsX7j8SZzG5q9VhCACK0cSQl6JERrAWc9Rg0bhIRoDaymSlSYw1BvdaCyshLjRg34dS+SBSqlHA7uRaIeTCYTMDBejXNHNuw1ysnJwciRI5tNh4WF/XrBEhZKRD2NIAgYmhyJcI0M+SW1OJhnRFWdDZv22xAVlYvfzU6ROiJRn8eiibqU3elGldGJzIOlKKk0NxxGd7jp3dGbF0YxEWrER2mhljmQNjgR8dFaWI0VmDwuHbERGpw4cazFl8UkAEBeXh2qrEJ3fSwiIqKgk8tlGJcahbRBcdi6vwRlNVZ89FMeMg+W4XfTogEZ7+lIJBUWTRRUHo+IiloL8srsOFpyAhU1VjRc8+u3c4zkMgEDEnTQqdwYObQ/qupsMJnqMCptAK48d6T31/KR3l/VjUiM4eXYiYiob9CHqTBzbD8UltbgeLEVpdUWvPqNBWOG2pCWrJc6HlGfxKKJOk0URRwvrMM3e+rw0pdbUG20N3teq5Jh6IAoRIWrYDMbkZE+CBeeNQhHjhzBqFFp+HZ7IU7mm6BSyiX6BERERKFFEAQkx2lw+2UT8dZXR7FlfymyT1bjdKkRE4excCLqbiyaKGBOlwf5pRb8aXUWCsp/O+ROqZAhWifDuPT+iNGrUVZe3uQcIzNksr57GJ0gCFCr1RCEvtsHfZkgwLvsVSoeZhNMjX3L9attjf1DPYtOq8SyJWMwOFbER9sqYbQ48fPBGgxKyscF0wdJHY+oz2DRRB1mtbtx+EQ5jp6uhcvdcPCdSinDiGQNzp85HGU1VpwuLMHIlGje76gJQRCQmV2OgqJ6GD3VUschCUToNNh2sAwmswM6lQcA75sULDqtEtsOlqGgqB5llnIsnJoidaSQIQgCNu8pRK3RCo/LjdRUAaLo382SKXSMGqTDJXP1+HlfMYorLXj7m+M4mFuNhRn8AYaoO7BoIr/ZHC5kn6zGyWKjt1gK18px2fw0zB7fH4X5uRg1MgHfbi+UOGnoMpkdqDFYYLY6pI5CEjGZHTCa7fA43ZApea5eMDWuX9HRXL9aqrc6YTTb4XZYpY5CnaBRKTB9dCJOFlThcIEZ+09UI7dQhvDoZIxMiZY6HlGvxqKJ2uXxiDhy2oh9uQbvvZLiIjVIHxyF+HAPLjxrMH+1JCIi6gaCIGBI/zBce9EYvPDeQRRVmvGPt/bguguGY3AE/xYTdRUeG0I+VdZasWlPMXYerYXT5UFUuApnT4jHxbNS0D82jOcOEBERSWBQoh5P3DYNYwZr4faIWPvVMXySVQu7wy11NKJeiUUTtcrp8uDLHVX4IjMfdfUOqBQynJXRD2dPTsbABBZLREREUtOo5FhyVgyuv2A4ZDIBB/MteOSNXagx2tp/MRF1CIsmOkNJlRkPrdmJzCMNN54dlBiOS2YlYcTgaBZLREREIUQQBFx01mA8tHQiwtQynCox4aFXd6Ksluf2EQUTz2miZg6cMuPrj3bA7nAjTC3DWWOTEBWuglbF3f1EREShavSQGNx8XgI++sWEkioz3vy+ElFxlZgwPF7qaES9Avc0EQDA7RHx9je/HQ89akg07vrdQAxK5A30iIiIeoKYcAUev2UKxgyNgcMl4pl39uPH3UVSxyLqFVg0EZwuD55auxNf/VIAALhs/lA8vHQSInXcEUlERNST6LRK/Pn6CZgwNAyiCKz5LAfbjhh5lVuiTuK34j7O7vTgm6zTqDLYoFTIcNnMePx+QarUsShENZ7SJggCVCreUJG6jiA0jDO1Wh3y51L2pKxSaNo3/OLePRRyGRZPi8bgAQn4dEs+fthvhDb8OOIitVJHC6rG9U2tVkuchPoCFk19WL3Fif15FticIrRqBRZMSoZaK/APG7VJp1Vi855C1Bqt0Kk84M5q6io6rRLbDpahoKgeRk+11HF86klZu5sgCMjMLkdBUT3KLOWYmZEodaQ+QxAE/L9zhiE8TIl3vj2BL7adxrCBkejfS+7lpFarkZldDpPZAY/LjdRUfnehrsVvPH2U0ezA11mnYXOKiNCp8Ls5Q6FVy2Ew8W7x5Fu91Qmj2Q6TmZe0pa5lMjtQY7DAbA39q4D1pKzdrbFvTGb2jRQunpmC302Phkwm4EShAceKbfD0kuLCZHbAaLbzuwt1CxZNfZDV4cHHP51EvdUJrUrAkvlDERnOXdtERES90YShOtx1eQYEASivc2Hr/hJ4PL2jcCLqLiya+ph6qxMHTllgsjgRoVNh3JAw6MN4bgoREVFvdlZGP8ybkAwBwMliI1Z/lA03Cyciv7Fo6kPqLU58t6MAdqeIaL0aF84YBLWSQ4CIiKgvGJIUgZEDNRAEYNvBMny+o5Z7nIj8xG/MfYTTJeKZd/ahrt4BtULA7+cOQZhGKXUsIiIi6kbxkUrMn5gMmUzAgVMWrP36GC+gQOQHFk19gMcj4uNfqnGsoA4qpQwZKVoekkdERNRHpfSPwB2XjgYAfLu9AHuPVUqciCj0sWjqA9Z+fQxHi2xQyAUsnDwQOo1c6khEREQkoTnjk3DRlCgAwIHcahRU2qUNRBTiWDT1cscL6vDt9gIAwJ2XZ6BfbJjEiYiIiCgUTBkWjqvPHQYAOFXuQE5+rcSJiEIXi6ZezGhx45dDZQCA+RkRmDGmn8SJiIiIKJT8fs4QjBkaAwD4cVchiipMEiciCk0smnoRQRCgVqshCAKsdhcOF1jh8YiYPDIes8fopY5HFJIEofm6E+p6UlYi6hmmjExAfKQCHhH4bkcB6kw8VI+oJRZNvYQgCMjMLsfO4/XYdbQSP+0phsMlIlKnwh+XZEDGL1hErdJpldh2sAw7j9dj7/FqqeP41HQ9z8wuZ+FEREEhCAJGJGswIEEHp8uDbQfLUG91SR2LKKSwaOpFTGYHagwW/LirEGU1FshlwNlTBiBMo5A6GlFIa1x3zFaH1FHa1ZjVZA79rETUc8hkAi46KwUxEWrYHG78uLcCTpdb6lhEIYNFUy9TW+/CnqMNlw5NT9YgKlwtcSIiIiLqCdQqOS6YkQKNSo7aeic27y3hPZyIfsWiqRex2l04WmQDAKQPikJ8JG9eS0RERP4LD1PhrIxEyGUCCivqcfBkjdSRiEICi6ZeQhRFbDtQCodLREyEGtNGJ0odiYiIiHqgmAgNZo2JBQCcKDTgeCGvqEfEoqmX+GZ7AQor6iEIwPnTB0Eh56IlIiKiwAzpr8P4YXEAgO05NSivsUiciEhaIfXN+tVXX8V1113X7LGcnBxce+21GD9+PBYsWIC3335bonShq9LgxPqNJwAAqf3UiIvSSpyIiIiIeroJw+MwIF4Hjwhs2lMEq51X1KO+K2SKpvXr1+OFF15o9lhtbS1uvPFGDBo0CB9//DGWLVuG559/Hh9//LE0IUOQxyPis+21cLo8SI7XISmG5zERERFR5wmCgMkj4hEdroTV7kbWoXK4PbwwBPVNkhdN5eXluO222/D8888jJSWl2XMffPABlEolHnvsMaSmpmLJkiVYunQp1qxZI03YEPTlL6dRVO2AVq3ArLH9ed8WIiIiChqFQob5E+KhUspQY7Rj+5EaXlGP+iTJi6bDhw9DqVTi888/x7hx45o9t3v3bkydOhUKxW/3GZo+fTry8/NRVVXV3VFDTlFFPT748SQA4IYL06HTci8TERERBVdEmBLzJiQDAE4U1+NYQZ20gYgkIPldTxcsWIAFCxa0+lxZWRmGDx/e7LGEhAQAQGlpKeLi4gJqUxRFWCzSn9AoCAKcThecTiegksHtbpiWAbDZbPB4PAAAl8t5xjwQRaz+KBtOlwdp/TWYMSoGP+4pBQC4XS643S7va222hsuQ22w2uFzOM+Zxu1xwOkX/2/aR1Vcb7WVyuZywWq2wWq0AALvdDgBQq9XexwC0Oe3N6qPtjk63zNS0vcZ8KpXK23bL/mg6f0f7puVrAx4rTad99L+/fdM4VvwdE631UzCWUXs5/Jr2c1m0HKdNH29cLr6WvT/LpTM5Wo5Pf9aXtqbbGhMt25PJZFCr1XA4HM3m7+rl4te0uyGr3W5vPu66O0cA60tHl0tHtx/+bDPkAuBwOODxeAJab4O57nTF9t7fHI1ttNUf7eVuax1pL4c/2/hA+szXsvBnHe4fq8GolEgcyTdg++FyzB6bgBhdx3N0ZDoYf3u7KocU0701h9REUfTrSC3JiyZfbDYbVCpVs8fU6oabtTauNIFwOp3IycnpVLZgUKvVqK2tR53BgmhdDMxmM+rqTIiJDENxcTHsdjvUajVMJtMZ81TXi8grqYdaKWDxtGiUlJTAZKoHAJjNZpitDRtAk8mE4uJiAEBxcXGr85jNZtRbnX633VbW9tpoL5PJZMLJkye9bW/aXQCDyYpIvRZAqbeN/Px8bx82TjfN6qvtjk43zdSyvcZ8AxKjYLFYWu2Pplk72jctXxvoWGk63ZEx0dZ041jxZ0y01U/BWEbt5fBnOtBx2vTxxuXS1rL3d7l0JkfTsdLy3x2dbmtMNG2vtLQUx0rdMJisKDGUen+E6o7l4s+04HHi28wTqDGYm4277s7R0fUlkOXS0e2HP9uMIckx+Gl3wRn95+/nDta609Z0Z7f3/uRo2kZb/eErt691pL0c/mzjO9pn7S2LpmPL15iN07kxMF6LwkordhypwMIJcR3O0dHppv8O5G9vV+SQcro35ggFLeuN1oR00aTRaOBwOJo91rhChIWFBfy+SqUSaWlpncoWDIIg4ERlITxCw4LS6XRweuSA6EBycjI8Hg9KS0uh1+ubzWOwiMg50rBX6epzUhERZkNycjL0pSWoMVig0+kgypyorDFBr9cjOTkJeXl5bc6j0+kgU4p+te30yNvMmp+f77ON9jLp9Xqkpg6FxWJBaWkpPFDAI6hgMFmRPDnd20bjuW9Np5tmraura7Ptjk43zdSyvcZ8JrOtzf5omrWjfdPytdGVlR0eKy2XV11dnd9joq1p71jxY0y01U/BWEbt5vBj2lcOX+O06ePe5dLGsvd3uXQmR0pKCrRaLaxWa5vriL/T/m5Lcn6dJykxFjqdrtuWi7/TVocIj+Bsvn5KkKMj60sgy6XD2w8/txkuUR7wehusdaertvf+5GjZN631R3vb+7bWkXZz+NieejN1sM9ajiFffwd8jdlojxzJiSI+zyqD2erC3lwjLl84AqIodnrb03K6tW1aIH97uyKHFNO9MYdWGxpXe87NzfVrvpAumvr164eKiopmjzX+OzEx8Ju3CoLQqaIrmJRKBZRKJQA35PKGabfDAY1G4z3RUqFQQqn0AHBDJpMj+5QBbg8wMiUa501PwdGjR6HRaKBQNJzTJFcoIJf/9lqNRgMAbc4jVyigFMV2227M5yurrzbay6RQKKHVas9ou2UbTVeyptO/ZW277Y5Ot8zUentt90fT+TvaNy1f29Gx0try6siYaGu6caz4OyZaz9T5ZdReDv+mAxunTR9vXC6+lr0/y6UzObRabbNtWlvriD/TwdqWdNVyCZXx0VXrS0eXS0e3Hx3fZnS8P4K57nTF9t7fHB39+9eZ5dXRbXwgfeZrWTTN2t6YVSvdWDBxAL78JR8l1Xb8tL8CF0wf5HcOf6fb2qZ19G9vV+Xo7unemCNUvov7exE1yS8E4cuUKVOwZ88euN1u72Pbt2/HkCFDEBsbK2Ey6ZwuM6Gs2gJBAP5v8UheLY+IiIi6VXy0FuPSGr6Hrfv2OE4UGiRORNT1QrpoWrJkCerr6/HXv/4Vubm52LBhA9auXYtbb71V6miScDg9yDpUDgAYnqzDgIRwiRMRERFRX5SaHIGkWDXcbhEvvH8QFrtH6khEXSqki6bY2Fi8/vrrOHXqFC655BKsXr0aK1aswCWXXCJ1NEnsza2D1e5CuFaB9IE6qeMQERFRHyUIAiamRaBfbBiqDDZ8mlUDD298S71YSJ3T9PTTT5/x2NixY/H+++9LkCa01JrsOFrQcPWiCcPjIZfxFx0iIiKSjlIhw/KrxuKvr+7E8RIbvsg8jd/NTpE6FlGXCOk9TdRAFEXsO95wM98hSRFIjAmNq40QERFR35bSPwI3XpQOAHjvh1wcPV0rcSKirsGiqQfILTagxmiHQi5g6sgEqeMQEREReS2YlIyxKWHweES8+OEhWB08GoZ6HxZNIc7mcGN3TsNl1scNjYROq5Q4EREREdFvBEHARVOi0C9Gi2qDDV/sqPVe/puot2DRFOJ+2F8Lq92NcK0So1IipI7T5wmCAEEQ/LpzdLDaU6vVvLQ8+aVxvFDfJAjcZlD3ahxzgiAgIlyLOy/PgFwm4EihFZv2FEsdjyioQupCENRcUUU9so403Ptg/LBYyGX8IygltVqNzOxymMwO6FQedPVvDoIgIDO7HAVF9TB6qru0LerZBEHA5j2FqDVa4XG5kZoq8FfePkinVWLbwTIUFNWjzFKOmRmB3wSeyB8ROg22HSyDyeyAx+XGhbOicOXCNLz73Qn89+tjGDE4WuqIREHDPU0h7O1vjsMjAoMSw9EvNjTumtzXmcwOGM12mMy2bmuvxmCB2erolvao56q3OmE022EwWaWOQhJq3GaYzNxmUPdo/LvYuO25eOZgDO2nht3pwYsfZMPl5g841DuwaApR+49X4UBuNeQyYOoo/lpIREREoU8mE3DJjBjow5TILzPhh/0GqSMRBQWLphDkEUW8/e0xAMCMkZGI0HXP+TNEREREnaXXynH7paMBANuP1Xtvm0LUk7FoCkGny60oqjAjXKvEgnE8HpiIiIh6lknp8Th/+kAAwMsbDqHOZJc4EVHnsGgKMU6XB0cK6gEAly0YCq1aLnEiIiIioo675txhSIxSwmh24t8bDsPDC9RQD8aiKcQcPV0Hh1NE/7gwnDNlgNRxiIiIiAKiUsqxZGYMlAoZDuZWY/vReqkjEQWMRVMIMVkcOFHUcMLkdecNh0LOxUNEREQ9V0KkEjdcMBwA8MMBA/JKjBInIgoMv5WHkN1HK+HxiIiLVGLSiHip4xARERF12sIpAzBlZDw8HuDFD7Jhs7ukjkTUYSyaQkRFnR2nfv31JSNFz7u5E/UwgtBwk1lBEKBWq6WO4xWKmYiobxEEAbf+fhT0WjlKqy1Y+/UxqSMRdZhC6gAEiKKIXcdqAQAp/cIRFa6UOBERdVSEToNtB8tgMjvgcbmRmipAlPikZ7Vajczs8pDKRER9kz5MhUvPisbbm6rw094SxGpjMHKk1KmI/Mc9TSGgqNKMyjo7FHIBo4fGSB2HiAJkMjtgNNthMFmljuIVipmIqG8akqjB7+cMAQB8sbMWFbXcLlHPwaJJYi63B9knawAAGamx0Kq584+IiIh6p8vmD8WwgZGwO0W89GE23G6P1JGI/MKiSWIniwyw2FwIU8sxZmis1HGIiIiIuoxCLsNdl2dArRRwvNCAjzfnSR2JyC8smiQWGa6CPkyJs0bHQqng4iAiIqLeLSFai4unRgMANvx8CqfKbRInImofv6VLrF+sDudNG4gB8VqpoxARERF1izGDwzB/YhJEEdjwSy1MFofUkYh8YtFERERERN1u6UUjkBQXBpPVjf98coRX96SQxqKJiIiIiLqdRiXHXZdnQC4Ddh+txHc7i6SORNQmFk1EREREJIkhSRE4Z3wkAGDdt8dRXueUOBFR61g0EREREZFkpqWHY+LwODhdHnyUWQ27wy11JKIzsGjq5QQBEAQBarUagiBIHScgjZ+h8XMQSak3rFPUdzXdnqpUKqnjtIrb+75HEATcfuloRIWrUGlw4e1vj0kdiegMvJNqL6fTKrHtYBkKiuph9FRLHScgEToNth0sg8nsgMflRmqqwJNFSTK9YZ2ivqvp9lSn8iDUfjtVq9XIzC7n9r4PitCp8MfLxuDxtXvxw65iTEzvj0np0VLHIvIKra0ldQmT2YEagwVma8+9nKfJ7IDRbIfBZJU6yv9v787Do6jyvYF/q9cknT2BEAKyJOwBWYPsyyCX0XHBQQd1uFdlLijecRx1Rud9HNzGZdxQRBkdtzte9xGXUVwvKpusIjsSIKxZIUkn6XTS6/tHbpWnuqs63UmH7oTv53l4qFRXV/3qnFOnzqk6VU3UJY4pOnfJ9Wm9Iz5/G4f1/blreH4WpgxLAQA88+4OlFY5YhwR0U/YaSIiIiKiuDB9eCqG9s2As9mLJ9/aBZfHF+uQiACw00REREREccJokHDLVcORnmLFicoGrN5WG+uQiACw00REREREcSQjxYo//HoMJAn44Ugjvt5+KtYhEbHTRERERETxZURBN1w1Mx8A8NLHB3C0rD7GEdG5jp0mIiIiIoo7l0/th4LcBLg9Pjz19i40ufh8E8UOO01EREREFHcMBglXTMxAVloCys40YtWGSr6CnmKGnSYiIiIiiktJViNu/dVwGI0Sdh91YP/RmliHROcodpqIiIiIKG4N7J2OX//bQADAln0VOG2Pz98Yo66NnSZSkSRAkiRIkgSLxRLrcFrVmWIlagv5mLRarZAk6ZyPg7qeznbeodj4+QW9UdjXBp8f2LSnAo4mT6xDonOMKdYBUHxJtSVg/a5y1DtcsFl8iOd+tdVqxYbdFZ0iVqK2siWasX5XOY6fbECd78w5Hwd1PZ3pvEOxI0kS5k3ujlNnSlFT34yvf6jCRROTYx0WnUNYM1GQeocLdY5m1Dvi//Z3Z4qVqK3qHS5U2xvhcLoYB3VJrMspHFazAT8b2wtmkwGn7S58t7ucL4ags4adJiIiIiLqFFJtFlwwrDskAMUn7Th0qi7WIdE5gp0mIiIiIuo0cjKTMGZQBgBgZ/EZlNc0xzgiOhew00REREREncqwPikY0DsNALD1RzuOV9THOCLq6jpFp6miogKDBg0K+rdq1apYh0ZEREREZ5kkSZg4PBfd0hPg8frx19d2oLaBd5yo43SKt+cdOHAAVqsVX331lepVtykpKTGMioiIiIhixWiQMKEwB/+77SSqapvw2Os78Su+UY86SKfoNB08eBB9+/ZF9+7dYx0KEREREcUJi9mIiUPTsXG/HYdO2vHPDc0YNtQHo7FTDKaiTqRTlKgff/wR+fn5sQ6DiIiIiOJMcqIJf7x2FMwmA3481YSXPj7AV5FT1HWKTtPBgwdRXV2Na6+9FhMnTsTVV1+NtWvXxjosIiIiIooDQ/pm4LfzCiFJwP9uO4X3vjkS65Coi4n74XkejwdHjhxBQUEB7rrrLiQnJ+OTTz7BokWL8Morr2DChAkRr9Pv96OxsbEDoo2MJElwuz1wu92AxQCvt2XaAKCpqQk+nw8A4PG4W12mqakJHo8bAOD1eOD1eiKadrv9QdsIZ9ooAS6XCz6fD1arFS6Xq9U4PB43mpqaguL2eNxwOp1wOp1h77fWMm1NA71YW4spVHrI3ws3j/TSRi+PwkqPgLQJtY1olJWzlUdtLbPhxhFuOkUrX9pSNsX45LpEb9uB88WyGWk5jWW+dLU4Oipf9MrH2UiPUHV8JDEFpk1zc8tD/haL5adjqg35oheHWH+rthFmfd/c3BzZOdnrhsvlUs6dkbQHwi03umUoYNutnWva0h4Q0yOc+LSm5f81814jnUb0T8VFY9PxydZavLvmCJzj0tG3b9u2rRVHW7+vNW0wGCJOp46Ioy3T0Y4j1vx+v+qdCXrivtNkMpmwefNmGI1GJCQkAAAKCwtRXFyMl156qU2dJrfbjf3790c71IhZrVbU1DSg1t6IDFsmHA4HamvrkZmWhFOnTqG5uRlWqxX19fUhlwGAU6dOob6+AQDgcDjgcLojmm5wulFbW6/aRjjT/fIy8fW246i2OwAApfYypUOqt736+nqcOnUqKO76+nocPnw47P3WW6ataaAXa2sx6aVHWkoigLKI8kgvbfTyKJz0CEybUNuIRlk5W3nU1jIbbhzhplO08qUtZVOMT65L9LYdWGccPXoUMnE6VnVJZysfHXG8RDNf9MrH2UiPUHV8JDEFluU1247DXu9Er5x0NDY2Rv3YEetvcRvhnv/Syo5jUK4x7PySfG7l+6X2MtTV1Yddl4RbbvTKUOC2xfN2tNoDYnqEE5/etF7e66XTuAHJqHd6sXZPPT7eWguLaR9G9Etqdxzt/b44XVZWhh/LvLDXOyNOp2jGES/pEQ8sFkury8R9pwkAbDZb0LwBAwZg/fr1bVqf2WxGQUFBe8NqN0mSUFx1Aj6pJaNsNhvcPiPgdyEvLw8+nw9lZWVISUkJuczRo0eRl5eHlLJSVNsbYbPZ4De4UVVdH/a0wexvWa+4jTCnPX4jfJIFtbW16JmTBZvNFnJ7KSkpyMvriSNHjqjiTklJQX5+fzQ2Noa133rL1NbWtikN9GJtNSad9LDXO5E3dlBEeaSXNrp5FE5ZCUibUNuISlk5S3nUnjIbThzhplO08qUtZVOML6OqqmUbetsOqDP69u0LAEHTsaxLOlP56IjjJZr5ols+zkJ6hKrjI4opoCz7YIJPsqDe0dQxx45Qf4vbCKe+b2vd2uB0o9reiJ45WUhNTQu/Lgmz3IQqQ+K2xfN2tNoDYnqEE1/gdGJiIpxOp27ehzqOrr9kBEyWI1jzfRk+2FSNvJ7dkWVtaFcckXwnnLzYr3FcnO04Yp0eiYmJiAeHDh0Ka7m47zQVFxfjV7/6FVauXInx48cr8/fs2dPmjo8kSUhKSopWiO1iNptgNpsBeGE0tkx7XS4kJCQoDzGaTGaYzb6QyyQkJMBkMgMAjCYTjEZ/RNNmvz8ojsinw9ueyWRW7hqKcZtMZiQmJka031rLtDUN9GJtLSa96bbkkV7a6OVReOmhTptQ24hGWTlbedTRZTbcdIpWvrSlbIrxyXWJ3rYD54snK3G6M9UlXSGOjsoXvfIR6zo+kpg6qi7pqLTpiLq1vcdzW8pQtI4dMT3CiS9wWmyntVaHBqZHUlIS/vOyYaiuteOHI4147oMfMX9KJoYMaV8cbdkPrWm94+Jsx9HefInmumIpnKF5QCd4EUR+fj769++P+++/H9u2bcPhw4fx8MMP44cffsBNN90U6/CIiIiIKM4YDBIuLcrAhMIceL1+vL3uDHYeOhPrsKgTi/tOk8FgwN/+9jeMGDECt956K+bOnYudO3filVdewcCBA2MdHhERERHFIYNBwn/NK8TYwd3g8QKP/s8ObP+xKtZhUScV98PzACA7OxsPP/xwrMMgIiIiok7EZDTg978agQde2oADJ5vwxJs7MW9iJoYMiXVk1NnE/Z0mIiIiIqK2MpkMuHJyFiYObxmq9876M9iwqyzWYVEn0ynuNBERERERtZXRIOG384bDZDRg7Q9leOafe1DncKNveqwjo86Cd5qIiIiIqMszGCTcNHcYxg2wwe8HXl39I778wa68dY8oFHaaOilJanlFoiRJsFqtYb8ukYi6BrkOaOvxL9YfRPFIPM+F88OTka63M587A9sAoZft3PsajkjSw2CQcNHYdMyf1fKzNRv21ePZ9/bC6/XrplO06spzIS+6Mg7P66RSbQlYv6sc9Q4XamoaUOfjazSJziW2RDPW7yrH8ZORH/9WqxUbdleg3uGCz+NFfr7EK60Ud8TznM3iQ7Su87bn2IkXYtqEOoYlScKG3RWdel/DEW56yCRJwtxp/ZCeYsHzH+zDup1lOFJah/P7JaG8sQKThucoy32z/QRq6pztrivPlbzoythp6sTqHS7UOZpRbW+Ew+mKdThEdJbVO1xtPv7l+sPrcnZAZETRIZdTn9sLgzl6P4TZnmMnXoR7DHeFfQ1HW+q0GaPzUFddgfc31eJUlQNnahthTUhWOk0A0OB0R62uPFfyoqvi8DwiIiIiOicNzEvEXxaNR0qSGU1uP/614Ri27a+MdVgUh9hpIiIiIqJzVu+cZFwyuS/SbEZ4vD48+voP+HJHLTxeX6xDozjCThMRERERndMSLCaM6JuIoX0zAAAb9jfg/pe3weF0xzgyihfsNBERERHROc8gSbigsAd+P38ELCYJB47V4p9rilF62hHr0CgOsNNERERERPR/JhT2wOKf56BvbgqaXF5s3F2B74vtcDZ7Yh0axRA7TUREREREgqwUE/6yqAgjCrIBAMcqm/CHFd9h39GaGEdGscJOExERERFRAIvZiAnDczF1ZC6SrAZU1jhx30vb8K8tNWjgs07nHHaaiIiIiIh0dM9IxMyRWZg5Jg8AsP2QA7ct34iNu8v5w+DnEHaa4pAktfxytCRJsFgssQ7nrJEk+f9za79Fct5brVZIcoJ0wm1Q5yHWNywTZ19g+ncFrGMIiN9y0NaYzCYDbpw7DPfcMAZZqSbYG1x4+p3d+Mea0zhWXq9af1c6nuknplgHQMFSbQlYv6sc9Q4XbBYfzpW+rS3RjG+2n0BNnfOc2m+RLdGM9bvKcfxkA+p8ZzrtNqjzEOubmhqWibNNTH+fx4v8fKnTX7lmHUOAuhyUN1Zg0vCcWIcESZKwYXdFu2Ia2i8TN/08Bwcqrfhw3VGUVDTjzuc24Wdj8zA+34QNuyu61PFMP2GnKU7VO1yoczTD5/bCYE6KdThnTYPTfU7ut6je4UK1vREOp6tTb4M6D7m+YZmIDTn9vS5nrEOJGtYxBPxUDjIy4qccRCMmk1HClTPzMW1UT6z853bsO+7EV1tPYe0OCUP7OdCnRzIMvq5zPFMLdpqIiIiIiCLUPSMRV03Ogj+xB/7x6Y8oKa3HD8Wnsa+kGgPyktDk8sBqNsY6TIqSc2/8ExERERFRlAztm4GHFo/HNTNykJZsgcvjw95jDbj58XX459eH0djsi3WIFAW800RERERE1A4Gg4ThfZNhScrA3iNnsK+kGvWNbry75ggsJgmzy81IsppjHSa1AztNRERERERRYJAk9OmRgrwMCX1798Cqb47geEUDPt5wDBKArFQTsrIbkGY7N98S3Jmx00REREREFEWSJGHi8B64YFh3/GvNDuw+Aew6fAan6zxY9c0RpCVbkGWTkNvDE+tQKUzsNBERERERdQBJkjCgZyIumzUUb355CJt2nUBVnQf2BhfsDUBJZTGKT9aioJsPAwb6YDLydQPxip0mIiIiIqIOlpFixcC8BFw6/TzsOXwGu4srUef0YfuBKmw/AHz2/TpMPr8H8lJdGOz3x9WPAhM7TUREREREZ43VbMSg8zJg8jmQldUNHq8P/7vtOOwOFz7ZeBwA8OHmDRg/LAc5tpYOFMUeO01EIcgXeSRJgsUS2UObkgTlKpHVauUVo05Gzr+25J2Y95GWm/aK5bYpurpa/dGeY6oz6Or71x5aaRPOdDwT422P9BQr5lzQG+f3cqPZ2A3f/lCK7w9UoaLGiY/WHwUAfLB5PSadn4exg7NgDrNeDxWfmBd+oUMWzvxIRSud4gE7TUQh2BLN+Gb7CdTUOWGz+BDJT5ul2hKwflc56h0u1NQ0oM53puMCpaizJZqxflc5jp+MPO/EvI+03LRXLLdN0WO1WrFhd0WXqj/ac0x1Bl19/9pDnTbVaGxyh5wub6zArKK+sQ5bl3h8+jxe5OerOxltYTRIGDukO5o9fnRPAbyGRNTUNWHb/kpU1Tbhg28P44NvDyPRasT4YU0YPTAbFq/27z+Fik+SJGzYXaGk86ThORHNjyRfOiKdYomdJqJWNDjdqHM0w+f2wmBOiui79Q4X6hzNqLY3wuF0dVCE1FHqHa42552c920pN+0Vy21T9HTF+qM9x1Rn0NX3rz3EtGlodIeczsiI//STj0+vyxn99TY4kd83C9ddNAg/7NoDl6kbPlh7FEfL6uBs9uKb70vxzfelMBiAodubMGpgNtJMbviF56BCxSfnRWA6Rzo/7P3pgHSKBXaaiIiIiIjikMVkwMihOah3+lBZ3YDK0zVIS0vFjh9Po+xMI/YcqcaeI9UAgLfX21GYn4mcZA8kS1qMI+962GkiIiIiIopzRoOE7ulWXP3zwfiPn/uxfvMu2L1p2HHwNPaWVKOqtglfby/9v6UrkWazoFuaCYMPVmHweemxDL1LYKeJiIiIiKiTyUo1Y/KQPrh4Yh/s3L0X/oQc7D5cje37y1BW7YLd0fLv4X/sgNEoIS/TjAvKrXA0eeDzdd5ni2KFnSYiIiIiok7MYjJgyIBsjByQjUkDTdh10oAjp+woP1OPxmY/qmqbcLzKheNrDgMADBJwqOIY6htdSJKaUDDAG+M9iH/sNBERERERdSGJVhN65ySjZ4aE+XNGoLy6EV9u2IvTDit+KD6NJpcXZWca8e7/daJe/2YNstISYDV6kWBrQFOzJ8Z7EH/YaSIiIiIi6qIkSUKPzCSMLUjG0KFD8el3x7H7x+OwJKYCAHYdqkSD04eK6pY33B2vOoEvt55EboYJo48b4Wz2wuPlcD52moiIiIiIzhGSJMGWYER+nwzMuaA39u7di6we/fDO/x5G8fEqOJolNDjdOHXGjVPrjynf23/qCMqrncjvmQyj26N6xfm5gJ0mIiIiIqJzlCRJ6JGVhIHnpcPoa0B+314YOzgbX27YA7srCdsOVKHO4UJ1XTNWbzyqfC9jTQ0GnZeONGsTzCl29M1Nid1OnAXsNNFZJ0ktB6jVao34CoX8XQCwWCwdEV6nEo/pEY8xEfOlM4hmHrWnnqX4EU6ZEJcR87sz570ctiRJER8L4aaH3jHS2nxAnRfhzA+VF+2JQ2//wo0j1Da6ZSShaHAmCgoK8Ol3x7G/+DgSk9ORbLNi7+HTKCmtQ019MzbtrQAAfP79FljMBuRlWTDy1CEMOi8dNoMx4vSIZ+w00VlnSzRj/a5yHD/ZgDrfmYi+m2pLwPpd5ah3uGCz+AAYOibITiIe0yMeYyLmS2cQzTxqTz1L8SOcMiEuU1PTgDpfNRqb3J06722JZnyz/QRq6pwRHwvhpofeMaI3Xy8vwpnfEod2XrQvDhPKd1doTIcXRyTbtpgNKMzPgtlkQnaqFReOyUFVvQ9HS+twxt6IsuomNLu8KClvQkl5ibKu9GQLMlKsyM0044O1JTCbDLDXNqC8sQKzivqGmavxgZ0miol6hwvV9kY4nK42fbfO0Qyf2wuDOakDoutc4jE94jEmYr50BtHMo/bUsxQ/wikT8jJyfjc0ujt93jc43W0+FsJND71jJNR8rZham99aXrQvDoPOdHhxRLptOV+SLV6k2ZLQr2cKhvdNgmRKxKmqBjQ4GlFlb3kzX4PTjdoGF2obXCgpAzburYbJKKFHugkZGZm66RGv2GkiIiIiIqI2kyQJqTYLemYYMbhfEuoczTDBhdP1wInKetjrm3C6zgWP14/TdZ3zdebsNBERERERUVQlWIw4r0cS0lMsSLZ4AfluVF1NrENrEw5qJyIiIiKiDmWQJKTZLLCYOmf3o1NE7fP5sHz5ckyZMgUjR47Ef/7nf+LEiROxDouIiIiIiM4BnaLT9Nxzz+GNN97AAw88gLfeegs+nw+/+c1v4HJ13gcciYiIiIioc4j7TpPL5cLLL7+MW265BdOnT8fgwYOxbNkylJeX44svvoh1eERERERE1MXFfafpwIEDcDgcmDBhgjIvNTUVQ4cOxdatW2MYGRERERERnQskv9/vj3UQoXzxxRf47W9/i507dyIhIUGZ/7vf/Q5NTU14/vnnI1rf999/D7/fD7PZHO1Q26TJ5YXP54dBAiBJbZr2+Xwwm43w+wGPx9vmacYR/zExDsbBOBhHZ48jHmNiHIyDcZzdOEwmAxIs8fESb7fbDUmSMHr06JDLxUe0ITidTgCAxWJRzbdarbDb7RGvT5Ik1f+xlmiNchaI64t0mnHEf0yMg3EwDsbR2eOIx5gYB+NgHLGJIw5IkhRWvyDuU0C+u+RyuVR3mpqbm5GYmBjx+kaNGhW12IiIiIiIqOuL+2eacnNzAQCVlZWq+ZWVlcjJyYlFSEREREREdA6J+07T4MGDkZycjM2bNyvz6urqsG/fPowbNy6GkRERERER0bkg7ofnWSwW/PrXv8bjjz+OzMxM5OXl4bHHHkOPHj0we/bsWIdHRERERERdXNx3mgDglltugcfjwd13342mpiaMGzcOL730Uty8AY+IiIiIiLquuH/lOBERERERUSzF/TNNREREREREscROExERERERUQjsNBEREREREYXAThMREREREVEI7DQRERERERGFwE4TERERERFRCOw0ERERERERhdApftw2nvl8PqxYsQLvvvsu6urq0L17dzgcDjgcjlana2pq0KtXL0ydOhVvv/023G43JElCPP90lsFggN/vb3OMkiTBaDTC5/PB5/O1OY5w0kleJj09HbW1tW3eVmcXzTIlSRIMBgO8Xm9U1nc2GI3GuI+3tRjD2QeDwdCuYypabDYbHA5H1NdrMBggSVLU8zJe0u1si1a9IEkSzGYz/H4/3G53FCKLbNsdcb7MyclBZWWl7roLCwtRW1uLkydPRn3benJzc1FWVnbWtkfxIRZtQqPRCLPZjObm5qhs22azoampSVV3i+c0i8UCAHC5XBGt94orrsDDDz/c7vgiwTtN7fTcc8/hjTfewAMPPIC5c+eitLQURqMRl156acjphoYG+Hw+1NbW4n/+53/gdruRmpoKg6ElS+T/bTab5nblz2VWqzVoGbmBG00+ny+sgyjUdvv06aNqpBiNxojjDIxB6/vyMh3VYTKZtK85SJIU0Xw9kS6vJ1R+ZWRkqP5OSEhodV3hpH1HErcnp5HRaNRdXqyoo5Wm0eb1enWPdavVGlZHQTymxLLZ2j63JU1C5XmkHabAdQXGI//t8/mC0qG12MMpm6E6TNEqL5EeI3IjQpacnNzqd/TqI63lrFar6jhuz376/X64XC5VhymwXgm1jbZuW68xaTabg+bJ6R/utioqKkLWm3v27IlKhylUvSWSJCmqHab25LdcNg0GAwoKCs5aHGL57tOnT7u221nIFyP0iOkXWGe0h9frRVNTU8QdpsD8NJlMMBgMcDgcSt2dnZ0Nm82m/N2zZ0+4XC64XC7ceuutuPrqq2E2m5GUlIRevXohPT0dDz30EPr27YspU6Zg/fr1WLhwIZKSknDddddFZX8jwU5TO7hcLrz88su45ZZbMHHiRHz00Ue4/fbbYbfb8eGHH2pOv//++0hPT4fL5YLZbEZdXZ2yPqfTiZycHAA/VRBNTU2a2w480Tc3NwedmP1+v24DJFA0D7js7OyQHYojR46o5s2aNatdDW+9E4/eOsXY9JYJpzIPN2Y5bf1+v+53unXrpkzL+9ORnZOsrCwAQE1NjWq+XnkTyWVP7pSfzav0kiTB5/MFpUW4dx/Eci7ncWBeFxUVaX43MzNTmU5MTAy5Ha1GY2sx6XU2XC4XUlJSlL/PP/98ZVqvTIgNx9Yax1onxtY6z5HmuVZDVlyX+Hlg51ErvtTUVN3PgJZ0SUtL040z3MZaJI2GUJ0CrTjEfQ78bmCea3WaAtPJ4/Fg8ODBrcbp8XjQ3Nysmhe4n+3tLAbWKxkZGbppGW4ajxkzptXvWa1WZcSGSE5/rYuLrUlISGj1vCkeL/I5PHB7WsdquJ3+cPNHnK9XFtp7HpHvBvh8Phw5cgS9e/du9TtiXPJ0r169lP0SjwWtPDIYDKpljh07pvo8nM6nWCdrtU8kSUL37t1Dxh74dzQvwl1yySVB8wLv3Mr7KUkSJkyYoKSfyWQKuksTKk2MRqMy6idQpG3BSZMmAWg5J86ZM0e1zsA7SQCwaNEi5VxnMBhQVVWlrOPgwYO499570a9fPyQlJeHkyZNYvnw5fvnLX+Kaa67Btm3bUFVVhX/84x9YunQpBg0aFFGs0cBOUzscOHAADocDEyZMUKZnzJiBvn37orm5WXPa7XZj2rRpGDFihFKR9+/fHxaLBW63Gw6HQ+lUAdqNF7EAitNixWq1WtGrV6+gxmR6eroynZ2dDaDlAJS3l5SUpHwe6upmqIpX7PwFkk+ecqNHkiQMGDAAPXr0CFpOJjcezjvvPNUy8sF5xRVXKBWqWLGK+xoYu9adPLGx7Pf7kZaWFvJOn96t5MATnMvlUk4EgY0nOR3EE8XAgQMBBDfwfT5fUEWn1wjQi1v2y1/+UpkW81xktVrRs2dPZfta5P0J1SgOJC4rdkTkIQGBxHSQT3ZyPFlZWZplUVyveAx5PJ6ghojf71elae/evTWPO6PRqCyn1bkUT8Ri2ZDLst5JKjExMeQJzmQy4T/+4z9UccjEsiZu3+l0KtsU6TU0Q+2LLD8/X7cc9OzZU7cMyA1ZABg1apQyX1zXBRdcoEwHHiNy+ZTLIgCMHTtWmdbKK5/Ph5kzZ2rGAwAPP/ywKh3FWOT5+fn5rZZHAJp1nXhMiWVR3IacJoF3TOTvNjQ0KPO0OvJOpzOo3FRWVoaMNZBeA1BsPOrV9WIDLlDgRYPWGpdpaWmqv5OSkoK2G9hQBoLLqXyOCEwXuT7Mzs5W1iuf3+TY9OrM5uZmpKWlae6D/J177rlHmSfmm16HUL4C7/F4gi7e9OzZU4lx2LBhmt8PrLO0tjd06FDN7/p8PuW7vXr1UuYnJibqdoC0yrC8LvE8q3exSPy+nNelpaXKxTuxcxDYoQdazhlynSbHPmrUKGX69ttvV13Iks+rIrvdrhxbHo9HmS9e1BTrFTltAvNQ/DvcDn84F2fFabltFkhuzxkMBixZskSZL++PmP45OTmaF/fk4fWPPPKIKr/luu6aa65RLT9y5EjNWOR1VVVVAWjJt9zcXHi9XmVfEhMT0aNHD0yZMkWZ995776m+73a7UV1dDQCYMGECAGDatGmora3FvHnzMH78eBw+fBgffvghJk2ahPvvvx9jx47F3LlzdePqSOw0tUN5eTmAlrHG4rRcUPWmly5ditzcXKUQ5efnKw0Fu92uusIoVxRWq1VZ3uVyKQeVePCLB7DL5cLp06eDYhavAMoFVTxYxQZIqPGloU6CDocDJ06cCPm9wKvqgSf7ESNGKNP19fWay8hp9sUXXygHvFj56lU8LpdLqcTEfRRPIEBLXojpq7XtcOk1XuQTiDjUY//+/QC0756YTCbVfPEEI55ExUaIVgP4tddeU6YbGxs1Yxs7diymT58OAKorWjKxvOnFqkXMI7kMyuvTeiZC3C/5c3l7eh0Ocb0PPvigKk6tvBPL83vvvafqFMmfVVVVKdvVOlmKZUX8vtxgMJvNqnSSy2Bubi5yc3MBaHdg3G43tm3bpvz9/fffK9NDhgxRbV+vkzR58uSg9QYS80ts+Inxio0KUWlpqZI3iYmJqjjEMrpjx46g2ABg3bp1yvYDy6OclmLHQTxuxfpSdO+99+o29tasWaMqB2K8ch4dPnxYszwGrrOioiJof8SGpFyHi8RyEHgHWt5fsVx/9NFHQevQGq4ol3u5Hm/tGSO9BqDYgdA6XmbPnq3M1zoWAu80yXEFpp3ZbIbRaITdblfNz8jICLpop3U+CxxNIZedfv36qZaTzzfdu3dX4pbLuBy/3p1ev9+P2tpazf2Uh35v3LgxaFuAegSBmI4ej0d1x16Mo7S0VPns0KFDynfENgDQ+t31VatWac5PTk5W6iq53QK0lFO987acf1qN/z179ijTep0uuXMEqIfLiyNtQhGPdzltdu7cqaTBo48+qjrOtDpePp9P82KXmK+rV69WpsUyGXhRF4jsjoxee0Hc9r/+9S9l+syZM8p04AUFoCXvFyxYEDRfPO7EOlkkl6FHH31UdUzJZeKtt95SLR9q2K/P58OxY8eUi7ovv/yyar8aGxtRXl6uuiP0448/KnHI29y/fz/mzp2Lq666CkBLe8jj8eDWW2/Fv/3bv+Giiy5CbW0tZs6ciR07duDOO+/UjamjsdPUDvJBarFYVNNyxRJqWmwcBV4NkBvQkyZNUgpfYGNFvEWuRR5nHkjrZCiuQ6zE9DoMQOsVtnjCE69+yBWReJV/zZo1QbGuX79eM3bxpCGv48UXXwxqbBqNxqBhgHKnyGw2K/smVq5y40fugI0fP17zipReQ10+4MUYZHLHT1w/EHrYiFYHRW5cA8EdV3ldeXl5qvHvWh1cp9PZ6t2hDRs2KBWcvC96ZaK1TkRmZqYSh3gszJkzR/XMihatRqfs9OnTIcupvB965G17PB4lvfv166e6eCAvk5SUpDtsLT09XbdBI5fDwDIu7++BAweU/NI62QPApk2bNK+E79u3T5kOfE5FVFxcrDkf+CmfxGF/gY3blJQUHDlyBFu3btUsN2KnzOl06g4nWrx4sTJPrCMGDhyouuKvdZyvXr1aKTdbt25VPpevdAayWCy66bl3715VjFplb8qUKZr7Gs5QULGxkpeXp7ucJElBw/fkabFcR3InF/ipHIUaJirWT4F35cWOq9bV6h07doS8yh74nKp83IgXM4CWdLJarZp3zMQ6E9Cux7xer2o7p06dAtDS4dXyww8/KNNtGS4XSL6jITZ4RXI8ocgjCGTiXT6xzrjjjjs0vy9fndeitT/iBZHAulNME60RCFrHifgdvY6E2PkT1yUeJ6E6IVqdezHdrr32WmU6ISFB97jXil9rOCeg7vCWl5cH1YmtvbQg1OgBvWHS4l0vWeAFhXCfgxs1apSSv2IeyfXXvHnzNIdxB3YsxQt2WsdMjx49lHpMS1JSEv77v/9bOb+azWYkJCSo9jEvLw/vv/8+XnrpJfh8PmzevBmSJKFbt254/PHH8dprryErKwv33Xcfpk6dqrpYeLax09QO8onA5XKppuUDM9R0c3OzUsicTqdmI2Hz5s3KtHh1edy4cbpXxfLz85VprQqitYe05YJtsVhavZvyq1/9SvW33AgyGAyqinn06NHKtFxJzpgxQ5knNvxkWg/vnzlzRvPAHDBgQFCsXq83qKExf/58VQyAumOyd+9eAD81NCorK1VxyJWk0+nUbDjJw+pCSUpKUi0nd9TEq+gXXnghAO0G9PHjx5VpvWEDVVVVqn2X99FqtSqVXn5+vmofzGZzUNoOGTJEaWzLY6ADyZ351oYppKSkKHG4XC7lhLx7927VBQGtYRXinQv5RCauSxy2qTVkKPCKq96dCbkiPnbsmKpBL5etefPmKXkSWLYaGhp000BrnLzIZrPp3vWQ9e/fXzmZiesT4wjcr/79+yvpKZczLXI52L59u5J+48ePVzUSGhoalOXE40eOdd++faphiIHkfKupqVG2IdYR8+bNU9LvwQcfVN0pkJcX61nx2NC7un3XXXfp1neBjVmxMSBPb9u2TXWs6g3NlPdXLLtiY7R79+5BaSLvh9/v1x1ia7FY0L9/f2W5QCaTSfcqsLy8eMwHEo//wJfliH+LHS/xrqvcmdJ64VB6errqCnmozkhjY6MqDeSh6n6/X7V/s2bNanU/ZOPHj1c1LuXGqHhhQOzAy0I9/6dVN8nL6HVqxRclXH/99ZovMDAajap9FS8CiPsWeFFONmfOHNXf8sUVsdMTGF/gC6eA4Dsacsc5NzcXAwYMUH0m5rlY/+pdUBDrN63OmMViUeqvqVOnqi5OBXam5L+zs7OV/Hr99dd1G/1ynHr1vslkUu6EiRcIxDomLy8v7DdDysN1A9NCzt+UlBRVh0w2a9YszUcKAvPF6/UGLafV4SwqKlLSUWvfP//8c1XeiWmuN0pHvDual5eH5ORk/OxnP4PP50Nubi4uv/xy5XNZQ0MDpk6dqqTfggUL0NTUpCqTd999N1JTU/HUU09h27ZtqK6uVvJi+PDhKCoqwp///Gc0Nzer2rixwE5TO8hX/SsrK1XT8pXxUNOVlZVKpV5aWqqqvORKTzzxildvt23bplk5LVmyRLdi0KJ1IpPHQYtXUeQhFIHefvtt1d/yMoEdmK+//rrVZQD11U7xZKN3RViO/9Zbbw0aDgIEV54lJSUA1JW2z+dTKjO5oSAfrCUlJaqThVjRaTV0/vKXv6j+lp/BENPO6XSqOolyHq9bt06ZV1paCkB/HLl48haHPciV67XXXqs6OcsVoPia98OHDyvTBQUF8Hg8QQ2z/fv3K3ceXS6XZsNNvHKrRRxSqpV3FRUVynBEQHu4hlj25fItf9/r9WoOE9TrwJjNZlUc4nJyY8Xn8wUNBbJarfjyyy+V5eV8mzlzpvJsgpjmYuNMa2hH7969lbJ1yy23qJ7X0YpdHBoodhLEekC+ii+Xt5KSEs1hdoD+ix7k9a1bty7o2ank5GTVnU7gp2OpurpaOQa14pfv8paUlGge+y6XS9n2oEGDVMezWA9qDSXVG1L08ccfa77NSYtW2XQ6naqGk7xfga/NleeLZVeMv7i4OKj+FLend8X6uuuuU/Lv5ptvDvp8xowZrd5lra2tDfnyA/m8Iz9jI9MaEmSxWJR9tVgsSuPF7/cH5emZM2dUaRD4PIpMLodi+Rf3Sayr16xZExRT3759VXW0HFNgh1JOY7G+WrlyZdD6tC5eAi0dR627dvI5Q69BLd5heeWVVzTfuCefb/ReACQ7//zzNT8Tn6cCfrow2tjYqOo8i7RGmdjtds1js7y8HKdPnw5qmMvLiiMB5GNArF8CO9Ry/ornMZfLpQxJW7dunerc7XK5VPki56vdbleVJ707MHrPV8sSExOV+t7pdCrxihdWTp06FXTnU6sTDehfoJL3OzExMehRA6DlnKw1P/BOE6DuBCcnJyvpLZ4biouLlXQU80jOx9LSUtVoHHnZqVOn6t6pk/n9fpSVlSExMRFbtmwB0FIvyuUssJx+9tlnyrQ8hE+sR3/3u9+hoKAALpcLn3zySdBFF6Dl2JUkSbNuOpvYaWqHwYMHIzk5GZs3b1amv/32Wxw9ehQJCQkhp/ft24eEhASYzWb8+OOPqtcxypXehRdeCIvFAqPRGPTCh8CTHNAyTG3nzp3K3+LnWle7tR4i13rY1u/3q54h0RP4TBAQXJH5/X4kJCQEDb8zmUyqA7u1xoC8LoPBgG+++Sbos9TUVNUdDEmS8NVXXwFQN7y0fi9KHEIix2Sz2ZSKVZIkVaWidyVX7vyIlcOYMWM0X5ktkjtVtbW1mp+LjTMxVrlSX716tWp4ijz0S+/EfvLkSWVoQOAbvbSuiMnMZjNyc3M1810ml7GKigpVOjQ0NCjpIDbsW3uzk3xHTEyXwCE/oeTl5QXdfZC3KY7vD+R2u1VDHuX92rVrl1J+xGNHPg4lSVIdkzKj0YijR48CAN58802UlZVBkiTNK4ZGo1F1wv7+++81726IL+WQG5ta+VdQUKCcINPS0jSvkg8ZMkTVcZRfVlBWVqY85wb81EArKChQ6hCtjkm3bt103wQGAM8++6wy/+qrr1Ya3GJ50GsU6d3F0LozIUktvykk1oeBaS4+yCzmqZy+YoNOHFIjNs7ENK2trQ2qz7Se0QjU0NCgNKK0rq5qdSICOZ1OpQ7TOrbEoYDiUGGx8SaXAzFmj8eD4uJiSJKkunAjEhvq4kUOsXzIaamVzoC6rpsyZUrQNux2u6quk4+p3bt3q+poefviBQytTtDChQs198Vut2PgwIFhD42S0zrwfKl1sVOep3XOk9PKYDDg5z//ue52Wpun1zEX7yjodQKSk5NRW1urWod4DIt3JeVp8RgJLN/yegI7IaHqh9TUVCUt5JE5brdb9WIEvbtccicmcHuy+vp6VR2idTyKw8tlbXnjsCRJqKys1Kwj5bIbSOsNjGKaOxwO5TgRLyCJF2fFvJM7oS6XSzNN7Ha7ar5YV8ppkJmZCZ/Ph+rqaqVTV1FRgXfeeafVFzPJ9YX8kpO0tDRMnjwZR48ehcViwe7du+HxeFBRUaE6/teuXQu/3x901/Nsk/yRvoidVJYtW4a33noLDz30ENasWYMPPvgAmZmZmDx5Mj766COkp6dj8uTJ+Pjjj4OmgZZbwPLQnu7du6Oqqgp+vx9ZWVmora1FQkKC8r78wN82EiuJ5ORk3avKocivjE5JSdGtVGTys0CRFBmDwQCLxaJUogaDASkpKUFXT+QfxJSHgYXqNAW+bUqLfDVC6ypNoPT0dDQ0NKi2abVaNa+2iOkeThyBInlFt9lsVnV05LIQyXdCkSQJJpMpaBviD9qZTKagvAj88dLU1NSQD/RG8uOygekeuD9yozewERBuXmgtF+53LRZLRD++p5V2gdtNSkpS0nLs2LGq8eNay4db3kLVB/J65LKYmJiIlJQUzaucbaUXq1b5T01NVX63Tuu7crkPfGA+cFmtbSYlJQXdnRLLb1uO4UDyUOZwLvS0VVt+MLi18hcuveNXTjutNNarP8MR7o8Yy2UpMA+19ltupLaWHuGcB1sjX9SxWq0hn8cM/I5WOZTLfJ8+fZRGdaT1kCzw2NPaZqQ/IZGZmRnRRatQQp0n2nKctnbeicbPZWRlZale2tAeWuU41Ft6A/Xo0SPkhb9I9jfc9A4njQF1R7R3796qC7V9+/bFwYMHAQBXXnkl3nvvPRiNRqSmpmL48OG44447YLfbcd111yEzMxNff/112BcvOgI7Te3k9Xrx5JNPYtWqVXA6ncjOzkZ9fT2am5uRnp6OsrIymM1mZGdnB00DLcMS5DsS1HHO9u8JUfyIpNNG7ZeYmBhWY1Fs/OXm5rb6451tvTDUlcRzPRbJBZtYiVZHkojCp3VhRWSxWJSLYy6XC7fddhtmz56NRx55RHnWtr6+Hn/4wx9w/fXXn8XIg7HTREREREREFAKfaSIiIiIiIgqBnSYiIiIiIqIQ2GkiIiIiIiIKgZ0mIiIiIiKiENhpIiIiIiIiCoGdJiIiIiIiohDYaSIiIooS/ooHEVHXxE4TEVEULViwAIMGDVL9KywsxPTp03HffffBbrfHOsSo2bx5c9C+iv8WL14c9rpOnjyJQYMGYdWqVRHHMXPmTNx1111RX29rFixYgAULFih/v/vuu/jrX/+q/L1q1SoMGjQIJ0+ejPq2490zzzyDQYMGxToMIqKoMcU6ACKirmbo0KG45557lL/dbjf27t2LJ598Evv378ebb74JSZJiGGF0LV26FMOGDQuan5qaGvY6unfvjrfffhvnnXdeNEM7q1auXImioqJYh0FERB2AnSYioihLTk7GyJEjVfPGjRsHh8OB5cuXY+fOnUGfd2YFBQXt3h+LxdKl0oSIiLoWDs8jIjpLCgsLAQClpaXKvNWrV+OKK67AqFGjMGnSJCxdujRoCN/u3buxcOFCjB8/HqNHj8aNN96I4uJi5XN5mNxbb72FGTNmYPTo0diwYYNmDM3NzXj22WcxZ84cDB8+HLNnz8YLL7wAn8+nLLNgwQLccccduOWWWzBy5Ehcf/317d73rVu3YuHChRg3bhwKCwsxc+ZMPPPMM8p2A4fRrVq1CkOHDsW7776LSZMmoaioCIcOHWp3HEBLGjz66KOYNm0aCgsLcckll2D16tWqZZqamvDEE09g9uzZKCwsxOjRo3H99ddj//79muucOXMmTp06hffffz9oSN7OnTsxf/58DB8+HNOnT8eLL74YMr5nnnkGF154IVasWIGioiJMnjwZdru91ZgefvhhFBUVqfLy//2//4dBgwbh+PHjyrxXX30Vo0ePhsvlCtr2DTfcgCuuuCJo/pIlS3DppZcqf7/77ru44oorMHLkSIwYMQKXXXYZPv30U9190hpCqTV88eDBg1i8eDFGjx6N0aNH4+abb8aJEydCphcR0dnAThMR0VlSUlICAOjduzcA4LnnnsNtt92GkSNHYvny5bj55pvx+eefY8GCBWhqagIAbNq0CVdffTUA4KGHHsJf/vIXlJWVYf78+Th8+LBq/StWrMCdd96JpUuXYtSoUUHb9/v9uPHGG/Hiiy/iyiuvxN/+9jfMmTMHTz31lGo4IQB8+umnsNlsWLlyJX7zm9+E3C+fzwePx6P65/V6lc8PHDiA6667Dunp6Vi2bBlWrlyJsWPHYsWKFSEb2l6vFy+//DIefPBB/OlPf0J+fr7usn6/PygGj8ej6kDIy91888146623cP3112PlypUYNWoUfv/73+ODDz5QlvvjH/+I9957D4sWLcLLL7+MP/3pTyguLsbtt9+u+bKHFStWoFu3bpg2bRrefvttdO/eXfns3nvvxcUXX4wXXngBo0aNwmOPPYavv/46ZJqWlpbi22+/xbJly/CnP/0JaWlprcY0ffp02O127NmzR1nPpk2bALR0WmXr1q3DpEmTYLFYgrZ76aWXYu/evTh27Jgyr66uDmvXrsVll10GAHj99dexdOlSzJo1C88//zwef/xxWCwW3HHHHSgvLw+5X6GUlJRg/vz5OHPmDP7617/iwQcfxIkTJ3D11VfjzJkzbV4vEVE0cHgeEVGUyQ14md1ux5YtW5QGemFhIex2O1auXImrrroKS5cuVZYdOHAgrr32Wrz33nu49tpr8cQTT6BPnz544YUXYDQaAQCTJ0/GhRdeiOXLl+Ppp59WvnvNNddgzpw5unGtXbsWGzduxJNPPomLL74YADBp0iQkJCTg6aefxr//+79jwIABAACz2Yz77rtPs2Ed6Lrrrgua169fP3z22WcAWjpNEydOxGOPPQaDwaBsd82aNdi8ebMSi5Ybb7wR06dPbzWGDz74QNXp0bNx40asW7cOy5Ytw0UXXQQAmDJlCpxOJx5//HH84he/gM/ng8PhwN13360sU1RUhIaGBjzyyCM4ffo0unXrplrv0KFDYbFYkJmZGTTM8LbbblM6viNHjsSXX36JTZs2YcaMGbpxejwe3HnnnRg7diwAwOVytRrTmDFjYLPZ8N1332HEiBE4fvw4Tp06hWHDhmHr1q345S9/iaamJmzduhX33nuv5nZnz56N++67Dx9//DFuvvlmAMAXX3wBr9eLX/ziFwCAEydOYOHChViyZInyvby8PFxxxRXYvn17yPwMZcWKFUhMTMSrr76K5ORkAMCECRMwa9YsvPjii7jzzjvbtF4iomhgp4mIKMq2bt0a9GIEg8GAiRMn4v7774ckSfjhhx/gcrmUhqhs7NixyMvLw5YtWzB37lzs3r0b//Vf/6V0mICWFyzMmDED3377req7Q4YMCRnXli1bYDKZgjpWl156KZ5++mls2bJF6TT1798/rA4TANx3331B+5uQkKBMX3755bj88svR3NyMkpISHDt2DPv374fX64Xb7Q657tb2STZjxgylkS+qqqrCTTfdpPz93XffQZIkTJs2TdWxnTlzJj766CMUFxdjyJAheOmllwAAFRUVKCkpwdGjR5W7Q1rD2kKROz4AkJiYiOzsbNTV1bX6PXHfLRZLqzFZLBZMmjQJGzduxOLFi/Hdd9+hX79+mD17Nt555x0ALUM53W43pk2bprnNpKQkzJo1C6tXr1bS85NPPsGECROQk5MDAMowu7q6Ohw5cgTHjh3D5s2b25Q2ok2bNqGoqAgJCQlK3iQnJ2Ps2LHYuHFjm9dLRBQN7DQREUXZsGHDcN999wEAJEmC1WpFbm6ucvUcgPLcUnZ2dtD3s7OzUV9fj/r6evj9/pDLiJKSkkLGZbfbkZGRoeqAAVDumojrs9lsIdcl6tevH4YPH677eVNTEx544AF8+OGH8Hg86NWrF0aNGgWTydTq7xq1tk+y9PR0zRgCX/ddW1sLv9+P0aNHa66nsrISQ4YMwbp16/DQQw/hyJEjsNlsGDx4sBJLpL/FlJiYqPrbYDCEtY7APAgnpmnTpuH+++9Hc3MzvvvuOxQVFaGoqAjLli1DaWkp1q1bhxEjRiArK0t3u5dddhk++ugjHDhwANnZ2di8eTMeeugh5fPjx49j6dKl+O6772A2m9G/f38MHjxYFUdb1NbWYvXq1UHPlwFAZmZmm9dLRBQN7DQREUWZzWYL2YkAgLS0NADA6dOn0b9/f9VnVVVV6N27N1JSUiBJEk6fPh30/aqqKqSnp0cUV1paGmpqauD1elUdp8rKSgBARkZGROsL14MPPojPP/8cTz31FCZOnKg09CdMmNAh2wslJSUFSUlJ+Mc//qH5eZ8+fXD8+HHcfPPNyjM7vXv3hiRJeP3117Fu3bqzHHGLcGOaNm0aXC4Xtm3bhs2bN+Puu+/G8OHDkZSUhC1btmDt2rWYO3duyG1NmDAB3bp1w6effopu3brBarVi9uzZAFqeX1u0aBHMZjP++c9/YsiQITCZTDh06BA+/PDDkOsVn3MDgMbGRtXfKSkpmDhxouaLR0wmNleIKLb4Iggiohg4//zzYbFY8PHHH6vmb9u2DaWlpRg9ejSSkpJQWFiITz/9VNXgrK+vxzfffIMxY8ZEtM2ioiJ4PB7lWSPZRx99BAARry9c27dvx/jx4zFr1iylw7Rnzx5UV1cHvaihoxUVFaGxsRF+vx/Dhw9X/h08eBDPPvssPB4P9uzZg+bmZixatAjnnXee8ptacudE726K/LxWRwg3pm7dumHo0KF44403UF1djaKiIpjNZowZMwbvvPMOjh07FvJZKgAwGo245JJL8PXXX+Ozzz5T5VtNTQ1KSkowb948DB8+XOnMrF27FgB08zM5OTnoJRHbt29X/S2/IXHIkCFKvhQWFuLVV1/Fl19+GUlyERFFHS/dEBHFQHp6OhYtWoRnn30WZrMZM2bMwMmTJ/H000+joKBAuRtw++23Y+HChVi0aBGuueYauN1uvPDCC3C5XJrP8IQydepUjB8/HnfffTcqKiowePBgbNmyBX//+98xd+5cFBQUdMSuYsSIEfj000/x5ptvIj8/HwcOHMDKlSshSRKcTmeHbFPPtGnTMG7cOCxZsgRLlixBfn4+du3aheXLl2PKlCnIzMzEsGHDYDKZ8Nhjj+GGG26Ay+XCqlWr8M033wAIvkMiS01Nxb59+7BlyxaMGDEiqnFHEtP06dPx7LPPol+/fsrQy/Hjx+Pxxx9Hz549laF0oVx22WV4+eWXYTAY8Pe//12Zn5WVhby8PLz++uvo0aMHUlNTsW7dOuXOnV5+zpgxA88//zyef/55nH/++VizZo3yZj/ZkiVLMH/+fCxevBhXX301rFYr3n77bXz11VdYvnx5ROlFRBRtvNNERBQjv/3tb3HPPfdg06ZNuPHGG7FixQrMmTMHb7zxhmoI2yuvvIKmpibcdttt+POf/4ycnBy88847GDhwYETbkyQJzz//PObPn49XX30VixYtwmeffYbbbrtN9cxKtN11112YNWsWnnrqKSxevBjvvvsubrrpJlx11VXYsWNH0LCtjmQwGPDCCy/g4osvxvPPP4+FCxcqrx9ftmwZgJYhek888QQqKipw0003KW83fO211yBJErZt26a57htuuAGnT5/GwoULVa/9joZIYpLfNlhUVKTMGz9+PADovgAi0ODBgzFw4EBkZWUFDaN87rnnkJOTg7vuugu33nordu7ciZUrV6J///66abN48WJceeWVeOmll3DTTTehqqoKDz74YNA2X3/9dUiShD/+8Y+45ZZbUFVVhWeffVYZHkhEFCuSvz1PbRIREREREXVxvNNEREREREQUAjtNREREREREIbDTREREREREFAI7TURERERERCGw00RERERERBQCO01EREREREQhsNNEREREREQUAjtNREREREREIbDTREREREREFAI7TURERERERCGw00RERERERBQCO01EREREREQh/H8BzeX5Pyz0tAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All plots saved successfully.\n"
     ]
    }
   ],
   "source": [
    "generate_and_save_plots(data, year)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:12:28.760172Z",
     "start_time": "2024-04-12T23:08:11.958801Z"
    }
   },
   "id": "e2645ddbde04d80d",
   "execution_count": 80
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def generate_and_save_plots(data, year):\n",
    "    os.makedirs(f'plots/{year}', exist_ok=True)\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    for column in data.columns:\n",
    "        plt.figure(figsize=(20, 10))\n",
    "        sns.histplot(data[column], bins=100, kde=True)\n",
    "        plt.title(f'Distribution of {column}')\n",
    "        plt.ylabel('Frequency')\n",
    "        plt.xlabel(column)\n",
    "        plt.xticks(rotation=90)\n",
    "        plt.savefig(f'plots/{year}/{column}_distribution.png')\n",
    "        plt.close()\n",
    "    print(\"All plots saved successfully.\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:14:00.494349Z",
     "start_time": "2024-04-12T23:14:00.486690Z"
    }
   },
   "id": "9b1de576f13e5b4e",
   "execution_count": 89
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All plots saved successfully.\n"
     ]
    }
   ],
   "source": [
    "generate_and_save_plots(data, year)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:20:25.809269Z",
     "start_time": "2024-04-12T23:20:17.005509Z"
    }
   },
   "id": "c5f3cf8da7ada18d",
   "execution_count": 93
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "  Adult Obesity raw value Physical Inactivity raw value  \\\n3                   0.373                         0.264   \n4                   0.326                         0.232   \n5                   0.464                         0.357   \n6                   0.384                         0.316   \n7                   0.327                         0.285   \n\n  Diabetes Prevalence raw value % Non-Hispanic Black raw value  \\\n3                         0.106                   0.2073102631   \n4                         0.097                   0.0836794905   \n5                         0.156                    0.473962506   \n6                         0.122                    0.213284691   \n7                         0.109                   0.0163276367   \n\n  % 65 and Older raw value Food Insecurity raw value  \\\n3             0.1604873509                     0.145   \n4             0.2146982373                     0.124   \n5             0.1997676654                     0.195   \n6             0.1673710904                     0.164   \n7             0.1872597009                     0.138   \n\n  Severe Housing Problems raw value Uninsured raw value  \\\n3                      0.1444262678        0.1055942098   \n4                      0.1223897195        0.1087488083   \n5                      0.1621187801        0.1436827544   \n6                      0.1132075472        0.1300787792   \n7                      0.0988246582        0.1325467229   \n\n  Frequent Physical Distress raw value Frequent Mental Distress raw value  \\\n3                                0.107                              0.162   \n4                                0.099                              0.161   \n5                                0.149                               0.18   \n6                                0.127                              0.174   \n7                                0.119                              0.174   \n\n  Food Environment Index raw value Limited Access to Healthy Foods raw value  \\\n3                              6.6                              0.1302099797   \n4                              7.5                              0.0793677936   \n5                              5.8                              0.1043317167   \n6                              7.4                              0.0044586621   \n7                              7.8                              0.0251220602   \n\n  Poor Physical Health Days raw value Poor Mental Health Days raw value  \\\n3                        3.4322111963                      4.7973512632   \n4                        3.2761769521                      4.7537497106   \n5                        4.6054318631                      4.9548545646   \n6                        4.0121820779                       5.364779234   \n7                        3.8660480758                       5.377579831   \n\n  Primary Care Physicians raw value Poor or Fair Health raw value  \\\n3                      0.0004452756                         0.169   \n4                      0.0006542019                         0.149   \n5                      0.0003253487                         0.275   \n6                      0.0006324539                         0.216   \n7                      0.0002073291                         0.184   \n\n  Life Expectancy raw value Premature Age-Adjusted Mortality raw value  \n3              76.585649727                               427.07332591  \n4              77.724729177                               381.70203137  \n5              72.867210115                               589.56609455  \n6              73.609363092                               567.50814595  \n7                74.1714626                               532.83648174  ",
      "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>Adult Obesity raw value</th>\n      <th>Physical Inactivity raw value</th>\n      <th>Diabetes Prevalence raw value</th>\n      <th>% Non-Hispanic Black raw value</th>\n      <th>% 65 and Older raw value</th>\n      <th>Food Insecurity raw value</th>\n      <th>Severe Housing Problems raw value</th>\n      <th>Uninsured raw value</th>\n      <th>Frequent Physical Distress raw value</th>\n      <th>Frequent Mental Distress raw value</th>\n      <th>Food Environment Index raw value</th>\n      <th>Limited Access to Healthy Foods raw value</th>\n      <th>Poor Physical Health Days raw value</th>\n      <th>Poor Mental Health Days raw value</th>\n      <th>Primary Care Physicians raw value</th>\n      <th>Poor or Fair Health raw value</th>\n      <th>Life Expectancy raw value</th>\n      <th>Premature Age-Adjusted Mortality raw value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3</th>\n      <td>0.373</td>\n      <td>0.264</td>\n      <td>0.106</td>\n      <td>0.2073102631</td>\n      <td>0.1604873509</td>\n      <td>0.145</td>\n      <td>0.1444262678</td>\n      <td>0.1055942098</td>\n      <td>0.107</td>\n      <td>0.162</td>\n      <td>6.6</td>\n      <td>0.1302099797</td>\n      <td>3.4322111963</td>\n      <td>4.7973512632</td>\n      <td>0.0004452756</td>\n      <td>0.169</td>\n      <td>76.585649727</td>\n      <td>427.07332591</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.326</td>\n      <td>0.232</td>\n      <td>0.097</td>\n      <td>0.0836794905</td>\n      <td>0.2146982373</td>\n      <td>0.124</td>\n      <td>0.1223897195</td>\n      <td>0.1087488083</td>\n      <td>0.099</td>\n      <td>0.161</td>\n      <td>7.5</td>\n      <td>0.0793677936</td>\n      <td>3.2761769521</td>\n      <td>4.7537497106</td>\n      <td>0.0006542019</td>\n      <td>0.149</td>\n      <td>77.724729177</td>\n      <td>381.70203137</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0.464</td>\n      <td>0.357</td>\n      <td>0.156</td>\n      <td>0.473962506</td>\n      <td>0.1997676654</td>\n      <td>0.195</td>\n      <td>0.1621187801</td>\n      <td>0.1436827544</td>\n      <td>0.149</td>\n      <td>0.18</td>\n      <td>5.8</td>\n      <td>0.1043317167</td>\n      <td>4.6054318631</td>\n      <td>4.9548545646</td>\n      <td>0.0003253487</td>\n      <td>0.275</td>\n      <td>72.867210115</td>\n      <td>589.56609455</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>0.384</td>\n      <td>0.316</td>\n      <td>0.122</td>\n      <td>0.213284691</td>\n      <td>0.1673710904</td>\n      <td>0.164</td>\n      <td>0.1132075472</td>\n      <td>0.1300787792</td>\n      <td>0.127</td>\n      <td>0.174</td>\n      <td>7.4</td>\n      <td>0.0044586621</td>\n      <td>4.0121820779</td>\n      <td>5.364779234</td>\n      <td>0.0006324539</td>\n      <td>0.216</td>\n      <td>73.609363092</td>\n      <td>567.50814595</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>0.327</td>\n      <td>0.285</td>\n      <td>0.109</td>\n      <td>0.0163276367</td>\n      <td>0.1872597009</td>\n      <td>0.138</td>\n      <td>0.0988246582</td>\n      <td>0.1325467229</td>\n      <td>0.119</td>\n      <td>0.174</td>\n      <td>7.8</td>\n      <td>0.0251220602</td>\n      <td>3.8660480758</td>\n      <td>5.377579831</td>\n      <td>0.0002073291</td>\n      <td>0.184</td>\n      <td>74.1714626</td>\n      <td>532.83648174</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:13:34.463711Z",
     "start_time": "2024-04-12T23:13:34.290643Z"
    }
   },
   "id": "1de0b2cf03d53600",
   "execution_count": 86
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "data = data.apply(lambda x: pd.to_numeric(x, errors='coerce'))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:19:28.336614Z",
     "start_time": "2024-04-12T23:19:28.077783Z"
    }
   },
   "id": "4de33a82de5ca184",
   "execution_count": 91
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Adult Obesity raw value  Physical Inactivity raw value  \\\n",
      "3                       0.373                          0.264   \n",
      "4                       0.326                          0.232   \n",
      "5                       0.464                          0.357   \n",
      "6                       0.384                          0.316   \n",
      "7                       0.327                          0.285   \n",
      "...                       ...                            ...   \n",
      "3190                    0.330                          0.236   \n",
      "3191                    0.199                          0.160   \n",
      "3192                    0.346                          0.234   \n",
      "3193                    0.301                          0.227   \n",
      "3194                    0.322                          0.253   \n",
      "\n",
      "      Diabetes Prevalence raw value  % Non-Hispanic Black raw value  \\\n",
      "3                             0.106                        0.207310   \n",
      "4                             0.097                        0.083679   \n",
      "5                             0.156                        0.473963   \n",
      "6                             0.122                        0.213285   \n",
      "7                             0.109                        0.016328   \n",
      "...                             ...                             ...   \n",
      "3190                          0.079                        0.010645   \n",
      "3191                          0.063                        0.007253   \n",
      "3192                          0.078                        0.005185   \n",
      "3193                          0.080                        0.004413   \n",
      "3194                          0.078                        0.006968   \n",
      "\n",
      "      % 65 and Older raw value  Food Insecurity raw value  \\\n",
      "3                     0.160487                      0.145   \n",
      "4                     0.214698                      0.124   \n",
      "5                     0.199768                      0.195   \n",
      "6                     0.167371                      0.164   \n",
      "7                     0.187260                      0.138   \n",
      "...                        ...                        ...   \n",
      "3190                  0.141443                      0.115   \n",
      "3191                  0.168993                      0.091   \n",
      "3192                  0.158953                      0.111   \n",
      "3193                  0.231798                      0.106   \n",
      "3194                  0.225797                      0.110   \n",
      "\n",
      "      Severe Housing Problems raw value  Uninsured raw value  \\\n",
      "3                              0.144426             0.105594   \n",
      "4                              0.122390             0.108749   \n",
      "5                              0.162119             0.143683   \n",
      "6                              0.113208             0.130079   \n",
      "7                              0.098825             0.132547   \n",
      "...                                 ...                  ...   \n",
      "3190                           0.103704             0.138044   \n",
      "3191                           0.154102             0.145076   \n",
      "3192                           0.086899             0.138928   \n",
      "3193                           0.072808             0.158872   \n",
      "3194                           0.122837             0.130758   \n",
      "\n",
      "      Frequent Physical Distress raw value  \\\n",
      "3                                    0.107   \n",
      "4                                    0.099   \n",
      "5                                    0.149   \n",
      "6                                    0.127   \n",
      "7                                    0.119   \n",
      "...                                    ...   \n",
      "3190                                 0.091   \n",
      "3191                                 0.069   \n",
      "3192                                 0.092   \n",
      "3193                                 0.091   \n",
      "3194                                 0.095   \n",
      "\n",
      "      Frequent Mental Distress raw value  Food Environment Index raw value  \\\n",
      "3                                  0.162                               6.6   \n",
      "4                                  0.161                               7.5   \n",
      "5                                  0.180                               5.8   \n",
      "6                                  0.174                               7.4   \n",
      "7                                  0.174                               7.8   \n",
      "...                                  ...                               ...   \n",
      "3190                               0.138                               7.9   \n",
      "3191                               0.114                               8.6   \n",
      "3192                               0.139                               8.4   \n",
      "3193                               0.135                               8.3   \n",
      "3194                               0.139                               7.7   \n",
      "\n",
      "      Limited Access to Healthy Foods raw value  \\\n",
      "3                                      0.130210   \n",
      "4                                      0.079368   \n",
      "5                                      0.104332   \n",
      "6                                      0.004459   \n",
      "7                                      0.025122   \n",
      "...                                         ...   \n",
      "3190                                   0.052266   \n",
      "3191                                   0.038118   \n",
      "3192                                   0.013741   \n",
      "3193                                   0.030680   \n",
      "3194                                   0.087510   \n",
      "\n",
      "      Poor Physical Health Days raw value  Poor Mental Health Days raw value  \\\n",
      "3                                3.432211                           4.797351   \n",
      "4                                3.276177                           4.753750   \n",
      "5                                4.605432                           4.954855   \n",
      "6                                4.012182                           5.364779   \n",
      "7                                3.866048                           5.377580   \n",
      "...                                   ...                                ...   \n",
      "3190                             3.003197                           4.301631   \n",
      "3191                             2.231664                           3.438649   \n",
      "3192                             3.029667                           4.199915   \n",
      "3193                             2.894086                           3.945926   \n",
      "3194                             2.997699                           4.043551   \n",
      "\n",
      "      Primary Care Physicians raw value  Poor or Fair Health raw value  \\\n",
      "3                              0.000445                          0.169   \n",
      "4                              0.000654                          0.149   \n",
      "5                              0.000325                          0.275   \n",
      "6                              0.000632                          0.216   \n",
      "7                              0.000207                          0.184   \n",
      "...                                 ...                            ...   \n",
      "3190                           0.000445                          0.124   \n",
      "3191                           0.000936                          0.084   \n",
      "3192                           0.000495                          0.119   \n",
      "3193                           0.000773                          0.119   \n",
      "3194                           0.000297                          0.127   \n",
      "\n",
      "      Life Expectancy raw value  Premature Age-Adjusted Mortality raw value  \n",
      "3                     76.585650                                  427.073326  \n",
      "4                     77.724729                                  381.702031  \n",
      "5                     72.867210                                  589.566095  \n",
      "6                     73.609363                                  567.508146  \n",
      "7                     74.171463                                  532.836482  \n",
      "...                         ...                                         ...  \n",
      "3190                  76.454661                                  419.996893  \n",
      "3191                  86.714291                                  133.029004  \n",
      "3192                  77.001445                                  413.959571  \n",
      "3193                  78.762004                                  370.213290  \n",
      "3194                  80.669458                                  263.112531  \n",
      "\n",
      "[3082 rows x 18 columns]\n"
     ]
    }
   ],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-12T23:19:32.767555Z",
     "start_time": "2024-04-12T23:19:32.654930Z"
    }
   },
   "id": "3d201d91c6cd9c87",
   "execution_count": 92
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "84e54befe8abdefb"
  }
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