hu_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import glob\n",
    "from sklearn.model_selection import train_test_split\n",
    "from datasets import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = glob.glob('/mnt/nas05/data01/vincenzo/ecallisto/data/*/*/*.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/mnt/nas05/data01/vincenzo/ecallisto/data/USA-ARIZONA-ERAU_01/3/2022-05-16_18-41-00.png'"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['image'] = images\n",
    "df['label'] = df['image'].str.split('/', expand=True)[8].astype(str)\n",
    "df['antenna'] = df['image'].str.split('/', expand=True)[7].astype(str)\n",
    "df['datetime'] = df['image'].str.split('/', expand=True)[9].str.replace('.png', '')\n",
    "df['datetime'] = pd.to_datetime(df['datetime'], format='%Y-%m-%d_%H-%M-%S')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def custom_stratified_split(df, test_size=0.1, val_size=0.1, min_size=3):\n",
    "    # Custom split function for a group\n",
    "    def split_group(group_df):\n",
    "        if len(group_df) < min_size:\n",
    "            # For very small groups, include in training or distribute as best as possible\n",
    "            if len(group_df) == 1:\n",
    "                return group_df, pd.DataFrame(), pd.DataFrame()\n",
    "            elif len(group_df) == 2:\n",
    "                train = group_df.sample(n=1)\n",
    "                return train, pd.DataFrame(), group_df.drop(train.index)\n",
    "            else:\n",
    "                train, test_val = train_test_split(group_df, test_size=2, random_state=42)\n",
    "                val, test = train_test_split(test_val, test_size=1, random_state=42)\n",
    "                return train, val, test\n",
    "        else:\n",
    "            # Standard split for groups large enough\n",
    "            train_val, test = train_test_split(group_df, test_size=test_size, random_state=42)\n",
    "            train, val = train_test_split(train_val, test_size=val_size/(1-test_size), random_state=42)\n",
    "            return train, val, test\n",
    "\n",
    "    grouped = df.groupby(['antenna', 'label'])\n",
    "    train_list: list[pd.DataFrame]=[]\n",
    "    val_list: list[pd.DataFrame]=[]\n",
    "    test_list: list[pd.DataFrame]=[]\n",
    "\n",
    "    for _, group in grouped:\n",
    "        train, val, test = split_group(group)\n",
    "        train_list.append(train)\n",
    "        val_list.append(val)\n",
    "        test_list.append(test)\n",
    "\n",
    "    # Concatenate all the splits back into DataFrames\n",
    "    train_df = pd.concat(train_list)\n",
    "    val_df = pd.concat(val_list)\n",
    "    test_df = pd.concat(test_list)\n",
    "\n",
    "    return train_df, val_df, test_df\n",
    "\n",
    "\n",
    "# Splitting the DataFrame\n",
    "train_df, val_df, test_df = custom_stratified_split(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antenna</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2022-04-09 22:21:00</td>\n",
       "      <td>2024-02-22 23:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALASKA-HAARP_62</td>\n",
       "      <td>2021-11-18 18:44:00</td>\n",
       "      <td>2024-02-23 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ALGERIA-CRAAG_59</td>\n",
       "      <td>2021-04-23 14:20:00</td>\n",
       "      <td>2024-02-22 12:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALMATY_58</td>\n",
       "      <td>2021-02-28 06:45:00</td>\n",
       "      <td>2024-02-23 06:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AUSTRIA-UNIGRAZ_01</td>\n",
       "      <td>2021-01-20 12:37:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Australia-ASSA_02</td>\n",
       "      <td>2021-02-13 03:01:00</td>\n",
       "      <td>2021-12-09 02:41:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Australia-ASSA_62</td>\n",
       "      <td>2021-12-10 05:15:00</td>\n",
       "      <td>2024-02-22 23:42:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BIR_01</td>\n",
       "      <td>2021-04-17 16:26:00</td>\n",
       "      <td>2024-02-14 08:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EGYPT-Alexandria_02</td>\n",
       "      <td>2021-08-20 11:03:00</td>\n",
       "      <td>2024-02-21 17:40:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GERMANY-DLR_63</td>\n",
       "      <td>2022-11-11 14:05:00</td>\n",
       "      <td>2024-02-22 12:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GLASGOW_01</td>\n",
       "      <td>2022-01-07 18:15:00</td>\n",
       "      <td>2024-02-22 12:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>HUMAIN_59</td>\n",
       "      <td>2021-01-20 12:37:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>INDIA-GAURI_01</td>\n",
       "      <td>2022-04-20 07:02:00</td>\n",
       "      <td>2024-02-21 04:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>INDIA-OOTY_02</td>\n",
       "      <td>2021-12-09 08:01:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>KASI_59</td>\n",
       "      <td>2021-04-22 04:43:00</td>\n",
       "      <td>2024-02-23 06:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MEXART_59</td>\n",
       "      <td>2021-02-18 18:04:00</td>\n",
       "      <td>2024-02-21 22:40:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MEXICO-FCFM-UANL_01</td>\n",
       "      <td>2023-09-02 21:07:00</td>\n",
       "      <td>2024-02-21 20:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MEXICO-LANCE-B_62</td>\n",
       "      <td>2022-03-30 17:31:00</td>\n",
       "      <td>2022-08-02 15:37:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MONGOLIA-UB_01</td>\n",
       "      <td>2021-03-01 08:06:00</td>\n",
       "      <td>2024-02-16 06:53:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MRO_59</td>\n",
       "      <td>2021-03-01 07:59:00</td>\n",
       "      <td>2024-02-16 08:51:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MRO_61</td>\n",
       "      <td>2021-02-28 06:47:00</td>\n",
       "      <td>2024-02-16 08:51:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NORWAY-EGERSUND_01</td>\n",
       "      <td>2022-10-16 08:02:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SSRT_59</td>\n",
       "      <td>2022-10-30 06:57:00</td>\n",
       "      <td>2024-02-23 06:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SWISS-Landschlacht_62</td>\n",
       "      <td>2021-10-05 08:42:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>TRIEST_57</td>\n",
       "      <td>2021-01-20 12:37:00</td>\n",
       "      <td>2024-02-23 07:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2022-05-15 18:57:00</td>\n",
       "      <td>2024-02-22 19:52:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  antenna                 min                 max\n",
       "0         ALASKA-COHOE_63 2022-04-09 22:21:00 2024-02-22 23:15:00\n",
       "1         ALASKA-HAARP_62 2021-11-18 18:44:00 2024-02-23 00:00:00\n",
       "2        ALGERIA-CRAAG_59 2021-04-23 14:20:00 2024-02-22 12:22:00\n",
       "3               ALMATY_58 2021-02-28 06:45:00 2024-02-23 06:02:00\n",
       "4      AUSTRIA-UNIGRAZ_01 2021-01-20 12:37:00 2024-02-23 07:12:00\n",
       "5       Australia-ASSA_02 2021-02-13 03:01:00 2021-12-09 02:41:00\n",
       "6       Australia-ASSA_62 2021-12-10 05:15:00 2024-02-22 23:42:00\n",
       "7                  BIR_01 2021-04-17 16:26:00 2024-02-14 08:52:00\n",
       "8     EGYPT-Alexandria_02 2021-08-20 11:03:00 2024-02-21 17:40:00\n",
       "9          GERMANY-DLR_63 2022-11-11 14:05:00 2024-02-22 12:22:00\n",
       "10             GLASGOW_01 2022-01-07 18:15:00 2024-02-22 12:22:00\n",
       "11              HUMAIN_59 2021-01-20 12:37:00 2024-02-23 07:12:00\n",
       "12         INDIA-GAURI_01 2022-04-20 07:02:00 2024-02-21 04:38:00\n",
       "13          INDIA-OOTY_02 2021-12-09 08:01:00 2024-02-23 07:12:00\n",
       "14                KASI_59 2021-04-22 04:43:00 2024-02-23 06:02:00\n",
       "15              MEXART_59 2021-02-18 18:04:00 2024-02-21 22:40:00\n",
       "16    MEXICO-FCFM-UANL_01 2023-09-02 21:07:00 2024-02-21 20:33:00\n",
       "17      MEXICO-LANCE-B_62 2022-03-30 17:31:00 2022-08-02 15:37:00\n",
       "18         MONGOLIA-UB_01 2021-03-01 08:06:00 2024-02-16 06:53:00\n",
       "19                 MRO_59 2021-03-01 07:59:00 2024-02-16 08:51:00\n",
       "20                 MRO_61 2021-02-28 06:47:00 2024-02-16 08:51:00\n",
       "21     NORWAY-EGERSUND_01 2022-10-16 08:02:00 2024-02-23 07:12:00\n",
       "22                SSRT_59 2022-10-30 06:57:00 2024-02-23 06:02:00\n",
       "23  SWISS-Landschlacht_62 2021-10-05 08:42:00 2024-02-23 07:12:00\n",
       "24              TRIEST_57 2021-01-20 12:37:00 2024-02-23 07:12:00\n",
       "25    USA-ARIZONA-ERAU_01 2022-05-15 18:57:00 2024-02-22 19:52:00"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Group by 'antenna' and get min, max datetime\n",
    "min_max_datetime = df.groupby('antenna')['datetime'].agg(['min', 'max']).reset_index()\n",
    "\n",
    "min_max_datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Custom function to assert no overlapping file_names between splits\n",
    "def assert_no_overlap(train_df, val_df, test_df):\n",
    "    train_files = set(train_df['image'])\n",
    "    val_files = set(val_df['image'])\n",
    "    test_files = set(test_df['image'])\n",
    "\n",
    "    assert train_files.isdisjoint(val_files), \"Train and Validation sets overlap.\"\n",
    "    assert train_files.isdisjoint(test_files), \"Train and Test sets overlap.\"\n",
    "    assert val_files.isdisjoint(test_files), \"Validation and Test sets overlap.\"\n",
    "\n",
    "# Perform the assertion check\n",
    "assert_no_overlap(train_df, val_df, test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image</th>\n",
       "      <th>label</th>\n",
       "      <th>antenna</th>\n",
       "      <th>datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>61959</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...</td>\n",
       "      <td>0</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2022-08-26 22:07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63930</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...</td>\n",
       "      <td>0</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-11-08 21:25:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64976</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...</td>\n",
       "      <td>0</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-04-27 00:17:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66028</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...</td>\n",
       "      <td>0</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-02-12 01:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62642</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...</td>\n",
       "      <td>0</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-06-03 01:47:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/USA-...</td>\n",
       "      <td>6</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2022-07-03 13:46:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/USA-...</td>\n",
       "      <td>6</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2022-09-23 20:28:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/USA-...</td>\n",
       "      <td>6</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2023-07-30 17:59:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/USA-...</td>\n",
       "      <td>6</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2022-09-19 17:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>/mnt/nas05/data01/vincenzo/ecallisto/data/USA-...</td>\n",
       "      <td>6</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2023-08-19 00:05:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14253 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   image label  \\\n",
       "61959  /mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...     0   \n",
       "63930  /mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...     0   \n",
       "64976  /mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...     0   \n",
       "66028  /mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...     0   \n",
       "62642  /mnt/nas05/data01/vincenzo/ecallisto/data/ALAS...     0   \n",
       "...                                                  ...   ...   \n",
       "648    /mnt/nas05/data01/vincenzo/ecallisto/data/USA-...     6   \n",
       "656    /mnt/nas05/data01/vincenzo/ecallisto/data/USA-...     6   \n",
       "705    /mnt/nas05/data01/vincenzo/ecallisto/data/USA-...     6   \n",
       "653    /mnt/nas05/data01/vincenzo/ecallisto/data/USA-...     6   \n",
       "719    /mnt/nas05/data01/vincenzo/ecallisto/data/USA-...     6   \n",
       "\n",
       "                   antenna            datetime  \n",
       "61959      ALASKA-COHOE_63 2022-08-26 22:07:00  \n",
       "63930      ALASKA-COHOE_63 2023-11-08 21:25:00  \n",
       "64976      ALASKA-COHOE_63 2023-04-27 00:17:00  \n",
       "66028      ALASKA-COHOE_63 2023-02-12 01:26:00  \n",
       "62642      ALASKA-COHOE_63 2023-06-03 01:47:00  \n",
       "...                    ...                 ...  \n",
       "648    USA-ARIZONA-ERAU_01 2022-07-03 13:46:00  \n",
       "656    USA-ARIZONA-ERAU_01 2022-09-23 20:28:00  \n",
       "705    USA-ARIZONA-ERAU_01 2023-07-30 17:59:00  \n",
       "653    USA-ARIZONA-ERAU_01 2022-09-19 17:02:00  \n",
       "719    USA-ARIZONA-ERAU_01 2023-08-19 00:05:00  \n",
       "\n",
       "[14253 rows x 4 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df.to_csv('/mnt/nas05/data01/vincenzo/ecallisto/data/train_metadata.csv', index=False)\n",
    "test_df.to_csv('/mnt/nas05/data01/vincenzo/ecallisto/data/test_metadata.csv', index=False)\n",
    "val_df.to_csv('/mnt/nas05/data01/vincenzo/ecallisto/data/val_metadata.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1848484/1913063165.py:10: FutureWarning: The provided callable <built-in function min> is currently using SeriesGroupBy.min. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"min\" instead.\n",
      "  date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n",
      "/tmp/ipykernel_1848484/1913063165.py:10: FutureWarning: The provided callable <built-in function max> is currently using SeriesGroupBy.max. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"max\" instead.\n",
      "  date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA\n",
    "import matplotlib.pyplot as plt\n",
    "# Number of images per antenna\n",
    "images_per_antenna = test_df['antenna'].value_counts()\n",
    "\n",
    "# Number of burst types per antenna\n",
    "burst_types_per_antenna = test_df.groupby('antenna')['label'].value_counts().unstack(fill_value=0)\n",
    "\n",
    "# Date range per antenna\n",
    "date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n",
    "\n",
    "# Plotting\n",
    "fig, ax = plt.subplots(2, 1, figsize=(6, 12))\n",
    "\n",
    "# Images per antenna\n",
    "images_per_antenna.plot(kind='bar', ax=ax[0], color='skyblue')\n",
    "ax[0].set_title('Number of Images per Antenna')\n",
    "ax[0].set_xlabel('Antenna')\n",
    "ax[0].set_ylabel('Number of Images')\n",
    "\n",
    "# Burst types per antenna\n",
    "burst_types_per_antenna.plot(kind='bar', stacked=True, ax=ax[1])\n",
    "ax[1].set_title('Burst Types per Antenna')\n",
    "ax[1].set_xlabel('Antenna')\n",
    "ax[1].set_ylabel('Count')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating train split: 113409 examples [00:00, 388483.66 examples/s]\n",
      "Generating train split: 14253 examples [00:00, 353943.52 examples/s]\n",
      "Generating train split: 14271 examples [00:00, 365061.31 examples/s]\n"
     ]
    }
   ],
   "source": [
    "from datasets import load_dataset\n",
    "train = load_dataset('csv', data_files='/mnt/nas05/data01/vincenzo/ecallisto/data/train_metadata.csv')\n",
    "valid = load_dataset('csv', data_files='/mnt/nas05/data01/vincenzo/ecallisto/data/val_metadata.csv')\n",
    "test = load_dataset('csv', data_files='/mnt/nas05/data01/vincenzo/ecallisto/data/test_metadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import Image\n",
    "train = train.cast_column(\"image\", Image())\n",
    "valid = valid.cast_column(\"image\", Image())\n",
    "test = test.cast_column(\"image\", Image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import DatasetDict\n",
    "dd = DatasetDict({\"train\": train['train'],\"validation\": valid['train'], \"test\":test['train']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Map: 100%|██████████| 28353/28353 [06:49<00:00, 69.27 examples/s]s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 284/284 [00:00<00:00, 548.52ba/s]\n",
      "Map: 100%|██████████| 28352/28352 [07:33<00:00, 62.56 examples/s]433.92s/it]\n",
      "Creating parquet from Arrow format: 100%|██████████| 284/284 [00:00<00:00, 423.19ba/s]\n",
      "Map: 100%|██████████| 28352/28352 [07:53<00:00, 59.90 examples/s]455.86s/it]\n",
      "Creating parquet from Arrow format: 100%|██████████| 284/284 [00:00<00:00, 564.00ba/s]\n",
      "Map: 100%|██████████| 28352/28352 [07:44<00:00, 61.05 examples/s]471.79s/it]\n",
      "Creating parquet from Arrow format: 100%|██████████| 284/284 [00:00<00:00, 286.35ba/s]\n",
      "Uploading the dataset shards: 100%|██████████| 4/4 [31:21<00:00, 470.28s/it]\n",
      "Map: 100%|██████████| 14253/14253 [03:54<00:00, 60.71 examples/s]s]\n",
      "Creating parquet from Arrow format: 100%|██████████| 143/143 [00:00<00:00, 370.03ba/s]\n",
      "Uploading the dataset shards: 100%|██████████| 1/1 [04:03<00:00, 243.70s/it]\n",
      "Map: 100%|██████████| 14271/14271 [00:18<00:00, 757.94 examples/s]]\n",
      "Creating parquet from Arrow format: 100%|██████████| 143/143 [00:00<00:00, 513.26ba/s]\n",
      "Uploading the dataset shards: 100%|██████████| 1/1 [00:26<00:00, 26.73s/it]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/datasets/i4ds/radio-sunburst-ecallisto/commit/6f6a2442323034804ff2e58048d467455ebdedd2', commit_message='Upload dataset', commit_description='', oid='6f6a2442323034804ff2e58048d467455ebdedd2', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd.push_to_hub('i4ds/radio-sunburst-ecallisto', private=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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//W3buHGjPe1pT7Pe3l63zOmnn25mZl/60pfars/Oztr69es7/m3cuLGjji9+8Ys2MDBgT3rSk9w29t13Xzv66KPtm9/8po2Pj7fd27p1q9tOSqm0f6Cvf/3rdu9739u+8pWv2N3vfndbsWKF7bLLLnbeeefZ3NxcR/mZmRlbv369/f73v7d//dd/tde+9rW2YsUK+z//5/9UbnNH6bTTTrPBwUH713/91+LaD37wA/v3f/93e8pTnmLvete77PnPf7594xvfsGOPPdbGxsbMzOxhD3uYnXXWWWZm9upXv7qwAwcddJCZzduGE0880UZGRuyiiy6y8847z372s5/Z0UcfXeyZK7MlET35yU+2ubk5e8tb3mJHHnmknX/++fbOd77THvnIR9rd7nY3u+iii+yAAw6wV7ziFXbdddcVz83NzdnJJ59sb3vb2+yxj32s/dM//ZOdcsop9o53vMOe/OQnt7Xx7ne/2w466CD7/ve/vyS5Yu8Tz70bbrjBhoeHCxmBMN433HBD13WCpqambP369fbb3/7Wrr76anvb295me++9tx1wwAHZOufm5uwnP/mJHX744R33/s//+T/2y1/+0rZu3WpmZocffrgNDw/beeedZ9/85jfttttus3/7t3+zc845x4444gh7xCMekW3rtttus9tvvz1sq6z/ZvMyiOwZ0w033GD3vOc9bXR0tKMdM7Mf//jHpe2Ydcr6+OOPt+OPP9595rjjjrPR0VEbGhqyk08+2W666aZSPnN00EEHFXbRrLuxgiy17GGHHWbNZrOSrJeTfvWrX9nnPvc5O+mkk+ztb3+7nX322fZf//Vfdswxx9jvf//7jvIXXHCBffnLX7Zzzz3XzjrrLLvmmmvsEY94RJvd/uY3v2kPe9jDbMuWLfa6173OLrzwQtu0aZM9/OEPL523V199tR100EF29dVXZ8sth862UVdwL82noo3S7nNzc+nud797evGLX9xWDhmNXXbZpS1b9vnPfz6ZWfriF79YXIuWPZDR0azMv/zLv3Rc33vvvZOZpeuuu664dvvtt6dWq5Ve/vKXF9eAnh/xiEe0ZTNe+tKXpp6enjYEPTY21sHT8573vDQ0NNQWYQPlV4kuUpqPZgcHB4s9Hv/zP/+TzCxdffXVbeW6yeZUrfO///u/0+DgYDKzdOihh6YXv/jF6XOf+5ybGTjmmGPSmjVr0ooVK9LBBx/ckaFkmpqaSrvsskt6zWteU1x72tOelu5///uX8p5SKvYAVKF3vvOdbt+Y7rzzzmRm6dRTTy2uHXPMMW6Ghv9xBm7VqlWlPJ111lnJzNJPfvKTlNLimEX/qixBgUZHR9Pq1atTq9VK5513XvrMZz6Tnva0pyUzS6985Ss7yn/3u99ta+te97pX5eXI5crApZTS/e9//7R69eritzePwCtnN6Ml1K1bt6ZVq1Z1ZJT/+Mc/ppUrV7Zdzy2h6hxFpP/c5z63uDYzM5Pufve7p0aj0ba3Z+PGjWlwcDCdccYZxbUrrrgiNZvNjkwX9grxsiXaWsry8OTkZLrPfe6T9t1337aM84knnpj222+/jvLbt28PdYTpEY94RBodHU0bN27suPfJT36yTZcOP/zwQsdzdMcddyRb2L+lhIzhz3/+8+Lal770pbTXXnu1tXXCCSd0LHd69IMf/CDMkJ999tnJzDoyoUzXXXddajQa6bzzzitt6+CDD04Pf/jDO67/9Kc/TWaW3ve+94XPRuOX0rzf2nvvvduufepTn0pr165NH/3oR9PVV1+dXvva16ahoaG06667ZjN9ZRk4M2u7381YvehFL0o9PT1uvbvttlt6ylOeErYLWs4M3MTERMfe3ltuuSW1Wq22/sBe6Z7KT3/608nM0iWXXJJSmscxBx54YDrhhBPacMHY2Fjad9992/Zfexk4XLvsssuyfdtRnVXqOgO3bt0622OPPey4444zs/lX85/85CfblVde6b5l8+QnP9lWr15d/H7oQx9qZha+5cJ01VVX2cqVK+2Rj3xkWxbjsMMOs5GREbv22mvbyt/nPvcp6jcz22233exe97qX29Zzn/tcazQabXzNzs7ar3/96+La4OBg8X9kVB760Ifa2NiY/fznPy/uHXvssZZSqvz227p16+zEE0+0FStWmJnZgQceaIcddpitW7eu0vM7UufBBx9sP/7xj+3pT3+63XrrrXbJJZfYKaecYnvssYd98IMf7Kh3+/bttnXrVttjjz06ok+mr371q7Zhw4YiA2g2nwX8z//8TzcDqrRly5aC9zJCVJgrj3tbtmxpu77PPvvYNddc0/Hv4x//uNtOGU9RO//wD//gtrNmzZryDi7Qtm3bbOPGjfaGN7zB3vjGN9oTnvAEW7dunT360Y+2Sy65pJAD6D73uY9dc8019rnPfc7OOeccGx4eXva3UKvQyMhIG288j6anp23Dhg12wAEH2KpVq+xHP/pRaX3XXHONbdq0yZ761Ke22YGenh478sgjO+xAt/TsZz+7+H9PT48dfvjhllKyZz3rWcX1VatWddiSq666yg466CC7973v3cbXwx/+cDOzNr5e//rXW0ppSW8J/t3f/Z397Gc/s3e/+91tGefx8XFrtVod5QcGBor7EV144YX29a9/3d7ylrfYqlWrOu4fd9xxds0119hVV11lz3/+862vr899s1sJbVbla7fddrMHPOABdsEFF9jnPvc5e/3rX2/XX3+9nXnmmcveFtPtt99uT3va02zfffe1c845p1JbS5V1NH5m82+/61vXT3rSk+yyyy6z008/3U455RR705veZF/72tdsw4YNdsEFF5TyGlFKyb71rW+19cmsmvzGx8etv7/frXdgYCDb/7uCWq2WNZvz8GV2dtY2bNhgIyMjdq973cu1KaeffnqbLT/ttNNsr732sq985StmNp9Bvemmm+xpT3uabdiwoZjL27dvt+OPP96uu+46d9UDtHbtWksp2dq1a7N874jOeuSvPwU0OztrV155pR133HF2yy23FNePPPJI+8d//Ef7xje+YY961KPanvnrv/7rtt8Ac96SldJNN91kmzdvtt133929f/vtt2fbQnteW1X4+ulPf2qvfe1r7Zvf/GaHg968eXMp/x7deOONdsMNN9jpp59uN998c3H92GOPtfe85z22ZcuWLFBajjrvec972hVXXGGzs7P2s5/9zL70pS/ZW9/6Vnvuc59r++67b9vSxQEHHGCnn366nXvuufbUpz7VrrrqKuvp6eng4eMf/7jtu+++1mq1Ch72339/GxoasnXr1tmFF15oZtbxGvzKlSttcHDQRkdHOwBJRJiIufIRyBseHnaXZryjK1asWFHKU9TOIYccUroEVEaDg4O2ffv2NlBsNg+M/+Vf/sVuuOEGe9jDHlZcHx0dLdp83OMeZ5/4xCfscY97nP3oRz+y+9///jvESze0bdu2NnmMj4/bm9/8Zrvsssvstttua1tGrjKPsHQEYKTU7XxRUluwcuVKGxgY6FjuWrlypW3YsKGNrxtvvNF22203t161T0uhiy++2D74wQ/am970JnvMYx7Tdm9wcNAmJyc7nsHRIAycmT71qU/Za1/7WnvWs55lL3jBC9wye+yxh+2xxx5mNu/sLrzwQnvkIx9pN910k+255542Pj7eMXZ77rln0WYVvn71q1/ZcccdZx/72MfsCU94gpnN6+0+++xja9euta9+9av2N3/zN7Zt27a2QKSnp8d22223rtpi2r59u5100km2detW+/a3v20jIyOuDJiWKuvc+HVDRx99tB155JH29a9/fcl1KHUjv8HBwXCLz8TERNj/u4rm5ubskksusfe+9712yy23tCWPdtlll47yBx54YNvvRqNhBxxwQGH3YWPOOOOMsM3Nmze3JaOWQkvV2Yi6AnDf/OY37Q9/+INdeeWV7nlW69at6wBwnrM3s0p7gebm5mz33XcPM1NqOLtpq6zspk2b7JhjjrHR0VF74xvfWJyZ9qMf/cjOPffcLBrPETI9L33pS+2lL31px/1//ud/rhR9LkedPT09dsghh9ghhxxiD37wg+24446zdevWdQCPc845xzZs2GBvfetb7TnPeY59+MMfbstebtmyxb74xS/axMREx0Qxm98HecEFF1ij0bC99tqr7d5ll11ma9eutXvf+9724x//2KampsJID4Q9Pz/5yU/slFNOccv85Cc/MbP5rNRS6aCDDrIbbrjBJicn3YgJ7fT19bn93lH6q7/6K7vpppsKRwpCQFMWBJ166qn2jGc8w6688sr/NQA3PT1t//M//9N23t7f//3f22WXXWYveclL7MEPfrCtXLnSGo2GPeUpT6k0j1DmiiuusD333LPjfrQPsip5tqCKLZmbm7NDDjnE3v72t7tl73GPe+wQX5dffrmde+659vznP99e+9rXdtzfa6+97Nprr7WUUtt8/MMf/mBm8/qjdM0119jpp59uJ554or3vfe+rzMtpp51mr3nNa+zzn/+8Pe95z7NPfepTHTYlpWRr1qyxVqtV8MCkfF1++eU2MTFhJ510Ulu5k08+2czm997+zd/8jb3tbW+zN7zhDcX9vffe22699dbClkRtgRemqakpO/XUU+0nP/mJfe1rXwvPhVTaa6+97LbbbivtE1PZ+HVL97jHPewXv/jFDtcD6mas9tprL5udnbXbb7+9LaEyNTVlGzZscPt/V9KFF15o5513nj3zmc+0N73pTbZmzRprNpv2kpe8ZEm+Gc9cfPHFduihh7plqgD9MlqKzuaoK8u3bt0623333e0973lPx73PfvazdvXVV9v73ve+rtE4Gx+m/fff377+9a/bUUcd9b+O8L/1rW/Zhg0b7LOf/WxbloMzj91SSsk+8YlP2HHHHWcvfOELO+6/6U1vsnXr1nUF4JarTmyq9BTLzOyiiy6yO++80z70oQ/Z6tWr7R//8R+Le5/97GdtYmLCLr300o6sxS9+8Qt77Wtfa9/5znfs6KOP7jj48uCDDzYzs8c+9rH23e9+1/75n/+5I+OkdPTRR9uqVavsE5/4hL3mNa9xne3HPvYxM7MO59ANnXTSSfbd737XrrrqKnv605/ecf/WW2+166+/3h7xiEfcJfp52GGH2U033WS33Xab7bfffsV1bNKNMj+gyclJm5ubW3K2eCn0mc98xsbHx+2EE05ou3bGGWe06czExETHwcw5O2A2D1zLsppRHXcF7b///vaf//mfdvzxxy97u5///Oft2c9+tp166qmuvTUzO/TQQ+1DH/qQ3XjjjW2Byve+973iPtP3vvc9e/zjH2+HH364ffrTn+4K+GJZB7p0wgkndMxlM7Nms2mHHHKIe0Du9773Pdtvv/2K7Oyf/vQnSyl1bL3By2kzMzNmNr/8dfTRRxf3Mdfudre72W677ea29f3vf7+j/3Nzc3b66afbN77xDfv0pz9txxxzTKW+m83L8tprr+1YzYhkXWX8uqVf/epXpXO+G+pmrNC/H/7wh22ZxB/+8Ic2NzcXgp67ij7zmc/YcccdZx/+8Ifbrm/atMl9KUVfAEkp2c0332z3u9/9zGzRxvAqxl1B3epsKVXdLDc2NpZWrFiRnvnMZ7r3cabPlVdemVKKD0ZNqXMz8bnnnpvMrGMz7be+9a1kZm3n0YCmp6fbyuMYEaVjjjmmbeNmdMYONjtikzFe++az1CYnJ9Ohhx7asRm56jEieCkjOpbiggsuSM1mM912221tPOU2jHdb53XXXZempqY6yn3qU59KZtZ25pgeuzE7O5tOO+20ZGZtZ7Idf/zx7mbqlOY3m46MjKTnP//5YR9Smn/pYK+99kp77bVX+sUvftFx/09/+lNbm+eff34ys3Tuued2lP3Sl76Ums1m2/EeXn+YPH1dv3592n333dOee+6ZfvnLX7aVHx8fT8cee+xdeg7c1VdfnUyO5JidnU1HH310WrNmTbHZdePGje6Y4uiHD3/4w6VtLec5cKtXr257WWPNmjVp7dq1bWXf+ta3JjNreykAx0foyymbN29Oo6Oj6ZhjjnH7yS/XRLYkpfglBp23Z5xxRhoeHu54XvXn8ssvT2b+2U1jY2Np27Ztxe9ujhH5t3/7tzQwMJCOO+647Ibm3/72t+E5cHe7293ajp/42c9+lnbZZZd08MEHZ8/suuOOO9yjanAOXJVDmnEkENvYn//856mnp6dtvkI/deM3XlKCL8nR85///DQ4ONi2uf/rX/96MrN06aWXtpV94QtfGI5XGf3Hf/xHh32YmJhIBxxwQDryyCPbylYdv5T8Y0S8l8VwjEfuTMilHCNSdazGxsbSmjVr0kknndT2/NOf/vQ0NDTkHuqutJwvMTzwgQ/sOGcULyawDMpeYnjnO9+ZUpq3q/vvv3868MAD3RdoeEx29BiRbnS2jCqHYF/4whds69atRXpb6UEPepDttttutm7duo5X6MvosMMOMzOzs846y0444QTr6emxpzzlKXbMMcfY8573PHvzm99sP/7xj+1Rj3qU9fX12U033WRXXXWVXXLJJZWOnVgKPeQhD7HVq1fbGWecYWeddZY1Gg274oor3OXY73//+3bcccfZ6173uuyLDOvWrbOenh478cQT3fsnn3yyveY1r7Err7zSXvaylxXX//mf/7ntpQnQGWec0XWdF110kf3f//t/7dRTTy2ijx/96Ef2sY99zNasWWMveclLQv6bzaatW7fONm/ebOedd56tWbPGTjnlFLv22muLIyCUWq2WnXDCCXbVVVfZu971Luvr63PLrV692q6++mp7zGMeY4ceeqg9/elPL/TiRz/6kX3yk5+0Bz/4wUX5V77ylXbDDTfYRRddZN/97nftCU94gg0ODtq3v/1t+/jHP24HHXSQffSjHw37UoV22WUX+8xnPmMnnniiPfCBD7RnP/vZdp/73Mf++Mc/2uWXX24333yzXXLJJfaQhzyk49nrr7++4zNFZmb3u9/9CrmX0eMe9zg7/vjj7c1vfrOtX7/e7n//+9vnPvc5+/a3v23vf//7i1T7t771LTvrrLPstNNOswMPPNCmpqbs+uuvt89+9rN2+OGHu9nDHSX0DxuIv/Od79gXvvAFW7lypV199dVtS50nnXSSXXHFFbZy5Uq7z33uY9/97nft61//esdelUMPPdR6enrsoosuss2bN1ur1bKHP/zhtvvuu9ull15qz3jGM+yBD3ygPeUpT7HddtvNfvOb39iXv/xlO+qoo4ojfCJbclfQM57xDPv0pz9tz3/+8+3aa6+1o446ymZnZ+3nP/+5ffrTn7avfe1rRWb73e9+t73hDW+wa6+9Nvsiw69//Ws7+eSTrdFo2GmnnWZXXXVV233Wn7vf/e72kpe8xC6++GKbnp62I444wj73uc/Z9ddfX9gFs/l9mieccIJt3LjRzj77bPvyl7/cVuf+++9fzK2Pf/zj9r73vc9OOeUU22+//Wzr1q32ta99za655hp77GMfG+5DZHrhC19oH/zgB+3EE0+0V7ziFdbX12dvf/vbbY899rCXv/zlRbm1a9fa2972Nnve855nN9xwgx188MH2ox/9yD70oQ/ZwQcfbI9//ONL23r1q19tV111lR133HH24he/2LZt22YXX3yxHXLIIW2rDu985zvtve99rz34wQ+2oaGhjpeWHv/4x9vw8HDYzpFHHmlPfOIT7VWvepXdfvvtdsABB9hHP/pRu/XWW9uyQN2Mn5kVR4jwHtyHPOQh9oAHPMAOP/xwW7lypf3oRz+yj3zkI3aPe9zDXv3qV7fVd9111xVH29xxxx22fft2O//8881s/mgeXj066KCD7Jhjjml7kaHqWA0ODtqb3vQme9GLXmRPfOIT7YQTTrDrr7/ePv7xj9sFF1zQ1ctZVentb3+7DQ0NtV1rNpv26le/2k466SR74xvfaGeeeaY95CEPsf/6r/+ydevWta1UMK1Zs8aOPvpoO/PMM+1Pf/qTvfOd77QDDjjAnvOc5xT1fuhDH7K/+Zu/sYMPPtjOPPNMu9vd7ma33XabXXvttTY6Ompf/OIXQ16vvvpqO/PMM4stQTmqqrOVqCrSe+xjH5sGBgayEeTatWtTX19fWr9+fVcZuJmZmfT3f//3abfddkuNRqPjGIAPfOAD6bDDDkuDg4NpxYoV6ZBDDknnnHNO22nvy52BS2k+q/igBz0oDQ4Opr/6q79K55xzTvra177WUa7KMSI4ZuOhD31oWCallPbdd9/0gAc8oK3e6N91113XdZ3f+c530ote9KJ03/veN61cuTL19fWlv/7rv05r167tyDJFGatt27alBz3oQanZbKYLLrigNDJHpuLzn/98ls+UUvr973+fXvrSlxaHvg4NDaXDDjssXXDBBR2HaM7OzqbLLrssHXXUUWl0dDQNDAykgw8+OL3hDW9oy36U9SelfMb4lltuSc95znPSX//1X6e+vr606667ppNPPtk9KLVszKoeNQPaunVrevGLX5z23HPP1N/fnw455JD08Y9/vK3MzTffnE4//fS03377pcHBwUIOr3vd61w5eNRtBg7/+vr60m677ZYe9rCHpQsuuMDNHmzcuDGdeeaZadddd00jIyPphBNOSD//+c/T3nvv3ZaBSymlD37wg2m//fZLPT097jw74YQT0sqVK9PAwEDaf//909q1a9MPf/jDokzOlqj8dzQDl9L8vL7ooovSwQcfnFqtVlq9enU67LDD0hve8IY2fa16jEi3+jM7O5suvPDCtPfee6f+/v508MEHd+gHdDv6x2Pwgx/8ID3xiU9Mf/3Xf51arVYaHh5OD3zgA9Pb3/72rj5D9tvf/jaddtppaXR0NI2MjKSTTjrJ/QrB7373u/TMZz4z7bvvvqm/vz/ttdde6TnPeU5Xh6L/93//d3rUox6VhoaG0qpVq9Lf/u3fdnxGLzrkGf+qnKo/Pj6eXvGKVxSfCjziiCPSv/zLv7SV6Xb8vGNEXvOa16RDDz20zT6/4AUv6OhTSot6VaUtk+wUqOpYpTTvi+91r3ul/v7+tP/++6d3vOMdlQ8X7zYD5/3DUSYTExPp5S9/edprr73S4OBgOuqoo9J3v/vdDn+P8fjkJz+ZXvWqV6Xdd989DQ4OphNPPLEjG5lSSjfccEM69dRT0y677JJarVbae++905Oe9KQ2/7Yjx4iAquhsFWqk1MXJojXVVNNfJK1du9ZuvfXWtui8pppqqmm5CG8XVz1uq6ZyWtKXGGqqqaaaaqqppppq+n9HO/b+fU011dQ1bd68ufSwRu+4jJpqqqmmmmoC1QCuppr+l+nFL35x6QsW9c6GmmqqqaaaclTvgauppv9l+tnPfuZ+cJnprjyLqKaaaqqppj9/qgFcTTXVVFNNNdVU058Z1S8x1FRTTTXVVFNNNf2ZUb0HboHOPPNM6+/vt1122cWGhoZs1113taGhIVuzZo2NjIwUf1etWmWDg4M2ODho559/ftteJnxPrdFodP1pneHhYVu9erWNjo7a6OiorVq1ylasWGGrV6+24eHhNr4GBweLv6tWrbJbbrnF1q5da3/60592WA7NZtNWr15tAwMDxQejd9111+K3ymbFihW2Zs0aGx4ethUrVtg73vEOe+9737vDfJjNHwK8YsWKQu4rVqywlStXFv/fZZddbGRkpJANy+hPf/qTnX766fbb3/52WXgZGRkp9GN4eLiQBcsIPAwPD7fpS7PZtGazaRdffLF94AMf2CE+ent7bWhoqE3+0Bf8hb6q3rRaLevv77df//rXtnbtWvfbjt1Qq9Wy3t7eou/Qk913371NRz3Z9PX1WavVsne/+912ySWX7BAfZmb9/f2FTIaHh23VqlW2cuXKcC4NDg4WYzc8PGx33HGHrV271n75y1/uMC89PT0d85X1RH9DNgMDAzYyMmKXXXaZXXjhhTvMh0cDAwM2OjpqK1eubJtLkA3kp3zusssu9stf/tLOPPNMu/3225eFl1WrVlmr1XJlw/Zm9erVBY+wAc3mfO7hvPPOc7/L3Q1BdzBfV65cWbQXzSXIpNVqWV9fn9144432zGc+09avX79DvAwMDFh/f38lfVE709fXZ319ffaWt7yl4xNT3VKz2bT+/v7CL0HuPKci2QwMDNjQ0FBhZ8q2i5RRT0+P9fT02Jo1awrf22w27eqrr96hev8SqAZwC7R161br7e21ZrNp4+PjNjs7awMDAzY2NmaDg4O2adMmGxoashUrVhSOcP369W0fzuX/w8BUpZmZGZuYmCh4MJv/JuDMzIxt27bNJiYmbHBw0LZt22atVss2btxYAJzbbrut+O7ljlJKySYnJ63RaNj27dttZmbGent7i1P/W61WwcuWLVtsaGjI1q9fX0ys22+/fVn4MDObnZ21qakpm5iYsO3bt1uj0Si+nTg+Pm5TU1OFTAYGBmzjxo02MDBgt99+u23YsMGmpqaWhZdGo1F8lxFfV4AczOaN7tTUlA0MDNjWrVttcHDQNmzYYIODgzY6OlqM5x133LHD/MzNzdnU1JT19vba2NhYESjMzc3ZxMSETU5O2pYtW2z79u2F3g4MDNj69eutv7/fent77Q9/+MOy6Au+YTk5OWlm83NoamrKenp6rNVq2fT0dDGHBgYGbNOmTYVM+vr6rLe3d1n0pdFo2OzsrE1PTxcy6e3ttZSSzczM2NTUlG3fvt22b99uQ0NDtmXLFhsYGLA777zTWq2WDQ0N2Z133mkTExPLxsvU1JQ1m03btm2bzczMWE9Pjw0MDNjs7Ky1Wi0bHx8v5lCr1bI77rjDWq2WDQ4O2h/+8Idlm0NK0J/x8XHr6ekpdHtmZsa2b99uk5OTNjAwYNu3b7dWq2WbNm2yVqtlK1eutN/97nfLOqfwzdOxsTGbnZ21vr4+m5iYsJRSMacGBwdt8+bNNjw8bKOjo4UNBm3YsGFZ9Hh6etomJiYK/Zmbm2uzM5AJ9HhgYMDuuOMO6+vrs56eHrv11luXRTYzMzOFD0op2ZYtW2xqasoajYYNDAwUcwq83HnnnYVMent7raenZ9ls8MzMjE1PT9v4+HiRlIBuT01N2bZt2wr/CD1ev359oce///3vl80vmS1+Izel1LV//Uuleg/cAu27775mNg+8oKzR/1Fu+/btbZ9LgiiX8mFr1I220Ab/P+JrdnbWtmzZsmwTRdsp44Wvj42NlR6RsaO8wPHk/g/jt5wyMauuH8wL5LNcsmFdKeMF/wc/AMBlsmE5VuUF/cQnnDz90Dm0nPpSNg46JszX3Nycbd261WZnZyv12SwvG+1zmX7clXPI461Md5i/u9rOKC9VbB5o27ZtRQARtWG2ND3O2TnV45mZGduyZcuyvD2uPJjl9YXlwX6pat+r8FLVzjFfy60v7APM5j9btrNTnYFboMhg5kCZTgxV6irOIKJuJx8mDrIiEYiEE++mrZRSm1HRCVmF16hM7lnuw/9GnFHGA1/r6ekpwBDks1SKZBD1eUcChJSSW68X0UZlvXIeX1X5r6I3ZW1r+ZxMc3OjCj89PT02NzfXkXFH5sZ7fkeCu+UknsPe+Hry29G5V9Z3vV+lPS2bG1OMS65urm85xojrYD3Z0bqrytJs3g8BSC23/axa31JtFdpoNBrW399vzWZzWbN5fylUA7gF0igOijI3N9cWcTCpccOEGR4eLtLgWHpTihyqRqS4j3/qaKHkrVarWEbTeqq2qW1xG81m0wYGBoolGNxvNpvW29trs7OzBXjkOkHgW+vv7Z1XQchJn4EBmp2dDcchIm6Hn/WMQBmw0Sh3eHjYUkq2bdu2DqOvfJbVHQF+z/BGMojajJYaFHz09/cX/8eSEuooA385AFfGfw4gcMQf8a/OEQDLA1n4rTJh3eR+eHrS29tr/f39Nj09XSzpmM0vo/f19RXLkUqYG8hOev1ROXcjK6XoWeyxwjKYznls4VgOp19mu7gceDbz5R71r6xuvp5ScgF2mdyr2H/vmZ6enmIuldVVRTbgH79z/JjNf4C+r6/PpqamiqXZKlRF/lV0UX1ZWd2e7zOzYs/q7373u7s0M/3nSDWAWyAFaqxAucyUAh2zReBR5rijqJANkhocLQu+o4ha6/UycNoXnWS43t/fb7OzszY5OVkaqWobALfYJ+IBAzXEzWbTBgcHbXJysnCKUbtlxsSTMaisH+CRZddqtYprnryi7KF3nYEq61wOLDF5Y8oyje7jWc4oAuQo0M7poP6OMrXdkudMc3rO5QGUor7kHGAE6EBe9scLfjyZVbUpuTkaZapUtyKg39fXZ9PT021gAHVp1kZloaDFaxvAG/vIlKcy/VkK6RyLxiA3p3L205Nnbk6wDKL2IhththjUAfx5GcIyOSpgzYG/biiyQXqvW5sMgj2EzR8YGLDh4eE2O1zTPNUAboEAhHp7e9uihVzqPZrw2KDtPYeJnVJqM25cJwgGQMGO1/7MzIx7TyNQzylWMai9vb02Ojpqk5OTtnXr1rZ6ygyVmdnQ0JD19fXZnXfe2ZH98Zyf2TxI2mWXXWzTpk02NjbWATpAEVCo2k+O+nKgA2PWbDZt1apVllKyO++8081WKIDS4IDb6u/vt56enrbMpgf6cvf0uuptzpE1m01rtVo2Oztr27dv7wA9KqcyJwfwpPrdbQbVbBFQgA/V8+gZbIKfm5uzmZmZ7Lgiy4dxVNl5mRV1Jgp+o/Y8e4I5hOuRXdG33L1x1LqVent7bWBgoAiKkHFDXf39/UUmcXZ2tiM7rNlFtMkyQpYS+qx6sCOATbM0HMDiPssF98vaLQPO3HauDuazr6/PzMympqbMrN3WRWAQ/OJNy9nZ2Y7sbNSmEusjflfphycvPMNbRtjuq55U5dO73tPT07aqs2rVKlu9erXdcsst7pzcmakGcAuEyQZFxGRjowjFgnHDdRDeAsKbSf39/W70jjoB8mCAeP9as9kssiLggyeIGge8JapLSphkMzMzbQCCCQ5ucHCwSPuDPxiN/v5+W7lyZZsBhzz6+voK/tV5wYiMjIxYb2+v9fb22vT0dLFkPTAwUPCvYGdoaKg4WgHyR2SGpbBms1lkE/r6+jpAL3gAOIcTwtIG6lCjxoaKgf3ExETRbzOzFStWFG8LN5vNYlwUdLNMYJigJwMDA4Xc8dYkjzv0iLMauA9eNFPLMkEZ6A87F7PFJdSUUqFHcLwYP7SL5yFXlGN+BwcHOxwi34fsWD8wd9RheZumwTOIHdTMzExxRAnGmt/sTil16AvPC+YbOobjUvA29uDgYPGGHs8F6ObMzIxNTk4WAMhscZ4ODg626RcIY8MA1dNJyMYD1l4WDP9H3/v6+oqAATKHrUM/cB0yYh326mRbNTc3V9hAjC0DLR0ztNloNIplfNQPPjioxnxVe6hBN+TD+6Z4iwkTZKW6CXnraoi+BIL+ePMypdRh59l2gVAnjwPmKepT4Kd2RQNE6B7kCt1iH8fk2W3PzszNzRVzgmXC8sbcYLmCXw6CPPuI7QioEwmR/v7+wj7VNE81gFsgdjq8J4gdWH9/v42MjNj4+Hjbq9VQPjiKVqtlPT09xR4EEE92KDG/yo83h/ie2eI+MwCIubk5Gx4eNrP5t7DM5jNcul8LhnVyctImJiaKejQ7sG3bNpueni7OosLkGxkZKfrX19dna9asMbP5PQkw0phYPBHVgE5PT7eBq9nZWduwYYPNzMwUAE5fwYfDHBgYKM4/wgTGm2dwRDjuZOXKldbb29uWyYJTx741HJcwNTVlY2NjhUz4b6PRaFu2bTabhXzvvPPOwij39vba7rvvXhz10tvbaytXrizGGHUClEEueEtsdHTUBgYG2gA9MpwASr29vcURAf39/YUTApjq7+9vyzZBx9DHoaGhgq/e3t5Cx1avXm09PT0F4MARNitWrCjqwD4v7KHBMROQEYA0jt2BoccxD+rAJycni3mBNtCPoaGhImvD+3XQL2xkxl92tKxr27dvL871wtjjiBuU3bx5s01MTNjw8HAxPlwXAN7MzIz19/cX5yJivDD32PFopmP9+vXFMRhmZhs3bjQzs913390ajUbbXh7ICToJgvPDfQQekDs7V/DDtkbBjtm8M4fOYO5xe5jTAG6tVqsApgpGGLBhewUA88DAQBsQZvlqFhXH24yMjLTNheHh4eKoJLWLmKvQX/wGcIasbr/99mJ8p6enbePGjR0rANAnBIt8ZBCOgIFNmJ2dde0FjhyBfWMZsn5B39n2Y54zoMJ4QX8gb66LV4hQhmUEPUGACHCFtjCXUBfKow+YB5h/PKajo6M2PDzcFnTgrVPMWQ7MhoaGijkKWcOGsm6ntLhPE30dHBws9GF6etpdudpZqQZwC4QMFZQfBokd7+zsrE1MTNjU1FRbJoKzDM3m/GvcPT09HcqmAA51claJoxLeuI//Y7IAkKF+RPggGCbwgWyTF+Gjf2NjY22bsMEnG62UUgFeOZLnCJgjURgBTEK82IHzsQAWwRdHpz09PcW5UAArOCsKhgCgBDyjv2zYYIQxbgBnkCH/g1EFkFD540wm1Ds+Pl6AnLm5Odu+fXtHton7mVIq6gYQgwMGXwwGmF8Yf/SPM546rqgH+gHgBj7QTwYPvO8EvKI9ZJU4k8t8aoYE970MDM8JlAFfmDOa9cB4Qs91iwKDCdzjpRjOvEBW7LAYUCDzwnMePI+PjxcgizNhClKg3wwGGo2Gbdu2zZrNZhtQQzsA+iC2BcyXZqI1M6NywT/oL86VZBsG0vmsS6xaP+sR64KOHz+DMiDoKc6fZD2cnJwsdJPnqNniCzeQiZm1gY6ZmZnCpnG2TuWE9iEb1I15Czmhbs448VxgG9bT01ME+7AJaE+zaNBFzuoh8Oc9cNAT5Z3JC6TZFnAGF6sgmt2GnVFZ8VixXeY5wNsVOEPJII/HiXlDPZwxnJmZKQLaiYmJtperaqoBXEGI+gES+E0tECIwfeMShGsKtiLSyYjJrUskZu3RuNeW1onIEMtS3t4E1IlJtHXr1ra35DDBEXmjHA7VhaPEXxhUndRmi6eub9q0qcjKafaA+WP+GRB5S6j4DSfN9bBc+eiPKHrlZVkG0MiYIKrEs1u3bm0DHegXLxVoW+AXGUBd/uHsCpfjutjw46USBSGc7di+fbuZLToEPScKfYUDUz31xlRlzTLEPZTloEVBIpyJAm/IxMyKsUNfvayTZhUQiGlmCzIBYGBSJzk7O2tjY2NFMGHWru/KL+pAsMBLqJw55D2dKucyQtY22jPJfKh8AMJVv0GcUUcGjkEB6wwvjbHD5xUDlg87diboM+skwCbqA2+Yn54uwv7gOupk0OQBOFxDIIMgHjLiLKtZu33nOnjsenp6bPXq1W33dZ5wnSwbZEI1sFf+IyDD5c0WdU9BGfgFaIduMkjydBTZeD34msEixgN88H5I1Um1j1gmRaC+cePGYtVLExU7O9UAboE4O8B73TStrRkHJkTGmAismBp9MqDAhPP29XC7HH1jIrCzVL4YrOhk5HK8p4PLMO+8DIhoEXxjCQPZDo2SGo1GkSUDCFYDoTzydeYHkTQDOI40uQ/chhf1MmDGdQV1LEf+/5YtW8ysfS8TAyYe56hvKgN2gAo8WUaeXvA+JP6H/gDYcPZOicEVy9HLUnH/lHcs9XKWwhsHrcfTQc7saXsa7GD7gpkVS8Kjo6O2ZcuWjqMcornGc4oBPcYa8vB4xfPsqDRIQ1AUZYNYHp4TRXamr68vfBucx4L74O1DUmIHiW0S/Cy3hbpxnbOlmOc6tlE/+beW5XnN2SK06QUUmpnkMeV5oUEH9wvyYVCpesf9YXlqfTpGAIlq5/Cbs2UKWpkXD8Bxe9wu+NNlcATjK1eutMnJySJY5T6y/MAny533SzMP7AtRj9oWHif4E2zLMLMi0MLc9Pq8s1IN4BaIAVxKi3uceJKZ+UAJhA3jHHUrcMCzmp3RbBPzxcYRe1KiaFbbi8AbT/LImbFRgfNRp8TP83IhO9Vms1ls/udlK27P4xPjoQaQwSvzzuCD+faAGrelxpGNigfAZ2dni0wVAxsGRgqK9R/zoc6EM4X8mzNXakh5udADceoEGJCqLqpMIkfh6Q2cPjKSbHQjZ8N9j+4rgEObvFSHzAWWp/HdxomJibbMolePtgnHySCFZRvxqxk5lR+AZKTvIA5MUA/a4xcRdH6oXmNse3rmP2+GQIwDP+YBy/tmixlM1g/mT2WJ+YLlUPAG3UM5zqqy/D0wxXrP1wFiNWupGS3Uq+17MlKbpaBFx0HHFqCSeWW95Xo442VmbYCf+8wyydksJgXCqBP88fYDPI9gZ2xszNavX982t9CejgsHMrwnkfngrB7LRfVa+cV+vZRSR/BV0yLVAE5obm5+Pw429nOkrA4Z10BqKNh5ctTBbcHg8QGaMEiq2AoktT4FB/xXn8/VzU4cv+GYebMp6sF9XfrjdtCvKJvD0TsbLJar7s3w6uExie5hPPC855gVvKiT5L173KaOBy9xw+nycmEExLXvOp5MyBZARrp0z04UcuN2+J6CyxyAQ9s8JrOzs7Z58+aiHdYF5d+bO6pbfA//98C2XkMmCZlHr18gfkOXHbTHM49pNOaqLx5Y1KVh/seZZdYf5oPHi7NRSpAdvy2ec4IMJBqN+SV1BiWqr1wXjxEHH16Gn/lGWd3XyIALz3I9rOdqdzkbBj7wF+2pveSsm9miXvBeQ13qhMwajcU3RlFGz9rjsQaA07FXu4n/60s7bEu5f7iv85pXb1AXbBfe2uYXRLz5AnmzDUWdLEO0x381YOBAF+0qYEYb8DmQQ9nWpJ2JagAnBOVCCtdzdmykmaDYPFExcXLtsRFiJ+JFbvqsV5fncHlyq+MsqwMglJdg1JnAmESZBZ50Kj+u0+sTy8ZzUmVyUTl4WVVt24vktT9mi8abo1OPF7Q7NDRUZCkj8KZ9YMep9xic4Q1cbxmYnZP21ft/VQCnz2HPGI9pDpxqP3DfkwkDAS/TBcIyPxy5LruwXrMT8uqsEjgxaR0KdNgucFZU9T+3NUKzqTkbgfKcGdWVASbeQ9ZoNIr9l15fvHZ1DPlNS9V3DmwZpGiGnzM9eA48KkCIeAMveMuW7RX45eV/tXlenV5fFRQqgEPdyG7qioTyzwCcAaMCfpYzdJ99EfhlAId2sO8b93VpV20h88XAi20hy4BlxfxzPXhjF/xzO/ziVGRnd1aqAdwCsZFAFk6NKqJFM9/J6MZlTYdrJMkTHMAxB3LM5qM6nqQ8CdhI8gTHdTZA+K2GDKR9RVaDo1eug99S5Od4vxxHaBzVsTwRxfJ+I2/Scj/4mjpc7iscFwypOgqWp4IXzQiWARt1DJw1UHlHAIHHnGWiAI71SUEursMR61uuUZu6dMyOBffY2bNx52VClFO+vYic61Lni7HTQID7Oj09bVu3bi10cGpqqjj6xHthCHUzyGPQib7y2DN/Oje5fgWNSmiL+w3iJSRPz7GPDtd4DuEvz3nIF2/x6du3Hp94eQF7WiF3lV1uHsDB88Z25k/1BHuOeQuBt1+WHTr4YDuDawq2OHDieYA20U+1IyjHNpf7gf9j7sEWbt68ue2IHZY3v+mLMffmJvcPABNjovrD9YE3XvnAtgaWd0rzpwowGNNVFtUr/B991XbVnoDvlBa34TBBNz2dYp/B9dc0TzWAI2IFZcPB97U8kz7jKTMrJE/WyBB6bXB5Lyrmv0reJNd2vSyHggOtHwZCDRA7EQUDOlEVXGl55c8zdMyvTnxdjqpiCCLjpXrh8aN9Y6cZtaP1MLiJnuO+eVmklFIBgKLN87ws6OkD/qoMvP4o+OPr6lj5ns4Vjz8NBDgDw3uv4HARVKhOcr90j5bOUwV/nnyVeMxz5IEo9Bc8qkz0ZR2vDbUNGCtvjnrPYj/v9u3bO57xdJRlqrZJgyW2sXgefebsIoNG7j9TpE8a9JXNKc6O8RI2y9bTPQTP+I1/2IiPty95nNmW8rPeCgMHybwnm8dExxMygTx1uZXvm1kBXEG6VYXHSLO/ZXaUZcT8gk+WqxLbmMif7exUA7gF0rQyFIbTyWosNALXvW6oE2f6wPBqlgntYBO6HrPAbSlhcvDxCRHhXB0PAPEk0eUb3seCzdAKRnRTLqfrPcDGH083W8wsYnmDl0RwAv7k5GRbql2Nou63YXlwBAr588sWMGK8FxFLHZCB2eIyAQ7YxBtSiDA1iuZlCUS34IHH0ANJmmVlvUH/IHd+3nsTFhkVyA26B74YOGOcoS/oA2QLYwz5arYJvKBNfpsPWRDek8XgUccWfA4MDBRZG9ZVXeLCfho4UZwhhS8zsMNDvzF3PKDCc8XjE+X4AGKvH+CZZaHOH+UgG9Zd5QvzmPc+sfwxT/F/ZCR7enpsdHS0GFsGW+Cnp6enOGh1YGCgyPiw8+XxZtvFG84hT4ydB1CazcU3h/Es6mLnj78KLgBqsF9ZN+rzXisde8gW9WtWDHWhLB9fhN9mi/Yd93jvHN9XkAJ7xLaTM8B4hu0wDhrm89PAI48PyvMb7Dp2eEGl1WpZf39/ka3GmHuZXbYD6COPB99jPvAc7CT6qHYHpOCwBnA+1QBugVRBogyELqV5EScrs1n721ZwxDqZeOlAM0fMg2YHGCjxPiftT7PZLJZetJ/ok04+BXAgdRoa2bEj0D1IumzJ++qYV3YqfEQJyxnlUKeeS8eyAEiDw8AzvGkbZfWNNHaU7DjYkfJ5WHA0Ct5YB1ie/H++p8v1AE4sZ+zrgQw1QlZAq5krBnCsB/omLD+vTp/HhPVG+8/AFDrr7YfRecXgnMeJ22JHzLqBDAjzzXrP4CDSMc4ecHmeKwAWfJ91j8fac3JcDmMK4myRB6C0HtYL1iUAHAYcrF/QawAy2BTIlgMmnscIsDjwBCEIioJLOHWAXfSB5QQ74jl4fftaN+pz/zxdZfmxfY/mPpfR+vRvlC1mviAD9S1sL5gfPgJE5yWvdqg+5OYn9ISDEJ4zXBfvtfPq1sAE7cCe4C/PV/2nQLemmGoAt0AcOZp1LgWwomo6mp2C2eKE5AmFCLSvr6/49BEfLsrfB1UFVmfG5L29o4BoaGjIVqxYUURL3t4SNlgAJ3B+HO2jfjXimPzMH++RUAeor4azkZybWzyZH3zg5HjOIILQpn5lwJMJ6uNlWvQFRkU3FyNKxRukbLQBCvFyAn/HFIYM2Qs4Rd4nyPxrvxTssh5AvnNzc8XyKHTMW1LhPYUKzLQNLEUyaGBAg3HgzLLOAVxXY84gF/oB+bAMdLlF+wHAzHrCf/kZfCmD5y/kyxumvT1OyEZhOVb7w2PFWSOQgiTtjze2yJaxzPj/XI7nFMswpVRkHTEWePsZB7B6S69wtvjM2J133tl2tIhXvtFoFEutyKSjr5jLPKb89ilkh99sU3ls+TrzrfZF9dpbkswBBAYgLE+VPRPOTdPrDMKUYF+Q6USwwRk41jX0Axks2C+eY17f1NYrP9B7BnF4CUn7CzkzyGVbxPLXF/fYrnjL8exPQR6/NbVTDeAWyEvt62T1wEBO4diRM6lByJFnPDyeMHE8cAWHybx7+6o0gtOJVsa7GmAuh7r0yAbUyYbK23uCfxHwiOQG4rFQntgpRJEgt6nGUAGVyhRlcm+BstHm69oH/a0G33PMEQAAf7gOw6v6k6vDc6r6TPQsnmMZcT/4Wc1G6rh5zpJBoBdwobwCDB5nrQe/dZx0qZR58GSopE7Rk6fWqTJiWageKI+R7VH9nZqaansJhPvGIMebn6onnPXVtrRe5V/rzMkmkr/32yPNfinhepRZA7+5thQYqU1iO6Sy8QJ6b0xZT1TncZ3bwNKsvsCgcyKaU/yM2kvmyePHs3+erGpqpxrALZBGDFAobwmKU8I8SXnJgR02nsd9vJmkYMFzeN4k5nYRzcIJ6flHzeb8viv+yDCe08mJe3yQp/aRoz1esmPe1Lh5bcD4R05Gx4IjO14y8Byz58x5zLxzhPjD1LxXkTf6YgkKkSqeazQaHSfP8ziATyw1seFm4MA8s+5F5IEnLClFjkABkS7f6nIR66ZmaHVcmAdug/vKjgfROPdXHbonAwaYuj2B9QoZPpTTMee6WWc9h8F1e45XdQ71qg1AGe9wWm2P9VnbSim1LRNyXVgGZQc+N5c/zkhlopktdcYK4L2XY1huzB/vB2V5errHfPHxH2oXNfup8kcbvNUB5bgetcXMQwQw2D+UgW+eBwC8artZtgx2m82mjYyMtK248JJmBHS8fZIsG9TnfT0jkre3dM1y1nHAWPPH63VLhpLaHQ8Q7uxUA7gFUkOqSuspsAIbniiRA2g02j8FhXsarbLx1n1HHt9qgNiomC2m7PkajDPzpeCR/8//AIi4Pu0394PrYNKMWmQAVI4KPMqeYeDpleH+sEMGTxolsiw9Z+s5ZnZkDB50fKN+eH1SZ6HnbqkeRDJj2aIeXFPeInCudXhj6UXqOm88Bx45Vq2L9yfx3FBwCKejbaBfrAfs6JQ/OGIOKiIAAvL6oWVhX8AD665m3lQW3p4zBgPKA1/juaUy9eRdVYdZVzkI5vsMVlhmPOdzNjkCW8yXx6fWo0GkZ0+YeM54AM6zgV4bXoaebQbPbchC5ymDWA0Uedx0bFhfuE61mdw+2wHwo1lV8Ih6+DvSuFcG4FjH0F5N81QDuAXCW4UgL31v5i9j6QZ3BQnqOKDwQ0NDHcs8nClKKRVvXfJbkupUuS20jf1JGsHp24iYVOBT++D1hyewPoMNx9h7gYiXswMe8VlnaAdRnmcU2bAAEOsHtLVN3i/CDtiTI96SZeCrY9poNNoO/uzp6bEVK1YU/DLfbCSbzWZRv8q30Wi08cvkATo22ly/Lp9gozifJ4X73jIf64fKHTqk53txH1hGGEPvqxV8Ij0v62NvEPYU4hnUgWe8F3NQJyJ9fqMYskFGh+ek91Ym3sRE9kAJz/X391tvb2/H25AqOx4THj/OCGm2id+sxfP8V9ti4MOZVn7zW8eN5YoXHXp6emxwcLDtCw48fzSTxfwyMOdlM88W6HxlXeD5oAQ5NZvNQu5l5GXu2X6zDnr2AzYZ5AE9DWp4HkN24Bf8Dw8Pm1n71xuUX3z/dnZ21kZGRoo3qDG3sCcO+o82NEDnVQwvgBkeHm57Y1j9Fvjq6enpODTYSwKwvcVcmpmZKfRMXxxS0mx1/UH7RaoB3AKxQ/WIo2sQlNr7zAmTGij8nyNrjqb4Gk4Oj6Jr5YfrN2vPyOE36kG56M1VkL7ggbJevzkyVKfC19mZs3PntyJ5gntLTgwwdOkY/GlGwZOBF/2Bh2Zz8c1HLYfxgYzgJMEXZ2NYHp4DZRnph8O9KJRBOB8loEYXlAMUXnbK45MBf5XlONVrr30GK9o27nnGHc4CwY46Y7wswvJiYId+NJvNtnIRf3A4ygf45qMgmA+WcSQjXupF3zQIAg+8FApZAYgqb5CLBghmVgSGACv85jZnWvD5Ny8jxHxDrrykjr/60g7Ll+cwy4gDPwYAStBFzFN+QUL1Bn3leck2gvkHPwxasQWFj51RQv2wXbBtfJ31s9VqFWOB/kRAlMdocHCweMEG9lHnJ7Yo8BvzDLbUfnNgwMucrNdcHnrEesOJCB4zBoscqEPPGVBzfyFnzAMzKw79rakGcAXtuuuuZrZokDnKAkGpoWjT09PFmVZwgniDjN/4hGHis5Xm5uaKN/04yp6amrKpqaliEo6MjLRlI9iwwlBxXeDD+wCwOpOhoaHCMM3Oztro6GhhnDjK3rRpU9vkhjPDeVUDAwM2MTFhExMTxUZYGCY9Hw513HnnnTY3N9eWhWw05s9Xg4x6e3utv7/fJiYmbGxsrPgN2cJAwQCOjY217VMbHh5uc2DoGx+VoAYGB79iTPmN1dnZ+RPDU0ptfJrNGxXO1vDbePhUDZ+Cz22q04SM8OYtn5Fn1n7UA4w3nNPY2FjBM8qwY2TArEtZLN/Jycm2jBXLG85pxYoVbc4d48in3eN6f3+/7brrrkXd0AvoOwhyhT6xPkJm7PQZrLdaLRscHCx0EAQ5t1ot6+3ttbGxsbasGRzCyMhIm55yWwwkvf2yUYZ5YGCgyJTAGXEdvB+T5Q5bMD09bQMDA9ZqtWzTpk02MTFRyEjbYEAG/UE/IGfIa3R01FasWGGTk5Nt9gbPw56sXr06DBjn5uaKZ3E0D7I+cOLsgHUJTMErdBV/sV8U8uez/DCXFFS3Wi1rNpvFPMU92DjYRWTScEYd9w/nojGQajabRfYLthfZX87QQe5DQ0O255572uzs/GcZccqAZscGBgbazvDEdbY7mqHD+On8xBiyDUE2u6enpy1LiWAT4wO++S1l8DcyMmKtVquwdWZmGzdutK1bt9rQ0FABVHlsISPMjcHBwcJPmVnhP+EzvD3cu+66qw0PD3cEu9hDXlMN4AqCEYFRMOvMGPByGiIaXp5hJeYoEIaE22DDxcspGq2ykdNlFmQPNOvHkSSDhSjSRd1wpOyM0LYaXSZE2fxPDatmCnnZig0VywjExxgwqOKIkh0FjxfLnYEAg0Zd7uDjJPTAU+WPo2vIBeUUkDGwQP3gW5cz4KT4qAA8w1kEPiYAZbUNHi++573ZiTJ8RAXGB32EbrFctO+chUSdcLr8HEAKvyyCOjgry3LkfwCi+NvX19emh94yH99nfYyOykA9PA4sN/DlEZ9yj/YVwHm6x2MJ0MHLZMofz0/WNzNrG0MGNABvDPh1DAES0GcGAHNzc21HwOhSXpSVYX3l8cEyMQcXPNYMUHluaFa62WwWQQQDI7YZIM6SYlz40GLmW4/5wPI++Ef9COwRgOH4FvDAOgjZYlwgdwBo2AbeMoAACqAH5TRYhqwgWwVwPGeZT4Bd9N37/NXExERxMDRkApnBNnDQBT2YmJhoS4Dw8VAYNzyDsro6gGdqMmskb/1oJ6R99tnHzDo/jxKROm2zRUXFcizORjJrNy7YUxItC3IWCdHPli1b2vZHIOvEk9Djy1t2wDXwpHXy8gKcrKcmmqljoIloUDdOa3TIWRu0yQAVKXY26grUGFDzUg/GQcsqQOfNx+CHgZ4HgHipF9RqtWz16tU2OTlpmzZtapMT18VjotlRkDobztCxLrHxhCFmfrmPLAvdS6lOje8xTym176FhUjCn9XGWWtvAP3bc/CzzwO3x2CLThXtcBlkcOAlkUngMGWhFbUF/ODDzZMU8qSPTORnJjR0iB2u651YDE30W7XE7yJ5zsNINf6x7bCsAyhj4oA7oHAACE2eZEEiyXQGIUdCh4M3jm+XCuqd2vr+/vzijU/dZwe6wbfACDIBYzsYzCOXs6tzcXLHXkOcx+GR90jdw2e5wYO5lS3lvMI+h7n3msWN+wSOvWADAaYaffRr4VAAKmenqgY4hMubgCX2GH7zxxhttZ6c6A7dA/GHlyBjodXV+vBcJdXHkiGfwFxE9TyoFEVB4js7N2sGXOhXmz8sMMIBj0gwDgyuvDpaVAgjOrGkUpbLjctovzuZwxkpBCp5h+erHsplvfo4NFxsT5pPHh8twVqPRaNjExESR2fDAh6df0RKVt49HwbfyqCARzzO/HqmeAGwpsOM2PPKAjPZPI2oeMw4Icv1kGXHd3vzUOcUZcOgT18XtcV2aBVI98YjH27Mr/KzKmvWZf2vQptluva994noYhHkgTgMEbx6zXun80HYbjUZbIApCZt0sBnAa9CkvkWx1/qKslsc9PfjZA/Rm7dlI7SePHfPN2SjO8Om81aCTbZSZdQTGPHfAkwZcmrnljCvrjNplJBS4Td4mpHOOCb6JkwHMn2dz8Rxkg3pxP8qU74xUA7gFwn4RjmZAagSgzAoAdM8EDBVnPxhsMWgB8aQGD3yYJoMVboujLLTByy9M2qaCplyWQ2Wj5Dl9dnqaKdCsjOcI1SGoQ1EHyYY46rvWFfHvycgjjDfvz6sK4KrU7Y0DPxvJSg2+ggIG/lEkDNL9OyorL4vI/FcZ27L+ec9yWV669rKnHgCL+hGNRxkPLHeVSSQjrgtzv6pucoYvqlPl6M0NM+vIqChw8PquelRGno5GdhRl+YWmu2r5jL/4guwej4PaDM3IMUVzS0lfuvDsI1OUYDBrlxWyegqCPH61Tm+sVRZqy9A3rOJossH7/neZvkR8V9WznYFqALdA3j4Ks/boOIqkdR8Dp40ZwGl5r23PmfDkUR48B466sDzEBoiXPaNolCc4DJGZf/grP8NvnGlUyvzByHCfmWeN3Fn+akQ85xQ5fL7vteGRGlIeKyYGAywzbY+jetW1HECDAdOxZPmocW40Fl980MjeA5BlssDYeEunLBvlhfVaDT6X9fSYM3LKm+qVJ1+WkRdMeHLg8ky4x9lgddCqvyorr06vz5xB8Z6LgBz3gbMq4FfnjAdA+a/O/agPnFHx5KljhboBXvgZ7+PvsKewM2WyydlFs86sPOs25i8DTAUQKnevXdYlblsDCMiC29A3jT09AiDy7DeuaaaO77MuMH8eUMq1wc/q1gy+5/ET2RuVYU5nd2aqAdwCsaPj7JdOQI5sIrClew4QffAE4WfZaICwzMNvZkXgjY0SG2v85TQ4vnnHS0lsqJgYBJpZsalUwVlKqdg/onsjdGmAz/XSOlj2nvzZsZl1LjGqQfKMj8pdx0Pb5n1HXCcb+JRS25JpozH/xiNHwHwMBOscy9LbYK0AA44ZdWJs0RZH32bt+xqxJAL+0T8APc/BePJHGXUE6uw9UAg994APOynNHEaRew54Qn6sJ+rseSw5+6H8gW9+SQfzGnLkzLnyH/GbswWaCfL0GE4cbTWbzQIA8T4uj3/8ZhvAmSC2Sd53SVlmsCe8vIU2dD8XiM8mnJtb/Gaq7mNEG1iGS2nxJYac3vBYQ8+9l0cwlgxAuU4dW/AGPeYxZmDPc13b0Bc5dIzBu+4NZt5mZua/vaz+QeeUt5+O5a7zk/mPwJP6DAbX4BH1ejZXrzPpHKopphrACekEMvMzSF50opkt3FdgwW3x895E0ihHjbg6BDYmzB8bCC6vPCnQxLOcSfT6ASfGfHpybbVabdd5fwgMLDsG5cczrArg2HBwnbim++1w3TPScNI6thoRIwBQA69g2tMllamOOV/nv57+cRCB/7MT5TdPdX+WtqNOUMeM+8Hy9jK0WnfVa8yL16bHQ1RXWTYsap91kOXlOSYF9lxHrm20wX+1Pe5fpBdqG7hdXVrVDDzrKGc+vTZ4znnzU2WmsoJN4SwtA2gQdBn/R3vYWK+g28sCq03QeQdZcLsqKx0nlT3PJ25Hx8oDTFoP90PlrcBGbWLUHvOj+xUjXjy91XbgExAoasafAavyhv5WIeal6jM7A9UATkgNGSgyAHiGwZbuD4qWrfT/XGcOvDGQYP4woRhMoS4PwHmTSUEf2vPelFLeNVvFfWIApxkuZJDYIKhR0j40Go221+LN2o0FR6DIOqKM9/YvP8ORvoIbNbBoU50MiGXhLU14RonHySMPILDcms1mcY4erumLGpOTk27Ez4EAzoUD8YspyjP/9upTeXNf+K9e96LxKDJXJ6ztekCV55I+6y33cECgfeN/UZ1eX9mmKODw5rznaPmvZr2Zd9Y3D8BpkKbBp5dB4Ws8d1QWrFtedh5915cD9KslvDKBuvllJ9Zztdv6fwZwaFP1KAIOKl/tp5bT+lSe6B8/o+BNy/GxIRo8MT/Mn+okzw/lOwJx7CdhY/kYEz4OZ25u8VgU7kvVvYzKRw3gFqkGcAvkOWm9r5EqkxeZ6cRAGaTSeVlCjYu2pzyqU/IyQh7o1Kgr6h/XqwY2kh8bVDzDwEIdKMop+FAAyvc80MXGt9lsFuc4eRv3+Q1WjZC5vEa53CbKKLCAwYqibwWEueg3ItUH1VXwg7fENKuhvOlngViPU0pty3DsmFlndY9nWV/K+sikbxyrEWdQjLo9Q69zieuLAKE6UciGdVnngy5bqW5xuzwWkRPlsp5cee57waUGkp7ue3aGgRC36TldDopUdtwG86ljynNDZaJbD/A8MsvgwVv6BqGuCCBzX1BOlx69+cF9jf56mUWuk/nwdE55U+LnojZUHmqXvGfV/nv6jrHg8zDNFvWE7SHsowJfJeZDfWcN3tqpBnAL5DlVvceGSCdWzhlz3c1ms+O0eC+SKwNwHtgCLwBFHHF5kak+62UqGGDl9iR4RkRBm5fqBwjSbJHy6e0vYvlze2zgPWehBoIjSS+Lw9fYofESEIgNljoHHS91EFWBjRc8KL/YO6Nta9YFQF/PY+II2dMXXpbVusv60y2A42fKnJCW8wIrlpPn3FDO0zkdQw8o8DzgJVXwo7aD51gkH9Un5kkzV8xLBGi0TtXV6JmoDbZZXgbZk4GClAj4KIDTe9onr8+8ncEDM97SJK8MeHPH0xmPf13mVX65TvU1bM9Y3kqeXfTkwvwpD55MormqMuajedQW8P8ZwEXJBNxD+yr3mhapBnBCCoTMyvfXRNGPGiz8w6vqHiiI2oqyCZGhhFNQQ6YGQp8xa8928T4o/mQKkwIZfo5BnAI6djqcco+iPAW23J+cXLj/DMZ0OYjP8VPnzktJHnBA3Spvb9nQW97x6vWcBPcncspol7MIXgbIc6psVCODyYDPoyiiB5UtnXj99mTEbeH/ucyOVz7KAnhjr45E9cRscbO8ZmK1Xe6rygTzR3ljcG2WtzfcB89RevrmLbsqz569ifQA/SqzaQyE9RrX7wVi3vhHY+r1C9dUJ6M9W14d2j+1h2xXeEy8+ZHTU5UBl9fz2LSMB8aiceEjnSJ/oTJotVrW09NTfIpQedfxzY2T6nkk75pqANdBasB0icYrGwE43GOg1mg02j6ponUxRU4M5b1nlCe0z44sB/oA/BqNxQ8958gDb2adZ+UxEGQHxJlC3sei/VZQFEX5nmzUgLCj4jJ4lh0zjx0DIc/QalvRGEWROGSky1bq8HMADuXRD/4kkldO+S7LpET8e/VWcX5KETjG71z20TP0yku3joCdHOsN64nXXm58mDxnGPUPv9WxeVs1+H5klzwAHwEFfs77rTrKcyjXH65DZenttwN5c9grpzxXlbP3bI488MnXI3uUa0/r0PsYv+g+yFsx0vo9Ylug/Gmb2AOH76h6WeHc/FTSuZTLLu7MVAO4BRoaGjKz8kM8y1LVOdJJllty4rJsEFAGS44548w84xkPkHnlGXRhAnkT3ts0y3WqgWeAopMZm2HRntYNg4DPdCnxXrpoWRV1KMDUunHshxoZBqjoi2atuCwbMjwTZa/U+JbpIstOn+cP3+Mv2mbCUSSqY162NAeGvD5EmTY4ND1+QR2fR7ysyfXpixXMo26a93gx8+XNS6gsO2zY5k9IeQGZZszUoauMUlr8yDp/R5Xr5QBL+eV+sN5rX6P+euVy5C09emPjyVmXQRlwentmFSR6pBl2bxlTbQJIX05RHdTMfQSEcoG19pP51LfluYwHpiLby/3guaWBoe5b8/Zhqh9COW+byczMTNsLY2b+qg3XH2UizRb9Fe/nBk81oJunGsAt0MDAQNvvHDCqEll7FBkAJd6cy+WZsPncAwM60WdmZorvPvJbS0xeG7onzlveZJloJk4nqu4Pivqe6wcfkhzxy/JVgIY2uA4YJL4Ox+udIcaOAQYIbelbtFp3tI+vrB8sRy6nvyNDq6/36zNV6uCMT3Sdn8kZfD2vjuvMyUYzhLjGdbHstG7NCnCf+cw5dlw6HyFP/jYnO0huU8EM5isHAtq/gYEBGxgYCDOgeryLgusIkHogwMtsqfz0GSUFCnheZcOZc5Z3WV0ReQBGZeGdb4hnveCsmwBdQVY3/dD7ukKhuqr2xSPwoefv6XYKBWqqF97c9vSK29S2cwkQfTbyp9F41OBtkWoAt0A4nwzOHt8g5Q/+4gPQIDgbPpZCnbtZ+wd+Wfm4bp7EPPmwp4Cj7bm5ueIQS/7QcEqp+Egyf3KGI0TUhYnWbDZtYmKiuO5FoBqtehkFRJBl4ErBCN6UHBwcbJOVHrSJIy3YsKmD48wR8482+Qw6NUj8AWvuJ/rifdwa7bEO8JirAYITw9gAVOMvSLM0kP3U1FRHlM4AEbqj52OxzFutVuHYoF/qGFgXFXSir8goquzRpoJ31lHmF4EBZ4e9DJD2wwN+0EHwg3kAeQwMDLQdvjs5OWlzc3Nthx3Pzs4WcygKSFgm0Bv0BWX4HD7oA8tVZcvzG7qOj6EjE4flcD4ixiPoPeYIgKbuTcJ99MnM2uSnfYd9gR3hfX46HviHspAJZ129N7a9lz54rkN3UT+OEsIY4hlsU1H7oPrjZR/7+vqs1WoV3zXOyRo8QwYRGOHrUYaRedPAC2/We9lW6D0+nVgW2IEPjAX3TwNdPaYJ8wpjAFvGx7og661y4rZYRsheq53xfKn+f2enGsAtEAwqlpRwThZPTjghNsp8QCobFjgmEJxSs9ksMkkK4PTwVRhdGEA9zBTOh0/51mU/PQ+Oycsk6RunXsTkTSrOYnhvf7KM+TrKsSw028HOEfLDde0PGyqOMLmv0Rt/bKBUZlFkzo6YnYLKE8TAGvUq6IWz93jUtqOMKAOORmNx2ZaX/rg/nsPWvZAcPGibLCsvYva+JKLEeuMBcQW0yoMXPLATx9IkrkPXcM4YyvL3VLl98MjyRR3eocf628u4gGf++gCus+4woOTztjy5e1konXPKMwcAni5wEKdAELLkTFtEqAdl8SzLK6f7vPUBoAXlGBzyETq4xsSy4muon+2RBhQeQPPAIeSn7epyYI4/Dji0HMubbR30mAFj7mxOzjzjPs9pPq5J7Qr3MWenzBbHjtvCdc4UggduS22DNwY7I9UAboG2bt1qfX19ttdee9nU1JRt2LDBzKwwfnBCrVbLjTzNFo0sR1C8bKKZLF7b58mgxpKNujquiYmJMMrWrAUIxntiYsLMrC2jwpNQf6M+ZCiUGHwqwVAMDAxYo9GwsbGxtqzJtm3bCl4gM0TCMzMzNjEx0WHEeGmAswlelMrjwyAH1xkos9FFWY3YNRPGn/UB/+ykmKA7APIYQ7TrASRkFdh4IkJmgKp90CwwPr2j11lWCrA0INFneCzQpvZ7enraPY4GspiYmHBBkCd3yEidmZkf4WOswQODN5aVnivIcxPAlQE7v3WndamMWB4KigCyIvmzviC4ZLDlOXeWsWaIWF4cfKKsB1ZwzcuQa9YJeq36omeA4T4f/sqk9lKXGfW+J2/OFDF5shoYGLDBwUGbnp62jRs3tq1meAGFB4pzxCsrsLccaKu94IAEKwAeOAZYhR2ETDTgxn0PpOO+ylv7CjnoMUWQgY4HZ3SRaDBb/DQbP8t6gnnBvEb+bGemGsAtEBTSUxZVHG+yYgIp6GIAB1KnFEWcXM6LOniy8MGJ4Ccy2Bqpa/+8TB0TTzDtF/hUXnEdBoT3AsFAsmPlJTpPhgys2CiyDLhd7jtHntx/NaY6HioDbyy8iFuJ5aPGiq9xP7Uu8J4LIvgZNsScRePnIauoz8wzE57TNnNnuKkOgmcFL945XywjzmoxgPUCI5aN10/Ixps7Cvg4U6DyBTHo5b4rkIEec98jR828w3GXOTV9SQD1Yx5yEMAZS/Cq5IFfr99crgrA8YAzyyi3L9gLkvheWduos6enp1gW52yWZrEwDmoHo8yQgmLNkLF9ZJ1Qiq5p4gD1M4/8og1nzXS+evNcdUf9hc5n1K16wt9vjgj9AOCNAtuazBqpzkWamdmBBx5YZIhmZ2eLjI/nSHW/EZ96D8MKp8ROBfUgCuG62SloVimKyAEWOTuApRiNTjnSVycI0rf1lD92ZJwR5P1evIFW0+Sc9eLDOfGsF1VHy7HoD8sN19EuL43xHiwFL17WUusFn7zUBWCpRpHr0L1k6DvrC2QMQmYUdfJymQe+UY4NJvYbaUCi+qTGUcGk2eJXHfTzRdAP1meOpNEGO3MFP+gD+IWTAY+8f0ozpiwj/qek2Rj8VRlC17DPCzyyjBlA8WejlDg7zCBTyctmKmEcsd+L90yqY2U+eeuFZr76+/utv7/fJiYm2rKfqFu/M8z7onhsWYY6DgqwsdcWbfFydpXMCo+t7vFVGbCNhpwVRGJeep+M4yONeNsBZxbHx8ctpVQ8q3IHQTZ4s53v9/f3F6CGdQ/6hZdZ0F/ogMqd+6QgnYNU2EKe/+Cf99nxfGVAzvtrQV4wBB5YX5hffYOa+4O2dR+p0o033uhe35mozsAtkKba1TizgvJmfd1fwmX5CAd2Err3DWW8fVCqxOBJDRiMJG/mNVs0jt7k002qeAWcI32UQ7+4LfRLQQoMFfOhG2V1AnM/1bEqAFJ56+Zo3O/v7y+Mj+4T5GwRGzTcY0DJ4zowMNCWufCyVhgfjHUOwHHdbOQ8feH6Ndrm4IKdDvrGWWGUY0Ct+1yYt2ZzfrN+BHzY6YMf/stHlWAc2JkyuIJOqkPAyxecsQNv3B/WAxDGHG1g36gCUVxj/VLgqaBExwX9hu5gjnjBAOYB2xkPyLB+Yo5H/KNuBpr6LVG8jOXtvUPdSp7esI3ggFX7imd4rpstjqnqZmRPPXDiZe04SPFsF9cLfeStMagfNrbVahUy436Db30JSQNCgBF9USel+Rcm+vr6Oo70gMwgI7UJutwJ4gCLAy4OzFk+HphSu4v/s10BRQEK6yTbNfUdmAeoi7PA4D8KfmqqAVxBu+66q5m170Fh8MNAB0rc399f7GHiw3kxgYeHh4vIkw0M3i7jqJY3WJuZTU5OFk4T9xlcjY+PhxkuBTvT09PF21Tgu7e3t3jLChN2ZGTEent7bdu2bTY3N1cAIBCMEZzh4OBgmzOfnZ0tDBJkAtDIk9RsMWvDy2yIBrk+vFUFQ8PZPbSNiQ5DCgMwODjYsXSANvGsGkGAK/ANfcCejTVr1rRlXbdv316AYyY1jjz++Oft40L2lx2wgik4Ls1ogX+AR8iEgTovaXjOHWPGWYWxsTGbmJgonLtGy3wdfMHBAYBi71ZfX58NDg4WegR++/v7C4DNY4OlrKGhoY79a5zNZvmgbpY1xnBubv4tTu63Ajjsz+QsKuSD35yZwNt/nF3CvIEDZp1j+ff19bWNOerAdXZ6DKI0E6plpqenbXx83Fqtlq1Zs8ZmZmZsfHy8LYhjRz0+Pm4zMzM2PDxcyJTHkr/bDB6UP2Tf1VmjzW3bttnk5KS1Wi1rNptFMMQygQ6y/kAvFLQwmNIM3Pj4eFsw0mq1LKVUZLfZzvf19RVvuDOIgZ0ZGRlps4XgefPmzYWd5HnIKxQYB7SBuQSeBwcH23QYQA6yXLlyZaE/s7OzNjY2VvyfM9usexxAclYV2TsvMDVbDHi97Cp0c2hoyIaHhws5jY2NdWw/UoBoZsUb9PAZ0CcFoBj32dnZYp7C5+k+0ZpqAFcQlIMjOM6wcLTHmQ2NYLyMFgNBGDQ2QqiPox3N8nE0Mjc3V2xqBQ/IvHnLbRw9waH29/e3GcS5ubki0pycnOyILDmtjToQtXKGD/+QWdA3GJGR4qUNjixZBroEwECWsyWcfWHjoQ6Ey2u0q0AK9bBR5Ihdn1WjwgCQiWXiLZ+x88QLBzym3CfIkglyYUDM2SPOSDAAYqeLuvEc6z1nwXipmvUEQAmyYz45+wNdwQsrAO8w4nCOZtbm7OHkofdol2XEf3lseGlGCTo7MDDQpiu89M56pcGSZn8gXwVbDDYgB870YX7Cnmh/uF+ok+cUZ8Y8R838cCZTdUkzeXwdfzlzhza0fI543Pj/SqiP+WZ5qEw4aOQ6eKw0Y8TlORDkMqz/3Ib31xsD7Q/XW0aacefsGuSBa5y11f57uu/JhBMZ/Dy3ozoJPjWg1S0dIOaFQb/ey/G5M1MN4BaInZfZYqbCM+JwMIgisJ8EzsFs0VHDSSF6Qp1oo7e314aGhmxqasq2b9/esSyrYIUzANwGvkU3MjJSRNscUfLr6Mhs9PT02PDwcBH1DQ4Otm0yBShEW7zUAZlMTU3Z2NhYwcPs7GwBLuG8Go3FvUycSeFsJeTBwKq/v99WrFhh4+PjtnXr1sL4oG3e/4d+sYEdHx8vnDz6DAeJ/qA+BqIYP9YDNlqabcW4YLy4zunp6bYx1SUS1gfIC6fwb9y40RqNho2MjBTtagYUeoi6ENGjPxjDsbExSym1LVtxMIFjc5CpmJmZsVarVUTBw8PDNjk5WfDAhAyc7gdkuZtZsZ8H/cfSEWcPQNu2bbPp6WlbuXJlcSYav62IucT8K2EMkdHBuCADwsEAZNJsNovMOc8/jNP4+Lht2bKlbSmJAa9m2NA36D3qQZAEeQ0ODraBRp57uA6585vaDPIAgDFOyBLr3iboMwNijAMyVLqsxgCYCbwiKz0xMVE4WJ6TjcbiHrjx8fEC2KujZz6RRWq1Wh22AjL2MjgYa9YB6KDunQRffA2Eunm7A4MHnQuaEfTAM9sAMyvkBV51VQVvHEMuzCv31wNtaAt+CuWiTBbbPLaxmFspJdu+fXvbmZhTU1NtQYYGBmbzurR69Wqbm5uzrVu3dgBbDl6QOEEmnGWKZ3RlaGemGsAtkLfvhg0s/9a0PU8wNjS8r4EnLhQUxh2GljfOIo2MunRi8NEFvHcAS6KYdMyrF2XyhJmcnCza9AwTL7/xploAGvDibRQGHwx+0E/mCeUAiniZjQ+pZL55KQFjwe2jTn4bj+WPOtQ5qdGGsUf/ue9eJkPHnkEi719kHWSHDZCFjc1YTkQ/sGzHSxgoq2CYDzZtNBptsmRwizHg/Wyoh9/O47onJycLAOctj+CgWzg1zm6ynnP7vDSJZ3gu8KHLMzMzHQctM3Hwg7FDHwC0OTuBshhHztBOTU0VsuSMHOpUgM5AxMtSskxYrgAhrA+qR9wmxhR18zzzMoAsa56H0Vu/3BdvfmAcOeDB8/g/A3weGy6PecD38JyCL9zXOrk+tlkKnrzMIt9nvrmvIG/fmsrIAxpe1pHHHXwhGNaxQr2ef2Jim6w6wJk1jz/1WXyPX8BScMX88X3WVfZl6Cf3hWWi20zYztdUA7iCEJWzoWfiSEedtEb/rJBQULPFo0p0KUijKq4DERja0vuYnFu3bi2iYTUiChi8qMvMioxV9GalEoyCvlHJpNc4mmODpXJPaX6/yvbt2wuHPT09XWRemH+NbnmZ0OMZ2SgYAt4UrKSbcDVzxm+NcXnOLKBede6qZwyw2WHhbTfe16UAQflV0qiXx5dBBu8zQxQOYifNstq6daubRcgtwXGWBjoMUsCicvIcWWTUo3mrsuKMm6fz4Jcz7/yctqnXdVxU17zAA7xwH9ipKUiCHdEjMPQLI+gny1EdKwc7Hq9wzgwAOejQvqIO7g/aYH1gPiMAx2BEs31MKjutW+ep2jjth+qF16bOR+WX6zFbTBxoXVqH9sMjBesReXyDoHdm7fvxIC8FgUrqNzEGvPrEyQTte26OgPQMuZ2ZagC3QDxhoKy5+zmCQnqTMweuojq8Scm/PX48J6qOTIEFJi/zw8BPnSA78kgm6jS172pcFSwh08Agg5/HXzYuaEOXZ3DPAw4KnnCdgYE3dmyIUN4D/8oD+IvG0csWKKj2gKeXOWVSJ8QGWSNh5UuBFVO0FMMyYRlpeZ0DPJY8Hp6sUEcUnED/czxDNp6z5/v89jHa0Da9ObYU8gAc+OJARQGRl9Xy+MjZsW74Vueuz3t1easdDKZTWtxXylmeKqRAMCrTbRbH00NtMyLO7CrlANVyUMTzjtbFoLysLc2u1bQ8VAO4gBQAdUPswDRaZPJS45ptiM6JUmCm9YCia95EQyatLMrrhjTy1Ams9Sl45MyD3kedEU8eMPb4Y9mzk1Qwq7/N8o4xJ6vcEpCXAWIDqMuNOfAc8RZdV754f2G3ci7rI4OTiHgelpHHHwMts84lMM3s5er19KPsmYifKvOIdZ9lxOA2x0MOVCjw5MwL7nvXo/54GbaobBkBXHGWsNFoP3cvAmDRdd7iEGUEy+rQurxAP+on+FeK2mZ+0Q6ul/HP2XmW1Y4AOS+DjOycJwMNNlmPlZeysezW5+xMVAO4u4CqRnYK2tQgsBHzyHtGo38Ga9yeLg1wRH9XkLfEWhaN8TPeJMf93BKFWd6x8/1clhOyUVnm+NK3Wz0+ysbYe87LMGh/csvIUd3QQ42oUYYzPh5fnv6U9S1nvNn5VIncta3IueT4VYrajbYM6DhEgK2KjegmQ1TmnHWpuOy+B3i5Hc3Gmy1mhLvNbEWUm2MecTl+GU2f7eY36xT3FxlCbw52k20q61tkM7y/3n38v5vAwatrOe51M478FyBVdbOmGsAVFEVoUTmzTucHBeW9GlEdnkHX4yLwN2ec8XajHh6p0R6/BakTSSM+s3hDrPZjKUsR2i4voXlRKoBQztl7ey9yfOMvZ1JyQJnbiOrkCNMDB9oG+hONscoGz3B9zWaz7a0yBg3e+Kj+YuM7Hzqt5bDvTbNmvHzbaLQfmcF8q77zGCtgZN74vi7v5p5hmfLYetkOddBal17H/zVLxLzqOHB9+OvJOQfIc05L54xm0nLZpeh+BJ48HWM+va9T5IIrpmj+6VYDj5RHjI1nLzzdVKCD/7PusSyi8tyXMpvi2SzVkyg7z+RlAnXu53TSy+ppP5TKbD6/cc11qp3M6WLUZpWVlZ2FagC3QLmPBXvp4Byg0WU3dcRR5Ia/nOmosqzD+19guPhNWBgh1NlsNtv2T3kTV/nlNpn4XDQYCG4/It0jE0WtuhQQUWSoozr5L4+n5+A9/gBocDAl9Ad8RrLzAFxEqneRTL0vNbAD4//zvjT+i7GDvrBeKICDvPStQAQJ0B1sglaDiza8jJ/2XY225xBQDvvlWLbQc09+vNTExDqXI7TJusmggevmt60VIDF5jk3tDXjz7IUSH1OEjeReAKkn7EfBHgN0DVR0PyZnTLw55PU9or6+PhsaGio+/eUBGy8DF2WLWf68UqGBM+uZ2kvNCKkeR3sSlUcda/ytAma87Q2aeY5As+fXPOI+R2X4+CzWTZVVWaZY2/DK1wBukWoAt0B6DIEXxTabzeJkaH7bChOVD61l4rO1cgQnyHVERgAOIcpg8cnifFYZt8FHl6B9NmJ4Y1TPhOI2cYI+jtXgLIw6eC+TwvKFY8tlInKyU6CTy9bgujoqbt8DGMx/b2+vjY6Ompm1vR2rmTjtU9Q/zergrWV8uYPlyTrp1a3Oh79SgbrUKDMI4+uqP5CBHsLMX30A/wyqvLbwN8raRH/RN84cQp9ZtgxG9RgLnWtVMhJKqi/aNsCvB9yjer3MCT8P+at+evNjaGjIVqxYYVu3brU777yzrU6m4eHhtrmPM9u4L7AZmPvQKxDkr+ActonfjtV+RoRx6Ovrs9HRUZudnbUtW7a4dkJBPUjHqCxDqBlc/ZKB8u8FFZyBUyCMNry3alFegRDLQvvhgdmczctRGYiL7vP5khHwVz6i7G+UoYuykjsz1QBugTRiAGmUBOXE6fK89AnF4m9wgryMCAMdOHs1CHx4KafKcfI5+Nbzl7hfHCkzH3poMAgGRJfVYHAADvmYCciDjZhnUMG3giwGCDnjw06RvxbA4AT88aGkDE5w/ptmD5A14uwNxkSXUfjwUpYR+sFtct346oDqAPcP/WCQAsDIbZl1LjugLnxVg/cC6ZjyOVN8kj5IQQTa0rHmPqPeZrNZHMDKByir4221WsUB0Dym0dlf0TKKBj/ME3/xIZfZ4GyB9k95QFmc4TgwMNDxPU2zxaNXoDuwDeqgWAdYRpxNLctgaV/w1jbAWKvVCp9DoAH9wNcoPBvHoIQzL3zWHfqiIM/LPOrn5rgcB6c4/oc/OQjeGdionrC8oIMMJjVwUeAPvcJnAlkHWEfRTy84jUAi5gyyiprRxV/NsnOgxHNHl+YbjcVPyPFXP7hOfstfdY3b4vFngMnyRjAW1YPPqLEdj8Ah+ITMeRWppnmqAdwCQdk0SuJzvaBw+M3K22g0ikkIB81Gih0yIjr+mkBkRNipR/fMOpcBuT2NbHANfOA6ZwvYOPN+Bnb27ES9pVQ2JijLp2jzRGSw5/GLe/j6AwwrGy0Y5cHBQTNbzFKiDJwSDuPlz0zhkFr0E0ablyOYF0ScOKePQS6WrSATRO4MKPEPskGWAXXw5msGPqgT8tCsEwhfZIAubt26tciYQtY4ABeAlHXVi4wBVuAI0GdkClmec3NzbZ/GajQaNjQ0VDg89KfVahVLfAAZfX19xaHS2KOHfuCcQ8jSy4BBJjzu/HUKzch5AQMAqGY+PdA9NTVlIyMjNjIyUow15hP3tdlsFpkuBAoM8KH7eA7X8e1iL/PA/PFn2BhY4KssAHDcD5ACDOg36xNkC9CAsngWfeL+8j/0jQPVRqPR9r1Y1UHogNlilhtf9GDQDr543ppZcbA5QHyr1bKZmfkveeBMP3yfl+uAnUGwx3Mceo7y+JoCZIQ5pWfMeVnYwcFBa7VatmXLluKsS9Z3yA0gBs9C7jjMe2pqygYGBgoeGATiO7f4mgnkDiCMrykg0MK8hU7yuaXsI1hWrOdm1jbG6H9vb6+tXLmyqHNmZqbtiyQqI8yjoaGhYp7U4K2dagC3QFgKA3EUAdLISiNOKDomnyqkppYxwYeGhtqMjpl1GACOYtXheO14ew80ja/ZBJ5EnrOAcUCUBWPsbTKO0uBwMnzgMBsb5lXrg4wAxNAHyAkGFm2MjIy01cf3dRww1nD0fA3gBDIys8IZ6jIzACOcEjsu8IKlRu4vMoecJeAz0GAAWS8Aklg3QMjAQVcARvRFmaGhoYJ/liV0gg0mDLUuPeqneSB/jcbRL84Gc5DAQJn54bnGTgxlWY/QLjsXAFn+9BHaYLlynyFnzFk4GeYD2SDOPHLQh+sAWXpPA0HuF+QJx81leG6x7Lgf0B/IHjxoUAfS5VK1ffg/5i0DWMhNnTsHcawPTABw4IFtEfoKfdJVBLYT4IOz56wjrIMImqAXrCNcFjqu9oiz2JyRRubfIy9I4D4hcIn2d6ENfo7tGvrB85L9EwIBzqZxgMgrEhqg4DcnM+Bj2E7yuDHxvGQ7qRlczbDxvm7NSNY0TzWAWyB29hzV8mZ/Nggc1fFvKDXKgTSrAYqMEjsJrlPr42gf9Zi1n5+lEzUCVxwtcR3s0Nh44zoMj/fKvmYyNasULf1yeU3XRxkiGFQ1RAxmkcFCP9Q4RLLRU/vRFgyXAjIFVexoYEjBG+9f5D7yfrvoiA5PtnwP/CGqRjmNwsEjZ2kgC/yDo1CHpvNDMxYMGviNYv4+L2dgGaxrRM/jAUImAjyzHmCpm9tVAkDgvrIc9YsBPA84I81L8wwkvGy4Oj6PdMw5GOC+RHrANoADBE8GfECxAiDlAbJCf0CcKQZAYj3XJTv0H3MF81X1Xec6ZOPZAu6z6qnOByw7QhfV3rBt1nqY8Cyv0ih5suQx1HnnfXYM/Ub/In0GYQ6hT9BNfZYDYA0OWB/wm32dlgN5y53cNu7zOLNvQt0KEj1AvTNTDeAW6M4772ybqF4GglO/2MvEYE0/q4TrMOCaxeHP1Zh1vvnEdSDCAvFSDYMqfgb1oV944QDl2UjoMhT44+swVLjHL2+orLhPzAcvPXLaXetgwKbLO96ySaPRaIvgzXwj0mw2i6wTLzXxkhMTy4OdL+SI5Sl1eLpPDc4R7cKBYAnG2/+FZz1nCYDkLSEyrzyWKMP3OOPKhtqrk6+jj8yvN2c8QjvsZAEgIlKjDf3Aktj4+Ljbd+4v+gn+sB8H7WIsuZ/sbDyeeAmJAxjee2hmHXMFz6uO83jquEcvQQGYccbCe95z+Ozgwa8GNlpe7Q2W07HcyQCN91ypTqMNXoGYnZ21bdu2tfHvATjlDZlQ7PfTPWOaMWTb2d/fX/AA28SfN/Rk4dmloaEhm5mZsW3btrlBpsc3xl9BCj7tGIFojJlmxqAHvPQLGfI2CZYJ6uT9gcp/lFnEs/ANAIGYS2qTIBvN8HG/MJfUZjE4r2meagC3QNu3b28z+mb+IacAcNh7wJMCe+B40niOEAYEgMPLJikNDAy0TUh+SyzK7mm0r9kzBlFe2+oweF8M7/3gSNUDk+xE4XjBP2c6VWZmnVEhA1Hwj8wi5Akn7RkglEVb2OcSLRuDf30eDoDfPo0AFIN4gB7OpKAf4MtbStL6ef8Zf8ze41tBIGfH0AYbSy8LyW2Db2QSeaN+xLcH/HiJF7pQpstMLC8+IgM6GY0n6zW/NT0+Pt4G+qFLXj3gh1/UiN665jcX2WFhHFhPvH1guI/N6KgHhGvYT5TLTigI5iAUbURZcbN2YIpxQmYWdlHtXs75g3p7e4ughsehjDhQNZsH4dPT027gwdsR9B7mdaPRsLGxsQJEcp+jLBr4RzDTDf+crWb7PjY2FgZRzAtnqxEURTaBbY/Z4jdFMV/45S9PRrlAsdVqtc058M/gDPV4/ee/sAUcTLCs6+zbItUAboHGx8c7skVmfiaJlwvZwcGAKUEJNSOkkTbIU1DsX9FsAp73sk2YEJjM09PTBSDizAsDDG0TfTNb3KyuPOWcNzIUmunB3jEGj0wwzHxsAUeYnPmBE0Vf2NHpGOpRB3C+nkNUfnCP+Y+yIuxY+vr62pZUcZYVZKYfG9cjbWAIsdyJJSqAYHbakPf09HTbm3YK0vUFFegzZ4IYMCvg4w36vNRr1v4yAXhCvzjrBFnwCweQXZSRY0eQUiqeh25q1oEzFArKxsfHbXJysgOUaGbbA3HcB7TPoAZjxY6I+Wf9Vr1hXWDAwVk+ni+Qq8orB4TRP+4/ZOAFDdAHZJ45yED2DZvp1WZGoBxltm7dWowdNtN75NXB13p6egoQy/WDf/xWfsA32znmgQG3to16AJw4g1WF2H+w39F5HRFsA2wN7GLVbCv3kY+DUv4wF7xACnYDQJL557f01U/xfFX7y3aI5VxFJjsT1QBugTgTlFtCgEGF44IzRBbDM6K6FOAtbUQEPhg8KcBUIMbPqqHSZcYIwFXhG8/qZOOyWEKBc8OEZiMTORqVt5bnvWMsC3akHhiDsWFgyYbB4yeKqL2MIxPvwwJfrCcMFDgzyPWq0dKlKDbizBeDX82qaZ28/wnPcCZL60a7XL/yx88xeGdQNDMzYxMTE8Wytln+IF0eB/Co8443ajP457nC853Bn2bdWD90nDkg8PSOs5kKIDR4U/l7z6OdyDYxRfJTUMUAkceUy+Met8tOHvd42UufzTle5dNbKkMdWha/JycnO2yF8oA6tR625dBP1ieWeZQt5QDdC6ZVJiw3XOd/VbKW6AfzzvZR9YRts+crOABWntCO2hkmZM8gM+isBv2eLHS1gP2R+qyaFqmRasmYmdnd7nY3M+vcOBxFGyklNyWtk1+jNCVvQufKRcabJzN+63OcNWBSAMNtKkDj68o/y0b3dmgbXE4dHPeRjTJf13HwDBX+r3spNKL2HIPnyLwxUGDnjQ9nIc06o2uWDT+vWUve9M/y5zHFUgov3XmOQkEwxoJBJOsMt6EbrD0Two5F38QEn7x3TJdSIgemmSxc0yUjlqUuWfPbvWiT6+QlRNYfBjosEwY+WMbipVkGdzp2nBEvI315ARQ5VZ2/LJsI4Hh14L7qpoIOBTUeeM1R1FYE3vg5yCDKdGp9DBYim6t8KfhV+4Dx1r3NXn3sE5h/zgLy87oEqUEO9zPSB5aJp0fqQ5hP5dfzL14fIxCrPGLsGIDzmHr1/OEPf+i4trNRnYFbIFVEzTqANHKL7kVOzZs0ADFVqZuy3I8yI6j156I3r6znDNC+Gr3orxoHL+JW4xCNlfLLWQ3l04vK2Vgy6Iue04hSDaJmdXQ5UA2w9s/bI+Y5HnaaaqxVFzhr5Omn8mrW/jUKJh1/zrjxNdYFlbPHg/aNZakBhjpbzjCxg/BADffZrPNzTPxXM2heVpSvc93cx6ogx9MxkBc0mC0GP14fNbtVVpfOOS8IwvWlzGltK6Icr3qPKQIe+qwH9qI6PblqgKTk3feAsMdTVGfOrud4V9mxruo9z0awzYpsAddh1vkSlbah/2rKUw3gFohPKYdjQ4QMYoenTs1s8TgCXVLC//l1bbPON6M8p8iG0gMPXIcCDnbearwjQ20W7+vKGVbdnJ3LFuhvDwSpY+SXRTQS5mv8LH5zhsUzXDym7PiZf84m8rPaL8hB93xwGQAIb2+W8qtGlZ0G6uOsMfPLdeSyNMyfp+/KJ7eBAMRs8awqzZYiI6h6xUudnLH1XkBg0KWyZDkj+6Vv3KWUihePAIQ1+wHSs6l03upYoKzKguULfcAhr7zniZemPB3lvmsmBnLMAThPfvwyDmeoNZsN4mWsnO1AW/xWNZ5hwB4FgeiPXlfHrvZQx5AzuY3GYvYae1fRBmerkRVmvjwAp1l3nR98HAaPhS7te0Eb34sCL/6rcmK7wG3zXya2f5yhY355zNT2cqa5jLh97hd4iBIZNZCLqQZwC6TKzUYWBKfLR0LwfTauaty5Pj3Qkp9TJWZnCWPP9zTjwG1xnRolcrs6KfmMHw9cRfJTmXh7JiJAFzmoyFlodiGqC2MW9Rs8qpxYlmbWtukfjoFBPDteOIIo9c/94n6oscY1XtLge9HbcZEBZ+LjHfiap+/MJ/Pv8cTP6wG/XqaFz0nTZSRuhx0M6sQ1HjuWP57jgAv/oOeefrEe6XlXnkwZnLAOscxUFxkosE2JnK0XhPG85Gf1ujd/4aBZ9riubat+evwxQV6sOzzXcnuaWCc4oOHfOh7cHtfDfWIZe8vnKgfut5Jus+GjdxR4cxkvYPMAuxdA8j3wG8kPfeZrKg/U4SUOIBd+aUwDMw5YeH5r3WrTlHheqExyb0PXNE81gFsgnFTvLa+YtUd4uSMKzDq/W6fAAH/VAeMtoMhhNBqNtswOnzuFevTUciaN9HL7tzznpRGyPqv88udfWF4eKFQwyYerKhDyjJQHiNWo67NoC2+lsiPgjA47I89RQyYsH91X5fHg9YMJushvsHr8M2lkj8/+cJYR+sNGnfegcR+9rIuCW5aBysIDdOATfWT5cr892eQAF2TC+5BYJuAt0muP5ubm2r6GwHVWCVD4Ouui6qXajBxY8jK2XL++BMA67QGCZnPxs3LqeOGU9ZzGMqfKtgZZPT782rOfqtOaZdIMLJfz+OG2UZd+SQLlvAx/BJ4igry9r1qwTLhPWid0n7/2wHV6djAnA+aN+6SBhtaN+tkmgD8uq3bRy55GxO17gFTnRE2dVEtogfhtOzXWaqTVAFSpm8kzUGzwyiJ+rUdJ+dU2+LdnELzsUpW6I15Qp9lin9XJqDPSSDgyXFwnCHV7QJOfj/rCy3gaqTOw4XFiMM4ALpf+L3MI/OkjJU9HzRY/Z8TOE20xgIuAoIIAj/8yAOf1T400g0SPjxy44mu6BIs6vExKDlx5pEDSc75lAI6Xy83yZ4p1y5cu0+YyspEMWF78VrbOy8jJe+RluXTOeG91K/9VAVyOvHlr1nmEhvLfjY3LUU4/cgAOpCAmZwer8qLAzZN3RJoJhb3mDDL7lSoArmrbNXVSDeAWCN/59BSOI/gcYXJo+SitzJkS/MZfTAZv0zP/9drPkWc0PL7K+mjW6RjLokBuK0dVjWdOFmZx5iIHDqKxKyuH+tiZMmDiseblB49f3rcUjam31NVsNouz33JLXFy37nmCzvE/1sUocGEgoGC9mzmlQCEC654OqpzL2vT0I+I3KufVyfXq/qKIor2OZcTZ1W4zRuhLFf54rnn8eXpRtR8qw27sUM6e5NrvJgAHaUCrdZTZI+XJmyueTYnq9OrKjUNV/fZ0saoPVL74OW88lmIjalqkGsAtkDoxpmgvRK4urz6tRycfAwt2BLqPRvmNqGo/lN+yujnC1nrKqBvnZOaDQpVLVF9Z/z2nVaWMV07bjcbW+w1S8AfS/Vx4zssw8rUoixKVBw8eMCxz8FxXlT6WZbGjMdBntG5tU7NJVTMCOdK5orx693PyKwPc0T22F0vJDnEdVctVnWvRPU8Xc3apCl/dgN0dJW/pEVTVNufsQ/Rsma2pKivv+Sq0VB0rey43z3PP1sBunmoA5xAM6lKiNJD3fDd1ajbD4xF1RoRlFo1kvIiXJ0qVuiMqy4JE5PVVozfmr6zfjUajo9xSxrQb2XDmrBuHrHWygWc9wDXd8I469O1nrlv5UqChQYLuBY1AlJdF8GSk4Krqp4a6JY/PKhnJ5aIoK4P+M09m1eaY8r8j81MpmmN6f0fa8uypNyZLtbn6XFQPL+vq3rJu6qoKHnL90blSpa6IqgQIuXtsE3J921GfWEZV/W6dmVukGsAtED5946V4o7Q2l9XsCK5xOQVRXh0gOGjdcI129HldpsU9rZ+NmJbVNL73vKbHlffcs0pe1k+XxHKRWMSHjoOW9fpRNeVfRqiLl7/5erSE4MkEpJuIU0odRx4w6PL6E0X40ZENzHuj0flmYG653NN71tNGo+GCTY9ybXjLbp5OcL/K5l2OB2+ulNXF+qC8Q64MlnMZ54jXiP+ypTwtE8lO73dLUb1RJj0au6hu777qvZbHSx365irrifc7R2XLnzuSTYqW+1Ev+lNVPzybwDZYy7LPWEofyuy/J28th7/RMVc7I9UAboF22WWXNkel3zTVqKzZXPwYN38MPRft60QuizTY4fMr3eqgzRbfrtJDY7ke3B8YGLD+/v7i+41le5YUjCho5H1eKiOu2wNGasQhP3xY2ZusqAvy170fEej2QKL+1oxDTibMd7Tc7elNJO+y39q2BxxyGaClRunabnQ9911Y5je3NaCMNHMSAXzvepRN8uSu4BVjGTl5bUNl491nPeePwGudame8YM2j3P0oOPH6bmbLfqSDBlARuNZ5qhTJNweaojpzNiAHjKrIJAInVSgK/FgHdU7lqKqdAUHncvYjsu/MZ2STI8AMqqrvOyPVAG6B+PgNGFFWFlUoGDdWVACZKGKOJk4u2tA2wZdmN/QtN43o8Rw+68RvWTIfGmnyZFQjjmd1YkEGfF9loCCE6wE4jvbGoJy+3cb3PIocby7aLnMqfN8zRHx0g2Y+qwC4iM+IPFlDVioLlXtEkU7qfe9sOc+wR0Ca+fXAKTsqHvfIYWh7ZfNPr3ObmN+45s1Zbj+SGbeJOaJOS5/h8+qq6qo3pspzjjcF23osTm6O5e57dWsAyLx5eqB1ReBGn/f49K57dtBrX4O3SCeiflQpn+uHArilAhzW60jeei8XtCj/EV81gNtxqgHcAvX395dGeyBVZt1kHkVDuWhPr0f39YR5kLevqqzu/v7+7MTRujlLVjb5vAnP96N9YF7ZsjbK+M+1EbUJivjNRbyoS7M2SlHdStxWWV/LjCDqwO9cxjb6XbUfut8LfETgi+vy+sF8a0aYAbPyHfFf9Q1Rr69V50xEOpboW07OID0QVsdSgzjmGxTJvYz/KnofyUT5Zb49AFBF56qW96hsXpb1K8q+Lwf/3ci5qv2L6s7Z3khPogBdqYofLetHt/3bmagGcAtUtg8DBEXK1aFLZHof5G2Y5edybYE0muO/WjdHlVw3A46obnWOyj9nEnifHRO36YEklInKgn/9XUVWnjwi/rx69BBUlQ3XoXUp30pL3ejs6QkbO6+s8h2BrCpyLdNvj3/sOyqTWVk/tC0PwJX1IyffKmMVLf3iJQ1PX7Qe75DUXN0gnq8AgxFgy/Ud91Vu3qG//JzOX9STy7rrqkBkV0BeRhdUZTk1AlARUPX6FukPzx0P1Hn85PjXPWbemGp55dOzox5FtgvXIjutfKtNVV60vLfcrf424knrqmmeagC3QFU2RuYMMq51EyGo0YyAX468/Vwe37k6o36pA4g+48V8MDDoJiLOZaq6JQ+Eg/9Go/1LC0o6hpER1jaq8K9187KmNz5RRN9NxFxGXl3efqecvne7xOHJXvvRTVaMifujOhiNbdTPMofB/UDdEejwZBM5OgX/Xl1cp8qKs6qqD6y30d7PpbwhrEGbF6CxjJgnLxMaySZHucN5PX7LspBV5zPsis7PbuQYjWkuAxfxE405t9MNX5Ft8gLe3Mt0kTy69avd+tm/ZKoB3AJNTEy0/fYUpKqisRHjycjRnNbBk47r8MqZtS8h5eqM2uU2cgCOy0WAAn3kDFwV48d/Ud4zqGV8Kmk/9RnlPSdvb68e//YyQbk+c1vRZvrIcal+aFuRrDz+Qbr/xdPBXFTsRdE5XdRnvPtVrkcZAn22GwCn/GvAUqXt3AtMnv6xHvG1KDPhyTvKPKme5OY2rkUy0b57MinTF7aHHuApCzy8Oj29ZZlEoDnaf6llI6AU8RHd9+r2fkf6nPMVXMaTSaTfUd16L9dfD/Tm+K1iG6L+R75vZ6YawC2QArilpGsVsOn3NHXZrqqD88rhbdRcpFk1+o6om/0L3QI4Xf7RqBzE0W23kWSVTFXZPrXIQWgbVTJGZRGyArec/Mv2oJS1wfyXybfbCDi3JyiSQVQukmtu/070OwJwHg9mnQCO+fIcV9W5BH1Xvrxx4DLRMRHR/kzuC7dTBfSW6TuX9er32oBtYHvIdepyZg4ooC68yBTpjbdUCVmW6WRuLLw2PH2qOj+Vquyvi+Ylj2E0x5TH6J7eLxuXiHK+ryrVAK6TagC3QBs3bmz7zSAqF1nqfRgos/Z9LjoxONLFRODvT6oB1egdwKMqgFNQ6C1xlkVfWlfkaMtkxH/ZoHvGQzMTXv3R9cjBcp06ZkpRlsxr3+tfLiL1ImKWeRmAq2KIozIqi5wzYaOt9eT2IkX76rQurlP1SOXHfONvN2PnAbiyzESOX1CZc9K9olpf1aAnJ+/oWbVfOZlFeqP90PIgTy+il1siAMQAmvXGW4JTeaquRnPM46HbPXTey0Ve2Uh/csQ2loNjbPWJbB4o2oec6xeI5QCwFMk3xwO3VxU0ltnXqm3uLFQDuAXaunWre53fmIoMKIMqj3gichm8vYp9J4iwcw6AeSojRPqaZaoaFUbRKxuwKHqNMhRlmU0vCq/Sz6p1V62zat0ev7nN6OxwdPlyKVnfpY6pOoCcTkVj3C2/VdpAZlHrjvjmuj2ApntLczoZOZooEPAokkkumNM51W3dzBvqq1JHN9l75bMb6lZvcnZmqXVrwMZtLZWqzKGq9jEi6DDqnpqayvLDwX3Ek5b32gRV9R1V+lE2hkvNVu7MVAO4BdIlVFC3ypOL2r2osL+/3wYHB4t7MzMzNjk5GW4IzvGn0ZEatsiIlEWaHv9eXbnnI2Cm/JfxoP3SrI3XhrZTZRmoTFZaRjNvShzhqzPJ7WEqI+aRjWCV8alabxWZLMXAdpOZiOSvvC7FOUfzxpvL2v8I5ESyr5LRVcrJqKq+cp+Q2dI2PL1b6rjm9CKXJcvZojLn7z1T1bYthTz+vfvRC11V7ToDOH7ZTuWsNigC4fgbySY3x7sBWWrntV31WzlZ5H7vzFQDuAXKvYXarYPqNrMyODhY/H92dtZmZmZK9zh5vEWRfFUHvCMZlW74NOuUUZU6tK6qWRvmtyyjEskqGtNusnpl/KHubgCcPrsc/C9VJt1Qt+Cvmwxo1I+qdUdjWmVOlc39iN9uskwor/sAc3Xr9Uj3on548yuisrHN6aLyG2VPle+oTp1LS8nCL5V2pC2VnX4Rw6wcXJXJfyn8LBXAKeWyfFV5qakGcB3kKYZnPBuN8teio4heneP27dvNbHFiYWm1ilLzvSoRlXfPyy54fCuVZbK4jqjuKvyjPm2jbBLzHqeID48ih+nx79WpcvDkgjq97EzEo5f189r2nmed8n7jWTgKGOucDnp1VCWvTv3eKhNkldPJbsZY6/Z+V12yzPGgY5wrWza2TN5WjNx8zF332vL0nY/fycmozGYpv1o2qtMjlrN3HX+xlaSMvyqZIC+r5FG3oCRXd07f9Vo3djFXZzQ+nq2vOucinr0jlXJj9L8BwP8cqAZwQpHS6JtdGpXy/9WocBSpbXgHZvb29rZlBHOTQ9voBsTlgIdXN1MVgxJNRC+axzWPT65HIzcuX/bGYq4Nrw/e/rWyMY76U6Vt7SPXqUBP6476jPseSGG5wghHYCbilSNzj8pexNDN/Xpd+9utvL1+lC2zQjbRM+i7R57+eGVzY1h1bDlj5QUCVaisLe6XF3x0I1euywMKEVWdO9785DY9AMrUbRtlQL8MiFSp2zs8PeK3zBZW5VvlmGsjJzPVmVxQoZSTXQ3eFqmRammYmdm+++5rZovRIaibpQNQJNJIKaPlhrLJAf5QVttGNoOdY9Q+rquB8LIe+K0Rf5W+Rv3IZSl4qUDrztWvyw54DnuAvAxdWQQcOaZcVM5gX8eH+xFtPGYeNEvDbXB5L7vVaDTCrQLdZAuUlF/WxRx48fitmv3SunhsuZ5cnzxnr3JkYmfa09NTZHWicfBI9clzcjpvy7Jj0TKtZxOqZmd07mvWTNv0Ms1V2/IOjma+MX9YFrxR36z982Ko0+NB5ynsAMCd1usRZIGjnEDgs6+vz2ZnZ21iYiK0vawHc3Nzrt9BP1FO5ZBSKgWkub6X+SnleSm2AfWhTgX5Wjcv8avslL9f/vKXS+LnL4nqDNwCQVm8TFsuw+BRZACqRhNwSrko1tsv4rVdxQngGX1DLsp6VInwu4k6Pb75vgdko4wR1xWBAhjtKlmbaDkvatPjl8FiBHo5ixKNaVk2L9efMhBQ1sec0a+S+eR6eE4pv93MOS7rOTLWe4/HXIaY+UdZrTuXDYxIHTKDd+U34t/LiuQycN3wx31iwFC1X91kh3OBi6cXsE9eIOKNh2cfNOOLMryEV6Z7/K1ZL9PNpwtEttfLVjKvml1V/WYfEQUp2o9uModVAoduqGyp3dObXL9qmqc6A7dA9773vc2sfXJqBBBFxipCL9rwyuVIjc9SsoC6nwgGEPxzf6q0UxZV5/bS5Jy52eJLJEtpIyLOwEVRJfMJI1KWXfBInZLXTx6TKkvQkaGNntU9ZN1ktrSP6tDY6Wj2APVzG6xX3N9ugH3VbJYCLfAVHQ6Nuss+dcTZvdzc18wcSAE681olG8L98OrzbFNVKrNtKhvwUNaOfkqM+8sBiqcbSnwOXJksIx1le+7xiT5zNl5lolSWgYP8+GU0ptzcV9vMz2COK0V2XucpZ6W5Ts3mVfFTqjvRPdzPzf9cXV45lPn5z39eyudfOtUZuAXCpNQJr+CGIyCe9J7i6eSPsiEe7SiA85Y62KFxBMcGsSzKjqKiaJmmCoCLlhWjNrrN7kXkZckUwGFsy+oCAGWQzO0ogPMyaN0AOJU3OzDO5lWNor0MED+jztED/+xcNMPJALHK+EUZQJYB+PbmYQ7Aof4yPlQfvOyNl23V7Bj3h+vKBYG4pjZH+WPq1kYwr3y0iCebqjbCs5caTPb29nboahmo4Wt8Hc9yNpMpAnA5u6T8K7FeRXYP7SqAi/qq8w1ta8beA3DKJ9rk5WQPSKJOnZ+Rn/KyvJ4t4r86dzz+WZYRgCubKzsr1QBugVatWlX8nxVXDe3MzEyYyTLLG2KQ7nfQ7EdkFDyg4y0bmHV+2NmLMCPyJgpnjnJZjWj/QtVsShUqA5Aogz5rNiEyTHDIzH+UBdH21EhqRk7bm52dzQIMrcPrrydnr4+ePkWZBuimjjM7Ey84QBmvDQ4UNGPFz0ay4LnG/HpZZq+uXNYo126ZznMfNYPCgDqSdW6ZyHuG7UY3mYpcGXyKanp6urBtXjluN6ezVTJYZp3gUZ/X8Vtq5rZs3LSNKuUxb6N9drAhmgH3fAWPA7fjyc2rwwvy1D+VZZqVkDlU0KQ+xZNBlEH05pmOsSfPlFJHRrGqLuwMVAO4BVLDxRGM2bxjgxGFM2Ll1kwSE0eajUajA8BF0bimuL2lid7e3o7ISI29RmTchkeeUeBMQ2TsvKxeWdYliuDKnI9Ocp74eNYDXdGzXv9z/YmWDbzx8PqGaLqKwyjLDpRF1l5d3thCN1WeWl+OL+WBy2EORQFAjjxgwSDWA1LcP82CRGWZOAsSAXHtK+pjB6jzVrMlOZ3UIAJBRo6izC0TZ6yazWZbxsirS/scgc5cXyM+c3NKM2yRPjNfKt8qfOK5qDz+av3MP5eNdFIzxqqDCsyiOnAt0mHVQa9uj1S2eN6bt7jv2SKdl1HmTcfYs+McDJXxv7NRDeCWQJwO7unpsenp6bZNpqpokYMFRVGjOgh9hu/B8XqbXb1sjYK5XASqmSA1GryUwUbZA6W532wcq2TkmG/uG2dnmM8oY6P85kBKxJc3Hsonj42CeI8fbZv1KgJ/HiBmp98NeNKIW//v7Svi5/S3Z4CjiD0i1hvISMda9TkKrsr0XR1uN45D+6JtRYDQc6CYVyojrcPLREYASJ2myjUitQH8UXivj5Hc0V/wqdejDHYUOJYR8wuKtrhoW5FNUllwgB7NQwUpWrfqs8e312f2OyAGnt44RNta1HYBvHn94udzwLnKGEVlqujAzko1gAtIFdWbAGwIQZrZUNLIzJusXvtKERDzyvD9nNPw+KjqVLXtKKvmRav6u2rf9VmVSRUQ6LXdDekyQdXnVQe6aYef1zoiPa1KUdnckk3u2bK2q8qdwUbEXyR/BgS5DEsZlWWUUKbbdsra9zJP/GwuM+jNMeYR93NbQCJ+vDZ0fleR2V1J3c7nqA7PhuVsnoLtaAkxqi8CKN3sc4zmVtnv3DyrEsDmnlsq8PL0vKYawBXkRWOM9DUCwj4H3uQMIxtlTlAmOnHei6Ii4n0YHt/Mjxps9AvnHuEe6urt7W3L2uSo243TagCi53P16lKHvj2V23dTtX41vtFYKQCOjAwDH43Ao71kHmjiLCMv73pAsgqg0rK5QEV1QvVdz/Py9t5wn5rNps3MzLhLlNG5dTl9AY+oG7qPf8q/ZrVyGU9v319u6VWf02eiwM8by7L+azYWfUL9sDcsD8iCx5blww5XVxX4rW7+woHyy7bRW8Iusx2c8SkrWzZfPdK+s97wvyh46oanXJloTM38OWS2uB0h8ls8tpoZiwBcTgc9WURLzh7x6oNmg5UiufEWguUA5n8JVAO4BVJHsZSIITexNeMSZeeqAiLUV7ZBlXny9kR4xglGrcoxC6hnuUhl4IEiXlri9nP8sOHKjRPaV2MW9dGLXnOkGYkqAI7bUv1BfVEdXv+Ybx1jD1Rw215ZBTdR297RDRGAwzVdxq2ia+qIywB9FQDHv/V5fYb7WHVcPOdZZb6aLY6NZv+9rGXueb1m5r/FzA607EsBuSxcWRA1PT3dxktuHJcC4Lhu9DP3OTeuv4x/rhtldakSY5bzF9ELP9PT0x3BhwaHqKeMz1zAyL/5WtmzSp5OdwvgPD3f2akGcAs0MTFhZu2RcbTWHikeEz9bNuGrGJxunAgyFykld29e1I9o8uWMecQTR/IcBVaRL9fpGYYycKJ1eI4wak/51z56Y+/1g0GJPpPTK9zX657MPDlHsoiu43ndQ1mFclkkr13vm52zs7Ntb+RG+pJzDI1GfLwCtx/NnehLAFrOqzPXZq6uMtAYte+V6TaQquKQOcsW6bdSt3uTOIvnUWRXPMDfLWkdVQODHaEc0OzGvnvlcpTzVzk5duMz1HbtiKyqgsGaagDXQVUMA+4vx5o8wEU3UWOOuuGJ+5oDpF6dmgWr+iyDmhyvbAi67ZMaGDUEUX84S8njwb+rjj3L1nvGG+8q8lC55PjynIJG51yuW4oAvdbH46FZIfQhqncpcubrfBhsNMeqznf0jfVkR0jrqDoHd8RWaJtVZOL1czlsH4OnMnvCY8jXmHYEhOWC17vCzvNcKeM7yo5WpR0Bu8pf5DOWU0cgmyjIXS5f+ZdANYBboMj5eKR7J6L6oixSN0ZEszjR24cMNrj9nMErS2Xn+Cq7H7Wl/HK5KplNr07uOzsBPZw5WkryZKXOQgFAxDcv3al8NXvG5x5FsvFkorL1lma0XxEYzdXFfES8eJQbUwUsqFv11+untqFy53sKbLnvEb+RU6hSBwhLcGVOM5rrVeZatCTpXSuzVVXa5LqrZK+9Njz99sqBZ7P4u9SeHS1bplXA5M1TJc7+evac+SqzAdxHvY/9bGad+xkjOS1lrKuQN1/1aKHIpnkUga1cFjjqH8/nHc2G/qVQDeAWCMZCFTKKwLy9BlFGwlty8wjlvOW2sqUkb/mtLLqukn3L8QtSR+nxpbKIwGyUlfJAAN9j+WvdnvPJAZccRWOpSzJVIneMa5lsyvQnFwl3u8TBQCpa0i2jquU1M9dNXWVyxgG13S41Vam7rA5+TsG0146Zrz8grgPjclf3K6fn3vWcDlbNIGldni7ntqF4FNnF6D7LxpszKaW2w66r8F2Fr9z2iap1LhdpMFXF/+SoLGGRs8sMzOusWyfVAG6B+vv7236rsYDx9KIPfgFiRyODKFrRCK2KMlfZiLtU4uxXbs9C1X1IMI7epuhuIzivTMR/1UhS26iy4dcLBsqygFX5r0qapdS6+XpkSMsyLEo5mVTN4nXTZjSW0dhWzTiXZULL+Oa6kAXGxny+z/u69K1OLsd7xSI96oa/pehXTkd3tO4c6Zh2S1XGtOr+xio2eEf51TY9u+Jlyzw9VxuwlGyqZuOVon56GdBonsLHcn0e/zUtUg3gFqjVaplZvIFSoxEmGF08UxZF5TIqHF1zfbjOSp6rC9cjZ9BNlBiRx5caFNxnoxfJyovwcgAu6ms0DtwOGw/mNyKNSlU2ZW17eqOyiz4gzuVzdXpZMzZ+XmZIs2CR7nEbEZVlWz2jrFnnsjkSZSTKssm5OROVzWVJojo0O4axheNSYmfqZdhyAUFZf6roS1XqBrxG9mVHs0wKWnJZYnX60XzsRv8VwOXk7mVTc/oekR7MXiZXT8/L9Dki5Rs66tneqC491DsnkzLQuyNA+C+VagC3QMjAdWvgPKXqBsBFE7LMUJfVlVP2qoa7mwmjbevvsu8HLmVydiO7bstUfa5s/Mva4vu65yfXVpm88ZvPk6oqm6j9MvKcEht7Pq8P2SZ2mjm9LwNwuWeWk6osY+ZkmPuYt9YRzeelzN8dlUUZ+GKqqu9ldVetw6sTZ1nyWZdm1pHF1DGsYk+Xonue3lTRUbYJVef8jhDzia9seG1UXc7nrUndUE7/a1qkGsAtECZ8N47Ciz6g1N5zuObtMeA6NYKL2uL2tI1cubJIJ+K7jKoYc/4dRYtef7zoVctUMbJc1pNzRNFYe1kB5bfqWEb8qqFkIxplJLS//Dfqr8fXUvYGRrqv34n1nuf+ar1RO2VAFzLyssRaTuuIxpDLsR7l5kBuvKM6Go32paOyPufmjqe7yidnanWu6HPdBolV7FRUB8uZ70d6F8mJ+6Ayi7I+O2JfvPI6D3h8yuTr6WlkU73yVe+ZLYJdz87gH+tmrq4oA43ndH56Nq2KzuxsVAO4BUKGqOwE7IjKIqJcZFNWl3cfxEpdJWJcSmSzXACuzLl1E+11EylHdZWNQ1k/oS9ldXnL3lX3c0T8Vs0EKdjrZiyXIhsz/xT5qjIo61cVJ+pRSqlt6cvLyuQONd6R+VqVv5z+VGnD41f1R+9zG41GPkO+o32sSlFbS+HBK9/NfKxiV3P2pQo/UVtVqExvcnOpiq+L6uCtAV4W0/N9ubbwTO4gZT5NoN4PN081gFsgXdrIbRqFQuq+IrPOyWzWnnGD0itFEbJe5/t4jn/nshf8LCYeP6+fO9G2PH5zmQdPJmX94HpUbuAtIk8mzJvuzeIIE+XLokQvwtWo2ctucNnoyIMy0A0Awv3Qze3Kr/aL+xCNsT4bEe7pOOFZXRLWZ6N9puDR20tV9lHvqqQvJeX4VdnxvMTLB9gbFGUqchkZzagoj/xsZCO4Ts3YKR983ZOL8ui1ofKJbBTXEemJp6fgxeu3Nw7an8gGeLxHNtnrj/72xht15rZElMlMbVlUhzfW7KfM4hdgqsxTrtuTkV7XfZBeW2W+Q2Xn+bjlfknmz5VqALdA3uSMfkOBdOKyMTfzj3AoA2bcRhXn6ZXnye+1wc6Gn4VBqPqSg/bJIz4eoaw/yiuDzKoG1nMUDP48Y1FlXNjgROCsLGNTJgfPuXoO2xs7JT3aJQJboKW8KaoOfkeMqs4hvQ6+yuZpWd1cj+dAVCaQRSRv6Kg6b77P5AGhnLNmHqIx1bYip58DPFGdVeZuRNHcUl3z+oD/a+AUjUME4HI6WTZfo/5EpPalypujURtROwqWcjLw6ouC+6WMb8S/8pmTs/KWA+PLyedfCtUAboG2bdvW9tszGPidc8CNRsOGh4fbIghW5tnZWRsfH6+8PDQwMGD9/f2Fco+NjbnLdVE0l6u/ipOOqLe3t3hzt9Fo2NTUVPE5suWiMpBSliWKxqqKrKqUqyq/qO5uslzLTTk9rlIucqq5ZzXbEW3mXg6DHb29XOY8PcrxVzaGOX2pei8qE7XVjd6W2ZEqdqasfBU9Uf7L+l82D7uxjwyOFezmKOcjIj6q8huVL7Pp3rNVxzgn3zL+cmO8lDlX5dmaagBX0OTkZNtv79ygsnPhkL0aGBgIv++XUrKpqalKZ/A0Go0CJOHZmZkZm5qa6ogsq5yFVrZvIHc+kNePvr6+IuqcmZnpkOFykrfcpq/YK0VHwuyIrLqRkT4XvfFWZsSqZrYip8PX8f+yM6E8/Qct9Vk+hoDnTI6WktWLsh1LbavK+VlldXarT6wvVdtdSltlc6Pq3PHKd8tvVX3i6zs6T72tJGV1Lxf/XhmlpdgZfXZHdNCrx+Ovqixy/EZ11xRTDeAWaHx8vKvy3l4RGIGenh6bmppyI5+ZmRkbHx/vyMCktLhJnZcwG42GTU9PF8q8fft2m5mZ6WpDZ9UJXEb8PIOnnp4eGx8fryTDboxJxBc76BxBhrxsqPLi/W9MDMi5jqW+5FLFIZQ9rxQtp3mRdC5LoM9F0XcUoXtAWl8S8EBjRN0s4+scAnnL5TqmTFWyoLr8pHXtqMPxdHE5MhAqz6oZolxGMjqnLsdzLhgw65xbOTCSq5/rUn494jnOWeIcmPX039tn5s0lDS5y+q7Li9zXqrLg/Wg5m+bx7Y21tySbIy+Iytn2yEbXgK6TagC3QN0qR7R51Gz+tPWUOvcEzc3N2czMjM3MzHSs98/NzbmTUk9uR7lu+C4rAz7KJhfXg37A0M3MzFTO3HFbURmWjxovZHGqRte6R0mXwHJLnMpDFf492lHjo897y8qRTJaSzfFIdTbiLVq6ZIcV9UPlXEbe2Ebj023doCh7mtPRpVCZLkZbCUDe/F1qn8sIcs/JuWxsy54FoPLmq7ZRNq/L7A3bYDPfBkYy3JFsfNn4VNE9vZ7rn/c7RzpveUy7DUrLxrZsLGsA10k1gBMqM5JmsYHC/6enpzsOkORnvXYQ9Zm1T5Tp6eniU12YMNFGX+YBv8s28fK/MuK2sJePAWgV8iYt88v15AxSGUiIAKnnVNQweVTVGURZDi/Dp8dsaP1Vxo7biPharswf5FQmMwUQKBsBixw4wf1IFmVjWwX4eNkSJk9+6sgwlt1kJrz6va0ZOb5zslE++Zkqdk7bQn3gM9KDqO7cdTP/hacyWUT2BPWVZfFRB9rmLwZ4IDHSBeU/ApiNxuJRLXiWZQl+PXvIbURZ5AgAMe/69j3X7dWpPsYrX0UXI365Du4fr5zg744GSX9pVAM4h5aiJAocdNIslQ9Oz/NJ9qAqYDMqE/XTi+wi3qKIdCl7l7qhsujzrprod7UB0exqtO8kyhDkqAxo6/MRCC7Tm0hfUGeufX0Wv3N1lxHXoddyvEVzpww476ijYX51rD2+I5l1016V+Q7y5OTRUjJ+uXH2AI5eV5665Y1BXSTXsixdN7+1La//+js3l6oG4xEvVcp488KTd5nfKdO56Lk6E7dINYAT6mZvE6JlXdbEde9cNVZejpbKlBKRSXQOlrdfw9tHoHV65XX/UNUJw0uWOeBYVkfVdpd7b0RkkHl8yjb8RvpT1q9usmc58FxGnOFBXWX6h2/9erLI/eY2zdr3NpXtSSrLIiiVObXoHlM0xt1s5C+TQXTdqxt9LptLS50HO7K0zm/ZQzfMOmVcJZCr6pg9u1L2bJWxj+wgX+MxjYDcctghZMfK5hTz5vUjR9Fc6mZJtJs5UVZP2baPaAm5phrAFYSJ0k3mCHux9DkYC94cymlgJi6bU0peuqh6HXXmli74vv42s8oy8fhYShZO5VgmE+Z7R6jqklIk75z+RHVXWSr1nol4qEJVl7v0GRhU1RMza9Mz/g1S2fCm6jL+mCL5lsmkLJDxeGA+FTB0s2SpdbJsyvS36lgvRR+8OV+1Dl3e1GBV2/Ayu0plcuUsWwRacmPvzVfmJ6e/OqZesB613y1Fc6rMrqSUSn2IPsdj060trWovu+WjCi88L3Z2qgHcAvGZZl4aHQ5sdna2zbBzFg2E6AZRam5CoGxPT0+414DLscEoq7NKWSbNEnp1mvkf5NY2l8ovjFA3MsD/NRMK8t5I61Y2S+U7yiZxNI8vLIB42bxM7pEORqRvzOV0rqyNSM89PVK5d8t3xD/XjeuoG/MVFI152RdIdnQ+MmmdkD9eCMrp/1JIMy3Kb1n2VVcTouORuuEB350G5bJLVW3Bcszrbur05uVyyAiy6SajVeZDIj2OfJ32zyyeO0stvyPPdnsCwF8y1QBugbwMmV6LNkx7k7sbBfaydx6po48ox1tUfjnq1IwFMpRViOWV48fLivBzUYZSswZl7VQhjw+NaqN2NKPFZTRzW0U/qvaFN2lHfEd1e21E9eGvRvje/7shrz2zWC+iOVu1Dzny2iyjyM7w3F7O7EKUaWGK5iiXjeReldCG175X51JsQVX7WMan2rCI58g/LJWHHdGBnP2sKm+1AVXmjvLA9XfTh1zmtqq+7oxUA7guCcpTJUrW+94bW1pe62UDkmtP6+YI0gMJ2icuz9kB7kcOsEZgxivLdXB7fL8byjkntMH9ieqI+sF88vl7fJ9Jjb9GjGgj5ziZb6+fzG8Vyukcjyv21nnlNVJmvfQ2mJfp+lJI2+C31pRPXOd5FS3V4HfEo/dstKyV66OXpeS6VAejMebrVZYoc8Cf9Umv6/Nem57cvAxSmWPWsUQ2MvoofI4/JdaXqK6qYHwpAC2yL7jOe9+QAGDK+Q7VF49Pz6fwS3HqN8pkof3R8t30o8zeLAcw/0ulGsAtkEaY6iS9SReRRmRl13ObYaG86rAjo53bH5IzAKiz2WwWx5agbdTjGUkPSOQcgYIQpRyoUaBQldA+PqSsPJrFe2lUXt6hlxHfbNhySyI52XmkG3+r7lvyHHXUlicDHWdPX/l6DhAthdRRMT/enIrmgvLp1a38lj2v16raCP6t9iayPzwfVbc8UMP9ieyH9jHSKa9/uXGJnvf4A3hj/emGzxzoUBuW4yvXTgSWvN9VeNalfz4yiinS8xx5c54BsvYjWrLOjUFZEJrrR1mwA141WKrB3CLVAG6B+vv7237z/qOyvSlV3wxV0ja6if6i/V65try6PHCBPU3cDzas0WTLAQSPvEg92q9WZW9Q9NZvlb17+H80Bn19fW2/dYyjs5VQJrcXyxuHKIuhpNlTvV4mE6WBgYGu29bjbarocdk+o2hfGpOObdlcwvlbkRPROpdC2IeEOsr26yxlX6PKRl8g8HRSwaDu59W6q/AbyR/3unW0VXXUC3Kq6okno0hvojmlpKAOICzXx6hufrvX4xek8vbaAJXNJfAPPeHyqoMqq273o6m+5/Y51nvdyqkGcAvEG7F5Qmp62DP4nNnhMtEzUbajqsGL6u22rBcloT8ef5hsUf05p+PJR428GkI2LFWiw2gvUy4j5LXp9S/KOLB+ROPBkaQ+z23oOFQdX8jdqxO6GcnEG0+NeLmcJ4Mqb795mQvutzpv3QdYljmJ5qtSLmvH7UV6rnV4/LAzVIeVm4daT6TvGNNIr1U/ta5c5rHsxatovqKN3FwqI+XF09EI+JRtj1A76MlA9SaaUxHPIJWhtl9lvup1r2yk59GYahmv/2ad++lU/lxW+Y3aydlGb77xM7m5uLNTDeAWSAEcaCmpWxjLaONvLnrC82UUvekU7XnzjAKu50CL/m40Gtl9dVHd0Z6I6Fnei5UzApC1148yYJzb76U86V69aGmA+eKyVYCe92wZqbw106L3ouWTsr2SXDe3DePLdUf7jHT5zXNs2h6o6pt9uUyMdzwEyyByWl5fq+pN2fWc44ocW7d18V4yBt1L2cPHesKyyGXnl0IRH5EO5gB71brL+q485JbQuVwVfbkrKbLBEfiL5tpSxpb1TXUQdVaRSzROOzvVAG6BNO3tof8yJdIsBaft2Rh7zpDrUIfitVF2XfeR5Byv58C4zioGT6+pg4YsyvaigC/vpQxtX+UNqrKsyQDaA6GcrWg0Fj9/o3tWon6z7PCcZpo8nvhvbhw8fqMx5jq8PkdgRXmKImGtO3KaLJuyOaIUGfpINlpXJCPlAb+jLIhXp/e72+xBbn6WPe+NFd9Df1Qno3aZJ20/F9Tpczo/ymSj/YnmvGevIrlWPaKkzNZ645GzH8or19ENVQWmubqjeeqBbm/ue+1VJQ3qVGZVgFnVObQzUg3gFmhyctLMlvamot5n0ui0LMpbShtmnRmUnCH2AFwUUTJFQKiq8ymrS+us4lC8OgG2vMNFy+pS/vXtMMgZf5XYWWpdvI8w12/tT9nby/xsNP7MH5OXMag6ht1QVGfUpvYhkluVzGHVOee9CNGt3LWunAwjmZRdr8J39EwZ//wc6qqqA6gD+3PVHim/uTdCu+U3orK3YXO6p79hV1Te3bxY0M2cUt8R9atbm5t7aS7X5lKoDKzjXjdjWtMi1QBugZDa1ci0LOpXIMSEKE8zExr5e06mLBKK9ofoNe9eNOGjlzH0flRHFeevfY+MH09qvaZ1gTjKY4ClRhz8cTo/agd9Zkfm8aDRrfe2rKcLnoywuZz7pfrg8RsBOK8d5Zv/ejrFv3mMPdK6tWz0nOpSDniqLKoY/kgmOnZlvFXh2zs6hv/qUiSPOfeNN4zjepQpVP6X4hRzNsojTyc9WbGOejrHdWnd2g63FY1p2dz36tO6I0BXtvXFk7eOqfec92yk990AONXv6LfO6xxfVanKC30RgIvkuRzA8i+FagC3QDC4kZM063yDCPtIZmdns5Ge9zaNOvOytqK6I0OZMzIeWOTf2g5IAVzZm2c5AOf1OeKX/597K8wDUSojNoAM4KIlPH7bl3nWZVp9E5OvqSPygJzyxksN/LagOvWqeqSnxEfA05MzU0rtZ+F55byT6aOykdy1fE4vy97s0/nKdeaAZS6zpaTjgH8KyqK9QLAhOWAO4tP6uU0Aum7mmDeHoqDCe1b7Ht3PlVNH3Y09jN4cVR0E6TmO2u8IBFch761eEOw17I62weW8e6o/OT33qAroyfUzt/WjClWZO9FYdvum9M5ENYBboFz0BIIyqdE088/2gUGOXvNX58Ft5xRen2WqCooisOLVoXzmouiobo9Hrqesvx55WS7lWR2ax0fu+bK9ezmjGdWrjt7jCcY+imBzUXzuWtk9XM8tWZaRGtjIYaGPIG8ORfzpXMG85H55MuJrkXP3ggIeq6rZPi/7xW3yXIkyth7hs1tmnW+GawaFQaRHaBe8RFn4aPlNg7pc1rmMIr4jYOXxg99lTt4DjV49VTJC3FbOJoG87HpV8vrVre2M7CEommOgKvNU6/PGKQKFufGuqZ1qALdACkS8++pwWCk9RcylrDmyjiLPXAaryv0cRZkHL+L0+DaLjWQZePOcbLcRojce2r5mydi4VmnPW+5U49YN/5pRUgCnyzt4ZinGi7Mx0fl33rWcYTWr9jaoFxjoMo/WH42l1qfzVMfBW1rylp2iuj3QxdmZqvudIvlFmR/wV1Y/zz28SKPzUGVQNh9zzlLnkFl7xof/RRkU/L/MNnl8e3YS9fH1XLYW9WlbChBzL9JoP6v2AxSdZsAJgRx1ax+XQirvqI1uwJUCfE1+ePZEM8lLCe53FqoBXIY0m6TOFpRzPNEznGmp2iY/q+WiNnPRnqbevUnLE/CuioI8YFQWJfI9DwxEZdVJRsuwuMfgg6+DorHP8aC01OUJrY/1ogzoe6RgrwoIYQcUZQtz58RF80P54ro86tYRRhnoaGzL+OeykVNiUueU00Nvjnt1grylS7RZFVhGpPrR09MTAi+9HvHpgcSqPHEfvTHNZczLstq5erqlsgyWLrV72y88Kgu+tUxUBwc7ka6WtZ8rE4HfKHvJ2dwawMVUA7gS0glSJZIElUUq3UTp/IwXIXv31SnAyfGmaAWDXoYxByZ3lNQAow9Vn02p87BUvl+WtYOh8DIhuFfmnJUiIxplE5YK3iLwE2WnqvDNDjjHG8uWgW6u7iogznsuR1HWLCpbdckqJf8bnB7l9mR5BOCDNthZoW3lRfuZC6iiTFWVfpTJ0ltixPjzZ/+q6Fwuy9uN/MuCXSYvY+7ZiG74jfiJ6s4FfVV44cA7t5+uKuEZHMpbFlR100YOYHv+0PNnVYOznZFqALdA3plhUSTSTUYjd73b7AMo5yRyxhOTIXIEOObCcw6a7vYmujp/73rEdzev5qujiTabcx/ZcetbfHqgr2YwVGZ8j/sZ8V/FMSpfHnmgL3LukWwi/nFN91RpWa8PCkCi/VJe37wAoxvSucSBSVRex5fLlgG8XJYux5c3Dprx1Ge7JX1Os2O6gT9yluBXxwbPKsBXmUZ9jmwEt6E6HumHl1nz5mQ3NpjrKps/Zu36ndPbKvtJo+Ap0hv81THuhvBs9FJSDmBX2e6gPHv85mSDuebZkZrmqQZwC+QZ0p6eHjcKzGUTtFyVa92Q9y05L2uW4ykHtnLtsiy0bJQ96zarVoUXzSRG90G5DAkv3yhAY+NWdYO510Zk4LWMZrS4nTJH1G3WINqnk8uSlWXYvP+XyaKqrMqIHXtVWUS6U7WtXBtVszre25JlbxVWsSuoA/MWb+B62SrVMQRybOeiLLW2nwtsItnq8mGuP1XmUu5a1WwkMvtldgjtRL4it1FfeUUGqgqI4vtLnTPgG3pWpd0q4xBlQhnE5d7YjVaYdtR3/iVSDeAWqK+vrwPQ6GSvEvVxWS/L1Y2DyRFnXngieNmv6LcXTef412/qaVueg8hFuh5VjbLK6uN9V5qZQhsow9eRgUE2iuXA9aCvLBMvu8PldfM3P6eGLzc2St6zzLM35jqWOt7RPTP/DEKVjycblkVUN8ud28jNG29+sUz4vspG+fP6U4Vy4DDHOyiXicvpRY5X1nOU8TLrUfZSy7N+qwyryipy8F7WV/VH56X3bE5Houu5unI6ouNT9rKQ9t37RqkuY3aTdYr8UTSvvbpzGUmdU9FqTm7O4nfVT+N5+lLVl+wMVAM4Is9pRGX4dwQUosnvOS2tq1u+lwMUlrVRdo35iJY6QBFIqLpxlYFQTu7KQw6o5IxfxHMOOHh1lYEH1aWy8eM2WR6553POHs/z+OXAQlWAmWs76pNXhzd2HriM5rI3ZrnxiigHXqvQUmwNrlXdx6dUpt/628vSabmqGS2uJxrDKkCMx9GTRdmYRvXlxiG6VwYi0Vevn5EPiNrp1i94finXF1zT5zwwVhYE5a5V6UfOdtXgrZ1qALdA4+PjSwY7UbZJ6yvbC6Fp6aWCOW7LOxE+pe7OLgN5y1/echgMq0b3TJFDUACXM2xVs3x3Rd3RWEd1ppRsZmbGfSNzqWPi7cUqk3ek44j89UDipTgPXc6M2oT+dAMCygC+N8Y5WSx1+aksA8b98hyat09Qwbj+5ro9Wspbe1WBaBV917IRLdfbhdH+sEaj0fFt6zLqJnPllfH4KhsnpmgeRDYrknEEvrx+lLXlZcp1qbUqVZmXWlb7AapfaFikGsAtUNWN5h5VzeSUKR4rd7fpcL5Xpa2lRHRlr93zvhgYpNzShce7Alhvoy/fzzk6rpf552WAKN3vjSlfi5YRcxuTo30y2k6OmEfvLeeq8tY6Vec4s5Gr16Mqm44xHhhjD+x5YxkFODn9ier1dKIbym3G5sO7vSygOjKeO+Db07HcvF5K8JfTl1wGxysHytlRbwxz9UcU2bjoyJqyetkmgLwXM9A2864APadTEd+YCwpeVFZV+hHZwmhMI748/eagnJ/VdqK61fZ6elIFoNWZuHmqAdwC5c6XMis/nLGMNAXNxIrMTkfLoJ5ms1l6TlDu80Vcj1kc/Slhz0YEWDk6K4sc9TwplY0XPXrZCzWsVUC4l9b3DFqVfkRRbJR1UWelL2PwmOWyNCjL5cscp0fem39mnePTDVWZS7wfkOvnoyg8I+3JBvsLzdr1h19C8fhDu/wdZJ4X0Rzzxlh1kstUHZfIgfJmeg8QqjOMggqVmfLBGRatiw/D9vjPZYa0LQ1y2K50A+BypGOMjFyVt0rL2irTD30u138uy3oSbQWIePay8ZFNKyNvnoKiFYTIJqkNi2xvNxm6bvryl041gFsGyoGtqlQl89JN1LFchnA52lhK+93298+FomyKF80rsfFbTtlUAe//fyeVCZxCVaecq3c5+NkR8sZHr3nteTLxMkn6f61juYjBiZctjOSVy/BUfabsusdXGf1v2KicL8E9BXtL3RbgkRcE3VW2ol4a7Z5qALdAehYYlCm3GZ8/1o3JXKaEHNF4H0AHRZMkpfl9SrnlP66bl5CiCNfLVnjldF9JxDeWCnNLGfoxbxDzMDc3575u7u0vqmLUc8s90TPRlyii5RXUmavLu15lKQGy4KXHZrPpylszfXo9GgeVYw5YRs9F96A/yPR4z87MzLTdjzI8yjfK5z7vpnM7Kud9IxUfm/f6WtauLo3xdfQpctCa0eD2o4yd1oe+55bvOXvuAUavrSpBJ9qFXeDVA7Q1PT3d8Zz+HzYAeq79qyLLMhl4lMsCR8DT01XmIecroCc8V1QGXCf4iYKwKmOkpMdF5WQGnlR/orqi61XsTjcZ2p2FagBHlAMcOYcIR1plo6m3fLEcfOcmr/7VJTm+r789UjCYi5Cr8l3WZq7+qs/kxtcsn7GI2qxSZ9l13KuSyVVd071SSxmLHc3ARTLwjK8unUTPVh1jb/4tNy2HTuZ+5/TCrH0/oqeTXhDjXff0CNfL9gLmbFqOtJ/q6Ks45Qjwsx3Sdjwg162eLxUsRD7Ds3fRs9of6HfVoz+86xFfObtTJrPI90X8VMlaVrUJNdUArqBozT5XFuUjQ6L7crzoKRdt5AjlvchY64o2u8/MzLRNPjYuXoQY7eWINnAvhTy5s1FTZ5fLLFatH1T2li2umXX2MQIQ3t4UvR7xGL1lx7rG0TzvB4tkFrWrEXEuI6R1RfL35lLVsYpkUBaE5PYXRQAH9WqbmrHLZQOqZN69fuXmWKRPUVuqm94+QeZbs9sRqGTyQGOUKdHDiXVVo+rbqDvy1qq+FKCk+/F2JOPj2ccyW6zXo74qkOIVFjxXZg91T2VVXpi8NqBHXh36LPqifYvmUvTGbk3zVAO4BfI2JvM9vu69Xp1bYiqLsLmebognNafZuT4v6oFhQb+wMTVydN6GZ0SF2qcqILRqmTK5scxyGUjlz2uTxzGK4Jm8jb78lmm00d3bGBzVX9Znrh/jmXtO+QHxWEblVTfUoeTGtKyvOZ3TZ3O6l/tdhYeylxNybZVlFrROna8ow/V4AQXzGQFOJW5P20B9Xv/KSOvRvkZzSdvJOX8F6Fo+AsC6nOzZEk+HI32L+u/9jl4Q8QJQr86crDy+GLyxzJXAF/+N+qY6w+McXfdk4fXNk6n6Ms+3lclkZ6QawC1QbqNmVYXRyRe9jad7zdgIYZ8I3/eMIPbk4Bp/8slbUvCAQ3Qd99Qx8FtXyiPzgX0uXlpdP0/jfYyZwZBOZG8stE78H/tIqn6Ano0sfqMf+pahGusyHkFeRkCNoI6p97Ybt8Njpcac+efrvGesp6en7asUZTLSOpV0b6dmorXOsjem+Vkea34mAhLR6fhVgTT4j5xd5Jy9DC3zp+1GNiGXQaoCYr25xPJmUMi/wX9vb2+bvuRsk2ejkOXX+5w1VooyP9546VuROi+hL9EnERXMsWx0b7PqmL6V79leJZV7NKdY/mbWsU9QwZj2PQJxXCf2m0b2B//35qfKxsvkKg/NZtOdj9jr7PkOPOfpV001gOsgXp4CadThPcNlWYH5b+SwmRS0eGVzyz1cXqNsbwJopMX9UNI2vL7rs94Sb24fh9dGGek+DDUSVTJqep8NhjoOdniRPnhy9oBPTheq7KlkXfVAeNmSdETR+DN4V5mBl2gZyAM6Zv6Su5bxljG1XY/f3FJSpIvq1KvopspBPxyvcyNaGmb+vH559kV5U33XTfSsF9GLEB5fnj6VzVMv+8c8ly2R5fqKsjkAEvHr6a1Z58sB0ZI1A0f8jQIQbSsqwzZaj0FRvSmbD95fDt5UX7guz5+pLQLA9eYSjwnbQs2KavsqL7UzNYDrpBrACSFrE+2N8IAQR5I84VGGzyDChOBJqkZS34hlHiKF50niRZbeUo1GwNF+GM4Aof3ow82cQdRIivuoExj7KLyPe+eMHvPogW/IpNlstn1nsCqg0zIMDnnJ1HN0anhSmt932Gq1rK+vzyYnJ212draIiGH4dC8TG89ID/j/mpVgA+zJN+p7dD3KXEX7cfiNUegdiJecOYOhAQrLgueYt8zI/Hi6w0DT+1IJxoP39mC+RnVCLvpmOvTSy5iwvnrZarUrChRymU2z+UzL7Oys+8ai8qCkcufy3GcmzP0oqGC9YiCqIA76yxkiTyfQH7V50CXlN7Izkf5oAAA++vv72wIylUl0xqUnM72uATnkWXZCAK6zLCAb1ndPj9hfeXYFdbA+9vX1td3XuRSBWchfv/zi9UvtTNlWgZ2RagC3QAymclFl5Dj4fi7DwQACxFFOZEzUEMN46JIrJkik7Nw2nA7zyyABfeEUOgNQjcgVSMJ5eftU+GBQ7XO0tMLt8F81wppZ0QjQG59orPB8FLl7vEWZH+UF8sYyk75IoAYWcofxi5afcg7a+8SQJ7vI6UTRPdejstePqavDY4CnYIaXerl/kEVZBskLXHLOCOOB3+ANc4rnDC+n63zjLIfKT0F9NJ9yy6e5vuo4ROU0CGWKDu71gkfWBQa53pzJLVtrYMVZbl46zzlw1B9lGBk0KJ8cYGMeeOAatpif9fqKOtl+etlF5jPne7j+KHOpWSuWoYJaBXdcD5fp7e0NbbLnA7g/EXnyA8/R8VoKPGuqAVxBcIpm7UsNXkTM0Q1AlBcp8nWtQ9PlACEadTOYAjWbTZuamirqazQa1t/fb2btS7Aa/XHE7zkR/INDizbk88n14EENMwM4neTYc8X88p6Vubm5NqDhZYRy4NYD1+yAIQv8VYDEGSxuW4G3Ej/rGWTNSsFQemf24bfqAztW73R5lTWPK2QFXlhOnJ3UfrJjY/LaUvmw4/DK6Pl1OUfB7XFGywND+M16pPu5cK/Valmz2bSZmZkO3eO2GKzpHs/e3t62eYL7aJP7wXXq/ON5WfY2t4IU3tvE4IP1igMGDwSoTMbHx11QqaAf99jZ63OY55BJ5KA16wmK9mIpqGfZRd9EVQAB+SFryeCcAT3rQAQkmMfe3t7Cpk1PT3cATG/ZEfx7Y1QGXiOZM//gzzvXE/qhwE7lq6T94efZxikoVp55PDz9YP5qqgGcSx74wXWz9rfBvOiDSYEC/rIB81LxZp0RFV/nuvmaZiwiUmDh1aEEnjWq8+SlS5Y6wXN95rYYHLJR8ECj1gHSbII6NE8WbHC8qJB1obe311asWNG2RDE3N2eTk5O2devWDoeEv9zXKqSO2uuvgm7wEm0ehlFmh8tBCdep+p9zYFUMrII7zR4yRRkhrU95UKChAJ7nsOojywY6wPOeHaLuXfV0m8vnMuTcth5sbda5eZ6XbVNaXG5jB612KMqUeJ9KYjvEQRsT64TKXcurneG5qNdZlzirxOPI9hTXERQr6GPApPqiwVNk59mWM3kBDAdrLD/8n8dFZY0g2AsAIpvhyYYJ97y+cx0sL0/ftT+eXkS2WbN9zKvn55Sq2pedgWoAF1D05qICFV4yYFBj5m8QZoVlRVTDx/c8Q8ITSY0uJokHTrzInjMTcC7e5ONsIIM4z2gpgGPezDr3GqI+doRqeL3f4CsXEatBw94aBlGok/ugTkedidn8+Pf399tuu+3WllmYmZmxLVu22NjYWEf9yBooMI2cKl/zMhdROTXKHqkTAR8MBD0Zefs38ZsBRUTqjFm3PCPO+uY5Jr3vleE+sp6jrPaZy+m+VC/LxGMYZeB4/pYFH5ypBl/e2OtcYP607zkA7M1pb3zVBmngkmsDvGGOoJ/ad+ZBzxljfVFbwbYL2TOdBxqEejJlvYOe5vYD8jM8ZrpakdNN9hsKEHm+RVkwlY/Khp9RXUbdLEMNWLgs7kX6r21pHRoQoJz6Cg+81gBukWoAt0AADup8PEVR48uZCSaN9hAdow1vAzXKexGfbprXKCgXvZQZVQZ8/Mq6ZtdYRh55kysCg2jXy5yAZ8iO0/rc956enuKeZs1QD5aMpqens07My9BoplANO/oyOjpaLKOxHL3MHfPggSzWG66PjabnWD0Qz/sQdRw9kMrEWTg18tELKipPLPtGoAsyUOft6RD0Pwd8PP3zsgP4jbnMco6cLAAHz4+oPHR3ZmamLcjjwAV9YvCqdTLIzTktz2F6MoRjBr+qM/g9NTXVUdYs3pfnyUDtktYFGag95BcNGCjz/NBAo4w8AMhjruDfs3es+xr8cTssR9gulQfbF+0T2zuWHwNm3bfJ4xgBSyVvHjGw5TLgj5MF2HKgeq9+kPVawbhHCuq0nmhZfGekGsAtEJQCDqLsbCov2oiiIs3Iedki3u/gOVX9HqP+hUHKtZWL/jhbpkBIM1MKYNV4RACFKZKZF8Fj0msmiI2X9zZZTgaaZeJ+cH9yDgz8N5tNGxoasv7+/rb+bNq0qS0rwcsROVloQMAyqZIZwTN8ncEAZ5tyWSoGqRH4YvLq0hdvNLOCucY8op+eIY+cA/Ptkaf3kCvmur4RV+YIPZ1UcKJOR++jb5rJZ33T+RaRnuWnz/DWA68/3F9v35dHrI8ccKmeApR4y2ec1UF5npMMoKLlzLKslBdcs61SmSho8sApzxNuwwOxqidePdADlgVn09iO9PX1tdk+zyZH8oj0g/nzgJjOTW5bn1ViIJ4LRFRWHm/a5s5MNYBbIETVGhkpsYJiKYwdIsqY5cELRzJVlDtK32uEwsrPqXw1yApuovvclkaWXn+9LBaTZ4C1Pi7L+70AujgjwZM5ykDyYaLaN81UwHB5PGq9jUbDpqambPPmzXbzzTcXvEIemzZtsqmpqY72ouVlrZ/r8hyQ5xTQx+np6Y5I38sQRe3CASDKVso5f5BGynqoK/cD4xLNqSrtsbNjZ8/tsWNi4IQ6PaDn6aZmkrwlIg4seH6zY87VC/nwcjs7UQYbHJDkgCzqjGQI8lYJOJukc0lBSfSXAxm1tZx18gAcy4PbYrBSNteVR1z3AAvLXMeLbSFnpFTXmJQXznDyfGg2m4WcYSf4pbVmc/4lNgW3apPLgq6IT72fu5fTY/5/JAvP9uba1RfWdnaqAdwCaTSoBMViI2xmoeH0QJwX5XlRpTf51PAraFFjwgYyys7g/97kYuMAIAiQy6CCHQk7rZwTYTnkAJxm/3iCo91oSUfJA2Z83et/xD9nkFDf7bff3mbMenp6bHx8vAPEzM3NWV9fnyt3LmPW6Vg8WehvD4QgamXHmcu8gXJLRR6/Xn0YJwYwuiyjoIt1L3JC6iA8QOjJjGWl+uJlv7StqM+RXnH2mPul8zMCpF7/Wf/M/IOrI+K5VyWrp/WqbqKeMplFYI/LqmNmvfHqyfXRW4nw2uRnPKq6GsNt5Y75UR/BGTjuM+sGB6sgb/kSdWI82PZ4mdyoz9x3jzgw8vZfs0xylAtgy3iraZ5qALdAOcXDZISDZiMV7QMwW9xDpNEzkzoe/NY3Db3Mmd7ntjmLUWW5jAEOImGOapl0KUQPh+W9K8wby8LjF5EmZxy0f969KCovc7LePdTDkXGU7cJzs7OzNj4+3hGVAvAqcIn2QHo8seFVR+JF3N5bi2btG8V5rHlsctmDSKY5YufD/LIsvCxC5Li9+aNZKJYHnotkpOMKGWs2E+0oD2UAH/NZl+G1HAeB4Evlw/rJWRoO7MqyF0zRUhf6BF1TO+QFoUosK88RQxYadDJF2XTwpnUpsFXb42V/cV/1BnqgpJk9BUU8ZmW6of3SDKKWUZAEm8z9Qt+9wISva+DtBeAg7DFmWXl8e4CYrwHU5gII/d3NnNtZqQZwRNHEYwX3Mk45oKDZKiYFbfwbRponWc6B6f+h+LmlYM6U6YSGo0MdargZ0Op9L1MJnqLIKgKo7ET5Wi6SVFl1Azo0kxXJnK/Pzs4WSxzMo+6p4v5o5M3EWVYOBrxyTOqgoowjk4KrnGMvk2PUR5C+GKT6CufhZf00c6HP83ORk2D987Lf6oi1X17/lPTZaP4p2NZ7usTOc5SzX2wvQGxz1D545XBP+xjNVc+BK0Vzp6w+5qss48VltG9V7LjZ4v5azuprvzTIYb3hAE/1wpOv1s3EwD8HbnGd55HXd+aX29Dy3Gdtb3Z2tu2rCfxik2crvPnE1z35RcR99LLRNdUAriDeA+cpJWe0UI6jfM2wIHpFNMeTGxOIn2eDiQnMkTs7HrTBpM6Q35TLKb5mtlC3tzFWSY2STmw1HHiGwSPKsfwhK88ARDyp4fEMX+SANcLE/3OAU6NX3rPC7XnL63xYqOdUFOBoxkUzDngmBwoi2Wj/FHRirw23of1RnfS+A8qZNW6b5wAcRHSQKLfhgSzNRkT8aRZYSeenBzTL5pTHn8p9Zmam45NCrP/ajgZ1epg3B34eT3DG3pKg8lfmWKP+Y45qIOcFM/oSUdTXKoFDGVhkmTCw4a0F3jNRBtnj2zsYl0mDyly/FJh6gRj+NZv+m97sdzjIjgJe79xAzEdk/dAW2/NcPyBDfRvfI/ajvLdZn60STO4sVAO4BfIMGogjBVUmBiOcBjfzo1jOTOhkY+OnpFFTGXnG2Vs+8NrjieO1qdEqiA2a1wcGYZz9Y1DAWRCNjKOsR84o5ABH7r5u3o7AACjKtHhGx1vSzmWcGOjieTai/EzOKTJFTp5lqb8VtOZ49trzsgoAnbllZc1Gcp3dZCrL+NO+8bjndIxJ9UidkPKlTlPH3HPc+tk/njcRGMGz+pkw5R18RaRgIpfFY2fMBLvC/Gv73Hcvo8Pl9f8eRX3jY16UNBjLLfmxDirQ89qN5o6XCfRslNpOtq3cLuYWxpvrK8ugoX0G0t7KAuyRkraFfpf5sWgsNbCtqQZwBelZPzr5PLABQmYu+r6nKjen7UG89yGnoLnz6Zgfjsq9jBaTZo+iycqkGUPd8xBNNjYinixRr/eZKNyvShwlev3VqBzEUW8EbpUwprkoPBckeHxyOXX2HFSwrHXfZW4JnduMlnt0GV+zgl6GQB2ylzHk6155bj/XDyXduO0tIXGAZdb+9QF2dNFY5nTQy7KwU0XfMNe8T69hzuong3juNBqNtpeKeCyYBw9k8L8oWxn1Ufn1XqCIAH5EKhu1Vd6ci/iLxsjTc7N5fdHMbWQ3PPDnZbMifnWFJaXOL3LoKkYEsvH/ubn2b5XyXjcAduWH2+B+crYN9eNZyIl1hnlQGWpbrDea3dbEQkSwFdE2j52RagC3QKrk3m9Psc3alw10L0K0VONFIlWUUid0WTTjRcw5oADKLTExsbFWY+RRbukXz7KR8Ix62bJmTiY5GWufI1kxL6oHOv5eBkufyxFnKRRkefxp1lQzNFXbrUq8LONtoFZ+QTy+EXjk354MysiTEf+OAiavLZWj1sVUlrnTenOUs0teJiWyQfwsAzivHx5/HAguRY+Zqoyhx7cHxquQZqr4OkjveysMHu+RfVCKQCHqVGDE18uIkwsqq254UXDoPZ+br56MIztZBtAjKvMBOxvVAE6oyoSJIgZe8sP/vT05iFq9SRZNuoiPHGjR9hH5sCHmvnC0BF7KAI++Ro49EjMzM5WyJmpQNfMXORfPiMAp8RcRvExh1D7KRBkM5lHfvM0BN09fqgK9HEUOWJ0z8+nx5S27caTsLSF7+u9lMMpArfYDv1Vm3QKFXKZaA41I/qxrrBeanfUyD5rV5myJ17forUcmdqqs1x6pDvEYc9aTs3f8rNd2GUVgO8qiqxxQTu0hKPoSDfdDdRBfX2EePHvAz3m2UfvIS8D4f7QHlPlV+xuNYSQ7r06z/H5CkPomtc+q3zyPI/vEdXF/UIZXgbhuzzeoHYqCNg/s7qxUA7gFykV3S1m2y11bDuXjtHcULValHH8wmp7hiRzsUvunmYucLD3g6jkhOEdvWccznp4BUuL9Z96RBmVyUWdSBegul8HiLAzAtvK5VD60fwpMkKEr60vVJZWIvKXTHHULDuEEWZeqzAV9g88s74y4LDtcBRvLQVVAnFe2StabKQpmGEyrXBEwIWBkPWIgWqY3OTnflYBAfYmCmRwxwPRk49nkKBOeC76WSl4CwGsTtFQ/pWNd0zzVAG6BYBygcLnN1PzbrDOi90gBEK6VRRNRyl2zBpq29jJbel8zCBxBMk96FhTXi/pmZ2eLt+r07KBcNgr3dMOw55j0raroY/SQqTqZaJnJI96jBJ546YnHnJ0Pvz1l1nmSPfisYoRUVl6WhpdOAHq9rIYXcXNftB6WA5+rhTqrGFTlhT/szrJSvr1IvkxeOh7Qby+CZ8cXLa+V1e9lFiBj1V2ul/eZoj4mloUGacwz6vDAUK4v0D0dU9i/CBCyzjYajeLtWf5EmLeawLLlOgDKdHzUdnH/Ad5Yj6DDmhHX74+ybFm/opULL9iqCj6iLDfLjvemabYvAqOoR8cIc4l9mDeOHBzjry65ev2MlkbVZ3I/tD9sP8vIqwPXa2qnGsAtkE6aKLNSJcrQiRiV4/pzdURZoxwvqJMnji5RMIBkp+dlCTye0V7UX76vS3DallfG61/VjJXWpde95eHc8qoaYb6u/1fQpbKKliVz9Xiy5f5w/UqQmRp/dagelS2hc136TKRHGHv9OH20xBeB9Bw/Ed+RjJZCPNeqlo/GWq9pMMIAq4qDjXhlfj1eliujFxEvzevhxbjPv/kZBnEemMBzKJ8L1LiubqnMBkekZXVpsqzN3KoA25Uos6fjy7a523nh2SiuwwPAVcgbszK7tzNTDeAWSJWG966AooyVWbuSeRkrNkLeIZ2oIzJGEUUTj/dG8N4U7QfzCsOqGTg4VN2XBkPa09NT9AlywYn2qMd7G4pBM+r0vhGqwKnMWKFOb9kUlGsD9Tabi2+V8gn92hbkbOaPvQde8QwvM8KYeuBY5eb1meXJb9p6mV4vwkU/NVL25JTLmkVHnOh4c3tehlozZCoDlpX+9sCIZj6j7Hek//yPnR9nQCLHkhtLj39c6+/v7yjLczGSkZf55rkFANMt5Zyr10cP2EfBiC7h8un9ns6gTZVZFf1B33OHRkdjVjaWEaEt/T4yt8nBDeSggYnaaH0DlO26147yw7+9ZAJns9U/4Vou4+utTLC+qzyjwLos2NwZqQZwDkUGhhWcwYNmVEDs3LuNRMrKR1mqyFlXyeCgLE+sqJzykQNS+n8lnqC5PWRlpDKpmvGI2tDlF6YyYK0ZFL3u8eT1P1d/rmwuCte/ORmXyd8LcHQpjgMHDwBo9lv7ptlwbk/1nP/y9ZxMWQZeWW9pyRtHDzTp/yM9imQU6Zlmz3Ucq+qR8pezY0slr++eHPg62yEAmhwY4Tq0XT1IXfukcyWnR9716FoZf1XlrCBUA3/UHb0I4/UNpHucOSDD8xp4apu5+RHJvCpxm3XWrZNqALdAivLVieSAURmVKa62jWc8w1yVvEmnEzSacN6yKp5Rw8cyQFmU47b7+/uzkVO0dJKTHWeXuM/cX67PG6uoDY3ivTrYuWp2Q6PU3BhqPzw+lDha17Z5PCInVKa3rA9aXrNPzJPW4WXzmAcdoyga9162KMs6sR6qI4D8uJz2nct7y5bMfw686XMsG65L56PeZ91SuZXpGM+RMtAfZZfK5mIEcMGrHigbAZwoY+7pHOrWM/v05a4IQKO9nCxzS5cslyoAWudLVR+ixKs/bKtY31XPQdABzE1k69SOe30EQd4Af5Gd0lUb9Z85XcQ/3itbUzvVAG6BZmZm2iY8G3eOkHMOJCJP8SKnAEL7S9mjkeOR0+Eg7rdXVuvRiIv/6lJAxF9Zli16lnnXJRf0paxfXp069pHDjpwONlZztIkXOyKCDjDI8ZYwquqPRs9wlgrGuIxmPqLfSrnxVb49HYR8NEiI6okcRWTUtR/4vye3skyJPm9WTbcwlhEgYVKHzHNJ64gcftXxiMiTGd/jdvVYGtVfzfrMzc117HmLAJtXB7fjAeUqQZLXltbfLXngm+vMZRqj7KpZ+XmZGkiyLeFspWdP8HzZXI9sgpLXVs6u5DJy7Ds8vampnWoAt0D8MXIvMqiaaWs0GuFXBKqACSg4JoMHAKJMkkfcn5SSW58aVvRdP9AegTy+xwDO288GAj/eOWpRJsLrs2Z4uK6yiR9lDbw6lUf+f29vr/X19bXpDfo2NTVVyILr5chyenq6MFaNRqMAgx5AZb5RPlr2iwBLTjZR9K3ZD5VRNH7eNdYLzj5yf7RO7UeZQ2MZwFF636X1qGpAkcs6aV25+ellbpnPpdojszhbqnV4Dlbr4TGPAkP8X8GeZmO9eZ0bb8hJ9S7qn8onZ1/KKLJ/XgAb9U3BGj/j6VF0rpvHSy7Y9PTHy4xz3VpnWTCu+uIFLZEdysnE84FVAsediWoAt0BQpLKlD++ZMqq6DOqlmXU/UdnyR46/aElWlzvK+NM6I1KHz215kx7XveUXz2ijvHf8QVlmh5e/YDBysi3rJ0CYOmDmE5FytHQQLfNEffGcFMqU1R/VVyYT1p9I/z0wqc6Z62K5MEUZCs7C5MZF9YTnV/RcNE8jR8qyinjQPkdlcvwrL7kMdq6+MsrJBvdVf6rYQci9rGw0ByJQ6f2/G4psc5X6VKd5XCKbxH95jpX5H76v/sCzjznK6SvuK9+RLfXsA/Nr1rkNg/XGA5Z6XV+uqEHcItUAboGQIemGyiYCiI1iFP2hDAOcHOjzIjJ1rlxHLkPiOU59Br+rglb0weOblyI9w7TUjENkeHIUldEXVsCDB3pSSjYxMeGWVYcEwOmB6cgpR05c++HVmcuSqa41Go2ON/wiJ8myifQJMvB0knnNgapojuUAUa78UvRI+/T/tfdFO3rsuNE9Pmf/RfYuCPIIucj7P0uu8ggJchUg2D2257/wx2O6XEUW1d0z4xkVYIy7WyIpiqIoSl930It2VJnmqNsFnMrG1KJpGsB1kzraO7OByCorXXRBCNKusmSsXYwWtmGaXWMBYxU4s2tn3uj8PgYyIZNqA/NNeO1uPXbZcxaU5XJM71k3uKisFjvsGfNLk3noPWMHcA/EdmEHzBRUmRE0XPbeI5dmLlv9xXR+0Ebn7DgddKAqC6m26lgGLtdj12qiqybAeMa2YzOYs+70jBNrl9HDiRUP8YaenHdQ5SxP0MrBL7YreLL2hQNEe8lBVFx39oG66eyk20Zk2beAGguhO5VFjHZhFjTLrWyssyPVFmwH4537g42Z7DuUzSEf9DM49l1UulLtRvvJ7eh8DPJQdlPxUTy7jFGMpT/++IPyyn+ZPExehMoiZn8Z4xnlzr7CActQqcx29ifHwd95msuGjpCf2v7N1+wTfsfR79wcx4+JhCzvxnfsAO6BfG5NBSoxKFRWJv7GtzgzHTRyNqnF5BMDT2WwOrCAKlZFsTLrvjXKeKnMRp4s1f1uC9pdUakttfxXTVysb51glvWxkgv1pyYURkfpG4NkFvzmtlfbgGqiDbuO/6Nerty2wPOAmUegyqR0k3hesefxitm/XP44dFDIoALlGGPVj1ewLe74y7xZAIeLQpZVzXB4dWC21/kwJbczDit5K1+W71U+CctWdj8N8Kty6u+Ul+Orqs8vKrtmi1Nc+AXNib+s2hM8sk1VND8idgD3gBpAuE2g7uc6+JkaLJfv5XpBl2VZsA6iW6HGRBGZn5xtyCvhuGaBAgavDjDjk2nlLZdudZUnXtSR0mPOdsRz5rzZ6ps5jqDBJonQDbYjaMfLNoNHyMJkwDbjtw1XMlmqHtMHWzWjvHlbsJqkM0I2le1W+lDjpgO+PFRlIlSGEK+rTAWrw8Z8yKA+NddlV6v76huY6sPhiq8zHgNVJnEaxKi+wOw8/j/f68pkXrlc+CM1zlRGEmVUWekM1nfVmI7njt3n7+W6GUK2yFQ+sUK11Yr2oF4irRb9Vy4g3xN2APdA53ir8uyemzVgTmfFUNl2C8tE5HfqqFUsfqOSlXHRBZQOLcyc5ICM8cqZpGgzblWoPo4A8fPnzz84H9zmmfQRriSDppMBUNvuCGV7eO6og3rnUuXQXdoqi301os9Vli8H9q5ucsB6HD8HHbk9ma/KpLjjfJp1wjoKVbCPga1DC+2jahvL6qBPmvCfgOmLjc+qfNzPcH0Z1nWDrM5euq1MJmuVuT0TPOVjDNN5VfHKY+pO3/GrYQdwF6LKnGVkQ5wGbOysFdLMUCvpCIQwqxi0uwHiOhOVUVD01Uo3O/qcIXJ0p86bZR7McbPy0TbHgWCGKretWlEr2pMsR7V1odrNMmpMlmql7WCyAFhBtpGuXGVD7iJsMqFkO3YmxpXFXNUeNmkj8hELRiOjCvY7neRyUTZ/H/elJukua83GA1sw4esu2Hygzvt1soW9uJjYTZd5PpP5Umcq89gLnxTXqu+7ueMjYgdwQ3Rnxqbbi2o1qIwYtx4R7JxCVSafD8pblIzvKpgTUytd5vzZtuYk8FU66IK27jxkVUbxzu2bBnAdHAePmQLkhZNVJ0tMUtPsw53bIdNMhAOVscr3nGwY9vuVW0PTbcsrAmllw6GvLsjPeg3dqLOfZ6Da6i7IqozlcfCgh239Tsc2BkCsHaGjK8bW1duWeUs0aGKfsoxgN9Y2vmEHcA9U31sMhGGFsakBo85DOCtTNbFnXsGbyVllDaqBke/nD7JHUIVnFvCaDcjMH7M2VTYDEVtdnz9/bnWzgnDgTIcsqMtyhj0wuZxtj+6sjPNrVWwLk9exD+TtOMzJdihuIce9+HtFIIM02Hityne084IHJ2Z8xUYVoGdfkD8TxjISCpOP0TPfxbKvK5OkWtDm51XfZ2CWJS8q1WLI6cOp/TO5prqpfhjH7KeiXwXbuBVd2UXlb65cVKHPYllKxRvnzXxv40fsAO4BlfFh54mOo17RIV03gKtWPMG7CpIQ0zMT7P8xMTlQ5zCyzrqByLJiT0/f37XFZF7dbnFXmNX5km4F351bq+phRiLquPTVdnsHZefV6rzL5qAdKJoOLxfZ3ph9T3TZIY/tyiawLcreOz9T1WfBCtJkdqEm97OZupw5d7bdlZ2gvNX4uDLT64yfSVbexVTvTiYxLz6mOrpiATTl0WU+Pzp2AAeI7FMOuvKqm53PyEanVg1dCh/v5f+j8/369esPq/ZMY7KFggNZZefYig6DKbX9mrN5uArP9ZnckXnL8k2cGq76sJ/yrxTzJIO66c6EVFkN5dTZSjlnYAJIr9Lbp0+ffgj8oj77EDyievcZ6zPWX3GP8VOTGtqzypRgBnoF0Y7ufBdmjQNhE1WGPpdlNBTtfB41+hDlVBNZlx1nNBQtpptquzVnidkC7ertYfSHmNHBD7Mrm3Ne86L6Acvkl8B3QVynD7Sb6YItxhImDjKd0JEa8+rojYPK9rAP1YIckRMqq3K9V+wADoCrZ5y8VjMqQaO7zzJ4mB1kdLoJMuRzV/S53kp2CcF0U62ccxknEF5BdX4HA3iGKmuZ70cfZqfl0MTFAyuDqHSseLKtKZbtCHorExPKgvdRRwpdRhJpRh1shwtGw0XOOrGtXXadddEt7gLTIInpQB1N6HxHzoJNsr3dVj/jyRazKhPc+WknC6zaw3x0/Nq/8uUOcgB3Nuus/GaX3cUjJR2/qXwhQ+fT8Pl+ke/P2AHcA/nzRtlYcNXOVuVxz8mo5EyPWmUhjcxDfeS4WvFnGvE+MpQpyxmDN/4x56wmAbU1053XURMly2zlZ8dx0NeKfPr0/bBstaXROamgw+TFM085CGWONJyWspOsuxxEqq0jJjs6uZCxyhwxZLt6evpxC5ud38l/Oz4qqEQdMGBGlzn14K/ef5bLMZutgsIqY8CCnDyOcp24jvZMJmumZzVG0E6wzXGN/Nl4ZW1ntBXQfrIOsu7ywjH3IQYeLIOjMrdRHtsW4zEyiKqduT7qKmTMXzZQusLdDtwBwExezEsBx07Q1rJ9V2Mrz38hF2t//r+TQatkZDJje9m9jW/YAdwDVWAW18fhbZdm4EovrzyqwAKBzqpynO4quAuWkIcDzBCqbBOb6Ka8uvJu1qqCygyivqvMgaqT77PJC4P3uN9lqRjPbmJFmfKzbA9skq504WI1S+ZmFacyrIIFQ2rcRnkcb9kWqr4JOFnWq6GCVSZTBgsY89EFLBtgC1MF5Vdz0JR3WjCrW6HKyKt2KOA4VvUYT8dWnR0XlCf/v/PjE/+qZHF2jpDOxnfsAO6BMIz8hvTj0OfCHEfJyoUhR6CkMlNqZazkxnqsTOaVswLH8eN2RNbFp0+f/qwXulEBGduWQHnYFkd2oJhdwsBGZTgyrypT0ulz9ZxFzqREpjPose2w6VYY2pLKuDCaavsk6y7bJdvui2CCnZvptsNy1izfZ9si2C5lP8oe4hlmEpBHnpAwu52Rg+gqMMtyOguz4J8zP6Hf0AGOgygXZzex/3N7casxLwxYJh0zyA6U7wldRTvwZdTZ5iaLzUw7j/UsDz7HNmc95HOH1e4C/kpYyRd/cfGVA3GE479RBlWPyV1lwNm4VUFZDjZzn+Y5Re2iBLpsfJRhgWL1bsKPjB3APZCDgPz3OH7e5sEUvnJ4eRVTOcdJgHEFOieEZZ0sTt7+woCq25JA4OqPydytsqu6CGfCrVbe8Rz/H23PjrRbpU+CRxVIr25rHAefGOK+ky2onqtMHdLFrWQccxNUmXEngMgTl7IBnHSxr3M5rBd6yHxUdgqDbgTrd0dfuDWJ98+gypwpXWI5JpsCjr1APmahtllzcKegFqlYz8mSs+duZg3rTGixcZflzYuKeJb/zxakGbjQZDKrtuT7TM6NH7EDuIScYQhgZkhtkbBsGzvf0k2u2eBzFsHJxiko55dXyJVc+Ist5SzQObIJJ7J6KqBVQSSTLWcqjuNnx3tmxYbBKMrC5FaOFSfy/CsxJyhCm1BnbLLs7P/M0Yd9qS3fGBOYRZtCBfMqCxC2nz8wrzJqAWcrJtPE80hZ1kwzj8FcPmhj8I5962yrsexdtp/j0O/Qym3LcgfvLoityuGZQ8cPRd85wXGmW032X79+pTaI+nYCBZW9rPizgB8zuPgGA2xrrtv5JiyPNPOcE/9wfKszugrZX2cd4aI7nuE7KrP+4sws6sjxd9nO8+LFacNHww7gHsjGX62cKwNi2z85ne9mYRjYgIn7KGOFKosQqLaKXFlx6yAHPux+QGUslc5wpeusfANIM/dTbK9gBkahWy2iY1Uv6O0yfcjLtSM3E1PZh9oKUlkW1J+Sm9leBKmTIAhpIY98jYuNbhxN7ErJxLI/qg+rjAqTVemn2h2obBazKDlL6G4Rq2x7lZXLZavAmmVmJ34Kj65U+u90lctlOVBPVV/jLk/4H+Sfy1RZSfRhKAeTPcZbpl2Nu8o3n82aZd9xNe33hB3APZBX+sfBncd024itmjJilVKt2HB1it8vxRUO8kenl+mz7AKTG+WPQJWt+rqVG2YR2CQaq0AWRGeeLGsQGaPQFa7yMVhDmvE8n0ViE9ZksmBB7HHw99OhLnI9nBii/yo7yu1TYH2Julcfuc80lE4cveeyDNUkkuXP2TWkhf3QTYJBh5XNGRtsV7TtOPpMS6XTTIv1j6O3PBGGH2FnDzNUZjI/YzsDOB5Zn+c2qTEVfzHjlmUOmtg+lBNpB+9sz1nuLjjtxqoqj4sRbEfcZ4Fi9v95R0Nl4dGHoT9Ui4N//OMfP1yzLGW1SMAFUvDE9qBemPy5T7N+ou82vmHtp3nvGGor4UzqNg+6jCtWEjiRZGCKPf97LbCgNjutvAqM5xN6HbKzwe2QCNawXP6L5R0gbRbgVnSV/QSyk2NllY7Y1mvmX10ze1L6WBk7k35FR+/ynJwPVFvMGcympmcQJ+jsj9nscfj9gQEve3YcvR6VnTiBzwRswTfFa2zRYQDJnme4uunmBfd+hyo72WV3OzA/c+eY+tWwM3CALnhjZ2omWxcZVeYNr9UK8wqjdgZuXgVi1ozJt8IDg484e6UmSrWyZxkEdACdvKyPldNzEDRQh2f6LeqqN6o7W10sSxl1nexQhtJRhrLvClU2JcAy5CrDFm12J2s8J4i6YTxyZuGqCWeqOzzjxnyXAssm5mfYdmYvIV9ejGGmq8ryVfexLmtfR7PKvJ05b8X8YydL9zz7D+WLQ//47ji2UMt/EVU2Uo1F/OEDPldzB9vNWdHPR8UO4B7ALclIIcfkGI4p/w3nxByXeoEqA0utq3J3ZM8cGSfbxzEo8yFaN5OGenQ+eePIVPFkOs3bK9jH2Sm7QQ7bKlHyZdqV3KgrlJOdG0HaV2fNrsgqZ6AdKT5MJ+w6aE6wsn1+hy5WwLaoUVfhp+L/iCqAnh4lqPxmhVwn08vP0Ve7QHkqv862Qt0zfJipUhlD9jzzZYsVlKMKcjCwzveyDrI+sTzKi+OU2d1k0bThYQdwD7CzWcrBqJUvGicbKIoH0nR541kCvI/PJitLVW4SzHU6UOiyA0xnWN/ZdlzdNmC0XDBnOdVRJ3d+V1imXZ09cTDNTKhMlcrWBNRYwudsDLn9MclgrUKdDzsOrQP3Pj5nPsAJSpgtIh3WJoZqRwJt0oHqW+UvHZ+r6ijeAaTd9emKvTP/zgJEFVTlxZvShfIJTtuZDEgry9xl8Ka4Yky+J+wA7gF0jLhaQmPOfzMNVq7LpKgyOeOWnUIePCgf3kda7DB6l4Vh7cxg7cR7KgOkZFCDFNvJ6qp2In93MmH9UJVlULaSaU9osjZj+efn558WIuxTW4qG0ivjkdvE+r6abIK2ykiwe+qwd9VPXeZDlccFSQeUg/UDk7PSXSVv0K7OPqr/q/ZkOZmNZP3ncajsA8cjk6cKorJ9MJ/H2qaumQ9QYPrv6jF772RDmqhnRA7QMi0lL5ORjSHlR6oADuXKdLFvmd0w3TBZmB19dOwA7gFncCG6rIELJ9uHhs9WbJmGk8FS7cD2KB6V/O7qL9NAGTu5K/mrQV5lPhGoAyebyuRD2TLt1XawulgeHSU7KqDa4eomgN8LZrRVuzpe3XjMQWRFI7fL0etUTmUvGGyo8en4HVXHsXcF15dlWp2/ied4Xg3lcDJBKsDH51eMVwTay+TspILSQeaZy6mxU/le1Tbsu0ruSv+Mp/qFKC7yKvmRJp6h3Bm479gB3APVKjDuKyNjBuWs1DNvtQpS91S2xOVbZdWQFjqTjocjQ8U/nlcyIVC2LhhA2rhaVM7tirZPy05oRvlO/pV2TFe9qo+ntupA9V3moYKAu/qUZSgYqrHvBrUsaJ6OW6zvPO/sZMUXOM+rPr6LNt5zbK6jqfpmKjcbU51dnbV/x4dfQfNKP/HesAO4BypjrgaFcpyu0bkrfDUAs9yrAQHLhmFg6mb3XDmq1Vx+7gSnaqtXOVIVLGZeKwHcSqB1RRlW3pXfsbWMSUZIZQ0mtuoCxy9z/LiidwKNVf27mSAlv8O7GjNx7Y7biq561tlJ18+ObqY8JoHQqvzK53cBEbPJbky4c0GmgVmuM2Peve/sJjg087PqrOHGN+wA7oF4aaQydjYocIJSgYYzsJFnt7oJhJHjCxOd1RW2LaB+do5bHdnJYQCkaKmtri6oUk76+fn7+aIo1wUxLGCO/oy6mSbyXIXbp1ieBSdOHSb/NDDFoHaSLVKr6UoW1eZMg11XvLAM2qCj10pGBnxtQpWdqCZbxg/7o9s+dvTuts15/vz8/W3+Wf+Klvohlmu7E/mqesq+kVanb1WP9TF+EULRQih/Gf9nekd9Kx+3Yh/dq0qczC6Wza+Dyu3ZrxH5jh3APaC+9Zj36NmrMp6efnzVhfMuHAdqNcLKHcePARy+b6njoRxnIH75EzzwHU7dlwAcngzqZ/HxS6c40Kr65cxZCfcn+RO4fZr5Ygal0zMG1Hjf+XVeAANoRTPsHxc1E/mUnEpnjm7Y4qIKxB176eRX5StM+xR1xH5Z3Omi47V61jPqhi24Nqt4TduzMvZzHearkRa+Z43VucofTn4hGvKH3lG+zhbP+JczNBF3+PP3ih3APaBenhjAFU0MlOPQwV9HW61WM+1cXv08P//FunmFx4IdRjvuR10lD/7fGWAorwqQkQfef3r6/lF3lCUHtSpjxPgpOXO/MDmQh6LNdMgcqlo5x31Fm8mCNLuAHsujfllmJdt/XjVjm5AW0xXaXrfSr2gq/SKCB46VoK/4V32N5bvMYjxjvgAXZ6gjJ8uBvquTN/sE1qe53WgP1SJW8UP67LnK6rH7+WXNFW+Um9kNfrCdLXCZ/FU97Eul7y5zy/xf/ovtys9UxhFpV2Oqsv9cltmL4oU/hMiJAybrR8bT8zTX/E7x7//+7+XzakW2ChY4Xb3KuEPuKxGD8+rv27GgclUXk36Z9iELSFZpqkBc0XVorJa7ol0r46HSgQIrf4UOurqdHI5vcLPDV4z9Sjcv4cs62vm+61ccvVb2pAL8Cc0JrvLnE/94hV9R/DtelQz/8R//scT7PWFn4B7IH/JlqeZqJXQV7nR6eeWvtpTUagzpONtRbvlo79evX8e03xsmwcNbRtjxW2rHJCsUqLJlVyF0dYaXspuXkJ/B8SN3w/2CS/a5lV98fu4/8XQ12Hxw54J8EjxNFoTH8ev7tLeKHcA9UK2Yzqx8p5icnYjycZ3vqS0TdzWl2ndFdiMj5FRbaR8JWRevjby1HXDPoqy0o6PtbBNWtDNdR75VW5ye18HjAw4v1AVrjyt/5TccsH5hZ5iwTEdzVaYpL8f/5EXmil9iY6lDbCVinQgw4/9X+gp33E4WZ3fKu7EDuD+RV2HH8W3Qff78+QcDzIjvvk1XmFWWabKNWK2uWVYteOL37TLPfNhVDbQ8CJ3BmOXMb9FWjvDKIGbizLvsH8rtZDRXeZ1B12ZXJ8wWVba269MzwdcUk/NgSvd4X2W2VvkHTQxUnHoTIM2zQbBbN9v3hNckY9jtkGC5SUCHfhF9mIvgvXI85M7s6ZT2VcdbnPO+GzPsAO4BdHYsrZ7LnpmAGc1VeVUAF/dZ5sG5dibASVpc6bcrv4qsF0dOJ4DLtNik6PZpDniudmAhv1rtqgPMDlTdqk+n/XAG7krfXfwoOGf/HBmYvdwxoZ3NgjDf5/DMf105kV8lUyfXitxZjk4+J5A/jjW7f0sB3FVgvnVvrZ7DDuAewDMTzLF2kyOiO0vHaLo8Jo7fcXarcOWfZoZyNofR6jJf3QQy1QnbsmbXqu3svpKx41XR7OSutoCUPnPA+enTzx8lVwuBaius68POsVf21C2scqa5Gkcr2dSsGyVfh65vmX2wdjj6VuUmYDTzs4p25u/0qZL/Crm7coHYFo6zi1V9Z2GIz6fzS2UnjKZrm9UxCpS/4t2h69Md5GnsAO6ByertigCoo+nwmAx4NcleBUd+NtnjMxbUqPZV7Z72kVu+ClYyHVfeSidVn02ChMwjtu4Uv2pCeX5+/uHHJgpZJ7k/XZ1M+s6xe2cRxXhjsKtoKVut+tZBpYeOtqtvpf9JMLQyPrHccfDFT0fzjC9WbQ9U/rUa5x0P57mrt8n5uskckPtiRf4JnLlwg2MHcA+srJhVpiQ/VxNCzthUfzve7nN0THkCUGWriT7TceRX18xhujijK1XHaXO+dmhMdaKyGMgbAy2G/O6nbmLGQCbu4X08B4j12bvPGG1sczyr5HTspco6VLRyZo6V7cbFcRw/6Sa/w62aqLvsE+ORJ2+0hc4G2d+cVVJ9zNCNQ/buNtW+rk9df1NlWRVNtcDCvsHzi1O/VcmA9xGOfaj7K/I6ck38Kz7PY93p20lm7yNgB3ACq6sip3yXAbiCxxSrMrCJfkV3jq7wPgaiHaqg9ixUMFPxmrZZYbL4WOlbvGZt65yqu/o/I9+UV1dG3XODfMTEVs9klbpgdUp/VebVMb9StssSBRzdxL2qv6b+Z1X+lcSCy3OlviunE6yrTJvS6w7cfsYO4B5YmWBWJwrmUFZT0Y6cGFxdNYmwAebS7zIPFS1smytn5TwY7YpWJxM+O+PkKx1hv2I2JrIFq+dImEy4Dava123vVA766skfsyYVrQltpYfgFb/gq/ow7qtFENZRvwrMvKf+JNfNP6654vyRyoad8R9d+U7f8Uz5gGwz7Hl1rXAmoOoC1NcI8BCOL44yq2dc85ja2AHci2K6op/QvYLGFfVXgqkz8tzluFw5HR44sV/F2w3Kr3bUvxLNis+VY2ZlMcDKX5FlUGPRpX1nP1RtXNHXCv+z5XcmaA0Tva0usD8adgD3grjS+NgKmQ0Q55DrVXJNs0zdFsUV/FgdrKd0tDLRs4wYPpvI161qWfkzW/IOpplCBTzDdRcqnZwJ0Cdjqsq8qXI5i7oi20oAd3fwVsni6ijfi4yh+64+p315C6+ydfQPqqzzUuwzW6VTYJYYn7n+0QHjofRb3c9yb3zHx3vd/RvDZFVcGfCvsip8LTlXtzWv5O+0HQ/sVuVeQv5pf7GDxwqv5ZDP2OBVel9ZFLwUv5fCW5TpDpwJJldpX1X/yoxw/L/bur5LjveInYFroD7/FFsBkxWyO4kzqNWr++md7rxItRrEa1yR5etOJ2d0sAr37JNTpyqPNIOGoqV0pPqUvRsvn1maOPOuT6PMb7/99tOnc5i9ODaJPJj8ZzMTSkdZvupVKhmVjpTeV7NmyBcD+Yn9VHVc3mcyQ0zfqlxF+2zG5+wizdVhx8PZClyVs/LnAdS/8lUIfGtCl5WseLh189h6S3PIW8UO4B7AzEHnpPPf7rUKASwXPFh5lsaOMm76Hp2ZMnpsR1yjE89/mQw4iU8GOoNyMK6zY3JlR5J1cjbblekoO+jsAct3/JTtTOXN9DAwj2fsFTj4ahLmtCMYyIFs1d4oE7S711kou6/aql6pouyZBWiKD/JQqCZEJT/K2o3nMwEQexUM8o/nTP5cj31+jpVF2kw25YdRXizD5FZQNqX6qeo/lHfVd3VBIPpj5vfxL3ttTuVXqnsBXLyhf6mCMuybPE7RB218ww7gHoj3NaHhswwEQhmnGgyYRq6yfIxXPGfXiEl2pgv4nJXPSiZI0VQZlJX2rMrZOR5EpW8lT2c3St4rMkAVr66/u5U9C5wUqgzcSh+6545wTCqearxWWb4KindXNmhX/XJFAFcBdaH0rPq04un2qWObedHA5Hbal+VzMllIG+Wd+p0ugGP9kOVVwVm1AGA7LB2q3ZuOZ6ebyVj5aNgB3AO//85VgYEdA05UeD8QA0F9TzOjWoVWdd1VYkVbydI59kqOqD/NNqlBz+iclRPlY8H3qr5X7EfJWsnAaE30MYG7Il7pF+fFww4fdm91JV/pvxv73f0ugMtwM4hVlqySZQVdH1c/NHDHVH7eyd6NV3esVbTcsY7yTnwxzhkT5Cxwpld9z5nJ7/JyoGyymqc6+/jI2AHcA//v//2/HwZJftt5ZOFWkAdM/L86I3QFn7uQ5UZdVdfVfaYLVbd73rW/k3PSjqkck3aivVS0nD7vnKsr7womNlnZ15QX68uuvJJ3Ys8dpn3X8XQm+IlNTuDoJL7CwDJYbvt///33PzMvV4yHq+pOMbWX3Ld5PnLR9YPyM5OMm1P+qrGz8TN2APdA5VzOGNqEDnuuMkJO3VWolRlbQZ9xzJM6Z5+zMupatavipXR0VsaqzKozz3W7NlaBj6JxJmtwRT+rejGJsReBxnM2saiMhZNJr+RZwcpYq+TsFlSrdjORD6H0vDIeuz55ySBiyost9idHORBq+5HRnMh6dpzfnR1+z9inAh9Q59yUcTqTZ6wYqzMSDu1Jytj5BWOHGOj4T5U5iy57MEEu7+qCnVnJ7epkuFIXHU9lU05dxNnJ62yw+hpQxxqOow5aVf92Z7YYXkM3rn1etchA3uFfO9tlY0n55o7nypisfINTfgV3Hc6PBUkOuqe6dPzNFZj21/5BwzfsDNwDVw7EmCS+fPkyOhPCEGnvSVbD3U4MdKvw6uDphOZEF1mXahXaBWhPT99+hIIZl7jfHZh1eHz9qj/R1KHLYEXb8/OKF5NVTUioA8cG2EJE2WZlg1P7dKBkQDw/P0udBDq952eqP0I3cYY222Cn/TOc7AAAUTZJREFUG0SX8VQ0cIusslH0XdV9NXZQ3sBkfEzKOj7sTDYY7buT40xgrngoHzYBnqer/HY8zzbD7B7rdvZc6WbqP3fw9h07gHtgxSiY4U8OS1fP82C76lCpS1OdWamANNkh1coZVpMqOzycf20VYJMqm7DzoeRY9U376tOnT1a9iobTD6weoxm0VHtU30cd1HempfQZ9ycBZa7DggCk3QWW+b5qRwDbg/aSr1flV7ydzI7SpbJ3BdRFBCKOvhnvKIcBrUKnmyvg6iKXc89tufadA+SpL6jkRJylrehjkIsIu3H8usJEN+h3NnrsAO6BavBgOfXLRTx3gX9Vueq8BgteKjljoLhn5yoejnzIS9FFmlh3GqQyx8F4uE7eLZP7sDq7geXz/5V9IJSddHKz9k9srEI1ObvtqOp1YwTrKDuvZFT6rxYNndwO3/z8jL27fToZB1N5FJz2qT5VsnRbrhW/rLOcOaz8kBs8TP2MS2vy7AztKqhy7MVt/4r8V9nje8cO4B5wnHE2WpaZyH/zs5yOVsHfZEXJEPKo7ZJqu6FzfpWTnE7mVwRwuSxuZ01kmfLNvFR2kvV5Bmuvu8JHPm4w5mxZTm3PPXjcLSRYO/JYyqtyrKdkyDqu7EONkc6eumeVbs7aO6Ol6E2yZlgvMDk0H2elHF/mbiN3W7/H8bMvZqgWS8wHd0Eck/+qoONO2sgnwPqi06fjex1aZ8p+dOwArkA1Seb7cc6lOquSJ/QoH8i/gHt+frbOO7BzLiFb0I8DqKxuTHRsWwHrxDvy8q+isqNDGugEc71uS0zpLsurtoSc8xYrk9Nx/PieQPbrMEYfHTHaSS7H9FltB1b1lDxTuPa/SoPpQ5V3thynfdvZ5MqZpk437tZdRrb7wNevX38Yl4xW6PjLly+tbtQxg2zDzkLAsTc25lXghDzRFzDf240JBMsmuTaYn038N7Yn5FU81fZv5+uUL8b24ZyheIRugkZnE4zXBJ3cHx07gHvAcTxqEGVnx66xDq70smHGoOigeORn1fNwgt22UZZNnZlQgcbT09NPA69rmyqX76vMyVkeLpytB9zSjmdOQFQ5aAwQXblcmvjc1ZF7Vg3LdOdjprIwmqqeY2svDcYTfQReO5PocfQ+I8ZrJZNrYw6YPzwOHsShnHG/C74mdt+hGtu5DLtfzR2s7V2fOTbKaDOdIVx7wfJqYXo26HLl/ojYAdwD//jHP366pzJVrNxx8KxRhkrLVyueKU9GW9Vlz/NkgL9+cs7usTJu+6rMx1XZNSxTZffcVW+30kXaAaabTv6O568Ctx/cbHToIsp39Zj+3GxFlHEyD5hRRVqRHUP50VewMeQGJ1VZxybP2lXnR1VwkuVRtDBzhLsbis6ZthxHr+8pvYwumzjJwDFUGb+g2fFwfW01B2I/qyDenUc/Ip6etzaO4ziOf/u3f6P3u9VtRhxsx1XicbztyZXJHVCBohPcOLpjTgl/IMBWks65F0abgbVn2l+qjqurFazI+ZZxph/OTKDV0QekPeHB5K/GyoT2lZjwdra7FY+r+rKzk9X+Un7F9Td34I4x/pJz0tm+rOj853/+55Wi/pLYGbgCYTTMyNgqsUrfdzSQluJxB5wzH2qgobPE++72jiMPPndX9uxdXFhmKneUwW0t1nedrlwemK3JPLH8ir1M63ZZJvxln2P/SlcV/wzWD9WYYsj2wtqDclYZW/yWstIBo63aW/VPZS/BJ9fFjJUKOrstt0qu4HHFwih4qfEa1ygvthPfy1fJ/9pbd2fsIcPpa6SN6Pq40iHu6Dh9WfmIjR3AlVBG4m4xVEbmTFLZqd9lsJi6znDatdJ2JcdxzH+B5DivKsmMdSdy5z5EnaxmASoeFc/j+DH4v4LXpF4ln9JFpSNHfkaD6URdq7539Z1pVrSyTauM3CTLP/ErX7/+uM3I6DG5K5rT59Mtfmc8Kztxs+5YZ8XuszzHcc+vJ8/OIRlOX+dnld0o2pP+cOZRxnsHb9+xA7gH/v73v9P77HyMOniKZcM48X4YoFrhMB5otOocQ3euB+FkJDqaqJszqJxh16bVsxKODhSPWAFXB6/Zc4c23p/0aRW4OKjOOQayfbMzK2pcYLlKzs4mlf7xOcrlnLHJNJRsMU7VmFa0J/2h5Oj0in6E8XbHTMe7Gvss+1jRVve7PscyFTperGwE45jJd+270ruSawWV3lxezG5YncwjjzW3zz59+iTHYzU/bnzDDuAeUNF/doLdWQhWPu4fRz/xMhp4P1Cd11FyIzoeyCu3Y6obF2wrGuVT7eqCXgZXB6o8q4MB1CSAu2urZuL4Jvae/1Z8V9vW2SQr0/HK5VV/xrOOxor9TyehTv8Vv84HrIC1tRq3WI/JFzSU3O44vWMMBa+Q4+vX/tugnbydjzuDK3yyazfxXGXCu3GadYu8FXYG7jt2APfAH3/8QQ0nO6YVx3sceiXUBSt4nQfj58+fqSzsnFcnP2ZSMDjEOpPASAWe1SQaDlLpxnGgbxmVc2crX2YvnS2iQ3VsN2ijfquAOWh3ga2aqFeR7bwL6FcnexyfLMBwdeXAtXenb91FEN5XuwasL5lfmOgiLzbPjmeUv2pHvmY+WAXn8W1rtAe2mFZBlBusMNp3BONXBbw47+DccaXMG9+xA7iEGGjx/3x/lR67Zs5vlZZbt1sZZ5mulLvjhfw6Od87mF5W7QUnpavRjRH33pVyXMHvpeR2eHeZNzUxVmN+4guYXJ0/caH8zVmaji9jdeL/jj2tjC2n3EvoXdG/mnbm8RF892tgB3AEzOC6FTyuUHMdFhSeXfng2QElC8OUN/KYZDVY25n8jIeS5enJe9mxql/JzTIUKsPB2nVmu4Ldd8oouTMm+ppmC46jtrlcz8l6qXIVj7jPtmzCXirajMdEbsTENyg7Y7ydybCSFWnh/czTGd/OMzVWmA4Q7uTf9Y8byE3ajGPKHZ9oi/na9aksY6jg2tyVAVzWjdM3ys/s4K/GDuAewJ/7u04jww3gVgZKdqyKZzcRxLNuZV4FJ4x3VQZlqmg4emE0qtUwe9bJ3cmZy2eaZ4NyB0yfOEFMaQU9hom+qwBuKlM1oVfysX6Le7Fo6OSZjlPHhl1fsJIR6cYpPmPBOT6PMhPf5dpT/M394tSZYOLHVfkzfjpDtfn5+ccvDDDbZNvlDNW4UH0Yf6sf1b0UKr3vAE5jB3AP/PWvfz1Vfzp53gF8B9Rr4/n5+fjtt9/+dE7V2afqXW0B9d6j6h1EL6WTl+p/9W6zTr8VreOY6aZ759NL4i2Mu5fGW9J/hvs+uC9fvvzQb2+1PStg7y5b9TtnaHXj4q3NFRtr2AHcA2feAxQHTM/SUbQndMOBXi3HFPnQbSWTei9WB1Uub0ewF+dehcxD9T++gPRKxNZLxpRHdvCr8r0FO8tyrNqTQ/st4i3KxmwzP8t/rxqjb6mvMON1pUwOrel89N7HyHvGDuAuwNR42btvOpx52WS3baLKr6yGMWjrkN+c7pRXZ1cYzarOFKiTzOOs85rq2znP0/GKekx3nZ04Z7Cmcik5lU7yFlRgaq8Vj7ecCbpyS2nqGzrkc16K5h3jM3D2pbxX4Up9TlEFz9neX0LvK3Pdho8dwF2AySokO8s7Vi9VgKMGkXpnzxn+ztkoVu8MXH2u6v0qJ7SqbzfI7eAEZ8jrDO879H1VXyg6v8LnepReJ/rufIOLbB8VzbM2xHCV/7wqY/4WgpXqnKqyj2qMM/1P7MsBfr3kLejxrWMHcBeiW/3l1Yg7OVw16TmDIeQ/O3CmwduknIOqH1Yn5StXwlmWib6vyGx1dSODknnh9YTHXfp2MjurPFh27y0j7Gh17F6Voc60rgzeHLylvnrtwAN/TKX6BP3kin/p9L6qix3AedgB3AMvsZd/5SrXwZ1nsDKuGGxXDtjpecEVXBFMKahzXVnel+zb41jfEnqtifVM37KJ7ji+HbZ/qUnFkV9tRU7sH4E81S8C2X1XN1eeU+xw5zh9C2B2gplz9WOGTu+ODd4xb771zPdbwg7gLoBrvHkwrBw4v2tVcmbwTbMzFZ2zNKYHdl/LuU/0nZ3ZS8t5NngLvPQ5mLM2qTKIL2UvrvzqTJOjbzWxszrdKzbO9q1zbu0lFgJvKYvnQtlJZM5zmcA0wHey0VecPcwL1v3jCA87gHvgb3/729ihdeVU+coRTl6J0K2Wj+PbT8TzT8ZdObMsKJcrJ3Mi4ey7+oynkrNrj6rr8Oza3bVFPa/uo5yuvaz2E6KSy+27TGsa+Kzo3e1jh4ca82fboe7hfce+K9orkzqWC0x9nZJP9ZfaxpvQquD6io4ne+7wWxl/Lrq2TeR3+qqicWU7n5+/HTGK18tsaOwA7oG//e1vP91TK0t2xqByDuzt8EgrBzbKieXn1a/zVB13Va628PLKvpOb3f/06dOf74CqDl53crvtqV4t0bVD6XvyuoqJblAHWBbb3vHq7GkFLs0zW2Sd3pFHlW2ajqUrX0WivvpQ9bHbV9heNk5VnVV7yDw6m3Rt8YwPu9KuER2PbouP+Zf3hjvb9951dyV2AFdArYjRqLJzyeW7VZH6fyWPWkGz+k4Z9hzL4QrZlVs5bCUr8s9/s07xfreyRnnZLwwrnkxmJ5PBnmXeV/chk/lKB+i0+Tiu25KvaDl9s8ojricZG0RM4tVYyvJM4IzTszwc/oqua4dn7P/Oib0bN459vPfA487gagduPnYA1yAMKSbeymlWmat8nWnmupNgQMmhXjCr6jm8FO2KJk6QKmjp5O50VL3uocqoPD09/fQG8oq20iObNJVu4peCTCbGw5FLlekm9y7rhFD2xGicea1FBzf4RR1V1914dcFs1f01tOp7JXemXbWjG6cot5IPUdl/h84XYNlq7HWvt7jzBxOujjqwdlRjSv2AafWHTU4m9DXwUj/U+pWxA7gHfv9dq8IdJMyR5vNnx/F9f7+qH88iu+RMJFdNQnfQngRZqDsE0/8kgMt6dVbZTmDDwPo8PiuWD+mu8K7apT6Lg3LmzGXWdfzS0pkklDwVrw5V9lrxV/JEeXXdBXAr40/JmT8XdbYdTuCZ/U73eTqGLqDo6ldQNqT6nvXD1CdP5O1sUNFm6Py40it+XsxdFOWybjuUfiv/OB3PK/WdefKjYwdwD1QBXEblANRWjGuArL4KZKYyHIc+q+fSr2gjgpfSwSptdn9K+ziOn7Ij6tzF6spPTb6OPlaDx3C6js3gZB9/O5ub2D/j5cAJ+F1UdtXZ3JlFUNTNxypYRmySpZnKjRP5BCv9fxVtFnRdbZOOjKuLN0VrZe5Q9VxdTNoxCXYnY3m1frU4PnO84T1hB3AP/P777z9lTbprhTNnhLCuevcU4/ErGHWlw06/d7TZ7dNKhg7Rh1HX7dOJnag6SmdZFiWvC1cnOavQ1clyKVlU33WZg2pcs/uYPat4Kzhbjo5cKzw7va9kU6Zjxe2f4+DZHxxDGZ1v7tqs9M7GhmO7Li0Hqu8c+ZGGes7KuXKtwq0f8kYg+ivMcS+JHcA9EEaStx3UdbWt0qWej+Ow6ucyjB4OAHer57WBWwMZ3bYP6vaKNjt9qvhXYPZS8cItJHXeTMmi6lR2wtoTep8EqoxHRQPHFpOvspOAspcJbSan0hHjMbVBp0/RXlQ7HFQ+7Swtt3xncwjme4/jZx+d5Xf9Suah5Kz0HnKw6678GTDeqFPlZxx7n9x/KQT/3B+/whz3ktgB3AOxhRqGEtsb3WoMV0Krxs5+Lu+s1rNhs+xL0GJydvfjuho02OaOZt5aUlubz8/Pf2ZEmTyZV6ah5O22ejt52MpXOfG4xlUvbmexLXsmy6pNob6d8kxutEl2zbYLK9zxficcrwyoV5Qby6LNRRaIjVPF+8xYyjQQv//++09jraMVZzBz37l2j4tJpu9q7GcdqQxZtp9MO19jXXdsqfYhzdArky/zZPcZWP90Njopm2XpbNFBrpv9UQdXJ6tB4Zk2vWfsAO4BNA4MkFwaZ41sSqOSU9Hq7uPEVcnTyYs0meyqTez/OGGw5y4fRYfJn8tmmuhAWZ2OpqLtyt9h4lQde1E6fq0Ve7bXlbHTlVnVCcrW8azkV4FRR0/d69rO2jelU+mIbQGyAI71LaureDIomooH8pna+XSRX7WvAga8ZzGlMclIrsi3A7ifsQO4B2L7KYwkrp2UbV7JOiviima1qsZyDq14zpwCDoi8Ks+Tgxo4bFWuMg44uJnTZu3Jz9WznEnBVSmjyeBmKbHt7BrrqMyVi5VtTYTDc2J7rH2Bl9jmYH3cTQzKNrMtsgxPlaFzy6mxlOVW/LGesnPH7is6GZUvy3JPfJk7lqq6T09Pf8rm9EuF7B+Z/p2+U6gCeqVvBsWjCpam/gXB5gUXV/gZNR7Qz2/sAO4HxGDNqWO1IsN6+a9TB+k75Se0K5qOXGd5xH01IU1lqcp3ep/qzJVtBdXqutJjLj+RKztC154VOvkY73je2XkXeK3eq2gyuVb7XLXPGUvds+yTqnpu8O3UWaG1ihWbnPYVs8WORu6752f/OEKHqi9RJqWbyi5WwQJ/tGsVMK7wUXW7xcwO3r5jB3APxMHZMF68zqu1CuwwetwPqBXz6sHg9wbVxumPAKr7Ls+7wA5Kd/Kt2CKWc3SBiLNT1WTf9UfH+4oD+xXyOamvX/XHsld5OT+62PgZ7vjM5QMrP75Y8blTfsEzgAFL9T64zKfzaXF91fioeMW9K35I1vU5+pv8mpMdvP2IHcAl4A8B8rVrpKoOBiL53uSgeX5v12tBrcSuQv7lFN5Xba/0jveZ/C+tV+YMK96hk4nDrCaKSTtjMZPRyc30PpV/KmdHJ7be1Lg8g5hYdvA2w9THruiX8Zhm06Y+j/l7vK/K53vKp4V/vHp8MF5X+8WuzzH7Ftv1OwP3M3YA90AYxZcvX34YqHhdbQexFDSm7Nm5EeShZIv/q1XjFeltF3cOoqen718UQD7Vilk9Y/eZ/Llc18cKE710ThH5Zp24fa1Wy8yOq60NpRtWvxpLCu45xTPnc9xsS8VD6aij7WwT3rFd1WF6hKOqO9kmV7pzxt3EdrNPnvQXw6ruV3hVZ4Ir/zihjXpSYzDL745Txi8/q/qc6evMuH/PuGZT/53BNQ73DMUKbZdHR/vOTFl3niZkV/8YvenZlrtxlSxn23ZWDscW75DtSv1Ny3f2djemfHOGgdU9E2BVdFfh0Jm24w47Z/dfwh46fb+l8eb25UqZq+bB1brvGTsDJ1AZDDra4/jxNQoVLXataCLYthVuBbDV5+phV+ShfjHXXSs8Pz8vbekxOpmWI3+HWLFj+bivaDIeTBcrfbLixJwgu7p2aLr3J/qf8sYyzhhSdlPJu7K4U7bJaFdbSjj2OnuP9qpA4swh+JAf5WRyx//ZWEJ5j+Pn7AyTs/PJ1Tv+8v27FrhK3+z5Sqa1WgArmgH0YYHImCt5wj5XdIa+y5k3Kxob37ADOEBlJGe2Gya8z25rOAM5HKp7H2mxMuygMAaUKFfl5Jg8LEBVtLttq5U+zBMFk7dzbuEgHcfFdOU4T6YzZ+vXsQelf3zGnru2yPRS1Z2g0oUzZpg8XYZB9fUkWGYTa2XXq3aSZa7kQdk6mRw6XbmM6VEGJmMn69Q/dnSwrtrKRH7qfiVHNZ4ZvQosWD4T+K5sk29w7AAO4AzqaoV/hi9bpToyIarzDJlXlGUyKLrqOjsjbAdmD3J59StJJqda1TLeFQ+kvYKo63x7FGV1M6Oq7Z3jZvXcCW9F/0iDPVNyOzxUXcazQhegdBkR1r7OjroMs9v/kyzNJDAM+tgOV99O3zEabgBXPe/GgVN2EsS5Ywnrs/GLPkvJ6YzLqk2s3uQHHFVfnQ3inDG1g7gaO4B7gGU7qnLu/QqKF1shKudRpbSnjlytTLsVWLXaU4MfaeZfCXZy5vKsjLuiV78UY21Y0XEXJEwmvJB3EjBm+mpCcyfSFbufBlduMJOv2etIMtgvy/MnsRgNpW+8ZvJ2vzJ0fw1Z8WJjIaN7CS+i0oWbyUOwxQn2saOD/LzTf9Xm1SMajn9068d19ieTNuTn3TxVyXzlmMXrbvE/DdYrXW3sAO5PhHF030es6iIqB6VWYMyR4s+41TuDmCxXTMpV0KPkcoJABAtQWNn8/iOnPHuODl3R6oK86Qoe6zoTWpbXDeI6fU8mkNVFy8ThunqeOHPUWVzja1GqMYR1u4VG1S4Xq7wQ0wUck2H6Ld3j+DnDhDQdumx8xl+mk452F+gzXLVYn+jAGVMsq1fxRZ54vzpH3dEOdPYykZddO0dOPiJ2APcAOhw3lc3qKtorwAFRDZBKBlZ+ZUCwoO213n2VXzJZgemmkjv3V5RbeQu7ykzkZ24/ZDlU8K94Mv7dc0f2DmpMVfXVC30ZbVeOoIl9ORmX6qXId0wqZ8fUa2YsKtsMTIO3qFPppKPpjl92zKPz6135M/4Ej1usjKnMG+Vx2jG1c6ZDVkbx2Bk3HzuAewDPS7FsEjuLUhndykSBddW14uEYvVohXy3bGZpOWbcdqozKjGJ/nWkfy0zkbZQsmzMJZRqMR4fKFhltVd+1syjb0WZ92tHuyjGaLHvZjS127dhe1Z9XBRys7JVje4IuMzT1G5PyE96qDOvTyYKGlT3rT3JdDI6d8cr44VioxqnrY4MWZrHZGHV47CDOww7gHlApe3Wdwd7wfoUMr0XjV4KbrZjo5c6s4hW0r3j1SkBtLSnaK/Kr818V3EnOlUXJfaY/VN2YCF97LL42/7OYjtmJDz5rNwHWz9V27WqfRMDDaK+MR6zHtnbzuF2VW+mm45Gvr5pf3yN2APeAY6y4couVQ2dY3XOHp+LFJkWW4alodlg9P9KtRDPtGKROnSy/ckJZzq9fv7bnLzIvVh71P1nRK3md9rIyk74OVDao5HPpqPMvk0UQypK3i66A0lknE8t2VHWz/FOoDK07Llhbu3YpGZCW8+OLKU2F7As6neC4jL+ub2byoy/o5D7j/9X4rWzrOOrFUOe74v+VL3LlV2W7xdokYbIDN40dwD3wv//7v8dx9L9ii3usLJZ3Mw24usL6K5NZV+dsJuiKVeVxaDnPyNedv0DndgZns2HRzqsDllU51LOAymJVWNFNFwx2da50+lX2bspL2eZr9/97wZXZ6dfk1fmwFTjZdfV8OrbiW60rnxE7y/sjYQdwD/zjH//44ZqtAgPdqmmy+stlI/jLvFlqu0NXpzsv4oJlzabyqmCY0XbRBdiIM+d+zsgZ/fD58+dLZMmY9kPVjs5eqozQWd0EJmPpzNhhqLLD0/Yx2zwrZ2XvbxkrWbLXoHkF3D6eLqKm5+kq3ZzxAVNeE7zVPn0L2AHcA+gEY1INo45XD+TDl8qQY9XhZO6QRg7kcFKsDFgNZHYYtJO/ktctx1ZzjuPKh2DPHmBVck3OrLg83Gds6zVkmvShy1PRdLc6Ml/Fv5KLZTudduDK3d22r+ivTnxqmyr/Ved3EIxvLt8FeA6PCis+5GpgYI5tPnOAXfmNSX+czUBdeYa2s5cKaJOdT+18AL5+p4Ja2Hf6rrbmf9WFyp3YARzgyr341TMTiJxOV9t/0wE9gXJoVfatOis14XXFRHZVv12BMwFfV3/Kb4VeYLqt4ZSv+nIScFb1Kxmu2hKr6ufgZGoL3fOVrdws05U66badQwb0Gatb51f6tjPlnLITWp29XCm/6mu2wHBR/Vgi8+yen5mH3zN2APdAbKGyIOmKM1MuDTz7EAO3O0SMW7z5/uqKtjuHgY5f/eAgI8uPumU0VLvy8y4zhDwr+VQ7VnA17aof0U4qXmft2dHhCrrs9tSWp+P4bOZH8WI8HBrsvuLh9qPKGCoaqzqpdIC0K/9xBa/qGepZZcK7/lBlc/mu7xlvJZ+jq6l9qL7GrdNJP3V9XNGudqD2edFv2AHcA1cctgycmQgQOX2cjX1Ce+J87qY5kb8LCF0Zsu5+VXRtRTt5KVkqmVZpOhPuHX15J+23hrCXblys6OQl+/JK33blGJrK5frF2HK+eoxXCQB2f0q3W8y6i92PMDYn2AHcA3//+9/Hde7KRCByViJ4dgOYDZw7ArlVdM5bHYx3zu+9VL9kXlfyQJr5utPJW1iZOjrpJoxJ/3blFW212ldbNGeCmZUs09SOuwxt2EdlT1fpFmllXlEGdxUm+lW0JzIzvNQYYv1xHL0OzsjX0e5+xMBkWeW1cQ12APfASgYOB980MzbBJH0dcqE86v5roDpbo4K3QCf/2XNjLrKcV/Fg24SZx0va3Cqcc1PKFp0fsTD7cPSAPNVhaEZrZexkOcO/TAM4t68dW3R8yIp9uf4G+xYXY5OxhLR/hXGRwWwQx/7V8ldjK2diHZ981hY3rsEO4B6ojFdBrfryQMnlcALO11cPWFxlPz09/XSG4DWdXMiyEmBmvbLybEV/VzunWYNuAs+yIm01AZ8N1t2ybtCV+9ad3OM6Ah016ef6qAukpeqgPpVecbw4k5KahFnbKx5YhyHryOEVzyq/g3qd2E/XnvhlP/paZe+ZRteXXSaRlXP9wp0L37wdWtGu9Bro5GM+l9FkvJRPVYspVyYHV76Z4L1hB3APrBiGqhOGzZ7js7i+GiuyvSQ63Uzkw7Ld9ZW4wm66SaW6rvTl6nFqg0oeFkBUtKt2VTTztZrIXH7uWFgdN44PwPtT2kpHHc2prXVydM+uHKdOXRWErvbjS/qRKpDPfVqNg46H84z1H+pP2dhVOnsrc9ZbxA7gHlDGcWZiy6vZifGx8mqV5gzkajXKHIWiWa2UOzk7ZDm6LARmCRx5Mhxn6WTKGA1Vv5twWEaps5uq3U5fMTmrMm4g5tLDFbybDXGgsgOMlju2kP/KhHLlYq3rl45/lj//KtyZMFU2Uz13ZKrG5ZVggUXV150fzHTPyIRQWeb8fxY8uXJ2fZjLx1iq2txlQR2ZWP277OA9YAdwBboJgGFq0KxM5dA6JzGVd2VCOhNYqPIrcjtBCjo4plNnu4U9RxpdYOzCDarchYEqN9H7JLDs6GB9x56qcdXxc8tU4+2q9lcynRm7k/ru+K3Kdc+uyJjcGeyiPVVjJJdXtnhFW7u5Y5Jt64K4VRmVvE6dFf+4g7caT887L3kcx3H867/+6w8rMzW5nf100nH42ZG7cTd/pk9HB04/HMfPny7reK+g01H3XH2GqaqzKpMb1J6V4Qq7ydmDO5x0NVFn/qrsW8RLyjnh5Yy1XAazfaofrnzjPgal2K4Yp5l/1Pn69euttlrJ6/a1My9hoPrW7b3Df/3Xf722CK+OnYFLyIMTf4iAz9kKpFv1YP2M1QyDg9U0tyrjZgGzs8QArpOL0cJ6+Vm1gsWJYGUl6z6v7IXVyxnCLtjqZEKaT0/6+4FduzodObpz9Nxla1zbY23H7Kvz/1W4WVvVni4jwcZBJwvWvdLuuzrYHuwTRr+ytSpjW/liJRsbp5XMqlyUzfe7hUHlyzo7Ue1jUDpw+3Yle+cuGNn1Shs/OnYA90AO2FimCMsdx8+/RmNGWTkqlnW6Y5WHq192j2UmsrzVc1U2yudn+R461YrHRO+VTFdl5hiUbkK/akU/kb9D/KoNea62gwW/zG4qGkwOtIsq0HRsD3X4kt9LdNrKnjv341ncPw5f71V9F51t4rPKz6hACWmrwDvT7t4dV9n+8/PPr5BR3yjOQZzTh1kWJtukruuTUW5HBx1W/ORkfLI+vVL+j4IdwD3AJhBmULmcMjjm0HIZVjffu8NoY2LHdoYMTGaVHeo+aaIGcaWX6vlE793khTquJqYVVG1ncrKVPtaZyIntO/ONSBVYdf24Wo7ZYt7aimfdmKoCwjvB5MdnWK4aY9XY6vTJFklxb/qqJDW2FG81Xis7xzYx+bNNMproO13bDNr4HPtJ2bNqD/s/W+DmgNLlofhOdNDBHb9MhgzWh3iNfTrl+1GxA7gHrnT4MUjzyzsnaWs20Cd1M5yVDb7EuMo+Kh5ZBiUL441lWXZAOaorwSYCpv/uY8wMSlaWSXSzkF0QixNpPK/ODSraCDURK9qTvmITqZOBU/KpwLnCmexd19fV2Mo0qoBHvXR8lXa+rmyStZWN2268Mltk9bL8K33vQo35btGLbVPjM8uvbJEFLpUPUM9XdaDQzR0INY9iH3ZffbhK/veOHcA9wFYNaLjVqrYzOEarood/u2BO8WaDpFpNZhknPNyylUzH0U901Qoey6nnqm2VXGoLYOUTSdi3SN/RM9qPshvVvspelW0q+Se2ouCOHbxXjdNOJ4zWiuwVXFqqb8/QYu1Z0Y0aXzkoYfbGst+u7Ch/Z5OKhhMg5L8qkHLg6LAanw6t7G/cOp19VwG6c8+pWwXBUx47sPuOHcA9oIyaGf/T07czRl++fKGOyqH9/Pz9jfXVJ32mGRN1YF+Vn2ASwFU0nCCl+vVmx79zwFUAh+gCSqX3CtUZPpyoVCCqJhsmG+NZfRCb0WZlrsi4MZ4dLTaZd5OUG6BcvfJHHU2D84oWo1HppuKprlXdPD6fn5/LLJ+i38nBxsU0eFMBnNqyzHJP7WBVz3hf+YDKz1e0Ox/222+//XR/Oqfg885PVn6+4rE6d71X7ACOwHESeMYDn1f0puWrsu5zpMkyFx2dzqlV2ZBOVsbfHdTu86qcM5k5/XImkOnkYlmDrtyUX76vbMClo+SosgdVOzJvlbHM/bBiw5M6znjoaHd1cr1JpkRh2o5JIIN9uDJeWV8qmqvBNga6Z3lU9oG08T577tStdFeN65WMOpNtpR/YYkv1RYUdwH3HDuAA3R7/cXjBRTcglaNa3SrtnqvJL66dLbyKB7bP3Y5SbXdXs+6zK8o5vFcm7Sjn2pDjoO8IdlcXFle0wwneWHl38qvuV7RUvVU76AI4Z6HTYaKTaTbKHTOrfibun93u7s48r/CofD7SdOviffc84MTGJwFcl/FW7WPZ2Ofnn7/j22HF3t8zdgBHoAzWcdQTmivnGJC3E7Cx+k6g6tDJZbKOphOWq0eH1kvA6adKB5hN6wLsuHayBhVPrDcJypwJSvFleukyF5Uur1hkVTJWcBY7VSA5RTfpn+nDVbBF6Kq9V2Ur/lV9p1yHyZiqAqNJ1jo/dwL21SykI4sTbK4scid248r0UbEDOMBkxbOarWOrkUoGdr/jW2X83KDJzczlVLiSt5PxCryFwe06fRXUrNCe8GTlVwOAiiajjQ5cvSz76al/fUmH6UJoAmXvjNedC5McIKxmR1cxDY6n9r4axDk2OYETKLpB/IR2PO988JVtZXSZTGcWBWfqvgX//tawAziBMBZ24DxPRGpAdU5+mqlS9RWqLYJK7oqPchbVS1jdIG6S/VCB7BWTwqRc5j91Ykz/03apDK4KHJx3HQZdN8if2lkFxkvp98oJazqWJq8cwgPknb04+nQXjoGzfcgwySqhTXZByLRvJ+NgstBQtB1a+Vn1DkvFO99j/ZPnJxYgq/KV/IymoqV0tBqsbqxhB3ACk+2djHAadwZvd6DKFnSDk8FxKlMgzS6TqWhMswV3w3WUql43KU0DKTdIuOPdie8Nk0BqQmuSsa1+IX3Gzle2Bu/2CSGDs/BEOhl5DKwElB0/lD/zRTlUvTyPsGy24lGVyzSdBRXTkRs0b5zHDuAecAddlZELTFP/LxEwrPDAwI0FclWQW60cr86gTCa0LItauU/BdLS6kndlcAIodzJDp5tpxyeF1CfAGE+GKjOB8rrZGib/2eypsveVbKKbycz1Onuo5MhlJzyRdqcDtPNJf5z1AdUuyGqf4ddlzgTbKwsbd8yjXNXiz4UqW+kEM4TdYrEaayr4OzP+Pgp2APfAqpO+whndbaATHmwCqQI4pOmm81Wg4+CKgPcqvSuHk2m/RB+7WA2AnJW2U189V7KuBHBX81i1NxYIVLSu8ieTAK7KojFaK1klrHcmQF7xZZGhWgnAM52XRmWb+H8s0/X91E5Y/ePwt5tVW5SfDJwdg+8dO4B74C9/+ctxHDqFXRkmllWpZ7ZKURNnnjCzcVer8aenJ+vTWd0qCdvSTZrVmQkmP0Mlrws2ITiTZaw0c+bHAXOmzH5Qr6ovV6BoqcxPlFEvhWV2Ehm45+fnH1bbXdDUOeOq7bglxGihbVW8cx1VpmvPZEyhjipajD+zmw7dNpqCE5R3cL6P3N2v/B+jreyo8lndl1O6QAKh/LoL/DRWpot8mBzMBrFuHr9s7kDa1YKc2WRnq44/Z36FtWcHcT9iB3APdAOpGvhhoNWB5cqpxHU+q+KsUpnDUE68GgTVJOkEcGpCzzIquZB3RatDF8A5E7YKNJ0VbeZZBebVRLuCbuWbgf1RBXBRPt/LNpppqIkUaeX7+FmgrH9l/9gOttBg5XOdzs5RXkaHBXAManK84nurqPdqjFULrE5vGU4gweRcgeLFnik/gv4y2ywD83mrOlH0KzmZD1NBorJZ5m8mAVzVvoleGI3qObNjxnPVnt4jdgD3QJzvYUaMgyaAq0Q1uDpHpp7jxKxWQqwdiNUATtFg8mEAxJ4p3sjjTAA3lZ/120oAp+xETaiTAI4FDDiRV3VRlvwZN2ZjbKJRH5rHgKziW/HI7VKTi5rIGA+EWoR1vBDIx9G/mqBXoGh8/vyZ3mdBowpmO9lUYDSR08VZvbL61UI86yns3Q3gmP9Qc4mqx9rhBFlog6zNbJE08R9KbhdqXsQALeRF/khj4xt2APcAThzsWWc4yqlVhlfR7gKSTga3rpr4uiAG21hdK76Kx9RBTGhjGVdnVf9nWk5fTtHZkFPXKa/aoSaHCd+Oh6rbBf6MziSomARwjl0rnh3tFZpVQJvvs8WWkuWMn+nknGBi18yHdTbT0a50tEo3ynT2x2xxYnusnPpxxZX+Q9VnwSLTr6LNgsiNHcD9AJahUVkPVZ5dq48Bsywd1lUOZJJ1Qd6KNv6dHPzNdRlv9dJWpHHG0TMHyGi7fRh13KDp6emJ9jXW77bPlFNjdlPJg7IpedjzzmarCai7z9rW2SR+cDvk695ZxcDsvOKV60VmxtUBAmlX/ahosTpKx0reMxkfR6aKZpa7o6HKqbrV2Apd5GsVGGWddv3gLgAYTZRX+QrWl90iFfs8/Hl3zObMorryseiDK5th99S4/MjYARygGgCTuupZ5aCnQdxUFrVKVYOmypAonpXOKsdbye2ArfDcoLdyGtNgiU3qShaFLkOmJhYniHN00wUnTvDi6pnVd+wu2+dq4J/poIwqeFM8J9kBVXaiM0ZP9WmnIzZ22LW658g6yfZVOsEggNWp2jn171P/5wQ/ri9gfVEFlSxIR112c1Rl9w66IFCNN/z/RMaPjB3APdANCGdSqYy2u5f5sIGKf7uVV9XG+Nv9cMOdcHMbJilxdq+rx9D9YjHfY87z6Umfd3EdfJ4o87PqXXjqOlbKboA2CQYr/Vb22smLtLsAT/FUNqlsbvKDEGx79BfTt+qjbmw4qGyxuu7o4T01+bJ+yvp3sk+MVtTP17lM5ctyf0/6QcnjPDvbl8z/hb5ze/KZuuP4Ue8q0+3I2z1f+VVyHlPVL86xjvJhlXyKDtoCG7cb37ADuAfcgMIJ4ipDZUGh6yQ7ug4mk4QrV/y/0pU7AcYAZhOPKo/BguPcVfDp6LGj08myGiSqZxOZV/t0Sn+SvV21Sabvqg7K1G1ld4Fsvj+xH4ceu3fFYogFdZX+K3lYPTVucx2s52SGJvcrXEWr8m1Yjvm0SsdVJtwdK0wmdx5RwWXVt1Wfuv3N6Kh7G9+wA7gHYn8dEUbL9t+ZYT4/P7fnMKIe+0UUZuBURsvJOqFsTO6np6cfVlqMlxvEhq46HSFNVqerx/hiXXQ20Yd4JgjrVkGBq2dcgeb/48/6VVu7bScMTKZ6c9oR8lZlprbJtuzQ/rrgHfusKh9lMMuqsn2KR/DBc1SfPn06vn79enz9+nX59SBdRj3Lj2WUnkNelKk629rZSzzPYwmfK1tkbcvyKTtR9So5ldxduzKvzuegD8P+CD+T9c3miMoPIQ+nPcqfffnyhdZBWsyvBKqdCsw6MhlyFhLrZzoZZ165896xAzhA59iqicKdeOP/aoJX/2fXGHwhcNLJq0EmR8VLTdhYxtERlu+ybpWDVXUrXtW9ikaH7LwVnZjoXd6o767/UDcVuuCR0WT97+g/36+C/c6GkDZOKBVf7AcmB6OLE7Ci6+q7olEFGVWgqe4zn6Hg9qmaiB27qcZGZbsoz2RsqrJd/8dfNk6YbbA24MfsUZ7q/2yBUo0P5SsmvrXz36qdqu7z8/MP/q7iwe53c9xHxg7gHojVifsrJQe4clDnoTAbw1bbCvl9Xop2ZAeqVfEELPBgmavV4Kfj++nTp+PTp0/Hly9fjufnb9nRaGeF6OMs7x3tQJy1Iwxy0XEy+V1e7N1gnfzZrvJz5xuQVTZpVe9u3enYYpmTq3xC9x3Y156wuj7NY6mjoewGgZN8vs50VvxkJV+gCuTy/S4jxL6GcxYr4/ROdP5z5XuwHaqx81GxA7gHJivbVZpsha1WMJPJq+J/x0Sw8hHyq8DorwZFrC67XtUjOrZVVG1V165OnHKK5iTTN5Vv0qerGQQ2Hjs6V/uEtwaWXTlLzx2rVT+643VFvo4/u9/53atxZpyu8ul8VhXw3oGzPv89YgdwDyiDOLPSQYNTE8YZp+QEBk9PP7/XawLc2sor5IDKHly5ImNnx84EjE6fd9947PhfEURP7cPRxVRvXUaL3Y96lfyr2Sa1fVWhk6Mrn+/HmJpmO6qyU13csVgKWme2rZR/ZAuAfN9dnDi8O3/j9t2Krb5WAHcV72ph0+n3Cv4dj52B+44dwC3gipXOVTKgE8SVszqrEqhW2s4kWWUOKyfuTphVtlLVVwEyttUNfh0nryaneK4OoFdyK16MxiomvHMdJwvRrZiZbqdjqtM7u1/dc/lE+zubVXReKqPL6pyRweXFrlfpIHA7Nd/H+u6iGe9F+UkmktniVeO1svNVWtUCoMpKq8B3VSY3CRI8rsoOvwfsAG4Rr21AyllOMhPuCn76PE/ueE5qmvVwHC97xjJAKxNYt+pWDi3qRZurTN7Uya+skJldMN04wD5l8mXa3Vc42IIjzjl2q23HXlTbuvsrGSE3qJ3YnuqrSWARGUP3+56rUDphNqmCKNdnOcGbY3PIP8pFxj/O2laoFnFn9d0tEFfoVdfVbs3VwZuS4Th0pm01a/8esQM4QLcyQ7CgpAumKsfi8OjkdzNZFQ12zSZHnFhyGzuezoTIaDtgenCyQlNUEwH+3+Gn+o7RUCt+VabS4YounExJlOsmZka7O6C+mhlxg6gVW+n6b0IvxlBVlz3v7OWML0BMt57vDGY6X+HYPtpszsRNeChfyZ6tIC90HNr5flUmxl0uN90ZmOIl/PR7xQ7gEtQk0wVFaPB4rQw07nfvjWM0Mq3qGul05SqaVQCntjrzaml1QpxMOBlV9m9KS8mm+nAlUOr6rpvIj6NucxVEreqiW9xkvijLykrf4duVdzKIZ8ACrFXbq/pL0WZ1q0n+jJ6rrTZEzv6d2W7LNDC7N/WXSJO97oLxmI6lK4JXRSuCLjfTrOSPcvELY/V+vkquK9D57Y3v2AHcAzg4M9DhKMNXz5RTYSucq4MMRoutzju5KjmzI53Uq9CtEjNURgLludIZrGRNq4mrswE3U3KXs1sNdFiQecUk5mRZHLtwbEKVce6rSXtqi8ruK12qQM0ZW8pXVWPPCWiULhRPpV93Yej6nmwLnbwdcOFyhlauy2h1fZqhFi65z/PCasXHVfcVDQS+5Hi/yFdjB3APhHHHO8XQAKv38GD2A1E5Lfb8JYK4irYTiEVdnAy7QX9mYCtnrJyYun6JII7xwpU83leyTbI1dwRwq5kqNXld9Z4sN6uKgdpKAIe0VZ8xmtVCydFBJWe3CMvlqoBvIrfDn5WbBjBKv/GXjSUlUxe8sXKOP5vQOovoH8bD8bvxL76iofrbCZiUTZ7Rl7rXza8fGU/POz95HMdx/PM///NP0X41OMJ5OKtgtdpRtFe7hPFSA96hxf6PyDy6QBTvK91UsmSeqhzKxFarXQChVuRMHiUjtol9uknpFnWkJgOUD1fRmQYr74AF9NmuJjSr/kZbzXyVzpS95zoovzPBV/bMJj419jodIF3XH1TBn2qn8lWdj3DHdS6v+ozZslqMVfbFbLGyE8Wv8gWrdsO+suL4Eyf46+YN1ufq03bMLzJ0NB1/rnxY1052P/79z//8D5X3I2Fn4BKen/lZAjXgphMxo3dl/KxkWeFxdmXlrJY63eR7LLCe8nZXq6xOdy/TVRNCTDST/leTW1ceAyyXXycDy3pMaKqy7Fe6WV9VG5i9uxNJJ2c11is6K8+qACtDBSpsop3wnso7AevLKnjqbNZph9MmZyxlWSdgQb4qp4J/575CjCmc0yo7cRfLlS9zeFXBrPpiEbZrYwdwf2Lyy5t4Fhm46sPlx/HzYdDuW4D5vhuMYTk2QLoVjrMyzOVwomU0XIeDumGTeKbJdKMCFqSdf91YZSScybvTEZNP0VR1MeOUP2OkdKH6Pgd4jHeur/Sr2ofP3BV+lhfHUie3Ct7i1Q+5HdNFlDo20U0wWN4Bs39nocCuOzD9hr3jroITLDNa7Llqh/oBQlw7W+7u2EK/EmMJ7QvrZH/ajZkoh7rJH5NX7enGDMrNZGD3qkArrtXW6cSXVa8Men7+niBh+nYycBs/YgdwgOnKLK4rp5W/Q8rqMidZrcIYsI5yetXKRw1UFjwFD5QrOzmsW01y7Ofwysl1ukGe6FCrSaniya4nk6eiodqB1xjcoLyuzXZ1XNvrDkVXdlzJ6a7g2fN8j9mT4tndR/tRbQ5MswQsQMCxpHg545M9z7zZc6azbqxUela/LlT2UgVLrF3q2g3cuyCxe5djVb8bA91YYrRWofzghK6qG3MdvuYEbVrZpsNr4zv2GbgH/uVf/uWne53zUKsMBsyiRFknaJqusCtk2tVKMpev5EUasYLPH5hnk9C0PdXqzJGvCiS6lR9z+qw/c5nstFSQqWyiQjX5VZOni6CRHXC+j+1AufCZmoByeQxenHZcNSbO8HHGTwdlv9Xip8uOqUCjWry5srMMS77GPmV0MaPVyTLNwHQ+SvFRNNwxH1A6quTFcezwqdAtzHIZZWcOjy7oRV2s8mL47//+71P13wN2Bu6BlZ8qd47BqafKr9J2kJ1sXi11E4MjQ15x4SRdBU6r6ByeU6eTSTk6hxfaVehbyT2RXwWJTFZGA8uhHNiHrJyqG7Q7ubINOjpVAUJVvirn2uB0YlspWwVtDv24r3yZExy7+sdr1q9VIMn+j4G9Cjg6THwwBiE4ro6jf29g1SZXXsVjxUdWdZyFwJSHy68ruzHHDuAeuONgZDVJTjItVyVJkSbjwWRzJ8sMdtZhtR0oJ5N1IiPWWZHLrYfb53lycM47MWC78wTAMnNOlre6331PF+tjWbWdz3RTyZZ5oA6rsqt2N3ndiRpbjnyBVRuYyKXqdP6mCqpYFjj/w6BEnQFWGbfVTJySP19PbM+1hYm8qJsqKzm1DyVXIAJ9Z+5bGadumY117ADugTuMTDnnCS/HoU6BNPN1t50w5XMlqknojIwv5WAwgIt7K3QUbZduNUl1tCd0MYiv6lXlKnvPOsXnZxYNE32y4Mdt9wpWfEI1UasgjwVTrl66sdoFLg4PB6oNLCi9wteuBuJXtn8aWE3a5ti1u8DaOIcdwD1QTVzO1g6rd8bx3OEsWAbkOOYrW3e76yrc4dhfclWIvPAXZHe247V1dLV81YLmymB8Sif/wvDp6en4/Pnzn9cV7hhLKxNzzphnPbL3fTl8kfZxeLrIPF36HRz/0fXDSibJKZ9/Bfv8XH9e7krc0ZYr6yGNl9TNr4QdwD1w5SrZWaFcgTNZuDP1ztbduA9nbYLRewt9XbXL2SJ8DdyxCFNQW5xToB5jAXsmk/JSwcJZOHzvku0t2u8q1Bb4Kl5qPv0VsQO4B9h7dfKKzNlaYucZjuP46SfVOaunritZMk111qGSi5VnQKeNrw3BQ8psS2QluzCti+11Xp+gaHe8uywBo+G2p9L3BOzs4aQf8or36oAQebhyxfhk+j+zgGEyKB6VvOo5fhhc8bhikgsaK9k8ZS/53YmB6bjM46CCo/epb1M8VF0WSLk8WBZP0ar03NniWazYtwKrt5pV7/pYvfvuI2MHcAXCqNj9/FfVwefV1sZ0tY4GXjnvkEnVYdcV76l87Fqt0qbOQ/Gq+i3aynSgZFZnRroAv7vn1Mcyk75DmRktJZubFXD67kyQFbRVWxgPpRPVXmYPyo4cXivju7JFp243xjo5VPudtjC9Tvrc7dsztnjVIoTpWflll0b3vLN3hyfWUTRduZ26jk06uHoB+V6wAziByUBQ97pJnj1XWbyO7yQAVJO4G2Sx5yhzXFcBSn6WZcG6VVsmUM59Ki97XgVmanWq9NfxQNqqvEMLeWM/XBl4rDjhib6ivNIJ1plkDJhNugGey6Oj6ciXaTgLSaw/zaJUY+oKdH3ZBfGKlsuz48HAfFlXL7cH/WEl+5mgfxVoo2oh7C4qsI13BYHvETuAE3gpI2ET5dXOULVFrRxZXTaIWP38twsA1GRVyTQJKs448Ct07mSE7sIZXtXEszqZvUVM+6Sy99X+ZQHQ6qTsZGKvDKyqbFclg1OnGzvMv1SLDqVnFRw4vrFCFeBU5buFbodpsHPV3NJl9pBfN+fdtSB4b9gB3ANX/8IFJ8G4dwWdTKvK0jD+LIsxHRzuyvKMM3IyYKyN6JSzQ145b4SZDKVfXDl3tBBVXTdDNOkTxz6w3uqiRmV6nTGnvkea6eXrqYwr41QFE6w9yn6QFrPjacZoknlTuqrsu2obu6/e91bVUUEVe67GuesTFA0mM5OH3VdwbbMan0yeyr7uDt46mswnMV/QydmNoY+MHcA9MDGKyjFOUK3op7K4zsehhfJVsnWThFoRKtnUS2NRV5jpy3XUKo9lBzu9RxnksUr7TJ+gE1u12aoPqnKoC6yjdKLon3XE7iJglU+l+3wv32fBAbMfBPuVp9K3Iy+7r+Se0HMn4IkddMgH+6vgzaGJ40bZLpbNz1n2aBKcVLrBZ12Qna+n85IKTlW96QKx0me297Pz1EfGDuAeOGMUZwI4Vn/iiJyVpQuso4KpuK7e16TaVn0xoJKbBS+5Llvxo+NH54jyM97qM2MrtLugy8mKuLQyzVynC97QnrI83Qe3lU5y9oS1awV3O32mX/wVeQbqBu28s282pjIvJ3PrZJ+yLMjbuZflxOtK7tXAXfGIZ2eCtwxGxxn7GextAyi3q5uqTzOdLotd2ZvqY5VJ7mhjgFbZIurGtQnX730U7ADuAZz8HSdXPVOrm4z8EscOzgQwdWiMRubXOV2VNUCZOl7V/WiPWrHl1W/XDyqYrND1OzokRZtlWxVNtbJmW1IsmMhgL2J1bJltZzn/Z3KrrTGGSSDvogscqwkyIwdlqHfHnqvsRn7O+qka29PgCCfXFV3mMadsG3XIstgVD7xWPmDi99AmA1f4MpQTdYNlK91kGSu/Nnk/X5exCzCa7raz0q/rJ8/I/RHx9Ly1cRzHcfzTP/3TD9d37LufoamyTMopnpH3DpqrqL5HqXRyJ1b6UGWyqvJB/yxWaU2+A9rxmsjQ9ekZ3VRjyMlcTXggDVfuO+y9Oke4CmxP9Y5LJf8dend1c4UdRX2nTxEv4ccRd9Gssu54f5VH0Mn4v//7v2Wa7wU7A/dAtRqqIn8ntaxoVitRZ0XP7ndbVWd4ufKu6oTJ//XrV/nczYIoXpW8jGaelHCCUtmV1a1DpZtKrsl1RTueOXIr2ghGz92WYXJ3WRwlA+MR9ypbctrIZHOyFaq+kr+61+lU9YPbPkWXZceUvp32dWOZ0ewynLm+ks9pe8WD0VIvXUc76XzZxAZzOeYvVRvcrKjDW93rfDCT3+3bj4YdwD3grnycQEU5VeVI3YDHce7qfMYVwaLT9qlOOl5d4MGcUrdV40x6WJYFbJXcncxdGUWTObpcf2prToBYyV3ZJPJ39Z77nrURaU2DONVnLCOkyinkydrVTXXdlXfkqgK4bqw4cmSa7ExTF0DifSfIcAMcd6ydab96hjaQM3EsqFN2XwU3HX+sUwVxXdvdce6g4s36AhfyG9+wA7gH3IEb5VR5dh/vObwcOhOaK3WV3JO2q/v5HnNSlbxskkB6jjzVc+XQq7rRjs7RnNFTJYMqW8nU6WIin1uHlelW5Xg/y63qTrMMjpyTMl1AeFYWtFFXPqyL+pxkO5gNVpPzxA9VfewefncC8q7cFI6/X7ULp69xy3bqr6cyrdCbzkddUP9Rsc/APYBn4CqEk1s9b7GN8ZxOOv3nCalaFbLzRm7fTlf4K1C0JmeaXF3cAYf3ylhCB89or5zhuwN3jP2ztsfOq6lfXE5luUPvZ8ZpBZUd6/DW/fcVulnheRz3+sOgE7T+/ve/X0LzV8YO4B7461//+uf/8yq0ywxMVoCYWWIOKT/LDnbiFLGOygRUW1FV9mIqD6OtVmBuAJf/322pqTJRLjs69qtNpJUzAo7+Vvsw01KBC/JCsInJqefIzdpbZU2YTbLtncp2u221aoxV7WSYLCY6HeFEtuJ2u+wYC5a7sY+66uw/80F6qu8mtLrs3WofI60z+s800O7P0lY0EZV+O/94Vi52n9lNpxPXLyo6O4DbW6gUnbFPBgOWVXUrpzQdgIyncrpOfffZRLYzdLKDYLpxaIdOlK46HbDnXd9eYTfTbNq07526Fa3c1k6HanVe6deVewXOxDnluWKbHR9mC4pH1yZVd6XvVmytsgO8dzZIcu3ZpeW0/SqaKiiq9H1F9qtrF9oLs71V2orXxnfsDNwDOQN3HHrrI9/r4A6gO7dVrsSkPb+CWcXWzHGsp/4ner+rj1b07cqC21cOrzt0Uo3HLNdEzq7clf2laE367ow8q5nzFbi+8qxO7rD7K33X1bQyzaA7ee3MWftZqXvnvLQzcDsD9xMmWQe1GmI0utVUvs+g6larsLMrVsYf6bGJlPGctHVKK567MrKMWL52aFVlpu3pyjt2ocoxGq7+4v7ZzJTSWdc/Uz6IPHkxPlVW6kw2RS0G8DlOyoy3k9U641ewXJepm/jGic9B3io7HsBzoE5gNuG/6ouRF1tYVLxd26munXasBtaK1nQMuz6N1bkqi/oesAO4hBho2fjUVgGu9Nnzaosj6uX6jsNjtJ6fn+XB9qtW3a6TyRORKjeRR8mPPJkzVZOc6uP8/MuXL6Uj7PqYIWhO+6Iq706WaJ+Vvaj7rn1mG2AyVDbp9iXyYHJXAS2Tj/GagtXP+q4OllfjFtusZA9Mx1oVZKixtEKLyet89B5lqMZSFcRlniorecYX47Vjg8i7kruSAfWOixf1aUTFa9VumI9lzyuctcGPgh3APVANRpyk3cF+xcTrwnFkjlM9y2P1/rSscnroNCp6XXsqWo6MV5S/i6bbl1fRVs+qa/Z/HDOrYy9DLdI6qIWLw1PJUNGaTqzVteLp0Hf5576aZJ9dm5vaq2t7r+GTp3S6hWO1GKjmAeXz1HzV2Y0at4qGuyC+w4/+ithn4B74y1/+Qu/HKu04zq/OJ9maOxDyf/r06dLg0YHb9it01G1xTOi8xeFxh1x32WYVqNwJpiOVcVmxl+wXouwk8IiykZlzzjKd9T+MZsB9bY76qgArm/W5kn15i2Nvgjvb4doolsHAbjIe73o1T9CcyvPHH39cKseviJ2Be6BblUxoKDpXYMJjVR4nOzCl+athVV9OPSzv1Ef7VIHIHf1zlmY1tq4Ak686vnDFBFTRndqOuwU+kbvrs1UdOG1kWRwnG+Vst2K56f07cOUi5S371zuCt41z2AHcA44j6Op3zu2s8Vc8qglLnUPoeDD6WNd1Mme2RRiclHxkCyYv6QzEp1vcVeFKEMfOOXV1VFYD+2fq/J0AYnVCwaDqDjh91dnLNGPCMhuKvzPuHD4TXBnEod1N2qOCN+VnKprOtt9qML2ClXY4tK44utH58Sl28Pb2sAM4AysDYWVQswzKyqBhQVwn25TmCq0zwR4LQnNZ94wF0nT7qaLB+K3Ik5859tVNyk7frGTtrp4YHDAZOz3G8zvlrXhMaRxH3R+OrVaLx85eFC0nuHfR+bTpQuLKrGRXbpVXpjW5P5kr1P1VP1LJckd5VZfR2IHkd+wAzsR0UEyfqwyKM6E/Pz+37/pZCbS6yemO4I3RVtsxOevBVq/VdmN+7mQquiyN6q9J8ND19SRD1AWclX1M7fuurfxcX+mG6TvbhdvHWGYq37SMY0fdNmSXwXV9SDWGGO/n5+efstqTxYJqs3p+JSZBnMrqneXFgmY1HieZTicLr9ox2TVwyrkL0YoGk+1u+/jVsAM4gpVVydU8z0zSbxVXTpCT7GTl/KYrXxeVo3Htq5PlLmemJhMnczLdhmQ8V7M0LOi4OzPIcKZPztrjVG93Bq130ZwuKN3gB+38av9+Nc2O14RfN/6Y/O58VQWM2Ye9pI7eC3YAB1AGyiYmd5WBK8zJ1sT07ExHU20/5uvJBKnKTTNWHbqV80qKXWU0qjKuvjvaVwRxq46u0tXEJrGOax8d7S74Zbw6rB5HmNI+y4O1rxs7d2x1unAzb6zsqm9gvsDVkZJ7ZefijA9jdKb8FQ23bpf5dBegznhFvlOeKPPGN+wAroDKijGjm2TsqjMPq7Qd5C2lLM+vhruyZndO8lOcyWBdTZvVX92GvDoY7Wjcye89oQrM76B9Fa6iXQUhd+It2OGKDGfkDl2/pM96r9jvgXvgt99+o/dXt4QqrK6gr+CZnV337qcp7bt15K7Opqu4KP/p06exTq5o+1VZSodHdw4p4Oi9kptlpZz2XNXmlxhTd8sRejw7Tqts1GqGp8tsMbt5CTtXUDa5SivT6OR39L1KE7OR2V5Ws5DoI15i3K4snr98+bLE6z1h/n6FjVuQHYvKxJ1ZJebs2x2rzdfanrmSx2tP9i8Bp413ZcNeGm9BhitwVYbpDrqKx8qW3t14bf4Vrhpzd9B5iW3LvTW6hr2F+sB0+6BaYXY0un3/6ozBXc78LdFjNK8MPKp+uepcy0tgZdU73eI8u1XiosvOdDTdc5wTXJEZWm1PJcdUV51/cWiunllCsMDgip0Il9ZrLDSr4FktIFflrOq5c8iKTbp4K5nx94KdgXvgioOkVxlldUh/NYDLGbz3sto5m5V8K3iJIOmOzNuK3O6iZuNl7PvsD2kUzdfqz1/Jt+GZ5Ktx1fic2OCvpP/3gJ2BA7jBm3OfrQq7bUw8q5HpYH0GZ+X59PRE3+P0Ek53ugKr2jPNSna8V87ATXmoMhFYT7a5rwi4nHNJ1Vks5fAd/vhtxWrsdPcdrBwjcCfZ7j2MAfQFKrOF5R10umJtceXN5ZkOJ7pFOTodBLLPYrbIFrkdbWz/FT5AgX1LdNWfxzO1U5PvKbpd3Y6GknVSZ0J3L/J+xg7gHrgjgGHZrrM8nAza1RP/lVjJAE4CjzO4itYV2x9vwVlhYHV1ZqXb7pmeo7rD7rtAhE2Yd2S1roIaSyuBogoWVvrhbIb4qiy2K8fUh61uQa+MkQ6r+p/SfMn6HxX7V6gPqF+hBvLqr8qexfMK09WqQ/Ou+hUN55dQd2CVx4ouur5ysnqIl8jyTeu4mcOs9yobw2ip+3dmPe7ES2Vsc9mJLa706Uti4i+dcqzsHZncKU+VeWN6n8pVzUtXjHmFqV5XbLOjuX+FugO4P+EEcGyFuZKVuCvVXPF6yW5+iTMwV/LoaF3h6DKPs8G0u+V0B9SKf7rNcnYMreJOu7mCtjo+gVATZFdO8ZyU72i9VMb8V0GlkzsCyNfGWR9R0cw0dgC3t1DHYKuo1RXkWxlwV+OObF/F4+4s5RXbM1dN7itbJlcib9usbklG1uCKgHaC6fmvDo4vmPLI5bG/VZbsTHYj83LlqnhUWfnM7yPhSr/C9PvW9Im2e8ViM9N8a+19TewM3AOYgbt6pX4cdSr76hXaHauyl8qsHcfrOqXVrOpVq2lny8txilfa1eQ82lldvJXJftKOlzo6cBxvY8K+Y0vsLUHZoLtgPxOcIc+Xwp3+/Q7aOwO3XyNS4iWzHSo78NbwVuW6Cmfad1Y3Tn13NatorcgYwUn+t8p/wustYCLHWw5INnwoG5zYwtR+34rd38n/tdv2HrEzcA90Z+A6VCuM6YHPXxU7vb2Oqe4ikJs6fSzLbHL1SADLykwzgGezEG/VBu8a650uP0LG/Eq8tfZcJc8kg36Gx0vOcTsDtzNwl+BMtuE94S2sIH9FvLTeKn5XZ9hYuY7H2aMDH8UG78yEXinDr4T31p7jWMugr/DYeHnsDNwDf/nLX47jmGXJumyGKosHMt16jJcjQze4nGyIw5uVm56VmZSf6H+V1lTeqgyWi/v5UD+zB8VjcvhcXTN5GC/kmW232651eVSHnx1bPJu9c+1a1cuYZjzcYIzp/YofYUzkiLqVHThtfY1zYu54zpj6landd3K4uqz8DD5jsim/g5i2y9Vp5ycRf/zxB73/kbB/hfpAfk1IIDsoBnciUzwmThsRh6XxPUATGrmeGlBVYMOcAuosrvHdYeqwd9aRq/9Ad4Cc9bGihe1x5FVQ7cBV8devXykvxeOM/XQ0KqeLNFFH+O47hwejXdGs5Kl4Vqh4KUxss9LDpC+RluqrkK3S3Yosyod145W1YwqXh8JkvAa6RTbSXJlLlAyO3XT+krUnX1fyIlS5Ss7goWio9nSybOwA7k/EGTjMAsQ955wJC+gweAl6+TrXyXSr1c3vv/9O76vsHvJCeSaZFaajDkgz5Mcyuf2sLtMvlgvgCzSZvitH9fz83E7mQZv1XabBXuaJbVW8cl0md/AKJ5qfMfvIPFV7ULYVTLJn2E+v6bBVJoXJhGXU2GH27siAfJ+enn56DYvbDiV7x189V37GzVhNAmWs7y6asV6U74LHyveqsp1fz/6kG2eujlDfSv8YsFXyK5lyGQy2Kproj9R8qeTfwZvGDuAAefCt1AkDzBOpGpy5DqOJ95lhV1mdiiZz7ih/1d6zk+xKcIj3u5UlBtAOjYmswRPLrPCo+FS6yG3Ee9h2JS8+m8qt0AXIHY/XctxsMulsssvSTNrSTcBqwp3w7PrWzVJVQW2Hq/p36qtXAr9pOeabsJwK0qe8q/llQnPCC+cSrBsBXU5esAD3jP1s7ADuT3z+/Pm1RfjlUGWVOriTUEeDBSlnaK2250oeE910NJWOOh5X9c9ZGgEVeKrtwSt4OvJfYTeYVb1SbwoswLiSH1tc5mfBcxVO8PMS6DLHLFPIdMMy+VE231e6U4t5VhahEgV32CHSjM/R5QXoho8dwD1wp7N8r8hbemdoXCHDVXiJb0K6PJx2xbZMRbPSUTXJXqXbK/sYnTw7e3O1TTi0zthNHkexKHK3Sa/C1XZfBXCBq9r2mr67szXs27jHyqln7L4brDn9gPUxA32HfnN771w0v3fsX6FubGxsbGxsbPxi2O+B29jY2NjY2Nj4xbADuI2NjY2NjY2NXww7gNvY2NjY2NjY+MWwA7iNjY2NjY2NjV8MO4Db2NjY2NjY2PjFsAO4jY2NjY2NjY1fDDuA29jY2NjY2Nj4xbADuI2NjY2NjY2NXww7gNvY2NjY2NjY+MXw/wH9VFzqiWoBzQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the image\n",
    "plt.imshow(dd['train'][7]['image'], cmap='gray')  # 'gray' colormap for mode=L (grayscale)\n",
    "plt.title(f\"Antenna: {dd['train'][7]['antenna']} | Datetime: {dd['train'][7]['datetime']} | Label: {dd['train'][7]['label']}\")\n",
    "plt.axis('off')  # Turn off the axis\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "radio_sunburst_data_creation",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}