Beichen_DataAmongUs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "22df00f1-0546-4417-a28d-0a590e66bc4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2002c8e6-ce1c-4118-995f-b4ec786c76f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = 'Beichen_Form.csv'\n",
    "data = pd.read_csv(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d97dd5d0-5abf-40ca-8285-5575f6798c61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Overview:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>imagine_future</th>\n",
       "      <th>today_compare_future_imagined</th>\n",
       "      <th>daydream_imagine</th>\n",
       "      <th>create_worlds_mind</th>\n",
       "      <th>stories_books_movies</th>\n",
       "      <th>tired_relax_way</th>\n",
       "      <th>movies_books_as_escape</th>\n",
       "      <th>afraid_growing_up</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024/10/17 1:56:44 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024/10/17 2:04:04 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Play games</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024/10/17 2:04:26 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024/10/17 2:06:04 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Watch TV</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024/10/17 2:06:28 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Timestamp  imagine_future today_compare_future_imagined  \\\n",
       "0  2024/10/17 1:56:44 pm CET               5          Completely different   \n",
       "1  2024/10/17 2:04:04 pm CET               4          Completely different   \n",
       "2  2024/10/17 2:04:26 pm CET               4              Somewhat similar   \n",
       "3  2024/10/17 2:06:04 pm CET               5              Somewhat similar   \n",
       "4  2024/10/17 2:06:28 pm CET               4              Somewhat similar   \n",
       "\n",
       "   daydream_imagine create_worlds_mind stories_books_movies tired_relax_way  \\\n",
       "0                 4    Yes, frequently              Mystery           Sleep   \n",
       "1                 5    Yes, frequently               Horror      Play games   \n",
       "2                 4     Yes, sometimes      Science Fiction           Sleep   \n",
       "3                 5    Yes, frequently              Fantasy        Watch TV   \n",
       "4                 4     Yes, sometimes      Science Fiction           Sleep   \n",
       "\n",
       "  movies_books_as_escape afraid_growing_up  \n",
       "0        Yes, definitely                No  \n",
       "1        Yes, definitely               Yes  \n",
       "2              Sometimes                No  \n",
       "3        Yes, definitely               Yes  \n",
       "4        Yes, definitely               Yes  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Data Overview:\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8daa6b19-4456-44fd-a6a7-145b62474667",
   "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>Timestamp</th>\n",
       "      <th>imagine_future</th>\n",
       "      <th>today_compare_future_imagined</th>\n",
       "      <th>daydream_imagine</th>\n",
       "      <th>create_worlds_mind</th>\n",
       "      <th>stories_books_movies</th>\n",
       "      <th>tired_relax_way</th>\n",
       "      <th>movies_books_as_escape</th>\n",
       "      <th>afraid_growing_up</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024/10/17 1:56:44 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024/10/17 2:04:04 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Play games</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024/10/17 2:04:26 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024/10/17 2:06:04 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Watch TV</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024/10/17 2:06:28 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2024/10/17 2:06:31 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Romance</td>\n",
       "      <td>Watch TV</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2024/10/17 2:06:59 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Historical</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2024/10/17 2:07:55 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Slice of Life or Magical Realism</td>\n",
       "      <td>Go to the cinema alone</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2024/10/17 2:10:29 pm CET</td>\n",
       "      <td>2</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2024/10/17 2:11:40 pm CET</td>\n",
       "      <td>3</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, sometimes</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Watch TV</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2024/10/17 2:13:38 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>3</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Watch TV</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2024/10/17 2:13:56 pm CET</td>\n",
       "      <td>5</td>\n",
       "      <td>Completely different</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Romance</td>\n",
       "      <td>Knit</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2024/10/17 2:14:58 pm CET</td>\n",
       "      <td>3</td>\n",
       "      <td>Somewhat similar</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2024/10/17 4:04:02 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Better</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2024/10/17 5:04:38 pm CET</td>\n",
       "      <td>3</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Sleep</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2024/10/17 5:28:16 pm CET</td>\n",
       "      <td>4</td>\n",
       "      <td>Better;Completely different</td>\n",
       "      <td>3</td>\n",
       "      <td>Yes, frequently</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>Take a walk</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Timestamp  imagine_future today_compare_future_imagined  \\\n",
       "0   2024/10/17 1:56:44 pm CET               5          Completely different   \n",
       "1   2024/10/17 2:04:04 pm CET               4          Completely different   \n",
       "2   2024/10/17 2:04:26 pm CET               4              Somewhat similar   \n",
       "3   2024/10/17 2:06:04 pm CET               5              Somewhat similar   \n",
       "4   2024/10/17 2:06:28 pm CET               4              Somewhat similar   \n",
       "5   2024/10/17 2:06:31 pm CET               5          Completely different   \n",
       "6   2024/10/17 2:06:59 pm CET               5          Completely different   \n",
       "7   2024/10/17 2:07:55 pm CET               4              Somewhat similar   \n",
       "8   2024/10/17 2:10:29 pm CET               2              Somewhat similar   \n",
       "9   2024/10/17 2:11:40 pm CET               3          Completely different   \n",
       "10  2024/10/17 2:13:38 pm CET               5          Completely different   \n",
       "11  2024/10/17 2:13:56 pm CET               5          Completely different   \n",
       "12  2024/10/17 2:14:58 pm CET               3              Somewhat similar   \n",
       "13  2024/10/17 4:04:02 pm CET               4                        Better   \n",
       "14  2024/10/17 5:04:38 pm CET               3                      Not sure   \n",
       "15  2024/10/17 5:28:16 pm CET               4   Better;Completely different   \n",
       "\n",
       "    daydream_imagine create_worlds_mind              stories_books_movies  \\\n",
       "0                  4    Yes, frequently                           Mystery   \n",
       "1                  5    Yes, frequently                            Horror   \n",
       "2                  4     Yes, sometimes                   Science Fiction   \n",
       "3                  5    Yes, frequently                           Fantasy   \n",
       "4                  4     Yes, sometimes                   Science Fiction   \n",
       "5                  4     Yes, sometimes                           Romance   \n",
       "6                  5    Yes, frequently                        Historical   \n",
       "7                  5     Yes, sometimes  Slice of Life or Magical Realism   \n",
       "8                  5    Yes, frequently                           Fantasy   \n",
       "9                  4     Yes, sometimes                           Fantasy   \n",
       "10                 3    Yes, frequently                           Fantasy   \n",
       "11                 5    Yes, frequently                           Romance   \n",
       "12                 5    Yes, frequently                       Documentary   \n",
       "13                 4    Yes, frequently                         Adventure   \n",
       "14                 5    Yes, frequently                       Documentary   \n",
       "15                 3    Yes, frequently                           Mystery   \n",
       "\n",
       "           tired_relax_way movies_books_as_escape afraid_growing_up  \n",
       "0                    Sleep        Yes, definitely                No  \n",
       "1               Play games        Yes, definitely               Yes  \n",
       "2                    Sleep              Sometimes                No  \n",
       "3                 Watch TV        Yes, definitely               Yes  \n",
       "4                    Sleep        Yes, definitely               Yes  \n",
       "5                 Watch TV              Sometimes               Yes  \n",
       "6                    Sleep        Yes, definitely                No  \n",
       "7   Go to the cinema alone        Yes, definitely               Yes  \n",
       "8                    Sleep              Sometimes               Yes  \n",
       "9                 Watch TV        Yes, definitely               Yes  \n",
       "10                Watch TV        Yes, definitely               Yes  \n",
       "11                    Knit        Yes, definitely                No  \n",
       "12                   Sleep              Sometimes                No  \n",
       "13                   Sleep        Yes, definitely               Yes  \n",
       "14                   Sleep              Sometimes               Yes  \n",
       "15             Take a walk        Yes, definitely                No  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "00acdcaa-db93-4ba8-b971-90bc6917531b",
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_columns = [\n",
    "    'today_compare_future_imagined', \n",
    "    'daydream_imagine', \n",
    "    'create_worlds_mind', \n",
    "    'stories_books_movies', \n",
    "    'tired_relax_way', \n",
    "    'movies_books_as_escape', \n",
    "    'afraid_growing_up'\n",
    "]\n",
    "\n",
    "frequency_counts = {col: data[col].value_counts() for col in categorical_columns}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ac470843-ebca-483f-9df0-2cac7fd163a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_frequency_counts(counts, title):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    counts.plot(kind='bar', color='skyblue')\n",
    "    plt.title(title)\n",
    "    plt.xlabel(counts.name)\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c8c4fe2c-a4b4-4a29-ba94-851fba314079",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACMS0lEQVR4nOzddXgU19vG8XvjIUBwCK6lSCkOxd29RYoFd3do8eJSgrsUKRDc3d0ptLhLcAkJEEJ23j94sz9CoIWQZZPw/VxXrrIzs7PPZmfSufecOcdkGIYhAAAAAAAQ7uxsXQAAAAAAAFEVoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAEGFduHBBpUqVkru7u0wmk1asWPHFa2jQoIFSpkz5xV8X4e/w4cPKly+f3NzcZDKZdOLECVuXZBUpU6ZUgwYNbF3Gv5o9e7ZMJpOuXr36xV/76tWrMplMmj179hd/bQBfJ0I3AOh/F4Dv++nRo4ety/tqeXp66tSpUxo0aJDmzp2rnDlzvne727dvq1+/flE2ROHzBQYGqnr16nr06JF+//13zZ07VylSpPjo5z9//lz9+vXTjh07rFckACBKcrB1AQAQkQwYMECpUqUKsSxz5sw2qubr9uLFC+3fv1+//PKL2rRp86/b3r59W/3791fKlCmVNWvWL1MgIpVLly7p2rVrmjZtmpo0afLJz3/+/Ln69+8vSSpSpEg4Vxe+zp07Jzu7iN2uUq9ePdWqVUvOzs62LgUArI7QDQBvKVu27AdbU9/18uVLOTk5RfiL28jq/v37kqRYsWLZthDYhL+/v9zc3MJtf/fu3ZMU8Y6n169fy2w2y8nJKdz2GRmCrL29vezt7W1dBgB8EVwpAsBH2LFjh0wmkxYuXKhff/1VSZIkUbRo0eTr6ytJOnjwoMqUKSN3d3dFixZNhQsX1t69e0PtZ8+ePcqVK5dcXFyUJk0aTZkyRf369ZPJZLJs82/3G5pMJvXr1y/Eslu3bqlRo0ZKmDChnJ2dlSlTJs2cOfO99S9evFiDBg1S0qRJ5eLiouLFi+vixYuhXufgwYMqV66cYseOLTc3N2XJkkVeXl6SpFmzZslkMun48eOhnjd48GDZ29vr1q1b//r7PH78uMqWLauYMWMqevToKl68uA4cOGBZ369fP0vX365du8pkMn3wvuodO3YoV65ckqSGDRtabgt4+/fn7e2tHDlyyNXVVfHixVPdunXfW+OKFSuUOXNmubi4KHPmzFq+fPl7X3PkyJHKly+f4saNK1dXV+XIkUNLliwJsU3hwoX1/fffv/f56dOnV+nSpT/4+3mff/tMgm3btk0FCxaUm5ubYsWKpcqVK+vMmTMhtgk+3s6fP6+6devK3d1d8ePHV+/evWUYhm7cuKHKlSsrZsyYSpQokUaNGhXi+cHH0qJFi9SrVy8lSpRIbm5uqlSpkm7cuBFi2927d6t69epKnjy5nJ2dlSxZMnXs2FEvXrwIsV2DBg0UPXp0Xbp0SeXKlVOMGDFUp04dSZLZbNaYMWOUKVMmubi4KGHChGrevLkeP3780b+7Bg0aqHDhwpKk6tWry2QyWVqrixQp8t6W67fv5b969arix48vSerfv7/lGAs+Fz9mH8H7MZlMGjlypMaMGaM0adLI2dlZ//zzjyTp7Nmz+umnnxQnThy5uLgoZ86cWrVq1Ue/z2Dv3tMdfPvMnj171K5dO8WPH1+xYsVS8+bN9erVKz158kT169dX7NixFTt2bHXr1k2GYYTY58cc89KbHirt2rVTvHjxFCNGDFWqVEm3bt0K9bfrffd0p0yZUhUqVNCePXuUO3duubi4KHXq1Prjjz9Cvc6TJ0/UoUMHJUuWTM7OzkqbNq2GDRsms9kcarsGDRrI3d1dsWLFkqenp548efLJv1MA+By0dAPAW54+faoHDx6EWBYvXjzLvwcOHCgnJyd16dJFAQEBcnJy0rZt21S2bFnlyJFDffv2lZ2dnWbNmqVixYpp9+7dyp07tyTp1KlTKlWqlOLHj69+/frp9evX6tu3rxImTBjmeu/evau8efPKZDKpTZs2ih8/vtavX6/GjRvL19dXHTp0CLH90KFDZWdnpy5duujp06caPny46tSpo4MHD1q22bx5sypUqCAPDw+1b99eiRIl0pkzZ7RmzRq1b99eP/30k1q3bq358+crW7ZsIfY/f/58FSlSREmSJPlgzX///bcKFiyomDFjqlu3bnJ0dNSUKVNUpEgR7dy5U3ny5FG1atUUK1YsdezYUT///LPKlSun6NGjv3d/GTJk0IABA9SnTx81a9ZMBQsWlCTly5dP0puL+4YNGypXrlwaMmSI7t69Ky8vL+3du1fHjx+3tHxu2rRJP/74ozJmzKghQ4bo4cOHatiwoZImTRrqNb28vFSpUiXVqVNHr1690sKFC1W9enWtWbNG5cuXl/Sm+2zTpk11+vTpELcoHD58WOfPn9evv/76wd/Ru/7rM5GkLVu2qGzZskqdOrX69eunFy9eaNy4ccqfP7+OHTsW6kuLmjVrKkOGDBo6dKjWrl2r3377TXHixNGUKVNUrFgxDRs2TPPnz1eXLl2UK1cuFSpUKMTzBw0aJJPJpO7du+vevXsaM2aMSpQooRMnTsjV1VXSmy87nj9/rpYtWypu3Lg6dOiQxo0bp5s3b8rb2zvE/l6/fq3SpUurQIECGjlypKJFiyZJat68ueUzbNeuna5cuaLx48fr+PHj2rt3rxwdHf/z99e8eXMlSZJEgwcPVrt27ZQrV65POu/ix4+vSZMmqWXLlqpataqqVasmScqSJctH7+Nts2bN0suXL9WsWTM5OzsrTpw4+vvvv5U/f34lSZJEPXr0kJubmxYvXqwqVapo6dKlqlq1aphe621t27ZVokSJ1L9/fx04cEBTp05VrFixtG/fPiVPnlyDBw/WunXrNGLECGXOnFn169e3PPdjjnnpzRcNixcvVr169ZQ3b17t3LkzxPr/cvHiRf30009q3LixPD09NXPmTDVo0EA5cuRQpkyZJL3p6l+4cGHdunVLzZs3V/LkybVv3z717NlTPj4+GjNmjCTJMAxVrlxZe/bsUYsWLZQhQwYtX75cnp6en/27BIBPYgAAjFmzZhmS3vtjGIaxfft2Q5KROnVq4/nz55bnmc1mI126dEbp0qUNs9lsWf78+XMjVapURsmSJS3LqlSpYri4uBjXrl2zLPvnn38Me3t74+0/x1euXDEkGbNmzQpVpySjb9++lseNGzc2PDw8jAcPHoTYrlatWoa7u7ul1uD6M2TIYAQEBFi28/LyMiQZp06dMgzDMF6/fm2kSpXKSJEihfH48eMQ+3z7/f38889G4sSJjaCgIMuyY8eOfbDut1WpUsVwcnIyLl26ZFl2+/ZtI0aMGEahQoVC/R5GjBjxr/szDMM4fPjwe1/71atXRoIECYzMmTMbL168sCxfs2aNIcno06ePZVnWrFkNDw8P48mTJ5ZlmzZtMiQZKVKkCLHft4+B4NfJnDmzUaxYMcuyJ0+eGC4uLkb37t1DbNuuXTvDzc3N8PPz+8/3ZRgf/5lkzZrVSJAggfHw4UPLspMnTxp2dnZG/fr1Lcv69u1rSDKaNWsW4jWSJk1qmEwmY+jQoZbljx8/NlxdXQ1PT0/LsuBjKUmSJIavr69l+eLFiw1JhpeXl2XZu78nwzCMIUOGGCaTKcR54OnpaUgyevToEWLb3bt3G5KM+fPnh1i+YcOG9y7/N8F1e3t7h1heuHBho3DhwqG29/T0DPG5379/P9T596n7CD6mY8aMady7dy/EtsWLFze+++474+XLl5ZlZrPZyJcvn5EuXbqPeo/BUqRIEeIzC/779u7fqR9++MEwmUxGixYtLMuCj4V338/HHPNHjx41JBkdOnQIsW2DBg1C/e6Ca7py5UqIuiUZu3btsiy7d++e4ezsbHTu3NmybODAgYabm5tx/vz5EK/To0cPw97e3rh+/bphGIaxYsUKQ5IxfPjwEO+vYMGCH/W3CgDCC93LAeAtEyZM0ObNm0P8vM3T09PSiidJJ06c0IULF1S7dm09fPhQDx480IMHD+Tv76/ixYtr165dMpvNCgoK0saNG1WlShUlT57c8vwMGTJ8cjfjYIZhaOnSpapYsaIMw7C89oMHD1S6dGk9ffpUx44dC/Gchg0bhrh3NLhV+PLly5LedPu+cuWKOnToEOre17e7wNevX1+3b9/W9u3bLcvmz58vV1dX/fjjjx+sOSgoSJs2bVKVKlWUOnVqy3IPDw/Vrl1be/bssXTZDw9HjhzRvXv31KpVK7m4uFiWly9fXt9++63Wrl0rSfLx8dGJEyfk6ekpd3d3y3YlS5ZUxowZQ+337WPg8ePHevr0qQoWLBji9+3u7q7KlSvrzz//tHTVDQoK0qJFi1SlSpWPvl/5Yz6T4PobNGigOHHiWNZnyZJFJUuW1Lp160Lt9+3BxOzt7ZUzZ04ZhqHGjRtblseKFUvp06e3HB9vq1+/vmLEiGF5/NNPP8nDwyPEa739e/L399eDBw+UL18+GYbx3tsTWrZsGeKxt7e33N3dVbJkyRDHd44cORQ9evQQx19k8uOPP1q6q0vSo0ePtG3bNtWoUUPPnj2zvM+HDx+qdOnSunDhwn/esvExGjduHOI8zpMnT6jPPPhYePcz/5hjfsOGDZKkVq1ahXhu27ZtP7rGjBkzWv4uSW96Gbx7DHp7e6tgwYKKHTt2iOOiRIkSCgoK0q5duyRJ69atk4ODQ4jjyt7e/pPqAYDwQPdyAHhL7ty5/3UgtXdHNr9w4YIk/Wt3xadPnyogIEAvXrxQunTpQq1Pnz79e0PRf7l//76ePHmiqVOnaurUqe/dJnjwqGBvB35Jih07tiRZ7o+9dOmSpP8esb1kyZLy8PDQ/PnzVbx4cZnNZv3555+qXLlyiCD2vpqfP3+u9OnTh1qXIUMGmc1m3bhxw9KN9HNdu3ZNkt77et9++6327NkTYrsPfT7vfnmxZs0a/fbbbzpx4oQCAgIsy98ONNKbYLpo0SLt3r1bhQoV0pYtW3T37l3Vq1fvo9/Dx3wm//Y+M2TIoI0bN4YamOzdY8Hd3V0uLi4hbqcIXv7w4cNQ+333d2UymZQ2bdoQ9+hev35dffr00apVq0Ldg/306dMQjx0cHEJ15b9w4YKePn2qBAkShHp9KfTxHVm8+3fk4sWLMgxDvXv3Vu/evd/7nHv37v3rbRsf432fuSQlS5Ys1PJ3P6+POeavXbsmOzu7UO8vbdq0Ya5RevN36u16Lly4oL/++ivEFxdvCz4url27Jg8Pj1C3przvPAEAayJ0A8AneLu1R5Jl0J4RI0Z8cKqq6NGjh7hI/S/vBrdgQUFB733tunXrfjD0v3vP6YdGCzbeGTTpv9jb26t27dqaNm2aJk6cqL179+r27duqW7fuJ+0nMtq9e7cqVaqkQoUKaeLEifLw8JCjo6NmzZqlBQsWhNi2dOnSSpgwoebNm6dChQpp3rx5SpQokUqUKGGj6v/nfcdCeB0f0pvjtWTJknr06JG6d++ub7/9Vm5ubrp165YaNGgQasArZ2fnUDMBmM1mJUiQQPPnz3/va3wodH0Kk8n03vf37vkWnvv40N+RLl26fLDny6cE1w/50Of7vuVvv59POeatVePb9ZjNZpUsWVLdunV777bffPNNuNYEAJ+L0A0AnyFNmjSSpJgxY/5rkIofP75cXV0tLeNvO3fuXIjHwa3P746wG9ya+fY+Y8SIoaCgoHALccHv5/Tp0/+5z/r162vUqFFavXq11q9fr/jx4/9nV/n48eMrWrRood6z9GbkZjs7u1Ctbh/jQ19UBI+Afu7cORUrVizEunPnzlnWB//3Yz6fpUuXysXFRRs3bgwxNdOsWbNCPTf4y4nZs2dr2LBhWrFihZo2bfpJUyV9zGfy9vt819mzZxUvXrxwnX5LCv27MgxDFy9etHzRc+rUKZ0/f15z5swJMSDXu7ds/Js0adJoy5Ytyp8/f6igGl5ix4793u7z755vHzrGPmUfHxJ8q4Wjo2OE+ELmXR97zKdIkUJms1lXrlwJ0RPifTMkfI40adLIz8/vP39XKVKk0NatW+Xn5xeitft95wkAWBP3dAPAZ8iRI4fSpEmjkSNHys/PL9T64Lmm7e3tVbp0aa1YsULXr1+3rD9z5ow2btwY4jkxY8ZUvHjxLPclBps4cWKIx/b29vrxxx+1dOlSnT59+oOv/SmyZ8+uVKlSacyYMaFC/7steVmyZFGWLFk0ffp0LV26VLVq1ZKDw79/l2tvb69SpUpp5cqVIboh3717VwsWLFCBAgUUM2bMT647OFC+W3POnDmVIEECTZ48OURvg/Xr1+vMmTOWUZU9PDyUNWtWzZkzJ0S3582bN1umc3r7PZhMphCtmFevXtWKFSveW1u9evX0+PFjNW/eXH5+fp/cG+BjPpO36397m9OnT2vTpk0qV67cJ73mx/jjjz/07Nkzy+MlS5bIx8dHZcuWlfS/Fsu3jxvDMEJNc/ZvatSooaCgIA0cODDUutevX4fL1E9p0qTR2bNnQ5wvJ0+eDDXlX/Bo6u97zY/dx4ckSJBARYoU0ZQpU+Tj4xNqfVjO5fD0scd88Jdu7/6tGjduXLjWU6NGDe3fvz/U307pzefz+vVrSVK5cuX0+vVrTZo0ybI+KCgo3OsBgP9CSzcAfAY7OztNnz5dZcuWVaZMmdSwYUMlSZJEt27d0vbt2xUzZkytXr1a0pv5fTds2KCCBQuqVatWev36tcaNG6dMmTLpr7/+CrHfJk2aaOjQoWrSpIly5sypXbt26fz586Fef+jQodq+fbvy5Mmjpk2bKmPGjHr06JGOHTumLVu26NGjR5/8fiZNmqSKFSsqa9asatiwoTw8PHT27Fn9/fffoS5y69evry5dukjSR4fJ3377TZs3b1aBAgXUqlUrOTg4aMqUKQoICNDw4cM/qd5gadKkUaxYsTR58mTFiBFDbm5uypMnj1KlSqVhw4apYcOGKly4sH7++WfLlGEpU6ZUx44dLfsYMmSIypcvrwIFCqhRo0Z69OiR5fN5+wuV8uXLa/To0SpTpoxq166te/fuacKECUqbNm2oz1GSsmXLpsyZM8vb21sZMmRQ9uzZP+m9fexnMmLECJUtW1Y//PCDGjdubJkyzN3dPdTc7uEhTpw4KlCggBo2bKi7d+9qzJgxSps2rZo2bSrpzT3zadKkUZcuXXTr1i3FjBlTS5cu/aT5tQsXLqzmzZtryJAhOnHihEqVKiVHR0dduHBB3t7e8vLy0k8//fRZ76NRo0YaPXq0SpcurcaNG+vevXuaPHmyMmXKFGJQP1dXV2XMmFGLFi3SN998ozhx4ihz5szKnDnzR+/j30yYMEEFChTQd999p6ZNmyp16tS6e/eu9u/fr5s3b+rkyZOf9T4/x8ce8zly5NCPP/6oMWPG6OHDh5Ypw4L/dv1bb4FP0bVrV61atUoVKlSwTCfm7++vU6dOacmSJbp69arixYunihUrKn/+/OrRo4euXr2qjBkzatmyZaHGEwAAq/vSw6UDQEQUPH3N4cOH37v+Q9MNBTt+/LhRrVo1I27cuIazs7ORIkUKo0aNGsbWrVtDbLdz504jR44chpOTk5E6dWpj8uTJlimc3vb8+XOjcePGhru7uxEjRgyjRo0axr179947ZdHdu3eN1q1bG8mSJTMcHR2NRIkSGcWLFzemTp36n/V/aHqyPXv2GCVLljRixIhhuLm5GVmyZDHGjRsX6n37+PgY9vb2xjfffPPe38uHHDt2zChdurQRPXp0I1q0aEbRokWNffv2vbe2j5kyzDAMY+XKlUbGjBkNBweHUO9p0aJFRrZs2QxnZ2cjTpw4Rp06dYybN2+G2sfSpUuNDBkyGM7OzkbGjBmNZcuWhZr2yTAMY8aMGUa6dOkMZ2dn49tvvzVmzZr13s8x2PDhww1JxuDBgz/qvbzPx3wmW7ZsMfLnz2+4uroaMWPGNCpWrGj8888/IbYJrvP+/fshlnt6ehpubm6hXrdw4cJGpkyZLI+Dj6U///zT6Nmzp5EgQQLD1dXVKF++fIhpwAzjzZR4JUqUMKJHj27EixfPaNq0qXHy5MlQn8+HXjvY1KlTjRw5chiurq5GjBgxjO+++87o1q2bcfv27f/8vb1b9/vO4Xnz5hmpU6c2nJycjKxZsxobN2587+e+b98+y/n77rn4Mfv4r2P60qVLRv369Y1EiRIZjo6ORpIkSYwKFSoYS5Ys+ej3aRgfnjLs3b9vn3IsfOwx7+/vb7Ru3dqIEyeOET16dKNKlSrGuXPnDEkhpqP70JRh5cuXD/V+3jcl27Nnz4yePXsaadOmNZycnIx48eIZ+fLlM0aOHGm8evXKst3Dhw+NevXqGTFjxjTc3d2NevXqGcePH2fKMABflMkwwjA6CgAg3PTr10/9+/cP02BVtvbgwQN5eHioT58+Hxx1GZKXl5c6duyoq1evvnd05shkx44dKlq0qLy9vT+7lRlfhxMnTihbtmyaN2+e6tSpY+tyAOCL455uAECYzZ49W0FBQZ80BdbXxjAMzZgxQ4ULF470gRv4Ly9evAi1bMyYMbKzs1OhQoVsUBEA2B73dAMAPtm2bdv0zz//aNCgQapSpYpSpkxp65IiHH9/f61atUrbt2/XqVOntHLlylDbPHr0SK9evfrgPuzt7cNlWqyozM/P772DGL4tfvz4nzRifER1586df13v6upqmXvbVoYPH66jR4+qaNGicnBw0Pr167V+/Xo1a9YsTDMTAEBUQOgGAHyyAQMGaN++fcqfPz8jAX/A/fv3Vbt2bcWKFUu9evVSpUqVQm1TrVo17dy584P7SJEiRYhR3hHayJEj1b9//3/d5sqVK1HiiyEPD49/Xe/p6anZs2d/mWI+IF++fNq8ebMGDhwoPz8/JU+eXP369dMvv/xi07oAwJa4pxsAABs5evTov47m7erqqvz583/BiiKfy5cvv3eO7LcVKFBALi4uX6gi69myZcu/rk+cOLEyZsz4haoBAHwsQjcAAAAAAFbCQGoAAAAAAFhJpL6n22w26/bt24oRI4ZMJpOtywEAAAAAfCUMw9CzZ8+UOHFi2dl9uD07Uofu27dvMxImAAAAAMBmbty4oaRJk35wfaQO3TFixJD05k3GjBnTxtUAAAAAAL4Wvr6+SpYsmSWXfkikDt3BXcpjxoxJ6AYAAAAAfHH/daszA6kBAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJXYNHSnTJlSJpMp1E/r1q1tWRYAAAAAAOHCwZYvfvjwYQUFBVkenz59WiVLllT16tVtWBUAAAAAAOHDpqE7fvz4IR4PHTpUadKkUeHChW1UEQAAAAAA4cemofttr1690rx589SpUyeZTKb3bhMQEKCAgADLY19f3y9VHgAAAAAAnyzChO4VK1boyZMnatCgwQe3GTJkiPr37//lirKyoccf2LqEr06PbPFsXQIAAACAr0iEGb18xowZKlu2rBInTvzBbXr27KmnT59afm7cuPEFKwQAAAAA4NNEiJbua9euacuWLVq2bNm/bufs7CxnZ+cvVBUAAAAAAJ8nQrR0z5o1SwkSJFD58uVtXQoAAAAAAOHG5qHbbDZr1qxZ8vT0lINDhGh4BwAAAAAgXNg8dG/ZskXXr19Xo0aNbF0KAAAAAADhyuZNy6VKlZJhGLYuAwAAAACAcGfzlm4AAAAAAKIqQjcAAAAAAFZC6AYAAAAAwEoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAABgJYRuAAAAAACshNANAAAAAICVELoBAAAAALASQjcAAAAAAFZC6AYAAAAAwEoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAABgJYRuAAAAAACshNANAAAAAICVELoBAAAAALASQjcAAAAAAFZC6AYAAAAAwEoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAABgJYRuAAAAAACshNANAAAAAICVELoBAAAAALASQjcAAAAAAFZC6AYAAAAAwEoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAABgJYRuAAAAAACshNANAAAAAICVELoBAAAAALASQjcAAAAAAFZC6AYAAAAAwEoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAABgJYRuAAAAAACsxOah+9atW6pbt67ixo0rV1dXfffddzpy5IitywIAAAAA4LM52PLFHz9+rPz586to0aJav3694sePrwsXLih27Ni2LAsAAAAAgHBh09A9bNgwJUuWTLNmzbIsS5UqlQ0rAgAAAAAg/Ni0e/mqVauUM2dOVa9eXQkSJFC2bNk0bdo0W5YEAAAAAEC4sWnovnz5siZNmqR06dJp48aNatmypdq1a6c5c+a8d/uAgAD5+vqG+AEAAAAAIKKyafdys9msnDlzavDgwZKkbNmy6fTp05o8ebI8PT1DbT9kyBD179//S5cJ4DMMPf7A1iV8dXpki2frEgAAAPD/bNrS7eHhoYwZM4ZYliFDBl2/fv292/fs2VNPnz61/Ny4ceNLlAkAAAAAQJjYtKU7f/78OnfuXIhl58+fV4oUKd67vbOzs5ydnb9EaQAAAAAAfDabtnR37NhRBw4c0ODBg3Xx4kUtWLBAU6dOVevWrW1ZFgAAAAAA4cKmoTtXrlxavny5/vzzT2XOnFkDBw7UmDFjVKdOHVuWBQAAAABAuLBp93JJqlChgipUqGDrMgAAAAAACHc2bekGAAAAACAqI3QDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYiU1Dd79+/WQymUL8fPvtt7YsCQAAAACAcONg6wIyZcqkLVu2WB47ONi8JAAAAAAAwoXNE66Dg4MSJUpk6zIAAAAAAAh3Nr+n+8KFC0qcOLFSp06tOnXq6Pr167YuCQAAAACAcGHTlu48efJo9uzZSp8+vXx8fNS/f38VLFhQp0+fVowYMUJtHxAQoICAAMtjX1/fL1kuAAAAAACfxKahu2zZspZ/Z8mSRXny5FGKFCm0ePFiNW7cONT2Q4YMUf/+/b9kiQAAAAAAhJnNu5e/LVasWPrmm2908eLF967v2bOnnj59avm5cePGF64QAAAAAICPF6FCt5+fny5duiQPD4/3rnd2dlbMmDFD/AAAAAAAEFHZNHR36dJFO3fu1NWrV7Vv3z5VrVpV9vb2+vnnn21ZFgAAAAAA4cKm93TfvHlTP//8sx4+fKj48eOrQIECOnDggOLHj2/LsgAAAAAACBc2Dd0LFy605csDAAAAAGBVEeqebgAAAAAAohJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYSZhC9+XLl8O7DgAAAAAAopwwhe60adOqaNGimjdvnl6+fBneNQEAAAAAECWEKXQfO3ZMWbJkUadOnZQoUSI1b95chw4dCu/aAAAAAACI1MIUurNmzSovLy/dvn1bM2fOlI+PjwoUKKDMmTNr9OjRun//fnjXCQAAAABApPNZA6k5ODioWrVq8vb21rBhw3Tx4kV16dJFyZIlU/369eXj4xNedQIAAAAAEOl8Vug+cuSIWrVqJQ8PD40ePVpdunTRpUuXtHnzZt2+fVuVK1cOrzoBAAAAAIh0HMLypNGjR2vWrFk6d+6cypUrpz/++EPlypWTnd2bDJ8qVSrNnj1bKVOmDM9aAQAAAACIVMIUuidNmqRGjRqpQYMG8vDweO82CRIk0IwZMz6rOAAAAAAAIrMwhe4LFy785zZOTk7y9PQMy+4BAAAAAIgSwnRP96xZs+Tt7R1qube3t+bMmfPZRQEAAAAAEBWEKXQPGTJE8eLFC7U8QYIEGjx48GcXBQAAAABAVBCm0H39+nWlSpUq1PIUKVLo+vXrn10UAAAAAABRQZhCd4IECfTXX3+FWn7y5EnFjRs3TIUMHTpUJpNJHTp0CNPzAQAAAACIaMIUun/++We1a9dO27dvV1BQkIKCgrRt2za1b99etWrV+uT9HT58WFOmTFGWLFnCUg4AAAAAABFSmEL3wIEDlSdPHhUvXlyurq5ydXVVqVKlVKxYsU++p9vPz0916tTRtGnTFDt27LCUAwAAAABAhBSm0O3k5KRFixbp7Nmzmj9/vpYtW6ZLly5p5syZcnJy+qR9tW7dWuXLl1eJEiXCUgoAAAAAABFWmObpDvbNN9/om2++CfPzFy5cqGPHjunw4cMftX1AQIACAgIsj319fcP82gAAAAAAWFuYQndQUJBmz56trVu36t69ezKbzSHWb9u27T/3cePGDbVv316bN2+Wi4vLR73ukCFD1L9//7CUDAAAAADAFxem0N2+fXvNnj1b5cuXV+bMmWUymT55H0ePHtW9e/eUPXt2y7KgoCDt2rVL48ePV0BAgOzt7UM8p2fPnurUqZPlsa+vr5IlSxaWtwAAAAAAgNWFKXQvXLhQixcvVrly5cL8wsWLF9epU6dCLGvYsKG+/fZbde/ePVTgliRnZ2c5OzuH+TUBAAAAAPiSwhS6nZyclDZt2s964RgxYihz5swhlrm5uSlu3LihlgMAAAAAEBmFafTyzp07y8vLS4ZhhHc9AAAAAABEGWFq6d6zZ4+2b9+u9evXK1OmTHJ0dAyxftmyZWEqZseOHWF6HgAAAAAAEVGYQnesWLFUtWrV8K4FAAAAAIAoJUyhe9asWeFdBwAAAAAAUU6Y7umWpNevX2vLli2aMmWKnj17Jkm6ffu2/Pz8wq04AAAAAAAiszC1dF+7dk1lypTR9evXFRAQoJIlSypGjBgaNmyYAgICNHny5PCuEwAAAACASCdMLd3t27dXzpw59fjxY7m6ulqWV61aVVu3bg234gAAAAAAiMzC1NK9e/du7du3T05OTiGWp0yZUrdu3QqXwgAAAAAAiOzC1NJtNpsVFBQUavnNmzcVI0aMzy4KAAAAAICoIEyhu1SpUhozZozlsclkkp+fn/r27aty5cqFV20AAAAAAERqYepePmrUKJUuXVoZM2bUy5cvVbt2bV24cEHx4sXTn3/+Gd41AgAAAAAQKYUpdCdNmlQnT57UwoUL9ddff8nPz0+NGzdWnTp1QgysBgAAAADA1yxMoVuSHBwcVLdu3fCsBQAAAACAKCVMofuPP/741/X169cPUzEAAAAAAEQlYQrd7du3D/E4MDBQz58/l5OTk6JFi0boBgAAAABAYRy9/PHjxyF+/Pz8dO7cORUoUICB1AAAAAAA+H9hCt3vky5dOg0dOjRUKzgAAAAAAF+rcAvd0pvB1W7fvh2euwQAAAAAINIK0z3dq1atCvHYMAz5+Pho/Pjxyp8/f7gUBgAAAABAZBem0F2lSpUQj00mk+LHj69ixYpp1KhR4VEXAAAAAACRXphCt9lsDu86AAAAAACIcsL1nm4AAAAAAPA/YWrp7tSp00dvO3r06LC8BAAAAAAAkV6YQvfx48d1/PhxBQYGKn369JKk8+fPy97eXtmzZ7dsZzKZwqdKAAAAAAAioTCF7ooVKypGjBiaM2eOYseOLUl6/PixGjZsqIIFC6pz587hWiQAAAAAAJFRmO7pHjVqlIYMGWIJ3JIUO3Zs/fbbb4xeDgAAAADA/wtT6Pb19dX9+/dDLb9//76ePXv22UUBAAAAABAVhCl0V61aVQ0bNtSyZct08+ZN3bx5U0uXLlXjxo1VrVq18K4RAAAAAIBIKUz3dE+ePFldunRR7dq1FRgY+GZHDg5q3LixRowYEa4FAgAAAAAQWYUpdEeLFk0TJ07UiBEjdOnSJUlSmjRp5ObmFq7FAQAAAAAQmYWpe3kwHx8f+fj4KF26dHJzc5NhGOFVFwAAAAAAkV6YQvfDhw9VvHhxffPNNypXrpx8fHwkSY0bN2a6MAAAAAAA/l+YQnfHjh3l6Oio69evK1q0aJblNWvW1IYNG8KtOAAAAAAAIrMw3dO9adMmbdy4UUmTJg2xPF26dLp27Vq4FAYAAAAAQGQXppZuf3//EC3cwR49eiRnZ+fPLgoAAAAAgKggTKG7YMGC+uOPPyyPTSaTzGazhg8frqJFi4ZbcQAAAAAARGZh6l4+fPhwFS9eXEeOHNGrV6/UrVs3/f3333r06JH27t0b3jUCAAAAABAphamlO3PmzDp//rwKFCigypUry9/fX9WqVdPx48eVJk2a8K4RAAAAAIBI6ZNbugMDA1WmTBlNnjxZv/zyizVqAgAAAAAgSvjklm5HR0f99ddf1qgFAAAAAIAoJUzdy+vWrasZM2aEdy0AAAAAAEQpYRpI7fXr15o5c6a2bNmiHDlyyM3NLcT60aNHh0txAAAAAABEZp8Uui9fvqyUKVPq9OnTyp49uyTp/PnzIbYxmUwfvb9JkyZp0qRJunr1qiQpU6ZM6tOnj8qWLfspZQEAAAAAECF9UuhOly6dfHx8tH37dklSzZo1NXbsWCVMmDBML540aVINHTpU6dKlk2EYmjNnjipXrqzjx48rU6ZMYdonAAAAAAARxSeFbsMwQjxev369/P39w/ziFStWDPF40KBBmjRpkg4cOEDoBgAAAABEemG6pzvYuyH8cwQFBcnb21v+/v764Ycf3rtNQECAAgICLI99fX3D7fUBAAAAAAhvnzR6uclkCnXP9qfcw/0+p06dUvTo0eXs7KwWLVpo+fLlypgx43u3HTJkiNzd3S0/yZIl+6zXBgAAAADAmj65e3mDBg3k7OwsSXr58qVatGgRavTyZcuWffQ+06dPrxMnTujp06dasmSJPD09tXPnzvcG7549e6pTp06Wx76+vgRvAAAAAECE9Umh29PTM8TjunXrfnYBTk5OSps2rSQpR44cOnz4sLy8vDRlypRQ2zo7O1sCPwAAAAAAEd0nhe5Zs2ZZqw4Ls9kc4r5tAAAAAAAiq88aSO1z9ezZU2XLllXy5Mn17NkzLViwQDt27NDGjRttWRYAAAAAAOHCpqH73r17ql+/vnx8fOTu7q4sWbJo48aNKlmypC3LAgAAAAAgXNg0dM+YMcOWLw8AAAAAgFV90pRhAAAAAADg4xG6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArMSmoXvIkCHKlSuXYsSIoQQJEqhKlSo6d+6cLUsCAAAAACDc2DR079y5U61bt9aBAwe0efNmBQYGqlSpUvL397dlWQAAAAAAhAsHW774hg0bQjyePXu2EiRIoKNHj6pQoUI2qgoAAAAAgPBh09D9rqdPn0qS4sSJ8971AQEBCggIsDz29fX9InUBAAAAABAWEWYgNbPZrA4dOih//vzKnDnze7cZMmSI3N3dLT/JkiX7wlUCAAAAAPDxIkzobt26tU6fPq2FCxd+cJuePXvq6dOnlp8bN258wQoBAAAAAPg0EaJ7eZs2bbRmzRrt2rVLSZMm/eB2zs7OcnZ2/oKVAQAAAAAQdjYN3YZhqG3btlq+fLl27NihVKlS2bIcAAAAAADClU1Dd+vWrbVgwQKtXLlSMWLE0J07dyRJ7u7ucnV1tWVpAAAAAAB8Npve0z1p0iQ9ffpURYoUkYeHh+Vn0aJFtiwLAAAAAIBwYfPu5QAAAAAARFURZvRyAAAAAACiGkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArITQDQAAAACAlRC6AQAAAACwEkI3AAAAAABWQugGAAAAAMBKCN0AAAAAAFgJoRsAAAAAACshdAMAAAAAYCWEbgAAAAAArMSmoXvXrl2qWLGiEidOLJPJpBUrVtiyHAAAAAAAwpVNQ7e/v7++//57TZgwwZZlAAAAAABgFQ62fPGyZcuqbNmytiwBAAAAAACr4Z5uAAAAAACsxKYt3Z8qICBAAQEBlse+vr42rAYAAAAAgH8XqUL3kCFD1L9/f1uXAQBACEOPP7B1CV+lHtni2bqErw7H+pfHcf7lcZx/eVH9OI9U3ct79uypp0+fWn5u3Lhh65IAAAAAAPigSNXS7ezsLGdnZ1uXAQAAAADAR7Fp6Pbz89PFixctj69cuaITJ04oTpw4Sp48uQ0rAwAAAADg89k0dB85ckRFixa1PO7UqZMkydPTU7Nnz7ZRVQAAAAAAhA+bhu4iRYrIMAxblgAAAAAAgNVEqoHUAAAAAACITAjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVkLoBgAAAADASgjdAAAAAABYCaEbAAAAAAArIXQDAAAAAGAlhG4AAAAAAKyE0A0AAAAAgJUQugEAAAAAsBJCNwAAAAAAVhIhQveECROUMmVKubi4KE+ePDp06JCtSwIAAAAA4LPZPHQvWrRInTp1Ut++fXXs2DF9//33Kl26tO7du2fr0gAAAAAA+Cw2D92jR49W06ZN1bBhQ2XMmFGTJ09WtGjRNHPmTFuXBgAAAADAZ7Fp6H716pWOHj2qEiVKWJbZ2dmpRIkS2r9/vw0rAwAAAADg8znY8sUfPHigoKAgJUyYMMTyhAkT6uzZs6G2DwgIUEBAgOXx06dPJUm+vr7WLdRKXvo9s3UJXx1fXydbl/DV4Tj/8jjOvzyOc9vgWP/yONa/PI7zL4/j/MuLrMd5cA41DONft7Np6P5UQ4YMUf/+/UMtT5YsmQ2qQWQU+ugBoh6Oc3wtONbxNeA4x9cgsh/nz549k7u7+wfX2zR0x4sXT/b29rp7926I5Xfv3lWiRIlCbd+zZ0916tTJ8thsNuvRo0eKGzeuTCaT1evFm29zkiVLphs3bihmzJi2LgewGo51fA04zvE14DjH14Jj/cszDEPPnj1T4sSJ/3U7m4ZuJycn5ciRQ1u3blWVKlUkvQnSW7duVZs2bUJt7+zsLGdn5xDLYsWK9QUqxbtixozJyYyvAsc6vgYc5/gacJzja8Gx/mX9Wwt3MJt3L+/UqZM8PT2VM2dO5c6dW2PGjJG/v78aNmxo69IAAAAAAPgsNg/dNWvW1P3799WnTx/duXNHWbNm1YYNG0INrgYAAAAAQGRj89AtSW3atHlvd3JEPM7Ozurbt2+obv5AVMOxjq8Bxzm+Bhzn+FpwrEdcJuO/xjcHAAAAAABhYmfrAgAAAAAAiKoI3QAAAAAAWAmhGwAAAAAAKyF0AwAAAAAiJbPZbOsS/hOhG1+FoKAgW5cAhJvg8S9PnDihGzdu2LgaAAAA27GzexNpT548aeNKPozQja+Cvb29JOngwYM2rgT4fCaTSWvWrFHZsmV18eLFSPENLyI3JjoBAEQ03t7e6t+/vySpY8eO6ty5s54+fWrjqt4vQszTDVjL0qVLtXHjRk2dOlUdO3bUoUOHtGbNGsWOHdvWpQGfzDAMmUwmPX78WCtXrlS3bt1UtGhRW5eFr8iuXbskSYUKFbJxJcCXEfx3N/hC3s7OTjFixLBxVQCCgoJ0//599e/fX9u3b9exY8e0Z88eubu727q096KlG1GW2WyWYRiaPn26cufOrZkzZ2rKlCkEbkRaJpNJ+/btU548efTXX3/p+++/l0QrJKwn+NgymUzavn27ihQpoidPnigwMNDGlQHWFxy4V69erVq1ailnzpxq0qSJRo0aZevSgK+evb29WrVqpXz58mnXrl3y9PRUlixZIuw1EaEbUZadnZ1++uknlSxZUkeOHFHZsmWVOXNmSYQURF758uWTu7u7Dh8+rPPnz8tsNstkMtm6LERRwcfWjRs3dOXKFf3222+qVKmSHBzoKIeoz2Qyae3atapRo4ZKliypCRMmKHHixOratat27txp6/KAr9K71/CFCxdW9+7dNWnSJA0YMMDy/62INp6TySB9IIoJ/mY62O+//67AwED1799f9evX16RJkyS9ORmD7/UGIgOz2WwZLOSHH36Qj4+P5s+frx9++MGyHAhvt27dUrJkyeTq6qqePXvq119/tXVJwBfx4sUL1a9fXzly5FCPHj304MEDZcuWTVWrVtXYsWNtXR7w1Xn7OigwMFCOjo6WdRMmTFC7du3Ur18/9e7d27J87969yp8//xev9V1cpSFKebvV7+XLlzIMQx07dlS3bt00a9YszZkzR61atZL0v8HVNm3aZLN6gX8T/J3orVu3dOXKFT1+/Niybv/+/YobN64aNWqkgwcP0nsD4S74mEqSJIlmzJghwzB05swZ+fv727gywHqCj3s/Pz85OzvrypUrypAhg3x8fJQ1a1aVLVvWEri9vb21f/9+W5YLfDUMw7AE7t9//13NmjVT7dq1de7cOZnNZrVu3Vrjxo3TgAED9Ouvv+rWrVuqWLGixowZEyGukQjdiDLePhmHDx+u+vXrq0yZMjp06JACAwNVo0YNzZkzR3/88YcaN26sCxcuqFy5cho3blyEOBmBtwX32Fi5cqVKlCih0qVLK3369Jo4caKuXr0qSTp69KiiR4+upk2bavfu3RzHCBfBx9Hb/23YsKHGjh2rhQsXatSoUYyYjyjLZDJp6dKl6tGjh27cuKFvv/1WR48eVf78+VWuXDlNmTJFkvTgwQNt2LBBZ8+e5XwArOztRrXBgwerb9++cnZ21uHDh1WiRAmtWLFCr169UqtWrTR16lQNHTpUJUuW1PXr17VgwYKIcRueAUQBQUFBln8PGzbMiBUrltG5c2cjT548RqxYsYyZM2cafn5+hmEYxurVqw13d3cjffr0Ro4cOYxXr14ZhmEYZrPZJrUDb3v9+rXl3+vWrTPc3d2NUaNGGY8ePTK6d+9uxIkTx+jdu7dx+fJly3apUqUycuXKZbx48cIWJSMKCf47uHXrVqNTp05GrVq1jGHDhhk+Pj6GYRjG1KlTDTs7O2PgwIEh/u4CkV3wsX/16lUjceLExtSpUw3DeHPMm0wmo2DBgiH+xvbq1ctImzZtiL/FAKzr2rVrRoMGDYy9e/dallWrVs1IkSKF4e3tbbx8+dIwDMO4cOGCsXHjRss1VWBgoE3qfRsjoSBKCG7hvnbtmq5evaoVK1aocOHCkqRWrVqpe/fuMpvNqlmzpipUqKDz58/r3Llzyp8/v+zs7PT69WsGBoJN7dy5U4ULF5a9vb0Mw9CDBw80YcIEde3aVZ06ddKtW7e0dOlSpUqVSl5eXgoMDFTTpk2VOnVqXb58WVeuXJGLi4ut3wYiOZPJpOXLl6tu3bpq3ry54sWLpxUrVmjWrFk6dOiQmjZtKjs7O7Vu3Vr+/v4aNGgQ4wkgSjCZTNq2bZvOnz+vKlWqyNPTU5LUtGlT3b9/X3369FGHDh1kb28vf39/rVixQjt27FCqVKlsXDnwdZg5c6batm2rtGnTKmbMmJblS5cu1U8//aSuXbvKZDKpdOnSSps2rdKmTSvpzRhOEeIa39apHwgvixYtMkwmk5EmTRpj3759Ida1bt3aSJAggTFjxgzj4cOHIdbRWgNb27Nnj5EwYUKje/fulmUPHz405s6da9y4ccO4d++ekSFDBqNJkyaGYRhGhw4djLhx4xqdO3c2Ll26ZKuyEQXdunXLyJo1qzF+/HjDMAzjxo0bRoIECYxWrVqF2G7s2LFG3Lhxjfv379uiTMAqGjVqZJhMJiNz5szG48ePQ6ybPn26Ubt2baNYsWJGx44djb///ts2RQJfsaJFixomk8nw9vYO0TPQMAyjevXqhouLi7Ft2zYbVffvCN2IUmrXrm2YTCZj2rRpRkBAQIh1bdu2NUwmk7Fq1SobVQe83/Xr141+/foZ3333ndGrVy/L8jt37hiGYRhDhgwxSpQoYfnCaNiwYUbSpEmNLFmyGPfu3bNJzYg63r615tSpU0bq1KmNp0+fGtevXzeSJk1qNGvWzLJ+3bp1xrNnzwzDMEKFEiCyCT72g49pwzCMbt26Gfb29sbChQtDbR98Oxpf1gPW9e459vb/p/LkyWOkSpXK2LNnT6jtevXqFSqMRxT0CUOk9O6gJcb/D/gzf/58VapUSd27d9eWLVsUGBho2Wbs2LEaOXKkypUr90VrBT5k0KBBunnzppIlS6aWLVuqRo0aWr58uXr16iVJSpgwoaQ3A/Y4OjpauvE+ePBAXl5e2r59u+LHj2+z+hG5mc1my4B9Z8+elSTFjh1bqVOn1oEDB1SgQAGVK1dOEyZMkCSdO3dOy5cv1+nTpyVJsWLFslXpQLgwmUzasWOH6tWrp5MnT0qShg0bpoYNG6px48Zav359iO2Du6hySwVgPW9PC7ZgwQL16NFDv/zyixYvXixJOnDggOLHjy9PT0/t378/RCYYNGiQ7O3tI9wc3RKjlyMSevtknD17ttq0aaO2bdtq4sSJkqQVK1aoQIEC8vT01ObNm/X69WvLczt16hRhT0Z8Xa5fv659+/bJ19dXkpQgQQI1aNBAtWvX1ooVK/TLL79YtvXw8ND+/fvVtWtXVa9eXRMnTlTGjBkVJ04cW5WPSO7ChQtq1aqVTCaTFi9erGLFiumff/5RvHjx5OfnpzJlyqhYsWKaMmWKJWhMnz5dJ06c4B5WRCkxY8bUpk2bNHjwYJ06dUqSNG3aNNWsWVM1atTQhg0bLNtGiBGQgSgu+Bq/W7du6t69u27duqUnT56oVq1aGjVqlCTp4MGDih8/vho1aqQdO3aEmr0leFrgiITQjUjn7ZMxOJi4ubmpTZs26tKliyRp5cqVKlCggBo1aqRVq1aFCtkR8WTE1yV58uTy9vZWxowZtWPHDt24cUNJkyZVw4YNVbt2bS1fvlw9e/aUJHXu3Flt2rTRvXv39PLlS+3fv1/ffvutjd8BIrP79+9r6tSpKl68uGrVqqUhQ4YoY8aMcnZ21sqVK5UqVSpdvnxZ3t7eWr16tdq1a6epU6dq+vTplh4YQGRnGIayZ8+uvXv3ateuXerXr5+lJ8eMGTNUu3ZtlStXTps3b7ZxpcDXZe3atVq4cKEWL16suXPnqmjRopIkd3d3yzb79+9XYGCgpkyZEjm+ELNt73YgbLZs2WKkTJnSMmXA0qVLDScnJ2Py5MkhtsufP79Rrlw5W5QIfJQnT54YhQsXNhImTGjcuHHDMAzDuHnzpjFw4EAjQ4YMRrdu3SzbvnjxItRYBcCnMJvNlvvdevfubZhMJiN//vyW9cHrLl68aOTLl89Inz69kT59eqNEiRLGiRMnbFIzEN7+/vtv4/bt24Zh/O9e0aNHjxoJEiQwKleubJw6dcqybdu2bY0zZ87YpE7ga/HuvdmTJ082KlasaBjGm2v86NGjG1OmTDEMwzCePn1q7N+/37JtRL2H+120dCNSePce7rt37yp58uTKly+fli1bJk9PT40bN07NmzeXr6+vtmzZIknas2ePVq9ebYuSgY/i7u6u3377TVmyZFHRokV148YNJUmSxNLivWHDBrVr106S5OLiIicnJxtXjMjq+fPnMplMsre319WrV+Xq6qrOnTvr9OnTqlu3rp49e2a5/SZNmjTauXOndu3apW3btmn58uX6/vvvbf0WgM8SFBSkhw8fKnPmzOrevbvu3Lkjk8lkafFev369NmzYoJEjR+ro0aOS3owHQ88iwHoMw7D0Yp0/f77OnDkjd3d3ubq6av78+fL09NSIESPUrFkzSdL27ds1d+5c+fj4SFKkuW2U0I1IIfhknDFjhg4dOqR48eIpTpw4mjVrljw9PTVy5EjLybh//34tXLhQ165dszz33dAO2Irx//cdvXr1Si9fvpQkFShQQAMHDlTSpElVrFixEMG7fPnyOnTokO7fv2/LshHJ3bx5U/Xq1dOJEye0cuVKpU2bVtWrV9eIESO0atUqrV69Wi1bttTz588tt98cPnxYCRIkUOLEiRU9enQbvwMg7Iy37veMGzeuVq1aJW9vb/Xt21c+Pj6WrqnZs2dX3rx59ccff2j8+PF69eqVrUoGvgpms9ly/g0fPlzdunVTUFCQEiRIoCNHjqhRo0YaOHCgWrRoIUny9/fXlClTZDablShRIst+IsNto4RuRGhvh+Xff/9dv/zyi1xdXRU7dmydPn1aTZs2Vb9+/dS8eXNJb1pyvLy8ZBiGkidPbnkuI40iojCZTFq9erWqVKmiKlWqaPLkyZKkPHnyaNiwYZbgffPmTSVJkkRt2rTRmjVrGKUcn+XChQvy8/NTo0aNVKtWLf3xxx9KmzatzGazChUqpLVr12rt2rVq0qSJ/vnnH/Xt21e1atXS3bt3bV068FmM/x+hf+fOnRoyZIgeP36sChUqaNWqVZoxY4b69etnaTGTpFy5csnb21u9evWiZxFgZcHX5xcuXNCNGzc0YcIEZc6cWcWKFVOrVq0UGBgof39/bd26VXv37lXVqlV1+/ZtjRs3ztJLJbJwsHUBwL8JPhn//vtv3bp1S+PGjdN3330nSerTp488PT3l4+OjZcuWKWbMmBo2bJju3bunVatWWU7GSDG4Ar4a+/btU/369VWjRg29fPlSbdq00fnz5zVy5Ejlzp1bw4YN0y+//KLvv/9ef/31l5IkSWLrkhEFFC1aVH/99Zc6duyoDBkyKG3atJL+1xOoQIEC2rhxo0qVKqXjx4/r0aNHWrduHYOmIVILvgZYunSpmjRpohYtWujy5cvKnj27SpYsqTVr1qhKlSp69uyZcufOrTt37mj+/Pnq2bMns0MAX8jq1atVuXJlxY8fXxUqVLAs79y5s/z8/LRy5UoNGDBAOXLkUKxYsXT48GE5ODgoKCgoUrRwBzMZkekrAnx1DMPQzp07VaxYMbm5uWnmzJmqXr26Zf2UKVM0b948nThxQt9//73ixYsnb29vOTo6RrqTEVFT8J/Y4C9/Nm/erCNHjlhGJl++fLl+/vlnNW/eXGPGjJHJZNLevXs1bNgwjR492hKOgLAKDAyUo6Oj/vzzT125ckWHDh2Sn5+fevXqpWLFikmS5e/lo0eP9Ndff+mbb75R4sSJbVw58Pn279+vsmXLasSIEWratKll+YsXL+Tq6qo9e/aoZ8+eevr0qUwmk+bMmaOsWbParmDgK9S2bVtNmDBBAwcOVIcOHeTm5mZZd+fOHT148EBx4sSRh4eHTCaTXr9+bZnOMrIgdCPCeV/r9ODBg/Xrr7+qY8eO6t27t2LFimVZ9+jRIz19+lQxYsRQ3LhxI+3JiKgp+Hg+fPiwrl69quXLlytLlizq0aOHZZsVK1aoZs2aat26tUaNGiWTyaSXL1/KxcXFhpUjsgs+9vz9/UNcwGzfvl0jRozQq1ev9Msvv1imYtm5c6dy5cqlaNGi2apkINyNGDFCO3bs0Nq1a/XkyRPt3r1b8+bN08WLF9WrVy/9+OOPevDggRwdHWU2mxU7dmxblwxEWWazOcQtn28/bty4sf7880/NmjVLVapUkbOz80ftI7IglSBCeftEev36tWWk3V69eun58+caPHiw0qZNq/r161suIuPEiROiG5hhGARuRBgmk0mrVq1SlSpVlDVrVp04cUJ3795VrVq1lDJlSklSlSpVtGTJElWuXFmOjo4aNmwYgRufJThwr1u3Tl5eXnr48KHc3NzUp08fFS9eXCaTSaNGjdKgQYN07949nTt3TkOGDNHVq1cJ3YhSEiZMqH379mnChAlas2aN7O3tFS1aNGXPnl01a9bUtWvXuI0H+ALevsafPn26Dhw4ILPZrPTp06t79+6aMWOGzGazmjRpIpPJpMqVK783eEfGwC0RuhGBvH0yTpw4UXv37tWrV6+UOnVqDRs2TL/99psMw1Dbtm1lMplUr169EK03wbiHG7YWPBqnyWTS7du3NXv2bE2fPl0VKlTQsWPHVKlSJQ0cOFADBgywXOxVrFhRa9asUapUqWxcPaICk8mktWvXqkaNGurWrZvKlCmj7t27q379+lq9erWKFCkiwzA0efJkde/eXc7Oztq9ezf3cCPK+eGHH9SoUSMNGzZMpUuXlqenp/Lnz69r167p2LFjev78ua1LBL4Kwdf43bt319y5c1W3bl25ubmpZ8+eunDhgqZPn65Zs2bJzs5OzZo104sXL1S7dm05OjrauPJw8iUnBQc+Rrdu3YyECRMaAwcONEaNGmW4uLgYFStWtKz/9ddfDWdnZ2PkyJHGixcvbFgpENL27dtDHJM7d+406tWrZ5QuXdq4du1aiO0cHR2Nhg0bGrdu3bJFqYjCXr9+bfj5+RmlS5c2+vfvbxiGYTx69MhInTq10bJlyxDb3r1717h48aLh4+Nji1KBcBMUFGQEBQVZ/v2u+/fvh3jcvXt347vvvjMePHjwReoDvka//vqrcfLkScvj3bt3G2nSpDH27NljGIZhLF++3HB1dTUmTZoU4nmVKlUySpQo8UVrtbbI2T6PKKNz5846ePCg5fGRI0e0cuVKLVmyRL/++qvSpEkjBwcHlS1b1rLNwIED1aRJE61cufKD93sAX9qiRYvUv39/PXv2zLLsxYsXWrt2rXbt2qV//vnHsrxIkSLavHmzFi1apPbt24eYrgYIC8MwLIP22dvby2Qy6dGjR6pevbru37+vTJkyqUSJEpo4caIkaenSpXr48KESJEigNGnShJjvFIhMXr58KelNK9qFCxcs/35XvHjxJEl79uxRixYtNG3aNP3xxx+KGzfulysW+IqULl1aK1assMw6JEm3b99WnDhxlD9/fi1fvlz16tXTmDFj1KJFCz179kxr1qyRJK1cuVIbN260VelWQeiGzVSqVElr165Vnjx5LMvu3LkjOzs7FShQQCtXrlTdunU1cuRItWzZUs+ePdPixYslSePHj9fOnTsj3Rx9iLqqVKmiP/74Q/Hjx9eVK1fk7++v0qVLa9WqVUqQIIFmzpypEydOWLYvXLiwVq5cqZ07d9quaEQJ58+fV7t27fTjjz9q1KhRkqRo0aLJ2dlZXl5eyps3rypXrqxx48ZJkh4+fKgZM2Zo3bp1tiwb+GyXL19Whw4ddOvWLS1ZskQZMmTQ33///cHtr169qu3bt+vGjRvauXMno5QDVnL58mXdu3dP06ZNk8lkslzreHh4KFGiRJo2bZrq16+vkSNHqlmzZpKkQ4cOacmSJbp06ZKk/01pGVUQumETt27dko+PjyZMmCBJWrt2rSQpefLkSpUqlcaPH28J3M2bN5cknTx5UitXrgzRYmgwDzcigKCgIDk7OytZsmQ6deqUatSooTFjxsjf31/58+fX9OnTdfjwYY0aNSpE8C5RooSuXbsmDw8P2xWPSO3kyZMqUKCAbt68KWdnZ/Xs2VNDhw6VJDVo0ECrVq1S3LhxNWnSJDk5OUmSRo8erStXrqhQoUK2LB34bDdv3tTixYtVt25d1a1bV7Nnz1amTJk++GV8ypQp1bRpUy1YsECZM2f+wtUCX4eLFy8qfvz4unPnjqZPn6527dqpbNmyevTokeLGjavz58+refPm6tOnj+Ua/8WLFxo1apTMZrNSp05t2VdkHTTtfRhIDV/cqVOnlD59evn7+2v06NFasWKFJk6cKB8fH8WKFUu3bt1Su3btNGjQoBAn4+DBg+Xu7q4MGTJIYsA0RBxvzwefLl06ffPNN1q3bp2cnZ3VsmVLlShRQlOnTlWzZs1kb2+vNm3aKGfOnJLEKOUIs7/++ks//PCDOnbsqEGDBslsNitevHi6c+eOpDe9iY4dO6a9e/eqXr16ypgxo86ePauVK1dqx44dSpEihY3fARB2hmGoUKFC6tatm3r16qW8efMqf/78kmTpBfe+6wRupQCsp2DBgipcuLB+++03bd68WdmyZZOrq6v27NljmW1oxIgRqlq1qi5evKi5c+cqTpw4GjNmjO7du6dVq1b96/kbmTFPN76oH374QXnz5tXvv/+uu3fvKkWKFHJ0dNSWLVss3cwPHDig4sWLq3z58ipYsKASJkyoqVOn6t69ezp27JgcHBwi7Rx9iHqMt+bhNpvNypMnjwICAtSmTRv99ddfql69ulq2bCk3Nzdt3bpVVatWVe3ateXl5cWYBAizGzduKHv27CpatKjlthtJqlWrls6ePasXL14oW7ZsypQpkxIlSqS5c+fKzs5OqVKlUteuXZUxY0YbVg98vtevX8vBwUFeXl56/Pix5s6dqx9++EGdO3dWtmzZJIXsDcd1A2Bdw4cP18SJE3X27Fm5uLho5cqVqlq1qlxcXOTp6alx48ZZpvRdvHixpkyZohMnTihjxoxKmDCh/vzzTzk6OiooKChEY0ZUQUs3vphx48bpzp07GjRokKQ33SLt7Ozk5OSkoUOHat68eXJzc1PevHm1bt06jRo1SiNGjFDq1KmVJEkSrV+/Xg4ODlH2ZETkE3xBt3z5crVr106VK1dW8uTJ5eHhofHjx6t169aWQNSyZUsVL15cq1atUtKkSQnc+CxBQUFKlSqVAgICtHfvXuXPn19Dhw7V6tWr1bNnTyVKlEgjR47UP//8o4ULF6pp06aW5/H3E5HZuy1g7du3lyTly5dPzZs3l2EY6tatm77//nuZTCbt379fP/zwA4EbsCLDMOTj46O0adPKxcVF7dq1U8qUKXXr1i1dvHhR5cqVU2BgoKZOnSo7OzvVqFFDZcqUkZ+fn6JFiyZ3d3eZTCbLl2lRES3d+GL69u2rNWvW6OjRo2rdurXix4+vVq1a6cGDBypevLhy5sypxYsXy9XVVZL0/PlzBQQEyMnJyTIfd1Q+GRE5bdiwQdWqVdO4ceNUvXp1xYwZ07IuICBA7du3119//aWyZcuqc+fOihYtmg2rRVRy4cIFtWvXTk5OTkqQIIFWrVqluXPnqlSpUpKka9euWcbIaNWqlSTGwUDkFnz8bt26VcuXL9fjx4+VMWNGNW3aVAkSJNCmTZvUokUL5c+fX7Vq1dKxY8fUt29f3blzR/Hjx+fYB6zo2LFjyps3r3LlyqVDhw7p6NGjypIliyRp/fr1qlGjhmrWrGkZXO1dUf3/T3zthy+mSZMmunLlirJly6YZM2aoWrVqSpAggTJmzKiVK1fqyJEjqlGjhmX6D1dXV8WOHdsSuA3DIHAjQgkICNDChQvVsWNHNW7cWCaTSadOndIvv/yi33//XS9fvtTYsWOVPHly7dy503JsA+EhXbp08vLy0osXLzR//nx169ZNpUqVkmEYCgwMlIODg7JkyaIECRJYnhOVL2gQ9ZlMJq1YsUIVKlRQQECA7t+/rxUrVih37ty6fv26SpUqpWnTpun06dPq1auXZs6cqcOHDytBggQc+4AV9OjRw/Lv7Nmzq3Dhwtq/f79q166tLFmyWAY1LFu2rBYvXqzFixerRYsW791XlD9Hv9yU4PgaNW/e3AgMDLQ8rly5smEymYzy5cuH2vbgwYNG4sSJjcqVKxsvXrz4kmUCYVauXDmjVKlSxt27d43GjRsbRYoUMbJmzWpEixbNaNKkiWEYhvHy5Uvj9u3bNq4UUdXFixeNUqVKGWXLljV27dplWd67d28jVapUxvXr121YHRB+7t+/b2TNmtUYPny4ZdmpU6eMUqVKGalSpTLu379vGIZhXLlyxTh58iR/dwEr2rFjh1G2bFnLdf6tW7eMH3/80Rg2bJjh7OxsdOzYMdRz1q9fb5hMJmPIkCFfulybo6UbVnPo0CE9fPjQ8i3Xo0ePFCdOHE2ZMkX79+9XnTp1FBQUZNk+d+7cWrFihVatWqU+ffrYqmzgowQf123atNGlS5eUPHlyPXnyRC1atNDx48ct04M9efJEzs7OTAsGq0mTJo3Gjx8vwzA0aNAgHT9+XMOHD9eIESO0dOlSJUuWzNYlAmHi7+8vSZa5ev38/OTj4xNifu0MGTJo+PDhih07thYuXCjpzdRgWbJk4e8uYEW5c+fWmjVr5ODgoKVLlypx4sRasmSJunXrpjlz5mjixInq3LlziOeUKVNG+/btU5cuXWxUte1wTzesJjAwUPb29rKzs9Mff/yh2rVrW7qHb926VT/99JPKlStnGVU32JkzZ/TNN98w2A8ihcDAQD19+lTnzp2zTFcjvQnjd+7c0fz58xk0DV/EhQsX1KlTJx06dEiPHz/W/v37lSNHDluXBYTJvXv3lClTJk2YMEE1atSQJL18+VIFCxZU6dKl9dtvv1m2NQxDefPmVe7cuTVu3DhblQx8FX7++Wc1atRIJUuWlCSdPXtWuXLlUuHChbVmzRpJb74oW7JkierXr682bdpo5MiRofbztY3TREs3wt1PP/2kWbNmydHRUXZ2drp8+bJ69eql/Pnz69WrV5KkYsWKafny5Vq/fr3q1asXosU7Q4YMsre3D7EM+NKCW1be/l4yICAg1HaOjo6KFy+eJXCfOnVK3bt31/z589WnTx8CN76YdOnSaeTIkcqbN6+OHz9O4EakZmdnp0qVKqlevXpauXKlZVmePHm0bds2LVu2zLKtyWRSkiRJFCtWLBmGIdqTAOt49uyZnj9/rqpVq2rPnj2SpGTJkmnWrFk6f/68KleuLOnNufrTTz9p7ty5mjRpkpo0aRJqX19T4JYI3QhnL1++VLx48dSsWTN5e3tLkpImTaoZM2bo9evXKlKkiF69eiWTyaTChQtr2bJl2rRpkypUqGAJOcFo6YYt2dnZ6fr165o2bZokadGiRapQocK/DoZ25MgRTZo0SevWrdOOHTsso3YCX0r69Om1ZMkSZcqUydalAJ8lXrx4GjJkiFq0aKGqVatq+fLlcnJyUv/+/RUzZkyNGDFCHTp0kLe3t9q2bautW7eqTp06MplMUX9AJsBGokePrlmzZumnn35SyZIltWvXLrm5ualcuXIaOnSoTp06FSJ4//jjj5o0aZIuXbr01X8ZRvdyhDs/Pz8NHDhQI0eO1J9//qkaNWooMDBQO3bsUNeuXRUtWjTt2LFDTk5OMgxDmzZt0pgxY7R27Vrm0USEYTab1bZtW+3du1e5cuXS7NmzNXXqVDVs2PCDz/H19dX58+eVOHFiJU6c+AtWCwCRn7+/v4KCgkJMvejj46PBgwdrwoQJ8vb21o8//qiHDx9q6NCh2rt3rx48eKBEiRJp7NixIe71BhC+3u4OfurUKXXr1k2HDh3SmjVr9MMPP+j58+fasGGDunTpoixZsmjFihWSQk4FZjabv9prfUI3ws3bJ+OJEyc0bNgweXt7a+nSpapcuXKI4O3m5qbt27fLyckpxD6+5pMREVOpUqW0ZcsW1a1bV3/88YckjlMACG8XLlxQjRo1FD16dDVt2lSJEiWyzDkfEBCgzp07a+LEiVq0aJGqV6+u169fy2Qy6dGjR4oWLZplelEA1vXLL79o165dcnFx0e7du+Xo6Ki1a9eqUKFCluDdvXt3JUqUSLt377Z1uRHG19WZHlYVHLh79uyprVu3ysPDQ+7u7qpWrZoWLFigmjVrqkiRIhoxYoR69OihTJky6cyZMyHu6SDIIKIIHn8gRowYKliwoK5cuaKxY8eqRYsWcnJyUlBQELdAAEA4MJvNmj17tk6ePCkXFxc9efJEz58/V5w4cZQ7d241atRIDRs2VNy4cVWzZk3FjBlTpUuXliTFjx/fxtUDX4/Zs2fLy8tLW7ZsUbp06XTlyhUNHz5cZcqU0YYNG1SoUCGVKVNGL1680IoVK2ikeAst3QhXCxcuVJMmTbRlyxZlyZJF165d0/jx4zV58uQQXc03btyoJUuWaMaMGQQXRGgvX76Uo6OjGjZsqAsXLujnn3+2BG/pTXdIWlgA4PPcuXNHw4YN06VLl5Q2bVq1bt1a8+fP1+7du/XXX38pTpw4Sp06tY4ePap79+5px44dKlSokK3LBr4q/fr109GjR7V69WrLsps3b6pZs2bav3+/NmzYoDx58ujly5dycXGRRO/AYPwGEK5u3rypnDlzKm/evIoWLZoyZMig/v37q27duqpTp47WrFkjR0dHlSlTRrNnz2aUckQowd9BXr58WXv27NHFixfl7+8ve3t7jR8/XunSpdOiRYs0adIkvX79Wr1797Z0cwQAhF2iRInUtWtXJU+eXHv27NGmTZvUp08fbd68WatWrdLgwYNlNpuVIEECSW8GWgPwZTk7O+vIkSOWQWUNw1DSpElVq1YtPX36VD/88IOOHz9uCdwSvViD0dKNcDVjxgx17txZZ8+eVaJEiSyDJ6xYsULVqlWTJG3cuNEytx8QUQQfq8uXL1fnzp0tI+CWKlVKLVq0UJYsWeTr66uOHTvq4MGDkqS7d+9q9erVyps3r42rB4CoIXjgtIMHD6pKlSrq1auXZV1gYKDMZrOePn1qCd8Avpxjx46pWbNmKlWqlLp06aI4ceJIknbs2KF58+YpY8aMateu3Vc3HdjHIHQjXJ09e1aNGjVSjhw51K1bNyVLlkySdPjwYU2ZMkU//PCDPD09ORkRIW3atEk1a9bUgAED1LZtW40ePVqDBg1SgQIF1KdPH+XIkUP+/v7asGGD7t27pxIlSihdunS2LhsAopQ7d+5o0KBBOnz4sKpUqaIePXpICjlgK4AvzzAM9enTR9u2bVOWLFnUsWNHmUwmdezYUfHixdPs2bMlca6+D6Ebn+ztof/fZ9SoUVq2bJlSpkypNm3aKHr06OrRo4dixIihhQsXSuJkRMTz9OlTNW3aVN9++60GDBggHx8f5c+fXylTppSvr688PDw0aNAg5t4GgC8gOHgfP35cxYsXV//+/W1dEhDlvX2N//z5c0WLFs2yLvjebMMwNGzYMK1du1Z79+5V2rRpFS1aNB0+fFiOjo7/mRO+VoRuhNnTp0/l7u5uefz2QAmTJk3S6tWrtWHDBqVLl05ubm46ePAgJyMitC1btih+/PhKliyZChUqpHz58mnq1KkaMmSIfvvtN+XMmVNeXl7MBQsAX8CdO3fUs2dP3bx5UwsXLlTcuHFtXRLwVZg2bZqePXumTp06hZit5e1r/ZcvX+rAgQNycXFRrly5ZG9vT6PavyB0I0ymTZumW7duqV+/fh88Gc1ms44fPy5HR0dlzpxZdnZ2nIyIEMxms+We7bcFBATI2dlZM2bM0Lx587R48WLFjx9fixYt0rBhw5QpUyYNHjzYctsEAMC67t69K0lKmDChjSsBvh41a9bUuXPndOLEiVDrPtR4xlSq/47h5BAmJ0+e1KxZs2Q2m0OcYMHdToL/nSNHDmXJkkV2dnYKCgoicMOmAgMDJckSuA8ePKgFCxZowYIFkt6MyilJvr6+unnzpp49eyZJOn78uCpWrKixY8cSuAHgC0qYMCGBG7Cit9tfg2cUGj58uAICAjRz5sxQ23+otyqB+98RuvGf3ncy9uvXT3HjxpWXl1eo7TkZERGNHj1aVapUka+vr2VE/SJFimj48OGqX7++KlWqpOvXr0uSvvnmG8WJE0f169dXhQoVNG7cONWsWVOxY8e28bsAAAAIH++2Wgdfq8eKFUuZMmXSzp07bVValEPoxn9638no5uamLFmyaNu2bbYqC/gkOXPm1M6dO9WiRQvdvXtXU6ZM0ZQpU7Rt2zYdP35cJ06cUP369XXr1i2VL19erVu3VrZs2RQ7dmwdOnRIGTNmtPVbAAAA+Gzjx4/X4cOHLdf4kydPVvPmzXXnzh09f/5c7u7uat26tRYuXKhNmzbZuNqogXu68V4jR45UtmzZVLx4cUlvTsZNmzZp+PDhihcvnmLFiqW///5buXPn1tSpU1WnTh0bVwz8twMHDqh06dIqWbKkTCaTRowYoZQpU0qSrl+/rgIFCihFihRatGiREidOLIl7lAAAQNSxZ88e1a5dWyVKlFDbtm2VLVs2DRkyRFOmTFG8ePGUPn16devWTWnTplWnTp3k5uamIUOGyNHR0TJuEz4dvzmEcuLECU2ePFlTp07V7t27Jb3pfnL16lVVrlxZnp6e2rRpk1KkSKHmzZtr79698vf3l9lstnHlwPsFf7eYN29erV27Vvv379fKlSst92ybzWYlT55ce/fu1e3bt1W2bFldu3ZNkvgfDAAAiDIKFCigYcOG6fTp0/Ly8tKFCxfUs2dPXb16VY0bN9arV69UqFAh9ejRQ0ePHtX27dv15MmTEOM24dNxNYlQsmbNqokTJ+rmzZvy8vLS0aNH1bJlSx07dky9evWSh4eHqlWrpvbt22vXrl3auHGjbt26xcmICMtkMmnbtm3aunWrChQooGXLlilmzJgaMGCAnj17Zjl2kyVLpq1bt4b4Aonp7QAAQFQQfH3z888/q2PHjjp16pQGDRqkI0eOSJJatmwpb29vzZ49WzFixNCjR4908uRJDR06lCl/PxPdyxHC2yfUpk2b1KdPHyVLlkytWrVS0aJFLdvt3r1bO3bs0IoVK3T8+HHVr19fU6dOlZOTk61KBz4oICBA7du31+nTp/Xnn38qWbJk2rdvn8qXL68yZcpo6tSpihEjhmXKO6a2AwAAUUnwNf7b1zhz586Vl5eXMmfOrHbt2il79uwhtr9165Z69+6tS5cuafPmzZZZXvDpaOmGRfDJGDxCealSpdSnTx/dvHlTEydO1K5duyzbFixYUL1799a2bdvUoUMHnTp1Ss+fP7dV6UAob3+f6OzsrAoVKkiS5ZaJfPnyae3atdqwYYNatWolX19fS1dyAjcAAIgqzGazpVHN399fjx49kiTVq1dPXbp00alTpzR27NgQ83IHBQUpadKkGjFihI4dO6alS5faovQog9ANSSFPxkePHunevXuSpHLlymnAgAG6ceOGxo0bZwks0ps5j93d3TVs2DDduHFDc+fOtUntwPuYTCbt3LlT06ZNkyRVqFBBuXLlUo8ePSxfEOXLl0/r16/X/Pnz1alTJ26PAAAAUUpwLz5JGjZsmCpVqqSiRYuqRIkS+ueff1SrVi117drVco/3yZMnJb1pgAgKClK8ePGUK1cuvXz50pZvI9KjOQcyDMNyMg4ePFirVq3Ss2fP5OzsLC8vL5UsWVKS1KdPH40bN04mk0kFChSQo6OjXr9+LUdHR2XNmpXAggjDbDbr8ePHKlOmjAICAnT8+HE1adJEgwYN0pkzZ9SwYUMtWrRI0pvB1Q4cOCB3d3fuVQIAAFFK8DV+7969NW3aNA0ZMkQ5cuRQmTJl1KBBA61Zs0a1atWSYRgaM2aM+vbtqxEjRihdunSyt7fXn3/+qZ07d2rKlCk2fieRGy3dsASNvn37ysvLSx07dtTatWv16tUrNW3aVDdu3FDJkiXVv39/3b59W/369QvxLdjq1au1ZcsWSzgHbM3Ozk5x48bV77//rowZM+r48eMaN26cunTponLlyskwDK1YscKyfe7cuZU+fXrbFQwAAGAl165d07p16zRr1iw1bNhQd+/elb+/vxo3bqwECRJIejO4WuPGjRU3blylSZPG8tyff/5ZZ8+e1TfffGOr8qMEWrohSbp79642b96sqVOnqnLlylq/fr1u3rypoUOHKlmyZJLe3OPt5+enjRs36rvvvrM8t2LFirp06ZJSpUplq/IBixMnTihJkiSKGzeuqlSpovPnzytFihRKnjy5Nm7cqM6dOyt27NiSpMqVK9O6DQAAopR3Rxr39fXVw4cPVbZsWa1bt041a9bUiBEj1Lx5cz179kzz5s1Ty5Yt1axZMzVr1kzSm16DZrNZDg4OBO5wQEv3V+rdruC+vr66du2aSpcurU2bNqlGjRoaOnSoWrRoIT8/P40cOVKBgYGqVq2apkyZIjs7O5nNZsugawRuRATPnz9X6dKlVbVqVU2aNEnx4sVTtmzZtHr1ahUpUkSTJ0+Wl5eX3NzctHHjRj18+NDWJQMAAISb27dvWwL3hg0bJEnp06dXkiRJ1KpVK9WqVUujR49WixYtJMkyLtO2bdtC7MfOzo6BZcMRofsrdP36dcvJ6O3trdevXytdunTKlCmTmjZtqh9//FG///675WS8e/euli1bpk2bNkn6X2C3s7OTvb29bd4E8B7RokXTiRMnlCtXLi1YsEAlS5ZUsWLF9Pr1a7Vs2VKS1KpVK61YsUJnzpxRvHjxbFwxAABA+Ni2bZsaN26sgwcPqmPHjipfvrxu3rwps9ms3Llza+HChapRo4aaNm0qSXr58qW6deumOHHiqEiRIrYtPopjnu6vzM6dO9WnTx/16tVLGzZskJeXly5fvqykSZNqwIABmjx5skqVKqV58+ZJkl68eKGffvpJQUFBWrdunWUwBiAiCO4+df78eT179kx+fn4qXLiwzGazjh07pt69e+vMmTMqUaKEtm7dqhEjRuinn36yddkAAADhbt++feratavu3bunhw8fat++ffr2228lSRcvXlT79u11584dff/990qSJIl2796tR48e6ejRo3J0dAwx0jnCF30GvjKJEiWSs7OzmjdvrqdPn+r06dNKmTKlJKlNmzY6f/68Tp8+rUqVKil16tQ6evSonj59qqNHj1q6lHMyIiIIDtzLli1Tx44dlTBhQp0/f17FixdX8+bNVapUKa1fv16jR4/WunXrdO3aNa1cuVKVKlWSk5OTrcsHAAAIV/ny5VO+fPk0ZswY5c+fXw8ePLCsS5s2rX7//XetWbNGS5Ys0bNnz5Q9e3YNHz5cDg4Oev36Nd3JrYiW7q9IcGAeMGCABg8erKxZs6p3794qX768ZZs7d+5ozZo1WrlypWLFiqUUKVKoX79+nIyIkPbu3asKFSpo+PDhatq0qdauXauKFStq6tSpatSokeULotOnT2vTpk0qV66c5RtfAACAyC64ESIoKEj29vZaunSpXr16palTpyp69Ohq27atSpUq9a/7CH4urIfQ/RUIPhmDQ/eWLVv0+vVrjRs3TgEBAWrRosV/drnlZERENGzYMB05ckTe3t66ePGiypYtq6JFi2rq1KmSpIcPHypu3LiSQo/kCQAAEJm93QP15s2bcnV1VfTo0eXs7Kx9+/ape/fuihUrltq3b68SJUpIkubNm6c6depwTfSF0U84ijObzZaT6vLly7px44ayZs2qMmXKaNSoUXJwcNDkyZO1bNkyy3PGjx+vV69ehdgPgRsRSfB3hbdv31b69OllGIaKFCmiYsWKacqUKZKkxYsXa/369ZYR9vmfCwAAiCoMw7AE7oEDB6pKlSoqUKCAsmTJorVr1ypfvnwaMWKEnj17plGjRsnLy0sVK1ZUt27dQs1iBOujpTsKe7tlr1+/flq+fLkCAgL07NkzDRw4UI0aNdL58+fVvn17vXz5UoUKFdKxY8d08OBB3blzh3u3EeHNnTtXbdq0kYODg+rXr6+RI0daviBq3Lix7O3tNXbsWLm4uNi4UgAAgPDXv39/TZgwQVOnTlXevHlVrVo13bp1S9u3b1fq1Kl18OBBjR49WpcvX1acOHG0Zs0aOTo60gPwCyNVRWHBJ9Jvv/2miRMnavjw4Tpy5Ihy5syprl276syZM/rmm280duxYpUmTRjt37pRhGLp165Zl0DQgIgj+bvDSpUs6cuSI/P39ZTab9eOPP6pKlSqyt7dXjRo1ZG9vL19fX/3yyy9au3atOnXqROAGAABRjmEYevTokbZt26ZJkyapSpUqOnLkiM6cOaOePXsqderUMpvNypMnjyZOnKj169dr/fr1cnR01OvXrwncXxijYkUxb997bRiGnj9/rt27d8vLy0ulS5fWihUrtHv3bg0aNEgZMmRQYGCg0qVLp99//12SFD16dJlMJgZNQ4RiMpm0dOlStW/fXs+fP9e3336r1q1bq1atWmrXrp2ePn2qIkWKKGvWrHJ0dNS1a9e0fv16Bk0DAABRwk8//aTMmTOrX79+kt5cG/n6+ur8+fMqUqSItm7dqp9//lkjRoxQixYt5O/vrzFjxqht27aW8W2kN7eeco3/5dHSHYXUqFFDLVu2VGBgoKT/nYwnT55U7ty5tWPHDtWrV0+DBw9Wy5Yt9eLFCw0YMEC3bt1SjBgxFCNGDMuAa5yMiCgMw9Dt27c1ZMgQ9e7dWxs3blTChAk1duxYTZ48WdmyZdOff/6pOXPmqFy5cmrevLl2796tbNmy2bp0AACAcJErVy799ttvGjVqlGVZypQplStXLjVv3lyVK1fWmDFj1KJFC0nSgwcPtG7dOm3dujXEfrh91DZIVlFIhQoV1KxZM8WOHVu//fabHB0d5eHhoeLFi6tt27bauXOnxo0bp0aNGkmSHj16pB07dujbb79VnTp1LPvhZIStBXcnD+765O7uru+++04///yzYsaMqT///FOtWrXSnDlzZDab1axZM9WqVcuWJQMAAFhN9+7dLVOAGYahjh07ymQyKV++fPLy8lL58uXVuHFjSdLz58/VqlUrRYsWTZUqVbJx5ZAI3VFK/fr1FS1aNNWuXVtms1m//fabnJ2dlS9fPg0fPlwlSpSwBO5nz56padOmcnR0JKwgwgkO2+vWrdPUqVP1/PlzvXr1SjFjxpQkubi4aPz48WrTpo0WLVokPz8/de7cWU5OTrYsGwAAwGpat24twzDUrl07GYahrl27qnXr1rpw4YIOHz6sYsWKKW3atPr777/l5+enI0eOyN7enql/IwBGL4+ClixZotq1a6tdu3YaOXKkXr9+rW7dumnr1q1ycHBQunTpdO3aNb148UKHDx+Wo6MjJyMinP379yt//vxq0qSJjh8/rkuXLqlBgwYaNmyYHB0dJb35JtfT01NPnjzR4sWLFTt2bBtXDQAAED7enof7bWPHjlWHDh00ZMgQde/eXb6+vlq9erXWrVsnV1dXpUiRQj179pSDgwPjNEUQhO5I7kMn4+LFi1WnTh21bdtWo0eP1uvXry33dZjNZqVMmVLt27fnZESE9Pfff+vAgQPy9fVVx44d5e/vr0GDBmnHjh0qXLiwBg4caDlmX7x4oSdPnsjDw8PGVQMAAISPt6/xz549Kz8/P2XOnFkODg5ycHDQmDFj1KlTJ0vwfh8a1SIOklYk9vbJeOLECT19+lRZsmSRs7OzatSoIbPZrHr16kmSRo8erUqVKoW6ryMoKIjAjQjl+vXratCggS5evKiBAwdKktzc3NSjRw9J0rZt29SvXz/169dPDg4OcnV1laurqy1LBgAACFfB1/jdunXTwoULdf/+fWXIkEFFixZVnz591KFDB0lSly5d5ODgoA4dOoQK2ATuiIMRsyKx4JOxa9euKlu2rCpUqKC8efOqffv2un79umrVqqW5c+dqwoQJ6tatmwICAkLtg5MREU2sWLFUs2ZNxY0bV2vWrLEsjxkzpnr27KmSJUvK29tbgwcPtmGVAAAA4c9sNlv+vXDhQnl7e2vSpEnav3+/ypQpowMHDqhFixby9fVVhw4d5OXlpa5du2rx4sU2rBr/he7lkdDbLdwrVqxQly5dNGnSJKVNm1ZLlizRunXr5ObmpsmTJytp0qRasmSJatSooXHjxql169Y2rh4IyTAMy8BpwZ49e6a5c+fKy8tLBQsW1PTp0y3rfH195eXlpXr16illypRfuFoAAADrW7ZsmU6fPi0nJydLb7/Xr19r9uzZmjx5sho1aqRWrVpJkpYuXarKlSvTezUCI3RHYvPmzdOlS5dkNpvVv39/y/JFixbp999/V9WqVS33eGzfvl0FCxbkZESEEhy49+7dq7179+rRo0cqUaKESpQooYCAAE2fPl1TpkxR7ty5QwTv9wV1AACAqMDf31/x48fXy5cv1bhxY02bNi3E+sqVKyswMFDr1q0LsZxxmiIuupdHUmazWb169VL//v115syZEOtq1qypb7/9VsuWLbMsK1q0qGXQNCCiMJlMWrp0qcqUKaN169Zpx44dKlWqlDp16qQnT56ocePGatasmU6cOKGaNWuGeB4AAEBU8G4bqJubm65du6b06dNr69atOnTokIKCgizrCxUqpGfPnsnf3z/E8wjcERehO5J492S0s7PT5cuXlT9/fm3fvl3btm1TYGCgZX3BggUlSU+ePAnxPE5GRCSXLl1Sp06d9Pvvv2v79u06cOCAFixYoD/++EMjR46Ui4uL6tWrpxo1asjHx0c+Pj62LhkAACDcmM1mS2PCnTt3FBgYKLPZrPjx42v79u0KCAhQx44dtWvXLvn7++vJkydavny5EiVKJDc3NxtXj49F9/JI4O17uG/cuKFYsWIpWrRosre3V2BgoLJnz67Xr19r6NChyp8/vyTpxx9/VMyYMbV69Wpblg5I+t8x/O4Ud3///bcqVaqkZcuWKUuWLJb/6SxYsED16tXTzp07VaBAAfn5+SkwMJB5uAEAQJTUt29frV+/Xs+fP1enTp1UrFgxpUyZUj4+PsqdO7cePHig77//XkmSJJGPj4927NghJycnbrmLJGjpjgSCQ8qvv/6qChUqKFOmTPLy8tLff/8tR0dHHTt2TE5OTqpataqKFCkSYlAFKXQrOfAlBQftq1evavr06Tpy5Ihl3cuXL3Xjxg29fPlSJpPJMsJ+7dq1lTFjRh08eFCSFD16dAI3AACIkubOnavp06erZcuW+u677zR69GiNHTtWFy5ckIeHh44cOaLkyZPrypUraty4sXbv3i0nJye9evWKwB1JELojCW9vb82dO1e//PKLqlatqhkzZsjLy0vHjx+Xo6Ojjhw5onz58unatWtq0KCBtm7dyskImwsO3KdOnVLp0qW1YcMG3bt3z7I+R44cqlKliho1aqTLly/L2dlZkvTq1Ss5OzsrZsyYtiodAADAKt6eFkySAgMD1bNnTzVs2FB//vmnGjZsqB07dmjixIm6cOGCEiZMqJ07d8pkMmn48OG6dOmSgoKC5OTkZKN3gE9F9/II6t1uuN7e3rp69aq6du0qSZo9e7bGjx+vrFmzqnXr1sqWLZsCAwP1/fffy97eXnPmzNF3330nR0dHW70FQJJ09uxZ5cuXT82bN1fbtm2VOHHiEOsPHDigPn366Pr165o4caIcHBy0adMmTZkyRQcPHlTq1KltVDkAAED4ers7+Ny5c3X79m2dOnVKxYsXV8OGDS3bjR49WvPnz1fhwoXVtGlTZciQQXfu3FHevHkVK1YsLVq0SOnTp7fV28AnYlStCMgwDEvgnj59ui5duqTLly/rhx9+sGzToEEDSdL48eM1efJkNW7cWLlz59bJkyeVJ08eVapUSatXr1a2bNls8RYASW+6j/fp00e1a9fWkCFDLMsDAwMtg4XkzZtX48aNU+/evVWhQgUlS5ZMjo6O2rRpE4EbAABEGW83qnXv3l2TJ09W6tSpdfr0aZ09e1YFChRQunTpJEmdOnWSyWTSqFGjlCJFCqVLl06JEiXSvn37VKJECbm4uNjyreATEbojmLdPxl9++UVjx45V9uzZdeTIEf3111/Knz+/cuXKJelN8Lazs9Ovv/6qVKlSKVu2bHJ0dNTBgwdVpEgRubu72/KtAHJwcNCdO3dUqFAhy7KNGzdqw4YNmjlzpmLFiqWMGTNq/fr1Wrx4sf755x9Fjx5d0aJFU7x48WxYOQAAQPgKvsY/d+6cHj9+rG3btilHjhyaNWuWZs6cqT59+mjgwIFKmzatJKljx47y8PBQ9erVLQMoJ06cWKdOnZK9vb0t3wo+Ed3LI6i///5bU6dOVZ06dZQ7d24tX75c48ePV/To0dWnTx/lyJHDsu369etVqlQpy8lIl3JEFL6+vsqTJ48KFiyozp07a9myZZozZ44yZ86sQoUKKXr06Bo8eLAqVaqk0aNHMwInAACI0hYvXqzu3bsrUaJEWrNmjeLGjStJmjlzpubMmSMPDw8NGjRIadKkCfG8oKAgS9DmeinyIXRHQMuXL1ebNm0UL148rV+/3nIP7LJlyzRp0iS5uLioX79+IYK3FPJkBCKKbdu2qXTp0kqSJIkePXqkESNGqHjx4kqbNq0CAwNVoUIFeXh4aPbs2bYuFQAAwKoWL16sqVOn6siRIzp+/LhSpUplWTdr1izNnTtX9vb2mj17tpIkSWLDShGe6F4eAbm6uipXrlzavHmzrl+/bgnd1apVk8lk0pQpU9S2bVvNnDlT3377reV5BG5ERMWKFdPly5d17949pUiRIkS3cXt7e7m7uytZsmSWqe345hYAAEQF7w6MLEk1atRQjBgx1K9fP9WuXVtz5861dCdv2LChnj9/rjNnzsjDw8MWJcNKaOm2sfedjJK0Z88eDRgwQHfu3NG0adOUJ08ey7oFCxbo0KFDGj169HufC0QGr1690sCBAzVz5kzt2LHDMnAIAABAZPf2Nf7u3bv16tUrBQUFqVSpUpLejHEzYsQIBQQEaPbs2SG6kwd3H/9QTkDkQ+i2obdPpM2bN+v58+d6+fKlatasKUnat2+fhg8fruvXr2vy5MnKnfv/2rv3oKjq/4/jr4VdBBIvIYlNknhBzaBIbUpNUbtpmU5KOJKXHDMxKpsIsrLGCkos1KQakRQhkaxMNCIN0xoxxRwjIGIKM83kUikQgrKX3x+OO1L2/WW5sAvPxz+w5+w5+zmz+5nZ134+5/258X+eA3AV77zzjvbv3693331Xubm5VNkHAABt0pNPPqkNGzbIw8NDx48f16233qr4+HiFhIQoNzdXy5Yt05kzZ7Rq1apmS4Bx33bbQlprRefCckxMjGbOnKm4uDg9+OCDuvnmm7V7924NGzZMMTEx6tWrlx5++GHt3r37b88BuIqysjK9/fbbOnr0qHbu3EngBgAAbVJKSorS0tK0efNm7dy5UwUFBSorK9OCBQt0+PBhjRs3TtHR0aqtrdWKFSuaHUvgblsY6W5la9euVVxcnLZt26Yrr7xSNptNEydOlNlsVlpamoKDg/XZZ59p8eLF6tOnj9asWdPaTQb+s6qqKnXo0IFl7QAAQJtzrrhxdHS0Tpw4ofXr19u3HTt2TEOHDtX48eOVmpoqScrPz9fNN9/MYFobRuhuJeemjDz99NMqKSlRdna2zGazjEajGhsbNXjwYPXu3Vtbt26VJB08eFDXXXcdnREAAABwMqWlpTp69Kiuvvpq+zTxe++9V2azWVu2bJEkNTY2ytPTUxkZGXrmmWf05ZdfNqtQzm2jbRfvagsqLCxUdna28vPz7VNGKioq9Ntvv0mSjEajGhoa5OnpqVdffVX79+9XeXm5JCk0NFRubm6yWq2t1n4AAAAAzWVmZmr69OlaunSp1q9fb98+Y8YM5eXlKTMzU5Lk6ekp6ezU8W7duqlTp07NzkPgbrtYMqyFrF+/Xq+++qoCAgI0aNAgDR8+XNLZpQHGjx+v5cuXa8GCBfLy8pIkNTU1qVu3bvLx8Wl2HjojAAAA4BzWrVun+fPnKzU1Vbfeeqv8/Pzs+0aMGKG5c+dq0aJFOnPmjKZOnaqamhplZWXpqquuUseOHVux5WhJTC9vAenp6Zo3b57WrFmjO++8U126dLHvq6mpUVJSkjIyMjR37lxFRUXp5MmTio6OVlNTk3JzcymkAAAAADiZwsJCRUREKDY2VrNnz7ZvP7/yeFlZmdLS0pSUlCR/f395enqqY8eO2rt3r0wmE1PK2wlCt4OVlJQoIiJCCxYs0Jw5c+zbz++MR44cUVZWll566SV5e3vLx8dHXbt2VX5+Pp0RAAAAcEIffvihFi5cqNzcXPXq1et/DpQVFRWpqKhInTp10rhx4+Tu7m6v54S2j3fZwY4dO6ZTp05p5MiRzYL2ub82m00BAQGKjY1VZGSkvvrqK3Xu3Fm33HILnREAAABwUnv37lVjY6MCAwMlXXht7e+++05ms1nBwcEKDg62b7dYLHzHb0d4px3swIEDqqurU1BQkKS/dkaDwaDS0lJVVlYqLCysWQVDOiMAAADgnIKCgvT7779rz549GjZs2AVHuleuXCmj0fiXdbjd3d1bqplwAsxZdrC+ffuqvr5e27dvl3Thhe7T09OVmZmpP8/0pzMCAAAAzun6669XY2Oj1q1bp8rKSvv2c9/pT548qcrKSoWEhLRWE+EkCN0ONnjwYHl4eCglJUVHjhyxbz/XGWtra/X9998rODiYgmkAAACAEzu3fK/NZtPgwYOVmJioNWvWKCEhQWVlZZLODrJVVlYqMjJS1dXVmjVrViu2GM6AQmotICsrS7NmzdLkyZMVExOj0NBQSdIvv/yiOXPmqLa2Vrt27WIqOQAAAOBk/nx76KFDh3Ts2DENGzZMZrNZSUlJeuaZZxQUFKQhQ4aooaFBFRUVamxstFcpt1gszGJtxwjdLcBisWjt2rWaP3++unfvrmuvvVZWq1U1NTWyWq32KuV0RgAAAMB5nL+K0NGjR9WzZ0+NGDFC33//vfbs2aM+ffpIkvLy8pSRkaHS0lL169dPN9xwgx577DEZjUYKI4PQ3ZK+/vprrVmzRmVlZerZs6dCQ0M1b948qpQDAAAATiwmJkZ1dXVatWqVGhoatHz5ci1cuFBS85HwP4+KM6gGidDtFOiMAAAAgPM4PzwXFhYqIiJC69at05AhQ5p9bz9z5ow8PDzsj88fGQfOIXS3sAut3wcAAADA+SQmJurnn39WU1OT3nrrrb99XmlpqQYMGMD3fFwQP8O0MDoiAAAA4BoqKiqUnJysgwcPqq6u7oLPWbp0qUaPHq36+voWbh1cBaEbAAAAQLt3bjmw8yUlJemFF15QQUGBsrKyLnhcVFSUTCaTUlNTHd1EuCgqdwEAAABo186/F/ubb75RbW2tunTpokGDBunZZ59VbW2tHn74YXl7eysyMtJ+XFNTkzp27Kinn35aHTt2bK3mw8kRugEAAAC0WzabzR64Fy5cqI8//lhVVVW65ppr5O3trezsbCUmJspoNGr27NkyGAyaNm2aJMlkMkmSpkyZIj8/v1a7Bjg3ppcDAAAAaLfO1Vx67bXXlJqaqjfffFM//fSTQkNDlZOToy+++EKSlJCQoCeeeEL333+/tm/f3uwc5wI3NapxIYx0AwAAAGi3bDabGhoaVFBQoCVLlmj48OHKyclRSkqKUlJSFBYWplOnTsnb21sJCQkKCAjQmDFjLnguiibjQlgyDAAAAEC7cqH1tEeOHKnHH39cHh4emjp1qpYuXap58+bJbDZr9erV6tGjhyZNmmR/vtlsltHIGCb+f0wvBwAAANBuFBUV2QN3fHy8Nm7cKJvNpquvvlorVqzQ9OnTlZiYqHnz5kk6u2zY1q1b9euvvzY7D4Eb/xQj3QAAAADahUOHDqlv37568cUXVVlZqYyMDO3Zs0cDBw5UUVGRRo0apX79+umjjz5S165ddfLkSc2YMUO1tbX6/PPP5e7u3tqXABdE6AYAAADQbmzZskXh4eHy8PDQ559/rhtuuME+VXzHjh2aOHGirrnmGjU0NKhLly6qr6/Xvn37ZDKZZLFYCN64aMyJAAAAANBuWCwWNTU1yWw2Kzc3V8HBwTKZTLLZbBo7dqwKCwu1fft2VVdXKygoSOHh4XJ3d+cebvxrfGoAAAAAtFn5+fny9fXVgAED9Nxzz+mWW25RdXW1du3apYiICJ0+fVqLFi2yB+o+ffooKiqq2TksFguBG/8anxwAAAAAbdLhw4cVGxsrf39/de7cWWlpafrmm2/k6+uryZMna+3atXrggQdkNBr11FNPycPDQw899JDuuusu3XPPPfbzMKUc/wX3dAMAAABoszZt2qRHH31U1dXVevfddzVp0iRZLBa5ubnJYDBo/fr1mj59uu6++25VVlaqpqZGxcXFjGzjkmHJMAAAAABtjtVqlST5+/vL19dXwcHB2rBhg4qLi+Xu7i6bzSar1arIyEh9+umn8vHx0U033aSioiIZjUZZLJZWvgK0FYx0AwAAAGgzrFarfR1uSTp9+rQkaevWrVq5cqV8fX314osvatCgQZIkm80mg8HQrFAaRdNwKTHSDQAAAKBNOD9wb926Venp6Vq9erUkacqUKXrkkUd04sQJLV68WMXFxZKkqVOnavPmzfaQbbPZCNy4pBjpBgAAANCmxMbGKisrSwMGDFB5ebm8vLyUlJSk22+/XZmZmVq7dq2OHDmiyy+/XEePHtWPP/4ok8nU2s1GG8VPOAAAAADajLS0NGVkZGjbtm0KCQnRli1b7MXTJGnatGnq0aOHDhw4oKqqKiUkJMhoNDKlHA7DpwoAAABAm/Hjjz/qvvvuU0hIiDZs2KCoqCi98cYbGjdunOrq6uTh4aHRo0dr9OjR9mNYhxuOxD3dAAAAAFxeU1OTJKm0tFQmk0lfffWV5s6dq5dffllRUVGy2Wx66623lJKS8pdjWYcbjkToBgAAAOByduzYoWXLlik2NlZ1dXX2e7JnzZql9957TzfeeKOSk5MVFRUlSTp16pR27dqln3/+uTWbjXaI0A0AAADApaSmpmratGnKycnRO++8o6FDh9pHugcNGqTbbrtNQUFBcnd3V1NTk7799luFh4ersrJS8fHxrdx6tDdULwcAAADgMlatWqXo6Ght3LhRt912myoqKhQWFqZNmzZp6NChMhgMKikpUVJSkj744AN16NBB3bt3V9euXZWXlyeTySSLxcKUcrQYQjcAAAAAl7B582bde++9ys7O1oQJEyRJDQ0Nuv766zV27FiVlJQoPDxc06ZNU6dOnVReXq6SkhL17NlTgwcPlpubG1XK0eL4tAEAAABweqdPn9a2bdvUu3dvHTp0yL49MjJSdXV16tSpk3x8fPT444/r2LFjev7559W/f3/179/f/lyr1UrgRotjpBsAAACASzh+/LiWLFmiffv2aerUqdq9e7d++OEHbdq0SYGBgZKkGTNmaPv27SouLla3bt1aucUAhdQAAAAAuIgePXroqaee0pAhQ7RixQp99tln+uijjxQYGKhTp05JkkaMGKGAgABZrdZWbi1wFqEbAAAAgMvw9/fXs88+qwkTJigwMFAbNmyQJHl7e8tsNuv9999X79695efn18otBc5iejkAAAAAl1NRUaH4+HgVFBQoPDxcMTExuueee1ReXq7CwkIZjUbZbDYZDIbWbiraOUI3AAAAAJdUUVGhhIQEHThwQD/88IO6dOmi4uJimUwmqpTDaRC6AQAAALisiooKxcXFqbq6WtnZ2QRuOB1CNwAAAACXduLECXXu3Jl1uOGUCN0AAAAA2gSr1So3N2pFw7kQugEAAAAAcBB+BgIAAAAAwEEI3QAAAAAAOAihGwAAAAAAByF0AwAAAADgIIRuAAAAAAAchNANAAAAAICDELoBAAAAAHAQQjcAALhohw8flsFg0Ndff93aTQEAwKkRugEAAAAAcBBCNwAALshqtSoxMVF9+/ZVhw4dFBAQoPj4eElSUVGRxowZIy8vL/n6+mru3Ln6448/7MeGhYVpwYIFzc43adIkzZo1y/64V69eSkhI0OzZs+Xj46OAgAClpKTY9wcGBkqSQkNDZTAYFBYW5rBrBQDAlRG6AQBwQQsXLtQrr7yiRYsW6dtvv1VmZqa6d++u+vp63XHHHeratav279+v9957T3l5eYqOjr7o13jttdc0ZMgQHTx4UPPnz1dUVJTKysokSQUFBZKkvLw8HT9+XJs2bbqk1wcAQFthbO0GAACAi1NXV6cVK1YoOTlZM2fOlCT16dNHI0aM0OrVq9XY2Kj09HRddtllkqTk5GRNmDBBS5YsUffu3f/x64wfP17z58+XJMXFxWnZsmXauXOn+vfvLz8/P0mSr6+v/P39L/EVAgDQdjDSDQCAiyktLdXp06c1duzYC+677rrr7IFbkoYPHy6r1Wofpf6nQkJC7P8bDAb5+/urqqrq3zccAIB2iNANAICL8fLy+k/Hu7m5yWazNdvW1NT0l+eZTKZmjw0Gg6xW6396bQAA2htCNwAALqZfv37y8vLSjh07/rJv4MCBKiwsVH19vX1bfn6+3Nzc1L9/f0mSn5+fjh8/bt9vsVhUXFx8UW3w8PCwHwsAAP4eoRsAABfj6empuLg4xcbGKj09XeXl5dq7d6/efvttRUZGytPTUzNnzlRxcbF27typRx55RNOnT7ffzz1mzBjl5OQoJydH3333naKionTy5MmLasMVV1whLy8vffLJJ6qsrFRNTY0DrhQAANdH6AYAwAUtWrRITzzxhJ577jkNHDhQERERqqqqkre3t7Zt26bff/9dQ4cO1ZQpUzR27FglJyfbj509e7ZmzpypGTNmaNSoUerdu7dGjx59Ua9vNBr1+uuva9WqVbryyis1ceLES32JAAC0CQbbn2/qAgAAAAAAlwQj3QAAAAAAOAihGwAAAAAAByF0AwAAAADgIIRuAAAAAAAchNANAAAAAICDELoBAAAAAHAQQjcAAAAAAA5C6AYAAAAAwEEI3QAAAAAAOAihGwAAAAAAByF0AwAAAADgIIRuAAAAAAAc5P8AG9cghhJQBQAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA7SElEQVR4nO3df7zXg/3///vp16motFRqpRLzI8JkPhsm8qvwEZv5+S7xtob8XGZ93lvkV/n5Zphfbyssa9rMbO/hrWSMmd8mhpgfrRoSpXDKOa/vH3t3vo5T1HGevZxcr5fL63LxfL6e5/V6vM55OdzO88erolQqlQIAAAA0umblHgAAAADWVqIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwDKZNasWdlzzz3ToUOHVFRU5Lbbblutr7/33ntTUVGRe++9t5D5PsnAgQMzcODANf68a8qRRx6Z3r17l3uMT/TKK6+koqIikyZNKvcoAHwC0Q3wBTBp0qRUVFSs8PbDH/6w3ON9YQ0fPjxPP/10zj333Nx0000ZMGBAuUcCABpZi3IPAMCac9ZZZ6VPnz511m255ZZlmuaL7f3338+f//zn/Md//EdGjRpV7nH4mOuuuy41NTXlHuMT9erVK++//35atmxZ7lEA+ASiG+ALZPDgwau8N/WDDz5Iq1at0qyZg6KK8OabbyZJ1ltvvfIOUqCm/B5qCiFbUVGR1q1bl3sMAD5F0/uvIACNbvm5wVOmTMmPfvSjfPnLX07btm2zaNGiJMlf/vKX7L333unQoUPatm2bXXbZJQ888EC9x/nTn/6U7bffPq1bt07fvn1zzTXX5Mwzz0xFRUXtNp90HmpFRUXOPPPMOuvmzJmTo446Kl27dk1lZWX69euXn/3sZyuc/5Zbbsm5556bHj16pHXr1hk0aFBefPHFes/zl7/8JUOGDEnHjh2zzjrrpH///rnsssuSJBMnTkxFRUWeeOKJel933nnnpXnz5pkzZ84nfj+feOKJDB48OO3bt8+6666bQYMG5aGHHqq9/8wzz0yvXr2SJKeddloqKio+9fzhf/zjHxk6dGjWWWeddOnSJaecckqqqqrqbXf//ffnoIMOyoYbbpjKysr07Nkzp5xySt5///3abVb3NV577bXp27dv2rRpk6997Wu5//77631dY7yHXn311Rx33HHZdNNN06ZNm3Tq1CkHHXRQXnnllTrbLT9d4k9/+lNOPPHEdO7cOeutt15GjhyZpUuX5p133smwYcPSsWPHdOzYMT/4wQ9SKpU+8fv7cR8/p3v5+/aiiy7KlVdemY022iht27bNnnvumdmzZ6dUKuXss89Ojx490qZNm+y///5ZsGBBncf87W9/m3322Sfdu3dPZWVl+vbtm7PPPjvV1dX1nn/5c3z0e/7x8+hX9O/SkUcemXXXXTdz5szJ0KFDs+6666Zz584ZPXp0veepqanJpZdemn79+qV169bp2rVrRo4cmbfffnu1vlcAfDJ7ugG+QBYuXJj58+fXWbf++uvX/vPZZ5+dVq1aZfTo0amqqkqrVq1yzz33ZPDgwdluu+1yxhlnpFmzZpk4cWJ222233H///fna176WJHn66aez5557pnPnzjnzzDPz4Ycf5owzzkjXrl0bPO/rr7+e//N//k8qKioyatSodO7cOXfccUeOPvroLFq0KCeffHKd7SdMmJBmzZpl9OjRWbhwYS644IIcfvjh+ctf/lK7zd13351999033bp1y0knnZQNNtggf/vb3/L73/8+J510Ur797W/n+OOPz+TJk7PtttvWefzJkydn4MCB+fKXv7zSmZ955pnsvPPOad++fX7wgx+kZcuWueaaazJw4MD88Y9/zA477JADDzww6623Xk455ZQceuihGTJkSNZdd92VPub777+fQYMG5bXXXsuJJ56Y7t2756abbso999xTb9upU6fmvffey7HHHptOnTrl4YcfzuWXX55//OMfmTp1apKs1mu8/vrrM3LkyHzjG9/IySefnL///e/5v//3/+ZLX/pSevbsWe/5P8t76JFHHsmDDz6YQw45JD169Mgrr7ySq666KgMHDsyzzz6btm3b1nmuE044IRtssEHGjRuXhx56KNdee23WW2+9PPjgg9lwww1z3nnn5Q9/+EMuvPDCbLnllhk2bNhKv8eravLkyVm6dGlOOOGELFiwIBdccEG+853vZLfddsu9996b008/PS+++GIuv/zyjB49us4fiCZNmpR11103p556atZdd93cc889GTt2bBYtWpQLL7ywdrurrroqo0aNys4775xTTjklr7zySoYOHZqOHTumR48enzpjdXV19tprr+ywww656KKLMm3atFx88cXp27dvjj322NrtRo4cmUmTJmXEiBE58cQT8/LLL+eKK67IE088kQceeKBJ7O0HaBJKAKz1Jk6cWEqywlupVCrNmDGjlKS00UYbld57773ar6upqSltsskmpb322qtUU1NTu/69994r9enTp7THHnvUrhs6dGipdevWpVdffbV23bPPPltq3rx56aP/uXn55ZdLSUoTJ06sN2eS0hlnnFG7fPTRR5e6detWmj9/fp3tDjnkkFKHDh1qZ10+/+abb16qqqqq3e6yyy4rJSk9/fTTpVKpVPrwww9Lffr0KfXq1av09ttv13nMj76+Qw89tNS9e/dSdXV17brHH398pXN/1NChQ0utWrUqvfTSS7Xr5s6dW2rXrl3pm9/8Zr3vw4UXXviJj1cqlUqXXnppKUnplltuqV23ZMmS0sYbb1xKUpoxY0bt+o/+/JYbP358qaKios7PZlVe49KlS0tdunQpbbPNNnW+r9dee20pSWmXXXapXdcY76EVzf7nP/+5lKR044031q5b/n7++GN+/etfL1VUVJS+973v1a778MMPSz169Kgz66oYPnx4qVevXrXLy39enTt3Lr3zzju168eMGVNKUtp6661Ly5Ytq11/6KGHllq1alX64IMPPvH1jRw5stS2bdva7aqqqkqdOnUqbb/99nUeb9KkSfW+5yv6d2n48OGlJKWzzjqrzvNsu+22pe222652+f777y8lKU2ePLnOdnfeeecK1wPQcA4vB/gCufLKK3P33XfXuX3U8OHD06ZNm9rlJ598MrNmzcphhx2Wt956K/Pnz8/8+fOzZMmSDBo0KPfdd19qampSXV2du+66K0OHDs2GG25Y+/Wbb7559tprrwbNWiqV8utf/zr77bdfSqVS7XPPnz8/e+21VxYuXJjHH3+8zteMGDEirVq1ql3eeeedkyR///vfk/zrsO+XX345J598cr1zqT96CPywYcMyd+7czJgxo3bd5MmT06ZNm3zrW99a6czV1dX5n//5nwwdOjQbbbRR7fpu3brlsMMOy5/+9Kfaw61Xxx/+8Id069Yt3/72t2vXtW3bNt/97nfrbfvRn9+SJUsyf/78fOMb30ipVKpzOPmqvMZHH300b7zxRr73ve/V+b4eeeSR6dChwwpnbeh76OOzL1u2LG+99VY23njjrLfeevV+1kly9NFH1/m57bDDDimVSjn66KNr1zVv3jwDBgyofQ98VgcddFCd177DDjskSY444oi0aNGizvqlS5fWOUz/o6/v3Xffzfz587Pzzjvnvffey3PPPZfkX9/zt956K8ccc0ydxzv88MPTsWPHVZ7ze9/7Xp3lnXfeuc73YOrUqenQoUP22GOPOv9ubbfddll33XXrvC8A+GwcXg7wBfK1r33tEy+k9vErm8+aNSvJv0JqZRYuXJiqqqq8//772WSTTerdv+mmm+YPf/jDas/65ptv5p133sm1116ba6+9doXbvPHGG3WWPxr8SWojZfk5qi+99FKST79i+x577JFu3bpl8uTJGTRoUGpqavKLX/wi+++/f9q1a/eJM7/33nvZdNNN6923+eabp6amJrNnz06/fv0+8fk/7tVXX83GG29cJzCTrPB5XnvttYwdOza33357vXNzFy5cuFqv8dVXX02Sej/Xli1b1vmjwkc19D3UsWPHvP/++xk/fnwmTpyYOXPm1DkP+6OzL/fxn/fyGP74Ye8dOnRotPOUV+c5k9R53meeeSY/+tGPcs8999T748vy17f8e77xxhvXub9Fixar/LnhrVu3TufOneus69ixY51ZZs2alYULF6ZLly4rfIyP/7sFQMOJbgBqfXRPXJLaPZAXXnhhttlmmxV+zbrrrrvCC3qtzMfDcbkVXeQp+dcexJUFW//+/essN2/efIXblVbzIlrNmzfPYYcdluuuuy4//elP88ADD2Tu3Lk54ogjVutx1rTq6ursscceWbBgQU4//fRsttlmWWeddTJnzpwceeSRdT4Cq6jX2ND3UPKvc7QnTpyYk08+OV//+tfToUOHVFRU5JBDDlnhx3et7Oe9ovWr+x5YmdV5zo8+7zvvvJNddtkl7du3z1lnnZW+ffumdevWefzxx3P66ac36seTrWyWj6qpqUmXLl0yefLkFd7/8WgHoOFENwAr1bdv3yRJ+/bts/vuu690u86dO6dNmza1ezU/6vnnn6+zvHzv8zvvvFNn/fI9fB99zHbt2qW6uvoTn3t1LH89M2fO/NTHHDZsWC6++OL87ne/yx133JHOnTt/6qHynTt3Ttu2beu95iR57rnn0qxZsxVefOzT9OrVKzNnzkypVKrzR4uPP8/TTz+dF154ITfccEOdi4Z9/DSC5T7tNS6/wvqsWbOy22671a5ftmxZXn755Wy99dafOvuqvoeS5Fe/+lWGDx+eiy++uHbdBx98UO+90hTde++9eeutt3Lrrbfmm9/8Zu36l19+uc52y7/nL774Ynbdddfa9R9++GFeeeWVen9oaqi+fftm2rRp2XHHHev9oQSAxuWcbgBWarvttkvfvn1z0UUXZfHixfXuX/5Z082bN89ee+2V2267La+99lrt/X/7299y11131fma9u3bZ/311899991XZ/1Pf/rTOsvNmzfPt771rfz617/OzJkzV/rcq+OrX/1q+vTpk0svvbReyH18T2j//v3Tv3///Nd//Vd+/etf55BDDqlzju2KNG/ePHvuuWd++9vf1vmYq9dffz0333xzdtppp7Rv33615x4yZEjmzp2bX/3qV7Xr3nvvvXqH3S/fw/nR11IqlWo/Du3jPu01DhgwIJ07d87VV1+dpUuX1q6fNGnSKofwqr6Hls//8Z/D5ZdfvsKP1GpqVvSzWbp0ab33/YABA9KpU6dcd911+fDDD2vXT548uVE/yus73/lOqqurc/bZZ9e778MPP1wr/tAB8HlhTzcAK9WsWbP813/9VwYPHpx+/fplxIgR+fKXv5w5c+ZkxowZad++fX73u98lScaNG5c777wzO++8c4477rh8+OGHufzyy9OvX7/89a9/rfO4//7v/54JEybk3//93zNgwIDcd999eeGFF+o9/4QJEzJjxozssMMOOeaYY7LFFltkwYIFefzxxzNt2rR6n4O8Kq/nqquuyn777ZdtttkmI0aMSLdu3fLcc8/lmWeeqfcHgmHDhmX06NFJssqHXZ9zzjm5++67s9NOO+W4445LixYtcs0116SqqioXXHDBas273DHHHJMrrrgiw4YNy2OPPZZu3brlpptuqvcRWptttln69u2b0aNHZ86cOWnfvn1+/etff2KsfdJrbNmyZc4555yMHDkyu+22Ww4++OC8/PLLmThx4krP6f641XkP7bvvvrnpppvSoUOHbLHFFvnzn/+cadOmpVOnTqvz7fpc+sY3vpGOHTtm+PDhOfHEE1NRUZGbbrqp3h8ZWrVqlTPPPDMnnHBCdtttt3znO9/JK6+8kkmTJqVv374rPT1jde2yyy4ZOXJkxo8fnyeffDJ77rlnWrZsmVmzZmXq1Km57LLL6ly4D4CGE90AfKKBAwfmz3/+c84+++xcccUVWbx4cTbYYIPssMMOGTlyZO12/fv3z1133ZVTTz01Y8eOTY8ePTJu3LjMmzevXnSPHTs2b775Zn71q1/llltuyeDBg3PHHXfUu6hT165d8/DDD+ess87Krbfemp/+9Kfp1KlT+vXrl/PPP79Br2evvfbKjBkzMm7cuFx88cWpqalJ3759c8wxx9Tb9vDDD8/pp5+evn371n6W9Kfp169f7r///owZMybjx49PTU1Ndthhh/z85z+vvdL16mrbtm2mT5+eE044IZdffnnatm2bww8/PIMHD87ee+9du13Lli3zu9/9LieeeGLGjx+f1q1b54ADDsioUaNWeij4p73G7373u6murs6FF16Y0047LVtttVVuv/32/PjHP17l+Vf1PXTZZZelefPmmTx5cj744IPsuOOOmTZtWoOvgP950qlTp/z+97/P97///fzoRz9Kx44dc8QRR2TQoEH1Xt+oUaNSKpVy8cUXZ/To0dl6661z++2358QTT0zr1q0bbaarr7462223Xa655pr8v//3/2ov1nbEEUdkxx13bLTnAfiiqyg11pVFAGAFzjzzzIwbN67RLmS1Js2fPz/dunXL2LFjVysym5IvwmtcG9TU1KRz58458MADc91115V7HABWg3O6AWAlJk2alOrq6vzbv/1buUcpzBfhNTY1H3zwQb0/Ut14441ZsGBBBg4cWJ6hAGgwh5cDwMfcc889efbZZ3Puuedm6NChq/z5yE3JF+E1rsiCBQvqXBTu45o3b172j8t66KGHcsopp+Sggw5Kp06d8vjjj+f666/PlltumYMOOqisswGw+kQ3AHzMWWedlQcffDA77rhjLr/88nKPU4gvwmtckQMPPDB//OMfV3p/r1696lx5vhx69+6dnj175ic/+UkWLFiQL33pSxk2bFgmTJiQVq1alXU2AFafc7oBgC+Mxx577BOv5t6mTRsXEQOgUYluAAAAKIgLqQEAAEBBmvQ53TU1NZk7d27atWuXioqKco8DAADAF0SpVMq7776b7t27p1mzle/PbtLRPXfu3PTs2bPcYwAAAPAFNXv27PTo0WOl9zfp6G7Xrl2Sf73I9u3bl3kaAAAAvigWLVqUnj171nbpyjTp6F5+SHn79u1FNwAAAGvcp53q7EJqAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQkLJGd3V1dX784x+nT58+adOmTfr27Zuzzz47pVKpnGMBAABAo2hRzic///zzc9VVV+WGG25Iv3798uijj2bEiBHp0KFDTjzxxHKOBgAAAJ9ZWaP7wQcfzP7775999tknSdK7d+/84he/yMMPP1zOsQAAAKBRlPXw8m984xuZPn16XnjhhSTJU089lT/96U8ZPHjwCrevqqrKokWL6twAAADg86qse7p/+MMfZtGiRdlss83SvHnzVFdX59xzz83hhx++wu3Hjx+fcePGreEp104Tnphf7hH4gvjhtuuXewQAACibsu7pvuWWWzJ58uTcfPPNefzxx3PDDTfkoosuyg033LDC7ceMGZOFCxfW3mbPnr2GJwYAAIBVV9Y93aeddlp++MMf5pBDDkmSbLXVVnn11Vczfvz4DB8+vN72lZWVqaysXNNjAgAAQIOUdU/3e++9l2bN6o7QvHnz1NTUlGkiAAAAaDxl3dO933775dxzz82GG26Yfv365Yknnsgll1ySo446qpxjAQAAQKMoa3Rffvnl+fGPf5zjjjsub7zxRrp3756RI0dm7Nix5RwLAAAAGkVZo7tdu3a59NJLc+mll5ZzDAAAAChEWc/pBgAAgLWZ6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAAChIWaO7d+/eqaioqHc7/vjjyzkWAAAANIoW5XzyRx55JNXV1bXLM2fOzB577JGDDjqojFMBAABA4yhrdHfu3LnO8oQJE9K3b9/ssssuZZoIAAAAGk9Zo/ujli5dmp///Oc59dRTU1FRscJtqqqqUlVVVbu8aNGiNTUeAAAArLbPzYXUbrvttrzzzjs58sgjV7rN+PHj06FDh9pbz54919yAAAAAsJo+N9F9/fXXZ/DgwenevftKtxkzZkwWLlxYe5s9e/YanBAAAABWz+fi8PJXX30106ZNy6233vqJ21VWVqaysnINTQUAAACfzediT/fEiRPTpUuX7LPPPuUeBQAAABpN2aO7pqYmEydOzPDhw9OixedixzsAAAA0irJH97Rp0/Laa6/lqKOOKvcoAAAA0KjKvmt5zz33TKlUKvcYAAAA0OjKvqcbAAAA1laiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAAClL26J4zZ06OOOKIdOrUKW3atMlWW22VRx99tNxjAQAAwGfWopxP/vbbb2fHHXfMrrvumjvuuCOdO3fOrFmz0rFjx3KOBQAAAI2irNF9/vnnp2fPnpk4cWLtuj59+pRxIgAAAGg8ZT28/Pbbb8+AAQNy0EEHpUuXLtl2221z3XXXlXMkAAAAaDRlje6///3vueqqq7LJJpvkrrvuyrHHHpsTTzwxN9xwwwq3r6qqyqJFi+rcAAAA4POqrIeX19TUZMCAATnvvPOSJNtuu21mzpyZq6++OsOHD6+3/fjx4zNu3Lg1PSYATcCEJ+aXewS+QH647frlHgGAJqKse7q7deuWLbbYos66zTffPK+99toKtx8zZkwWLlxYe5s9e/aaGBMAAAAapKx7unfcccc8//zzdda98MIL6dWr1wq3r6ysTGVl5ZoYDQAAAD6zsu7pPuWUU/LQQw/lvPPOy4svvpibb7451157bY4//vhyjgUAAACNoqzRvf322+c3v/lNfvGLX2TLLbfM2WefnUsvvTSHH354OccCAACARlHWw8uTZN99982+++5b7jEAAACg0ZV1TzcAAACszUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQcoa3WeeeWYqKirq3DbbbLNyjgQAAACNpkW5B+jXr1+mTZtWu9yiRdlHAgAAgEZR9sJt0aJFNthgg3KPAQAAAI2u7Od0z5o1K927d89GG22Uww8/PK+99lq5RwIAAIBGUdY93TvssEMmTZqUTTfdNPPmzcu4ceOy8847Z+bMmWnXrl297auqqlJVVVW7vGjRojU5LgAAAKyWskb34MGDa/+5f//+2WGHHdKrV6/ccsstOfroo+ttP378+IwbN25NjggAAAANVvbDyz9qvfXWy1e+8pW8+OKLK7x/zJgxWbhwYe1t9uzZa3hCAAAAWHWfq+hevHhxXnrppXTr1m2F91dWVqZ9+/Z1bgAAAPB5VdboHj16dP74xz/mlVdeyYMPPpgDDjggzZs3z6GHHlrOsQAAAKBRlPWc7n/84x859NBD89Zbb6Vz587Zaaed8tBDD6Vz587lHAsAAAAaRVmje8qUKeV8egAAACjU5+qcbgAAAFibiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoSIOi++9//3tjzwEAAABrnQZF98Ybb5xdd901P//5z/PBBx809kwAAACwVmhQdD/++OPp379/Tj311GywwQYZOXJkHn744caeDQAAAJq0BkX3Nttsk8suuyxz587Nz372s8ybNy877bRTttxyy1xyySV58803G3tOAAAAaHI+04XUWrRokQMPPDBTp07N+eefnxdffDGjR49Oz549M2zYsMybN6+x5gQAAIAm5zNF96OPPprjjjsu3bp1yyWXXJLRo0fnpZdeyt133525c+dm//33b6w5AQAAoMlp0ZAvuuSSSzJx4sQ8//zzGTJkSG688cYMGTIkzZr9q+H79OmTSZMmpXfv3o05KwAAADQpDYruq666KkcddVSOPPLIdOvWbYXbdOnSJddff/1nGg4AAACasgZF96xZsz51m1atWmX48OENeXgAAABYKzTonO6JEydm6tSp9dZPnTo1N9xww2ceCgAAANYGDYru8ePHZ/3116+3vkuXLjnvvPM+81AAAACwNmhQdL/22mvp06dPvfW9evXKa6+99pmHAgAAgLVBg6K7S5cu+etf/1pv/VNPPZVOnTp95qEAAABgbdCg6D700ENz4oknZsaMGamurk51dXXuueeenHTSSTnkkEMae0YAAABokhp09fKzzz47r7zySgYNGpQWLf71EDU1NRk2bJhzugEAAOB/NSi6W7VqlV/+8pc5++yz89RTT6VNmzbZaqut0qtXr8aeDwAAAJqsBkX3cl/5ylfyla98pbFmAQAAgLVKg6K7uro6kyZNyvTp0/PGG2+kpqamzv333HNPowwHAAAATVmDovukk07KpEmTss8++2TLLbdMRUVFY88FAAAATV6DonvKlCm55ZZbMmTIkMaeBwAAANYaDfrIsFatWmXjjTdu7FkAAABgrdKg6P7+97+fyy67LKVSqbHnAQAAgLVGgw4v/9Of/pQZM2bkjjvuSL9+/dKyZcs69996662NMhwAAAA0ZQ2K7vXWWy8HHHBAY88CAAAAa5UGRffEiRMbew4AAABY6zTonO4k+fDDDzNt2rRcc801effdd5Mkc+fOzeLFixttOAAAAGjKGrSn+9VXX83ee++d1157LVVVVdljjz3Srl27nH/++amqqsrVV1/d2HMCAABAk9OgPd0nnXRSBgwYkLfffjtt2rSpXX/AAQdk+vTpjTYcAAAANGUN2tN9//3358EHH0yrVq3qrO/du3fmzJnTKIMBAABAU9egPd01NTWprq6ut/4f//hH2rVr95mHAgAAgLVBg6J7zz33zKWXXlq7XFFRkcWLF+eMM87IkCFDGms2AAAAaNIadHj5xRdfnL322itbbLFFPvjggxx22GGZNWtW1l9//fziF79o7BkBAACgSWpQdPfo0SNPPfVUpkyZkr/+9a9ZvHhxjj766Bx++OF1LqwGAAAAX2QNiu4kadGiRY444ojGnAUAAADWKg2K7htvvPET7x82bFiDhgEAAIC1SYOi+6STTqqzvGzZsrz33ntp1apV2rZtK7oBAAAgDbx6+dtvv13ntnjx4jz//PPZaaedXEgNAAAA/leDontFNtlkk0yYMKHeXnAAAAD4omq06E7+dXG1uXPnNuZDAgAAQJPVoHO6b7/99jrLpVIp8+bNyxVXXJEdd9yxUQYDAACApq5B0T106NA6yxUVFencuXN22223XHzxxY0xFwAAADR5DTq8vKamps6turo6//znP3PzzTenW7duDRpkwoQJqaioyMknn9ygrwcAAIDPm0Y9p7uhHnnkkVxzzTXp379/uUcBAACARtOgw8tPPfXUVd72kksu+cT7Fy9enMMPPzzXXXddzjnnnIaMAwAAAJ9LDYruJ554Ik888USWLVuWTTfdNEnywgsvpHnz5vnqV79au11FRcWnPtbxxx+fffbZJ7vvvvunRndVVVWqqqpqlxctWtSQ8QEAAGCNaFB077fffmnXrl1uuOGGdOzYMUny9ttvZ8SIEdl5553z/e9/f5UeZ8qUKXn88cfzyCOPrNL248ePz7hx4xoyMgAAAKxxDTqn++KLL8748eNrgztJOnbsmHPOOWeVr14+e/bsnHTSSZk8eXJat269Sl8zZsyYLFy4sPY2e/bshowPAAAAa0SD9nQvWrQob775Zr31b775Zt59991VeozHHnssb7zxRp3D0aurq3PffffliiuuSFVVVZo3b17nayorK1NZWdmQkQEAAGCNa1B0H3DAARkxYkQuvvjifO1rX0uS/OUvf8lpp52WAw88cJUeY9CgQXn66afrrBsxYkQ222yznH766fWCGwAAAJqaBkX31VdfndGjR+ewww7LsmXL/vVALVrk6KOPzoUXXrhKj9GuXbtsueWWddats8466dSpU731AAAA0BQ1KLrbtm2bn/70p7nwwgvz0ksvJUn69u2bddZZp1GHAwAAgKasQdG93Lx58zJv3rx885vfTJs2bVIqlVbpY8JW5t577/0s4wAAAMDnSoOuXv7WW29l0KBB+cpXvpIhQ4Zk3rx5SZKjjz56lT8uDAAAANZ2DYruU045JS1btsxrr72Wtm3b1q4/+OCDc+eddzbacAAAANCUNejw8v/5n//JXXfdlR49etRZv8kmm+TVV19tlMEAAACgqWvQnu4lS5bU2cO93IIFC3yONgAAAPyvBkX3zjvvnBtvvLF2uaKiIjU1Nbnggguy6667NtpwAAAA0JQ16PDyCy64IIMGDcqjjz6apUuX5gc/+EGeeeaZLFiwIA888EBjzwgAAABNUoP2dG+55ZZ54YUXstNOO2X//ffPkiVLcuCBB+aJJ55I3759G3tGAAAAaJJWe0/3smXLsvfee+fqq6/Of/zHfxQxEwAAAKwVVntPd8uWLfPXv/61iFkAAABgrdKgw8uPOOKIXH/99Y09CwAAAKxVGnQhtQ8//DA/+9nPMm3atGy33XZZZ5116tx/ySWXNMpwAAAA0JStVnT//e9/T+/evTNz5sx89atfTZK88MILdbapqKhovOkAAACgCVut6N5kk00yb968zJgxI0ly8MEH5yc/+Um6du1ayHAAAADQlK3WOd2lUqnO8h133JElS5Y06kAAAACwtmjQhdSW+3iEAwAAAP+/1YruioqKeudsO4cbAAAAVmy1zukulUo58sgjU1lZmST54IMP8r3vfa/e1ctvvfXWxpsQAAAAmqjViu7hw4fXWT7iiCMadRgAAABYm6xWdE+cOLGoOQAAAGCt85kupAYAAACsnOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICClDW6r7rqqvTv3z/t27dP+/bt8/Wvfz133HFHOUcCAACARlPW6O7Ro0cmTJiQxx57LI8++mh222237L///nnmmWfKORYAAAA0ihblfPL99tuvzvK5556bq666Kg899FD69etXpqkAAACgcZQ1uj+quro6U6dOzZIlS/L1r399hdtUVVWlqqqqdnnRokVrajwAAABYbWW/kNrTTz+dddddN5WVlfne976X3/zmN9liiy1WuO348ePToUOH2lvPnj3X8LQAAACw6soe3ZtuummefPLJ/OUvf8mxxx6b4cOH59lnn13htmPGjMnChQtrb7Nnz17D0wIAAMCqK/vh5a1atcrGG2+cJNluu+3yyCOP5LLLLss111xTb9vKyspUVlau6REBAACgQcq+p/vjampq6py3DQAAAE1VWfd0jxkzJoMHD86GG26Yd999NzfffHPuvffe3HXXXeUcCwAAABpFWaP7jTfeyLBhwzJv3rx06NAh/fv3z1133ZU99tijnGMBAABAoyhrdF9//fXlfHoAAAAo1OfunG4AAABYW4huAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgpQ1usePH5/tt98+7dq1S5cuXTJ06NA8//zz5RwJAAAAGk1Zo/uPf/xjjj/++Dz00EO5++67s2zZsuy5555ZsmRJOccCAACARtGinE9+55131lmeNGlSunTpksceeyzf/OY3yzQVAAAANI6yRvfHLVy4MEnypS99aYX3V1VVpaqqqnZ50aJFa2QuAAAAaIjPTXTX1NTk5JNPzo477pgtt9xyhduMHz8+48aNW8OTAQBAeUx4Yn65R+AL4ofbrl/uEdZan5urlx9//PGZOXNmpkyZstJtxowZk4ULF9beZs+evQYnBAAAgNXzudjTPWrUqPz+97/Pfffdlx49eqx0u8rKylRWVq7ByQAAAKDhyhrdpVIpJ5xwQn7zm9/k3nvvTZ8+fco5DgAAADSqskb38ccfn5tvvjm//e1v065du/zzn/9MknTo0CFt2rQp52gAAADwmZX1nO6rrroqCxcuzMCBA9OtW7fa2y9/+ctyjgUAAACNouyHlwMAAMDa6nNz9XIAAABY24huAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoSFmj+7777st+++2X7t27p6KiIrfddls5xwEAAIBGVdboXrJkSbbeeutceeWV5RwDAAAACtGinE8+ePDgDB48uJwjAAAAQGGc0w0AAAAFKeue7tVVVVWVqqqq2uVFixaVcRoAAAD4ZE1qT/f48ePToUOH2lvPnj3LPRIAAACsVJOK7jFjxmThwoW1t9mzZ5d7JAAAAFipJnV4eWVlZSorK8s9BgAAAKySskb34sWL8+KLL9Yuv/zyy3nyySfzpS99KRtuuGEZJwMAAIDPrqzR/eijj2bXXXetXT711FOTJMOHD8+kSZPKNBUAAAA0jrJG98CBA1Mqlco5AgAAABSmSV1IDQAAAJoS0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFCQz0V0X3nllendu3dat26dHXbYIQ8//HC5RwIAAIDPrOzR/ctf/jKnnnpqzjjjjDz++OPZeuuts9dee+WNN94o92gAAADwmZQ9ui+55JIcc8wxGTFiRLbYYotcffXVadu2bX72s5+VezQAAAD4TMoa3UuXLs1jjz2W3XffvXZds2bNsvvuu+fPf/5zGScDAACAz65FOZ98/vz5qa6uTteuXeus79q1a5577rl621dVVaWqqqp2eeHChUmSRYsWFTvoWuiDxe+WewS+IBYtalXuEfiC8HuNNcnvNtYUv9tYU/xeW33LO7RUKn3idmWN7tU1fvz4jBs3rt76nj17lmEaYFXU/zcWoOnzuw1Y2/i91nDvvvtuOnTosNL7yxrd66+/fpo3b57XX3+9zvrXX389G2ywQb3tx4wZk1NPPbV2uaamJgsWLEinTp1SUVFR+Lx8cS1atCg9e/bM7Nmz0759+3KPA9Ao/G4D1kZ+t7GmlEqlvPvuu+nevfsnblfW6G7VqlW22267TJ8+PUOHDk3yr5CePn16Ro0aVW/7ysrKVFZW1lm33nrrrYFJ4V/at2/vlzew1vG7DVgb+d3GmvBJe7iXK/vh5aeeemqGDx+eAQMG5Gtf+1ouvfTSLFmyJCNGjCj3aAAAAPCZlD26Dz744Lz55psZO3Zs/vnPf2abbbbJnXfeWe/iagAAANDUlD26k2TUqFErPJwcPi8qKytzxhln1Du9AaAp87sNWBv53cbnTUXp065vDgAAADRIs3IPAAAAAGsr0Q0AAAAFEd0AAABQENENAAAABRHd8Amqq6uTJK43CKwt5s2bl2effbbcYwDAF4bohpV48sknM3To0Lz33nupqKgo9zgAn9mcOXOy1VZb5Uc/+lEeffTRco8D0CgWLFiQ5557LrNmzcrSpUvLPQ7UI7phBZ566ql84xvfSL9+/dK2bdva9fZ4A03ZrFmzsnDhwixcuDCXX355Hn/88dr7/H4DmqKZM2dm9913z3e+851stdVWueCCC2qPVITPC9ENH/PXv/41O+64Y0aNGpUJEybUrl+6dKk93kCT1r9//wwZMiQHH3xwZs6cmUsuuSTPPPNMEtENND3PPvtsBg4cmEGDBmXKlCk599xzM3bs2MydO7fco0EdFSX/lYVa//znP7Pttttm6623zp133pnq6uqMHj06s2bNyksvvZSRI0dm7733zmabbVbuUQFWS3V1dRYsWJCddtop99xzTx5++OGMHz8+22yzTZ555pl069Ytv/rVr8o9JsAqmT9/fr71rW9l2223zaWXXprkX388HDJkSMaOHZs2bdqkU6dO6dmzZ3kHhSQtyj0AfN58/etfz+zZs/Pb3/42V199dZYtW5ZtttkmvXv3zk9+8pPMnDkzY8eOzYYbbljuUQFWWbNmzdK5c+dsv/32mTlzZg444IBUVlZm+PDhqaqqyjHHHFPuEQFWWUVFRfbee+98+9vfrl13zjnn5K677so///nPzJ8/P/369cuPfvSj7LTTTmWcFBxeDnVssMEGufLKK7PFFlvk0EMPTXV1dX75y1/moosuyhVXXJFzzjknv/71r2sPxwRoKpafHtO8efPce++9SZJbb7011dXV6dmzZ+6///48/PDDZZwQYNV16tQpo0aNyiabbJIkmTJlSs4444xMmTIl06dPz+TJk7NgwYJMnz69zJOCw8thhebOnZsrrrgiu+++e3bbbbeUSqXa/2HdZJNNcsABB+SCCy4o85QAq27577EbbrghL7/8ct54443cdttteeCBB/Lkk0/mtNNOyx577JH//M//TOvWrcs9LsBqefXVV/PWW2/lq1/9au26fffdN82aNcvtt99exsnA4eWwQt27d88Pf/jD2v/xrKioSKlUyoIFC9K5c+dss8025R0QYDUt/8Nhnz59MmLEiHTt2jW///3v06dPn/Tp0ycVFRXZeuutBTfQJPXq1Su9evVKktTU1GTp0qVZd911079//zJPBvZ0w2o544wz8otf/CJ333137S92gKZk2bJluemmmzJgwID079+/zpE8AGuLsWPH5oYbbsi0adNqD0GHchHdsAqmTJmSGTNmZOrUqZk+fXq23Xbbco8E0GA1NTVp1sxlXYC1z9SpU/PHP/4xU6ZMyd133+3/2fhc8F9cWAVbbLFF5syZk/vvv98vb6DJE9zA2mqLLbbIm2++6f/Z+FyxpxtW0dKlS9OqVatyjwEAwCdYtmxZWrZsWe4xoJboBgAAgII4vgwAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBgNX2yiuvpKKiIk8++WS5RwGAzzXRDQAAAAUR3QDQBNXU1OSCCy7IxhtvnMrKymy44YY599xzkyRPP/10dtttt7Rp0yadOnXKd7/73SxevLj2awcOHJiTTz65zuMNHTo0Rx55ZO1y7969c9555+Woo45Ku3btsuGGG+baa6+tvb9Pnz5Jkm233TYVFRUZOHBgYa8VAJoy0Q0ATdCYMWMyYcKE/PjHP86zzz6bm2++OV27ds2SJUuy1157pWPHjnnkkUcyderUTJs2LaNGjVrt57j44oszYMCAPPHEEznuuONy7LHH5vnnn0+SPPzww0mSadOmZd68ebn11lsb9fUBwNqiRbkHAABWz7vvvpvLLrssV1xxRYYPH54k6du3b3baaadcd911+eCDD3LjjTdmnXXWSZJcccUV2W+//XL++eena9euq/w8Q4YMyXHHHZckOf300/Of//mfmTFjRjbddNN07tw5SdKpU6dssMEGjfwKAWDtYU83ADQxf/vb31JVVZVBgwat8L6tt966NriTZMcdd0xNTU3tXupV1b9//9p/rqioyAYbbJA33nij4YMDwBeQ6AaAJqZNmzaf6eubNWuWUqlUZ92yZcvqbdeyZcs6yxUVFampqflMzw0AXzSiGwCamE022SRt2rTJ9OnT6923+eab56mnnsqSJUtq1z3wwANp1qxZNt100yRJ586dM2/evNr7q6urM3PmzNWaoVWrVrVfCwCsnOgGgCamdevWOf300/ODH/wgN954Y1566aU89NBDuf7663P44YendevWGT58eGbOnJkZM2bkhBNOyL/927/Vns+922675b//+7/z3//933nuuedy7LHH5p133lmtGbp06ZI2bdrkzjvvzOuvv56FCxcW8EoBoOkT3QDQBP34xz/O97///YwdOzabb755Dj744Lzxxhtp27Zt7rrrrixYsCDbb799vv3tb2fQoEG54oorar/2qKOOyvDhwzNs2LDssssu2WijjbLrrruu1vO3aNEiP/nJT3LNNdeke/fu2X///Rv7JQLAWqGi9PGTugAAAIBGYU83AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQf4/Tz4s3jj01bYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col, counts in frequency_counts.items():\n",
    "    plot_frequency_counts(counts, f'Frequency of {col}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3decfc96-bf03-486f-b980-80ea8854868c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Today Compare Future Imagined: \n",
    "# A significant number of respondents feel their current situation is \"Completely different\" from their imagined future, indicating a disconnect that may lead to anxiety.\n",
    "# Daydream Imagine: \n",
    "# Most respondents score high in daydreaming (scores of 4 and 5), suggesting that imaginative thinking is a common trait among us.\n",
    "# Create Worlds in Mind: \n",
    "# A majority frequently engage in creating mental worlds, which may serve as a coping mechanism for managing their thoughts and emotions.\n",
    "# Stories, Books, Movies: \n",
    "# A notable preference for Fantasy indicates that themes of escapism are prominent, reflecting a desire for imaginative exploration.\n",
    "# Tired Relax Way: Sleep is the most common relaxation method, which may signify a need for rest amidst anxieties.\n",
    "# Movies/Books as Escape: Many respondents use media as a form of escapism, indicating that literature and film play significant roles in their coping strategies.\n",
    "# Afraid of Growing Up: A higher number of respondents express fear regarding growing up, which is crucial for understanding youth mental health."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "af7621fe-e073-440a-a86a-ad5400a1e68f",
   "metadata": {},
   "outputs": [],
   "source": [
    "cross_tabulations = {}\n",
    "for i in range(len(categorical_columns)):\n",
    "    for j in range(i + 1, len(categorical_columns)):\n",
    "        col1 = categorical_columns[i]\n",
    "        col2 = categorical_columns[j]\n",
    "        cross_tab = pd.crosstab(data[col1], data[col2])\n",
    "        cross_tabulations[(col1, col2)] = cross_tab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "22cd9ebf-0718-46ed-a6ef-46981830a29a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_cross_tabulation(cross_tab, title, legend_title):\n",
    "    cross_tab.plot(kind='bar', stacked=True,figsize=(10, 6))\n",
    "    plt.title(title)\n",
    "    plt.xlabel(cross_tab.index.name)\n",
    "    plt.ylabel('Count')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend(title=legend_title, labels=cross_tab.columns)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8f52eeb3-ddf0-4fce-8f53-aae85e428704",
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_cross_tabs = [\n",
    "    (cross_tabulations[('today_compare_future_imagined', 'daydream_imagine')], \n",
    "     'Today Compare Future Imagined vs. Daydream Imagine', \n",
    "     'Daydream Levels'),\n",
    "    \n",
    "    (cross_tabulations[('today_compare_future_imagined', 'create_worlds_mind')], \n",
    "     'Today Compare Future Imagined vs. Create Worlds in Mind', \n",
    "     'Creation Frequency'),\n",
    "    \n",
    "    (cross_tabulations[('today_compare_future_imagined', 'stories_books_movies')], \n",
    "     'Today Compare Future Imagined vs. Stories, Books, Movies', \n",
    "     'Genres'),\n",
    "    \n",
    "    (cross_tabulations[('daydream_imagine', 'afraid_growing_up')], \n",
    "     'Daydream Imagine vs. Afraid of Growing Up', \n",
    "     'Fear of Growing Up'),\n",
    "    \n",
    "    (cross_tabulations[('create_worlds_mind', 'afraid_growing_up')], \n",
    "     'Create Worlds in Mind vs. Afraid of Growing Up', \n",
    "     'Fear of Growing Up'),\n",
    "    \n",
    "    (cross_tabulations[('tired_relax_way', 'afraid_growing_up')], \n",
    "     'Tired Relax Way vs. Afraid of Growing Up', \n",
    "     'Fear of Growing Up')\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "113876aa-6296-4ba9-954a-8af8901a4757",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cross_tab, title, legend_title in selected_cross_tabs:\n",
    "    plot_cross_tabulation(cross_tab, title, legend_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa524cf1-9dbd-4f81-b5d1-041584a8f3be",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Today Compare Future Imagined vs. Daydream Imagine:\n",
    "# The relationship suggests that those who see their present as different from their future are likely to engage more in daydreaming.\n",
    "# A higher daydream score is correlated with the perception of a \"Completely different\" future, indicating that imagination may be a response to anxiety about the future.\n",
    "\n",
    "# Today Compare Future Imagined vs. Create Worlds in Mind:\n",
    "# Indicates how the perception of the present influences the frequency of creating mental worlds.\n",
    "# Respondents perceiving their current situation as \"Completely different\" are more likely to frequently create mental worlds, suggesting that imagination serves as a coping mechanism.\n",
    "\n",
    "# Today Compare Future Imagined vs. Stories, Books, Movies\n",
    "# The relationship between imagined futures and preferred genres reveals how narratives may influence self-perception and future outlook.\n",
    "# Those who feel their present is \"Completely different\" are drawn to genres like Fantasy, indicating that such stories resonate with their experiences and aspirations.\n",
    "\n",
    "# Daydream Imagine vs. Afraid of Growing Up\n",
    "# Higher daydream scores correspond with increased fear of growing up, suggesting that imagination may amplify anxieties about the future.\n",
    "\n",
    "# Create Worlds in Mind vs. Afraid of Growing Up\n",
    "# What to find out the relationship underscores the potential role of creativity in processing fears about adulthood.\n",
    "# Frequent creators of mental worlds tend to express more fear about growing up, implying that their imagination may reflect their anxieties.\n",
    "\n",
    "# Tired Relax Way vs. Afraid of Growing Up\n",
    "# Watching TV as a relaxation method aligns with a higher incidence of fear about growing up, suggesting that passive forms of relaxation may not mitigate anxiety."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ed6ec9e1-edc4-4f62-ba13-eb4c56bcf3ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "additional_relationships = [\n",
    "    ('daydream_imagine', 'stories_books_movies', 'Daydream Imagine vs. Stories, Books, Movies'),\n",
    "    ('create_worlds_mind', 'movies_books_as_escape', 'Create Worlds in Mind vs. Movies/Books as Escape'),\n",
    "    ('tired_relax_way', 'create_worlds_mind', 'Tired Relax Way vs. Create Worlds in Mind'),\n",
    "    ('tired_relax_way', 'movies_books_as_escape', 'Tired Relax Way vs. Movies/Books as Escape')\n",
    "]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bb8d112c-a193-4b05-a0f3-5ba778296cf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACcXklEQVR4nOzddXQU5//28WuTEIEY7hCKU9y1FHd3KC4tLoUvUFq0OAXaIgWKtUBxaXErFIIF1+JuoUiCJiS5nz94sj9CggU2i7xf5+yBnZmd+exmstlrbxmLMcYIAAAAAAC8dQ72LgAAAAAAgA8VoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsA3pJmzZrJx8cnRo41Y8YMWSwWnTt3LkaO964cG++uTZs2yWKxaNOmTfYuJcb0799fFotF//33n71LAQC8wwjdAPACFovllW7vatAIDwXht1ixYsnHx0edOnXSnTt37F3eKxsxYoQsFov27dsXYbkxRnHjxpXFYtHZs2cjrHv06JFcXFzUsGHDmCw1xjVr1kwWi0Wenp56+PBhpPUnT560/vxHjRplhwrfrkOHDslisWjXrl2SIv+OxokTR1myZNH333+vBw8e2Lnad9uz7w/P3q5du2bvEgHgg+Bk7wIA4F32+++/R7j/22+/ad26dZGWZ86cWVOmTFFYWFhMlvfKJk6cKHd3d92/f18bNmzQzz//rL1792rr1q32Lu2VFC1aVJK0detW5cqVy7r8yJEjunPnjpycnOTr66s0adJY1/n5+Sk4ONj62A+Zk5OTHjx4oL/++kt169aNsG727NlydXXVo0ePbFrDZ599pocPH8rZ2dmmx1mxYoUSJUqkfPnyWZeVKVNGTZo0kSTdu3dPW7Zs0XfffacDBw5owYIFNq3nQxD+/vAsb2/vmC8GAD5AhG4AeIEvvvgiwv0dO3Zo3bp1kZa/qpCQEIWFhdk8mDyrdu3aSpAggSTpyy+/VP369TVv3jzt2rVL+fPnj9FaoiNv3rxydXXV1q1b1bFjR+tyX19fxY8fX3nz5tXWrVsj/FzCv1D4GEK3i4uLihQpoj/++CNS6J4zZ44qVaqkRYsW2bQGBwcHubq62vQYkrRy5UpVqFBBFovFuixDhgwRfvZfffWVgoODtXjxYj169ChG6nqfPf3+AAB4++heDgBvybNjus+dO2ft0jt27FilTZtWLi4uOnr0qCTp33//Ve3atRUvXjy5uroqb968+vPPPyPt98iRIypZsqTc3NyUIkUKff/992/col6sWDFJ0unTpyMs37lzp8qXLy8vLy/Fjh1bxYsXl6+v70v3t2zZMlWqVEnJkiWTi4uL0qZNq0GDBik0NNS6zbFjx+Tm5mZtkQy3detWOTo6qmfPns/dv7Ozs/LlyxepFl9fXxUqVEhFihSJcp23t7eyZs0qSRo1apQKFy6s+PHjy83NTXny5NHChQsjPKZ48eLKkSNHlDVkzJhR5cqVe26NlStX1ieffBLlukKFCilv3rzW++vWrVPRokXl7e0td3d3ZcyYUd98881z9/0qGjZsqFWrVkUYNuDn56eTJ08+t4v9mTNnVKdOHcWLF0+xY8dWwYIFtWLFCuv669evy8nJSQMGDIj02OPHj8tisWjcuHGSnj+m+1XOqbt376pLly7y8fGRi4uLEiVKpDJlymjv3r0Rtrtz5462bdumSpUqvfT1SJIkiSwWi5ycIrYvLFiwQHny5JGbm5sSJEigL774QpcvX470+I0bN6pYsWKKEyeOvL29Va1aNR07duylxz1//rzSpUunrFmz6vr165KedPGvVauWkiRJIldXV6VIkUL169dXQEDAC/e1ZcsW1alTR6lSpZKLi4tSpkyprl27RhpGcO3aNTVv3lwpUqSQi4uLkiZNqmrVqr3VeRd+/vlnffrpp4odO7bixo2rvHnzas6cORG2uXz5slq2bGl9H0iTJo3atm2r4OBgSdKtW7fUvXt3ZcuWTe7u7vL09FSFChV04MCBCPsJP5fmzZunb775RkmSJFGcOHFUtWpVXbx4MVJt0X3fAoCYQks3ANjY9OnT9ejRI7Vp00YuLi6KFy+ejhw5oiJFiih58uTq1auX4sSJo/nz56t69epatGiRatSoIenJh+kSJUooJCTEut3kyZPl5ub2RjWFfxiPGzeuddnGjRtVoUIF5cmTR/369ZODg4OmT5+ukiVLasuWLS9sEZ8xY4bc3d3VrVs3ubu7a+PGjerbt68CAwM1cuRISU+64A8aNEg9evRQ7dq1VbVqVd2/f1/NmjVTpkyZNHDgwBfWXLRoUW3ZskXnzp2zfrnh6+urVq1aKX/+/OrXr5/u3Lkjb29vGWO0bds2FSpUSA4OT75f/vHHH1W1alU1atRIwcHBmjt3rurUqaPly5dbQ1zjxo3VunVrHT582BrWpSfh9cSJE/r222+fW1+9evXUpEkT+fn5Rej6fP78ee3YscP6Ohw5ckSVK1dW9uzZNXDgQLm4uOjUqVNvHBJq1qypr776SosXL1aLFi0kPWnlzpQpk3Lnzh1p++vXr6tw4cJ68OCBOnXqpPjx42vmzJmqWrWqFi5cqBo1aihx4sQqXry45s+fr379+kV4/Lx58+To6Kg6deo8t6ZXPae++uorLVy4UB06dFCWLFl08+ZNbd26VceOHYtQ+5o1a2SxWFS2bNkIx3n06JF1MrP79+/L19dXM2fOVMOGDSOE7hkzZqh58+bKly+fhg4dquvXr+vHH3+Ur6+v9u3bZ+1OvX79elWoUEGffPKJ+vfvr4cPH+rnn39WkSJFtHfv3udOmHj69GmVLFlS8eLF07p165QgQQIFBwerXLlyCgoKUseOHZUkSRJdvnxZy5cv1507d+Tl5fXc12/BggV68OCB2rZtq/jx42vXrl36+eefdenSpQjd5mvVqqUjR46oY8eO8vHxkb+/v9atW6cLFy680uSOt27dirTMycnJ+npMmTJFnTp1Uu3atdW5c2c9evRIBw8e1M6dO61f6Fy5ckX58+fXnTt31KZNG2XKlEmXL1/WwoUL9eDBAzk7O+vMmTNaunSp6tSpozRp0uj69euaNGmSihcvrqNHjypZsmQRahg8eLAsFot69uwpf39/jR07VqVLl9b+/fut74Fv8r4FADHGAABeWfv27c3z3jqbNm1qUqdObb1/9uxZI8l4enoaf3//CNuWKlXKZMuWzTx69Mi6LCwszBQuXNikT5/euqxLly5Gktm5c6d1mb+/v/Hy8jKSzNmzZ19Yb79+/Ywkc/z4cXPjxg1z7tw5M23aNOPm5mYSJkxo7t+/bz12+vTpTbly5UxYWJj18Q8ePDBp0qQxZcqUsS6bPn16pGM/ePAg0rG//PJLEzt27AjPMTQ01BQtWtQkTpzY/Pfff6Z9+/bGycnJ+Pn5vfB5GGPMihUrjCTz+++/G2OMuXr1qpFkNm/ebO7evWscHR3NihUrjDHGHD582EgygwcPfm6NwcHBJmvWrKZkyZLWZXfu3DGurq6mZ8+eEbbt1KmTiRMnjrl3795z6wsICDAuLi7m66+/jrB8xIgRxmKxmPPnzxtjjBkzZoyRZG7cuPHS5/wqmjZtauLEiWOMMaZ27dqmVKlSxpgnr3WSJEnMgAEDrOfiyJEjrY8LP7e2bNliXXb37l2TJk0a4+PjY0JDQ40xxkyaNMlIMocOHYpw3CxZskR47f7++28jyfz999/GmNc7p7y8vEz79u1f+lwbN25sihcvHmGZpChv1atXj3DuBQcHm0SJEpmsWbOahw8fWpcvX77cSDJ9+/a1LsuZM6dJlCiRuXnzpnXZgQMHjIODg2nSpIl1Wfjv140bN8yxY8dMsmTJTL58+cytW7es2+zbt89IMgsWLHjp83tWVL9XQ4cOjXA+3b59O9LP9lWF1x/VLWPGjNbtqlWrZj799NMX7qtJkybGwcEhyt/l8J//o0ePrOdVuLNnzxoXFxczcOBA67Lwcyl58uQmMDDQunz+/PlGkvnxxx+t+33VcwwA7Inu5QBgY7Vq1VLChAmt92/duqWNGzeqbt26unv3rv777z/9999/unnzpsqVK6eTJ09au7uuXLlSBQsWjNBakzBhQjVq1Oi1asiYMaMSJkwoHx8ftWjRQunSpdOqVasUO3ZsSdL+/fut3ZBv3rxpren+/fsqVaqU/vnnnxd2aX+65T38ORUrVkwPHjzQv//+a13n4OCgGTNm6N69e6pQoYImTJig3r17R+h6/TyFCxeWg4ODday2r6+vYsWKpXz58snd3V3Zs2e3thaH//v0eO6na7x9+7YCAgJUrFixCF2Yvby8VK1aNf3xxx8yxkiSQkNDNW/ePFWvXl1x4sR5bn3hXWXnz59vfaz0pEW4YMGCSpUqlaT/m5xq2bJlb33ivYYNG2rTpk26du2aNm7cqGvXrj23a/nKlSuVP3/+CK+Ru7u72rRpo3PnzlmHQdSsWVNOTk6aN2+edbvDhw/r6NGjqlev3nNreZ1zytvbWzt37tSVK1eeu7+wsDCtXr06yq7l1apV07p167Ru3TotW7ZMvXv31urVq9WwYUPrz2L37t3y9/dXu3btIozxrlSpkjJlymTtVn/16lXt379fzZo1U7x48azbZc+eXWXKlNHKlSsjHf/w4cMqXry4fHx8tH79+gg9SMJbstesWfPas6k/fc7ev39f//33nwoXLixjjHUmfzc3Nzk7O2vTpk26ffv2a+0/3KJFi6yvX/ht+vTp1vXe3t66dOmS/Pz8onx8WFiYli5dqipVqkT5uxw+/t7FxcXa8yQ0NFQ3b960Dq94diiBJDVp0kQeHh7W+7Vr11bSpEmtP4M3fd8CgBhj38wPAO+X6LR0P92CY4wxO3fufG7rUvht7969xhhjXFxcTOPGjSMd68cff3ytlu5FixaZdevWmTlz5piCBQuaxIkTmyNHjli3mzdv3ktrCm+9i6ql+/Dhw6Z69erG09Mz0uM2b94cqa6RI0caSSZr1qwmODj4hc/hadmyZTNZs2Y1xhjTtWtXkz9/fuu69u3bW1tBmzRpYpydnSO0aP7111+mQIECxsXFJUJ9FoslwjHCW9TD6169erWRZFavXv3S+v744w8jyfj6+hpjjDl16pSRZMaOHWvd5sGDB6ZIkSJGkkmQIIGpV6+emTdvXqQWwFf1dEv3o0ePjLe3txk7dqxp1qyZyZcvnzHGRNnS/bxza+nSpUaSWb58uXVZuXLlTIYMGaz3v/32W+Pk5BShtf7Zlu7XOafmzZtnXF1djYODg8mXL5/p16+fOX36dIS6duzYYSRFOG+NedLSHVUr+ahRo4wk8+effxpj/u9ns2HDhkjbVq9e3SRIkMAYY8z27duNJDN16tRI24X3Dgjv8RD+++Xu7m7Spk1r7t69G+kxxhjTrVs3I8m4ubmZsmXLmnHjxpk7d+5Eue3Tzp8/b5o2bWrixo0b6bWbOXOmdbsxY8YYBwcHEytWLFOsWDEzfPhwc/Xq1Zfu/+mW+hc5evSoSZ48uZFk0qVLZ9q1a2e2bt1qXX/t2jUjyfTp0+eF+wkNDTWjR4826dKlM46OjhGeT4kSJazbhZ9L06ZNi7SPYsWKWVvhX+ccAwB7Ykw3ANjYs+Ovw1teunfv/tyJudKlS/dWa/jss8+ssxNXqVJF2bJlU6NGjbRnzx45ODhYaxo5cqRy5swZ5T6iuqSQ9GRyq+LFi8vT01MDBw5U2rRp5erqqr1796pnz55RtjStXbtW0pNxoDdv3lSSJEle6XkULVpUv/zyi+7cuSNfX18VLlzYuq5w4cKaNm2aHj9+rK1btypPnjzWFs0tW7aoatWq+uyzzzRhwgQlTZpUsWLF0vTp0yNNBlWuXDklTpxYs2bN0meffaZZs2YpSZIkKl269Evrq1KlimLHjq358+ercOHCmj9/vhwcHCKMe3Zzc9M///yjv//+WytWrNDq1as1b948lSxZUmvXrpWjo+MrvRZRcXFxUc2aNTVz5kydOXNG/fv3j/a+nla/fn01b95c+/fvV86cOTV//nyVKlXqhTNev845VbduXRUrVkxLlizR2rVrNXLkSA0fPlyLFy9WhQoVJD1pmffx8VGWLFleqeZSpUpJkv755x9VqVLlVZ9qtNSqVUszZ87U7Nmz9eWXX0Za/8MPP6hZs2ZatmyZ1q5dq06dOmno0KHasWOHUqRIEeU+Q0NDVaZMGd26dUs9e/ZUpkyZFCdOHF2+fFnNmjWL8HvVpUsXValSRUuXLtWaNWv03XffaejQodq4cWOES+xFV+bMmXX8+HEtX75cq1ev1qJFizRhwgT17ds3ykn2nmfIkCH67rvv1KJFCw0aNEjx4sWTg4ODunTpEq0W6Td53wKAGGXv1A8A75PotHQ/O9by+vXrRpLp3bv3S4+XIUMGU7BgwUjL27Vr91ot3c+2ZIW3Vv/xxx/GGGN27dplJJlJkya9tKZnW7qXLFkSZYv25MmTI7R8hps4caJ1vLW7u7upWrXqS48Zbvbs2dbxsbFixYowTjb89Q6vp0ePHtZ1nTt3Nm5ubhHG+BpjTMOGDaP8eXbt2tXEjRvX3Lp1y7i7u5uuXbu+co1169Y1yZIlM6GhoSZHjhyRxiBHZfDgwUaSWbdu3SsfJ9zTLd3GGLN+/XojyTg4OFhbO6M6FzNkyBChp0C4YcOGRRrDffv2bePs7Gx69eplHaM8ffr0CI97tqX7dc6pZ12/ft0kT57cFClSxLosT548pl27dpG21XNauv38/Iwk89VXXxljjNm2bZuRZCZMmBBp28yZM5s8efIYY4y5cuWKkWT+97//RdqufPny1hZxY/7v98vf39+0bNnSODg4mNmzZ7/0+fn6+r60ZTj8dX66RdsYY9auXRvl6/+0EydOmNixY5tGjRq9sI5Xbel+VlBQkKlUqZJxdHQ0Dx8+NKGhocbT09NUq1bthY/LkSNHhBbtcMmTJ4/wexJ+Lj37HhkWFmaSJk1qypUrZ4x5s3MMAGISY7oBIIYlSpRIn3/+uSZNmqSrV69GWn/jxg3r/ytWrKgdO3Zo165dEdbPnj37jWpo1KiRUqRIoeHDh0uS8uTJo7Rp02rUqFG6d+/eC2t6VnjLrHlqHHNwcLAmTJgQaduzZ8+qR48eqlWrlr755huNGjVKf/75p3777bdXqjt8/PHo0aP1+PHjCC3dPj4+Spo0qUaMGBFh2/AaLRZLhEuYnTt3TkuXLo3yOI0bN9bt27f15Zdf6t69e691XfZ69erpypUr+vXXX3XgwIFI456jmik6vJUuKCjIuuzff//VhQsXXvm44UqUKKFBgwZp3LhxL+xBULFiRe3atUvbt2+3Lrt//74mT54cqUXZ29tb5cqV0/z58zV37lw5OzurevXqL6zjVc+p0NDQSJfOSpQokZIlS2Z9Pa5fv669e/e+0qXCwv3111+SZL0EXN68eZUoUSL98ssvEV7nVatW6dixY9Z9J02aVDlz5tTMmTMjXH7t8OHDWrt2rSpWrBjpWBaLRZMnT1bt2rXVtGnTCJf+CwwMVEhISITts2XLJgcHhwh1PCuq3ytjjH788ccI2z148ECPHj2KsCxt2rTy8PB44f5fx82bNyPcd3Z2VpYsWWSM0ePHj+Xg4KDq1avrr7/+0u7duyM9Pvw5ODo6Rng+0pMZ2qO6ZJsk/fbbb7p79671/sKFC3X16lVr74c3ed8CgJhE93IAsIPx48eraNGiypYtm1q3bq1PPvlE169f1/bt23Xp0iXrdWv/97//6ffff1f58uXVuXNn6yXDUqdOrYMHD0b7+LFixVLnzp3Vo0cPrV69WuXLl9evv/6qChUq6NNPP1Xz5s2VPHlyXb58WX///bc8PT2tIeZZhQsXVty4cdW0aVN16tRJFotFv//+e6QP18YYtWjRQm5ubpo4caIk6csvv9SiRYvUuXNnlS5dOtIlg56VKlUqpUyZUtu3b5ePj0+k7QsXLqxFixbJYrGoSJEi1uWVKlXS6NGjVb58eTVs2FD+/v4aP3680qVLF+XrmCtXLmXNmlULFixQ5syZo7zk1vNUrFhRHh4e6t69uxwdHVWrVq0I6wcOHKh//vlHlSpVUurUqeXv768JEyYoRYoUEb4oyJw5s4oXLx7putcv4+Dg8MJLm4Xr1auX/vjjD1WoUEGdOnVSvHjxNHPmTJ09e1aLFi2yTngVrl69evriiy80YcIElStXzjoh3IvqeJVz6u7du0qRIoVq166tHDlyyN3dXevXr5efn59++OEHSU+6lru6uqpEiRJRHuvEiROaNWuWpCchdMeOHZo5c6bSpUunxo0bS3pyzg8fPlzNmzdX8eLF1aBBA+slw3x8fNS1a1fr/kaOHKkKFSqoUKFCatmypfWSYV5eXs/tsu/g4KBZs2apevXqqlu3rlauXKmSJUtq48aN6tChg+rUqaMMGTIoJCREv//+e5TnxtMyZcqktGnTqnv37rp8+bI8PT21aNGiSJOlnThxQqVKlVLdunWVJUsWOTk5acmSJbp+/brq16//wp9RuIULF0bZDbtMmTJKnDixypYtqyRJkqhIkSJKnDixjh07pnHjxqlSpUrWic6GDBmitWvXqnjx4mrTpo0yZ86sq1evasGCBdq6dau8vb1VuXJlDRw4UM2bN1fhwoV16NAhzZ49+7nXt48XL56KFi2q5s2b6/r16xo7dqzSpUun1q1bW1/z6L5vAUCMsl8jOwC8f95G9/Jwp0+fNk2aNDFJkiQxsWLFMsmTJzeVK1c2CxcujLDdwYMHTfHixY2rq6tJnjy5GTRokJk6deobdS835sklrry8vCJ069y3b5+pWbOmiR8/vnFxcTGpU6c2devWjTD5VFQTqfn6+pqCBQsaNzc3kyxZMvO///3PrFmzJkJ34/DJ3xYtWhShjgsXLhhPT09TsWLFFz6XcA0aNDCSTMOGDSOtGz16tJFkMmfOHGnd1KlTTfr06Y2Li4vJlCmTmT59uvX1icqIESOMJDNkyJBXqutpjRo1MpJM6dKlI63bsGGDqVatmkmWLJlxdnY2yZIlMw0aNDAnTpyIsJ2kV+qa/mz38qg871w8ffq0qV27tvH29jaurq4mf/78ESZQe1pgYKBxc3MzksysWbMirX+2e3m4l51TQUFBpkePHiZHjhzGw8PDxIkTx+TIkSNCN/DatWs/9/zQMxNnOTo6mhQpUpg2bdqY69evR9p+3rx5JleuXMbFxcXEixfPNGrUyFy6dCnSduvXrzdFihQxbm5uxtPT01SpUsUcPXo0wjZR/X49ePDAFC9e3Li7u5sdO3aYM2fOmBYtWpi0adMaV1dXEy9ePFOiRAmzfv36KJ/P044ePWpKly5t3N3dTYIECUzr1q3NgQMHInQvD7/0XqZMmUycOHGMl5eXKVCggJk/f/5L9/+iS4Y9/bOcNGmS+eyzz6w/w7Rp05oePXqYgICACPs7f/68adKkiUmYMKFxcXExn3zyiWnfvr0JCgoyxjyZ6O/rr782SZMmNW5ubqZIkSJm+/btpnjx4lF2L//jjz9M7969TaJEiYybm5upVKmS9VJpT3uV9y0AsCeLMc80RQAAAP3444/q2rWrzp07Z73cF2JeSEiI4sePr6FDh6pdu3b2LgcxYNOmTSpRooQWLFig2rVr27scAHhjjOkGAOAZxhhNnTpVxYsXJ3Db2a1bt9S1a1fVqFHD3qUAABAtjOkGAOD/u3//vv7880/9/fffOnTokJYtW2bvkj56iRIlemuXPgMAwB4I3QAA/H83btxQw4YN5e3trW+++UZVq1a1d0kAAOA9x5huAAAAAABshDHdAAAAAADYCKEbAAAAAAAbea/HdIeFhenKlSvy8PCQxWKxdzkAAAAAgI+EMUZ3795VsmTJ5ODw/Pbs9zp0X7lyRSlTprR3GQAAAACAj9TFixeVIkWK565/r0O3h4eHpCdP0tPT087VAAAAAAA+FoGBgUqZMqU1lz7Pex26w7uUe3p6EroBAAAAADHuZUOdmUgNAAAAAAAbIXQDAAAAAGAjhG4AAAAAAGzkvR7TDQAAAMB+QkND9fjxY3uXAdhErFix5Ojo+Mb7IXQDAAAAeC3GGF27dk137tyxdymATXl7eytJkiQvnSztRQjdAAAAAF5LeOBOlCiRYseO/UaBBHgXGWP04MED+fv7S5KSJk0a7X0RugEAAAC8stDQUGvgjh8/vr3LAWzGzc1NkuTv769EiRJFu6s5E6kBAAAAeGXhY7hjx45t50oA2ws/z99k7gJCNwAAAIDXRpdyfAzexnlO6AYAAAAAwEYI3QAAAADea/3791fOnDlj5FgWi0VLly616THOnTsni8Wi/fv32/Q4iBmEbgAAAADvte7du2vDhg32LgOIkl1Dd2hoqL777julSZNGbm5uSps2rQYNGiRjjD3LAgAAAPAecXd3ZyZ1vLPsGrqHDx+uiRMnaty4cTp27JiGDx+uESNG6Oeff7ZnWQAAAACi6fPPP1fHjh3VpUsXxY0bV4kTJ9aUKVN0//59NW/eXB4eHkqXLp1WrVplfczmzZuVP39+ubi4KGnSpOrVq5dCQkIkSZMnT1ayZMkUFhYW4TjVqlVTixYtJEXdvfzXX39V5syZ5erqqkyZMmnChAnWdcHBwerQoYOSJk0qV1dXpU6dWkOHDn3l53j16lVVqFBBbm5u+uSTT7Rw4cII6w8dOqSSJUvKzc1N8ePHV5s2bXTv3j3r+rCwMA0cOFApUqSQi4uLcubMqdWrVz/3eKGhoWrRooUyZcqkCxcuyBij/v37K1WqVHJxcVGyZMnUqVOnV6r9999/V968eeXh4aEkSZKoYcOG1mtRS9Lt27fVqFEjJUyYUG5ubkqfPr2mT5/+Svu+ePGi6tatK29vb8WLF0/VqlXTuXPnrOs3bdqk/PnzK06cOPL29laRIkV0/vx56/q//vpL+fLlk6urqxIkSKAaNWq8ct2bNm2SxWLRihUrlD17drm6uqpgwYI6fPhwhBq3bt2qYsWKyc3NTSlTplSnTp10//79V3p+0WXX0L1t2zZVq1ZNlSpVko+Pj2rXrq2yZctq165d9iwLAAAAwBuYOXOmEiRIoF27dqljx45q27at6tSpo8KFC2vv3r0qW7asGjdurAcPHujy5cuqWLGi8uXLpwMHDmjixImaOnWqvv/+e0lSnTp1dPPmTf3999/W/d+6dUurV69Wo0aNojz+7Nmz1bdvXw0ePFjHjh3TkCFD9N1332nmzJmSpJ9++kl//vmn5s+fr+PHj2v27Nny8fF55ef33XffqVatWjpw4IAaNWqk+vXr69ixY5Kk+/fvq1y5coobN678/Py0YMECrV+/Xh06dLA+/scff9QPP/ygUaNG6eDBgypXrpyqVq2qkydPRjpWUFCQ6tSpo/3792vLli1KlSqVFi1apDFjxmjSpEk6efKkli5dqmzZsr1S7Y8fP9agQYN04MABLV26VOfOnVOzZs0iPLejR49q1apVOnbsmCZOnKgECRK80n7LlSsnDw8PbdmyRb6+vnJ3d1f58uUVHByskJAQVa9eXcWLF9fBgwe1fft2tWnTxjo7+IoVK1SjRg1VrFhR+/bt04YNG5Q/f/5Xrjtcjx499MMPP8jPz08JEyZUlSpVrJf7On36tMqXL69atWrp4MGDmjdvnrZu3RrhZ2MTxo4GDx5sUqdObY4fP26MMWb//v0mUaJEZtasWVFu/+jRIxMQEGC9Xbx40UgyAQEBMVk2AAAA8NF6+PChOXr0qHn48GGU64sXL26KFi1qvR8SEmLixIljGjdubF129epVI8ls377dfPPNNyZjxowmLCzMun78+PHG3d3dhIaGGmOMqVatmmnRooV1/aRJk0yyZMms6/v162dy5MhhXZ82bVozZ86cCHUNGjTIFCpUyBhjTMeOHU3JkiUjHPNVSTJfffVVhGUFChQwbdu2NcYYM3nyZBM3blxz79496/oVK1YYBwcHc+3aNWOMMcmSJTODBw+OsI98+fKZdu3aGWOMOXv2rJFktmzZYkqVKmWKFi1q7ty5Y932hx9+MBkyZDDBwcGvXf+z/Pz8jCRz9+5dY4wxVapUMc2bN3/t/fz++++Rfo5BQUHGzc3NrFmzxty8edNIMps2bYry8YUKFTKNGjWKdt1///23kWTmzp1r3ebmzZvGzc3NzJs3zxhjTMuWLU2bNm0i7GfLli3GwcHhuefzi873gICAV8qjTraN9C/Wq1cvBQYGKlOmTHJ0dFRoaKgGDx783G+shg4dqgEDBsRwlQAAwC76e9m7gvdT/wB7VwAoe/bs1v87Ojoqfvz4EVpiEydOLEny9/fXsWPHVKhQoQjXQy5SpIju3bunS5cuKVWqVGrUqJFat26tCRMmyMXFRbNnz1b9+vXl4BC54+79+/d1+vRptWzZUq1bt7YuDwkJkZfXk/eVZs2aqUyZMsqYMaPKly+vypUrq2zZsq/8/AoVKhTpfvhM48eOHVOOHDkUJ06cCM8nLCxMx48fl5ubm65cuaIiRYpE2EeRIkV04MCBCMsaNGigFClSaOPGjXJzc7Mur1OnjsaOHatPPvlE5cuXV8WKFVWlShU5Ob083u3Zs0f9+/fXgQMHdPv2bWu3/QsXLihLlixq27atatWqZe2RUL16dRUuXPil+z1w4IBOnTolDw+PCMsfPXqk06dPq2zZsmrWrJnKlSunMmXKqHTp0qpbt66SJk0qSdq/f3+En9fr1h3u6Z9NvHjxlDFjRmsvhAMHDujgwYOaPXu2dRtjjMLCwnT27Fllzpz5pc8zOuzavXz+/PmaPXu25syZo71792rmzJkaNWqUtdvHs3r37q2AgADr7eLFizFcMQAAAICXiRUrVoT7FoslwrLwgP3sOO3nqVKliowxWrFihS5evKgtW7Y8t6EufOz0lClTtH//fuvt8OHD2rFjhyQpd+7cOnv2rAYNGqSHDx+qbt26ql279ms/T1urWLGitSv201KmTKnjx49rwoQJcnNzU7t27fTZZ59Zu1E/T3jXd09PT82ePVt+fn5asmSJpCfj3CWpQoUKOn/+vLp27aorV66oVKlS6t69+0trvXfvnvLkyRPhNd+/f79OnDihhg0bSpKmT5+u7du3q3Dhwpo3b54yZMhg/Zk8/aVCdOp+Fffu3dOXX34Zob4DBw7o5MmTSps27Svv53XZtaW7R48e6tWrl+rXry9JypYtm86fP6+hQ4eqadOmkbZ3cXGRi4tLTJcJAAAAwEYyZ86sRYsWyRhjDeO+vr7y8PBQihQpJEmurq6qWbOmZs+erVOnTiljxozKnTt3lPtLnDixkiVLpjNnzjw3mEuSp6en6tWrp3r16ql27doqX768bt26pXjx4r205h07dqhJkyYR7ufKlcv6fGbMmKH79+9bW7t9fX3l4OCgjBkzytPTU8mSJZOvr6+KFy9u3Yevr2+EMcyS1LZtW2XNmlVVq1bVihUrImzv5uamKlWqqEqVKmrfvr0yZcqkQ4cOPfd1kaR///1XN2/e1LBhw5QyZUpJ0u7duyNtlzBhQjVt2lRNmzZVsWLF1KNHD40aNeqFr0nu3Lk1b948JUqUSJ6ens/dLleuXMqVK5d69+6tQoUKac6cOSpYsKCyZ8+uDRs2qHnz5tGuW3rys0iVKpWkJ5PCnThxwtqCnTt3bh09elTp0qV74XN52+wauh88eBCpS4ijo+Mrf+MFAAAA4P3Wrl07jR07Vh07dlSHDh10/Phx9evXT926dYuQFRo1aqTKlSvryJEj+uKLL164zwEDBqhTp07y8vJS+fLlFRQUpN27d+v27dvq1q2bRo8eraRJkypXrlxycHDQggULlCRJEnl7e79SzQsWLFDevHlVtGhRzZ49W7t27dLUqVOtdfbr109NmzZV//79dePGDXXs2FGNGze2dqvv0aOH+vXrp7Rp0ypnzpyaPn269u/fH6Hbc7iOHTsqNDRUlStX1qpVq1S0aFHNmDFDoaGhKlCggGLHjq1Zs2bJzc1NqVOnfmHdqVKlkrOzs37++Wd99dVXOnz4sAYNGhRhm759+ypPnjz69NNPFRQUpOXLl79St+tGjRpp5MiRqlatmnVm9vPnz2vx4sX63//+p8ePH2vy5MmqWrWqkiVLpuPHj+vkyZPWLy/69eunUqVKKW3atKpfv75CQkK0cuVK9ezZ85XqDjdw4EDFjx9fiRMnVp8+fZQgQQJVr15dktSzZ08VLFhQHTp0UKtWrRQnThwdPXpU69at07hx4176HKPLrqG7SpUqGjx4sFKlSqVPP/1U+/bt0+jRo61T/wMAAAD4sCVPnlwrV65Ujx49lCNHDsWLF08tW7bUt99+G2G7kiVLKl68eDp+/Li1u/LztGrVSrFjx9bIkSPVo0cPxYkTR9myZVOXLl0kSR4eHhoxYoROnjwpR0dH5cuXTytXroxyjHhUBgwYoLlz56pdu3ZKmjSp/vjjD+u44tixY2vNmjXq3Lmz8uXLp9ixY6tWrVoaPXq09fGdOnVSQECAvv76a/n7+ytLliz6888/lT59+iiP16VLF4WFhalixYpavXq1vL29NWzYMHXr1k2hoaHKli2b/vrrr5deqzxhwoSaMWOGvvnmG/3000/KnTu3Ro0apapVq1q3cXZ2Vu/evXXu3Dm5ubmpWLFimjt37ktfk9ixY+uff/5Rz549VbNmTd29e1fJkydXqVKl5OnpqYcPH+rff//VzJkzdfPmTSVNmlTt27fXl19+KenJpeYWLFigQYMGadiwYfL09NRnn332ynWHGzZsmDp37qyTJ08qZ86c+uuvv+Ts7CzpyVwDmzdvVp8+fVSsWDEZY5Q2bVrVq1fvpc/vTViMMcamR3iBu3fv6rvvvtOSJUvk7++vZMmSqUGDBurbt6/1hXmRwMBAeXl5KSAg4IVdGAAAwHuIidSih4nUYGOPHj3S2bNnlSZNGrm6utq7HEDSk+t0lyhRQrdv337lHguv4kXn+6vmUbu2dHt4eGjs2LEaO3asPcsAAAAAAMAm7Dp7OQAAAAC8K2bPni13d/cob59++qm9y3upLVu2PLd+d3f3N9r3kCFDnrvfChUqvKVn8GGya0s3AAAAALwrqlatqgIFCkS57tnLoL2L8ubNa71e+Nv21VdfqW7dulGue9HlvmLK559/LjuOnH4hQjcAAAAA6MnwVw8PD3uXEW1ubm42uxxWvHjxXulyaoiM7uUAAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAOAjYbFYtHTpUnuX8VHhkmEAAAAA3lk+vVbE2LHODav02o+5ceOG+vbtqxUrVuj69euKGzeucuTIob59+6pIkSI2qPLV9O/fX0uXLo103e6rV68qbty49inqI0XoBgAAAIBoqlWrloKDgzVz5kx98sknun79ujZs2KCbN2/au7QoJUmSxN4lfHToXg4AAAAA0XDnzh1t2bJFw4cPV4kSJZQ6dWrlz59fvXv3VtWqVSVJFy5cULVq1eTu7i5PT0/VrVtX169ft+6jf//+ypkzp6ZNm6ZUqVLJ3d1d7dq1U2hoqEaMGKEkSZIoUaJEGjx4cKRjt2rVSgkTJpSnp6dKliypAwcOSJJmzJihAQMG6MCBA7JYLLJYLJoxY4akiN3Lz507J4vFovnz56tYsWJyc3NTvnz5dOLECfn5+Slv3rxyd3dXhQoVdOPGjQjH//XXX5U5c2a5uroqU6ZMmjBhgnVdcHCwOnTooKRJk8rV1VWpU6fW0KFD3/bL/96gpRsAAAAAosHd3V3u7u5aunSpChYsKBcXlwjrw8LCrIF78+bNCgkJUfv27VWvXj1t2rTJut3p06e1atUqrV69WqdPn1bt2rV15swZZciQQZs3b9a2bdvUokULlS5dWgUKFJAk1alTR25ublq1apW8vLw0adIklSpVSidOnFC9evV0+PBhrV69WuvXr5ckeXl5Pfd59OvXT2PHjlWqVKnUokULNWzYUB4eHvrxxx8VO3Zs1a1bV3379tXEiRMlSbNnz1bfvn01btw45cqVS/v27VPr1q0VJ04cNW3aVD/99JP+/PNPzZ8/X6lSpdLFixd18eLFt/zqvz8I3QAAAAAQDU5OTpoxY4Zat26tX375Rblz51bx4sVVv359Zc+eXRs2bNChQ4d09uxZpUyZUpL022+/6dNPP5Wfn5/y5csn6Uk4nzZtmjw8PJQlSxaVKFFCx48f18qVK+Xg4KCMGTNq+PDh+vvvv1WgQAFt3bpVu3btkr+/vzXojxo1SkuXLtXChQvVpk0bubu7y8nJ6ZW6k3fv3l3lypWTJHXu3FkNGjTQhg0brGPSW7ZsaW0pl56E9B9++EE1a9aUJKVJk0ZHjx7VpEmT1LRpU124cEHp06dX0aJFZbFYlDp16rf2mr+P6F4OAAAAANFUq1YtXblyRX/++afKly+vTZs2KXfu3JoxY4aOHTumlClTWgO3JGXJkkXe3t46duyYdZmPj488PDys9xMnTqwsWbLIwcEhwjJ/f39J0oEDB3Tv3j3Fjx/f2tru7u6us2fP6vTp06/9HLJnzx7hOJKULVu2KI99//59nT59Wi1btoxw7O+//9567GbNmmn//v3KmDGjOnXqpLVr1752TR8SWroBAAAA4A24urqqTJkyKlOmjL777ju1atVK/fr109dff/1Kj48VK1aE+xaLJcplYWFhkqR79+4padKkEbqoh/P29n7t+p8+lsViiXLZ08eWpClTpli7uodzdHSUJOXOnVtnz57VqlWrtH79etWtW1elS5fWwoULX7u2DwGhGwAAAADeoixZsmjp0qXKnDmzdTxzeGv30aNHdefOHWXJkiXa+8+dO7euXbsmJycn+fj4RLmNs7OzQkNDo32M50mcOLGSJUumM2fOqFGjRs/dztPTU/Xq1VO9evVUu3ZtlS9fXrdu3VK8ePHeek3vOkI3AAAAAETDzZs3VadOHbVo0ULZs2eXh4eHdu/erREjRqhatWoqXbq0smXLpkaNGmns2LEKCQlRu3btVLx4ceXNmzfaxy1durQKFSqk6tWra8SIEcqQIYOuXLmiFStWqEaNGsqbN698fHx09uxZ7d+/XylSpJCHh0ekid6ia8CAAerUqZO8vLxUvnx5BQUFaffu3bp9+7a6deum0aNHK2nSpMqVK5ccHBy0YMECJUmSJFqt8B8CQjcAAAAARIO7u7sKFCigMWPG6PTp03r8+LFSpkyp1q1b65tvvpHFYtGyZcvUsWNHffbZZ3JwcFD58uX1888/v9FxLRaLVq5cqT59+qh58+a6ceOGkiRJos8++8w6JrtWrVpavHixSpQooTt37mj69Olq1qzZW3jWUqtWrRQ7dmyNHDlSPXr0UJw4cZQtWzZ16dJFkuTh4aERI0bo5MmTcnR0VL58+ayTwn2MLMYYY+8ioiswMFBeXl4KCAiQp6envcsBAABvU//nX94GL9A/wN4V4AP36NEjnT17VmnSpJGrq6u9ywFs6kXn+6vm0Y/zqwYAAAAAAGIAoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAPgA+Pj4aO3bsaz1m8uTJSpkypRwcHDR27Fj1799fOXPmtPlxo2KxWLR06dI33s+7xsneBQAAAADAc/X3isFjBbzypsYYlSlTRo6OjlqzZk2EdRMmTNA333yjw4cPK0WKFG+7yrcmMDBQHTp00OjRo1WrVi15eXkpLCxMHTt2fK39+Pn5KU6cONb7FotFS5YsUfXq1d9yxe8nWroBAAAA4DVZLBZNnz5dO3fu1KRJk6zLz549q//973/6+eef3+nALUkXLlzQ48ePValSJSVNmlSxY8eWu7u74seP/1r7SZgwoWLHjm2jKt9/hG4AAAAAiIaUKVPqxx9/VPfu3XX27FkZY9SyZUuVLVtWuXLlUoUKFeTu7q7EiROrcePG+u+//6yPXbhwobJlyyY3NzfFjx9fpUuX1v3791/52P7+/qpSpYrc3NyUJk0azZ49O9I2d+7cUatWrZQwYUJ5enqqZMmSOnDggCRpxowZypYtmyTpk08+kcVi0blz5yJ1L2/WrJmqV6+uUaNGKWnSpIofP77at2+vx48fW7d5unu5j4+PJKlGjRqyWCzW+5K0bNky5c6dW66urvrkk080YMAAhYSERPn8SpYsqQ4dOkRYduPGDTk7O2vDhg2v/Dq9CwjdAAAAABBNTZs2ValSpdSiRQuNGzdOhw8f1qRJk1SyZEnlypVLu3fv1urVq3X9+nXVrVtXknT16lU1aNBALVq00LFjx7Rp0ybVrFlTxphXPm6zZs108eJF/f3331q4cKEmTJggf3//CNvUqVNH/v7+WrVqlfbs2aPcuXOrVKlSunXrlurVq6f169dLknbt2qWrV68qZcqUUR7r77//1unTp/X3339r5syZmjFjhmbMmBHltn5+fpKk6dOn6+rVq9b7W7ZsUZMmTdS5c2cdPXpUkyZN0owZMzR48OAo99OqVSvNmTNHQUFB1mWzZs1S8uTJVbJkyVd+nd4FjOkGAAAAgDcwefJkffrpp/rnn3+0aNEiTZo0Sbly5dKQIUOs20ybNk0pU6bUiRMndO/ePYWEhKhmzZpKnTq1JFlbnV/FiRMntGrVKu3atUv58uWTJE2dOlWZM2e2brN161bt2rVL/v7+cnFxkSSNGjVKS5cu1cKFC9WmTRtrN/KECRMqSZIkzz1e3LhxNW7cODk6OipTpkyqVKmSNmzYoNatW0faNmHChJIkb2/vCPscMGCAevXqpaZNm0p60ro+aNAg/e9//1O/fv0i7admzZrq0KGDli1bZv2yYsaMGWrWrJksFssrv1bvAru2dPv4+MhisUS6tW/f3p5lAQAAAMArS5Qokb788ktlzpxZ1atX14EDB/T333/L3d3desuUKZMk6fTp08qRI4dKlSqlbNmyqU6dOpoyZYpu3779ysc7duyYnJyclCdPHuuyTJkyydvb23r/wIEDunfvnuLHjx+hjrNnz+r06dOv9fw+/fRTOTo6Wu8nTZo0Uqv6yxw4cEADBw6MUEvr1q119epVPXjwINL2rq6uaty4saZNmyZJ2rt3rw4fPqxmzZq91nHfBXZt6fbz81NoaKj1/uHDh1WmTBnVqVPHjlUBAAAAwOtxcnKSk9OTeHXv3j1VqVJFw4cPj7Rd0qRJ5ejoqHXr1mnbtm1au3atfv75Z/Xp00c7d+5UmjRp3ko99+7dU9KkSbVp06ZI654O568iVqxYEe5bLBaFhYW9dj0DBgxQzZo1I61zdXWN8jGtWrVSzpw5denSJU2fPl0lS5a09gx4n9g1dId3PQg3bNgwpU2bVsWLF7dTRQAAAADwZnLnzq1FixbJx8fHGsSfZbFYVKRIERUpUkR9+/ZV6tSptWTJEnXr1u2l+8+UKZNCQkK0Z88ea/fy48eP686dOxFquHbtmpycnCJMZhYTYsWKFaFxNbye48ePK126dK+8n2zZsilv3ryaMmWK5syZo3Hjxr3tUmPEOzORWnBwsGbNmqUWLVq8d330AQAAACBc+/btdevWLTVo0EB+fn46ffq01qxZo+bNmys0NFQ7d+7UkCFDtHv3bl24cEGLFy/WjRs3IozJfpGMGTOqfPny+vLLL7Vz507t2bNHrVq1kpubm3Wb0qVLq1ChQqpevbrWrl2rc+fOadu2berTp492795tq6cu6ckw4g0bNujatWvWbvN9+/bVb7/9pgEDBujIkSM6duyY5s6dq2+//faF+2rVqpWGDRsmY4xq1Khh07pt5Z0J3UuXLtWdO3de2Ec/KChIgYGBEW4AAAAA8C5JliyZfH19FRoaqrJlyypbtmzq0qWLvL295eDgIE9PT/3zzz+qWLGiMmTIoG+//VY//PCDKlSoIEnatGmT9RJezzN9+nQlS5ZMxYsXV82aNdWmTRslSpTIut5isWjlypX67LPP1Lx5c2XIkEH169fX+fPnlThxYps+/x9++EHr1q1TypQplStXLklSuXLltHz5cq1du1b58uVTwYIFNWbMmJd2F2/QoIGcnJzUoEGD53ZDf9dZzOvMS29D5cqVk7Ozs/7666/nbtO/f38NGDAg0vKAgAB5enrasjwAABDT+nvZu4L3U/8Ae1eAD9yjR4909uxZpUmT5r0NQe+66dOna8iQITp69Gik8dQfm3Pnzilt2rTy8/NT7ty5Y/z4LzrfAwMD5eXl9dI8+k60dJ8/f17r169Xq1atXrhd7969FRAQYL1dvHgxhioEAAAAgJixcuVKDRky5KMO3I8fP9a1a9f07bffqmDBgnYJ3G/LO3Gd7unTpytRokSqVKnSC7dzcXGxXmMOAAAAAD5ECxYssHcJdufr66sSJUooQ4YMWrhwob3LeSN2D91hYWGaPn26mjZt+tyZ/QAAAAAAH4/PP/9c78hI6Ddm9+7l69ev14ULF9SiRQt7lwIAAAAAwFtl96blsmXLfjDfYAAAAAAA8DS7t3QDAAAAeP+EhYXZuwTA5t7GeW73lm4AAAAA7w9nZ2c5ODjoypUrSpgwoZydnWWxWOxdFvBWGWMUHBysGzduyMHBQc7OztHeF6EbAAAAwCtzcHBQmjRpdPXqVV25csXe5QA2FTt2bKVKlUoODtHvJE7oBgAAAPBanJ2dlSpVKoWEhCg0NNTe5QA24ejoKCcnpzfuyUHoBgAAAPDaLBaLYsWKpVixYtm7FOCdxkRqAAAAAADYCKEbAAAAAAAbIXQDAAAAAGAjhG4AAAAAAGyE0A0AAAAAgI0QugEAAAAAsBFCNwAAAAAANkLoBgAAAADARgjdAAAAAADYCKEbAAAAAAAbIXQDAAAAAGAjhG4AAAAAAGyE0A0AAAAAgI0QugEAAAAAsBFCNwAAAAAANkLoBgAAAADARgjdAAAAAADYCKEbAAAAAAAbIXQDAAAAAGAjhG4AAAAAAGyE0A0AAAAAgI0QugEAAAAAsBFCNwAAAAAANkLoBgAAAADARgjdAAAAAADYCKEbAAAAAAAbIXQDAAAAAGAjhG4AAAAAAGyE0A0AAAAAgI0QugEAAAAAsBFCNwAAAAAANmL30H358mV98cUXih8/vtzc3JQtWzbt3r3b3mUBAAAAAPDGnOx58Nu3b6tIkSIqUaKEVq1apYQJE+rkyZOKGzeuPcsCAAAAAOCtsGvoHj58uFKmTKnp06dbl6VJk8aOFQEAAAAA8PbYtXv5n3/+qbx586pOnTpKlCiRcuXKpSlTptizJAAAAAAA3hq7hu4zZ85o4sSJSp8+vdasWaO2bduqU6dOmjlzZpTbBwUFKTAwMMINAAAAAIB3lV27l4eFhSlv3rwaMmSIJClXrlw6fPiwfvnlFzVt2jTS9kOHDtWAAQNiukwAAAAAAKLFri3dSZMmVZYsWSIsy5w5sy5cuBDl9r1791ZAQID1dvHixZgoEwAAAACAaLFrS3eRIkV0/PjxCMtOnDih1KlTR7m9i4uLXFxcYqI0AAAAAADemF1burt27aodO3ZoyJAhOnXqlObMmaPJkyerffv29iwLAAAAAIC3wq6hO1++fFqyZIn++OMPZc2aVYMGDdLYsWPVqFEje5YFAAAAAMBbYdfu5ZJUuXJlVa5c2d5lAAAAAADw1tm1pRsAAAAAgA8ZoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbMSuobt///6yWCwRbpkyZbJnSQAAAAAAvDVO9i7g008/1fr16633nZzsXhIAAAAAAG+F3ROuk5OTkiRJYu8yAAAAAAB46+w+pvvkyZNKliyZPvnkEzVq1EgXLlywd0kAAAAAALwVdm3pLlCggGbMmKGMGTPq6tWrGjBggIoVK6bDhw/Lw8Mj0vZBQUEKCgqy3g8MDIzJcgEAAAAAeC12Dd0VKlSw/j979uwqUKCAUqdOrfnz56tly5aRth86dKgGDBgQkyUCAAAAABBtdu9e/jRvb29lyJBBp06dinJ97969FRAQYL1dvHgxhisEAAAAAODVvVOh+969ezp9+rSSJk0a5XoXFxd5enpGuAEAAAAA8K6ya+ju3r27Nm/erHPnzmnbtm2qUaOGHB0d1aBBA3uWBQAAAADAW2HXMd2XLl1SgwYNdPPmTSVMmFBFixbVjh07lDBhQnuWBQAAAADAW2HX0D137lx7Hh4AAAAAAJt6p8Z0AwAAAADwISF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALCRaIXuTz75RDdv3oy0/M6dO/rkk0/euCgAAAAAAD4E0Qrd586dU2hoaKTlQUFBunz58hsXBQAAAADAh8DpdTb+888/rf9fs2aNvLy8rPdDQ0O1YcMG+fj4vLXiAAAAAAB4n71W6K5evbokyWKxqGnTphHWxYoVSz4+Pvrhhx/eWnEAAAAAALzPXit0h4WFSZLSpEkjPz8/JUiQwCZFAQAAAADwIXit0B3u7Nmzb7sOAAAAAAA+ONEK3ZK0YcMGbdiwQf7+/tYW8HDTpk1748IAAAAAAHjfRSt0DxgwQAMHDlTevHmVNGlSWSyWt10XAAAAAADvvWiF7l9++UUzZsxQ48aN33Y9AAAAAAB8MKJ1ne7g4GAVLlz4bdcCAAAAAMAHJVqhu1WrVpozZ87brgUAAAAAgA9KtLqXP3r0SJMnT9b69euVPXt2xYoVK8L60aNHv5XiAAAAAAB4n0UrdB88eFA5c+aUJB0+fDjCOiZVAwAAAADgiWiF7r///vtt1wEAAAAAwAcnWmO6AQAAAADAy0WrpbtEiRIv7Ea+cePGaBcEAAAAAMCHIlqhO3w8d7jHjx9r//79Onz4sJo2bfo26gIAAAAA4L0XrdA9ZsyYKJf3799f9+7de6OCAAAAAAD4ULzVMd1ffPGFpk2b9jZ3CQAAAADAe+uthu7t27fL1dX1be4SAAAAAID3VrS6l9esWTPCfWOMrl69qt27d+u77757K4UBAAAAAPC+i1bo9vLyinDfwcFBGTNm1MCBA1W2bNm3UhgAAAAAAO+7aIXu6dOnv+06AAAAAAD44LzRmO49e/Zo1qxZmjVrlvbt2/dGhQwbNkwWi0VdunR5o/0AAAAAAPCuiFZLt7+/v+rXr69NmzbJ29tbknTnzh2VKFFCc+fOVcKECV9rf35+fpo0aZKyZ88enXIAAAAAAHgnRaulu2PHjrp7966OHDmiW7du6datWzp8+LACAwPVqVOn19rXvXv31KhRI02ZMkVx48aNTjkAAAAAALyTohW6V69erQkTJihz5szWZVmyZNH48eO1atWq19pX+/btValSJZUuXfql2wYFBSkwMDDCDQAAAACAd1W0upeHhYUpVqxYkZbHihVLYWFhr7yfuXPnau/evfLz83ul7YcOHaoBAwa88v4BAMD7y+fRHHuX8F46Z+8CALxYf6+Xb4OI+gfYu4I3Eq2W7pIlS6pz5866cuWKddnly5fVtWtXlSpV6pX2cfHiRXXu3FmzZ8+Wq6vrKz2md+/eCggIsN4uXrwYnfIBAAAAAIgR0WrpHjdunKpWrSofHx+lTJlS0pMQnTVrVs2aNeuV9rFnzx75+/srd+7c1mWhoaH6559/NG7cOAUFBcnR0THCY1xcXOTi4hKdkgEAAAAAiHHRCt0pU6bU3r17tX79ev3777+SpMyZM7/SuOxwpUqV0qFDhyIsa968uTJlyqSePXtGCtwAAAAAALxvXit0b9y4UR06dNCOHTvk6empMmXKqEyZMpKkgIAAffrpp/rll19UrFixl+7Lw8NDWbNmjbAsTpw4ih8/fqTlAAAAAAC8j15rTPfYsWPVunVreXp6Rlrn5eWlL7/8UqNHj35rxQEAAAAA8D57rdB94MABlS9f/rnry5Ytqz179kS7mE2bNmns2LHRfjwAAAAAAO+S1wrd169fj/JSYeGcnJx048aNNy4KAAAAAIAPwWuF7uTJk+vw4cPPXX/w4EElTZr0jYsCAAAAAOBD8Fqhu2LFivruu+/06NGjSOsePnyofv36qXLlym+tOAAAAAAA3mevNXv5t99+q8WLFytDhgzq0KGDMmbMKEn6999/NX78eIWGhqpPnz42KRQAAAAAgPfNa4XuxIkTa9u2bWrbtq169+4tY4wkyWKxqFy5cho/frwSJ05sk0IBAAAAAHjfvFbolqTUqVNr5cqVun37tk6dOiVjjNKnT6+4cePaoj4AAAAAAN5brx26w8WNG1f58uV7m7UAAAAAAPBBea2J1AAAAAAAwKsjdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEbuG7okTJyp79uzy9PSUp6enChUqpFWrVtmzJAAAAAAA3hq7hu4UKVJo2LBh2rNnj3bv3q2SJUuqWrVqOnLkiD3LAgAAAADgrXCy58GrVKkS4f7gwYM1ceJE7dixQ59++qmdqgIAAAAA4O2wa+h+WmhoqBYsWKD79++rUKFCUW4TFBSkoKAg6/3AwMCYKg8AAAAAgNdm94nUDh06JHd3d7m4uOirr77SkiVLlCVLlii3HTp0qLy8vKy3lClTxnC1AAAAAAC8OruH7owZM2r//v3auXOn2rZtq6ZNm+ro0aNRbtu7d28FBARYbxcvXozhagEAAAAAeHV2717u7OysdOnSSZLy5MkjPz8//fjjj5o0aVKkbV1cXOTi4hLTJQIAAAAAEC12b+l+VlhYWIRx2wAAAAAAvK/s2tLdu3dvVahQQalSpdLdu3c1Z84cbdq0SWvWrLFnWQAAAAAAvBV2Dd3+/v5q0qSJrl69Ki8vL2XPnl1r1qxRmTJl7FkWAAAAAABvhV1D99SpU+15eAAAAAAAbOqdG9MNAAAAAMCHgtANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZi19A9dOhQ5cuXTx4eHkqUKJGqV6+u48eP27MkAAAAAADeGruG7s2bN6t9+/basWOH1q1bp8ePH6ts2bK6f/++PcsCAAAAAOCtcLLnwVevXh3h/owZM5QoUSLt2bNHn332mZ2qAgAAAADg7bBr6H5WQECAJClevHhRrg8KClJQUJD1fmBgYIzUBQAAAABAdLwzE6mFhYWpS5cuKlKkiLJmzRrlNkOHDpWXl5f1ljJlyhiuEgAAAACAV/fOhO727dvr8OHDmjt37nO36d27twICAqy3ixcvxmCFAAAAAAC8nneie3mHDh20fPly/fPPP0qRIsVzt3NxcZGLi0sMVgYAAAAAQPTZNXQbY9SxY0ctWbJEmzZtUpo0aexZDgAAAAAAb5VdQ3f79u01Z84cLVu2TB4eHrp27ZokycvLS25ubvYsDQAAAACAN2bXMd0TJ05UQECAPv/8cyVNmtR6mzdvnj3LAgAAAADgrbB793IAAAAAAD5U78zs5QAAAAAAfGgI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAGyF0AwAAAABgI4RuAAAAAABshNANAAAAAICNELoBAAAAALARQjcAAAAAADZC6AYAAAAAwEYI3QAAAAAA2AihGwAAAAAAG7Fr6P7nn39UpUoVJUuWTBaLRUuXLrVnOQAAAAAAvFV2Dd33799Xjhw5NH78eHuWAQAAAACATTjZ8+AVKlRQhQoV7FkCAAAAAAA2w5huAAAAAABsxK4t3a8rKChIQUFB1vuBgYF2rAYAAAAAgBd7r0L30KFDNWDAAHuX8er6e9m7gvdT/wB7V/D+4VyLHs616OF8e32ca8C7jfe16OG9LVp8Hs2xdwnvnXP2LuANvVfdy3v37q2AgADr7eLFi/YuCQAAAACA53qvWrpdXFzk4uJi7zIAAAAAAHgldg3d9+7d06lTp6z3z549q/379ytevHhKlSqVHSsDAAAAAODN2TV07969WyVKlLDe79atmySpadOmmjFjhp2qAgAAAADg7bBr6P78889ljLFnCQAAAAAA2Mx7NZEaAAAAAADvE0I3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANgIoRsAAAAAABshdAMAAAAAYCOEbgAAAAAAbITQDQAAAACAjRC6AQAAAACwEUI3AAAAAAA2QugGAAAAAMBGCN0AAAAAANjIOxG6x48fLx8fH7m6uqpAgQLatWuXvUsCAAAAAOCN2T10z5s3T926dVO/fv20d+9e5ciRQ+XKlZO/v7+9SwMAAAAA4I3YPXSPHj1arVu3VvPmzZUlSxb98ssvih07tqZNm2bv0gAAAAAAeCN2Dd3BwcHas2ePSpcubV3m4OCg0qVLa/v27XasDAAAAACAN+dkz4P/999/Cg0NVeLEiSMsT5w4sf79999I2wcFBSkoKMh6PyAgQJIUGBho20KjK8jYu4L307v683yXca5FD+da9HC+vT7OtWgJC3pg7xLeS+/s56J3Ge9r0cO5Fi28t72+d/V9LbwuY178HmLX0P26hg4dqgEDBkRanjJlSjtUA5sZ5mXvCvCx4FxDTOFcQwzyGmvvCvDR4L0NMeRdf1+7e/euvLye//tg19CdIEECOTo66vr16xGWX79+XUmSJIm0fe/evdWtWzfr/bCwMN26dUvx48eXxWKxeb0fisDAQKVMmVIXL16Up6envcvBB4xzDTGFcw0xifMNMYVzDTGFcy16jDG6e/eukiVL9sLt7Bq6nZ2dlSdPHm3YsEHVq1eX9CRIb9iwQR06dIi0vYuLi1xcXCIs8/b2joFKP0yenp78UiFGcK4hpnCuISZxviGmcK4hpnCuvb4XtXCHs3v38m7duqlp06bKmzev8ufPr7Fjx+r+/ftq3ry5vUsDAAAAAOCN2D1016tXTzdu3FDfvn117do15cyZU6tXr440uRoAAAAAAO8bu4duSerQoUOU3clhGy4uLurXr1+krvrA28a5hpjCuYaYxPmGmMK5hpjCuWZbFvOy+c0BAAAAAEC0ONi7AAAAAAAAPlSEbgAAAAAAbITQDQAAAACAjRC6AQAAAABvJCwsTJJ07949O1fy7iF0AwDwAsw3CuBDxHsb3jYHBwedO3dONWvW1PXr1+1dzjuF0A3A5sK/+QTeN2FhYbJYLJKky5cv27kaAHhz4X+TLRaLNm3apL/++svOFeFDs379ei1ZssTeZbxTCN14b4V/Q7tr1y5NmDBBY8eO1apVq+xcFaLi4OCgCxcu6MqVK5KkpUuXqlu3bnauCnixsLAwOTg8+TM5cOBA1a9fX4cOHbJzVXjX0XqId9WOHTskPfmbHBwcrHv37qlFixYKDQ21c2X4UISFhcnHx0dffvmllixZIn9/f3uX9M4gdOO9ZbFYtGjRIpUvX15r167VypUr1alTJ3399df2Lg3PCA4OVs2aNVWlShVNmjRJNWvWVL58+exdFvBC4YG7Z8+e+uWXX9SuXTt5enrauSq8y57uGXHjxg16R+CdsWnTJlWtWlVDhw6VJDk7O8vV1VUuLi6KFy+enavDhyL872bZsmXl6+uro0ePSuLLSInQjffYsWPH1LlzZw0ePFhLly7ViBEjdO3aNboyv0O2bdumBw8eyNnZWVu3btXly5fVpUsXjR49Wg0aNLB3ecBLbdmyRXPnztXChQvVoEEDJU+eXDdv3tTWrVv5Bh+RhH/g/Pbbb1WyZEl9+umnqlGjhn7//Xc7V4aPXfLkydWiRQvNnj1bw4cPlyQ5OTnJwcHB+mViSEgIn6HwyqI6V8J7TdSoUUPlypXTgAEDdP/+feuXkR8zQjfeW+fOnVOKFCnUtm1bnTt3TtWqVdMXX3yhMWPGSJL2799v3wI/YsYYrVixQpUqVdLDhw9ljFFQUJD8/f3l6uqqJUuWPLcFiG9D8S65ceOGXFxcVLhwYe3du1f9+/dXoUKFVLp0abVt21YXL160d4l4Bzz94XPChAn69ddf1bVrV02ZMkUPHjzQpEmTNGLECDtWiI/V1KlTdefOHaVPn15t2rRR1apVNX36dA0bNkwhISHWv9HS/4Vw4GXCh1+dOXNGAwYM0M2bNxUSEiJHR0dr8K5QoYIuX76sc+fOWR/zMbMYPuHiPbVx40aNGjVKw4YNU+XKlVWhQgVNmDBBjo6O2rVrl+bOnasuXbooVapU9i71o3X16lUlTZpUFy5cUKpUqRQQEKCQkBAVKFBASZIk0bx585Q8eXLr9sYYvg2F3Tw9hjvcpUuXlCFDBmXNmlVnz55VtWrVVKpUKfn4+KhYsWJatWqVypQpY6eK8a7ZsmWLtm3bpiRJkqhp06aSpJs3b2rAgAHatWuXRo4cqWLFitm5SnwsLl68qFKlSsnZ2Vm+vr7y8vLSmTNn9Ouvv2rJkiWqUKGC1qxZo1y5cilZsmR6/PixYsWKpeDgYKVIkULdu3e391PAOyj8b+WpU6f0119/qVevXsqYMaPy5cunPn36KHny5HJxcZExRhkyZFDBggXp7SNauvGeiOq7IW9vb+3Zs0f58+dXxYoVNWnSJDk6OkqSZs+erePHjzP+0k7Cv81MlCiRTpw4IR8fH/34449ycHBQ/PjxtW7dOl27dk0NGjTQpUuXJEmjR4/W//73P3uWjY/Y04F79+7d2rVrl7Zv364UKVJo586dKlWqlCZPnqyRI0eqQYMGypUrF/MSIIITJ06oePHi6t27t/VSOcYYxY8fX0OGDNHNmze1fPlyO1eJj0ny5Mk1efJkeXp6qnjx4goICNAnn3yili1bqmbNmlqxYoVOnDghLy8vnTt3TmfPntWZM2d06tQpVaxY0d7l4x0U/rfywIEDypAhgxImTCh/f39VrVpVR44cUfbs2fXVV19p4cKFslgs+vbbb3Xy5EnrJH4fNQO848LCwowxxmzfvt1Mnz7d/PHHH+bRo0fGGGOmTZtmLBaLGTRokDl06JA5ceKE6d69u4kbN645dOiQPcvGU7p27Wrc3NzMxIkTzd27d40xxpw9e9ZkyJDBpE6d2lSrVs24urqaffv22bdQfJTC32OMMeabb74xGTJkMFmzZjXe3t7mq6++Mjdv3rSuDwoKMrdu3TIVK1Y0+fPnNyEhIfYoGe+Ap8+bcCtWrDBx48Y11apVM7du3YqwTYsWLUz9+vWjfBzwtoWfZ6GhoWbz5s0mf/78JkeOHObOnTvGGGNOnTpl+vTpY3LkyGF+/vnnKB8LPC00NNQYY8zBgweNm5ub6dOnj3VdWFiYefz4sRk3bpypXLmycXJyMnXr1jXt2rUzadKkMb/88ou9yn5nELrxXli4cKHx8PCwhrT8+fObe/fuGWOMGTlypEmQIIFJlCiRyZ49u8maNavZu3evnSv+eIX/sX72j3bPnj2No6NjhOB97949065dO9OlSxdz+PDhGK8VeNqoUaNMggQJzPbt240xxvTr189YLBaza9cuY4wxwcHB5tdffzWFCxc2BQoUMMHBwcYYQ/D+CIV/+DTmyfvY48ePTVBQkDHGmMWLFxtnZ2fTtm1bc/nyZRMWFmYePnxocuXKZTp06GCvkvERCj9PQ0NDzaZNmyIF75MnT5revXubLFmymN69e1sfR+jGs8LPpaNHj5p48eKZqlWrWteF/y0MFxgYaP755x9TqVIlU6xYMWOxWEymTJlMUFDQR31uMaYb7yzz/8f3Pnz4UG3btlWpUqVUpUoV7d27Vz169NDdu3e1b98+xYkTR0eOHNGdO3cUO3ZspUyZUgkSJLB3+R+l8J/Z5s2btXz5ciVMmFAlS5ZU3rx5JUm9evXSqFGjNG7cODVs2DDCjKlOTk72LB1Q48aNVbBgQbVv314LFy5U69atNWTIELVt21bBwcFydnbWli1btGPHDnXt2lVOTk6cux+hp4cijBo1Stu2bdPly5eVP39+tW3bVlmyZNHSpUvVoEEDpU+fXpkyZVJwcLDOnj0rPz8/OTs72/kZ4ENnopgfJSQkRFu3blXPnj0VHBysTZs2Wcd4//TTT9q2bZtWrVql+PHj26lqvKue7lJetGhReXh4KHv27GrXrp2qVq0q6f+GgVosFuv5d/fuXV27dk1Tp05Vo0aNlC1bNns+DfuzY+AHXmrr1q0mX758pmrVqubkyZPW5Xv27DG5cuUy6dKls7Z4w77CvwVduXKlcXJyMpUrVzbe3t6mVKlSZtKkSdbtevbsadzc3MyYMWOsLd6APYWFhZn79++bdOnSmUWLFhlfX1/j7u5uJk6caIx58i3+119/bbZs2RLhcbRwf9x69eplEiRIYKZNm2Z++eUXkz17dpMpUyYTEBBgjDFm+fLlxsvLy2TLls38/fff1vPl2VYh4G0Kb0ncuXOnGT16tBkzZozZunWrMcaYx48fm7///jtSi/fZs2eNv7+/3WrGu2/37t3Gzc3NfP/992bfvn2mRo0apnjx4mbZsmXWbZ5uxf6YW7Sfh4nU8E67c+eOHj58qM2bNytu3LiSnnybljt3bk2dOlVx48ZVmjRp9PDhQztX+vEJnyzt7t27MsbIwcFBly9f1qpVqzRu3Dj99ddf2rt3rxIkSKDZs2frl19+kSQNGzZMLVu21ODBgxUSEmLPp4CP1LOXLbFYLIodO7YaNWqk4cOHq2TJkvrpp5/01VdfSZICAwO1f/9++fn5RXhc+MSN+PgcPXpUq1ev1pIlS9S8eXOlTJlSZ8+eVdeuXeXp6amwsDBVqlRJv//+u/79918tXbpUDg4OCg0NVaxYsexdPj5Q5v+3MC5evFhVq1bV4sWLtWbNGlWoUEGLFi2Sk5OTihUrpuHDhytOnDjKkSOHAgMD5ePjo4QJE9q7fLyjgoKCNGDAALVp00Z9+vRRzpw59fXXXytevHgaM2aM/vzzT0n/18od/n88w76ZH3ixBw8emJUrVxofHx9TtGjRSOt37txpihcvbk6dOmWH6nDs2DFTunRpc+PGDePn52eqV69u8ufPb/z8/KzbnDlzxtSvX98UK1YsQov39evX7VEyPnJPj8X9999/zcGDB633V69ebXLmzGk+++wzc+bMGWPMk/O0YsWKpnDhwrRsw2rnzp0mRYoUJiQkxCxdujRCz4j79++bGTNmmFu3bhljjFm6dKmJEyeOadmypXXcN2Arvr6+JlGiRNa/twcOHDCOjo7GYrGYX3/91RjzpJfO2rVrTalSpczp06ftWS7eA2FhYebatWvW/4fz9fU1NWrUMJ9//vlzW7zxf2jpxjvD/P9vxy5duqSzZ8/q/PnzcnNzU4UKFTRp0iT5+/urVKlSER6TP39+rVmzRmnTprVHyR+9HTt26MGDB0qQIIEsFouuXr2qQ4cOaffu3dZt0qRJo6FDhyp16tQaN26cpk2bJkl8qw67CB+L27NnT5UsWVKff/65ypQpo5MnT6pcuXLq1KmTgoKCVKxYMRUoUEAVK1aUv7+/Nm3aJEdHR4WGhtr5GSCmmaemvgnvJeHh4aGMGTNq/PjxatKkiUaNGmXtGXHo0CGtXbtW586dkyRVq1ZNM2bM0PLly3X79u0Yrx8fh7CwMAUHB8vX11etWrVSmzZtdOnSJVWtWlXNmjVTt27d1Lp1a82fP1+Ojo4qWbKk/vrrL33yySf2Lh3vOIvFosSJE1v/H/6eWLhwYXXv3l1x48bVmDFjrJdEpJU7akykhneCeapLVM+ePRUWFqYrV66oVatWat26tbJnz641a9aoS5cuSpUqldasWWPvkiFp6NChWrx4sXbs2CFHR0f9+++/at++vcLCwtS1a1frBBuSdPr0aQ0bNkzffvutUqdObceq8TEyT00stH79enXo0EEjR46Um5ubunbtqpCQEM2ZM0e5cuXSwYMHtW/fPl2+fFmffPKJ6tSpI0dHRyZN+wg9PWlaaGioHj16pDhx4kiSypYtq/Xr12vQoEHq06ePJOnhw4eqVauWYsWKpSVLllgfK0n37t2Tu7t7zD8JfBQePnwoNzc3HTt2TLdv31bOnDlVtmxZZcmSRZMnT9aBAwdUoEABBQcHa8aMGWrSpIm9S8Z77Om/qdu2bdPYsWN18uRJDRkyRBUqVLBzde8mPj3ArsI/0FgsFv3zzz9q3LixRowYobx58+rs2bMaMGCAbty4oe+++05ly5bVmDFj1Lx5c1WrVk3Lli2zd/kflfCf1aNHj+Tq6irpyWyo3t7e1hbATJkyafTo0erWrZsmTpwoSdbgnTZtWk2cOJHQghj3dHCSpPjx46tFixaqUqWKJGnfvn3KkyePGjRooNmzZyt37tzKnj17hH2EhoZy7n5knj5vfvjhB/3zzz86ffq0ypQpo6+//lpLlixRsWLFNG/ePBlj5ObmppUrV+r69evat2+fHBwcIuyDwA1b2bdvn6pWraq9e/cqc+bMkp70uHj48KE6dOggSfL09FStWrWUPXt25cuXz57l4gPwdGt24cKF9fjxY02dOlVZsmSxY1XvNrqXwy4OHDhgnXwrvLvmqlWr9Pnnn6t9+/YqUKCA6tevr/Hjx2vPnj2aPn26LBaLPv/8c/32228aPXq0nZ/Bxyd8orQmTZpo3bp1kp4EkacvLxIWFqYcOXJo5MiRCg4O1qRJkzR//nzrekILYlr4+4wkjR49Wk2aNFHdunV16tQp6zZOTk7au3ev3Nzc1KxZM23dulXPdgJj0rSPT/h5880332jUqFH6/PPPNWLECP3888/q0KGDjDHatGmTcuTIodWrV2v16tXKlCmT9u/fr1ixYikkJCTClz3A2xY+3CFBggRKnTq1Ro8ereDgYElPelbs27dP165dkyRNnTpVV65cUfv27a3BHHhWVB2gn518NCrFixfX5MmT6cn4Avw1QIxbsmSJGjVqpClTpkj6vw+z9+/f1+PHjyU9aUENDQ1VyZIl1bt3b02ePFlXr16Vq6urypQpwxhuOwkKCtKlS5c0ZswY7d2713rtYunJzzH8A2bu3Lk1Z84cXbhwQX/99Zfu3btnz7LxkXq6+9vYsWP17bffKk6cOAoNDdWKFSu0cOFC63uOo6Oj9uzZo5s3b2rSpEmMSftIPfuB89ChQ1qyZInmzp2rrl27KkGCBHJ0dFTVqlXl7u4uT09P/f7771q3bp1WrFih8ePHc/122Fz4eXrnzh1JUrJkyVSjRg35+vrq6NGjkqQ8efKodevWKl++vHLmzKmff/5ZY8aMoccFXujp+ZXOnDmjoKCgV/7yMLwXJKLGmG7EuOvXr6tt27a6deuWvvjiC7Vq1UqSNG3aNLVp00Y7d+5Unjx5FBoaKkdHR61evVpff/21Nm/erAQJEti5epw6dUodOnRQnDhxdP78eRljlDVrVjk4OMjBwUFBQUGyWCzy8vLS0aNH9euvvzJRC+zKz89PU6ZMUf369VWyZEmFhoaqbNmyun//vnr16qXKlStbA5IxRmFhYbRsf4Tat2+vWrVq6fPPP7d+yNy9e7fatGmjvXv3avHixWratKlGjhypr776Snfv3tU///yjSpUqRdjP01/2ALayadMmVa9eXT/88INq1aqlOHHiqHjx4kqYMKF1+N3t27e1efNm/ffffypZsiR/ixGln3/+Wfnz51eBAgUkSYsXL1anTp3k4uIiBwcHzZw5U4ULF7Zzle8/WroRo0JDQ5U4cWJNmjRJiRIl0syZMzV58mQZY9SiRQvVrFlT5cuXl5+fn/VDz8aNG+Xi4kKrwTsiXbp0+vHHH/Xw4UMdP35c58+fV+zYsXXlyhVdvnxZjx49UmBgoE6fPq3x48fzRx52FX4d5fXr1ytu3LiSnrRqL1u2THHixNHQoUO1YsUK6zXjLRYLs5R/pFavXq0vv/xS27dvt3andHd3161bt/T999+rRYsWGjFihHWW8oMHD2rMmDE6dOhQhP0QuBETjhw5osDAQA0fPlyDBg3S4sWL9ccff+jw4cP66aefJElx48ZV9erV1apVK/4WI0ohISH6448/VK1aNe3bt0+nTp1Sly5d1L17d/3000/KnTu3KlSooD///POVupnj+WjpRowLb8G+ceOG2rdvrytXrqhZs2Zq1aqVLl26pO7du2vRokXKmzevnJycdPjwYW3cuFG5cuWyd+l4Svgbc3BwsH744Qdly5bN3iUBkdy6dUudO3fWn3/+qS5duqhv374RhrTUqFFDJ0+e1G+//aZixYrZuVrYW/HixXXp0iXNnDlTBQoUkKOjo9q2bavffvtNX331lcaMGSPpyVCb8FntFy1axNht2Fx4D4rHjx8rVqxYkp70zjh06JAqVaqkDRs26PHjx0qbNq2uXbum0aNHK0OGDHauGu+Dhw8fqm7dujp06JBGjhwpPz8/jRgxwrq+RYsWWrhwoWbNmqXKlSvzfhdNhG7Y1fXr19WhQwfr5cGaN28uSfrjjz906tQpubq6qnr16kqfPr2dK0VUTpw4oU6dOkmS+vTpEyG00MUSMe3ZWcrDBQQEqEOHDjp58qSaNWum1q1bW4P3vXv31KdPH40ePZou5R+ptWvXys/PT3Xr1lX69OlVsGBB/ffff5o5c6aKFCmiHTt2aMCAATp//rz1b9TatWt17do17d27V7FixXruuQe8TevXr9eyZctUtWpVlSlTRtu2bdPUqVNVo0YN5cuXT23bttWOHTt07do1jRs3Tu3atbN3yXhPPHr0SNWqVdO6detUpkwZ/fXXX9Y5e6QnwXvZsmWaNGmSatasyftdNBC6ESPCA9j58+fl7++vpEmTytPTU56enhGCd3iLN2Ht/XHy5El169ZN//33n8aOHWsdEwTEpKdDz7Zt23TlyhVlypRJiRIlUqJEiXTr1i21b99e58+fV5MmTSIE73DhvXDw8Zg+fbq+++47Va1aVV988YV13GLBggXl7++v2bNnq1ChQtq5c6eWLFmiOXPm6NNPP1WqVKmYNA0xbu3aterdu7c8PDxUsGBBDRgwQB06dJCzs7PGjx8vSZozZ46WLl2qgQMHKlOmTHauGO+y8M/md+7ckbe3tx49eqTmzZtr9erVWrlypQoVKhRh+zp16mjnzp06evQoE/JFA6EbNhf+S71kyRL973//U3BwsGLHjq1y5cqpffv2Sp8+vTV437hxQzVr1lTHjh0J3u+Rf//9V999951++OEHpUqVyt7l4CPzdK+KXr16Wa+b7OnpqYIFC6pLly7KkiWLbt68qY4dO+rSpUuqVq2aunbtyrf1H7G5c+eqZcuWmj59usqXLy9PT88IX7wUK1ZM58+f17x586wfPgMDA+Xp6WndB4EbMSX8fe7ChQtav369+vbtq2zZsqlKlSrq3Lmzxo8frzZt2kh6MvzBxcXFzhXjXRZ+Pq1evVoLFixQ/fr1VaZMGT148EC1a9fWwYMHtWzZMuXJkyfC465evaqkSZPaqer3G582YHMWi0Vr1qxR8+bN1bFjR506dUpffPGFZs+erT59+ujo0aNKnDixxo0bJ1dXV61atUoBAQH2LhuvIVOmTJo9ezaBG3YRHrhHjBih33//XTNnztS5c+dUokQJLViwQN9++60OHTqk+PHja9y4cYodO7ZOnjzJF3sfsRs3bmjSpEkaMWKE6tataw3SDx8+lK+vr44fP64tW7Yoa9asql+/vnx9fRUSEhIhcBtjCNyIMeHvV6lSpVKLFi105MgRubi4aO3atYofP77Gjh2rI0eOSBKBGy8V3hhWo0YNZciQQfHjx5ckxY4dW4sWLVK2bNmsk6s9jcAdfbR0w+Zu376t5s2bK3fu3Orbt6+uX7+uggULKlWqVAoMDFS6dOk0ZMgQpU+fXjdu3FBwcLCSJ09u77IBvEcuXbqk1q1bq0mTJmrQoIFWrlypBg0aqEaNGtq9e7cyZsyoQYMGKUuWLAoMDJS7u7scHByYe+AjdePGDX3++ecaPHiwqlevLkmaOHGiNm7cqEWLFilBggQqXLiwli5dqrJly2rbtm3avn07E0binfD0cJr58+dr9uzZ2rx5s44dO0Yowis5d+6cKlasqHbt2qlDhw7W5eHn1sOHD1WnTh1t3LhR27dvV44cOexY7YeBlm7YXNy4cdWqVStVr15dN2/eVMmSJVW2bFlt3rxZFSpU0KpVq9ShQwcdPXpUCRMmJHADeKlnL12SPHlyde/eXSVLlpSfn5/atGmjoUOHasaMGSpVqpTWrl2rtm3b6sSJE/L09JSDg4PCwsII3B+xwMBArVixQhs3blTt2rU1ceJEJUyYUGvWrNGECRO0d+9eTZgwQWvXrlWDBg2UJUsWe5cMSJL1/UuS6tatq3nz5unkyZMEbryy69ev6/79+ypatKh1mTHG+mWOm5ubFi1apAoVKih27Nj2KvODQr8oxIiyZcvK2dlZEydOVLJkyTR48GBJT7olp02bVvHjx4/QbQ8AnufpDwarVq1ShQoVZLFYVLRoUbm4uOinn35SkSJF1KpVK0lPAnmePHlUtGhRpUuXzrofxnN/vBImTKgZM2aoVq1a2rhxozw8PDR27FjlyJFD8ePH1+3btxU/fnxdunRJkjRlyhRJTLYH2wrveXPy5ElduXJFCRIkULJkyRQ3btxI2z79/uXq6ipXV9eYLBXvgaiuqnDu3Dn5+Pjo8ePHCgkJsX7x/PR725YtW/Tw4UOVLVtWixYtivG6P1R84kCMCL/swO3bt3X58mUFBwdLko4cOaI6depo/PjxSpEihT1LBPAeeLp1+vTp06pUqZJ69+4t6f/GMd6/f18XL17UzZs3JUk7d+5Uw4YNNWjQoAgtRPi4lSpVSidPntT69eu1f/9+lSxZ0jquUZI8PDzk4+Mj6UkYkkTghs08Pels6dKl1bp1a1WqVEk9evTQ3r177V0e3kMODg46ceKE+vXrJ0lasGCBateurYsXLypnzpxydHS0NoI9/d62dOlSrVixQo8ePbJL3R8qWroRo9KmTSsPDw81btxY3t7eWr16tfbs2RPlt7gA8LSnW7iHDx+uy5cvK168eBo+fLgePXqkMWPGSJJy5MghX19flS9fXhaLRUFBQZo3b54sFkuEfQAJEyZUwoQJIyy7ceOGmjdvruDgYLVs2VKSGIYAm7NYLFq3bp1atGihQYMGqUOHDpowYYK+/fZbXb58Wf379+eSnHht+/bt06BBg3T48GEtWbJE06dPV8qUKSVJM2bMUO3atVWjRg1169ZNFotFS5cu1a+//qrt27fTe+ItYyI1xLgJEyZo3759CggIUN++fZU1a1Z7lwTgPTJw4ED99NNP+u2332SM0d69ezV48GC1bNnSeq3a3377TefOndOjR480cOBAOTk50TUYL/Tff//p119/1datW+Xv7y9fX1/FihWL8wYx4u7du/rqq6/k4+OjwYMH6/LlyypWrJjSpk2rwMBAeXl5adiwYcqdO7e9S8V7pl27dvrll19UsWJFLV++PMK63bt364svvlBQUJCkJ/MwTZs2TTlz5rRDpR82QjfeWHiXqNu3b+vhw4dKkiSJtSXp6fEkz44tefz4sWLFimWXmgG8n+7fv6/q1aurdOnS6tmzp6Qnl3lauHChWrRooY4dO2r06NGRHsf1lPEy+/fv13fffae0adNq1KhRcnJy4rxBjPrnn3/k6emp1KlTq3jx4ipQoICmTJmin376Sb169VLOnDk1ZswYWrzxWgYOHKizZ8/qjz/+UIcOHTRq1ChJ/zeO+9GjRzp//rweP36spEmTRhhmg7eHvyR4I+GB+88//9TIkSN16tQpFSlSROXKlVPr1q2t4ycdHBwidekkcAN4XRaLRWfPntW1a9esy9zc3FSzZk2tXLlSY8eOlaOjo0aOHCnp/z5UEJzwMjlz5tTvv/8uLy8vWSwWhYaGct4gRhUuXFhOTk767bff5O3tbR1vmzJlSmXJkkUZMmRQsmTJ7Fwl3jd9+/aVMUYlS5ZUq1atZIzRDz/8YO3Bc/r0aX366ad2rvLDx8A2vBGLxaLly5erYcOGqlixohYuXCgnJyf98MMPGjp0qCQxcRGAt8IYo9ixY6tp06by9fXV1q1brevixImjLFmyqFq1avrll1+soZtuwXgd3t7e1rH/nDuIaeFf8ty/f1+XLl3SrVu3JEm7du1S+fLlNXbsWOt4XCAq4R2YDxw4oL/++kt//PGHpCef1+vXr6+pU6dq/Pjx6tatm+7evav+/furZcuW1nMNtkP3cryRCxcuqG7dumrYsKE6deqke/fuKWPGjEqQIIGMMWrUqJG1C2hUly4AgNe1detW9evXT4kSJVLbtm312WefKTAwUI0bN1blypV16tQpbdmyRcuWLVOCBAmYBAvAe2XNmjXq37+/wsLCFDduXG3dulU7d+6kNRIv9PQM+J07d5anp6eCg4Pl4uKiJUuWKF26dAoNDdXChQvVuHFjZciQQVeuXNG6deuUJ08ee5f/wSN0443cu3dPkyZNUu3ateXs7KzPPvtMZcuW1ffff68qVarowoULaty4sbWLFAC8zKt8Qbd8+XKNHz9ehw8fVrJkyXTv3j05ODjo0KFD+vnnnzVp0iTt3LlTceLEiaGqAeD1Pe/9bu7cudqzZ49u3bqlr7/+WlmyZLFDdXiXhZ87QUFB1ktmbty4UbVq1dKoUaPUsmVL7du3T3ny5FG2bNk0a9YsZcuWTdKTLuW7d+9WoUKFlCpVKns+jY8GoRtvxBiju3fvytPTU7169dLp06c1ZcoUeXt7q2fPnlq4cKGyZs2qX3/9NdJlWQDgRRYsWKD06dNHmEU1/Jt8STp+/LhOnDihjRs3KlWqVGrfvr2cnZ3Vtm1bXb16VbNnzyZ0A3gnhL937dmzRydOnNCNGzdUq1YtJU+ePMJ2z4ZwegniRS5duqRy5cppzZo1SpEihXr06CFPT0999913unjxoooVK6ZSpUrp33//1X///adFixZx1SA7IXTjlYX/wTh9+rSCg4MVL148JU6c2Lq+Xr16evz4sRYvXixJ6ty5s9KkSaMvvvhCCRIksFfZAN4zxhhdvHhROXPm1NixY9WkSZMIYfvp/z/tzJkzmjhxoqZMmaItW7ZYv9EHgHfBokWL1KlTJ6VJk0YODg7as2ePpkyZYu0tCLyuixcv6vPPP1fRokU1ffp0bdq0SfHixZOPj4/Kli2rXLlyadKkSdqwYYPKlCmjFClSaPXq1fScsAOm5cQrCx8n0qpVK8WLF0+BgYH67bffVK5cOYWGhipdunTasmWLunfvrqCgIM2aNUv79u0jcAN4LRaLRalSpVKbNm00fPhwlStXLsIXfFEF7ocPH2rWrFnatWuXNm/eTOAG8E7Zu3ev2rZtq2HDhqlFixa6efOmEiZMqAsXLlgD9/O+UATCPXuOJEuWTF9++aV+//13a7CWpPXr10uSunXrJklydnZWjRo1FBwczNWD7IT+KnglxhhdvXpV/fv315AhQzRlyhTVqVNHVapU0axZs+To6KjWrVsrQ4YM8vX11Z49e7Rp0yb5+PjYu3QA77hnO1w9fvxYklS9enXFjh1bfn5+kp5c/ut53Nzc1K1bNy1evFg5cuSwXbEAEA0XL15U4cKF1aJFC508eVK5cuVS69at1atXL0lPvjgMnzkfiEpYWJgsFotu375tXebo6Kgvv/xSDg4OGj16tHX56dOn9e+//1obvtauXSsvLy8tWbJE6dOnj/HaQUs3XiL8G7XwS/VUrlxZzZs3l7Ozsz7//HN5eHioefPmMsaocePGGjdunJycnPTw4UN5eHjYu3wA74Hwb+3nz5+vXLlyWT8QFCxYUAkTJtSoUaNUuXLlF17CyRgjd3d3ubu7x0jNAPAi4Z+fAgIC5OXlpfPnz+vKlSu6fPmyypQpowoVKmjixImSnnQ7X7t2rX766SfrhFjAsxwcHHT69GkVLFhQRYoU0eTJk+Xu7i4vLy9NmTJFxYsX18iRI9WjRw81btxYP/74ozJnzqwMGTLo4MGD2rJli/WydIh5tHTjucL/YCxfvlxffPGFKlasqPXr1+vatWvWbYYOHaru3bvrq6++0tSpU+Xq6ionJycCN4DXcvDgQY0aNUrZsmVTr169tGjRIknSkCFDdPfuXetcEc9Dl0wA9hbeSh3++WndunWqU6eOgoKCVKlSJbm5uSljxowqWbKkJk2aZH3cjh07dPXqVT169MhepeM9ERYWppCQEP35559q3LixpkyZosOHDyt//vxq166d5s+fr+3btyt27NjatGmT2rRpo/Lly2vXrl30ArMzQjeey2KxaOvWrapXr55CQ0MVP358+fn5ad68ebp79651u6FDh6ply5bq3bu3AgMD7VgxgPfFs10os2fPru3bt2vixIm6cOGC2rRpo/r162vz5s2KEyeODh8+bKdKAeDlpk+frrlz5+rx48fWLwHPnDmjJEmSyMXFRUmSJFGBAgWULFkypU6dWo8fP9a5c+f0zTffaNq0aRo6dKi8vLzs/CzwLgoLC5MkhYSEKH369BowYIC6dOmifPny6d9//1WLFi20evVq1a9fX3fv3tW6deskSYkSJdL333+vPn36KFOmTPZ8ChCzl+MFLl26pF9//VVx48ZV586dJUnff/+9+vfvr9GjR6tFixYRunLeuHGDy4IBeKmnL4Fz48YN3bt3T2nSpLGuv3Pnji5evKi+ffvKYrFo6dKlcnFx0ZYtW5Q3b157lQ0AUQoNDVWhQoX0+PFj9evXT/+vvTuPiqr+/zj+nBkWQQRETXCv3FewxTQVzcoQVDRxSXBFyySXb7mLfnM3M0U9pWFZmraYSy65dVIiXDJTLDAtv4hfCXIBETRQZ+7vD3/MV9LKFhzQ1+Mcz3Hmfu6d9+UcR173swUFBeHq6srEiRP58ccf+eCDDwDIzs5m7NixxMfHk5KSQt26dbl48SLvv/8+AQEBDr4LKW4KRkzk5uYW+n07Li6OWbNmMWzYMNq0acNbb71FdHQ0kyZNYvv27ezdu5cvvvhCC4oWMxrYLzcwDIOUlBQCAwOxWq2MGjXKfmzixInYbDZGjhyJxWIhIiICT09PAAVuEflD1wful19+mS1btpCcnEynTp3o3r07nTp1wtvbG29vb1atWkVWVhbNmjXj7bffZuvWrTz44IPat1ZEig3DMLBYLMTFxdG1a1emT5+OzWaja9eu9oWv4Np3n5eXF6+++ipZWVkkJCRw7733UrVqVfz8/Bx8F1IcmUwmMjIyePjhh4mIiODZZ5+lWrVqBAYGEh8fT58+fTh06BBRUVH4+/uzbNkyLBYL2dnZTJgwgXXr1v3uWihyeyl0SyEFT9Xuu+8+oqKimDp1Kvv37yctLY3KlSsDMGnSJCwWCy+88ALOzs4MGjRI8ylF5HcVBOWCsDx58mSWLFnCa6+9Rt26denfvz8pKSlkZ2cTEREBQKlSpahUqRJjxowhPz+f2NhYRo0apYWGRKTYMJlMWK1W3NzcWLt2LZ07d2bKlCm4ublx6dIl6tSpw5UrV7h48SI2mw0PDw9sNhuhoaH6LpM/VKpUKSIjI3nttdfYu3cvHTt2ZMSIEfZRFBMmTCAmJoaWLVtSq1YtkpOTAZg+fboCdzGj4eUC/C9s/7oH6ZVXXmH+/Pk899xzREZGUqlSJfuxOXPmEBISQr169RxRsoiUED/99BOVKlXCarVisViIj49n6NChLFy4kMDAQBISEmjXrh21a9fG2dmZUaNG0bNnTwAuX76Mi4sLJ0+eJCgoiA8++EBD5kSk2Cn4fvvll18ICQnhl19+4cyZMxw/fpwHH3yQ1NRUnJyc8PLywsXFhZ07d1K2bFlHly0lRHJyMpMnT+bQoUNUqVKFxYsXc/jwYTZv3kx4eDiPP/64va32ey+eFLrF/o9z586dfPjhh1y8eJEKFSrY9/ubPXs2CxcuZPDgwTcEbxGR3zN9+nRefvllvv32W+rUqYPVaiU1NZUdO3YwePBgPvvsM3r16sXcuXPp3LkzDRo0oGrVqvTt25chQ4bYr/PSSy/xxhtvkJKSwj333OPAOxIRufa7k2EYN53qcunSJbp3787Bgwfp0aMH4eHh5Ofnk5eXR9myZSlTpgz333+/A6qWkiwzM5M9e/YQHR1NdnY23bt3Z8eOHTzwwAOFVsOX4kmT4gSTycS6devo1KkTTk5ONGzYkPfee4/mzZuTk5PDmDFjGDZsGMuWLSMmJob09HRHlywiJcTjjz9O+/btad++PUePHsViseDn50dYWBhXrlxh0aJFDB06lIiICLy9vWnQoAGnTp3ihx9+KLTCed26ddm5c6cCt4g4TMEq0gUrlJvNZj7//HPGjh1Lly5d+PTTTzlx4gTu7u6sXr2a+vXrk5CQQEZGBg899BBt27bF399fgVv+Eh8fH4KDg/nmm2/o1KkThw4dIiMjg9jYWJYuXero8uQPKHQLP//8My+//DJTp05l0aJFRERE4OzsjL+/v321xNGjRxMeHs6mTZtwdnZ2cMUiUlI0a9aMmTNnUrduXZ544gm+//573Nzc8PHxwWazkZGRgbOzM2azmatXr+Ln58fSpUt59dVX7VNeACIjI3n44YcdfDcicrcqmH6XlJTEjBkzAFi3bh2hoaH277F//etfzJs3j6SkJNzc3Pjkk08oW7YsL7zwAlu2bHHwHcidoOBh9Lx58xgzZgzh4eF4eHjQsmVLB1cmf0TDy4X//Oc/BAcHk5iYyJkzZ2jWrBkhISEsXrwYgE2bNhESEgLAuXPnKFeunCPLFZES4NixY5w7dw53d3eaNGnC8ePHef755zly5Ag7duygTp06nDt3joiICAzDICAggP3793P27FkOHDiA2WzWKuUiUiwUfBclJiYSEBDA3LlzadeuHZ06dSI6OpqBAweSn5+Pj48PFSpUoH379owcOZK6dety6dIlevfuzWuvvVZoa0SRv+rXc7YvXLhg30lIii/9NiP4+Pjg4eHBypUrefTRRwkJCWHhwoXAtUD+5ptvsnPnTntbEZHf8+677xIaGspTTz1FUFAQQ4cO5f7772fhwoU0bNiQJ554giNHjlCuXDlmzpyJk5MTe/bsoXTp0nz11VcK3CJSbBR8FyUnJ9O8eXMmTZrEyJEjycjIoEuXLgwcONC+53a/fv3417/+xfLly1mwYAGHDh3C3d2ddevWKXDLP+bXi6QpcJcM6um+y9xsRcMLFy4wePBgNm3axJNPPsnatWvtx8aOHcvnn3/OJ598on0kReQPLVmyhOHDhxMTE8P999/P+vXrWbt2LSNGjGD06NF88803TJo0icTERLZt20b9+vXJzs7Gzc0NZ2dnTCYTV69exclJO1qKiGMVBO7vvvuOtm3bUqFCBfuWTBkZGeTm5lK9enW6detGuXLliI2NxWKx0LBhQ86cOUN4eDgzZszAxcVFq0mL3OX0W81dpCBw79ixg+3bt5OTk8OIESOoW7cuY8eOJTExkby8PBYvXky1atXYvHkzK1euJC4uToFbRP7Q+vXrGTJkCJ988gkdO3YE4OGHHyYhIYE9e/YA0LRpU6ZNm0Z0dDTBwcFs2LCh0BZghmEocIuIw10/pLxFixY8/PDDHDt2zP5Q0dfXF4DTp0+TkpJCr169sFgsZGZm0qRJE2rXrk2/fv20F7eIABpeflcxmUx8+umndO7cmaSkJBISEnjooYdYvXo1/v7+LFu2DE9PT6ZNm8a4ceM4duwYX3zxBU2aNHF06SJSzOXn57Nt2zbuu+8+UlNT7e97enraQ3VeXh4A/v7+TJ06FV9fXyZPnlzoOuoNEpHiwGw28/XXX/PQQw8xevRoPvvsMyZPnsyqVasYPny4vV1WVhZwbR2LxMREFixYwNGjRxkxYgTVq1d3VPkiUsyoO+EuUNDDnZOTQ0JCAgsWLCAyMhKAF154gYiICK5evUqvXr1Yvnw5ubm5mEwmXF1dcXd3d3D1IlISuLq6MmnSJFxdXVmxYgU5OTmMGzeOLVu28N577/HZZ59RqlQp+/eRv78/y5cv19Y5IlJsXbp0iSFDhtgfDvbo0QOACRMmABATE0OdOnXo2LEjy5Yt46233uLq1ats3LgRLy8vh9UtIsWP5nTfoVavXk1gYKB9T9uDBw/Srl077r33XqZOnUqHDh3sbYcNG8abb77J8uXL6dKli7YEE5G/LCMjg+nTp3Pw4EGqV6/Oxo0bWbhwIX379rUP1/z12hJaNE1EiruC760LFy7wwQcfMGHCBHr06MGiRYsAiI+Px2KxULVqVapWrergakWkuFFP9x3GZrNx9OhRIiMjSUpKsr/fqFEjnnzyST766CPOnDkD/O8/kAULFmCxWOjZsydr1qyhS5cujipfREo4X19fxo8fz8yZM/noo4947LHH6Nu3L/C//UV/PYRcgVtEiruC7y1PT0969uwJXOvxtlgsxMTE0KpVK0eWJyLFnEL3HcZsNlOvXj1OnTpFmTJlSEpKwsfHBz8/P1asWIFhGLz44ovUrFmTRx991H7evHnzcHV1pV69eg6sXkTuBH5+fvbhl/v372f27NmMGTMGi8Vy0x0URERKkoLgbTabGTx4MG5ubsyaNcvRZYlIMabh5XeYgl9or1y5wvnz56lYsSJ9+vRh1qxZ+Pr6YrVaCQsLIz4+nvXr1xcK3iIi/6SMjAxmzJjBgQMHaNu2LdOmTXN0SSIi/5js7GzWr19P8+bNqV27tqPLEZFiTKH7DlMQuq1WKxaLhfXr19OzZ0/69+/PpEmT8PPzswfvvXv3smrVKtq0aePoskXkDpWRkcHo0aMpVaoUS5YsUS+3iNxRNHpHRG6FQvcdpOCLPy4ujvj4eKKiovD29mbLli2EhIQwePDgQsG7ffv2pKamcvjwYdzc3BxdvojcoTIzM/H29r7pImoiIiIidzqtXnMHMZlMrFmzhs6dO5Odnc2xY8cwDIOgoCA2bdrEm2++yZQpU8jIyMBisbBt2zZ27typwC0iRcrHxwez2YzNZlPgFhERkbuOerrvIImJiTzxxBNMmTKF5557zv5+wXY8W7ZsoUuXLoSFhfHqq69SsWJFB1YrIiIiIiJy51NP9x0kKSmJmjVrEh4ebn/v+n1xg4KCWLVqFVu2bEHPWkRERERERIqeQvcd5MKFC6Snp/PLL7/Y3yvY/3bXrl1kZWXRtWtXUlNT8fX1dVSZIiIiIiIidw2F7jtI9erVyczMZNeuXdhstkLHVq1axTvvvINhGJrDLSIiIiIicps4OboA+ecEBQXRrVs3IiMjuXr1Ki1atMDd3Z25c+eyceNGRo8ejclk0kJGIiIiIiIit4kWUrtDFMzdBhg6dChr1qzBMAyqVKnC6dOn2bBhAwEBAQ6uUkRERERE5O6i0F3CXR+2r9//ds+ePaSnp+Ps7ExAQABVqlRxZJkiIiIiIiJ3JYXuEqIgUB89epRTp05hMpnw9/fHx8cHq9WKxWIBCodwERERERERcSyF7hKgIHCvWbOGMWPG4Orqire3N2lpaWzdupW6des6ukQRERERERG5CXWJlgAmk4ndu3czYMAARo8eTVJSElOmTOHkyZOsW7fO0eWJiIiIiIjIb1BPdwnx+uuvc+DAAd566y1OnjxJy5Yt6dSpE4sWLQLg4sWLlC5d2sFVioiIiIiIyPXU011CpKWlkZubS2pqKi1btiQoKIiFCxcCsGHDBl577TXy8/MdXKWIiIiIiIhcT6G7mPmtgQdNmjQhPT2d5s2b8+STT7JkyRLg2sJp27dvJy0tDavVejtLFRERERERkT+g0F2M2Gw2e+g+evQohw8fJjk5GYDg4GBcXV25cOECYWFhXL58mezsbCZOnMjHH3/M8OHDcXd3d2T5IiIiIiIi8iua010MzJw5k4oVKzJgwAAAPv74Y5599lm8vLzIzMxkxowZPP/88+Tm5tK6dWsuX75MVlYW9erV4+jRo2zYsIGAgAAH34WIiIiIiIj8mpOjC7jbXblyhYyMDCZMmIC7uztdu3Zl/PjxzJkzh9q1a/Pll18SFRXFuXPniI6OJiEhgc8//5zk5GTq1KmDv78/1apVc/RtiIiIiIiIyE0odDuYs7Mz06dPx9PTk969e/PKK68QFBREnz59cHJyomXLlnh5eREVFYXZbGbChAkEBwcTHBzs6NJFRERERETkDyh0O4BhGJhMJuDaPG4PDw/GjRuHzWZj9OjRNGzYsFD7IUOGADBy5Ejy8/OZMmXKba9ZRERERERE/jwtpHabFQTuM2fOkJGRgdlsZtOmTRw5coSxY8cyZcoUvvvuO1auXFnovCFDhjBjxgxef/11zp0756DqRURERERE5M/QQmoOcPbsWcLCwnj00UepUaMGgwcP5qOPPqJbt27k5OQwa9YsZs2axYoVK3jmmWcKnXv+/Hm8vb0dU7iIiIiIiIj8KRpe7gDly5fnscce49133yUlJYWYmBi6deuGYRiUKVOGcePGYRgGERERmM1mevbsaT9XgVtERERERKTk0PDy28xmswHQpUsXLly4QOXKlcnMzCQ9PR2TyYRhGHh4eDB+/HjGjx/PM888w8cff+zgqkVEREREROSvUE/3bWY2X3vOUb58ebZu3cq2bdtYvXo1eXl5DBs2DD8/PwD74mrOzs40aNDAkSWLiIiIiIjIX6TQ7QCGYeDr64uvry9Nmzbl8uXLfPLJJ5jNZqKiovDz82P+/Pm0bt2aSZMmObpcERERERER+YsUuh3g+u3CzGYzkydPBmDz5s18//33lC9fntjYWBITEx1ZpoiIiIiIiPxNCt0OZDabCwVvHx8f9u3bxw8//EBiYiKNGjVydIkiIiIiIiLyN2jLsCJUsCd3bm4u+fn5lCtXzn6sIGz/+u9Wq5XLly/j5ubmkJpFRERERETkn6PVy4tIQeDesGEDISEhNG3alE6dOjFv3jwMw7D3csO1Hu+CZx8Wi0WBW0RERERE5A6h0F1ETCYTW7duJSwsjMDAQCZPnkzp0qVZtWoVUVFR9uB9fXsRERERERG5s2h4eREwDIO8vDz69etHtWrVmDNnDgCXLl0iNjaWFStWEBkZyXPPPefgSkVERERERKQoqaf7b7r+mUXB300mE25ubpw9e5asrCz7cXd3d5599lkqV67Mzp07b3utIiIiIiIicnspdP9NJpOJs2fPcuXKFUwmE1u2bGHlypUA3HfffaSlpXH27Fn7/O1SpUrRunVrjh07xsWLFx1ZuoiIiIiIiBQxhe6/KTs7mwYNGjBz5kzef/99QkJCKFWqFADDhw/niy++IDo6mrNnz9rPSU5Oplq1ajg7OzuqbBEREREREbkNNKf7H7Bhwwa6d++OYRi88cYbDBgwgKtXr+Lk5MTOnTsJCQnhkUceoWzZsri7u7Nu3ToSEhJo3Lixo0sXERERERGRIqSe7r/JZrNRq1YtLl++zNWrV8nIyLAHbpvNRtu2bfn6668JCAjAMAzc3d3Zu3evAreIiIiIiMhdQD3d/5DDhw/z448/0r17d8aPH090dDTOzs5YrVYsFou93ZUrVzSsXERERERE5C7h5OgCSrqCUN2oUSMaN27M22+/zYABAzCbzUycOBEnJycWLVpEuXLl6NWrF05O+pGLiIiIiIjcLZQA/6aCXmyTyQRAnz59MJvN9O/fn6NHj+Lq6srq1avZt29foXYiIiIiIiJy59Oc7j/p+tH4BduA/Vp4eDgbN27kp59+4vz58+zevZuGDRverhJFRERERESkmNCc7ltkGAYmk4nz58/j6uqKk5PTb87NLmh78eJFLBaLfQsxERERERERubuop/sWFITojRs30qFDBx555BEeeOABPv74Y7Kysm5oXzCEvHTp0grcIiIiIiIidzGF7ltgMpnYtm0b3bp1Izg4mBdeeIEWLVowcOBAFi9eTHZ2tqNLFBERERERkWJIw8v/gM1mwzAMevXqhY+PD4sXL7YfmzNnDlOmTGHVqlV07NgRm82G2aznGCIiIiIiInKNEuJ1brYwmtlsxmQycebMGby9vQG4fPkyAKNGjeLpp59m+vTpCtwiIiIiIiJyA6XE/1cQmk+dOsXKlSuJjY3l1KlTwLXgXbNmTdatW0deXh4uLi724F2vXj2cnZ21FZiIiIiIiIjcQKGb/wXupKQkQkJC2Lp1Kz/++CNVqlSxtxk5ciQeHh6EhYXZgzdAamoqZcqUIT8/H43UFxERERERkevd9XO6C1YmT0pKolWrVgwdOpRRo0bh6ekJwMaNG3FyciIoKIj169czdepUsrKyaNeuHZmZmWzfvp2EhAQaN27s4DsRERERERGR4sbJ0QU4mslkIjMzk+eff57evXszdepU+7HZs2czbtw4AgMDcXJyIjQ0lIYNG7JgwQLS09MpX748+/bto379+g68AxERERERESmu7vqeboAjR47QsWNHYmNjCQwMxGw2s3jxYoYNG8b8+fNZv349FouFqKgogoOD7ecV9JKLiIiIiIiI3IxCN/Dee+/Rr18/rly5Yg/Rp06dIiUlhVatWvHdd98xYsQILly4QGxsLE2aNHFwxSIiIiIiIlISaCE1oEaNGjg5ObFu3TrgWg92lSpVaNWqFTabjYYNG9KjRw8AKlas6MhSRUREREREpARR6OZa6Pby8uLdd98lNTW10JDxgr23jx49So0aNShdurSjyhQREREREZESRqEbqFKlCq+//jpbt24lOjqa5ORk+7ELFy4wevRo3n77bSZPnkyZMmUcWKmIiIiIiIiUJJrT/f+sVitLly4lKiqKmjVr0qJFC5ydnUlLS+Prr7/m008/JSAgwNFlioiIiIiISAmi0P0r+/bt45VXXuH48eOUKVOGli1bMnDgQGrWrOno0kRERERERKSEUei+CavVisVicXQZIiIiIiIiUsJpTvdNFCyeBtdWMhcRERERERH5K9TTLSIiIiIiIlJE1NMtIiIiIiIiUkQUukVERERERESKiEK3iIiIiIiISBFR6BYREREREREpIgrdIiIiIiIiIkVEoVtERERERESkiCh0i4iIiIiIiBQRhW4REZG/aNeuXZhMJs6fP/+PX/udd97B29v7H7/u9f7973/j7+9fpJ8hIiJyt1PoFhERuUVt2rRhxIgR9tctWrQgPT0dLy8vxxUlIiIixZpCt4iIyF/k4uKCr68vJpPppsetVis2m+02VwWXL1++7Z8pIiIiN6fQLSIicgv69etHXFwcMTExmEwmTCYT77zzTqHh5QVDwjds2ED9+vVxdXXl5MmT5Ofn89JLL1G5cmVKly5Ns2bN2LVrV6Hrv/POO1SrVg13d3e6dOnCuXPnbrm2gmHiS5cu5d5776VUqVIAnD9/nsjISCpUqICnpyePPfYYiYmJv3md/fv388QTT1C+fHm8vLwIDAzkm2++sR/ftWsXLi4uxMfH29975ZVXuOeee/j5559/t8ZNmzbh7e2N1WoF4NChQ5hMJsaOHWtvExkZSXh4OADnzp2jV69eVK5cGXd3dxo1asT7779vb7t8+XLKlStHfn5+oc8JDQ0lIiLij35kIiIit41Ct4iIyC2IiYmhefPmDBo0iPT0dNLT06lateoN7S5dusTs2bNZunQpSUlJ3HPPPURFRbFnzx4++OADDh8+TFhYGE899RQ//PADAPv27WPgwIFERUVx6NAh2rZty7Rp0/5UfT/++CNr1qxh7dq1HDp0CICwsDBOnz7Nli1bOHDgAE2bNqVdu3ZkZmbe9Bo5OTn07duXL7/8kr1791KrVi06dOhATk4O8L/h9REREWRnZ3Pw4EGio6NZunQpFStW/N36WrVqRU5ODgcPHgQgLi6O8uXLF3r4EBcXR5s2bQDIy8vjgQceYPPmzXz33XcMHjyYiIgIvvrqK/u9Wa1WNmzYYD//9OnTbN68mQEDBvypn52IiEiRMkREROSWBAYGGsOHD7e/3rlzpwEYWVlZhmEYxrJlywzAOHTokL1NamqqYbFYjLS0tELXateunTFu3DjDMAyjV69eRocOHQod79Gjh+Hl5XVLdU2ePNlwdnY2Tp8+bX8vPj7e8PT0NPLy8gq1vf/++40lS5bYz2vSpMlvXtdqtRplypQxNm7caH8vPz/f8Pf3N7p3727Ur1/fGDRo0C3VaBiG0bRpU2POnDmGYRhGaGioMX36dMPFxcXIyckxTp06ZQDGsWPHfvP84OBg48UXX7S/HjJkiBEUFGR/PXfuXOO+++4zbDbbLdckIiJS1NTTLSIi8g9ycXGhcePG9tfffvstVquV2rVr4+HhYf8TFxfH8ePHAThy5AjNmjUrdJ3mzZv/qc+tXr06FSpUsL9OTEwkNzeXcuXKFfrclJQU++f+2s8//8ygQYOoVasWXl5eeHp6kpuby8mTJwvd38qVK1mzZg15eXnMmzfvlmsMDAxk165dGIZBfHw8Xbt2pV69enz55ZfExcVRqVIlatWqBVybDz916lQaNWqEj48PHh4ebNu2rVAtgwYNYvv27aSlpQHXhuj369fvN+fYi4iIOIKTowsQERG5k7i5uRUKfbm5uVgsFg4cOIDFYinU1sPD4x/73NKlSxd6nZubi5+f3w1zx4Hf3Iqsb9++nDt3jpiYGKpXr46rqyvNmze/YWG23bt3A5CZmUlmZuYNn/1b2rRpw9tvv01iYiLOzs7UrVuXNm3asGvXLrKysggMDLS3nTNnDjExMcyfP59GjRpRunRpRowYUaiWgIAAmjRpwvLly3nyySdJSkpi8+bNt1SLiIjI7aLQLSIicotcXFzsC4HdqoCAAKxWK6dPn6ZVq1Y3bVOvXj327dtX6L29e/f+5ToBmjZtSkZGBk5OTtSoUeOWzklISOD111+nQ4cOAPz3v//l7NmzhdocP36ckSNHEhsby4cffkjfvn357LPPMJv/ePBcwbzuefPm2QN2mzZtmDVrFllZWbz44ouFauncubN9YTWbzcaxY8eoX79+oWtGRkYyf/580tLSePzxx286z15ERMSRNLxcRETkFtWoUYN9+/Zx4sQJzp49e0vbgdWuXZvevXvTp08f1q5dS0pKCl999RUzZ86098oOGzaMrVu38uqrr/LDDz+waNEitm7d+rdqffzxx2nevDmhoaFs376dEydOsHv3biZMmMDXX39903Nq1arFihUrOHLkCPv27aN37964ubnZj1utVsLDw2nfvj39+/dn2bJlHD58mLlz595STWXLlqVx48asXLnSvmBa69at+eabbzh27Fihnu5atWqxY8cOdu/ezZEjR3j22WdvukL6M888w6lTp4iNjdUCaiIiUiwpdIuIiNyil156CYvFQv369alQoUKh+cW/Z9myZfTp04cXX3yROnXqEBoayv79+6lWrRoAjzzyCLGxscTExNCkSRO2b9/OxIkT/1atJpOJTz/9lNatW9O/f39q165Nz549SU1N/c2Vxt966y2ysrJo2rQpERERDBs2jHvuucd+fPr06aSmprJkyRIA/Pz8ePPNN5k4ceLvbkV2vcDAQKxWqz10+/j4UL9+fXx9falTp4693cSJE2natCnt27enTZs2+Pr6EhoaesP1vLy8ePrpp/Hw8LjpcREREUczGYZhOLoIERERkb+qXbt2NGjQgAULFji6FBERkRsodIuIiEiJlJWVxa5du+jWrRvJycmFespFRESKCy2kJiIiUsw1aNCA1NTUmx5bsmQJvXv3vs0V3ejkyZM3LHJ2veTkZPtw+n9KQEAAWVlZzJ49W4FbRESKLfV0i4iIFHOpqalcuXLlpscqVqxImTJlbnNFN7p69SonTpz4zeM1atTAyUnP+kVE5O6j0C0iIiIiIiJSRLR6uYiIiIiIiEgRUegWERERERERKSIK3SIiIiIiIiJFRKFbREREREREpIgodIuIiIiIiIgUEYVuERERERERkSKi0C0iIiIiIiJSRBS6RURERERERIrI/wEeY2gBXChTegAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col1, col2, title in additional_relationships:\n",
    "    cross_tab = pd.crosstab(data[col1], data[col2])\n",
    "    plot_cross_tabulation(cross_tab, title, col2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8561fb5-d285-425f-8284-cafba89a8991",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Daydream Imagine vs. Stories, Books, Movies\n",
    "# This relationship suggests that engagement with certain genres may be tied to imaginative tendencies.\n",
    "# Respondents who daydream more frequently often engage with imaginative genres, reflecting how storytelling influences creativity.\n",
    "\n",
    "# Create Worlds in Mind vs. Movies/Books as Escape\n",
    "# Those who frequently create mental worlds are more likely to use movies and books for escapism, suggesting that both creativity and media \n",
    "# serve as coping strategies.\n",
    "\n",
    "# Tired Relax Way vs. Create Worlds in Mind\n",
    "# This relationship examines how relaxation methods correlate with creativity.\n",
    "# Respondents who relax by sleeping also tend to create mental worlds frequently, indicating that rest may foster imaginative processes.\n",
    "\n",
    "# Tired Relax Way vs. Movies/Books as Escape\n",
    "# This plot explores how different relaxation methods are related to media consumption.\n",
    "# Those who use TV as a relaxation method tend to view movies/books as a form of escapism more often, suggesting a link between relaxation \n",
    "# strategies and coping mechanisms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5758dfa-cabe-42ec-95fb-cf98cfb6e149",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The data analysis and visualizations reveal important insights into the interplay between imagination, media consumption, \n",
    "# and anxieties about growing up among respondents. The findings highlight the significance of creative expression and \n",
    "# storytelling as crucial elements in understanding youth mental health and coping strategies. \n",
    "# Understanding these relationships can guide future initiatives aimed at supporting young people's mental well-being."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}