03-RQ1 Analysis Plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f2f17395",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"/Bridging_the_digital_divide\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e429385d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b896d606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>id</th>\n",
       "      <th>country.name</th>\n",
       "      <th>country.id</th>\n",
       "      <th>region.id</th>\n",
       "      <th>type</th>\n",
       "      <th>imageRelPath</th>\n",
       "      <th>topics</th>\n",
       "      <th>place</th>\n",
       "      <th>income</th>\n",
       "      <th>CLIP score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>24655</td>\n",
       "      <td>5fd0457ff2d9500e435933ca</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>rs</td>\n",
       "      <td>eu</td>\n",
       "      <td>video</td>\n",
       "      <td>assets/5fd0457ff2d9500e435933ca/6df313d79f9c0f...</td>\n",
       "      <td>Adding spices to food while cooking,Spices</td>\n",
       "      <td>rajkovic</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>0.239534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>16463</td>\n",
       "      <td>5fd04872f2d9500e4359465c</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>za</td>\n",
       "      <td>af</td>\n",
       "      <td>video</td>\n",
       "      <td>assets/5fd04872f2d9500e4359465c/37c209cb7f9adf...</td>\n",
       "      <td>Adding spices to food while cooking,Spices</td>\n",
       "      <td>van-rheede</td>\n",
       "      <td>448.0</td>\n",
       "      <td>0.260990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>29818</td>\n",
       "      <td>5fd03a0bf2d9500e4358e9a7</td>\n",
       "      <td>Iran</td>\n",
       "      <td>ir</td>\n",
       "      <td>as</td>\n",
       "      <td>video</td>\n",
       "      <td>assets/5fd03a0bf2d9500e4358e9a7/de9e6e8a759f7e...</td>\n",
       "      <td>Adding spices to food while cooking,Spices</td>\n",
       "      <td>ahmadinejad</td>\n",
       "      <td>2369.0</td>\n",
       "      <td>0.309823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>13143</td>\n",
       "      <td>5fd025ad04167a0cab36b3a8</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>br</td>\n",
       "      <td>am</td>\n",
       "      <td>video</td>\n",
       "      <td>assets/5fd025ad04167a0cab36b3a8/647b2947695589...</td>\n",
       "      <td>Adding spices to food while cooking,Spices</td>\n",
       "      <td>cancela-reis</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.226416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>28760</td>\n",
       "      <td>5fd02d9ca8444d0db97b4b22</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>co</td>\n",
       "      <td>am</td>\n",
       "      <td>video</td>\n",
       "      <td>assets/5fd02d9ca8444d0db97b4b22/18f3b1e7cb55e1...</td>\n",
       "      <td>Adding spices to food while cooking,Spices</td>\n",
       "      <td>cruz</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>0.284779</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1                        id  country.name  \\\n",
       "0           0         24655  5fd0457ff2d9500e435933ca        Serbia   \n",
       "1           1         16463  5fd04872f2d9500e4359465c  South Africa   \n",
       "2           2         29818  5fd03a0bf2d9500e4358e9a7          Iran   \n",
       "3           3         13143  5fd025ad04167a0cab36b3a8        Brazil   \n",
       "4           4         28760  5fd02d9ca8444d0db97b4b22      Colombia   \n",
       "\n",
       "  country.id region.id   type  \\\n",
       "0         rs        eu  video   \n",
       "1         za        af  video   \n",
       "2         ir        as  video   \n",
       "3         br        am  video   \n",
       "4         co        am  video   \n",
       "\n",
       "                                        imageRelPath  \\\n",
       "0  assets/5fd0457ff2d9500e435933ca/6df313d79f9c0f...   \n",
       "1  assets/5fd04872f2d9500e4359465c/37c209cb7f9adf...   \n",
       "2  assets/5fd03a0bf2d9500e4358e9a7/de9e6e8a759f7e...   \n",
       "3  assets/5fd025ad04167a0cab36b3a8/647b2947695589...   \n",
       "4  assets/5fd02d9ca8444d0db97b4b22/18f3b1e7cb55e1...   \n",
       "\n",
       "                                       topics         place  income  \\\n",
       "0  Adding spices to food while cooking,Spices      rajkovic  1193.0   \n",
       "1  Adding spices to food while cooking,Spices    van-rheede   448.0   \n",
       "2  Adding spices to food while cooking,Spices   ahmadinejad  2369.0   \n",
       "3  Adding spices to food while cooking,Spices  cancela-reis   284.0   \n",
       "4  Adding spices to food while cooking,Spices          cruz  1963.0   \n",
       "\n",
       "   CLIP score  \n",
       "0    0.239534  \n",
       "1    0.260990  \n",
       "2    0.309823  \n",
       "3    0.226416  \n",
       "4    0.284779  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/results_CLIP_no_sub.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "394b3728",
   "metadata": {},
   "source": [
    "## Intervals by geometric progression [100, 200, 400, 800, 1600, 3200, 6400, 12800, 25600]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "13895408",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[data['income'].between(0, 100, 'both'), 'bin'] = 'a_0-100'\n",
    "data.loc[data['income'].between(100, 200, 'right'), 'bin'] =  'b_100-200'\n",
    "data.loc[data['income'].between(200, 400, 'right'), 'bin'] = 'c_200-400'\n",
    "data.loc[data['income'].between(400, 800, 'right'), 'bin'] =  'd_400-800'\n",
    "data.loc[data['income'].between(800, 1600, 'right'), 'bin'] = 'e_800-1600'\n",
    "data.loc[data['income'].between(1600, 3200, 'right'), 'bin'] = 'f_1600-3200'\n",
    "data.loc[data['income'].between(3200, 6400, 'right'), 'bin'] = 'g_3200-6400'\n",
    "data.loc[data['income'].between(6400, 12800, 'right'), 'bin'] = 'h_6400-12800'\n",
    "data.loc[data['income'].between(12800, 25600, 'right'), 'bin'] = 'i_12800-25600'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6fcfed79",
   "metadata": {},
   "outputs": [],
   "source": [
    "bin_unique = data['bin'].unique()\n",
    "bin_range = [str(int(data[data['bin'] == i]['income'].min())) + '-' + str(int(data[data['bin'] == i]['income'].max())) \n",
    "                for i in bin_unique]\n",
    "bin_count = [data[data['bin'] == i]['income'].count() for i in bin_unique]\n",
    "\n",
    "\n",
    "bin_df = pd.DataFrame()\n",
    "bin_df['bin'] = bin_unique\n",
    "bin_df['bin_value_range'] = bin_range\n",
    "bin_df['bin_count'] = bin_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84ee96d4",
   "metadata": {},
   "source": [
    "### No of images per bin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "22925c90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='bin'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bin_df.sort_values('bin').plot.bar(x='bin', y='bin_count', figsize=(10,4))   # replace labels in plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da039974",
   "metadata": {},
   "source": [
    "### Average CLIP Scores Per Bin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "533e5823",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating average CLIP scores for each bin\n",
    "avg_list = [0] * len(data)\n",
    "data['avg_clip_score'] = avg_list \n",
    "\n",
    "for i in data['bin'].unique():\n",
    "  data.loc[data['bin'] == i, 'avg_clip_score'] = data[data['bin']==i]['CLIP score'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eaf6b6fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style='whitegrid', context='paper', font_scale=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a67d9d43",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8],\n",
       " [Text(0, 0, '(0, 100]'),\n",
       "  Text(1, 0, '(100, 200]'),\n",
       "  Text(2, 0, '(200, 400]'),\n",
       "  Text(3, 0, '(400, 800]'),\n",
       "  Text(4, 0, '(800, 1600]'),\n",
       "  Text(5, 0, '(1600, 3200]'),\n",
       "  Text(6, 0, '(3200, 6400]'),\n",
       "  Text(7, 0, '(6400, 12800]'),\n",
       "  Text(8, 0, '(12800, 25600]')])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAAGqCAYAAABprqBLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAACv7ElEQVR4nOzdZ0AU19cG8GfpKFgQe4tiXLAgIqJiN4odsWFXQOwaY++JLfbescbYO/YWC/lbYouABlDABiioFEF6ue8H3x1ZRWQTYGV5fl8iU3bvnMzMnp2991yZEEKAiIiIiIjyFS11N4CIiIiIiFTHRJ6IiIiIKB9iIk9ERERElA8xkSciIiIiyoeYyBMRERER5UM66m5AfnXv3j11N4GIiIiICoB69eplupyJ/H/wpaDmJj8/P1hYWOT5++ZXjJdqGC/VMF6qYbxUx5iphvFSDeOlGnXFK6uHx+xaQ0RERESUDzGRJyIiIiLKh5jIExERERHlQ0zkiYiIiIjyISbyRERERET5EBN5IiIiIqJ8iIk8EREREVE+xESeiIiIiCgf4oRQRERE36DOE47//78e4+TyLmptCxF9m/hEnoiI6BvzMYnP/G8iIoCJPBER0TflS0k7k3ki+hQTeSIiIiKifIiJPBERERFRPsREnoiI6BvypYGtHPBKRJ9iIk9ERPSN+TRpZxL/dZ0nHMfkrY85loAKFJafJCIi+gadXN4Ffn5+sLCwUHdTvnmZVfnhlx8qCPhEnoiIiPItVvmhgoyJPBERERFRPsREnoiIiIgoH2IiT0RERPkWq/xQQcZEnoiIiPI1VvmhgopVa4iIiCjfY5UfKoj4RJ6IiIiIKB9iIk9ERERElA8xkSciIiIiyoeYyBMRERER5UNM5ImIiIiI8iFWrSEiolzXecLx///XY5YGJCLKIXwiT0REuepjEp/530SU9zpPOI7JWx/zesznmMgTEVGu+VKSwOSBSH345VpzqL1rTXp6On777TccOHAAoaGhKFmyJBwcHDBy5Ejo6+tnue+lS5dw4cIFeHl5ISwsDEWLFoW5uTmGDx8Oa2vrTPcJDg7Ghg0bcO3aNURFRaF48eKwtLTEnDlzYGpqmhuHSERERPRNyOrLNbu95T9qT+QXLFiAXbt2oVOnTnBzc4Ovry82b96MgIAAbNiwIct9f/75ZxgbG8Pe3h6VKlXC27dvceDAAfTp0weLFy+Go6Oj0vbe3t5wdXVF2bJl0a9fP5iamiIyMhL379/H+/fvmcgTERERUb6h1kQ+ICAAu3fvhpOTE+bNmyctNzU1xZo1a+Dp6YnmzZt/cf/ly5ejYcOGSsucnJzQsWNHLFmyBA4ODtDS+tB7KDExEePGjUPdunWxceNG6Orq5s5BERGR5OTyLpk+AeSTPyKi/06tfeRPnToFIQScnZ2Vlg8YMAA6Ojo4depUlvt/msQDQIkSJVC/fn1EREQgIiJCWn769GmEhoZi0qRJ0NXVRUJCAlJSUnLkOIiI6Ms+TdqZxBOpz5euP16X+ZNaE/mHDx/C2NgYZmZmSsuLFCmCqlWr4uHDh//qdcPCwqCrqwtjY2Np2f/+9z8YGRkhJiYGXbp0gZWVFSwtLdG3b1/4+Pj8p+MgIqKsnVzeBUvcqjNZIPoG8Mu15pAJIYS63rxz585IT0/H6dOnP1s3ZMgQ3Lt3D3///bdKr+np6YmhQ4eiY8eOWLFihbTc0dERz549AwC0a9cOLVu2RGhoKDZu3IiUlBQcOnQI33//fbbf5969eyhUqJBKbcsJiYmJMDAwyPP3za8YL9UwXqphvFTDeKmOMVMN46Uaxiv7Jm99LP17iVv1PH3v+Ph41KtXL9N1au0jn5CQoPTUPCN9fX0kJiaq9HohISGYMmUKTE1NMW3aNKV1cXFxSEhIQOfOnbFo0SJpec2aNTFw4ECsX78eq1atUun9LCwsVNo+J/j5+anlffMrxks1jJdqGC/VMF6qY8xUw3iphvHKnk/H+UzemrcT2927d++L69TatcbQ0BDJycmZrktKSlLpW2J4eDhcXFyQmpqKzZs3o2TJkkrrFa/VrVs3peUNGjRAuXLlcPv2bRVbT0RERESa7FufC0OtiXypUqUQHh6e6bqwsDCULl06W68TEREBZ2dnvH37Flu2bEHNmjUzfS8AmZaYLFmyJGJiYlRoORERERGReqk1ka9VqxZiY2MRFBSktDwmJgZPnjzJNCH/VGRkJAYNGoRXr15h8+bNqFu3bqbbWVpaAvjwBeFTYWFhMDEx+RdHQERERESkHmpN5Dt06ACZTIadO3cqLd+1axdSU1PRuXNnaVlQUBBevHihtF10dDScnZ0RHByMjRs3on79+l98r06dOkFLSwv79+9XWn758mWEh4ejWbNmOXBERERERKQpvvVynWod7CqXy9G3b1/s2bMH8fHxaNCgAfz8/LBv3z60bNlSaTKoDh06oHz58rh8+bK0zNXVFY8ePYKjoyNev36N48eV+yu1adNGqixjZmYGFxcXbNu2DUOGDEGLFi3w8uVL7N69G6amphg9enTeHDQRERER5RufTmz3rSTxgJoTeQCYMWMGypUrh4MHD+LcuXMwNTXFkCFDMGrUqK/u+88//wAAPDw84OHh8dn6S5cuKZWInDRpEsqXL499+/Zh4cKFKFy4MFq3bo3x48ejTJkyOXZMRERERKQ5Ti7v8k1W+VF7Iq+trQ03Nze4ubllud2jR4+ytSwrMpkM/fr1Q79+/VTaj4iIiIjoW6PWPvJERERERPTvqJTIp6amYseOHejRowesra1Ro0YNaZ2fnx9mz56Np0+f5ngjiYiIiIhIWba71sTHx8PV1RXe3t4oXrw4jIyMkJCQIK2vWLEijh07hqJFi2LcuHG50lgiIiIiIvog20/kN23aBC8vL0yaNAnXr19Hz549ldYbGRnB1tYW//vf/3K8kUREREREpCzbifzZs2fRqFEjuLq6QiaTQSaTfbZNhQoV8OrVqxxtIBERERERfS7biXxYWJhSn/jMGBoa4v379/+5UURERERElLVsJ/JFihTB27dvs9zm+fPnMDU1/c+NIiIiIiKirGU7ka9Xrx7++OOPLybzT58+haenJxo2bJhjjSMiIiIiosxlO5EfPnw4kpOT0bdvX5w7dw7v3r0DADx79gweHh4YOHAgdHR0vjqxExERERER/XfZLj9Zo0YNrFixAlOnTpXKSwoh0L59ewghUKhQIaxYsQJmZma51lgiIiIiIvog24k8ALRp0wY2Njbw8PCAj48P3r17ByMjI9SuXRvdu3eHiYlJbrWTiIiIiIgyyHYiv3DhQlStWhW9evWCi4tLbraJiIiIiIi+Itt95Pfu3Yvg4ODcbAsREREREWVTthP5ihUrIiIiIjfbQkRERERE2ZTtRL5bt264evUqXr9+nZvtISIiIiKibMh2H/m2bdvi1q1b6N27N9zc3FCrVi2UKFECMpnss23LlSuXo40kIiIiIiJl2U7k27RpA5lMBiEE5s2b98XtZDIZfH19c6RxRERERESUuWwn8o6Ojpk+fSciKog6Tzj+//96jJPLu6i1LUREVDBlO5FftGhRbraDiCjf+JjEf/ybyTwREeW1bA92JSKiz5P4ry0nIiLKLSrN7AoAcXFx+OOPP+Dv74+4uDgULlwYFhYW+OGHH1C4cOHcaCMREREREX1CpUT+zJkzmD17NmJjYyGEkJbLZDIUKVIEs2fPRvv27XO8kUREREREpCzbifydO3cwceJE6OnpoW/fvrC1tYWpqSkiIiJw+/ZtHD58GBMnTkTJkiVhY2OTm20mIlKbk8u7ZNqNhn3kiYgor2U7kXd3d4ehoSEOHjwIMzMzpXX29vbo06cPnJyc4O7uzkSeiDTap8k8k3giIlKHbCfyPj4+6NChw2dJvIKZmRk6dOiA8+fP51jjiIi+VSeXd4Gfnx8sLCzU3RQiIiqgsl21JikpCUWLFs1ym6JFiyIpKek/N4qIiIiIiLKW7US+UqVK8PT0RHp6eqbr09PT4enpiUqVKuVY44iIiIiIKHPZTuQdHBwQEBCAYcOGwd/fX2mdv78/hg8fjsDAQHTpwr6iRERERES5Ldt95F1cXHD37l14enri2rVrKFy4MEqUKIHIyEi8f/8eQgi0aNECLi4uudleIiIiIiKCCom8jo4ONm3ahGPHjuHYsWN4/PgxQkJCYGRkBFtbWzg6OsLR0REymSw320tERERERFBxQiiZTIZu3bqhW7duudUeIiIiIiLKhmz3kSciIiIiom9HthP5Y8eOoVu3bnj9+nWm68PDw9GtWzecOHEixxpHRERERESZy3Yif/ToUejp6aFUqVKZri9dujQMDAxw+PDhHGscERERERFlLtuJfGBgIGrUqJHlNhYWFggKCvrPjSIiIiIioqxlO5GPi4uDkZFRltsULlwYMTEx/7lRRERERESUtWwn8mXKlIGPj0+W2/j4+Hyx6w0REREREeWcbCfyzZo1w61bt3Dy5MlM1584cQJ//fUXWrRokVNtIyIiIiKiL8h2Hflhw4bh7NmzmDx5Mjw8PGBnZ4dSpUrh9evXuH79Om7evAlTU1MMGzYsN9tLRERERERQIZEvWbIkfv/9d0yaNAnXr1/H9evXIZPJIIQAANSoUQNLly5l1xoiIiIiojyg0syuZmZmOHr0KHx8fPDgwQPExsbC2NgYtWvXhqWlZW61kYiIiIiIPqFSIq9gaWnJxJ2IiIiISI3+VSKf0dOnT3Ht2jXo6+ujffv2MDY2zol2ERERERFRFrKdyK9duxYHDhzA6dOnUbRoUQDA9evXMXLkSCQnJwMA3N3dcejQIZiYmOROa4mIiIiICIAK5SevXLkCMzMzKYkHgOXLl0NbWxtTp06Fm5sbXr58iR07duRKQ4mIiIiI6KNsJ/KhoaGoWrWq9Hd4eDh8fX0xYMAADBo0CBMmTEDTpk1x+fLlXGkoERERERF9lO1EPj4+HkWKFJH+vnPnDmQymdIEUHK5HC9fvszRBhIRERER0eeynciXLFkSoaGh0t/Xr1+HgYEBateuLS2Li4uDrq5uzraQiIiIiIg+k+3BrjY2Nrh48SKuXLkCfX19nDt3Dk2bNoWOzseXePHiBUqXLp0rDSUiIiIioo+y/UR+5MiR0NbWxsiRIzF48GAAwOjRo6X179+/x71792BtbZ3zrSQiIiIiIiXZfiL/3Xff4fTp07hw4QIAoGXLlqhQoYK0/sWLF+jZsyc6deqU860kIiIiIiIlKk0IVbp0aQwYMCDTdTVq1ECNGjVypFFERERERJS1bHetISIiIiKibwcTeSIiIiKifIiJPBERERFRPsREnoiIiIgoH2IiT0RERESUDzGRJyIiIiLKh75afjIlJQWnTp3Cw4cPIZPJUKtWLXTq1ElpRlciIiIiIspbWWbjcXFxGDBgAPz8/CCEAADIZDLs3r0bu3btgqGhYZ40koiIiIiIlGXZtWbLli3w9fWFmZkZJk6ciIkTJ8LMzAz//PMPtm3blldtJCIiIiKiT2T5RP6PP/5AmTJlcOjQIenpe79+/dC+fXucP38eo0ePzpNGEhERERGRsiyfyIeEhKBFixZKXWgMDQ3RsmVLhISE5HrjiIiIiIgoc1k+kU9MTISpqelny0uUKIHExMQcaUB6ejp+++03HDhwAKGhoShZsiQcHBwwcuRI6OvrZ7nvpUuXcOHCBXh5eSEsLAxFixaFubk5hg8fDmtra6Vtb926hYEDB2b6Or169cLcuXNz5HiIiIiIiPKC2kvPLFiwALt27UKnTp3g5uYGX19fbN68GQEBAdiwYUOW+/78888wNjaGvb09KlWqhLdv3+LAgQPo06cPFi9eDEdHx8/26dWrF+rVq6e0rEqVKjl5SEREREREue6rifz9+/exY8eOz5YBwG+//SZVs8nIxcUlW28eEBCA3bt3w8nJCfPmzZOWm5qaYs2aNfD09ETz5s2/uP/y5cvRsGFDpWVOTk7o2LEjlixZAgcHB2hpKfcesrKyQpcuXbLVPiIiIiKib9VXE/nr16/j+vXrma5btGjRZ8tkMlm2E/lTp05BCAFnZ2el5QMGDMCGDRtw6tSpLBP5T5N44EO3n/r16+PChQuIiIhAyZIlP9smPj4eOjo60NPTy1Y7iYiIiIi+NVkm8gsXLszVN3/48CGMjY1hZmamtLxIkSKoWrUqHj58+K9eNywsDLq6ujA2Nv5s3fz58zFt2jQAgJmZGVxcXNCzZ89/9T5EREREROqSZSLftWvXXH3z169fo3Tp0pmuK1OmDO7du6fya3p6esLHxwcdO3aEgYGBtFxHRwetWrVC8+bNUapUKbx69Qr79+/HzJkzERISgnHjxv3r4yAiIiIiymsykVkn9zzSunVrGBsb49ixY5+tGz16NC5fvgxfX99sv15ISAh69OgBbW1teHh4ZNqtJqOUlBT07t0bfn5+OH/+PCpWrJjt97p37x4KFSqU7e1zSmJiotIXFMoa46Uaxks1jJdqGC/VMWaqYbxUw3ipRl3xio+P/6xQi4Jaq9YYGhoiOTk503VJSUkqBSs8PBwuLi5ITU3Ftm3bvprEA4Curi4GDx6McePG4caNG+jVq1e23w8ALCwsVNo+J/j5+anlffMrxks1jJdqGC/VMF6qY8xUw3iphvFSjbrilVUPlSwT+c6dO6v8ZjKZDCdOnMjWtqVKlYK3t3em68LCwr7Y7eZTERERcHZ2xtu3b7F9+3bUrFkz2+2tUKECACAqKirb+xARERERqVuWiXxAQECuvnmtWrVw7do1BAUFKQ14jYmJwZMnT9C+ffuvvkZkZCQGDRqEV69eYcuWLahbt65KbXj+/DmAD9VuiIiIiIjyiywTeX9//1x98w4dOsDd3R07d+5Umll1165dSE1NVfpFICgoCLq6uqhUqZK0LDo6Gs7OzggODsamTZtQv379L75XVFQUihcvrrQsPj4e7u7u0NXVRZMmTXLwyIiIiIiIcpda+8jL5XL07dsXe/bsQXx8PBo0aAA/Pz/s27cPLVu2VKoh36FDB5QvXx6XL1+Wlrm6uuLRo0dwdHTE69evcfz4caXXb9OmjTQgdciQIShdujRq1KghVa05duwYXr58iUmTJqFs2bJ5c9BERERERDkgRxP5adOm4fjx4ypVmpkxYwbKlSuHgwcP4ty5czA1NcWQIUMwatSor+77zz//AAA8PDzg4eHx2fpLly5Jiby9vT0uXbqEXbt2ITY2FoULF0atWrXwyy+/oEWLFtluL5Gm6jxB8UX4MU4u5+zHRERE37ocfyKvajVLbW1tuLm5wc3NLcvtHj16lK1lXzJ06FAMHTpUpbYRFRQfk/iPfzOZJyIi+rZpqbsBRKRenybxX1tORERE3wYm8kRERERE+RATeSIiIiKifIiJPFEB96W+8OwjT0RE9G3LcrBrdHS0Si+WnJz8X9pCRGpycnkXpT7xTOKJiIi+fVkm8g0bNoRMJsv2iwkhVNqeiL4dJ5d3gZ+fHywsLNTdFCIiIsqGLBP5rGZKJSIiIiIi9ckykd+1a1detYOIiIiIiFTAwa5ERERERPnQVxP5O3fu4PLly0hJSfniNsnJybh8+TLu3r2bo40jIiIiIqLMZZnIBwUFwdnZGVeuXIGuru4Xt9PT08PVq1fh7OyMJ0+e5HgjiYiIiIhIWZaJ/IEDB6Cjo4Nx48Z99YV++ukn6OjoYP/+/TnWOCIiIiIiylyWifzNmzfRsGFDmJiYfPWFTExM0LBhQ9y8eTPHGkdERERERJnLMpEPCQlB1apVs/1iVatWRUhIyH9uFBERERERZS3LRD4tLQ06OllWqFSira2NtLS0/9woIiIiIiLKWpaJfIkSJfD8+fNsv9jz589hamr6nxtFRERERERZyzKRr1OnDq5du4bo6OivvlB0dDSuXbsGKyurHGoaERERERF9SZaJfPfu3REfH48pU6YgOTn5i9slJydj6tSpSEhIQLdu3XK8kUREREREpCzLRL5p06Zo27YtPD090bVrVxw5cgQhISFISUlBSkoKQkJCcPjwYXTr1g2enp5o27YtmjRpkldtJyIiIiIqsL46knXx4sWQyWQ4d+4cZs6cmek2Qgi0b98eCxcuzPEGEhERERHR576ayBsYGGDVqlW4efMmDh8+DC8vL7x9+xYAYGpqirp166J79+5o1KhRrjeWiIiIiIg+yHZtyUaNGjFZJyIiIiL6RmTZR56IiIiIiL5NTOSJiIiIiPIhJvJERERERPkQE3kiIiIionyIiTwRERERUT7ERJ6IiIiIKB9iIk9ERERElA9lu468wsOHD3HmzBk8efIEiYmJ+O233wAAoaGh8Pb2hp2dHYoVK5bDzSQiIiIiooxUSuQXLVqEnTt3QggBAJDJZErrJ06ciMmTJ8PZ2TnHGkhERERERJ/LdteagwcP4rfffkOrVq1w8uRJDBs2TGl9+fLlYWlpiUuXLuV4I4mIiIiISFm2n8jv27cP33//PdasWQNtbW3o6up+to2ZmRmuXbuWow0kIiIiIqLPZfuJ/JMnT2BnZwdtbe0vbmNiYoLIyMgcaRgREREREX1ZthN5XV1dJCQkZLlNWFgYjIyM/nOjiIiIiIgoa9lO5C0sLHD9+nWkpKRkuj42NhbXrl1DnTp1cqxxRERERESUuWwn8v3790doaCjGjx//WfeZly9f4scff0R0dDT69euX440kIiIiIiJl2R7s2rZtW7i4uGDHjh24dOkSChcuDABo0qQJIiIiIITAsGHD0LRp01xrLBERERERfaBSHfkpU6bAzs4Oe/bswYMHD6CtrY2UlBQ0adIE/fv3R/PmzXOrnURERERElIHKM7s2bdqUT92JiIiIiNQs233kiYiIiIjo25HtJ/J37tz56jYymQxGRkaoXLkyDA0N/1PDiIiIiIjoy7KdyA8YMAAymSxb22ppaaFhw4aYNGkSzM3N/3XjiIiIiIgoc9lO5EeNGgVvb29cu3YNZmZmsLKyQokSJRAREQEvLy8EBQWhadOmqFy5Mnx9fXH9+nV4e3vjwIEDMDMzy81jICIiIiIqcLKdyNva2mLz5s1YvHgxunTp8tn6EydOYNasWRgyZAhmzpyJ06dPY8KECdiwYQOWL1+eo40mIiIiIirosj3YddWqVfjhhx8yTeIBwMHBAS1btsSqVasAAB07dkSjRo1w69atHGkoERERERF9lO1E3t/fH5UrV85ym8qVK8PPz0/629zcHNHR0f+6cURERERElLlsJ/L6+vrw8fHJchsfHx/o6+tLfyclJUkzwBIRERERUc7JdiLfsmVL/PXXX1iyZAliYmKU1sXExGDp0qX466+/0LJlS2m5v78/KlSokHOtJSIiIiIiACoMdp00aRLu37+P7du3Y9++ffjuu+9gYmKCyMhIPHv2DAkJCahcuTImTZoEAHjz5g1iY2PRvXv3XGs8EREREVFBle1E3sTEBEeOHMHmzZtx8uRJpb7w5cqVw4ABAzB06FAYGRkBAEqWLImTJ0/mfIuJiIiIiCj7iTwAFC5cGOPGjcO4cePw/v17xMXFoXDhwlLyTkREREREeUOlRD4jIyMjJvBERERERGryrxL51NRUREdHIzk5OdP15cqV+0+NIiIiIiKirKmUyPv4+GDVqlW4e/cuUlJSMt1GJpPB19c3RxpHRERERESZy3Yi//DhQ/Tv3x86Ojpo3Lgxrly5AnNzc5QsWRK+vr6IiIiAra0typcvn5vtJSIiIiIiqJDIb9iwAVpaWjh8+DCqVq0Kc3NztG7dGqNHj0ZycjKWLVuGEydOYP78+bnZXiIiIiIiggoTQv3999/44YcfULVqVWmZEAIAoKenh+nTp6N8+fJYvnx5zreSiIiIiIiUZDuRj4uLU+o2o6uri/j4eKVtbGxscOvWrZxrHRERERERZSrbiXzJkiURHR0t/V2qVCkEBgYqbRMbG/vFQbBERERERJRzsp3Iy+VyBAQESH/b2tri5s2bOHPmDBISEnD9+nWcPXsW1atXz5WGEhERERHRR9lO5H/44Qf4+voiNDQUADBixAgYGhpiwoQJsLa2hpubG1JSUjB27NhcaywREREREX2Q7ao1PXr0QI8ePaS/K1WqhMOHD+O3335DcHAwypUrh169eqFmzZq50lAiIiIiIvoo24n8+/fvoaWlhUKFCknLKleujF9++SVXGkZERERERF+W7a419evXx9y5c3O8Aenp6di+fTvatm2LWrVqoWXLlli5ciWSkpK+uu+lS5cwZcoUtG3bFnXq1EGzZs0wdOhQ/P3331/d98aNG5DL5ZDL5Xj8+HFOHAoRERERUZ7J9hP5IkWKwMTEJMcbsGDBAuzatQudOnWCm5sbfH19sXnzZgQEBGDDhg1Z7vvzzz/D2NgY9vb2qFSpEt6+fYsDBw6gT58+WLx4MRwdHTPdLykpCbNnz0ahQoU+K6FJRERERJQfZDuRt7a2xoMHD3L0zQMCArB79244OTlh3rx50nJTU1OsWbMGnp6eaN68+Rf3X758ORo2bKi0zMnJCR07dsSSJUvg4OAALa3Pf3TYuHEj4uPj4eTkhN9++y3HjoeIiIiIKK9ku2vNhAkT4Ovri40bNyItLS1H3vzUqVMQQsDZ2Vlp+YABA6Cjo4NTp05luf+nSTwAlChRAvXr10dERAQiIiI+Wx8UFIStW7diypQpMDIy+k/tJyIiIiJSl2w/kd+2bRvkcjnWrFmDffv2QS6Xw9TU9LPtZDIZFixYkK3XfPjwIYyNjWFmZqa0vEiRIqhatSoePnyY3eYpCQsLg66uLoyNjT9bN3v2bNStWxedO3fG2rVr/9XrExERERGpW7YT+WPHjkn/fv36NV6/fp3pdqok8q9fv0bp0qUzXVemTBncu3cvu82TeHp6wsfHBx07doSBgYHSuiNHjuD+/fvw8PBQ+XUz4+fnlyOvo4rExES1vG9+NHmrYhDzYyxx40Rl2cHzSzWMl2oYL9UxZqphvFTDeKnmW4xXthP5S5cu5fibJyQkZPrUHAD09fWRmJio0uuFhIRgypQpMDU1xbRp05TWRUZGYsmSJRg0aBCqVav2r9uckYWFRY68jir8/PzU8r75TecJx5X+nrz1MU4u76Km1uQfPL9Uw3iphvFSHWOmGsZLNYyXatQVr6webGc7kS9fvnyONCYjQ0NDJCcnZ7ouKSnpsyfqWQkPD4eLiwtSU1Oxbds2lCxZUmn90qVLYWBggFGjRv2nNtO379MkPuNyJvNERESkKbKdyH8qOjoaCQkJKFu27L9+81KlSsHb2zvTdWFhYV/sdvOpiIgIODs74+3bt9i+fftns8s+fPgQR48exaRJk/DmzRtp+bt37wAAr169gr6+PipXrvwvj4SIiIiIKG+plMjHxMRgzZo1OHPmDKKioiCTyeDr6wsA8PHxwdq1azF27FjUqlUrW69Xq1YtXLt2DUFBQUoDXmNiYvDkyRO0b9/+q68RGRmJQYMG4dWrV9iyZQvq1q372TZhYWEAPjyVX7p06Wfrhw4dCgB49OhRttpNRERERKRu2U7kIyMj0bt3b7x48QI1a9aEiYkJgoKCpPVyuRz379/H8ePHs53Id+jQAe7u7ti5c6fSrLG7du1CamoqOnfuLC0LCgqCrq4uKlWqJC2Ljo6Gs7MzgoODsWnTJtSvXz/T96lduzZWr1792fKzZ8/i3LlzmDZtGsqUKZOtNtO37+TyLpl2r2G3GiIiItIk2U7k165di+DgYKxevRpt27bFunXrsH79emm9vr4+6tevj1u3bmX7zeVyOfr27Ys9e/YgPj4eDRo0gJ+fH/bt24eWLVsqTQbVoUMHlC9fHpcvX5aWubq64tGjR3B0dMTr169x/Lhy8tamTRsUKlQIpUuXRrt27T57/4CAAACAnZ0dqldnVRNN8mkyzySeiIiINE22E/nLly+jZcuWaNu27Re3KV++PP7++2+VGjBjxgyUK1cOBw8exLlz52BqaoohQ4Zka1DqP//8AwDw8PDItKTkpUuXUKhQIZXaQ5rj5PIuHJFPREREGivbiXxERASqVq2a9Yvp6CAhIUGlBmhra8PNzQ1ubm5ZbpdZ//X/2qd9zJgxGDNmzH96DSIiIiIiddDK7oYlSpRASEhIltsEBgayrzkRERERUR7IdiJvZ2eHy5cv4+nTp5mu9/b2xvXr19GsWbMcaxwREREREWUu24n8yJEjoauri969e2Pbtm3S0/nr169j3bp1cHZ2RpEiRb7aRYaIiIiIiP67bPeRr1ixIrZu3Yrx48dj6dKlkMlkEELAzc0NQgiULVsWq1evZtcaIiIiIqI8oNKEUHXr1sWFCxdw5coV+Pj44N27dzAyMkLt2rXRunVr6Onp5VY7iYiIiIgoA5USeQDQ1dWFvb097O3tc6M9RERERESUDdnuIz916lTcvHkTQojcbA8REREREWVDtp/Ie3h44Pjx4zA1NUWnTp3QuXNn1KhRIzfbRkREREREX5DtJ/LHjh2Ds7MzZDIZduzYge7du6Njx45wd3dHaGhobraRiIiIiIg+ke1E3sLCAlOmTIGnpyd27NiBrl274vXr11i5ciXatGmDfv364cCBA3j37l1utpeIiIiIiKBCIq8gk8nQqFEjLFiwANevX8fq1avRqlUrPHjwALNnz0bTpk1zo51ERERERJSByol8Rnp6emjbti3mzJmDIUOGQFtbGykpKTnVNiIiIiIi+gKVy08qJCQk4MKFCzh58iT++usvpKWlQU9PD23atMnJ9hERERERUSZUSuTT09Pxv//9DydOnMDly5eRmJgImUwGW1tbODg4wN7eHkZGRrnVViIiIiIi+n/ZTuTnzZuHs2fPIioqCkIImJubw8HBAR07dkTp0qVzs41ERERERPSJbCfye/bsQbly5TBkyBB07twZ33//fW62i4iIiIiIspDtRH737t2wsbH54vro6GgcP34cx44dg4eHR060jYiIiIiIviDbiXxmSbwQAn/++SeOHDmCK1euICUlBTKZLEcbSEREREREn/tXVWtevHiBI0eOwMPDA69fv4YQAiVLlkSXLl3QrVu3nG4jERERERF9ItuJfGJiIs6ePYsjR47g3r17EELA0NAQQgjY29tj1apV0NL6T2XpiYiIiIgom76ayN+/fx9HjhzB2bNnER8fD5lMhgYNGqBLly5o06YNbGxsULRoUSbxRERERER5KMtEvkOHDnj69CmEEPj+++/h4OAABwcHlpskIiIiIlKzLBP5J0+eQEtLCy4uLhg7diz09fXzql1ERERERJSFLPvDtGnTBlpaWtixYwcaN26M6dOn46+//sqrthERERER0Rdk+UR+7dq1iIqKwvHjx3HkyBEcPXoUx44dQ+nSpdG5c2d07tw5r9pJREREREQZfHWEavHixeHs7IyTJ0/i0KFDcHJyQnx8PLZs2YIuXbpAJpPh+fPneP36dV60l4iIiIiIkI1EPqPatWtjzpw5uHbtGpYsWQJbW1sAwO3bt9GyZUsMHToUZ8+ezZWGEhERERHRR/9qQig9PT2pgk1oaKg0OdSff/6J//3vf2jfvn1Ot5OIiIiIiDL4z8Xfy5cvjx9//BGXLl3Ctm3b0KFDh5xoFxERERERZeFfPZHPjEwmQ+PGjdG4ceOcekkiIiIiIvoCTsdKRERERJQPMZEnIiIiIsqHmMgTEREREeVDTOSJiIiIiPIhJvJERERERPkQE3kiIiIionyIiTwRERERUT7ERJ6IiIiIKB9iIk9ERERElA8xkSciIiIiyoeYyBMRERER5UNM5ImIiIiI8iEm8kRERERE+RATeSIiIiKifIiJPBERERFRPsREnoiIiIgoH2IiT0RERESUDzGRJyIiIiLKh5jIExERERHlQ0zkiYiIiIjyISbyRERERET5EBN5IiIiIqJ8iIk8EREREVE+xESeiIiIiCgfYiJPRERERJQPMZEnIiIiIsqHdNTdAMq+zhOO//+/HuPk8i5qbQsRERERqRefyOcTH5P4zP8mIiIiooKFiXw+8KWknck8ERERUcHFRJ6IiIiIKB9iIk9ERERElA8xkc8HvjSwlQNeiYiIiAouJvL5xKdJO5N4IiIiooJN7eUn09PT8dtvv+HAgQMIDQ1FyZIl4eDggJEjR0JfXz/LfS9duoQLFy7Ay8sLYWFhKFq0KMzNzTF8+HBYW1srbevl5YVt27bB19cXERER0NHRQYUKFdC1a1f06dMHenp6uXmYOeLk8i7w8/ODhYWFuptCRERERGqm9kR+wYIF2LVrFzp16gQ3Nzf4+vpi8+bNCAgIwIYNG7Lc9+eff4axsTHs7e1RqVIlvH37FgcOHECfPn2wePFiODo6Sts+e/YMSUlJ6Nq1K0qWLImUlBTcu3cPCxYswLVr17Bly5ZcPlIiIiIiopyj1kQ+ICAAu3fvhpOTE+bNmyctNzU1xZo1a+Dp6YnmzZt/cf/ly5ejYcOGSsucnJzQsWNHLFmyBA4ODtDS+tB7yNHRUSmxB4D+/fujePHi2LNnD/z9/WFubp5zB0dERERElIvU2kf+1KlTEELA2dlZafmAAQOgo6ODU6dOZbn/p0k8AJQoUQL169dHREQEIiIivtqGsmXLAgBiYmKy33AiIiIiIjVT6xP5hw8fwtjYGGZmZkrLixQpgqpVq+Lhw4f/6nXDwsKgq6sLY2Pjz9bFx8cjMTERcXFx8PLywtatW2FiYoIaNWr8q/ciIiIiIlIHtSbyr1+/RunSpTNdV6ZMGdy7d0/l1/T09ISPjw86duwIAwODz9YvWrQIBw4ckP62tLTE7NmzYWRkpPJ7+fn5qbzPf5WYmKiW982vGC/VMF6qYbxUw3ipjjFTDeOlGsZLNd9ivNSayCckJGT61BwA9PX1kZiYqNLrhYSEYMqUKTA1NcW0adMy3WbQoEFo164doqKicP36dQQGBuL9+/cqtx2AWqrHsGqNahgv1TBeqmG8VMN4qY4xUw3jpRrGSzXqildWD7bVmsgbGhoiOTk503VJSUmZPlH/kvDwcLi4uCA1NRXbtm1DyZIlM93OzMxM6srTsWNHuLu7Y/DgwTh+/PhnXXyIiIiIiL5VMiGEUNebDx48GN7e3rh79+5n6zp37ozU1FScPXv2q68TERGB/v37IywsDNu3b0fdunWz3YbQ0FC0atUKw4cPx7hx47K937/p9kNEREREpKp69eplulytT+Rr1aqFa9euISgoSOlpeExMDJ48eYL27dt/9TUiIyMxaNAgvHr1Clu2bFEpiQcgdd959+6dSvt9KaBERERERHlBreUnO3ToAJlMhp07dyot37VrF1JTU9G5c2dpWVBQEF68eKG0XXR0NJydnREcHIyNGzeifv36X3yvt2/fZrp83759AIA6der828MgIiIiIspzan0iL5fL0bdvX+zZswfx8fFo0KAB/Pz8sG/fPrRs2VJpMqgOHTqgfPnyuHz5srTM1dUVjx49gqOjI16/fo3jx48rvX6bNm1QqFAhAMCQIUNgYmKCunXronTp0oiKisKff/6JO3fuoH79+kpfGoiIiIiIvnVq7SMPAGlpadixYwcOHjyIly9fwtTUFA4ODhg1ahT09fWl7eRy+WeJvFwuz/K1L126hAoVKgAA9uzZg/PnzyMoKAjR0dHQ19eHmZkZOnbsiL59+0JPTy93DpCIiIiIKBeoPZEnIiIiIiLVqbWPPBERERER/TtM5ImIiIiI8iEm8kRERERE+RATeSIiIiKifIiJvJooJqKi7ElOTlZ3E/IVxks1cXFx6m4CEdF/kpaWpu4m5AvXr1+HJtV5YSKvBnPmzMGQIUNUnk22oNq+fTs8PDyYbGUT46Uad3d3bNy4EZGRkepuSr6wfv16LFmyRN3NyFd2796NW7duqbsZ+QbjpZo9e/YgKSkJ2traTOa/Yv78+Rg8eDCWL1+u7qbkGLVOCFUQ/fzzzzh48CAAYOLEiVi+fDmKFCmi5lZ9u2bPno39+/ejZMmSMDAwQOvWraVJvuhzjJdqFNejoaEhjIyM4OTkBBMTE3U365s1d+5c7N27F8bGxjA2NsaIESPU3aRv3q+//opdu3ahZs2amDVrFqysrNTdpG8a46WaBQsW4Pfff8eRI0ewf/9+6OnpIS0tDdra2upu2jdn0aJF2L17N+rUqYOtW7ciPT0dkydPVnez/jM+kc9D165dw7179zBp0iSMHj0at27dwrhx4xATE6Pupn2TDh48iP3792PEiBEoU6YMFixYgIsXLyI+Pl7dTfsmMV6qOXXqFA4ePIhp06ahXr16WLduHfbv388n81+wdetW7N27Fz/++CPKlSuHbdu2Yf369epu1jftl19+wZ49e2Bvb4+nT59i/vz5uH//vrqb9c1ivFSzfPly7NmzBy1btsTjx4/Rq1cvJCcn88l8JqKiopCWlobly5fjl19+Qc+ePbF9+3bN+HVRUJ6Ji4sTfn5+QgghYmNjxcaNG0WtWrWEq6urePfunZpb9+3x8/MTN2/eFLGxsSIwMFD07NlTNGzYUHh4eIi4uDh1N++bw3ipJioqSty5c0ckJCSIxMREMWTIEFGzZk2xfv16ERERoe7mfXNiY2PFxYsXhRBChISECAcHB1GvXj2xbt06Nbfs23X69Glx+PBhIYQQO3bsEJaWlqJ79+7i77//VnPLvk2Ml2rc3d3F+fPnxZs3b8SGDRuEhYWF6Nq1q0hKShJCCJGamqrmFn5bYmNjpdgEBQWJadOmCblcLhYvXqzmlv03TOTzSFpa2mfLIiMjxaZNm5jMZyFj3Pz8/JicfgXj9e/FxMQwmf+CzBKCp0+fMpnPBkXiIIQQ27ZtY3L6FYzX16Wnp0v/TkxMFEJ8eFC4du1aJvMqePLkiZg+fbqQy+Vi0aJF6m7Ov8ZEPo8pEi3FhchkXpkiLunp6Uo3KwV/f38mpxkwXqrJeP1l9uU6NjaWyXwGGc+pjP9WJAdM5rMn47nG5PTrGK+vy3g9KuIVHx/PZP7/ZfZ5KMSHWGVcpwnJPBP5XKK4sJKSkkRsbKx4//690vqMiReT+cx/scgo44XH5JTxUtWnX6A/lXE5k/mszy9FUsBkXllWMfv0iyOTU8ZLVV+6dymuw0+T+Ro1ahTYZF4Ri/DwcHHv3j3x559/Cm9vb6VtMsYjvyfzMiE0qJjmNyI9PR1aWlr4559/sGXLFjx69Ah6enqoVq0ahgwZgsqVK8PQ0FCqYyqTyRAVFYWDBw9i3bp1sLW1xcqVKwtMNRtFvAIDA3Hu3DkEBwfDwMAAXbp0wXfffSdVEVFsBwCPHj3CrFmzEBwcjKlTp6JNmzYFpjoL46UaRRwePXqEQ4cO4enTp9DX10eHDh1Qp04dVKxYEQAghIBMJgMAvH//HuPHj8eNGzcwcuRI9O7du8BUs1HE6/Hjxzhx4gQCAgJQunRpWFpaolu3btI5BUCqjvH8+XP8+OOPCAkJgYuLC0aPHq3GI8h7ipi9ePECPj4+CAoKQq1atVC+fHmYm5tL22WsJrJ9+3asXr0a33//PWbMmIG6deuqq/l5jvFSjSJewcHBCAgIwMuXL1G+fHlYW1ujaNGi0naKeCUkJGDbtm3YsGEDzM3NC1Q1G0WsvLy8MGXKFLx9+1Yqxdy2bVv069cP1tbW0NHRUYrH06dPsXXrVhw5cgQuLi6YMmWKOg9DJUzkc4mPjw+cnZ3x3XffoVq1anj79i0ePHgAfX19DBw4EF27dkXJkiULfDKvSJ68vLwwbNgwFClSBGlpaYiNjUV8fDx++OEHuLm5wdLSEgCTU8ZLNRnj5ebmhrJly0JXVxfx8fF49uwZatWqhXHjxqFx48ZK2wMFM5nPGK+hQ4eiWLFiKFy4MMLDwxEZGQkrKyssXbpU+vIDMJlXxOz+/fv46aefkJCQgKSkJCQlJaFEiRIYOnQoBg0aJG2fmpoKHZ0PlZ8LYnLKeKlGcQ+/f/8+xo0bh/fv3+P9+/cAgHLlymHy5Mlo0KABihcvDoDJPAAEBASgf//+sLGxQceOHVGiRAlcunQJJ06cQKFChTB48GD07Nnzs3jk22ReHT8DaLrY2FjRv39/4erqKgIDA4UQQiQnJwsvLy8xaNAgIZfLxezZs0VYWJgQQrmbTVRUlNi0aZOoXbu2cHFxKRDdbF69eiXatm0rRo4cKR48eCDS0tLEixcvxPz584VcLhdt27YV169fl7bP+JPrp91G4uPj1XEIeYrxUs2bN29E586dxdChQ8WjR4+EEEKkpKSIjRs3igYNGghLS0tx7tw5afuC3s3m9evXol27dmLEiBFSla03b96IRYsWCVtbW/HDDz+Iv/76K9M+88+ePZO62axdu1Yt7VeH58+fi8aNG4uxY8eK69evi3fv3oljx46JHj16CLlcLubMmaN07mT8Wb8gdhthvFTz5MkT0bhxY/HTTz8JT09PER0dLXbs2CG6d+8uLC0txfLly0VwcLC0vSJeBbXP/MqVK8UPP/wgfH19pWUJCQni/v37ok2bNsLKykps3bpVikfGz8iM3WzySzUbJvK5ICYmRtjZ2Ynly5d/ti4pKUmMGTNG6ouVWWIQEREhNm3aJOrWrSv69+8voqOj86LZavPXX38JGxsbcebMmc/W7dy5U9ja2ormzZuLW7duScszJhGK6ix2dnbi0KFDn41H0DSMl2oePnwobG1txaFDhz5bd/r0aWFvby/kcrlUWlEI5Xi9e/dODBkyRNSuXVusXLlSvH37Nk/arS7e3t7C2tpanDhxQml5QkKCOHHihGjTpo1o0aKF8PLyEkJ8/BBU/FfRZ97W1lasWLEibxuvJh4eHsLW1lb89ddfSsv9/f3FL7/8IszNzcX06dNFbGysEOLzPuBbt24VlpaWwsnJSdy5cydP264OjJdqDh48KBo0aCBu374tLUtNTRVPnjwREyZMEHK5XMybN0+8evVKWq+IV8ZqNt26dZOS1y/1udcEI0eOFJ07d5b+znisigdhtra2wsPDI9OxGk+ePBFz5swRcrlcrF+/Pk/a/F9wQqhcEBcXh3fv3kndFhQTMwghoKenhzVr1qBVq1bYs2cPPD09AXz4+UyxjYmJCQYPHoxatWrhzp078PHxUc+B5JFXr14hNjYWpqamAD78lKqI2cCBA6VJs5YuXYqAgAAAkLo/AIC5uTlWrFiBhIQE7NmzB2/evMn7g8hDjJdqoqOjERsbCwMDAwAfrkfF9dahQwdMmjQJFSpUwOzZs6XJZxTxEkKgSJEi2Lx5M4oWLYpz584hLCxMPQeSR+Li4hAXFyd1IxJCID09HQYGBmjXrh0mTpwImUyGKVOmICYmBlpaWtLP/6mpqfjuu++wbds2pKam4uTJk3j48KGajyj3vXr1Cu/fv5dmIU1JSQEAyOVyDBkyBIMGDcKRI0fg7u4O4MP5JZPJpPNw8ODBmDJlCry9vbF69Wq8fftWLceRVxgv1QQEBCAtLQ3169cH8CFe2traqFKlCmbPno1u3bph7969OHHiBJKTkwFAui4LFSoEV1dXjB8/Hv/88w/c3NyQnp6u9JmgacqVK4ewsLDP7tXp6ekoU6YMNm/ejMKFC2Pnzp0IDw8HAKmbMwBUqVIFWlpa0NbWhpGR0Tc/uRYT+RymSMTr1q2LQ4cOISgoSOp/lfFGNHfuXHz//ffYsmULkpOTpX7Miovr+PHjuH37NmbMmAFbW1v1HEweqVGjBnR1dXH9+nUAgI6OjnQTAoDevXtj6NChePDgAU6fPg1A+aIDAA8PDyQkJMDR0RHlypXL2wPIY4yXaqpUqQIDAwMpXtra2pDJZFJMWrdujeHDhyMyMhJ79+6VBkYBH6/HDRs24M2bN+jbty++//77vD+IPFSsWDEAwOXLl5GQkACZTAYtLS0IIaCrq4sWLVpgyJAhePHiBebMmQMhhHT/UvRlPnnyJJKSkjB48GBUr15dXYeSZ0qUKIG0tDRcunQJaWlp0NXVlc6v8uXLo1+/fujYsSO2bNmCM2fOAIAUV8V1m5ycDF1dXXTs2FHjx0YxXqqpXr06YmNjcfnyZQBQipeRkREmTpyIli1bYtOmTXj8+DEASNelIplPTEyEvr4+WrRogdTUVLUdS25SxKRWrVqIiYnBtm3bEBcXJ93vFfexSpUqYdq0afD398ehQ4cAKD/sunHjBk6ePImJEyeid+/e3/6Ygrz+CaCg+P3336Wfu968efPZ+tTUVHHw4EEhl8vFsWPHlNYlJyeLLVu2iEOHDonk5OQ8anHeyFj3XIgPP/+9e/dODBs2TNSpU0dcuXJFaduMP3sNGzZMNGnSRERFRSm95tu3b8XYsWOFu7s748V4Kf1X0Rd03rx5n11rn8Zr+vTpol69ekp9TYX4MOHK7NmzNTpeQij3m500aZKwsbGRui18Wr4zPj5eDB06VDRu3Fi8fPlS6TWTkpJEnz59xKZNmzQuXkJkXr87IiJCNG7cWAwZMkTqqvZp14W7d++Khg0biqFDh4qkpCSl9Y8fPxYWFhZiy5YtShMiaQLG67+7d++eqFmzphgzZowICQmRlmeMyZ07d0SjRo2Em5vbZ33g7927J1q0aCG2b9+uMfH6Wteg/v37C2tra3H06NFMuxO9efNGdOrUSfTv318kJCQo7RscHCxu3rwpUlJScr7huYCJ/L+kuCHFxsaKt2/fijdv3kj9+RTGjx8vatasKdzd3TMduBMZGSnkcrnYsmXLZ6+fkpLy1Vrh+YniWBQXhmI2OoULFy6IunXriq5du4q7d+9Ky9PT06V9Dh48KCwsLJQGcipERERo1AAexks1inglJiZKX3YyunXrlrC3txd2dnbijz/+UNpPkWxeu3ZNyOVy4eHh8dnrJyUlaWS8vvRBdefOHdGmTRvRvHlz8ezZMyHExw9BRbxu3rwp5HK58PT0lPbLuI0mxUuIrOuep6WliR07dkgDNRU+naht4cKFom7duiIyMvKz1wgKCso3iUN2MF6q+drn/Zo1a4S5ublYv3690v0tY7zGjBkjWrZsmem4J29vb42JlyJWL168EJcuXRK7du0Sly9fVhpPGBoaKtq2bStatmwpTp8+LX2GZny4MGLECNG5c+fPEvn8RkfdvwjkR4r+oD4+Pli6dCmePn2K+Ph4VKpUCUOGDEGzZs1gbGyMGTNmIDo6GuvXr0dycjK6deuGcuXKST/TPH/+HMbGxlJf54wUP1FrAkW8FD9jBQUFQV9fH82aNUPTpk1RqVIltGnTBqGhoVi0aBGWLl2K8ePHS12KFLHQ0tKCgYGBUt1cBU0qC8h4qUYRL19fX+zYsQNBQUFIT09HixYt0KxZM1hbW8PW1hYjR47E/PnzMX/+fKSlpcHe3h4ymQy6uroAPpSbNDQ0RNmyZT97Dz09vbw+rFyjiJefnx927tyJgIAAaGtro1WrVmjatClq1qwJKysrDB48GEuXLoWLiws2b96MatWqAYAUr/DwcOjq6irdvxQ/YSu20RSKmAUFBeHSpUsIDAxExYoVYW1tjYYNG0rx8/f3x969e6Gjo4Pp06dLP9cr9tfX14eOjo7Sz/ji/8sxVq1aVV2Hl+MYL9UojvfJkye4desWAgMDUa1aNZiZmUn39X79+iEoKAgbNmyAvr4+unbtChMTE6nLrpaWFipVqoS7d+8iKSkJhQsXVnptRUni/C475ThtbW1Rrlw5/Prrr5gyZQoWLlyIiIgIdO3aFUZGRgCAFy9eIDw8HNWrV1eaGyM/0pxsMQ8pJntycXFBrVq14OTkhMTERHh6emLChAno0aMH+vfvD3Nzc8ybNw9z587FunXr4O/vj0GDBqF+/frw9/eHh4cHtLS0lCbA0DTi//uleXt7Y/DgwShVqhSKFCmCV69ewdPTE7Vr10afPn3QrVs3ODs7Izk5GStWrMCsWbMwZswYdOrUCQAQEhKC69evo2zZslK9XE3EeKlGES8fHx+4uLjgu+++Q6lSpZCYmAh3d3d4eHigd+/eGD58OLp06YLk5GSsWrUKEydOxKRJk6Qb+/Pnz3H16lWUKFECpUqVUvdh5ZrM4lWsWDEkJSVh1apV+P333zF9+nR06tQJ3bt3R2JiIjZt2gRnZ2dMnz4d9erVQ+nSpfH8+XPcunULZcqUgbGxsdJ7aNogOkXM7t+/jxEjRqBQoUIQQuDixYvYtm0bmjZtiqVLl6JSpUpwdXVFfHw8fv/9d8TGxmLEiBGoVKkStLS08PLlSwQEBKBq1apSX13FIE5NwnipJmO8Ro8ejfT0dKSnp+Pdu3fQ0tLC4MGD4ezsjBIlSmDMmDFISkrCypUr8fbtWzg6OkIul0vx+ueff/D9999DX19fev38nqR+SktLC0+fPsWYMWNQv359dO3aFXXq1MGxY8dw6tQpTJ48GYMGDUKfPn1Qr149rF69GlOnTsWCBQtw9epVuLi44M2bN7h9+zYeP36MCRMm5PsHNZwQ6l9ITk7G+PHj8fr1ayxatEh6MhAQEIDjx49LN6sxY8agdu3aSE5OxuLFi3Hw4EGkpaWhbNmySE1NRVxcHBYsWAB7e3s1H1HuioiIwJAhQ1C6dGmMHTsW5ubmePPmDe7evYsZM2ZAV1cXgwcPxtChQwEABw4cgLu7O16+fAk7OzsUKlQI7969w/3797F69Wr88MMPaj6i3MV4qSY6OhqjRo2CgYEBpkyZgurVqyM1NRU+Pj6YPHkywsPD0aNHD/zyyy8AgAsXLmDHjh24f/8+qlatiuLFiyMhIQGBgYFYsWIFWrdureYjyl3R0dEYNmwYChcujBkzZsDMzAwAcOjQIezcuROBgYGYOnUqnJ2dkZqairNnz2LXrl148OABqlativLly+PNmzcIDAzEypUrNT5ewIcqKwMGDIBcLseIESNQpUoVvH37FsuWLcMff/yBatWqYcOGDahYsSKCgoKwb98+HDp0CGXKlEHDhg1RunRpeHl54caNG1i/fj2aN2+u7kPKVYyXakJCQtC/f39YWVlJExn9+eefOHr0KC5cuICWLVvip59+wvfff4/g4GBs2rQJR44cQbVq1dCxY0cYGhri77//xuXLlwtEvA4dOoTly5dj7dq1UiWftLQ0vHjxAuvXr8epU6fQv39/6XM0Pj4e8+bNw40bNxAeHg49PT2ULVsWkyZNQuvWrZUmAsyX8rwzjwZISkoS9vb2Yvr06UII5T5qiYmJYseOHcLc3FyMHj1aPHnyRFr3v//9T2zfvl2MGzdObNq0Sdy/f/+z/TXR8+fPhY2Njfjtt9+kZYo+bv7+/qJFixaibt26YseOHdJ6Ly8vsWnTJtGlSxfRvn17MXr0aHHt2jUhBOPFeCkLDw8XjRo1EmvWrJGWKfpBPnv2TPTv319YWFiIhQsXSuuDgoLEiRMnhKurq+jbt6+YPn26uHnzphBC8+P15MkT0aBBA7F9+/bP1v3111/SpHV79+4VQnw498LCwsSmTZuEs7Oz6Nq1q5gyZYq4ceOGEELz4yWEEFevXhX169dXGl8hxIcxUu7u7qJevXqiffv24vXr10KID5NqXb16VfTo0UM0aNBA2Nrait69e0uD0zU9ZoyXaq5evSqsra3F1atXlZa/fPlSbN68WdSuXVsMHjxYPH36VFp38OBB4ejoKCwsLISVlZXo2rWruHz5shBC8+P166+/ChsbG+nvjP3eY2NjxbRp04S5ublwd3dX6v8eFhYmbty4Ifz9/aVBw5+Oy8iPmMj/C6mpqaJdu3Zi+PDh0rKMA1XS0tLE5s2bhYWFhVi1atVXXy+/n0Rf89dffwm5XC7Onz8vhBCfzS4XEBAg7OzsRLNmzaQbkYJikKFioIomXHRfw3ipxtfXV9SuXVts27ZNCCE+m63vxYsXwsnJSVhZWYn9+/cr7av4AFD8tyDEy8/PT1haWoqtW7cKIT4/5rt374o+ffoIuVz+WWKRmJgoEhMTC1S8hBDi5MmTQi6XCx8fHyGEcsWjhIQEsWPHDlGnTh3Ro0cPpQGFqampIiwsTLx8+VIaiFcQYsZ4qWb//v1CLpdLRTE+TUx///13UatWLTFp0iSlWERHR4uXL1+KV69eSQOCC0K8Dh06JORyubh06ZK0LOMxR0REiJEjR4q6deuKBw8eqKOJeUqzOk/lAfH/PZFq1qyJ27dvSxM6KfrwKf7dvXt3dO7cGZs3b4a3t3eWr5mvf9LJhpo1a6JixYrYs2cPgA8DB9PT06GtrY20tDRUq1YN69evx7t373Dy5Elpv7S0NOjp6UFbW1saPKeJfSQ/xXipxtzcHObm5jh69CjS09OleClqKFesWBELFy6Evr4+jh8/Lg2MSk9Pl+KUca4HTY9XmTJlUKRIEdy4cQNpaWnSAFXF/atevXoYOnQoihUrBnd3d4SHh0vr9PX1oa+vX6DOL+Dj4PA7d+4A+NivWQgBAwMD9OrVCwMGDMCDBw+wevVqaRItbW1tlC5dGmXLlpUGnReEmDFeqlHM5eHh4YHU1NTP6sR37twZLi4uOHHiBPbu3SvtV6RIEZQtWxZlypSRxkJpUrwUMVDMHaBQtWpV6OjowMPDA6GhoQA+DrQHPpx/Li4uMDAwwOrVq7/5CZ3+KybyKpLJZNDW1oarqyuSk5Oxb98+PH/+XFqX8UTq2LEj0tLScOvWLXU2OU+JT4ZcKBKrxo0b49atW9i+fbvSRBXa2tpIT0+HlZUVBg0ahDNnzsDLywsAlCZh0LQBO8DnNydF7BivzH16bimWpaenw97eHoGBgViwYIFSvLS0tJCWloaqVatiwoQJ+Pvvv6XkImOMNDFeivMr4wRXQggUK1YMrq6uuH79Onbu3Ang44MIRYxbtGiB3r1748GDB3jz5o3GJAbZkfG6VPzbzs4OjRs3xo4dOxAaGiqdV4p7vqGhIYYPH47q1avjzz//REJCgkaeU5/69JpU/M14qcba2hqVK1fGiRMnMs0nihUrBgcHB1SvXh379+9HVFRU/u/X/RWK2WefPXuGU6dOISgoSFpnbW2N4cOH4+LFizh+/DhiYmIAKMfMxsYGNjY2CAoKQmJiolqOIa8U3CvnKz79BpfxhpWeno4aNWpg0qRJ+PPPP6WBhsCHE0kx3XSzZs1QokQJPH36NO8ariaKDzzFhZRxmmg9PT2MHj0a5cqVw/bt23H8+HFpXcapohs1agQAUiw1mSLJfPjwIf744w8AH2KneKrOeClTHPfr169x//597N+/H6GhoUhOToa2tja6d+8Oa2trHDx4EJs3b5aS+bS0NClBsLS0hI6OToG5HhUlJidPnowDBw4gOTlZOneaNm0KW1tbLFmyBEeOHAHw8cuM4v7VuXNnpKamSl98NF3GX1QVMv67a9euiIuLw/DhwxEdHQ1tbW2kpqZCJpMhOTkZhQsXhouLCx49eiTNrqnJFIl5cHCwlGRlnL28W7dujFcGirjEx8cjMjISwcHB0jlXuHBhTJ48Gc+fP8eaNWvw7t07AMqJabVq1eDg4ICAgAC8f/9e45P4jNXbFGWYgY/XaZ8+fdC+fXts2LABhw4dQmRkJADlc7BSpUpITExEUlKSeg4kjzCRz4Tiyae3tzd+//13AMoXlOLm3qlTJ7i6uuLYsWNYuXIl/Pz8AHyss+zn5weZTCZVhdBUGWsGL1u2DH369IGrqysWLVokbWNqaooNGzYgPT0da9asweHDh6X9FFJSUmBoaCjVv9VkWlpaePbsGXr06IHRo0dL05Bra2sjOTmZ8cog47wNo0ePxrBhwzB79mwMHDgQN2/eBAAUL14cK1euhKmpKdavX4/169dL17HiAy82NhaFCxdGiRIl1Hk4uS5jnWUXFxdERUUhPj5eqcRatWrVMHz4cFStWhWzZs3CwYMHAUCpBvzLly9hYGCASpUqqeU48pLii+KLFy+wf/9+TJs2DVOnTsX9+/elXzTatWuHQYMGISgoCIMHD0ZUVBR0dHSkL98AEBMTAwMDA40u+aqgra0NHx8ftGnTBitWrJASLcU9qm3btozX/8s4N8jUqVPRs2dP9O/fHzNmzEBqaiqAD13aXF1dceHCBcydOxdv374FoJyY6unpwdDQUON/vVCU+B48eDBq1KgBNzc3qbqf4n5eokQJDB06FM2aNcPKlSuxZcsWPHr0SNr/S+U4NRHryH9C8STP398fffr0QXp6OlJSUjB48GApmVecSCYmJhgwYAD09fXh7u6OJ0+ewNHREb169YKPjw/OnDmDhIQE2NjYqPmoco/iBuXl5YVx48ZBW1sbRYoUwcuXL3H37l2EhoZi7dq1AD70Zd6wYQNGjRqFRYsWISAgAD/99BMMDQ3x4sULnDlzBkWKFCkQiQMA/PPPPwCAsmXLYsaMGRBCoGPHjtDT00NqairjhY/X48OHDzF48GDUqVMHY8eORaFChbB582Zs27YNLVq0QGpqKkqXLo29e/fCxcUFmzZtwuPHjzFjxgwUL14cwcHBOHbsGLS1tTV63gbgY53lcePGwdbWFiNGjICFhcVn29nZ2WHChAlYu3Ytfv75Z4SGhsLBwQFmZmYICgrCxYsXYWxsrNHnF6D89G/ChAl4//490tLSEBsbiytXrmDy5MlwdHSEjo4ORowYgcTEROzatQtOTk5Yvnw5qlWrhkKFCiE4OBgPHz5ExYoVYWBgoO7DyhP37t0DAFy9ehUpKSmYMmWK9OCK8fpAcQ/z9vbGiBEjUKZMGdSrVw9PnjzB0aNHYW1tjR49eqBYsWLo0aMHEhISsHPnTsTExMDNzQ3169eHlpYWQkNDce/ePVSqVAmGhobqPqxcFR8fD3d3d1hZWWH06NGQy+UAPjxc0NbWRlJSEipVqgRzc3NMmzYNxYoVw44dO/C///1PqRznnTt3sH79eo1/2MU68pl4/fo1Jk2ahMePH6NkyZJ4/Pgxxo8fL9Xt/rRvWnx8PP7880/Mnz8fb9++hZaWFgoVKgQdHR3MnTtX4+vEBwQESEmWq6sr6tati7CwMEybNg03b97E0qVL0blzZ+kDMzg4GBMmTMCDBw9QtmxZqc7r8+fPsWzZsgJRlxr4UC++Z8+esLGxgZeXF169eoVFixahY8eOAD78dK2trY3g4GCMHz8eDx8+LJDxioyMxMiRI1GsWDFMmDAB33//PQBgzpw58Pb2xtGjR5W2f/36NRYsWIArV65AR0dHmnn09evXWLJkCdq0aZPnx5DX9uzZgz179mDu3LnSg4Tr168jPDwcKSkpqFy5Mho2bAgAuHXrFg4ePIhz586hcOHCMDU1RVpaGsLDw7F06VKNjpfiXu7v7w9XV1fUr18fPXr0QIMGDXDp0iW4u7sjJiYGR48eRbFixQB8+CXs999/x549exAZGYl69eqhRIkSCAkJgY+PT4GYu0Hh7NmzmDt3Lvr164ft27ejfv36mDx5stKv0IwXEBwcDFdXV8jlcowaNQoWFhZIT0+Hra0t+vXrh3Hjxknbvnr1CufOncPGjRshk8lgbW2NSpUqwd/fH/fu3cPatWvRsmVLNR5N7nv//j06duyI3r17Y8SIEQCAjRs34tSpU4iMjIRMJkOPHj3Qq1cvlC9fHsCH2vJ79+7Fo0ePoK+vjypVqmDMmDFo2bKlxo8nYCL/idTUVBw6dAhz5szBqFGj0KpVKyxbtgw3b97MMpkHPnxb9PPzg5+fHypXroxq1arBwsJC6pKjiSdSXFwcfv31Vzx58gTTpk1DnTp1pHX+/v7o1asXXF1dMXbsWAAfk9OYmBhcunQJ169fR2hoKKpXr46OHTvC1tZW4y864EMcEhIS0L9/f7i4uKBMmTKYNm0a3r59i4ULF0rJfHJyMvT09BAVFYUrV67gxo0bBS5egYGB6NOnD3766Sf069dP+kK4bNkyPH78GOXLl0dCQgKaNGkCGxsblClTBu/fv8c///yDq1evIiQkBN999x1atmwJa2trjY8XAIwaNQrv3r3D7t27AQALFy7E7t27pbE/Ojo66Ny5MxYuXAgAePPmDZ49e4ajR48iLi4OFSpUQKtWrWBjY6Px8YqOjsbMmTMRFxeHKVOmSL/YJCUlYefOnVixYgVWrFiBDh06IDU1Veoe4ufnhxMnTuDGjRtISUlBtWrV0KdPHzRp0kTjY6YQGRmJbt26YdiwYYiPj8fKlSvRpEkTTJo0SSmZT0tLg6+vL06ePFmg4qU4rsOHD2PDhg1YsGABGjZsiLS0NKSlpWHYsGFwcHCAiYkJtLW1YWtrCz09PSQnJ+P58+dYuXIlgoKCEBcXB7lcjkGDBqFZs2YaGy/gQ8wePXqEXr164fDhw/j+++8xd+5c7N+/H3Z2dihbtixu376N58+fo0WLFhg3bpz0xP7du3eIj4+HTCaDvr4+ihcvrtH5l+Q/F7DUQLt37xajR4+W/r53754YOHCgkMvlwt3dXVqesV5rxjryBcnTp09FzZo1xaJFi6Rliri8efNGNGnSRKq3n51YFYQauBnNmjVLDBw4UAghxJkzZ0TLli1F7dq1xenTp4UQH87FR48efXH/ghCvGzduCLlcLsVEsaxGjRrC3t5edO7cWbRp00bI5XIxdepUaaKPL9H0eAkhxMSJE8WIESOEEEKsWLFC1KxZU2zZskVcv35dXL9+XTg4OAi5XC5+/PFHpf0UcxVkjJGmx8vLy0s0bNhQbNiwQVqmiENISIiQy+VKk2d9Go+IiAjx/v17ERcXJ63X9JgJ8eE43717Jzp27CjN4aCYvGjYsGEiKChIpKWlidu3byvtVxDjNWvWLFGvXj0RHBwsLfvzzz+FhYWFqF+/vpDL5UIul4vOnTuLwMBAaZv09HQRHx8vIiMjRXx8vLRM0+MVFRUlmjdvLtatWydu3bolGjRoIA4dOiRiYmKEEEIEBgZK97UZM2ZI+2l6XL6EfeQz0a9fPzg4OAD40H/S2toa48ePl57MAMDQoUOVvuEpBp8ontgUFN999x1Gjx4t/fyecUCmqakpypYti/j4eGmdtra2UnWMjPVyNan+bXZVr14dV69ehRAC7du3h5aWFhYvXoypU6fiyJEjuHv3LhYtWoQqVapIsSto8SpdujTKlSuH6dOn48GDB0hJScHhw4dhb2+PUaNGoXLlykhKSsIvv/yCY8eO4fvvv4erq2um51fG/2oyU1NTXLt2DW/fvsXTp0/Rr18/9O3bF4UKFQLw4WfqqVOn4vz589i7dy/69u0LIYRSCVMFTY+XTCZDs2bNMGzYMACQ4pCWlibVzFcMeFX8ophR8eLFlWKk6fFSkMlkKFKkCOzs7HDlyhW4urrC0dERMpkMa9asweLFi1GoUCGcPXsWHh4eqF69OrS0tKQa8xlfR9N99913eP/+PTw8PFC7dm1ERUVh9uzZsLe3h6OjIywsLHDgwAHs27cPY8eOxeHDh2FgYACZTAZDQ0OlPvGaFK9PCzgoFC5cGBUrVoSnpycKFy4MAwMDNGjQAMbGxgAAMzMzODk54enTpzh8+DC6du2KevXqaVRsVKHZQ5//BcWHvuKEUZwYderUwfjx49GgQQOsWLEC7u7u0j4PHz6Eh4cHABSoJF4xkl5R/QL4+IVGZKhJrVim+ABUlIkqaJPKZKZVq1ZITk7G//73PwAfKj1MnjwZenp6uHHjBlq3bo327dtDV1dXKREtSPGqWrUqRo8ejYoVK+Lo0aO4cOECjIyMMHToUJiZmUFXVxdGRkaYM2cOzMzMcP78eQAF8/xSXHOKMSkjR47E7du3UbVqVSmJT01NRbly5fDzzz+jUKFC0qDrgpKMKmKk+K+lpSXGjx8vVQfJeJ0VKlQIhQoVkupQK+5hCQkJSEhIkLbTVIp7fFZ1uCtVqoTAwEC8f/8eJUuWRLdu3TBmzBhcu3YNf/zxBwYOHIiyZctqfKUVhYzzECi6sjk6OqJ169ZYt24dRo0ahVmzZklzWzRt2hSlS5eGq6sr+vXrh8DAQGkyQE2mKA3s7e2N06dPS8sVE/VNmDABT548wYoVK5CWloayZcsCgFTlp3z58ujcuTMASBV+CqqCcWWp4NObcsaykxmT+ZUrV2Lbtm14/vw51q1bh6lTpyIgIEAdTVabjDfmzD7MZDIZdHR0pAsPAMLCwjB//ny4ubnlSRu/dQYGBtDR0VE6dx48eID4+HgUKVIEV65cwalTpwBodsLwJRlrUq9duxZ79+7Fjz/+iKZNm8LCwgIymUw6v4yMjFC0aFFERUUpnXOa6EuTiSnOkapVq6J9+/YICAhAbGwswsLCpPrwiuvWzMwMpUuXxtOnTzOdbEvTKGKWkpKClJQUhIeHS+tKly4NmUz2WQ15PT09yGQypUT25cuX2LhxI44dOybFVBNlLJk4ffp0XLhwIdPtWrZsKZU7BT5Uc1PUSBdC4Pnz59LDG0326YMr4OMXPxMTEyxZsgS//vorfvnlFzRr1gzNmzdHxYoVoa2tjZSUFBgZGWHAgAEAgKioqLw/gDyk+HX+3r176NevH65duyb96qWI3/fff48hQ4bA2NgYb968webNm5GcnAwdHR3pWlb8XaRIEbUdy7eAiXw2fJrMT5gwAY0aNcLSpUvh5uaGq1evYu3atVI1DfqYUOjq6kpJVWhoKNzd3XH27Fl06tRJnc37JgghYGJigiZNmuDOnTtIS0vDnDlzsGPHDsyYMQPTp0+Hvr4+Jk+ejPDw8AKRbH0qY1ei7777DmZmZqhQoQLOnTsHb29vAB9/BXv8+DGio6NhaWkJIPOZYDWBIsF68uQJPD09pUl2Mj5pNjAwwI8//og6deogLS0N58+fR2BgIICPH5SPHj1CUlISLC0tNf5LYsakdO7cuXB0dISjoyNWrlyJiIiITPcRQkhdaRQJWWhoKLZs2YLNmzejXLly0q8+mibjXASDBw9GaGio0syaGSlqwCt+2fn1119x5MgRjBw5EiNHjoSnpycWLFigNMOwpsnOPASFChVC9+7d0bNnT1haWiIiIgJCCKkLIPDhIY6Ojo5UiUUT72GKc+vevXtwdnbGDz/8gCFDhkglIhVJeuHChdGxY0d069YNxsbGOHz4MA4dOoSUlBRpHpaLFy+iVKlSqFChgjoPSe0KTj+Q/0jxs6uWlhYsLS3RpUsX3L9/H8HBwVi/fj1++OGHgjE6+l/Q0dFBeHg4Nm/ejAMHDmD16tVo27atRo+8zw7FsX/33Xc4ePAg5syZgyNHjmD8+PHo0qULjIyMYGBggKJFi6J06dJqbq36ZHaOJCQkYMuWLVIpt4cPH2L//v14+fIl5syZo7Fd3ESGuvo9evSQHh40adIE2tra0jWVlpYGExMTrFixAtOnT8fVq1cxadIkjBw5EjY2NggNDcXBgwcRFRWl8eVLM851MWrUKJQpUwZmZmYoX7483N3doaenh1GjRn22n6KyiGKcRUREBDZu3IjDhw9j9erVaNGihcbew7S0tBAYGIgxY8bA2toaw4cPR82aNTPdtlChQmjatCn++ecf/Pzzzzh8+DAmTpyIPn36ICUlBTo6OjA3N9fYWt7ZmYege/fuSuMrIiMj4eHhgW7dukmV3p48eYLTp0+jSJEiqFu3LgDNyyUUMfDy8sKgQYPQqlUr/Pjjj1LX3E9VqFABffr0QYkSJbB582bMnz8fZ8+eReXKlREQEAA/Pz+sXLkSFStWzOMj+baw/OS/4OvrizVr1uDq1avYuHGjVKcU0LwL799S3NwGDBiA6Oho1K1bFwcPHsSqVavQrl07xgsfS5N5e3tL5dt++ukn9OzZUxqjkXFboGDHK6OZM2fi8OHDKFy4MMzMzBAeHo7k5GTMnTsXbdq00dgEC/hQZ3rs2LEIDAyEtrY2ypQpg4kTJ2aazGtra+Pdu3fYunUrzpw5g9DQUBgaGkJfXx9CCMyfP1/j4wV8mGV78ODBsLGxgZubGywtLREeHg5XV1ekp6fjyJEj0hiCjNLS0tC6dWvI5XJUrlwZO3fu1Ph7mOJc2LRpE86dO4dffvlFSizv3r2L6OhopKWloVq1alKJya1bt2LZsmXQ0dHBxIkT0a1bN6m7g6KEriaeY4pjUmUeAuDD3A3jx4+Xihzo6enh4cOH8Pb2xooVKzT6y7WXlxf69esHW1tbLFy4EGXKlAEAnDhxAvfu3YO/vz8sLS3RoEEDtGzZEtra2khMTERoaCjWrFmDgIAAxMfHo2bNmujbty8aN26skeeWKjTzsVUuiouLw5UrV3D16lWsWrWKSfwXKH6+L1asGO7cuYPAwECsXLlSoz8AVaU4fnNzc4wZMwZGRkZo1qyZlMRnvDkV9FgpKL4gzp8/H6ampjh37hwSEhJgZ2eH7t27S3XPNVVycjKOHj0KHx8f/PTTT6hRowamT5+OZcuWAVB+Mq+trY309HQULVoUY8aMQd++fXHhwgW8ffsWZcqUgbW1tdI8F5oqMjISy5Ytg7m5OYYPH44aNWoA+FDQoFSpUtDX10dERATCwsJQuXJl6ampoo930aJFcfXqVQDAihUrNP4epjim69evo0yZMlISv3jxYuzbt08aL1C6dGl0794dP/74I9zc3BAZGQlTU1M4Ojoq9VnW09NTel1NIpPJEB0djXXr1kEul2PEiBHSPAStWrVCcHAwVqxYgRs3bqBDhw7SPd3GxgYjR47EkSNHsGfPHhgaGsLCwgIbN27U+MT077//RlpaGtLT0xEbG4syZcpgwYIF+P3331GyZEno6elh//79OHz4MAYOHIgff/wRBgYGMDMzw+rVq5GcnCx9OVR8QSzomMirqHDhwrC2tsb+/fthZWWl0Tf0nKCYVXPTpk1o3rw54/UJIQT09fXRu3dvpKWlSR96AGOUmYwDyX766Sf07dsXRkZG0NHR0dinfhmlp6cjNTUVzZs3x/DhwwEAs2fPxi+//JJpMq8YY6Cnp4eyZcti0KBBn72mJscL+DBJjJGREWxsbKQkHvjwVPTevXswNjbGnDlzcO3aNdja2sLJyQmdOnWCTCZDXFyclNgXpF9fFaU3FX21Fy9ejF27dmHYsGGoUqUKkpOTsXjxYmzYsAEJCQmYMmUKJk+ejPj4+Ex/2dBkz58/x7179zBw4EApiVfEr2PHjlixYoU0sFrRRVdbWxt9+vRB27Zt8fDhQ1SsWBFGRkYoXbq0xiemitLAK1euxNq1a1G4cGGcPHkSEydORNu2bVGiRAm8ePEC48aNw9atW1GqVCmliQAVCbyCJl+H2fZfitBTwZ2AILsSEhKEv7+/EKJgTGRBeaOgTsAmhBCvXr0SsbGx0t+pqani8uXLws7OTnTq1ElcvXpVmtDoSwrSdZiUlCR8fHyUlt27d09YWFiIYcOGiYsXL4rAwEBx6NAhYWNjI9q3by+8vLykbS9evChu3bolhChY97BJkyaJVq1aicjISDFgwACxdu1aaVIiIYR48uSJaNWqlahZs6b4448/1NhS9fL29haTJ0+W7kmK8yM1NVW8efNG1KpVS6xdu1ZalnGbgiDjvTo5OVn697p164RcLhfW1tbiwIED0rml2D48PFw0bNhQDBw4UGk/+pxGV60RmXyzzWzZf6Fp3wZzOmYGBgbS9MkA41XQ5VS8CkpN6syUKVMGRkZG0t/a2tpo1qwZ5s+fL3Uj+fPPP6X1QUFBCAoKkmpaA5p3HWZFT08PtWvXBvDhSWlycjIuXLgAJycnzJkzB61bt4aZmRl69OiBGTNm4MmTJ1JFJABo3bo1bG1tC8STeODj9diuXTu8e/cO06dPh4+PD6pUqSJNTJSamooqVapgyZIlAD7MpVJQ/Zt5CBITE6V5CDSV4jzKeK/W1dWVqtKMGjUK48aNg4mJCRo2bCidW1paWkhOTkapUqXQokUL3L9/H8+ePcvz9ucnGtu1RvEzTHh4OEJCQhAdHY3KlStLg3MybkMfY6H4KTkmJkaqlJJx4Nx/oUkfgHkRL03CeOWujMn8zJkzsWLFCujp6cHY2BjLli1DbGwsduzYoTTgriBSlJIcPnw4dHV1pUoqivOvTp060NXVxePHjwEof0Zo0v0rK4rjrF+/PqysrODp6QlDQ0OpZn5qaqp0rZqZmaFIkSLw8/MDAI3u2vbpsWX8YpfxXqaQ1TwE+/fvR5kyZdCzZ0+NLGGquG5evHiBGzduwNvbG0II9OrVC+bm5lLSPmzYMLRv3x6VKlVS2l/RdUZRfasgV23LDo1M5DOWG5sxYwbevHmD2NhYaGtro3PnzujQoQOaNm0KLS2tz5L5jBerJt+UMlLE4MGDB1i1ahUCAgIQFxcHOzs7NG/eHD169JAGzvGLD+OlKsYrb2hra6NJkyZYsGABZsyYgfnz58PQ0BC+vr5Yvnx5gU/iM8oYC0WfZeBDbX09PT3Y2toCKLi//KSnp8PY2BgLFizAgAED8Pz5c+zZswetWrVSGsj64sULaGlpoVatWgA098uO4t4UHByMqKgoae6FrH5NFF+Yh2Dr1q3Yt28fNm3apNFJ/NfKcSrq5yuS+E9/8fLz88M///yDWrVqSWN9NPX8+q808i6lpaWFgIAADB06FBUrVsSsWbOwdu1a9O3bFx4eHpg5cyb27dsnbav4qSctLe2zacoz/hytqRR1qQcNGoS0tDS0adMGvXr1wq1btzBz5kxMnTpV2i6jjLEpSN1JGC/VMF55QwgBXV1dNG/eHEOHDsXTp0/h6+uLdevWoWPHjoxhJjJ+eXz+/DlOnTqFkiVLSolpQaWlpYW0tDSUKlUKv//+O6pXr44HDx5gyJAh8PHxQWxsLHx9fbFv3z4kJCSgadOm6m5yrhH/P2j8wYMH6Nq1K9asWYMHDx4AQJbJ/JfmIdi3b5/SPASaRBErf39/jBgxAjVr1sTSpUtx/fp1rFy5EmXLlsX69esRHR2d6ZcYRf4VFBSE3bt3IzQ0FP3794eRkRGT+KzkQT/8PKUYKLF06VLRrl074efnp7T+ypUromXLlqJOnTpix44d0vKMg0+mTJkiJk6cmCft/RbExcWJkSNHCicnJxEYGCgtDwwMFOPHjxdyuVwMGzZMGozy6UC67du3i/v37wshCsYgHsZLNYxX3nrw4IEYPny4kMvl4sqVK0KIgjVI89/w8vISU6dOFTVq1BCXL19Wd3O+GYprMSIiQowfP15YWVmJmjVriiZNmojmzZuLevXqiQsXLqi5lbkvODhYdOrUScjlclGzZk0xbNgw8eDBA2n9l66t1NRU0aJFCzFs2DCxYMECIZfLxdmzZ6V9NPGajIqKEqNGjRLOzs5K+VdiYqJwd3cXcrlcnD59+ov7Hzx4ULi6ugorKytx/vx5IQTv+1+jcYm8wogRI0SHDh1ESkqKEEJ55PStW7dE+/bthY2NjfDw8JCWp6eni9DQUFG7dm0hl8vFjRs38rzd6hATEyPs7e3FzJkzpWWKUeJhYWFi8eLFQi6Xi1GjRknrFfG8cOGCkMvlok+fPgWmkgjjpRrGK+/ExMSI0aNHC7lcLi5evCiE0NyEISckJyeLlStXiu7duws7OzulmNEHimQ+Li5O3L17VyxfvlxMmDBBrF+/Xnh7ewshNPsci4+PFwsWLBC1atUSv//+u5SMDhs2TKkaUmbHn5KSIrp06SLkcrlSAqvJ8fLy8hINGzYUGzZskJYpzqGQkBAhl8vF9u3bM9336tWrwsnJSXTv3l1cu3ZNCKHZscopGtlHHgCMjIwQFxcnTRENfOzzbmtri1mzZmHMmDHYvn07zM3NIZfLIZPJUK5cOezYsQMuLi7w8/NDo0aN1HwkuS8pKQlCCMTGxkrdjBQ/B5YuXRouLi5ITk7G7t27sXjxYkyZMkX6ObpOnTro1q0bLl26hMePH0t1dDUZ46UaxivvGBsbw8HBAV26dEHr1q0LTKWVfyspKQn+/v6oUqUKpk2bhnr16mlcd4f/SjEnQaFChVCvXj3Uq1cv0+009RxLT0/Hq1evYGVlhQEDBgAAUlJSsHbtWgAfqq/Url1b6majiEN6enqBnIdAJpOhWbNmGDZsGABIk9Mpauvr6uoiLi4OAD4rctC4cWMUKVIEJUuWRIUKFTQ+VjlGHd8ectquXbtEdHS0EEJIT+AvXbok5HK5WLRokbTdp0/0Tpw4IeRyudizZ4+0XvHN75dffhEDBgwQycnJBeLb4JgxY4SdnZ0ICQkRQnyMo0JwcLDo3bu3aNSokfj777+FEB+/ZQcHBwu5XC52796dt41WI8ZLNYxX3uOTrKwpYpOYmCjevXun5tbkD4qYFbRz68WLFyIuLk4I8fG+tGHDhkyfzH/q/PnzBW4egrCwMJGenq6Uc6WlpYm4uDhha2srli5dqrR9fHy80twYpJp8P9g1MjISCxcuxB9//AEA0tP3mjVron79+jh06BAOHToE4OPAVvH/o8nbtGmDGjVq4MSJE0hISICWlpb0za979+5YsmQJdHV1NebboMjkSVNqaioAoG/fvkhMTMTMmTMBfIijYrChEAIVKlTAuHHjEB0dLZUaU1QaqVChAhYuXIiGDRvm0ZHkDcZLNYxXzsgsjv+GTCbTmHvXl/yXWCmeoOrr6ytVYtE0GWOk+EXs38pYI13Tz62MKlasKM1Yq3iCPGLECIwdOxZXr17F+vXr4ePjI20fEhKC58+fAwDs7e0LzDwEimMsXbo0ZDKZUgGDrMpxbty4ESdOnJBKnJJq8n0ib2RkBCsrK+kiUiTqpUuXxqRJk6ClpYW1a9fi+PHjAD6cTIo6uAYGBihevDhSUlJgYGCg9Lq1a9dGmTJl8vx4cotioorIyEgEBwfj/v37SE5OltZbWFigR48euHnzJsaNGwcA0s9hiouzRo0aMDExkUbsi/8foQ4AXbt2VarRn98xXqphvFSjSKjevXuHyMhIPH36VPpwU0wsQ8oUMUlKSkJCQgISEhKkD/5/m9BrclKliFdqaqr0b8X1lFNfFgu6jMn8xo0b4e/vj4CAAMyZMwfr169HTEyMtG1B+PKT1fEpHqB+Wo5zy5Yt2Lx5M8qVK6eR5TjzQr7vI6+npwd7e3ssXboUvXr1Qo0aNaRk3tLSEuvWrYOrqyuWLl2KqKgoODs7SyfLixcvEBsbiypVqkg1TTXxQstY1/XXX3/F8+fP8f79e1SpUgX29vbo3r07ypcvD1dXV4SHh+Ps2bNISUnBmjVrlPqvBQcHQ0tLC9WqVQOguR+CjJdqGC/VKOLl4+ODBQsW4OnTp3j37h1q1aqFFi1aYPTo0QW2fvmXKGL28OFDrFmzBoGBgUhNTUWtWrUwYMCAAjGWSRWKePn6+mLLli0IDAwEADRs2BCOjo6oWbOmmluoOUaMGAEtLS2sXLkScXFxSE1Nxd9//43Vq1dr9C89qvpSOc7Dhw8rlePU1Pt+bpIJDfhqHhAQgGHDhqFu3bqYOXMmihcvDvGhIg+0tLRw9+5dTJ48GS9fvkSbNm3QrVs3xMTE4MaNGzhz5gw2b96s8R8Efn5+6N+/P6ytrWFra4vChQvjxIkT8PLygrm5ORYvXgy5XI6XL19i9erVOH78OOrUqYMhQ4bAxsYGISEhOHjwIM6ePYtt27bB0tJS3YeUqxgv1TBeqvH19cWAAQNgbW2NOnXqoGjRoti/fz+CgoLQrFkzzJ49G+XKlVPaJ+PAMMWDh4LkwYMHGDRoEMzNzWFubo7379/jzz//RHR0NMaMGYOePXuiVKlSSvtkNmNwQUkWfHx84OLigqpVq6JcuXJ4//49bt26BW1tbcyePRsODg6fxYYzLKsm4zwE8+fPx+7duwEA69atkwabF4RzLbvS0tLQunVryOVyVK5cGTt37sSqVavQrl27AtH1KNfkei/8PDJr1ixRq1YtcerUKWkwSsbBFo8ePRKzZ88WjRs3FnK5XFhZWQl7e3uNLzeWnp4ukpKSxPTp04Wjo6N49OiR0voVK1YIa2trYWtrK3x9fYUQQrx+/Vps2bJF2NvbS7Fq1KiRqF+/vsbXDGa8VMN4qS4pKUlMnjxZODg4iICAAGl5aGioWLFihbCyshK9evVSqrmf0YYNG4SHh4dITU3V2PvWp+Lj44Wrq6vo27evCAoKkpbfvHlTjB8/Xpibm4uff/5ZBAcHZ7r/7t27haenZ141V+1iYmJEnz59xKBBg5TOo1OnTok+ffoIuVwuNm7cKM3d8CkPDw/h7++fV83N9x4+fChGjhwp5HK5uHr1qhCi4AxsVUVBLMeZF/J9Iq/4n//+/Xvh6Ogo7O3txT///KO0XpHMJyQkiLdv34oLFy4Ib29v8eLFC2kbTT+JevXqJZydnaW/k5KSpH/v3r1b1K9fXzRr1ky66SsqOezevVusXr1a7N69W4qrpsdKCMZLVYxX9sXHxwsHBwcxZswYaZmiik90dLTYvXu3sLGxEf3795cqOSgeTvz1119CLpeLTp06iYSEhLxvvJpERUWJZs2aicWLFwshlCuQhYaGioULFwpzc3Px66+/flb94uLFi0IulyvFW9OFhISIhg0bik2bNgkhlK8pHx8f8eOPPwpzc3OpnnfG9UeOHBFyuVz8+uuvedvofOrVq1eid+/enLvhK9LS0sS7d+9Et27dhFwulyZeY6z+u3yfyGf0xx9/CDs7O+Ho6Cj8/f2VSmUVVOnp6SIuLk706tVL9OrVSyQlJWU6SdaOHTtEnTp1hJubm4iIiPjqa2oqxks1jJfqEhMTRa9evUTv3r2lknYZxcTEiB07dggLCwsxYcIEpXXR0dFi7dq1wsbGRnryVxDExMSIxo0bi1mzZknLMp5fr1+/FnPnzhXm5ubiwIEDQoiP59Hz58/FjBkzhLW19Rd/5dA0ISEhwsrKSqxevVpaljFefn5+0uy/GRMqIYT4+++/haurq2jevLkICwvL24bnU/PnzxcnT54UQjAx/ZqLFy8WuHKcuU2jRlTZ2dlh9OjRCAsLw/jx4+Hp6Yn3798X6CoQMpkMhQoVQtu2beHl5YWbN29CR0dHGj+giIuzszM6deqE//3vf1LVEEV5QEC5yoEm92FjvFTDeKlOX18fcrkcvr6+ePjwIQDl4zc2Nkbnzp3RqVMnnD59GhcvXgTwoT9u0aJF4eTkBABK5e40nZ6eHipWrIjr16/D19cXwIcKLIq4lSxZEn379oWNjQ0WL16MwMBA6TyqVKkSHB0dAQBPnz5VS/vzWpEiRWBiYoIbN27g9evXAJTjZW5uDhcXF1SsWBGLFi3Cy5cvpXjVrVsXTk5OCAsLw5s3b9R2DPmB4v42Y8YMdOrUqUD08xb/clilYr/WrVsXmHKceUWjEnlDQ0N06dIFM2fOhBACkyZNwrp16/Ds2bMCXwWiYcOG+O677zB9+nQ8fPhQqqGspaUlJVSTJ09GiRIlcP78eQBQGvRUUC42xY25QYMGjNcnFMedsaykAs+vz2X2gac4v1xcXGBqaorFixcjJibms4cNJUqUgIuLC/T09JQS1/T0dJQqVQqrVq1C+/bt8+ZAvgH6+voYOXIkXr16hQMHDkgzQyrOMwAwMzND165dERcXJ81FoFhnY2ODPn36aFQJU4VPzzMhBIyNjTFixAh4e3vj8OHD0rqM8bK1tUWPHj3w/PlzBAcHA/h4frZt2xbdu3dH4cKF8+go1OPfJqUKn+YVmlRiUnEupKWlKd3zM55Dqvg0LpoUK3XTuOxW8XRwy5YtsLOzw5EjR+Dk5ITNmzfDy8tL3c3LNYqLLrMkC/hQx3vAgAGIj4/Hzz//DD8/Pyl5UFxMRkZGMDExkZ7gaDJFvGJjYxEaGopbt24hNDRUujHXqFGD8fqEtrY27t27h7Fjx0qTnSjw/FKmOO43b97g8ePH8PT0RGRkpFQrvlSpUhg4cCAePXqEUaNGISkpSTr3FOemhYUFKlSoICWlwMenqo0bN5bKdGqKrGrrA4C1tTUGDhyIAwcOYOvWrdK9TiaTSfXku3XrBkNDQ+nLT8YvSBMnTkSVKlXy8pByleK44uLikJCQgPDwcAAfE6YGDRqgTZs2WLNmDQ4cOCDtlzFePXv2hEwmw/379wFA6Ve0X3/9VSPjlZPzEGgqRTUePz8//Pzzz+jbty9cXV2xaNEiREVFMQH/xuT7OvKZ0dHRQfny5bF69Wr873//w40bN7B79264u7vD1tYWa9eulWaA1QQZL7pjx46hT58+Sjdgxfp+/fohIiICmzdvxuTJkzFv3jxYWVlJ27148QIApH0zltbSJBlrLC9btgz+/v6IjIyEoaEhpk+fji5dukBPT4/x+sT79+8xatQoREdHIy4uDr/++isqVqwolVhjvD5QHJeXlxd+/vlnhIaGIi4uDiVLlkSjRo0wYsQIVKlSBQ4ODnj9+jW2bdsGV1dXLF68GGXKlJHuTYGBgUhMTIRcLld6fU38EM1Obf3ChQujV69eCA8Px8aNG5GamoqBAweiZMmSUilOLy8v6OnpoWrVqtJra/I59uDBA6xatQoBAQGIi4uDnZ0dmjVrhp49e6JixYoYOHAgXr9+jV9++QUpKSno378/hBBSvB49egRDQ0N899130mtrcrw4D8HXKX5J9fHxgaurK8qWLYvy5csjNDQUN2/exJUrVzBmzBg0b94cxsbGSvuyfKl6aEQd+cx8miSEhYXh7du3KFy4sEY9ZVAkUf7+/ujRowdSU1PRr18/ODs7o2LFitJ2GeOxadMmbN++HcnJyfjxxx9hY2ODuLg4nDx5EmfOnMHWrVthY2OjrkPKVYp4+fj4YNiwYahatSpsbGygra2Ns2fPIjg4GOvWrUOLFi2kfQpyvDKKi4vDgAEDpCfNpUuXxooVK1CxYkWeX5949OgR+vfvD1tbWzRt2hRly5bFwYMHcfXqVRgZGWHNmjVo0KABIiMjsXv3buzcuROlSpVCnz598MMPP+DVq1c4ceIETp06hS1btqBevXrqPqRcl1Vt/aZNm2Lu3LkoW7YsAgICsG3bNhw/fhytWrWCg4MD2rZti4cPH+Lo0aM4ffo0tm3bhlq1aqn7kHLVw4cPMXDgQFhaWsLMzAz6+vo4fPgwYmJi4ODggCVLlgAAbt68iY0bN+L27dvo378/OnToAGtrazx+/Bh79+7FxYsXsW3bNpibm6v5iHIX5yHIvujoaAwePBglSpTA5MmTUa1aNSleW7ZsQXBwMIYPH44ePXqgWLFin+3v4eGB2rVra2RXtm9SLg+mpTzw+vVrMXToUNGkSROpRvDPP/8slddUUJSwE0KI06dPiyFDhgi5XC5q1qwpbGxsRJMmTQpEHe8XL16ITp06iVGjRonHjx9Lyy9fvizq1asnVV9JTk6W1hXkeGU0bdo00a1bN7Flyxap3rniPMt4fp08ebJAxis9PV2kpqaKRYsWCXt7e6l2vsLevXvFDz/8IKysrKSqM9HR0eLMmTPCyclJqq9ct25d0bBhQ42Pl0J2aus7OTlJNeSDg4PF9u3bhZWVlZDL5cLa2lo0bNhQ1KtXT5w/f15dh5Fn4uLixMiRI4WTk5NSJZ7AwEAxfvx4IZfLxZAhQ0RiYqIQQghvb28xb948UbNmTVGrVi3RokUL0aJFC2FlZVUg4sV5CFQTFhYmbGxsxLZt25SWp6WliSdPnoj+/fuLOnXqiN9///2zylv79+8XcrlcLFy4UAih/LlAuYOJfD6Xnp4uPDw8hFwul2osT5s27YvJfMYSZAkJCeL27dti79694vz589IHgiaXhEpNTRXbtm0TLVq0EFeuXPls/ahRo0Tjxo2lD8CCHi8FRRx+++030atXLxERESF27NghJViZJfNxcXEFNl7Dhg0Tjo6O0t8Z6+qfP39etG/fXlhZWYkHDx4IIT7G9/z582Lv3r3i9OnT0uRaBSFe2a2t37dvX6U68YGBgWLXrl1i3rx5YteuXcLb21sIofklTGNiYoS9vb2YOXOmtEzx4CEsLEwsXrxYyOVyMWLECGl9fHy88PLyEosWLRITJ04Ua9euFffu3RNCaH68OA+BagIDA4VcLheHDx8WQnyIV8ZzJDQ0VPTp00fY2dmJO3fuCCE+3vsfPXok+vXrJ+zt7ZXiTLmHibwG8PLyEjNmzJAutISEBDFlypRMk3lNv2F/TWJiohgzZozSB5wQH29CS5cuFbVq1VKqn1zQY5ZRUFCQsLS0FN7e3iI2NlZs3bpV1K1bV3oyP23aNLFs2TJ1N1NtFDPdjh07VrRo0UKEhoZKH2YZP9ROnz4tGjduLNq1aydevnypruZ+M1SprT9+/Pivvp6mX7Nv3rwRbdq0EWPHjhVpaWnSuaU47tevX4t58+YJuVwuFixYoLRvZrHR9HhxHgLVRERECHt7e9GnTx8RGhqa6Tbe3t6iZcuWolevXkrL09PTxblz50SjRo3EX3/9lRfNLfA0b1RLAbB79268e/dO+rtWrVqYNWsWZDIZ0tLSYGBggLlz58LR0VGq8KAoL6bo26cYrQ9o/oj9jPHS19fH2LFjMXLkSAAfSyoq+kGWKVMG6enpSEpKkvb/tD9kQYpXxmNNT09HsWLFULx4cTx58gRGRkbo3r07Ro8ejUePHqFfv344evQoDAwMkJSUpPFxyoxMJoOenh7atGmDV69e4fr161IlkIx1vDt06IDevXvj6dOnuHz5MgDluvqaLLPzQpXa+mfOnJFq63+JpvdhNjU1hbm5Oe7cuYNXr15BS0sLqamp0nGXLFkSzs7OqFu3Lk6ePClVpRFf6N+t6fHiPATZo4iHiYkJ2rVrh7///hsXLlxAfHz8Z9vK5XJ06dJFmj9Esb9MJkODBg1gaWmJypUr52n7Cyom8vlMZGQkFi5ciD/++ENapq2tDX19fenfwIcbV8ZkfsuWLQgNDQXwYVDZqVOnPkvuNdGn8RJCwMzMTBoI9+lAJkVt24xJRHh4OG7fvo33799L22iqT+OV8Vi1tLRgYmICS0tLnD9/HsnJyShWrBi6d++OGjVq4M2bNyhfvjx++OEH6Ovra3ScgI/l7IDPk1Nra2s0aNAAs2fPxu3bt6WkIWM5xNGjR8PMzAx//vkngM/PRU2UsSzny5cvkZqaKq1zdXVVubZ+QaSIWd++fZGYmIiZM2cC+FCtTfFlUAiBChUqYNy4cYiOjpZKmGr6NfklnIfgc1mV4wSAUaNGwc7ODhs2bMDVq1eVHm6lpqZCX18f3bp1AwC8evUKwMdyr8WKFcP69etRpkyZPDyigouJfD5jZGQEKysraVbHrGasVSTzXbp0wcGDB7Ft2zZcuXIFK1euxMyZM5VqNGuqT+P1pafEny5XJFWvXr3CqlWrMHjwYERGRuZuY78B2Tm/qlSpgidPnkBPTw/Ahyo19+/fR/PmzREbG4vJkydLXxI1leIJ+9OnT7F582aMGDECK1euxO3btwEAZcuWRf/+/VGiRAmMGTMGd+/elZKGjAlqyZIlC8zsmRlLJo4YMQKrV6+WHi4AH2I2aNAglWvrayrFMSckJCA2NhZ+fn4QQkjlSWvWrImePXvi5s2bGDduHIAP9620tDTpflajRg2YmJhIsylr8q9knIcg+zKW4xwzZgw6duyItm3b4qeffpKeruvp6WH8+PGoUKEC5s2bh7NnzyI6OhoApHMwODgYBgYGMDExkV5bcc1qYhnTbxUjnc/o6enB3t4eR44cga+v71cvFj09PSxYsABdu3bFgQMHMHPmTFy7dg3Lli3D999/n0etVp/sxkvxpEpPTw9CCKSmpuL169fYtGkTTpw4gUWLFqFSpUp52XS1yE682rRpg6ioKPz999+YP38+du7cialTp2LWrFlwc3PDs2fPNDo5zVgn3s3NDbt378aDBw/g7u6ONWvWSBNetWnTBqNGjYKWlhaGDBkCT09P6RcfLS0tBAcH4/3796hevTrEh/FKaj6y3CP+vza1t7c3nJ2dYWpqChsbG6Wf3vX09NClSxcMGjQId+7cgaurK0JCQpCamiqdh1+qra9pFOeYv78/ZsyYgZ49e6Jnz55wdnbGjRs3kJSUBGNjY7i5uaFdu3Y4e/YsRo8ejfT0dGhra0vxCg4OhpaWljR5mKY+kc84D8GwYcPQvn17tG/fHv3798e6desAQJqHoH379ti4cSPWrl0r3acK2jwEii/UAwcOxPv379GiRQs0bNgQf//9N1xcXLBu3TpERkaiVq1amD59OipVqoQ5c+bA3d0d/v7+AICgoCCcO3cORkZGSqWuFTT1XPsm5U1XfMpJjx8/Fi1bthTjx48XkZGRX9wu4wAmLy8v0aBBAyGXy8WlS5ek9Zo+yEmI7MdLCCGOHj0qatasKa5evSoNFjt79qwQgvFSePHihWjYsKGwt7cXtWvXFlu3bhXR0dFCiA+Dyj6tlKSJHj16JBo1aiTGjBkjbt68KZKTk8XBgweFXC4XDx48UBpId+jQIWFvby8sLCzEvHnzxOXLl8Uff/whJk+eLGrXri1u3rypxiPJO2FhYaJLly5i1KhRwt/fX1qempoqle0UQoi3b9+K1atXC2tra9GuXTuxc+dOERISIu7cuSNmzZol6tatK+7evauuw8h1inPHy8tLNGrUSDg4OIjJkyeLkSNHinr16okOHTooDboMCwuTihs4OTmJixcviqioKPHgwQMxa9YsYWNjI1Xz0WT//POPsLa2Fm5ubmLt2rXi999/Fx06dBByuVy4ublJg8ofP34spkyZIszNzcXIkSPFuXPnhBBCPHjwQMyZM0fY2tpK1aQ0VXbKcc6aNUsq+vDkyRPx008/SaVxHR0dRevWrYWVlVWBKZH7LWMin0/NmjVL1KpVS5w6deqrdVrv378vRowYUSCTeIWvxUsRiwMHDojatWuLfv36CblcLs6cOSOtZ7w+xmnZsmWiQYMGYsuWLeLdu3eZvoYmxis9PV2kpKSImTNnip49ewo/Pz9p3f3790WrVq3Eq1evRGRkpFIZuxs3bohZs2ZJdeKtrKxEy5YtxcWLF6XX1XT37t0TTZs2VfrgP3TokJg1a5YYMWKEWL58uZSgxsTEFOja+k+fPhX29vZizJgx0lwECQkJ4tChQ0Iul4tffvlFCPEx6Y+IiBBbtmwR9vb20vnVqFEjUb9+/QIRL85DoJrsluOcN2+eeP/+vbTOw8NDLFy4ULi6uoqlS5dKpScLwv3rW6axM7tqKvH/fWzj4uLQv39/xMfHY+XKlahRo8YX91mzZg02bNiAdevWoXXr1tJP+AXhpy9V43Xq1ClMnDgRALB27Vq0adOG8cokXuHh4QgLC0OlSpVQvHhxNbVWPVJTU+Hg4IDKlStj48aN0vITJ07g119/hYmJCV69eoXq1avDwcEB/fv3l7Z59OgRQkNDYWhoiPLly6NSpUoF5vzatm0bNm/ejFu3bgEA5s6di71796J48eJIT0/Hu3fvYGRkhFWrVqFJkyZSd4kLFy4gIiICRYsWRbVq1aSuSIBmxiw5ORnr16/HhQsXMHv2bDRo0EBa9/btW/Tq1QtlypTB7t27pT7cWlpaSElJQWJiIk6cOIGIiAiUKFECdevWRY0aNTR+NtKEhAT07t0blStXxpo1awB8uE51dHTw7t07nDp1CqtWrUL16tXh7u4OIyMjAB+6h9y8eRPPnj3Dd999B0tLS1haWmp8vGJjY9G+fXu0atUKc+fOBaA8+/ubN2+wadMm7N27F7Nnz0avXr2U9s+4rSZfi/mGer4/UE74448/hJ2dnXB0dBT+/v5ZfitW/BRd0J4sZ5SdePn5+YmWLVtKk0UxXtk7vwqS1NRU0alTJ+Hk5CSioqJERESE8PT0FJaWlmLgwIFixYoVYuvWraJp06bCwsJC7NixQ91N/iacOHFC2NnZiZcvX4q9e/eKmjVrisOHD0uzabq7u4tGjRoJKysr8c8//6i5teoTFRUlXF1dxcSJE6Vl6enp0lPTUaNGiR9++OGLv4RlRtOvXc5DkH3p6ekiMTFR9O7dW7Rq1UrpWst43IGBgaJ///7C2tpa6VcO+vZo3iiOAsTOzg6jR49GWFgYxo8fD09PT6lEomKkvWI0fr169aT9Cuo356/FKz09Hebm5jh+/DhatGhR4J80ZOf8Kggy1tVPTU2FtrY2unXrBl9fX7Rr1w6DBw/GqFGj0KhRIyxcuBDjxo3D4MGDsWrVKpQsWRK///67xlfxyY5KlSohOjoaN27cQFxcHBo1agR7e3tUqFABADB06FCMGTMGCQkJWLp0KRITEzV6APCXFCtWDD169MCIESMAfCzZqXgCWqxYMaSmpn61AlfG9Zp6D1McI+chyFxm54hMJvvX5Tjp28REPh8zNDREly5dMHPmTAghMGnSJKxbtw7Pnj2TbvqK0fgKmnKD+je+Fi9FzAoVKgTgY035gio755em+7SuvqLsmoODA+bMmYPatWujfPnyMDExgYODA8qVKwfgwxdoa2truLm54eXLlxpdxSc7hBCoXbs27O3tMWvWLGzfvh3FihWDsbExgI+10fv06YMWLVogICAAKSkpGn/9fSkZb9++vVQlS3GtKWKkq6v7WY39t2/fws/PD4mJiVLMNDF2ijr5CQkJAD4coyIunIdAmeILYFhYGK5evYq9e/fi0qVL0vp69eqpXI6Tvk0F49NYgxUqVAht27bFli1bYGdnhyNHjsDJyQmbN2+Gl5eXupv3zclOvArCxDzZVdDPr0/r6itqdJcoUQLdunWDu7s75s6dCzs7O6nGdGJiovQFWpFwFC5cWD0HkIcUSZMiIchI8UTZ0dERVapUQWRkJIKCgvDkyRMAH74gKfYvVaoUUlJSNH6m24yTY927dw+7du2Cj4+PdNyKL40KioReT09PaeKesLAwLFu2DNOmTVOa8VvTCCGgra2NBw8e4Ndff5Vmq1XEifMQfJSxHOeQIUMwbtw4zJ07F6NGjZLKcRYqVAhOTk7o0KGDSuU46dvDRF4D6OjooHz58li9ejVWrFiB7t27Y/fu3Rg8eDBGjBihNHsiMV6qKsjx+r/27j0u5/t//PijM6WQMwvxceWQkkPMJOWUOTZyWgyFOW5mMZuvW2MzPjNNOcx5M0yM8Bm2OawcGjl8FJJTOTVMRRQ6vn9/+L2vdXVdUXyIet5vt92m9+l6vV69r6vn9Xq/Xs9X/rz6+b/kGRsbY2ZmxoEDB1i+fDkAZcqUAeDq1aucOHECBweHEj8hWA0czp49y7x58wpcyt7d3R1fX1+qVavG2bNn2b59O7du3QIet+WVK1e4cOECjRs31i44VhLlXRzr/fffZ8KECXz55ZcMHjyYH374AdDvrc+70E7eLwFLly5l69at+Pv7U61atZdel5cpKSkJHx8ffv75Z9avX8+ZM2e0+8zNzenTpw/Dhg0r9esQqIs9+fv7U7t2bQIDA9mwYQP16tUjPDyce/fuAVCvXj1GjhyJt7c3K1asIDAwkN9++w2A06dPs337duDxFyDx6jJ9+iHidaD+YXBzc8PNzY333nuPpKQkrKys9Hp2hLRXUZXm9mrbti1Vq1Zl5cqVTJ8+XS8ot7CwoE2bNvzyyy9YW1vj6+vLhQsX2LdvHwcPHmTRokVUrVq1mEr/4in/f7GnuLg4fHx8yM7OJicnh2HDhuksFKPeQ4MGDcLCwoJVq1axbNky4uPj8fT0xMTEhN27d3Pq1CmWLFmiHeJW0qjtEB0djb+/P87Ozvj6+mJra8tPP/3E119/jZubm96Cfep5JiYmmJqacvXqVcLCwvjpp59YsGABXbt2LdHZVoyMjKhcuTKNGzcmMzOTnTt3kpaWxoQJE7RZtWxsbPD398fCwoLvv/+ekSNHMmjQIDp27MiNGzfYvn07d+7coX379sVcmxcrNTWVoKAgHB0d+eCDD9BoNAD07t2bLVu26Ay5bdSoEWPHjqVBgwaEhISwd+9erKystE9+Zs+ejaOjY3FVRRRCyf4LXIrkH7NcvXp1qlevXkylefVJexVNaW6vBg0a0K5dO8LCwvD09MTLy0unZ97c3Bw/Pz/i4uIIDQ0lNDRU+xQjODgYd3f3Eh9g3b59m6CgICpWrIidnR3r1q0jOzsbf39/bTCv9iQbGxvzzjvvUKtWLX777Tc2bNjA77//TpkyZahevToLFizAzc2txLaZsbExly5dYsqUKbi6ujJx4kRtD/HFixeJiIjQTj7MKzs7G3Nzc2162MWLFxMeHs63336rDeJLMrV+NjY2VKhQAV9fX2bNmoWxsTHjxo3TBvMVKlRg+PDhNGjQgFWrVjF79mxmz56NpaUlFhYWzJ07Vyf5Q0mUlpbGuXPnGDRokDaIB8jIyKBSpUrMmDGDjIwM6tSpw6RJk7Czs2PEiBG4u7uXynScrzsJ5IUQogDqH7CpU6dy6tQpgoODsbe31wYNyuNF9WjUqBHBwcEcOXKE8+fP4+TkRJMmTXRynpdUiqIQGRlJREQEI0aMYMqUKXz66aeEhoYCFBjMt27dmtatW/Puu+9y69YtypYtS7Vq1ahZs2aJbrPMzEy2b9+Oubk57733ns4wj9zcXCpVqsSvv/7KyZMnqVixIs7OztStW1c71Kh8+fKkp6cTHh5OcHAwXbp0KTUZtoyMjOjWrRuhoaF8+umn3L17V5s3Pm8wX65cOby8vPDy8ip16xDA42F9SUlJKIpCTk4OJiYmHDp0iNWrV2Nra4uFhQU3b97k999/JzY2lpCQECwtLalfvz7169cv7uKLIpJAXgghCqD+obeysmL8+PHMmDGDzz77jDlz5qDRaLTp2nJzc6lXr57BSWElNVhQGRkZUbduXfr160dAQAAAM2bMIDc312Awn789DAUPJbnNjIyMsLe3p3///ri6umq3Hzp0iMWLF1OlShWSk5M5e/YsR44cwcXFhcmTJ9OyZUvgcfaVypUr8+WXX2qf9qjXLcnU+tWsWZNLly6RmZnJqFGjMDU1JSgoCEVRGDt2LDt37qR27dr06dOHMmXK0KVLlwKvVVK5urrSvHlz1q5dS3x8PNbW1mzbtg0PDw8mTJhAvXr1SEpKYt26dSxZsoS5c+fy+eefF3i9kt5er70Xm6ZeCCFKhgcPHijr169X2rRpo7z99tvKH3/8ody/f19RlH+WOC/JC8nk9eOPPyp3797V/pydna08evRI+29FUZSMjAxl6tSpioODgzJjxgzl6tWrOtfIzMx8eQUuZvnbK/+iRRcvXlRcXV2ViRMnKrGxsYqiPG7HjRs3atsvL7UtS+KCdU+rz71795QuXboo27Zt0/68YsUKpVGjRkqXLl0UBwcHZc2aNUpOTk6Ja5vCyMrKUhRFUWJiYpQhQ4YoTZs2VTw8PJQOHToox48f12mTW7duKT169FA6d+6s/P3338VVZPGcJGuNEEIUQmHy6peGnqv8ufXhccpWCwsL7b/h8dyBmTNn0qdPH0JDQ1m+fDmJiYkAxMbG8ssvv5SKhbIMtVf+ibxZWVlMnDiRGTNm0LBhQ+BxqtPevXvj6urKvn37uHPnjjY1Zd6nGyXpnlOz8SQmJhIbG2twiJW1tTXly5cnIiJC+/OAAQNo1qwZV69eRaPR0LBhQ4yNjUtU2+SnptR8+PAh9+/f5+zZsyiKok0+0LRpU9asWcOuXbv48ssvad68Ofb29hgZGWnvo6pVq1KnTh1yc3NLdJaokk4CeSGEKKTSnlcf9HPrP2mVXzWY7927Nxs3bmTlypX88ccfBAUFMX36dB49evSyil1sCtNeDRs2ZODAgVSqVEm7kJG5uTnm5uaYmZlhaWlJuXLlSvQaF3lzn48ePZrAwEDOnTundwxAu3btuH79Orm5ueTk5LBgwQJOnjyJu7s7V65c4bvvvtNJTVnSqG0VFxfHZ599ho+PDz4+PgwbNow///xTZy2HWrVqUbZsWcLDw7l48SLwz5ftCxcuEB8fT+PGjfUWjxSvDwnkhRCiCEpzXn3Qz63/tFV+zc3NmT17Nt7e3oSGhjJ9+nQOHjzIvHnz9FIslkSFbS81uFKDNICYmBiuXr2Kq6urdi5GSaT8/xSmMTExvPfee9jb2zN06FDt0wmV2i5NmjThzJkznD9/nm+++Yb169cTEBDA559/zrhx4zh06FCJnTCdN33piBEjuHTpEs7Ozri7u3PmzBm++OIL7ZMu9X6xt7enbNmyzJ8/n5iYGB49ekRMTAzff/89iYmJDBo0qMSmey0NjJSSercLIcQLkjfYgsera6p59dUVXkuyCxcuMHr0aFxcXAzm1lcpedLWRUdHM3r0aO7evcvixYvx9PQsNRM1n6W91J7lffv2sWTJEpo3b/4yi/zSpaSkMHbsWCpWrMiHH36ozeaTmZlJdna2TqB58eJF/P39sbGxISEhgQ8++IABAwZgbW3NgwcPSE5O1lnDoKS5fPkyo0ePxsHBgTFjxtCoUSMePXrEL7/8wvTp0xk4cCCBgYHa4zMyMli8eDGrV6+mbNmyWFtbk5OTw6NHj5g5cyadO3eWFJOvMclaI4QQRVSa8+rD03Prq9TA4OTJkyxbtqxUBvFQ9Pb6448/CAsLY9++fQQFBZX4IB4gPT2dxMREBg4cqA3i16xZw8GDB0lISMDZ2Zm33noLb29v/vWvf9GwYUPCw8P55JNPeOedd7C2tgYeD39Tg/6SGJxmZmYSFhaGsbEx7777rnbV1TJlytChQwdq1arFhQsXtHVXFAULCwuGDx9O1apV2bNnD3///Tdt2rShZ8+eNGvWrMQ+vSgtpEdeCCFEoakBQnp6Or6+vjx48ICgoCBtDm9DgoODWbx4MQsXLqRTp06lKogvSnspikJQUBDbtm2jXLlyTJkypdSkmNy7dy8TJ07k8OHDWFtbM2vWLNatW0eDBg2wtLTk9OnT5OTkMHLkSCZPngzA/v37cXR0xNbWtphL//LcvXuXyZMnY2try9dffw38s56FsbEx48ePJy4uji1btmBjY6Pdn/feyf9EUbze5DcphBCi0PLn1k9LS+Ozzz7j3LlzBfbsTZw4kXXr1pW6IB6K1l5GRkZ4eXkxcuRIvv3221ITxMPj9jEzMyMxMZG9e/eyYcMGZs2axerVqwkNDWXFihX861//Yvny5axevRqA9u3bl6ogHh6vXOvj48OYMWOAfzL9qIF5hQoVyM7O1rm31J55lbGxsfTClyASyAshhHgmbdu2Zfz48dy8eZOPPvqIiIgI0tLSgH8m2mVlZQHQokUL7XklPSgtyJPaKycnh9zcXBo3bszgwYO1E4FLWopJgLVr15KamgqgDSidnZ2xsbFh9erVpKam0rJlS7p27UrlypUBePPNN5k1axZWVlZs2bKFlJSUUheMqvX18vKiTp06wD/D/NRJ9mZmZtrMR6qkpCTi4uJ0skSVtHuqNJNAXgghxDMpTG79/GntSnMA8aT2MjExKRXrEeTPq68GnWZmZnh7e7Njxw5mzZpFWlqadmiImmbSxcWFYcOGceHCBe7cuVOi20kNxPOmksxb3/xzLNR7x9zcXPvlGR5PxJ83bx7Tpk3TfnkSJYsE8kIIIZ6Z5NYvmsK0V0kOUA3l1Tc2NsbU1JQ+ffrQqFEjHj58SHp6OrGxscDj9lAD1+zsbG1u/ZJKbZOzZ88yb948EhISnnqOGsgbGxtrh9vcvn2bpUuXsnXrVvz9/alWrdqLLrooBhLICyGEeC6lPbd+UZXm9jKUV1+drGlvb09gYCD29vZcvnyZ4OBg/vrrL+0Xm6tXrxIXF0eDBg20KwmXNOqk1bi4OHx8fFizZg1r16596irIag++iYkJpqamXL16lcWLF/PTTz+xYMECevToUeqGIpUWkrVGCCHEcyvtufWLqjS3l6G8+nkzr8TFxTF79myioqJwcHCgQ4cOWFpacuzYMSIjI1m0aBEdOnQo7mq8MLdv32b69OnExsZiZ2fHiRMnGDBgAP7+/gXmx8/JycHExES7QFarVq0IDw/n22+/xcvLq9RMmi6NpEdeCCHEczOUW9/R0bHEB6XPqjS3l5pX//fffycyMpKcnBztpF5FUWjYsCGzZ89mypQp5OTksGrVKlauXElqaqo2iC+pfZCKohAZGUlERAQ9e/Zk/fr1vPPOO9rMPQX1zKtDj8qXL096ejrh4eEEBwdLEF8KSI+8EEIIIV6Kp+XVzx90ZmRkcO7cOcqXL4+VlRWVK1cu8YFpdHQ0mzZtYtasWRgZGfHo0SMCAwPZunWrXs98/hzxW7ZsYf78+Xz55ZelKn1paSaBvBBCCCFeur179zJjxgyqVq3KnDlz0Gg02l75vP8v6dauXUvPnj0pX7488HiYTHZ2NhYWFtohM5mZmcyYMcNgMA+Ps9uYm5sDcO3aNezs7CSILyVkaI0QQgghXrqC8uqrKSlLQwCaPx0nPB4mo07mVYfMmJubM3PmTPr06UNoaCjLly8nMTERgNjYWHbs2KHNbqMG+CVxDQKhz7S4CyCEEEKI0kfNq29jY8OiRYsICAigb9++DBw4kLp16xZ38V6KvOk4+/btqzcJOi81mFcUhY0bN2Jqaoqbmxvr168nMjKSrVu3vtzCi1eCDK0RQgghRLHJzs7m1q1b/Pvf/yYyMhIjIyP8/f1xdXWlWbNmxV28F+6HH37g66+/ZuPGjdq5Ak+Sk5PD9OnT2b59OxUqVCAlJYX58+fTrVu3l1Ba8aqRQF4IIYQQr4QDBw4QGRnJjh07SE9Px9XVlZCQEExNS+4AAkPpOA3JO2cgOjqa0aNHc/fuXRYvXoynp6eMiS+lJJAXQgghRLEqzXn1AWbMmEFYWBhz5szBy8tLOzbekJMnT7Js2TL27dsnQbyQQF4IIYQQojg8LR2nIcHBwSxevJiFCxfSqVMnCeJLOQnkhRBCCCGKWUHpOA05fvw4LVq0kCBeSCAvhBBCCFHcHj58yNatWwkODsbW1paAgABatmxJuXLltEOPsrKyMDMz055TWnLti4JJIC+EEEII8Qp48OABf/zxB4sWLeL27dulLh2nKDoJ5IUQQgghXhGlPR2nKBoJ5IUQQgghXkGlMR2nKBoJ5IUQQgghXiGlPR2nKDwJ5IUQQgghhHgNGT/9ECGEEEIIIcSrRgJ5IYQQQgghXkMSyAshhBBCCPEakkBeCCGEEEKI15AE8kIIIYQQQryGJJAXQgghhBDiNSSBvBBCCCGEEK8hCeSFEEIU2okTJ3BwcGDPnj062x0cHBgyZEgxlUqUZkW994YNG4aPj88LLJEQL48E8kKUQNevX8fBwYHRo0cXd1FECfPvf/+bxo0b06lTp5f2miEhITg4OLBly5YCj/nkk09wcHDgyJEjOttTUlKYO3cu3bp1w8nJiWbNmuHp6Ym/vz/Lli0jLS1N53gHBwed/5ycnHjrrbfw9fVl/vz5xMfHv5A6ioKpv9vr16//T643fvx4YmJi2Llz5//kekIUJ9PiLoAQQojXw/79+/nvf//LvHnz9Pbt3LmTsmXLFkOpCnbjxg0GDBjArVu3aNKkCf369aNcuXLcvHmTY8eOceDAATp27Ei5cuV0zrO1tWXw4MEAZGVlkZKSwqlTp1i6dCnLly9n+PDhBAQEYGRkVBzVEs+pZcuWNG3alJCQEN5+++3iLo4Qz0UCeSGEEIWyYcMGLC0tDfbG169fvxhK9GTBwcHcunWLSZMm8f777+vtj46OplKlSnrbK1WqxIQJE/S2//e//yUgIICVK1diZmbGpEmTXki5xYvXs2dPZs+eTVRUFK6ursVdHCGemQytEaIUUR9RX7t2jTVr1uDl5YWjoyMeHh4sXLiQ3NxcvXNyc3PZuHEjAwcOpHnz5jRr1oxu3boxe/ZsUlNTdY6NiorCz8+PVq1a4eTkRI8ePVi+fDlZWVk6xx05cgQHBwdCQkI4duwYvr6+uLi40K5dO+bNm0dOTg4AmzdvpmfPnjg5OdGxY0c2bdpksF5paWkEBQXh5eVF06ZNad26NWPHjiUuLq7QbTNkyBAcHBzIyMhg/vz5eHp60qRJE77//nsATp8+zeeff0737t217eDt7c26detQFEXveuq43aSkJKZOnUqbNm1wcnKif//+esM/VH/++ScDBw7E2dmZN998k2nTpnHnzh08PT3x9PR8rnonJCQwZcoUPD09cXR0pHXr1nh7exMcHFyo9klJSSE8PBw3NzeDPe+GximrbZqVlUVISIj2tbt27cq6desK9brPIzo6GkDbu56fs7MzFSpUKPT1XFxcWLFiBRYWFqxcuZIbN2489Zy89/qRI0cYPHgwLi4utG7dmoCAAP7++2+D58XGxjJx4kTatm2Lo6MjnTp14ptvviE9Pb3A6x87doxhw4bRokULWrVq9cRyqcPvPvnkEy5evMjIkSNp0aIFrVu3Zvr06Tx48ACAffv20a9fP5ydnXFzc2PJkiUGr5ecnMzMmTPx8PDA0dGRdu3aMXXqVK5du6Z3rHo/p6en88UXX9CuXTscHR3p2bMnv/76q96xYWFhAHTs2FE75MnQmPiivNe8vLwAnjhcS4jXgfTIC1EKff3110RFReHh4UG7du3Yu3cvISEhZGVl6fQy5ubmMmHCBPbs2UOtWrXo06cPFhYWXL16lY0bN+Lt7U358uUB2LFjBx9//DFly5bl7bffxsbGhoiICObNm8fx48dZsmSJ3lCE6OhoVqxYgbu7OwMGDGD//v0sX74cRVGwtbVl6dKldOzYkVatWrFjxw6mT5+OnZ0dbdq00V4jJSUFX19fLl26ROvWrenQoQN3797lt99+IzIyktWrV+Pi4lLothk3bhwXLlzAzc2NcuXKUb16dQA2btxIeHg4rVq1wt3dnfT0dA4dOsTMmTO5fPkyn332md617t27x+DBgylXrhy9evUiOTmZXbt24efnx5YtW9BoNNpjIyIiGDNmDObm5nTv3p2KFSuyf/9+RowYQVZWFmZmZjrXLkq9b926hY+PD9nZ2XTs2JFatWqRmppKfHw8GzZsYOLEiU9tl+PHj5OTk0OzZs0K3ZaqyZMnExMTQ/v27TE2NmbXrl3MnDkTMzMz+vfvX+TrFZZ6b16+fBknJ6f/yTXr1q1Lt27d2Lp1K7t372bo0KGFOu/kyZMsXboUDw8PhgwZwunTp9m+fTsnTpzg559/pmLFitpjd+/ezaRJkzAzM6NTp05UrlyZ2NhYli1bxpEjR1i7di3m5uY61z9x4gRLly6lTZs2DBgwgDt37hSqXNevX2fQoEE0a9aM/v37c/ToUTZt2kRaWhpdunTh008/pVOnTri4uLBnzx6+/fZbqlatSt++fbXXSE5OxsfHh8TERN566y169OhBQkIC27ZtIzw8nPXr1+s9scnKysLPz4/U1FS6du3Kw4cP2blzJx9++CErVqygXbt2AAwdOpSwsDDi4uIYOnQoNjY2ANSqVUvnekV5rwFUq1aNGjVqcPjw4UK1kxCvLEUIUeJcu3ZN0Wg0yqhRo3S2T506VdFoNIqnp6dy69Yt7fbk5GSlZcuWiouLi5KRkaHd/sMPPygajUbx9/fX2a4oinLv3j0lLS1N++/mzZsrzs7OysWLF7XHZGZmKu+9956i0WiULVu2aLcfPnxY0Wg0ikajUcLDw7Xb09PTlbfeektxcnJS3NzclOvXr2v3nTp1ymCdJk2apGg0GuU///mPzvbLly8rzZs3V3r06FGoNvP19VU0Go3i7e2tpKam6u1PTExUcnJydLZlZWUpI0aMUBo2bKhTVkVRtPULDAzUOW/jxo2KRqNR/u///k+7LTs7W3F3d1caN26snD59Wmf78OHDFY1Go3h4eDxzvdXf4+7du/XqlZKS8qRm0ZozZ46i0WiUw4cPG9yv0WgUX19fnW1qm/r4+Cj379/Xbr906ZLSuHFjpWvXroV67eDgYEWj0SibN28u8Bj13s5bvu+//17RaDSKq6urEhQUpBw+fFh7zxZEo9Eo3bt3f+IxmzZtUjQajRIQEPDUsue91zdt2qSzLygoSNFoNMrMmTO125KTkxUXFxfF09NTuXnzps7xy5cvVzQajbJixQqD1w8LC3tqeVTqZ4RGo1HWrl2r3Z6VlaX07t1bcXBwUNq0aaOcOXNGu+/mzZuKo6OjXvuobR8SEqKzXW2n/PeFh4eHotFolDFjxuh8rkRGRioajUYZMWKEwetfu3bNYF2K8l7La9y4cYpGo1H++usvg/uFeB3I0BohSqGxY8dStWpV7c+2trZ07NiR9PR0EhIStNt/+uknTE1NmTFjhl4PoLW1NVZWVgDs2bOHtLQ0+vXrp9PzZmZmxuTJkwG0j8fzatOmDe7u7tqfLS0tcXd359GjRwwYMECn183R0ZHatWtz/vx57baUlBR27dpF+/bt6dGjh86169SpQ//+/Tl//rzOOU8zYcIEba9fXjVr1sTYWPcj09TUlAEDBpCbm2vwEb6lpSUff/yxznne3t6Ymppy+vRp7bZjx45x48YNOnfuTJMmTbTbTUxM+OCDD/Su+6z1LlOmjN618vYEP8mtW7cAqFy5cqGOz+ujjz7SmVBar149mjdvTkJCgl7WmP+lIUOGMGzYMNLT01myZAlDhw6lZcuW9O7dm4ULF3L37t1nuq763ilsrzeAvb29Ti82wKhRoyhfvjzbt2/XDs/atm0b6enpTJ48mWrVqukcP2LECGxtbdmxY4fe9Zs0aUKfPn2KWJPH90veoUempqZ06dIFRVHw8PCgcePG2n3VqlWjRYsWXLp0iezsbAAyMzPZuXMnlSpVYuTIkTrX7tu3LxqNhqioKP766y+91542bZrO58qbb75JrVq1dN4bhVXY91pe6vyImzdvFvn1hHhVyNAaIUqhvMGiSg0a7t+/D0B6ejrx8fHUr18fOzu7J15PHZNtaNJY06ZNsbS05Ny5c3r7GjZsqLetSpUqBe6rXLkyMTEx2p9PnTpFbm4uDx8+JCQkRO/4S5cuARAfH6/3aL0gjo6OBrdnZmayZs0adu7cSUJCgnYMser27dt659StW1f7ZUdlampKpUqVuHfvnnab2n6Ghq00bdoUU1Pdj+qi1tvDw4P58+czfvx4unXrRtu2bWnVqpV22FBhqPMhrK2tC32OylCb5r3f8meN+V8xNjZm2rRpjBo1ivDwcKKjo4mOjubcuXPExcURGhrK2rVrqVOnzgt5/byaN2+uN7TM0tKShg0bcuTIERITE3njjTe04/pPnDih/T3mZWpqqvNlW1XQffs0Go1Gr1xPew/m5uaSnJxMtWrViI+PJyMjg7Zt22JhYaFzrJGREa1ateL8+fPExcVRs2ZN7T4bGxuDnyvVqlXj5MmTRa5HYd9reanzI4ryhUyIV40E8kKUQoYCJzVYVCeaqj2leXvuC6IeaygDCDz+42+oR85QOUxMTJ5YRrUnEP4JLo8ePcrRo0cLLN/Dhw+fUHr9shoyfvx4IiIiqFevHj179qRixYqYmpqSmJhIWFgYmZmZeucUFKCamprqTCxWJzDa2trqHWtsbKzXa17UetvZ2bFhwwYWLlzIrl27tBP8mjRpwkcffaQdj/wkas9pRkbGU4/NrzD325OogaahydgqdV/+pybw+L7s27evtkf82rVrTJs2jaNHj/LVV1/x3XffPb0SeagTVA39vgrypPcG/PMeUn+3P/74Y5HK9CxPSuDZ3oOAdgK7Wu6CXj9//VQFfSHM/94orMK+1/J69OgRwCuXNlWIopBAXghhkPqHsaCsGoaOTU5ONrg/KSnphfS6qtccOXIkH3/88f/kmoZyg8fExBAREYGbmxvLli3TCRZ37txpcNhQUag9iSkpKXr7cnNzuXv3rs4Xqmepd8OGDVm4cCGZmZmcOnWKiIgIfvzxR8aMGcPWrVufmj5SDVpTU1Of+oTmf02tb/4sSXmpw2QK88TAzs6Or776ik6dOhWY1eRJ1C9PRekFf9J7A/6po/r/nTt3FimlZ3HltFfLq9YjP7XeL+qpy/NQ76fCDi8T4lUkY+SFEAZZWVlRv359rly58tQVFRs1agRgsHf4zJkzPHjwwOBj+ufVtGlTjIyMtMMRXhQ1hV6HDh30enxPnDjx3NdX28ZQPU6fPq2XvvN56m1ubk6LFi346KOP+OCDD8jMzOTgwYNPPU8dmnTlypUiv+bzcnBwAChwyEVOTg6nT5/GzMwMe3v7Ql0z/zCMwrpy5Qq7du3CzMyMzp07F/q8EydO6KUpffDgAXFxcdjY2GjngzRt2hQwfC+8iurVq4eFhQWnTp0y+FRK/Ux4nve/+p57lp76J0lISMDc3LzQ94wQryIJ5IUQBRo0aBDZ2dnMnDlT7490WlqadkiIujrmzz//rDN+Nzs7m2+++QbgmSbiPU2VKlXo2rUrUVFRBociKIpCVFTUc79OjRo1AP2g/eTJk4SGhj739Vu2bEn16tX5/fffdXLA5+TksGDBAr3ji1rvM2fOGJxUqvaW5h/bXFAZAZ05Ci9Lq1atqFmzJnv37jXYg/7dd9+RnJxM165ddeqyevVqLl++rHe8oigsW7YMeDx2vbBOnjyJn58fGRkZ+Pn5FWmOQUJCAps3b9bZtmzZMlJTU+nVq5e2R71v375YWloyf/584uPj9a5z//59YmNjC/26L5q5uTlvv/02SUlJrFq1SmdfWFgY586dw9XVVWd8fFGpaUQLk7e/sDIzM4mNjcXJyalQ978QryoZWiOEKNC7777Ln3/+yd69e/Hy8sLDw4MyZcpw7do1Dhw4wPr162nUqBHW1tZ8/vnnBAQE0K9fP5088hcuXMDDw+OFBPIAgYGBxMfH88UXX7BlyxacnJywtLTkxo0bREdHk5SUxKlTp57rNZydnXF0dGTHjh3cvn2bpk2bcv36dfbt24enpye//fbbc13fxMSEwMBAxo0bx6BBg+jevTsVKlRg//79mJiYULVqVb2hE0Wp99atW9m0aRMtWrSgdu3aWFlZce7cOQ4cOEDNmjXp1q3bU8vYqFEjatWqRWRk5HPV9VmYmpoyd+5cRo0axfDhw2nfvj0ajYasrCyOHTtGTEwMtWvXZtq0aTrnbd26lTlz5tCoUSOcnJyoWLEid+/eJSoqivj4eCpUqMDUqVP1Xi85OVk7iTg7O5uUlBROnTrF2bNnMTY2xs/Pjw8//LBIdWjXrh2BgYFERERgb2/P6dOnOXToEG+88Qbjx4/XHlepUiXmzZvHpEmT6NWrF+3bt6dOnTo8fPiQ69evExUVRZ8+fZg5c2bRG/IFCQgIICoqiqCgII4ePUqTJk1ISEhg9+7dVKhQgcDAwOe6fps2bVi1ahUzZsygS5culC1blpo1az7XZ8rx48fJzMw0uEqxEK8TCeSFEAUyNjYmJCSE0NBQNm/ezObNmzEyMqJGjRp66SF79OhBlSpVWLZsGbt27SIjI4PatWszefJkhg8f/sLG8FasWJHQ0FDWrFnDr7/+yrZt2zAyMqJKlSq4uLhoV3B8HiYmJixdupR58+Zx8OBBYmJiqF+/Pl999RVVq1Z97kAewMPDg+XLlxMcHMz27duxtLTEw8NDuxpr/nHpRal3jx49yMjI4MSJE0RHR5OdnU2NGjUYMWIEfn5+2h7PJzE2NqZv374EBwcTFxf3QoZKPYmrqytbtmxhxYoVHD58mIMHD2JqaoqdnR3vv/8+fn5+emlDZ8+ezb59+zh8+DAREREkJydjZmbGG2+8wfDhwxk+fLheikd4PFdh4cKFwOMeZxsbG+zt7Rk9ejTe3t7PNBSjWbNmjBo1igULFnDgwAHMzc3p1asXH3/8sd4Y7Y4dO2rr+ueff7J//36srKyoWbMmQ4cOxdvbu8iv/yJVqlSJTZs2sWjRIvbt28eRI0coX748vXr1YsKECc89p8Ld3Z2AgAA2bdrE6tWrycrKwtXV9bkC+f/85z+Ym5u/sA4GIV4WIyX/oD0hhBCvjKtXr9K5c2e8vLwMDrN5mZKSkujcuTN9+/Zl+vTpxVqW18WRI0cYOnQo48ePZ8KECcVdHMHj4UkeHh54eXnxxRdfFHdxhHguMkZeCCFeAenp6do5B6rMzEzmzJkDPO6lLW6VK1dm+PDhbNy4sVDZjIR4Fa1Zs4bs7Gz5YiVKBBlaI4QQr4D4+HiGDh2Km5sbb7zxBvfu3ePw4cNcu3YNV1dXunfvXtxFBMDPzw9jY2P++uuvQq0xIMSrxtramrlz5xocViXE60YCeSGEeAXUqFGDLl26cPToUSIiIsjNzcXOzo7x48czcuRI7SI9xc3KykpncqYQr5uhQ4cWdxGE+J+RMfJCCCGEEEK8hmSMvBBCCCGEEK8hCeSFEEIIIYR4DUkgL4QQQgghxGtIAnkhhBBCCCFeQxLICyGEEEII8Rr6fyAL1pf+BFpCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = data.sort_values('bin').plot.scatter(x='bin', y='avg_clip_score', figsize=(12,5))   #put more information, add connecting line, (mean, min, max, median)\n",
    "a.set_xticklabels(('(0, 100]', '(100, 200]','(200, 400]', '(400, 800]', '(800, 1600]', '(1600, 3200]', '(3200, 6400]', '(6400, 12800]', '(12800, 25600]'))\n",
    "a.set_xlabel(\"Income ranges (in USD per month)\")\n",
    "a.set_ylabel(\"Average CLIP score\")\n",
    "\n",
    "plt.xticks(rotation=45, ha='right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c77351eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot\n",
    "a4_dims = (11.7, 9)\n",
    "plt.tight_layout()\n",
    "fig, ax = pyplot.subplots(figsize=a4_dims)\n",
    "sns.boxplot(data=data.sort_values('bin'), x='bin', y='CLIP score', ax=ax, color='plum', showmeans=True,\n",
    "            meanprops={\"marker\": \".\",\n",
    "                       \"markeredgecolor\": \"black\",\n",
    "                       \"markersize\": \"5\",\n",
    "                      \"linewidth\": 2}\n",
    "            )\n",
    "sns.lineplot(data= data.sort_values('bin'), x='bin', y='avg_clip_score',ax=ax, color = 'red')\n",
    "ax.set_xticklabels(('(0, 100]', '(100, 200]','(200, 400]', '(400, 800]', '(800, 1600]', '(1600, 3200]', '(3200, 6400]', '(6400, 12800]', '(12800, 25600]'))\n",
    "ax.set_xlabel(\"Income ranges (USD/month)\")\n",
    "ax.set_ylabel(\"Average CLIP score\")\n",
    "\n",
    "\n",
    "medians = round(data.groupby(['bin'])['CLIP score'].median(), 2)\n",
    "vertical_offset = data['CLIP score'].median() * 0.03 # offset from median for display\n",
    "\n",
    "for xtick in ax.get_xticks():\n",
    "    ax.text(xtick,medians[xtick] + vertical_offset,medians[xtick], \n",
    "            horizontalalignment='center',size='x-small',color='w',weight='semibold')\n",
    "\n",
    "\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "# plt.savefig('boxplot_clip.png', dpi=199)\n",
    "plt.savefig('Images/boxplot_clip.pdf', bbox_inches='tight') #Save figs as .pdf for better quality in papers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "886593cf",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}