{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a65254db-3040-4156-9f2f-cb9c2bfe8196",
   "metadata": {},
   "source": [
    "# Descriptive Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3208ddd4-f211-448e-b401-7a9efa4dffa8",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a06d232a-1b8c-4a62-8b3d-db874ee3b586",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import re\n",
    "from pathlib import Path\n",
    "from collections import Counter\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import linregress"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6208e7b0-3c3d-4620-81fd-f2032bd7e550",
   "metadata": {},
   "source": [
    "## Plot Style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0360e472-c6f9-461f-8b28-08cc9849984a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------------\n",
    "# Global settings\n",
    "# -------------------------\n",
    "\n",
    "DATA_PATH = Path(\"divided_attention_club.json\")\n",
    "\n",
    "purple_main = \"#7f6aa5\"\n",
    "purple_mid = \"#a593d8\"\n",
    "purple_light = \"#c7b9e6\"\n",
    "\n",
    "sns.set_theme(\n",
    "    style=\"whitegrid\",\n",
    "    context=\"talk\",\n",
    "    font_scale=1.0\n",
    ")\n",
    "\n",
    "sns.set_palette([purple_light, purple_mid, purple_main])\n",
    "\n",
    "plt.rcParams.update({\n",
    "    \"figure.figsize\": (7, 4.5),\n",
    "    \"figure.dpi\": 120,\n",
    "    \"axes.grid\": True,\n",
    "    \"grid.alpha\": 0.18,\n",
    "    \"grid.linestyle\": \"-\",\n",
    "    \"axes.edgecolor\": \"#333333\",\n",
    "    \"axes.linewidth\": 1.1,\n",
    "    \"axes.titlesize\": 16,\n",
    "    \"axes.titleweight\": \"bold\",\n",
    "    \"axes.labelsize\": 13,\n",
    "    \"xtick.labelsize\": 11,\n",
    "    \"ytick.labelsize\": 11,\n",
    "    \"legend.frameon\": False,\n",
    "    \"axes.spines.top\": False,\n",
    "    \"axes.spines.right\": False,\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d43d7e3c-1269-4df4-acfe-b24d7ed24f4e",
   "metadata": {},
   "source": [
    "## Data Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "80af89ac-714b-4a00-b272-312fa9aaa545",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded data for 67 participants.\n"
     ]
    }
   ],
   "source": [
    "with open(DATA_PATH, \"r\", encoding=\"utf-8\") as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "relevant_data_index = data[2]\n",
    "real_data = relevant_data_index[\"data\"]\n",
    "\n",
    "print(f\"Loaded data for {len(real_data)} participants.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6ee100f-bceb-4f39-b73d-04b4708d099e",
   "metadata": {},
   "source": [
    "## Sanity Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "651e1e99-e914-4580-9ea2-05da8d40f51d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Participant keys: ['id', 'participant_id', 'start_time', 'end_time', 'notif_block2_condition', 'notif_block3_condition', 'block1_symbols', 'block2_symbols', 'block3_symbols', 'notif_block2_animals', 'notif_block3_animals', 'json_data']\n",
      "Number of trials: 878\n",
      "Example trial keys: ['task', 'block', 'trial_in_block', 'phase', 'symbol', 'correct_key', 'notification_flag', 'notification_sentence', 'rt', 'response', 'trial_type', 'trial_index', 'plugin_version', 'time_elapsed', 'participantIndex', 'participant_id', 'vp_code', 'notif_block2_condition', 'notif_block3_condition', 'block1_symbols', 'block2_symbols', 'block3_symbols', 'notif_block2_animals', 'notif_block3_animals', 'demo_age_range', 'demo_gender', 'demo_german_level', 'demo_education', 'demo_program', 'demo_semester', 'demo_vision', 'demo_handedness', 'demo_screentime']\n"
     ]
    }
   ],
   "source": [
    "example_participant = real_data[17]\n",
    "example_trials = json.loads(example_participant[\"json_data\"])\n",
    "\n",
    "print(\"Participant keys:\", list(example_participant.keys()))\n",
    "print(\"Number of trials:\", len(example_trials))\n",
    "print(\"Example trial keys:\", list(example_trials[66].keys()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fe1553b-371b-4929-bf90-91fd9cdce198",
   "metadata": {},
   "source": [
    "## Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e25647d8-85f6-4854-8d6c-40713c70eedf",
   "metadata": {},
   "source": [
    "#### Demografie extrahieren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "72ae4e19-27d3-4578-b19a-b64b3ac5f36c",
   "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>age_range</th>\n",
       "      <th>gender</th>\n",
       "      <th>german_level</th>\n",
       "      <th>education</th>\n",
       "      <th>program</th>\n",
       "      <th>semester</th>\n",
       "      <th>vision</th>\n",
       "      <th>handedness</th>\n",
       "      <th>screentime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21-24</td>\n",
       "      <td>männlich</td>\n",
       "      <td>native_or_fluent</td>\n",
       "      <td>abitur</td>\n",
       "      <td>Sportwissenschaften B.Sc</td>\n",
       "      <td>7.0</td>\n",
       "      <td>no_impairment</td>\n",
       "      <td>right</td>\n",
       "      <td>4to6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21-24</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>native_or_fluent</td>\n",
       "      <td>stud_bachelor</td>\n",
       "      <td>Cognitive Science</td>\n",
       "      <td>8.0</td>\n",
       "      <td>wearing_glasses_or_contacts</td>\n",
       "      <td>right</td>\n",
       "      <td>4to6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30-39</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>native_or_fluent</td>\n",
       "      <td>stud_bachelor</td>\n",
       "      <td>Psychologie B.Sc.</td>\n",
       "      <td>20.0</td>\n",
       "      <td>wearing_glasses_or_contacts</td>\n",
       "      <td>right</td>\n",
       "      <td>1to2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21-24</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>native_or_fluent</td>\n",
       "      <td>abitur</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no_impairment</td>\n",
       "      <td>right</td>\n",
       "      <td>1to2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21-24</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>native_or_fluent</td>\n",
       "      <td>abitur</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no_impairment</td>\n",
       "      <td>right</td>\n",
       "      <td>2to4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  age_range    gender      german_level      education  \\\n",
       "0     21-24  männlich  native_or_fluent         abitur   \n",
       "1     21-24  weiblich  native_or_fluent  stud_bachelor   \n",
       "2     30-39  weiblich  native_or_fluent  stud_bachelor   \n",
       "3     21-24  weiblich  native_or_fluent         abitur   \n",
       "4     21-24  weiblich  native_or_fluent         abitur   \n",
       "\n",
       "                    program  semester                       vision handedness  \\\n",
       "0  Sportwissenschaften B.Sc       7.0                no_impairment      right   \n",
       "1         Cognitive Science       8.0  wearing_glasses_or_contacts      right   \n",
       "2         Psychologie B.Sc.      20.0  wearing_glasses_or_contacts      right   \n",
       "3                      None       NaN                no_impairment      right   \n",
       "4                      None       NaN                no_impairment      right   \n",
       "\n",
       "  screentime  \n",
       "0       4to6  \n",
       "1       4to6  \n",
       "2       1to2  \n",
       "3       1to2  \n",
       "4       2to4  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def extract_demographic_data(real_data):\n",
    "    demo_rows = []\n",
    "\n",
    "    for participant in real_data:\n",
    "        trials = json.loads(participant[\"json_data\"])\n",
    "        first_trial = trials[0]\n",
    "\n",
    "        demo_rows.append({\n",
    "            \"age_range\": first_trial.get(\"demo_age_range\"),\n",
    "            \"gender\": first_trial.get(\"demo_gender\"),\n",
    "            \"german_level\": first_trial.get(\"demo_german_level\"),\n",
    "            \"education\": first_trial.get(\"demo_education\"),\n",
    "            \"program\": first_trial.get(\"demo_program\"),\n",
    "            \"semester\": first_trial.get(\"demo_semester\"),\n",
    "            \"vision\": first_trial.get(\"demo_vision\"),\n",
    "            \"handedness\": first_trial.get(\"demo_handedness\"),\n",
    "            \"screentime\": first_trial.get(\"demo_screentime\")\n",
    "        })\n",
    "\n",
    "    return pd.DataFrame(demo_rows)\n",
    "\n",
    "\n",
    "df_demo = extract_demographic_data(real_data)\n",
    "df_demo.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3061716-0558-4869-9510-38ada2470c42",
   "metadata": {},
   "source": [
    "#### Programm bereinigen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d7964b4e-9165-45c6-b058-6a3c415329cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_program_name(program_name):\n",
    "    if pd.isna(program_name):\n",
    "        return \"Other\"\n",
    "\n",
    "    x = str(program_name).strip().lower()\n",
    "\n",
    "    if \"cog\" in x or \"cognitive science\" in x:\n",
    "        return \"Cognitive Science\"\n",
    "    elif \"psych\" in x:\n",
    "        return \"Psychology\"\n",
    "    elif \"pädagog\" in x or \"paedagog\" in x:\n",
    "        return \"Education\"\n",
    "    elif \"wirtschaftsinformatik\" in x:\n",
    "        return \"Business Informatics\"\n",
    "    elif \"informatik\" in x or \"computer science\" in x:\n",
    "        return \"Computer Science\"\n",
    "    elif \"sportwissenschaft\" in x:\n",
    "        return \"Sports Science\"\n",
    "    elif x == \"\":\n",
    "        return \"Other\"\n",
    "    else:\n",
    "        return \"Other\"\n",
    "\n",
    "\n",
    "df_demo[\"program_clean\"] = (\n",
    "    df_demo[\"program\"]\n",
    "    .fillna(\"\")\n",
    "    .astype(str)\n",
    "    .str.strip()\n",
    ")\n",
    "\n",
    "df_demo[\"program_grouped\"] = df_demo[\"program_clean\"].apply(clean_program_name)\n",
    "df_demo[\"semester_num\"] = pd.to_numeric(df_demo[\"semester\"], errors=\"coerce\")## 4. Participant Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a234f764-75b0-487f-a83a-5b20c73dae29",
   "metadata": {},
   "source": [
    "## Participant Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4ee744f8-a7c4-4e28-a566-709d35b40c87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Age distribution:\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>count</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18-20</th>\n",
       "      <td>9</td>\n",
       "      <td>13.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21-24</th>\n",
       "      <td>39</td>\n",
       "      <td>58.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25-29</th>\n",
       "      <td>13</td>\n",
       "      <td>19.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30-39</th>\n",
       "      <td>1</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40-49</th>\n",
       "      <td>1</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50+</th>\n",
       "      <td>4</td>\n",
       "      <td>5.97</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count  percent\n",
       "18-20      9    13.43\n",
       "21-24     39    58.21\n",
       "25-29     13    19.40\n",
       "30-39      1     1.49\n",
       "40-49      1     1.49\n",
       "50+        4     5.97"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIXCAYAAAD9gON8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AACChElEQVR4nO3dd3hM2f8H8PeM9AQRBFFWTRCiRJeoi+hRI4heF4tlhd2wq6yyapRl2YjeokdZdZdEDaKTECzSSSG93d8ffplvJjOp0zLxfj2P5zHnnrnnM3NmJvdz7znnigRBEEBERERERKRiYk0HQEREREREXwcmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQqUmvXr1gZWUl9e/169eaDkuj5s6dK/V+bNiwQWr7hg0bpLbPnTtX5THduXNHKfvJK/Zbt25Jbe/UqZNS2lWmnN4LbYi9KPjvv/+wYMECdO7cGTY2NrC1tUW3bt3g6uqK4OBgTYenVpr8LPHzCgiCgLt372o6DCIATD6I1OLhw4d48eKFTLmXl5cGoiF5wsPDMWvWLAwbNkzToWgc3wvFPXv2DI6Ojjh48CDev3+P5ORkxMXF4c2bNzh+/Limw1MbfpY078GDBxg0aBDWrVun6VCIAAA6mg6A6Gtw5MgRueUnTpzAzJkzoaurq+aIKFNaWho8PDywZcsWJCQkaDocjeJ7oTzr16/P8T0sXbo0KleurOaI1IufJc2LiorCypUrcezYMQiCgBYtWmg6JCIATD6IVC45ORlnzpyRu+3Dhw/4559/0LVrVzVHpR2+/fZbqYO0atWqKb2NsLAwrFmzRun7VUfsypbf96JmzZpYtmyZ5LGRkZEqw9JKDx8+lHrcqFEjODo6Iikp6as42VCUPktf6+f133//xdGjRzUdBpEMJh9EKnb+/Hl8+vQpx+1eXl5MPnJQr1491KtXT9NhFIo2x56X8uXLo3///poOo0iLjY2VerxgwQI0aNBAQ9EUXer4LPHzSlS0cM4HkYplP/OU/YDU19cXYWFh6gyJiFQsNTVV6rGpqalmAiEiKmJ45YNIhUJCQnDz5k2psiVLlmDMmDGSM6MZGRk4fPgwpk6dmq993rhxA/v27YO/vz9iY2NRoUIFdOrUCePGjYO5uTn69u2L58+fS+oHBATkGNuuXbvg4+ODkJAQCIIAc3NzNGvWDAMHDkTTpk0L+ar/JzQ0FB4eHvDx8UFYWBgMDAzQuHFjjBw5Em3atMnz+Rs2bMDGjRslj/v164fly5fL1Lt37x6OHj2KBw8eICQkBImJidDX10f58uVRv3599OrVC99++63M86ysrOS2m1leuXJlXL58GcCXJHLevHmSOnPmzEGfPn3w22+/wcfHB2lpaahYsSJGjBiBYcOG5Tv27F6/fo2tW7fi2rVriIqKQtmyZdGsWTOMHDkSNjY2cp/j4uKC27dvSx4vW7ZM7pne3OoV5L24desWRowYIamTdVtOr+nIkSO4fv06QkNDERcXBzMzM1hbW6NLly7o3bs3dHTk/znK/j66u7vDwcEBDx48wK5du+Dn54fo6GiULVsWrVq1wujRo3N8LQVRmJizvy9Zde7cWfL/Xbt2oWXLlnnGkH1/Tk5OWLRoEQICArBjxw7cvHkTHz58kLz2MWPGwNLSMtd93rhxA0ePHsXDhw8RERGBpKQkGBgYoFy5crC2tsbAgQNhZ2eXZyzDhg3DDz/8gN9//x3nzp1DYmIiypUrhz59+mDz5s1y21b0s5SWloZTp07h3LlzePLkCaKjo6GjowNzc3M0bdoUgwcPRpMmTfKMXV4bWT8zNWrUwN9//42oqCjs3LkT58+fR0hICAwNDdGoUSMMGTIEHTt2lBtjptevX2P//v24ffs23r17h8TERJQoUQJlypRBnTp10LVrVwwcOBAlSpSQeW6nTp0kq6EZGRnB398f6enpOHz4MI4dO4agoCCkpaWhWrVqcHBwwIgRI2BsbJzj6810+/ZtyevM/nuUkpKCEydO4MKFCwgICEBMTAzS0tJgbGyMqlWrokWLFnByckL16tVzfd1E+cHkg0iFjh49ioyMDMnjOnXqoEGDBujWrRsOHTokVW/KlCkQiUQ57is9PR2LFi3CgQMHpMrfvXuHnTt3wtvbO8c/+tkdOXIECxcuRHJyslT5f//9h//++w9HjhzBgAEDsHDhwkKPTz937hzmzJmDpKQkSVlSUhL+/fdf/Pvvvxg3blyh9puVIAhYunQpdu3aJbMtISFB8nrOnj2LDh06wN3dHQYGBgq3CwAxMTFwdnbGu3fvJGVv3rxBmTJlCr1Pee9ZWFgYTp06hdOnT2Py5MmYPn26QnGrU2pqKtasWQNPT08IgiC1LSwsDGFhYbh06RK2bNkCd3d31K1bN1/7/eOPP7Bhwwap71ZoaCiOHTuGkydPYtWqVejRo0eRillZvLy8sHDhQqkrK5mv3dvbGz/99JPclaUEQcAvv/yCgwcPymxLSEjA27dv8fbtW5w9e1aS5OQmOTkZY8aMwYMHDyRlwcHBKptP8d9//2HKlCkyqwampKTgzZs3ePPmDY4ePQoXFxf89NNPEIsVG9jx8OFDfPfdd4iMjJSUZf39cnR0xG+//SY3aT5+/Djc3Nxkrn6lp6cjPDwc4eHh8PX1hZeXFzw9PVGyZMlcY4mKisJ3330Hf39/qfLnz5/j+fPnOH78OPbs2YPy5csX6rWGhYVh3LhxcldkjI2NRWxsLB4/fozdu3fjl19+waBBgwrVDlEmDrsiUhFBEHDs2DGpsp49ewL4cs+PrIKDg3Ht2rVc97dq1SqZxCOrqKgoTJo0CR8/fsx1P8ePH8dPP/0kk3hkd+TIEbi6uuZaJyd+fn6YOXOm1EF0dn/99RfOnz9fqP1n2rdvn9zEQ55///0XixcvVqi9rDw9PaUSD+DLWcrC3kPgw4cPmDVrVo7vmSAI+OOPP+Dp6Vmo/atbRkYGJk+ejO3bt8scxGf35s0bODs74/79+3nud+/evXB3d5dKPLJKT0/H/PnzERMTU2RiVpa7d+9iwYIFMge1mdLS0rBo0SKcPHlSZtvOnTvlJh7yHDx4UOa3K7sTJ05IJR4AIBKJZH7blCE8PBzOzs5yD46z2717N9zd3RVq79OnT5g0aZJU4pHd8ePHsXDhQpnyR48e4eeff86xj7LXXbp0aa510tPTMWnSJJnEI6s3b97g999/z7M9eQRBwNSpU/P13qampmLBggVSV0+JCoNXPohU5Pbt23j//r1UWWby0bx5c1SsWFFqroeXl5fc4Q7AlzNc2Q86TUxMMHjwYFSvXh1v3rzBoUOHEB0dnWtMkZGRMn8wa9eujR49eqBUqVJ48OABTp8+LTmwO336NBwcHAo0IV4QBMyfPx/p6elS5fb29ujQoQPS0tJw9uxZ3L9/H/Hx8fnerzy7d++WetyoUSN06tQJZcqUwadPn3Dx4kWpg8MjR45g3LhxqFGjBoAvw46io6Nl/nBnroyT21nczIMLR0dH2NjY4MmTJwBQ6CsrmclglSpV0L9/f5QtWxaPHj3CiRMnpA5k1qxZg169ehX6LGdOFHkv5Nm2bRt8fHykyiwtLdGrVy+UKlUKjx8/lnptCQkJmDp1Ks6cOYNSpUrluN/MA58WLVqgU6dOyMjIwKFDh/DmzRtJnbi4OMnZaXXGnHVVpaxD9IAvw/Qyr4rVrFmzQHFlevnyJQDAwsICAwYMQLly5fDgwQOcOHFC6vu2aNEidOzYUXJGPTk5WeaqaPPmzfHtt9/CyMgI7969w6FDh6QStkuXLqFfv345xpL5HnTs2BH29vZ4/fo1Xr9+DQsLC6V/lhYsWCB1UqVEiRLo0aMHmjZtiri4OBw/fhxBQUGS7R4eHhgwYEChV5jLbMvIyAgDBgxAnTp18P79exw8eFBqIYFDhw6hV69eUkPo1q9fj7S0NMnjatWqoX///ihXrhyioqLg7e0tdaB/6dKlXGNJTk7GgwcPYGBggL59+6Ju3bp48+YN9u/fj5SUFEm9c+fO4bfffoOenp7kc3j37l0cPnxYUqdGjRqYMGGCJC7gyz1AHj16JKmjq6uLXr16oW7dujAwMMDbt29x7NgxREVFAfiSoK9duxb79+/P/xtKlA2TDyIVyT7R3MbGRvKDLxaL0aNHD2zfvl2y/dKlS4iKioKZmZnMvvbv3y91JrZkyZI4dOiQ1EGMk5MTnJyccj3ju3fvXqk199u2bYutW7dKhg64uLigS5cu+P777yV1du7cWaDk49atWzJ3bv/hhx8wceJEyeORI0di3rx5eZ5dzUvW5K5kyZI4cOCA1HCLsWPHYuLEiXj27Blq166N2rVrS13x6d+/P96/fy9zkJTflXGGDh2KX375RfI4r7PlebGxscGOHTsk47eHDBmCnj17YuzYsZKEMCUlBUeOHMGkSZMUais7Rd+LrBISEvDnn39KlfXs2RO///671DAVJycnjBw5UvKZjIyMhIeHB2bOnJnr/seMGSN1VW7AgAHo1q2b1Gc/80BdnTFnXVUpe/LRrVs3VKlSpUAxyWNtbY2dO3dKEoshQ4bAwcEBEydOlHz+Pn/+jGPHjknG/YeHh6NZs2YICAjA+/fvYWtri507d0rNN2jQoIHU9z77iRN52rdvjy1btkgeZ7avzM/Sy5cv8e+//0qVZR9W5+LigsGDByMwMBDAl8TIy8sLs2bNKnB7mUxMTHDgwAHUqVNHUpb5G/vhwwdJ2e7duyXJR0ZGBsqVKwcrKyu8evUKhoaGOHDgAMqWLSupP3DgQNjb20uSxdjYWHz+/DnXoVf6+vrYs2cPGjZsKCmrW7eu1GcsOTkZ7969Q61ataQ+h1mTD3mrfmXvZycnJ8yfP1+qzNnZGY6OjqhQoQJq166NOnXqID09Xe58FaL84LArIhWIi4vDuXPnpMoyr3pk6tOnj9Tj1NRUnDhxQu7+sk9aHzVqlMzZ0+rVq2Py5Mm5xnXlyhWpx+PHj5cZs9ytWzep+1PcuXNHZtnQ3GS/JF+9enXJ2bZMIpEIP/30E/T19fO9X3kqVqwo+f/nz58xf/583L17V3LmUSwWY+vWrfD19cWOHTvg5uam1DH6w4cPl3qc25yd/Pj555+lJo4CQJs2beDg4CBV5ufnp1A7qnb27Fmpq1qmpqZYsmSJzGfNxsZG5jPr7e2d675LlSolM+/F1NRU5qphbstbqztmZXJzc5M5UG3fvj26desmVXb9+nXJ/6tVq4ZNmzbh4sWLuHv3LjZu3Chz4Jj1ABlAvm4MqOzPvzzZf7MaNmwoM5/H0NAQ06ZNg4uLC5YsWVKgBTxyMn78eKnEA/hyVfK7776TKrt586bkxIBYLMayZctw8uRJ+Pv749SpUzLvq46ODkqXLi1Vltd77ejoKJV4AF/+nmSf1/L58+e8X1g2WX9DgS9Xu3fu3CmVlFStWhV37tzBmTNnsH79ekybNo2JBymEVz6IVODs2bNITEyUPBaLxejevbtUnXr16qFWrVpSwwUOHz6M0aNHS9VLSUnBf//9J1XWtm1bue126NBB6mZaWaWlpcmsfOXm5iZ3Qnn2eSNPnjzJ1+pUAPDq1Supx3Z2dnIPSkqVKgVra2vcu3cvX/uVx9nZWers6uHDh3H48GEYGxujUaNGsLW1RYsWLdC0adMcV1MqLBMTE9SqVUup+2vUqJHcbW3atJG6UWX2K0tFTfYb7LVv3z7HoTbdu3fH6tWrJY+Dg4MRGhqKSpUqya2fORwkO3Nzc6nH+Rlzr66YlaVkyZJyV3MCvnzP/v77b8njnMbwGxsbw9DQEIGBgXj48CEePXqEO3fuyFwpyjp0KCc5rb6mTM+ePZN6nNPr79q1q1Lvl2Rvb5+v8s+fPyMsLAwWFhZS5bq6uqhQoQJCQkLw4MEDPH78GPfu3cPDhw9l3tu83mt5r1lfXx+lSpWSutqXdRhWfjVt2hSWlpaSq0bR0dFYunQpli5disqVK6NJkyZo1qwZ2rZtqxU3SiXtwOSDSAWOHDki9bhixYpyJ5RbWFhIJR8vX77EvXv3pJa5/fTpk8xwngoVKshtN7eDn9jYWJl5GPkZWgF8WU0nv7KffStXrlyOdXN6Hfk1evRoBAcHY+/evVLl8fHxuH79uuTsr6mpKfr3748JEyYotBpVVrm9rsIwMzPL8cxx9vepIFeissre/6qS/fNStWrVHOtWrlwZYrFYagJ5ZGRkjp/l7GeSM2W/ilbQIXCqjFlZypUrl+NnJPsZbHmfkbt372Lfvn24cuVKoc6SZ6Wrq6uWe5dkH0Yqb1iqKmRPZjNlf5+BL+911uTj/fv32L17N86dO5ev3868Pqs5vebsSXhhhn2KxWL88ccfmDx5skzCGhwcjODgYJw6dQoAUL9+fYwaNQp9+vRRyVUu+now+SBSslevXsmsTBISEiIzBjwnXl5eUslHQQ4Yc/uDkJ8zmTkpyIFK9hhyi1/RS/disRgLFizAoEGDcPjwYVy6dEnuH/uYmBhs374d3t7e2Lt3L7755huF2gW+XKlQptz6J/vwiryu4uT0nue2+pgy6enpFah+9oOm3JZJzWnfin6WVBmzsuR2NSd7PNnfj02bNmHDhg0yc8dsbGxgY2ODb775BnPnzs13LMr+/OeXuhLonN5reQf4Wfv+6tWrmD59utRQKj09PdSvXx8NGzaEra0tfvvtt1xX0spOVZ/5TFWrVsXx48fx999/49SpU7h586bUlftMT58+xZw5c3D58mWsW7eOCQgVGpMPIiXLPtG8oP7++2/8/PPPkj/upUuXhkgkkvqjJ+8yPwDJjankkbefU6dOyYxrVlT2s6G53b1dWXd2r1evHubPn4/58+cjKCgId+7cgb+/P+7cuSO1HG5kZCRWrFiBP/74Q+E2FZ2vkl1ERARSUlLkHmhERERIPc7rjHNOyygXdB5EYWW/UpN9SeKs3r9/L3NAl9NZZ0B1B/mqjFlZwsPD8/0ZyTqv4M6dO1i/fr3kcfny5bFy5Uq0bNlS8n5mXS0sP5T9+c9J9iuV4eHhcuulpKQgJiZGaf3w9u1bub+x2d9n4H/fx7i4OMyaNUuSeOjo6GD+/PlwdHSUukqR1/K62akjsdXR0UGvXr3Qq1cvpKSkwN/fH3fv3sX9+/dx584dqflQf//9Ny5duiT3xq1E+cEJ50RKlJ6enuOk8fxKSEjA6dOnJY8NDAxkxtpmnUya1cWLF3Pcr4GBgcwZ/6xLLGZKSUnBzp07ce3atRz/0Ocm+4TurBMys4qOjpYZZ19QUVFRuHPnDry8vCRD3WrVqgUnJycsX74cFy9elLmr+K1bt6Qeyzt7l5/hC8o+IEhLS8PVq1flbsve39nv4J19+EXmsphZxcTEICQkJNcYCvteZJf9M3DlypUcJ9VmncsCfJkcrY4D+ey0IebU1FSZCdiZsi9KkfX1HD9+XGrbmDFj0Lp1a6nPcEFPBOT1+VfVZymne0ycP38e9vb2aN68OYYMGYI1a9YUuK2scvotzf4+lylTRpK4Xr58WSrBt7e3x5AhQ6S+nykpKXkuia4s2ftA3vufkZGBt2/f4sqVK/D09MTTp0+hp6eHli1b4rvvvsPWrVtx48YNtGvXTup52d8HooJg8kGkRL6+vjJnxo4ePYqAgIBc/2VPCry8vKQeZ5/kuGPHDpmJ3QEBAVLLXsrToUMHqcfu7u4y8R46dAhLly7FmDFj0K5dO7Rt2xZxcXG57jer7KsOvXv3TmYJ0/T0dCxcuLBQEyQznTx5Eq1bt8awYcPg5uaGX3/9Fc+fP5epl328dPY/wPKGMMkbcpCdKoYcLF26VCbhu3XrlszBbvb3OPuVkIsXL0q9txkZGVi2bFmeQ1YK+15k161bN6kz4zExMZg/f77M0LKHDx/KfDYKem8OZdGWmJctWybzGfHz85P5jGRdlCL7UMTs35OkpCRs2rRJqiyvRCGvz7+yPkvt27eXevzmzRuZOV4pKSmSZcs/ffoEf3//Qt1kMqsDBw7IJDqRkZEyV01ze59fv34t8xvn7u4uM6RL0SW6c5K9D+S9/2PHjkWXLl0wYcIELF++HEuXLpWJWV9fX2YVPiJFcNgVkRJln2heq1YtWFtb5/k8R0dHqbvyPnr0CAEBAZIz3M7Ozti/f7/k4PHz588YNGgQhgwZgmrVquHFixc4fPhwnn/chw4dir1790r++IWFhaFXr14YMGAAqlatiufPn8u8hvbt2xdofHfdunXRokULqT/c69atw927d9G+fXukpaXB29tbclO+wurUqRPMzMwkZ/lTUlIwdOhQ9O7dG5aWlkhPT8eLFy8kkyUz2draSj2W99p++ukn2Nra4vXr11iwYIFCcRZEcHAw+vbti4EDB0r6w8vLSyppMDU1lbmLtLW1tdRdrQMCAjB8+HDJEIozZ87k6/1W1ntRqlQpODs7Y8eOHZKyU6dOITAwEL169ULp0qXl3kCxUqVKGDlyZL7aUDZtiTnzMzJ48GBUrlwZz549w5EjR2Q+I71795Y8zn5DyhMnTiApKQktW7ZEREQEjh8/LnPlQ9H5Qcr6LNWuXRsdO3bEP//8IylbvHgxbt26hVatWiE+Ph7e3t5SK/mJRCKZZYALKjU1FWPGjJEscxseHo5Dhw7JzNVwcXGR/D/7+/zmzRs4OzujT58+SE5Oxvnz5+Vebc5pmKSisvfBkydPsHbtWpiYmEBXVxejRo3CoEGDpK6s+vn5wdHRET169ED58uURGxsLX19fmSvGWeclEhUUkw8iJYmOjsbly5elyrIeAOTG0dERGzZskBqe5OXlBTc3NwBf/gCPGzdO6oxrXFwc/vrrL6n9VKtWDW/fvs2xnW+++QazZs2SGooUGxsrdbPDrCpVqoTZs2fn6zVktXjxYvTr109q2IqPj4/M3aPr16+Pp0+fFnj/wJc/rL/88ovUPR/i4+Nx4MCBHJ+jp6cncwM7Y2NjVK5cWWq+zNmzZ3H27FmUKFECP//8s1rWtLe0tERQUBCio6Oxbdu2HOstXLhQZgnYLl26YO3atVIHjA8ePMCDBw8kj0uUKIFWrVrJXXUtkzLfi9mzZ+Phw4dSSykHBgbmOBzG2NgYmzZt0thEZqDox6yvr4+MjAxER0fLXH3JKvtnpGfPnjI39Dx37pzMvYiyio2NRWpqqtyluPNDmZ+lhQsX4uHDh5IlwAVByDX+MWPGwNLSslBxZypZsiQ+f/4MLy8vmSvRmYYPH47GjRtLHnfo0AHGxsZS8yMeP36Mx48f59rWhw8fULt2bYXilSf7eyAIguTqeIsWLTBq1Ch0794dJ0+elErugoKCsGHDhhz326RJE5n7yhAVBIddESmJt7e3zOX07Geoc2JhYSG5S27W/WW9/D1jxoxc7xBcq1YtmT8Y8sZljx49GrNnz85zdZ8aNWrA09OzUEtbVq9eHdu3b891WVsXFxeZmw8WlIODA1atWpWvIQFmZmbYvHkz6tevL7Nt6NChcp+Tnp4ud4KpKjRv3hzLli2Tew8L4MvSposWLZK54SDwZenX+fPn53gwZ2hoiGXLluV4f5islPVe6OrqwtPTEy4uLnkO0alZsyYOHDiQr6uEqlTUYy5Xrhw2btwIQ0NDudt1dXWxePFimc+Ivb295G7nOalXr57Ua0lPT5d7lr4glPVZqlChAvbt25fnAbpIJIKLi0uhTphkt2HDhlyXWx44cCB++uknqTIzMzP89ttvuSZspqam6Ny5s1TZ/fv3FYo1J5UrV5YZtpYpc4iYSCTCunXr8n2irGXLltiyZQtvMkgK4ZUPIiXJvspVkyZNcv3jlV2/fv1w48YNyeOYmBicO3dO8kch8+653377Lfbt24enT58iPj4eVatWRY8ePTBmzBiZYVc5HciOHz8eXbt2hZeXF3x9fREaGoq4uDiYmJjA0tISDg4OGDRoUIGXH82qSZMmOHv2LLZv346LFy8iODgYxsbGaNq0KYYPH47WrVtL3RStsHr37o02bdrgyJEj8PHxQVBQkGTSp6mpKerUqQN7e3v0798/x1Wixo0bh9KlS2P//v0ICgqCWCyGubk5mjdvrrZVfQCgb9++aNSoEbZv3y6ZP1S2bFm0adMGY8eOzfXga+DAgahduzY8PT1x7949xMbGokKFCmjXrh1GjBiBb775Bh4eHnnGoMz3wsDAAG5ubhg6dChOnDgBX19fhISE4PPnzzAzM4O1tTW6deuG3r17F5mDmaIec4cOHXDy5Els2rQJ165dQ0xMDMqVK4fWrVtj3LhxOd748ueff0azZs1w4MABPHnyBPHx8TAxMUHt2rXRvXt3DBo0SLIt04kTJxQaXqPMz1L16tVx4sQJnDhxAufOncPTp08RExMDXV1dVKpUCba2thg0aJDSbnyYufzs1q1bce7cOYSEhMDExAQ2NjYYNmyYzATsTN27d0e1atXg4eGB27dvIzo6Gvr6+qhWrRrs7e3h4uKCqKgoXLp0SfKckydPYtKkSUqJO7t169bhzz//xNmzZxESEgIjIyNUrlxZav6fgYEBVq1ahWHDhuHYsWO4f/8+goODkZiYCH19fZibm6NBgwbo2bMnOnbsyCV2SWEiQVUznYhIaTL/gOV0x+VMb9++RZcuXSSPK1euLDMUjIi0w61bt6SuWPD7rDrZV5C7dOkSqlSpoqFoiIo3Drsi0gKbNm1CkyZN0KxZM/To0QOjR4+WWe0KkF0eMqezoERERESawGFXRFqgZs2aAL6scvX582cEBQVh4sSJ6N+/P8qVK4fPnz/D399fJvnIPraYiIiISJOYfBBpgV69emHTpk348OGDpOzt27dYt25djs+pUqWKxu6ZQERERCQPh10RaYFSpUph8+bNMuvI56RatWrYsmVLjhPOiYiIiDSBVz6ItISNjQ3+/vtvnDhxAj4+Pnj58iU+fvyI5ORk6Ovrw9TUFHXr1kWnTp3Qu3dvJh5ERERU5HC1KyIiIiIiUgsOuyIiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFaMPkgIiIiIiK1YPJBRERERERqweSDiIiIiIjUgskHERERERGpBZMPBQwYMAADBgzQdBhERERERFpBR9MBaLPY2FhNh0BEREREpDV45YOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFaMPkgIiIiIiK14H0+iAgA8OLFC7i7u+PRo0fIyMhAy5Yt8f3336NatWqSOuHh4Vi/fj18fX2Rnp6OBg0aYPLkyWjUqJEGIyciIiJtwSsfRIT//vsPo0aNQlBQEMaOHYsxY8bgwYMHcHFxQVhYGAAgOjoao0aNwtmzZ9GlSxdMnToVqampGDduHHx8fDT8CoiIiEgb8MoHEWHjxo1IT0/HX3/9hcqVKwMA7OzsMGjQIOzatQtz5szB1q1bERoaivnz52PAgAEAgIEDB2LChAlYsmQJTp48CX19fU2+DCIiIirieOWDiKCjowMHBwdJ4gEAderUgampKQIDAwEAV65cQaVKldC/f3+p57m4uCA8PBy3bt1Se9xERESkXbQu+QgODkbTpk0xd+5cqfKkpCSsWrUKHTt2RKNGjeDk5IQbN25oKEoi7bJs2TL8+uuvUmVhYWGIiYlBxYoVAQARERGoXbs2RCKRVL3MOSHPnz9XS6xERESkvbQq+RAEAT/99BPi4+Nlts2aNQvbt29H586d4erqKhmLfufOHQ1ESqS9oqKi4OPjg6lTp8LQ0BAjR44EABgaGsr97n369AkA8OHDB7XGSURERNpHq+Z87N27F3fv3pUpv3HjBi5evIh58+Zh1KhRAABHR0f06dMHS5cuxdGjR9UcKZH2Gjp0qGSS+fTp01G7dm0AgI2NDe7cuYPg4GCp4VmXLl0CAKSkpKg/WCIiItIqWnPl4+3bt1i9ejWmTp0qs83b2xu6uroYPHiwpMzIyAgDBw7EkydP8ObNGzVGSqTdpk2bht9//x3ffvst3N3dsXTpUgDAmDFjkJqaimnTpuHWrVt49+4dPD09cfLkSejo6KBEiRIajpyIiIiKOq1IPjIyMjB37lxYWVlJhoBk9fjxY9SoUQNGRkZS5dbW1pLtRJQ/PXv2RNeuXbFq1Sp07doVXl5eePnyJWxtbfHbb78hMjISEydORO/eveHl5YW1a9dCEASULl1a06ETERFREacVw6527tyJx48f4/jx4xCLZfOl8PBw2NjYyJSbm5sDAEJCQlQeI1Fx5ODggPPnzyMgIAC1a9dG9+7d0bFjRwQEBEBfXx+WlpYIDQ1Fenq61FAsIiIiInmKfPLx6tUrrFu3DtOnT0fNmjWRnJwsUyc+Ph6GhoYy5QYGBgCAxMRElcbIse6kzT59+oTRo0ejTZs2mDVrltS22NhYAECJEiVw8+ZNhIeHo3v37qhXrx4AIC0tTXKDwQYNGvC7QERE9JXR09MrUP0inXykp6dj3rx5qFevHkaPHl3o/WRfGlTZMjIyVLp/IlUyMTGBrq4uzp49ixEjRqBs2bIAgNTUVBw4cACGhoZo0qQJ9uzZgz179qBevXqS5XVjYmKwZ88eNGvWDN988w2/C0RERJSrIp18bN++HY8fP8auXbsQExMD4MsBEfDlakNUVBRMTExgZGSEpKQkmednlpmYmKg0TnlDwYi0ybx58zBp0iRMmDABAwYMgEgkwunTpxEUFISff/4ZZcqUwYABA3Ds2DHMmDEDgwcPhlgsxpEjR/Dp0yesWrWK3wMiIiLKU5FOPq5evYq0tDQMHTpUZtvp06dx+vRpLFu2DBYWFoiMjJSpExERAQCoUKGCSuMs6OUmoqKmefPm2Lp1K7Zs2YKtW7cC+LJgw6ZNm9CmTRsAQPXq1fHXX3/B3d0dHh4e0NHRga2tLaZOnYrq1atrMHoiIiLSFkU6+XB1dZXcwCxTamoqJkyYADs7O4wdOxa1a9fG3bt3cfLkSSQlJUnmeQDAkydPAAANGzZUa9xE2sjW1hbbtm3LtU7dunWxefNmNUVERERExU2RTj4aNGggU5Y54bx8+fKSM7IODg44fPgwDhw4ILnJYEJCAg4fPgwbGxvJ+HQiIiIiItKcIp185Je9vT3s7e2xcuVKhIaGokaNGjh06BDCwsKwfPlyTYdHREREREQoJskHALi7u2Pt2rXw9vZGYmIirKys4OHhgWbNmmk6NCIiIiIiAiASBEHQdBDa6ttvvwUAXLx4UcOREBEREREVfVwbk4iIiIiI1KLYDLsi0ib7tlxBdGScpsMo1sqUN8HQSe01HQYRERFlweSDSAOiI+MQGRar6TCIiIiI1IrJB5EGicQiGBsbajqMYiU+PhFCBqeyERERFUVMPog0yNjYEHadWmo6jGLF9/ItxH1O0HQYREREJAcnnBMRERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFaMPkgIiIiIiK1YPJBRERERERqweSDiIiIiIjUgskHERERERGpBZMPIiIiIiJSCyYfRERERESkFkw+iIiIiIhILZh8EBERERGRWjD5ICIiIiIitWDyQUREREREasHkg4iIiIiI1ILJBxERERERqQWTDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNRCR9MB5FdAQABWr16NBw8eICMjA61bt8asWbPwzTffSOqsWbMGf/75p9zn+/n5oVSpUuoKl4iIiIiIstGK5OP169dwdnZG6dKlMXHiRKSnp2Pnzp0YPHgwjh8/jkqVKgEAAgMDUbVqVUybNk1mH4aGhuoOm4iIiIiIstCK5GPdunVIT0/H7t27UaVKFQBAu3bt0KdPH2zfvh0///wzgC/JR6NGjdC3b19NhktERERERHJoxZwPHR0d9OzZU5J4AICVlRVMTU3x/PlzAEBcXBxCQkJQq1YtTYVJRERERES50IorH6tXr5YpCw0NRUxMDCwsLAAAL1++hCAIkuQjMTER+vr6EIu1Ir8iIiIiIir2tO7I/OPHj7hy5QomTJgAIyMjjBkzBsCXIVcA4OPjgw4dOqBx48awtbXFr7/+isTERE2GTERERERE0JIrH1kNGDAAoaGhAIDZs2fD0tISwP+Sj0ePHmHq1KkwMTHBlStXsH//fgQFBWHnzp0quwqSkpKikv1S8SUIgqZDKPYEQeB3k4iISMX09PQKVF/rko+ZM2dCT08PZ8+exapVq/D+/XssXLgQ9vb2KFmyJMaPHw8jIyMAgIODA8qUKQMPDw9cuHAB3bp1U0lMGRkZKtkvFWdMPlRP4HeTiIioiNG65CNzJavu3btjxowZOHDgAIYPH4727dujffv2MvWHDh0KDw8P3Lx5U2XJB+eVUMGJNB3AV0DE7yYREVERo3XJR1Y9e/bE2bNn8fTpU9SpU0dunbJlywIAEhISVBZHQS83EYlETD5UTSQS8btJRERUxBT504KxsbHo1q0blixZIrMtPj4eAGBgYIBRo0ZJJp9n9erVKwBA1apVVRsoERERERHlqsgnH6VLl4auri68vb0RGRkpKU9JScGuXbtgZGSEli1bwtTUFNevX4e/v7+kTkZGBjZu3IgSJUqgR48emgifiIiIiIj+n1YMu1q4cCFGjBgBZ2dnODs7QywW4+jRo3jx4gWWLFkCU1NTzJ49G9euXcP48ePh4uICMzMznDt3Dn5+fpgxYwZq1qyp6ZdBRERERPRV04rkw9bWFjt27MCGDRuwYcMGAECDBg2wbds22NvbAwCqVKmCffv2Yd26ddi9ezdSUlJQu3ZtrFixAo6OjhqMnoiIiIiIAC1JPgCgefPm2LVrV6516tSpg02bNqkpIiIiIiIiKogiP+eDiIiIiIiKByYfRERERESkFkw+iIiIiIhILZh8EBERERGRWjD5ICIiIiIitWDyQUREREREasHkg4iIiIiI1ILJBxERERERqQWTDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFa6ChjJ8nJyRAEAQYGBgCA2NhYHDx4EGFhYbCxsUGvXr2go6OUpoiIiIiISEspfOVj7dq1aNGiBS5fvgwASExMxODBg7F27Vrs27cP8+bNw6hRo5CSkqJwsEREREREpL0USj6OHDmCP//8E2KxGCKRCABw8OBB/Pfff6hVqxaWLFkCOzs73L17Fzt27FBGvEREREREpKUUSj6OHj0KfX19HD58GN27dwcAnDlzBiKRCAsWLMDAgQPxxx9/wNzcHKdOnVJKwEREREREpJ0USj4CAwPRsmVL1KpVCwAQFRWFR48eoVSpUmjevDkAQFdXFw0bNsS7d+8Uj5aIiIiIiLSWQslHWloa9PX1JY+vXr0KQRDQsmVLyTAs4H8T0omIiIiI6OulUPJRrVo1PHnyRPL43LlzEIlEaNeunaQsOjoa9+7dQ/Xq1RVpioiIiIiItJxC69926tQJmzdvxujRo2FmZoZ//vkHRkZG6Nq1KwDg1KlT2LJlCxISEtCzZ0+lBExERERERNpJoeRj4sSJuHfvHm7cuPFlZzo6+OWXX1CqVCkAwJo1axASEoKePXti1KhRCgdLRERERETaS6Hkw8DAADt37sSdO3cQERGBJk2aoFKlSpLt48ePR/Xq1dG6dWuFAyUiIiIiIu2mUPLh5+eHsmXLolmzZnK3Ozs7AwAePHiAwMBADBo0SJHmiIiIiIhIiyk04dzFxQV//vlnnvU8PDywbNkyRZoiIiIiIiItV6ArHxcvXkRGRoZUWUhICM6fP5/jcz5//gw/Pz+IxQrlOUREREREpOUKlHz4+vri4MGDkscikQh37tzBnTt3cn2eIAjo3bt34SL8fwEBAVi9ejUePHiAjIwMtG7dGrNmzcI333wjqZOUlISNGzfi9OnTiIqKQt26dTFjxgzOOSEiIiIiKgIKlHz88MMPSE5Oljw+duwYqlWrBltb2xyfo6+vj+rVq2PIkCGFDvL169dwdnZG6dKlMXHiRKSnp2Pnzp0YPHgwjh8/LpnkPmvWLPzzzz8YOnQoatasicOHD2PcuHHYuXNnjvNSiIiIiIhIPQqUfJQqVUpq7saxY8fQuHFjlc/nWLduHdLT07F7925UqVIFANCuXTv06dMH27dvx88//4wbN27g4sWLmDdvnmRZX0dHR/Tp0wdLly7F0aNHVRojERERERHlTqHVrp4/f66sOHKlo6ODnj17ShIPALCysoKpqakkBm9vb+jq6mLw4MGSOkZGRhg4cCDWrl2LN2/e8C7rREREREQapFDykVVsbCwSExNlJqRnZWFhUah9r169WqYsNDQUMTExkn0+fvwYNWrUgJGRkVQ9a2tryXYmH0REREREmqNw8uHh4QFPT098/Pgx13oikQhPnz5VtDl8/PgRjx8/xqpVq2BkZIQxY8YAAMLDw2FjYyNT39zcHMCXVbmIiIiIiEhzFEo+Dh48iJUrVwL4Mh+kbNmy0NFR2sUUuQYMGIDQ0FAAwOzZs2FpaQkAiI+Ph6GhoUx9AwMDAEBiYqLKYkpJSVHZvql4EgRB0yEUe4Ig8LtJRESkYnp6egWqr1CmsG/fPojFYvz+++/o1auXIrvKt5kzZ0JPTw9nz57FqlWr8P79eyxcuDDP54lEIpXFlNtQMyL5mHyonsDvJhERURGjUPLx+vVrNGvWTG2JBwD07dsXANC9e3fMmDEDBw4cwPDhw2FkZISkpCSZ+pllJiYmKouJN1CkglNdMkyZRPxuEhERFTEKJR+lSpWSO9RJXXr27ImzZ8/i6dOnsLCwQGRkpEydiIgIAECFChVUFkdBLzcRqfJKHH0hEon43SQiIipiFDot2KFDB/j7+yM6OlpZ8ciIjY1Ft27dsGTJEplt8fHxAL7M67C2tsbLly9lrn48efIEANCwYUOVxUhERERERHlTKPn44YcfYGpqiilTpuD+/ftIS0tTVlwSpUuXhq6uLry9vaWubKSkpGDXrl0wMjJCy5Yt4eDggJSUFBw4cEBSJyEhAYcPH4aNjQ2qVaum9NiIiIiIiCj/FBp2NW3aNOjr68Pf3x/Ozs4QiUTQ19eXO6REJBLh7t27hWpn4cKFGDFiBJydneHs7AyxWIyjR4/ixYsXWLJkCUxNTWFvbw97e3usXLkSoaGhqFGjBg4dOoSwsDAsX75ckZdJRERERERKoFDykT2ZEARBJUva2traYseOHdiwYQM2bNgAAGjQoAG2bdsGe3t7ST13d3esXbsW3t7eSExMhJWVFTw8PNCsWTOlx0RERERERAWjUPLx/PlzZcWRp+bNm2PXrl251jE2Noabmxvc3NzUFBUREREREeUX16EkIiIiIiK1UMrtyNPT0xEdHY3U1FSpOzdnZGQgOTkZHz58wD///IO5c+cqozkiIiIiItJCCiUfgiBg2bJl8PLyknuDv+yYfBARERERfb0USj52794tmYdRsWJFJCcnIyYmBrVq1cKnT58kN/j75ptvMGrUKIWDJSIiIiIi7aXQnI8TJ05AJBJh69at+Pfff+Hq6goAWL9+Pa5evQpvb2/UqVMHoaGhsLW1VUrARERERESknRRKPt68eYOGDRuiXbt2AAAbGxsIgoA7d+4AAOrUqYNNmzYhPT0dW7duVTxaIiIiIiLSWgolHykpKbCwsJA8/uabb6CjoyO1BG+1atXQpEkTSUJCRERERERfJ4WSDzMzM0RFRUkelyhRAhYWFnjx4oVUvbJly+Ljx4+KNEVERERERFpOoeSjSZMmuHfvHgIDAyVllpaWePToET59+gTgy4pYAQEBMDU1VShQIiIiIiLSbgolHyNGjEB6ejqGDBkimdPh6OiIpKQkTJo0CcePH8esWbPw33//oVGjRkoJmIiIiIiItJNCS+02bdoUv/32G5YtWyYZavXtt9/C3t4ePj4+8Pf3hyAIKF26NGbOnKmUgImIiIiISDspfIfz/v37o0ePHvjw4YOk7M8//8SJEyfw8OFDVKxYEY6OjqhQoYKiTRERERERkRZTOPkAAAMDA1SpUkXyWCwWo1+/fujXr58ydk9ERERERMWAUpKPxMREXLx4EX5+foiIiIBYLEalSpVgZ2cHe3t76OgopRkiIiIiItJiCmcFly5dwi+//IKPHz9CEASpbfv27UONGjWwfPly2NjYKNoUERERERFpMYWSD39/f0yfPh3p6eno1asXOnbsiEqVKiEjIwMhISG4ePEizp8/j/Hjx+PQoUP45ptvlBU3ERERERFpGYWSj02bNiE9PR3u7u7o2rWr1DZbW1v07t0bJ06cgKurK/744w+sWLFCoWCJiIiIiEh7KXSfj0ePHsHW1lYm8ciqb9++aNy4Ma5du6ZIU0REREREpOUUSj4yMjJQunTpPOuZm5sjISFBkaaIiIiIiEjLKZR8tG7dGjdu3EBoaGiOdT5//ozbt2+jVatWijRFRERERERaTqHkw83NDeXKlYOLiwt8fX1ltgcEBGD8+PHQ0dHBvHnzFGmKiIiIiIi0nEITzr///nvo6uoiKCgI48ePh4mJCapUqYISJUogPDxcctdzHR0d9O3bV+q5IpEId+/eVaR5IiIiIiLSIgolH/fv35f8XxAEfP78Gc+ePZOpl5qaitTUVEWaIiIiIiIiLadQ8vH8+XNlxUFERERERMWcQnM+iIiIiIiI8qtAVz6ePHkCAKhTpw709PQkj/PL2tq6QPWJiIiIiKj4KFDyMWDAAIjFYpw+fRo1atTAgAEDIBKJ8vVckUiEp0+fFipIIiIiIiLSfgVKPpo3bw4AMDQ0lHpMRERERESUlwIlH7t37871MRERERERUU6UMuE8JiYGd+7ckSoLCgrC/v37ERERoYwmiIiIiIhIyymcfOzduxd2dnZYunSpVPn9+/excOFCODg44MSJE4o2Q0REREREWk6h5OPff//F4sWLoa+vj3bt2klta968OaZMmYISJUpg7ty58PHxUShQIiIiIiLSbgolHx4eHtDT08P+/fsxY8YMqW3VqlXDtGnTsH//fujo6GDbtm2KNEVERERERFpOoTucv3jxAq1bt4alpWWOdWrXro3mzZvD39+/0O08fPgQGzZsgL+/P5KTk1GrVi2MGjUKjo6Okjpr1qzBn3/+Kff5fn5+KFWqVKHbJyIiIiIixSmUfKSnp+ernoGBQaHbCAoKgouLC0qXLo1x48bB2NgYZ86cgaurK6KjozF69GgAQGBgIKpWrYpp06bJ7CNzaWAiIiIiItIchZKPOnXq4Pbt24iIiIC5ubncOlFRUbh9+zZq165dqDZWrFgBsVgMLy8vVKhQAQAwbNgwDB06FOvXr8fgwYNhbGyMwMBANGrUCH379i306yEiIiIiItVRaM6Hk5MTEhMTMWbMGNy+fVtm+7179zB27FjEx8dj8ODBBd5/eno6/Pz8YG9vL0k8AEAsFqN79+5ISEjAs2fPEBcXh5CQENSqVUuRl0NERERERCqk0JWPvn374ubNmzh27BhGjhwJQ0NDyRWQyMhIJCQkQBAE9OrVC4MGDSrw/sViMU6ePAmRSCSzLSoqCgBQokQJvHz5EoIgSJKPxMRE6OvrQyxWym1MiIiIiIhICRRKPgBg2bJlsLe3x4EDB3Dv3j28efPmy451dNCoUSMMGTJEamJ4QYhEIlStWlWmPCEhAUeOHIGRkRHq168vuY+Ij48PVqxYgdDQUBgZGaFv375wdXXlnA8iIiIioiJA4eQDAHr06IEePXpAEARER0cjIyMDpUuXhq6urjJ2L0UQBLi5uSEyMhJTpkyBvr4+AgMDAQCPHj3C1KlTYWJigitXrmD//v0ICgrCzp07VXoVJCUlRWX7puJJEARNh1DsCYLA7yYREZGK6enpFai+UpKPTCKRCGZmZsrcpRRBEPDrr7/i9OnTaNGiBSZPngwAsLe3R8mSJTF+/HgYGRkBABwcHFCmTBl4eHjgwoUL6Natm8riysjIUNm+qbhi8qF6Ar+bRERERUyBko8lS5YAAL777juYmZlJHueXm5tbgepnlZqairlz5+LUqVOwsbHB5s2bJVdW2rdvj/bt28s8Z+jQofDw8MDNmzdVmnxwbgkVnOw8JlI2Eb+bRERERUyBko89e/ZAJBJh2LBhMDMzw549e/L9XJFIVOjkIzExEdOmTYOPjw9atGiBzZs3w8TEJM/nlS1bFsCXOSKqVNDLTUTyFlEg5RKJRPxuEhERFTEFSj6WLVsGAChfvjwAYOnSpSo/iEpNTcXUqVPh6+uLjh07wt3dHfr6+lJ1Ro0aBbFYjO3bt0uVv3r1CgDkTlonIiIiIiL1KlDy0a9fP6nH/fv3z/dzP3/+XJCmJNavXw9fX1906tQJ69evlzuJ3dTUFH///Tf8/f3RpEkTAF/mYWzcuBElSpRAjx49CtU2EREREREpj0ITzjt37oyuXbvC1dU113pz5szB9evX4evrW6D9R0REwNPTEzo6OrCzs8OZM2dk6rRu3RqzZ8/GtWvXMH78eLi4uMDMzAznzp2Dn58fZsyYgZo1axaoXSIiIiIiUj6Fko/g4GB8/Pgx1zppaWkICgrCp0+fCrz/e/fuITU1FQCwaNEiuXW2bduGdu3aYd++fVi3bh12796NlJQU1K5dGytWrCj0PUaIiIiIiEi5CpR8DB8+HE+fPpUqO3PmDC5evJjjc1JSUpCeno66desWODgHBwcEBATkq26dOnWwadOmArdBRERERETqUaDk48cff4STk5PksUgkQlpaGtLS0nJ8jr6+PmrWrImFCxcWPkoiIiIiItJ6BUo+GjVqhOfPn0se161bF3369MHvv/+u9MCIiIiIiKh4UWjOx4IFC2BlZaWsWIiIiIiIqBhTKPnYsmULdHR0cPnyZWXFQ0RERERExZRYkSfHxMTA2tpaWbEQEREREVExplDy0bx5c/j7+yM6OlpZ8RARERERUTGl0LCrqVOnYu7cuejVqxe6d+8OS0tLlCpVCmKx/Jyma9euijRHRERERERaTKHkw9nZGSKRCIIgYO/evXnWf/bsmSLNERERERGRFlMo+XB0dIRIJFJWLEREREREVIwplHwsX75cWXEQEREREVExp9CE84LIyMhQV1NERERERFQEKXTlAwASEhJw+fJlhISEIDU1FYIgSLYJgoDk5GR8+PABPj4+uHbtmqLNERERERGRllIo+QgLC4OzszPCwsKkygVBkJoLIggCdHQUznOIiIiIiEiLKTTs6o8//kBoaChq1qyJSZMmwc7ODiKRCDNmzMCECRPQsGFDCIKAOnXq4NatW8qKmYiIiIiItJBCyYevry9KliyJffv2Yfr06XBxcYEgCGjUqBFmzpyJQ4cOwcXFBS9fvsSFCxeUFTMREREREWkhhZKPDx8+wMbGBqVLlwYAWFtbQxAEPHz4UFJnzpw5MDU1hZeXl2KREhERERGRVlMo+dDR0YGxsbHkcdmyZWFkZISXL19KynR1ddGoUSO8ePFCkaaIiIiIiEjLKZR8VKlSBUFBQVJlNWrUwNOnT2XqJicnK9IUERERERFpOYWSj/bt2+PVq1fYuHEjUlJSAABNmjTBq1evcPv2bQBAeHg4/Pz8YGFhoXi0RERERESktRRKPkaPHo0KFSpg06ZNmD59OgBg+PDhEIvFmDhxIkaOHIk+ffogISEB3bt3V0rARERERESknRRKPszMzHDw4EEMHDgQVlZWAIDq1atj6dKlEIvFuHXrFmJjY9G1a1dMmDBBKQETEREREZF2UvjOfxUqVMDixYulyvr27YsuXbrg5cuXqFixIszNzRVthoiIiIiItJzSbzseHR2NEiVKoFSpUrCxsVH27omIiIiISEspJfk4d+4cDh48iDt37iA1NRUAYGhoCDs7O7i4uKB58+bKaIaIiIiIiLSYQslHRkYGZs2ahb///huCIMDQ0BCVKlWCIAgIDw/H+fPnceHCBUyYMAEzZ85UVsxERERERKSFFEo+9uzZg7Nnz6JGjRpYsGABWrVqBZFIBOBLYuLj44PFixdj69atqF+/Prp166aUoImIiIiISPsotNqVl5cXSpYsid27d6N169aSxAMAxGIx2rdvj927d8PAwAA7duxQNFYiIiIiItJiCiUf7969Q6tWrVCuXLkc61SqVAmtW7dGQECAIk0REREREZGWUyj5KFu2LCIjI/Osl5CQgFKlSinSFBERERERaTmFko8hQ4bg/v37OH78eI51bt++jdu3b2PgwIGKNEVERERERFpOoQnnnTt3xt27dzFv3jz4+PjAwcEBVatWhY6ODsLDw+Hj44P9+/ejQoUKqFmzJs6fPy/1/K5duyoUPBERERERaQ+Fko8ePXpAJBJBEAScPn0aZ86ckakjCAJCQ0Mxa9YsmW3Pnj1TpHkiIiIiItIiCiUfjo6OUitcERERERER5USh5GP58uXKiiNXDx8+xIYNG+Dv74/k5GTUqlULo0aNgqOjo6ROUlISNm7ciNOnTyMqKgp169bFjBkz0Lp1a7XESEREREREuVNowrk6BAUFwcXFBQEBARg3bhzmzJkDQ0NDuLq6wtPTU1Jv1qxZ2L59Ozp37gxXV1ekpqZi3LhxuHPnjgajJyIiIiKiTApd+VCHFStWQCwWw8vLCxUqVAAADBs2DEOHDsX69esxePBgPHz4EBcvXsS8efMwatQoAF+GhPXp0wdLly7F0aNHNfgKiIiIiIgIKOJXPtLT0+Hn5wd7e3tJ4gF8uXt69+7dkZCQgGfPnsHb2xu6uroYPHiwpI6RkREGDhyIJ0+e4M2bNxqInoiIiIiIsirSVz7EYjFOnjwpd1J7VFQUAKBEiRJ4/PgxatSoASMjI6k61tbWAIDHjx+jevXqKo+XiIiIiIhyVqSTD5FIhKpVq8qUJyQk4MiRIzAyMkL9+vURHh4OGxsbmXrm5uYAgJCQEJXHSkREREREuStQ8rF+/XrUq1cPXbp0UVU8eRIEAW5uboiMjMSUKVOgr6+P+Ph4GBoaytQ1MDAAACQmJqo0ppSUFJXun4ofQRA0HUKxJwgCv5tEREQqpqenV6D6BUo+du/eDTs7O0ny0blzZ3Tt2hWurq4FarSwBEHAr7/+itOnT6NFixaYPHlyvp6n6nuRZGRkqHT/VBwx+VA9gd9NIiKiIqZAyUdqaipCQ0Mlj4ODg/Hx40elB5VT23PnzsWpU6dgY2ODzZs3Q1dXF8CXyeVJSUkyz8ksMzExUWlsYnGRnrdPRRJvzql6In43iYiIipgCJR+1atXCgwcP4OjoiIoVKwIAbt++jUmTJuX5XJFIhM2bNxcqyMTEREybNg0+Pj5o0aIFNm/eLJVQWFhYIDIyUuZ5ERERACC1UpYqFPRyE5Gqr8bRl/eY300iIqKipUDJx+zZs/Hdd9/h+fPneP78OUQiEcLCwhAWFpbncwt7sJWamoqpU6fC19cXHTt2hLu7O/T19aXqWFtb4+TJk0hKSpLM8wCAJ0+eAAAaNmxYqLaJiIiIiEh5CpR8tG7dGj4+Pnj58iWSk5MxcuRItG3bFhMnTlRVfFi/fj18fX3RqVMnrF+/XjLUKisHBwccPnwYBw4ckNxkMCEhAYcPH4aNjQ2qVaumsviIiIiIiCh/CrzUromJCRo3bgzgy3CnOnXqoEWLFsqOC8CXYVOenp7Q0dGBnZ0dzpw5I1OndevWsLe3h729PVauXInQ0FDUqFEDhw4dQlhYGJYvX66S2IiIiIiIqGAUus/H5cuXpR6np6cjJiYGenp6KFmypEKBAcC9e/eQmpoKAFi0aJHcOtu2bYO5uTnc3d2xdu1aeHt7IzExEVZWVvDw8ECzZs0UjoOIiIiIiBSnlJsMXr58GZ6enrh//z7S0tK+7FhHB82bN8fQoUPx7bffFmq/Dg4OCAgIyFddY2NjuLm5wc3NrVBtERERERGRaimcfPz+++/w9PSEIAgwMDCAhYUFBEFAWFgYrl+/jhs3bmD06NGYM2eOMuIlIiIiIiItpVDycfHiRWzfvh3m5uZYsGABOnbsiBIlSgAA0tLS8M8//2DJkiXw9PREy5Yt0b59e6UETURERERE2kehO3Dt2rULenp68PT0xLfffitJPIAvw666dOkimTC+Z88ehYMlIiIiIiLtpVDy8fTpUzRv3hy1atXKsU7NmjXRokULPHr0SJGmiIiIiIhIyymUfKSmpsLIyCjPekZGRkhKSlKkKSIiIiIi0nIKJR/Vq1eHn58fEhIScqwTHx8PPz8/3uiPiIiIiOgrp1Dy0bt3b8TExGD69OmIjo6W2R4dHY3p06cjNjYWvXv3VqQpIiIiIiLScgqtdjVy5EhcvHgRPj4+6NixI2xtbVG5cmUAQHBwMO7evYukpCQ0btwYI0eOVErARERERESknRRKPnR1dbFjxw6sWrUKXl5euHbtmtR2AwMDDBs2DLNnz4aenp5CgRIRERERkXZT+CaDBgYGcHNzw48//ohHjx4hIiICAGBubg5ra2sYGhoqHCQREREREWk/hZOPTPr6+mjWrJmydkdERERERMWMQhPOiYiIiIiI8ovJBxERERERqQWTDyIiIiIiUgsmH0REREREpBYKJR+pqanKioOIiIiIiIo5hZIPJycnfP/998qKhYiIiIiIijGFko+goCAkJSUpKxYiIiIiIirGFEo+ypYti5iYGCWFQkRERERExZlCyccvv/yCwMBA/PTTT3jy5AnngBARERERUY4UusP51q1bUaZMGRw7dgzHjh0DABgYGEAkEsnUFYlEuHv3riLNERERERGRFlMo+ZCXTCQmJiqySyIiIiIiKqYUSj6eP3+urDiIiIiIiKiY400GiYiIiIhILRS68pFJEARcvXoVfn5+CA8PR8OGDTFixAicPn0aDRs2RLVq1ZTRDBERERERaTGFk4/nz5/jhx9+wOvXryEIAkQikWTCuYeHBwICAvDLL79g8ODBCgdLRERERETaS6FhVyEhIRg5ciRevXqFTp064ZdffoEgCJLtbdq0gVgsxi+//II7d+4oHCwREREREWkvhZKPjRs34tOnT1i+fDk2bdoEZ2dnqe2zZ8/Gpk2bIAgC/vrrL4UCJSIiIiIi7aZQ8uHj44N69erB0dExxzrt2rVD48aN8ezZM0WaIiIiIiIiLadQ8hETE4MqVarkWa9cuXKIjo5WpCkiIiIiItJyCiUf5ubmCAgIyLWOIAh49uwZzM3NFWmKiIiIiIi0nELJR6dOnfD27Vts3bo1xzp//vknQkJC0KFDB0WaIiIiIiIiLafQUruTJ0/GhQsXsHbtWvj6+qJFixYAgODgYHh6esLHxwc3btyAmZkZJkyYoJSAiYiIiIhIOymUfJiZmWH37t2YPXs2bt++DT8/PwDA3bt3ce/ePQiCgDp16mD16tUcdkVERERE9JVT+CaDVatWxcGDB+Hv74/bt28jLCwM6enpMDc3h62tLVq3bq2MOCW2bt2KnTt34tq1azLb1qxZgz///FPu8/z8/FCqVCmlxkJERERERPmncPKRqUmTJmjSpImydifXlStXsH79epQuXVru9sDAQFStWhXTpk2T2WZoaKjS2IiIiIiIKHdKST7i4+Nx7tw53LlzBxEREdDR0UHFihXRokULdOnSBbq6ugrtXxAE7N27F8uXL0dqamqO9QIDA9GoUSP07dtXofaIiIiIiEj5FE4+zp07hwULFuDTp08QBEFq28GDB1GpUiWsWbMGjRs3LnQbTk5OePDgAezs7BAdHY3w8HCZOnFxcQgJCUH//v0L3Q4REREREamOQsnHnTt3MHPmTABA79690aFDB1SsWBHAlxWvzp8/jwsXLmDcuHE4ePAgatWqVah2QkJCsGjRIgwePBgjRoyQW+fly5cQBEHSRmJiIvT19SEWK7SaMBERERERKYlCycfmzZshCAI2btyIzp07S21r2rQpevfujWPHjmHevHlwd3fH+vXrC9XO5cuXoaenl2udwMBAAICPjw9WrFiB0NBQGBkZoW/fvnB1dVXpnI+UlBSV7ZuKp+xXCUn5BEH4Kr+bO3fuxP79+/H333/LbIuJicHmzZtx7do1fPr0CVZWVhg7dixatWqlgUiJiKg4yOsYPTuFko/79++jWbNmMolHVv369cOBAwdw8+bNQreTnxeVmXw8evQIU6dOhYmJCa5cuYL9+/cjKCgIO3fuVNlVkIyMDJXsl4ozJh+qJ3x1383r16/jzz//RKlSpWRee3JyMqZMmYJ3797ByckJ5cuXx5kzZzB9+nSsXLkSdnZ2GoqaiIi+JgolH2KxOMeVp7KqUKECXr58qUhTebK3t0fJkiUxfvx4GBkZAQAcHBxQpkwZeHh44MKFC+jWrZtK2ubQLio4kaYD+AqIvprvpiAI8PLywrp165CWlgZA9nfp9OnTePHiBX777Td06dIFANCnTx8MGjQIf/75J9q1a6f2uImI6OujUPJhb2+PK1euIDIyEuXLl5db59OnT7h9+7bk7ueq0r59e7Rv316mfOjQofDw8MDNmzdVlnwU9HITkUjE5EPVRCLRV/PddHFxwaNHj9CmTRtER0cjIiJC5rWnpKSgfv36cHBwQIkSJQB8+e1q2LAhLl++DF1dXX4uiYhI5RQ6Lejq6ooyZcpg+PDhuHz5ssz2gIAAjBs3Dnp6evjpp58UaarQypYtCwBISEjQSPtERKoWFhYGNzc3bNq0SXLlN7tRo0Zh3759ksQDANLS0vDy5UtUqFCBiQcREalFga58NG3aVKYsLS0NqampmDJlCvT19WFhYQF9fX1EREQgKioKAFCpUiVMnz4dR48eVU7UcowaNQpisRjbt2+XKn/16hWAL3diJyIqjs6cOVOg+ynFx8fj1atX8PDwwJs3b/Drr7+qLjgiIqIsCpR85HX1ICkpSXKwn1VISAhCQ0MLFlkBmZqa4u+//4a/v7/kTusZGRnYuHEjSpQogR49eqi0fSIiTSnojVyXLVuGU6dOAQC+/fZblQ1JJSIiyq5Aycfz589VFYfCZs+ejWvXrmH8+PFwcXGBmZkZzp07Bz8/P8yYMQM1a9bUdIhEREVC9+7d0blzZ9y/fx979+7FmDFjsH37dpUuSU5ERAQo4Q7nRUWVKlWwb98+rFu3Drt370ZKSgpq166NFStWwNHRUdPhEREVGW3btgUAdOzYEZUrV8bSpUtx8uRJODk5aTgyIiIq7pSSfCQmJiI4OBjJycm51rO2tla4rd27d+e4rU6dOti0aZPCbRARfS0cHBywdOnSIn1lm4iIig+Fko/k5GTMnz8fZ86cQXp6eq51RSIRnj59qkhzRERUSNOnT0dkZCT27dsnVR4fHw8A0NfX10RYRET0lVEo+Vi3bh1OnjwJHR0dWFpaolSpUsqKi4iIlKhixYq4cuUKrl+/jjZt2kjKd+zYAQC8ySAREamFQsnH+fPnYWJigkOHDnFCNxFRETZ58mT8+++/+PHHH+Hk5ISKFSvC19cXV69eRa9evaQSEiIiIlVRKPmIioqCnZ0dEw8ioiLO1NQUnp6eWL9+PY4cOYKEhARUq1YNrq6uGDJkiKbDIyKir4RCyYeVlRWCg4OVFQsRESnIw8Mjx20WFhZYvny5GqMhIiKSJlbkyVOnTsWzZ89kJjASERERERFlp9CVDzs7O8yfPx+LFy/G/v37YWVlBVNT0xzru7m5KdIcERERERFpMYWSjydPnmDdunUQBAEvXrzAixcvcqwrEomYfBARERERfcUUSj5WrFiBT58+oUmTJvj2229RpkwZiEQiZcVGRERERETFiELJx+PHj1G7dm3s3bsXYrFC00eIiIiIiKiYUyj50NPTQ40aNZh4ENFXZd+WK4iOjNN0GMVWmfImGDqpvabDICIiFVAo+Wjfvj18fX2RmJgIQ0NDZcVERFSkRUfGITIsVtNhEBERaR2Fko/Zs2fj9u3bGDNmDGbNmgUbGxvo6ekpKzYioiJNJBbB2JgnXpQlPj4RQoag6TCIiEiFFEo+Zs2aBRMTE9y/fx8uLi4AvgzFKlGihExdkUiEu3fvKtIcEVGRYmxsCLtOLTUdRrHhe/kW4j4naDoMIiJSIYWSj9u3b8uUJScnK7JLIiIiIiIqphRKPp4/f66sOIiIiIiIqJjjMlVERERERKQWCl35CAkJKVB9CwsLRZojIiIiIiItplDy0alTp3zf0VwkEuHp06eKNEdERERERFpMoeSjdu3acpOP9PR0fPr0CR8+fAAAtG7dGhUrVlSkKSIiIiIi0nIKJR+nTp3KdXtISAh+/fVXPHv2DMuXL1ekKSIiIiIi0nIqnXBuYWEBd3d3pKWlYfXq1apsioiIiIiIijiVr3ZlaGgIW1tbXL16VdVNERERERFREaaWpXYjIyN580EiIiIioq+cQnM+8hIfH489e/bgwYMHaNy4sSqbIiIiIiKiIk6h5KNp06Y5bsvIyJC62jFhwgRFmiIiIiIiIi2nUPKRkJCQ4zaRSAQjIyNYWlpi9OjR6NSpkyJNERERERGRllMo+Xj+/Lmy4iAiIiIiomJOLRPOiYiIiIiIVDrhnAgAHj58iA0bNuDRo0cwNjZGmzZtMGXKFN71noiIiOgrU6Dko3fv3oVuSCQS4eTJk4V+Pmmne/fuYdKkSdDX18eIESNgZGSEQ4cOYcSIEdixYwcsLCw0HSIRERERqUmBko8XL14UuAGRSARBECASiQr8XNJ+y5YtgyAI8PT0RO3atQF8SWIdHR2xZs0arFq1SsMREhEREZG6FCj5uHTpUr7rPn36FIsXL0ZERAREIhGcnJwKHBxpt5CQELx48QK9evWSJB4AULZsWfTp0wcHDhzAp0+fUKpUKQ1GSURERETqUqDko3LlynnWSUlJwYYNG+Dp6Ym0tDR88803WLJkCZo3b17oILPaunUrdu7ciWvXrslsS0pKwsaNG3H69GlERUWhbt26mDFjBlq3bq2UtqlgwsPDAQB16tSR2VatWjWkp6fj5cuXud4vhoiIiIiKD6WudnX37l307dsXf/31FwRBwNixY3Hy5EmlJR5XrlzB+vXrc9w+a9YsbN++HZ07d4arqytSU1Mxbtw43LlzRyntU8EYGRkB+HKn++w+ffoEAPjw4YNaYyIiIiIizVFK8pGQkIBFixbBxcUFr1+/hqWlJQ4dOoQff/wR+vr6Cu9fEATs2bMHU6ZMQWpqqtw6N27cwMWLFzFnzhy4ublh6NCh2LNnDypVqoSlS5cqHAMVXM2aNWFiYoJLly4hPT1dUi4IAi5fvgzgy5UyIiIiIvo6KJx8XL16Fb169cL+/fuho6OD6dOn48iRI7C2tlZGfAAAJycnLF68GC1btsxxv97e3tDV1cXgwYMlZUZGRhg4cCCePHmCN2/eKC0eyh9dXV2MHDkSQUFBmD17Np4/f46XL19i/vz5CA4OBgCUKFFCw1ESERERkboUOvmIjY2Fq6srJk6ciJCQEDRu3BjHjh3D5MmToaOj3NuHhISEYNGiRfjrr79gbGwst87jx49Ro0YNyVCfTJnJyuPHj5UaE+XP2LFjMXLkSPj4+GDIkCEYOHAgQkNDMXfuXABA6dKlNRwhEREREalLobKEs2fP4rfffsOHDx9gaGiIH374AcOHD1fZcrqXL1+Gnp5ernXCw8NhY2MjU25ubg7gSwKjKhw6lLspU6Zg2LBheP36NcqVK4eqVavC29sbwJf++RrfP0EQNB1CsScIgso+W+w/1VJl3xERkXLldYyeXYGSj8jISCxcuBCXLl2CIAiws7PD4sWLUalSpQI1WlD5eVHx8fEwNDSUKTcwMAAAJCYmKj2uTBkZGSrbt7a7cOECTE1N0bx5czRq1AjAl/fr5s2bMDMzQ+XKlb/S948Hr6onqPCzxf5TLVX2HRERaVKBko+ePXvi8+fPEAQBFStWRPXq1eHh4ZHv57u5uRU4QGVR5U0OxWKlLhpWrBw8eBAxMTE4ePAgdHV1AXy5B8w///yDsWPHfsVzPnjTTdUTqfC7yf5TLVX2HRERaVKBko/M5VEBICwsDHv27Mn3c0UikUqTDyMjIyQlJcmUZ5aZmJiorO2CXm76mowZMwY//PADvv/+e3Tv3h0fPnzAnj17YGlpiVGjRn21750qk2H6QiQSqezzxf5TLVX2HRERaVaBko9ly5apKg6FWVhYIDIyUqY8IiICAFChQgV1h0QAOnXqhJUrV2L79u1YtWoVypQpA0dHR0yYMEHuMDkiIiIiKr4KlHz069dPVXEozNraGidPnkRSUpJkngcAPHnyBADQsGFDTYX21evSpQu6dOmi6TCIiIiISMOKzaBaBwcHpKSk4MCBA5KyhIQEHD58GDY2NqhWrZoGoyMiIiIiIuXekEOD7O3tYW9vj5UrVyI0NBQ1atTAoUOHEBYWhuXLl2s6PCIiIiKir16xST4AwN3dHWvXroW3tzcSExNhZWUFDw8PNGvWTNOhERERERF99bQu+di9e3eO24yNjeHm5qbRJX2JiIiIiEg+rUs+6H/2bbmC6Mg4TYdRrJUpb4Khk9prOgwiIiKiYoHJhxaLjoxDZFispsMgIiIiIsoXJh/FgEgsgrEx75mhTPHxiRAyBE2HQURERFSsMPkoBoyNDWHXqaWmwyhWfC/fQtznBE2HQURERFSsFJv7fBARERERUdHG5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFaMPkgIiIiIiK1YPJBRERERERqweSDiIiIiIjUgskHERERERGpBZMPIiIiIiJSCyYfRERERESkFkw+iIiIiIhILZh8EBERERGRWjD5ICIiIiIitWDyQUREREREasHkg4iIiIiI1ILJBxERERERqQWTDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIKIuQkBC0bdsW8+fP13QoxQ6TDyIiIiKi/ycIAn799VfEx8drOpRiickHEREREdH/O3jwIPz9/TUdRrHF5IOIiIiICMC7d+/g7u6OiRMnajqUYqvYJR9DhgyBlZWVzL++fftqOjQiIiIiKqIyMjKwYMECWFpaYtiwYZoOp9jS0XQAyhYYGIgOHTqgR48eUuWmpqaaCYiIiIiIiry9e/fi6dOnOHjwIMTiYnd+vsgoVslHcHAw4uPj0aFDB17pICIiIqJ8efPmDTZt2oTvvvsO1atXR3JysqZDKraKVVoXGBgIAKhVq5aGIyEiIiIibZCeni4ZbuXi4qLpcIq9YnXl48WLFwCA2rVrAwDi4+NhbGysyZCIiIiIqAjbtWsXnj59im3btiE2NhYAkJKSAgBITU1FdHQ0jI2Noaenp8kwi41ilXwEBARAX18f7u7uOHXqFOLi4mBubo7x48djxIgRKms38wOqboIgaKTdr4kgCCrpX/ad6qmq7zL3Taqjyr4jIsrOx8cHaWlpGD16tMy2v//+G3///TcWLFiAXr16aSC6oq+gSVmxSj5evHiB5ORkhIeHY+nSpUhMTISXlxd+++03xMTE4Pvvv1dJuxkZGSrZb954AKR6gor6l32neqrquy/7JlVSZd8REUn7/vvv8enTJ6mytLQ0/PDDD2jZsiWGDRuGmjVr8ndJSYpV8uHk5IT09HSpqxx9+vSBs7Mztm7dCmdnZ5QvX17p7WpuRQSRhtr9mohU1L/sO9VTVd992Tepkir7johIWv369WXKMieclytXDq1atVJ3SMVasUo+5K3JLBaL4eTkhHnz5uHOnTvo3r270tvV1BhAkYgHQKomEolU0r/sO9VTVd9l7ptUR5V9R0SUH5nDa8ViMX+PlOyrOLVUtmxZAEBCQoKGIyEiIiIi+noVmysfISEhGD9+PLp27Yrp06dLbXv16hUAoGrVqpoIjYiIiIi0iL6+Pu7fv6/pMIqlYnPlo1KlSoiNjYWXl5dkmTQAiI2NxY4dO1C5cmU0bdpUgxESEREREX3dis2VD5FIhF9++QVTp07F4MGD4ezsjJSUFBw8eBAfP37Etm3boKNTbF4uEREREZHWKTZXPgCgS5cu2Lx5M8qUKYM1a9Zgy5YtqF69Ovbu3YvWrVtrOjwiIiIioq9asbsU0KlTJ3Tq1EnTYRARERERUTbFLvkgIiIioqJj35YriI6M03QYxVqZ8iYYOqm9psPIFyYfRERERKQy0ZFxiAyLzbsifRWYfBARERGRyonEIhgbG2o6jGIlPj4RQoag6TAKhMkHEREREamcsbEh7Dq11HQYxYrv5VuI+6xdN9EuVqtdERERERFR0cXkg4iIiIiI1ILJBxERERERqQWTDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERVRnp6e6Ny5s6bDoEJg3xHJx+SDiIioCPL19cWmTZs0HQYVAvuOKGdMPoiIiIoQQRBw4MABzJgxA2lpaZoOhwqAfUeUN97hnIiIqAgZMWIEHj16hDZt2iA6OhoRERGaDonyiX1HlDde+SAiIipCwsLC4Obmhk2bNsHIyEjT4VABsO+I8sYrH0REREXImTNnoKurq+kwqBDYd0R545UPIiKiIoQHr9qLfUeUNyYfRERERESkFkw+iIiIiIhILZh8EBERERGRWjD5ICIiIiIitWDyQUREREREasHkg4iIiIiI1ILJBxERERERqQVvMkhERFREeXh4aDoEKiT2HZF8vPJBRERERERqweSDiIiIiIjUgskHERERERGpBZMPIiIiIiJSC044JyKir8a+LVcQHRmn6TCKtTLlTTB0Unul75d9p3qq6juirJh8EBHRVyM6Mg6RYbGaDoMKgX1HVDww+SAioq+OSCyCsbGhpsMoVuLjEyFkCCpvh32nfOrqOyKAyQcREX2FjI0NYdeppabDKFZ8L99C3OcElbfDvlM+dfUdEVAMJ5yHhIRg5syZaNWqFWxtbTFlyhS8e/dO02EREREREX31itWVj5iYGIwYMQJxcXEYOXIk9PT0sH37dgwbNgzHjx+HmZmZpkMkIiIiIvpqFavkY8eOHXj//j0OHz6MBg0aAADs7e3h6OiIbdu2wdXVVcMREhERERF9vYrVsKtTp06hcePGksQDACwtLdGqVSucOnVKg5EREREREVGxST5iY2Px7t07qcQjk7W1NSIiIhAREaGByIiIiIiICChGyUd4eDgAoEKFCjLbzM3NAQChoaFqjYmIiIiIiP5HJAhCsVjY2d/fH0OGDMH8+fMxfPhwqW1eXl5wc3PDjh070Lp1a6W12aJFCwiCgNKlSyttnwWRmJAiWZdbJBJpJIbiKvNrIRKLYGikp/T9s+9UR9V9B7D/VIV9p934u6m92HfaSx2/m3kpXbo0jhw5ku/6xWbCueTNz+VDrewPvFgsRkZGhlL3WRCa+pCR4th32o39p73Yd9qLfae92HeUVbFJPoyMjAAAiYmJMtuSkpIAACYmJkpt8+bNm0rdHxERERFRcVZs5nxUrlwZABAZGSmzLXOiubz5IEREREREpB7FJvkoWbIkqlWrhidPnshse/LkCSpWrIjy5ctrIDIiIiIiIgKKUfIBAA4ODrh7965UAhIYGIibN2+iV69eGoyMiIiIiIiKzWpXABATE4PevXsjNTUVY8eOhVgshqenJ3R1dXHkyBGYmZlpOkQiIiIioq9WsUo+AODdu3dYtmwZbty4AT09PbRo0QJz5sxB1apVNR0aEREREdFXrdglH0REREREVDQVqzkfRERERERUdDH5ICIiIiIitWDyQUREREREasHkg4iIiIiI1ILJBxERERERqQWTDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw/K09atW9G2bVu526KiovDTTz+hTZs2aNCgAXr37o1Tp04VaP+nTp3CgAEDYGNjgyZNmmDMmDF48OCBTL2QkBDMnDkTrVq1gq2tLaZMmYJ3794V6jUVdw8fPsT48ePRrFkzNGzYEI6Ojjh+/HiO9f39/VG3bl0EBQUVqJ389l1WwcHBaNq0KebOnVugtr4W+em7NWvWwMrKSu6/T58+5dmGIAjYs2cPevXqhQYNGqB58+aYMmWK3P6/cuUKBg0aBBsbG7Rv3x5LlixBTEyMkl5t8RMQEIAJEyagZcuWaN68Ob7//nv8999/UnWSkpKwatUqdOzYEY0aNYKTkxNu3LiR7zYEQYCXlxd69+6NRo0aoXPnzti4cSNSU1Nl6rL/Ci6n3yhF+y07T09PWFlZ4datWzLb2G/KNWTIELm/l3379pXUiY6OxoIFC2BnZ4cmTZpg1KhRePr0qQajLr50NB0AFW1XrlzB+vXrUbp0aZltKSkpGDlyJF69egVnZ2fUqFED3t7emDVrFhITEzFo0KA893/06FHMmzcPjRs3xuzZs5GUlIR9+/Zh2LBh2L17N5o0aQIAiImJwYgRIxAXF4eRI0dCT08P27dvx7Bhw3D8+HGYmZkp/bVrq6CgILi4uKB06dIYN24cjI2NcebMGbi6uiI6OhqjR4+Wqv/+/XtMnz4dgiAUqJ389l1WgiDgp59+Qnx8vEKvsbjKb98FBgaiatWqmDZtmsw+DA0N82xn48aN2LhxI+zt7eHs7IyoqCjs2bMHzs7OOHz4MKpVqwYAOH36NGbNmoWKFStiypQpSE9Px86dO3Hz5k3s378fJUuWVO4boOVev34NZ2dnlC5dGhMnTpS8X4MHD8bx48dRqVIlAMCsWbPwzz//YOjQoahZsyYOHz6McePGYefOnWjWrFme7fz5559Yu3YtOnbsiKFDh+LZs2fYtGkTXrx4AXd3d0k99l/B5fYbpWi/ZRUUFIS1a9fK3cZ+U77AwEB06NABPXr0kCo3NTUF8OV4ZuLEiQgICMCoUaNQrlw57N69G8OHD8eRI0dQo0YNDURdjAlEcmRkZAi7d+8WrK2tBUtLS6FNmzYydU6fPi1YWloKW7ZskZQlJycLXbt2Fdq0aSOkp6fn2kZKSopga2srDBgwQEhLS5OUR0RECM2aNROGDRsmKVu7dq1gZWUlPHr0SFIWEBAg1KtXT1i+fLkiL7XYGT9+vNC4cWMhLCxMUpaeni44OTkJjRs3FuLi4iTlt27dEtq0aSNYWloKlpaWwsuXL/PVRkH6LqusnylXV9dCvsLiK79917FjR2HGjBmFaiM8PFyoX7++MHXqVKny58+fC/Xr1xfmzJkjCMKX73KrVq2EFi1aCBEREZJ6gYGBQv369fm9k+P7778XbGxshHfv3knKnj9/LlhaWgpLliwRBEEQrl+/LlhaWgqenp6SOvHx8ULnzp2Ffv365dlGbGysYG1tLYwdO1aqfPny5YKlpaXw9OlTQRDYf4WV02+Uov2WVVpamjBo0CBJOzdv3pRsY78p3/v37wVLS0th3759OdY5dOiQYGlpKZw/f15SFhERIdja2grTpk1TR5hfFQ67IrmcnJywePFitGzZEtbW1nLrZA55yjokS09PD23atMGHDx/w8ePHXNt4+vQpPn/+jH79+qFEiRKS8vLly6NFixbw9/eXnI0/deoUGjdujAYNGkjqWVpaolWrVgUe5lWcpaenw8/PD/b29qhQoYKkXCwWo3v37khISMCzZ88AACtXroSLiwuMjIxkzgblpSB9l+nt27dYvXo1pk6dqsArLL7y23dxcXEICQlBrVq1CtXOnTt3kJaWhgEDBkiVW1lZoU6dOrh79y4A4P79+4iKisLQoUNRvnx5Sb06deqgQ4cOOHbsWKHaL850dHTQs2dPVKlSRVJmZWUFU1NTPH/+HADg7e0NXV1dDB48WFLHyMgIAwcOxJMnT/DmzZtc23j//j0aNGiAoUOHSpW3aNECACTtsP8KLrffKEX7LSsPDw+8fPlS5io0wH5ThcDAQADI9Tfz1KlTMDc3R5cuXSRl5cuXR/fu3XH58mW5V8Lev38PKysrHD16VPlBF3NMPkiukJAQLFq0CH/99ReMjY3l1qlevToA4NWrV1Llb9++hb6+vtyhWlnVq1cPZ86ckXvgGxUVBbFYDJFIhNjYWLx7904q8chkbW2NiIgIRERE5POVFW9isRgnT57EnDlzZLZFRUUBgCRZCAwMxJgxY3D8+HHUrFmzQO3kt+8yZWRkYO7cubCyssLIkSML1NbXIr999/LlSwiCIPlDmpiYiIyMjHy307FjR3h7e6N58+Yy26KjoyWfj7CwMABfDp6z++abbxAdHY3Q0NB8t/s1WL16NZYuXSpVFhoaipiYGFhYWAAAHj9+jBo1asDIyEiqXuZJnsePH+faRv369XHgwAF06tRJqjzzpELm0C72X8Hk9RulaL9lCgwMxPr16/Hjjz9KPhNZsd+U78WLFwCA2rVrA4DcROLJkydyT7RaW1sjNTVVksCQcnDOB8l1+fJl6Onp5Vqnc+fOsLe3x8qVK1G6dGnUrFkTp06dgq+vLyZPnpzn8/X09OSeiXj06BH8/f3RqlUrAEB4eDgASJ0NzmRubg7gyx/4zP9/zUQiEapWrSpTnpCQgCNHjsDIyAj169cHAGzatCnPPspJfvsu086dO/H48WMcP34cYjHPeciT3747ceIEAMDHxwcrVqxAaGgojIyM0LdvX7i6uuY558PQ0BCWlpYy5efOnUNYWBgGDhwIAJKDrLi4OJm6sbGxAIDIyEjJwS5J+/jxIx4/foxVq1bByMgIY8aMAfDl98zGxkamfubvV0hISL7bSEtLQ3BwMC5duoQ//vgDLVq0QMuWLQGw/woqr98oZfRbWloa5s6dC1tbWwwZMgQHDhyQqcN+U76AgADo6+vD3d0dp06dQlxcHMzNzTF+/HiMGDEC8fHx+Pz5MypWrCjz3KzHGPLmMVLhMPkgufJzUKqjo4OpU6fi+++/x4QJEyTlvXr1wvTp0wvVbmxsrOTM78SJEwH87yyFvIMqAwMDAF8O0Eg+QRDg5uaGyMhITJkyBfr6+gDy18cFIa/vgC9XxtatW4fp06ejZs2aSE5OVmq7xZm8vss8A/fo0SNMnToVJiYmuHLlCvbv34+goCDs3LmzwAlecHAwFi1aBD09PclBso2NDcRiMc6ePStJSIAvK/5cvXoVwJdJmiTfgAEDJGeoZ8+eLUn44uPjc/0tS0xMzHcbfn5+GDVqFACgbNmy+PnnnyVXHNl/+Zef3yhl9NuWLVvw+vVreHt7S10Zzor9pnwvXrxAcnIywsPDsXTpUiQmJsLLywu//fYbYmJiMGTIEAD5O8b4/PmzZFW5zJUFExISpK5O5zXqg5h8kAJ8fHwwadIkmJmZwc3NDRUrVsT169dx4MABCIKAVatWFegg6NOnTxg3bhxevXqFSZMmoXXr1gAgmTuQ0491Xtu+ZoIg4Ndff8Xp06fRokULTJ48WSXt5NR36enpmDdvHurVqyd3fDPlLKe+s7e3R8mSJTF+/HjJWVIHBweUKVMGHh4euHDhArp165bvdkJDQzFq1Ch8+PABixYtklzRMjc3R//+/XH48GEsWLAAI0aMQFJSEtauXSs5OMs634ekzZw5E3p6ejh79ixWrVqF9+/fY+HChXk+ryC/ZZUqVcKGDRsQFRWFv/76C05OTti6dStatmzJ/ssnZf1G5dVvz549w5YtW/DTTz9JzQnKjv2mfE5OTkhPT8eIESMkZX369IGzszO2bt0KJyenPPeR2b/fffcdbt++LbVt8eLFWLx4MQCgcuXKuHz5shKjL56YfFChbdiwATo6Oti7d69kac4uXbqgUqVKWL16Nbp06YLu3bsjKioK6enpUs81MzOT+gGNiIjAuHHjEBAQgCFDhmDmzJmSbZkHWPLOLCUlJQEATExMlP76tF1qairmzp2LU6dOwcbGBps3b4aurm6B9qFo323fvh2PHz/Grl27JGvUZ541SklJQVRUFExMTJR+FUbb5dZ37du3R/v27WWeM3ToUHh4eODmzZvo1q0bIiMjZepkncAKfFnuc+zYsQgNDcWsWbNk/ggvWLAAaWlpOHToEA4ePAjgy3d82rRpWLJkCc/w5SLz/gHdu3fHjBkzcODAAQwfPhxGRkaS362ssv+W5af/qlevLpl717lzZ3Tv3h0rV67E4cOHAbD/8iO/v1GK9JupqSlcXV1Rr149ODg4SM6SZ/5N+/z5M6KioiRLxrPflGvYsGEyZWKxGE5OTpg3bx6uX78OAPnqX1dXV8kVjw8fPuDHH3/E2LFjYWdnBwCSkQWUOyYfVGiBgYFo2rSpJPHINGDAAKxevRo3b95E9+7dMXDgQAQHB0vVuXTpkuTsz9u3bzF69Gi8f/8eY8aMgaurq1TdypUrA5D/o5450VzefJCvWWJiIqZNmwYfHx+0aNECmzdvLlSCpmjfXb16FWlpaTIr8wBf1rI/ffo0li1bhv79+xc4tuKqsH1XtmxZAP8bHpD5xzCrgIAAyf8zb2YYGxuLn3/+WeqsYCZ9fX2sWLECP/zwA969e4fKlSujUqVKWL9+PUqUKCH5blLuevbsibNnz+Lp06ewsLDI129ZXv2XXfny5dG8eXP4+PggIyMDYrGY/ZcP+f2NUqTfLl26JOm7zKvCWU2ZMgXA//qX/aYemb+ZGRkZKFWqVL76N+vCN+/fvwfwZSJ7mzZtVB1uscLkgwpNX19f5qw4AMnKO5nDpVauXCkzhjbzDF5YWBhGjBiB0NBQzJgxQ+6woJIlS6JatWp48uSJzLYnT56gYsWKMmcEv2apqamYOnUqfH190bFjR7i7uxf6bIyifZf1LFHW+CZMmAA7OzuMHTtWsgIJ5a/vRo0aBbFYjO3bt0uVZ646lzlp3dPTM8d2nj9/jjFjxiAhIQHLli1Dv379ZOqkpKTgzJkzqFmzJmxsbKQS/GvXrsHa2ppn+bKIjY3F4MGDYW9vDzc3N6ltmfPWDAwMYG1tjZMnTyIpKUkynhyA5PetYcOGAHLuv2PHjmHVqlXYvHmzzATo+Ph46OrqQiwWs//yKb+/UXfv3i10v5UvX15u+T///INdu3bB1dUVdevWBcDvnbKFhIRg/Pjx6Nq1q8xc1Ky/mdbW1jkeY+jo6KBevXpqiferoakbjJD2GD58uNybDM6cOVOoX7++8OzZM6nyDRs2CJaWlsLp06dz3W/mzdMsLS2FrVu35lp31apVQt26dYXHjx9LyjJvMvj7778X4NUUf6tWrRIsLS2FSZMmCSkpKfl6zvr16wt0k8GC9F12SUlJvMlgDvLTd9OnTxesrKyEe/fuScrS09OFSZMmCfXq1ROCgoJybSMhIUH49ttvBSsrqzy/o23bthWGDh0qVXbhwgXB0tJSOH78eD5f1dejZ8+eMjeHS05OFvr16yc0btxYiI6OFq5evZrjzeoGDhyYZxsPHz4ULC0thR9++EGq/P79+0K9evWkytl/hSPvN0rRfpNn3759MjcZFAT2mzJlZGQIbdu2Fdq2bSvExMRIymNiYoR27doJHTt2FFJTU4X9+/cLlpaWwoULFyR1Mm8yOH36dLn7fvfunWBpaSkcOXJE1S+j2OGVDyq0H374ATdu3ICLiwuGDh2KSpUqwc/PD6dOnUKbNm3g4OCQ6/MvXrwIf39/WFhYwNzcXLKEaFa9e/eGWCzG2LFjcfz4cYwdOxZjx46FWCyGp6cnKlSogLFjx6rqJWqdiIgIeHp6QkdHB3Z2djhz5oxMndatWyu8LHFB+o7yJ799N3v2bFy7dg3jx4+Hi4sLzMzMcO7cOfj5+WHGjBl53rPlwIEDePv2rWT9+ux9Z2BgIJmwPm7cOCxbtgxTp05Fu3bt8N9//2Hnzp3o0KEDevXqpbwXX0wsXLgQI0aMgLOzM5ydnSEWi3H06FG8ePECS5YsgampKezt7SVLlIeGhqJGjRo4dOgQwsLCsHz58jzbaNiwIZydnbF//34kJSXB3t4eb9++xb59+1CuXDn8+OOPkrrsP+VRtN8Kgv2mPCKRCL/88gumTp2KwYMHw9nZGSkpKTh48CA+fvyIbdu2QUdHBwMGDMC+ffswe/ZsjBkzBmZmZti1axdEIhG+//57ufuuUqVKrkMhKWdMPqjQqlSpAi8vL6xbtw4HDx5EXFwcKlWqhClTpmDSpEl5HnjevHkTwJfLovJurAZ8WcVHX18fpqam2LdvH5YtW4Y//vgDenp6aNGiBebMmSOZpEfAvXv3JJMlFy1aJLfOtm3bFE4+CtJ3lD/57bt27dph3759WLduHXbv3o2UlBTUrl0bK1asgKOjY57tZPbdkydP5PZduXLlJMnHqFGjoKenh71798LHxwcVKlTA5MmTMW7cOK64I4etrS127NiBDRs2YMOGDQC+jBHftm0b7O3tJfXc3d2xdu1aeHt7IzExEVZWVvDw8ECzZs3y1c78+fNhYWGBw4cP48qVKyhdujR69OiB6dOnSw3TYf8pl6L9ll/sN+Xq0qULNm/ejK1bt2LNmjXQ0dFBkyZNsGbNGjRq1AgAoKurC09PT/z+++/Ys2cP0tPT0ahRI7i7uxf4JryUN5Eg/P/AfCIiIiIiIhXimAgiIiIiIlILJh9ERERERKQWTD6IiIiIiEgtmHwQEREREZFaMPkgIiIiIiK1YPJBRERERERqweSDiIiIiIjUgskHERERERGpBZMPIiIiIiJSCyYfREQk5fr167CysoKVlRXOnz+v6XCIiKgYYfJBRERSjh07Bl1dXYjFYhw6dEjT4RARUTGio+kAiIio6IiLi8OFCxfQrFkzJCUl4dq1awgJCYGFhYWmQyMiomKAVz6IiEji3LlzSExMhJ2dHRwcHJCRkQEvLy9Nh0VERMUEkw8iIpI4duwYAMDe3h49evSAWCzGkSNHkJ6eLrf+7du3MWbMGLRo0QK2traYMmUK3rx5g1GjRsHKykqm/rt37zBv3jzY29ujQYMG6NSpE5YsWYKoqKgCxfns2TNMnToVbdq0QZMmTTBq1Cg8fPgQP//8M6ysrPD+/XtJXSsrKzg7O+Pff/9Fp06dYGNjg379+iElJQUAkJKSgr/++gt9+vSBjY0NbG1t4eLiggsXLsi06+LiAisrKzx69Ehm26JFi2BlZYWjR4/K1I+Li8PKlSthZ2eHxo0bo3///jh+/HiBXjMRUXHAYVdERATgS2Jw584dWFpaShKHNm3awNfXF1evXkXHjh2l6nt7e8PV1RWCIKB58+YwNjbGjRs34OTkhNKlS8vs/+HDhxg7diw+ffoES0tLNG7cGC9evMDu3btx+fJl7NmzJ1/Du27duoWJEyciMTERjRs3hrm5Ofz8/DBs2DDUqFFD7nNCQkIwffp01KlTBzVr1oS+vj709PSQmJiI0aNHw9/fH6amprC3t0dCQgL8/PwkiZWrq2sh3k1ps2bNwtWrV9GsWTMYGRnhxo0bcHV1RWBgIObMmaPw/omItAWTDyIiAgCcOHECgiDA0dFRUtavXz/4+vri0KFDUsnHx48f8euvv0JHRwfbtm1Dy5YtAQDh4eEYPXo0goKCpPadkpKCGTNm4PPnz1ixYoWkDUEQsGnTJmzYsAE///wzPD09c40xOTkZ8+bNQ1JSElavXo1evXoB+DJXZdKkSfDz85P7vLCwMPTr1w/Lly8HAGRkZAAAVq9eDX9/f9jZ2cHd3R0mJiYAgJcvX2L06NHYvn07bG1t8e233+bzXZTv2rVr2Lp1K+zt7QEAQUFBcHFxwfbt2+Hg4AAbGxuF9k9EpC047IqIiCAIAo4fP44SJUqgd+/ekvIuXbqgZMmSuHLlCsLDwyXlx48fR1xcHEaNGiVJPACgQoUKWLJkicz+z507h+DgYPTt21cquRGJRJgyZQrq1auH69ev48WLF7nG+c8//yA4OBg9e/aUJB4AYGJigt9//x0lSpTI8bnDhg2T/F8sFiMpKQmHDh2Cvr4+Vq5cKUk8AKB27dpYsGABAOSZEOXHyJEjJYkHANSqVQszZ86EIAg4ePCgwvsnItIWTD6IiAh37tzBu3fv0LZtW5ibm0vK9fX10aNHD6Snp+PIkSOS8hs3bgCA3CsCTZs2Rfny5aXKbt++DQBSiUomkUiEtm3bStXLSWa7nTt3ltlmYWGR6xWE7HNQHj16hOTkZDRr1gxmZmYy9Tt27AgDAwM8ePAAqampucaVl+7du8vdP4Acr9YQERVHHHZFRESSieavXr2Ci4uL1LYPHz4AAA4fPozJkydDJBJJroJUrFhR7v4qV66MyMhIyeOwsDAAwLx58zBv3rwc44iIiMg1zsx2K1WqJHe7hYUF/P39ZcoNDAygp6cnVZYZX07zTHR0dFCxYkW8efMGMTExMglVQVSrVk2mrFy5ctDV1c3zNRMRFSdMPoiIvnKJiYn4+++/AQDv37+XWikqq+DgYFy7dg12dnaSKwGCIMitm708c46FnZ0dypQpk2MsNWvWzDXWzHYz95dXu5nEYtkL/TnVzSqzneyJizw5rQgGIMfhYIIgyI2NiKi4YvJBRPSVu3DhAuLj49GtWzesX79ebh13d3f88ccfOHToEOzs7FCxYkW8fv0aISEhqFChgkz9zCsdmTKvGgwaNAgODg6FjjXzSktoaKjc7dnbzU3m8LLg4GC521NTUxEWFgZdXV2UKlUKwJchYoD85Ofz5885thUeHi6TWIWHhyMtLQ3Vq1fPd8xERNqOp1uIiL5ymUOuevTokWOdPn36AAAuX76Mjx8/okWLFgCAf//9V6bus2fPpCanA4CtrS0A4OrVq3L3P3v2bAwcOFAypyMnubX78eNHufffyIm1tTUMDAxw9+5dufcZ+ffff5GSkgJbW1tJ0mFkZCRpKytBEPDw4cMc2/Lx8ZEpu3jxIgBI5rsQEX0NmHwQEX3FwsLCcPPmTRgZGaFDhw451qtRowYaNWqE1NRUHD16FAMGDIChoSF27tyJu3fvSurFxMTAzc1N5vk9evRA2bJlcfToUUmyk+nw4cPw9vZGUFAQGjRokGu83bp1g7m5OU6fPo3z589LypOSkvDTTz9JhmVlJgu5MTIywoABA5CcnIwff/wRcXFxkm2vXr2SrNo1dOhQSXnmpPW9e/dKhlllLhf87t27HNv6448/EBgYKHn8/PlzrF+/Hrq6unB2ds4zViKi4oLDroiIvmInTpxARkYGOnXqBAMDg1zr9u3bFw8ePMDhw4cxfvx4uLm54eeff4aLiwuaN2+OkiVL4vbt29DT04OhoSHS0tIkzzU2Nsbq1asxefJkzJ07F9u2bUPNmjXx7t07PH/+HDo6OlizZg1KliyZawwGBgZYunQpJk+ejGnTpqFJkyYwNzfHvXv3EB8fj7Jly+Ljx4/Q0cnfn7fZs2fj8ePH8PX1RefOndG8eXMkJibi1q1bSE1NxejRo9GtWzdJ/UGDBmHPnj3w9fVF9+7dUbduXQQEBODdu3fo2bMnTp8+nWPc/fv3R+vWrSEIAm7evIm0tDTMnz8/xxsjEhEVR7zyQUT0Fcu8CiFvKdjsunfvDl1dXbx58wY3b97EwIEDsXXrVjRp0gQPHz7EjRs30KpVK+zfvx96enowNjaWen7r1q1x9OhRODo64vPnz/j333/x6dMndOvWDV5eXjJ3UM+Jvb099u7dC3t7e7x48QJXr16FlZUV9u/fL5l/kvWeHbkxMjLC7t27MWvWLJibm+Pq1at4/PgxWrZsiS1btmDu3LlS9atUqYL9+/ejc+fOiIqKgo+PDypUqIDdu3fDzs4ux3ZWrFiBIUOG4PHjx/D394etrS22b98ude8RIqKvgUjIz3IfREREWYSEhCAlJQWVK1eGrq6u1LaYmBi0atUKDRs2hJeXl1Lb/fDhA2JjY1G5cmWZKzVpaWlo27YtSpQogevXryu13cJycXHB7du3cfjwYTRs2FDT4RARaRyvfBARUYH9+++/6NatG3755RepJWvT09OxYsUKCIKATp06Kb3dJ0+eoEePHvjuu++khnUJgoA//vgDMTExKmmXiIiUg3M+iIiowHr06IE///wTR44cwa1bt1CvXj2kp6fj8ePHiIiIQJMmTTB27Filt9u6dWvUq1cP165dQ4cOHdCwYUOUKFECz58/x7t371C9enXMmjVL6e0SEZFycNgVEREVyocPH7Br1y5cunQJISEhEIlE+Oabb9CrVy+4uLjk68Z8hREXF4d9+/bh9OnTCA4ORnp6OiwsLNC1a1eMHTs23/M91IHDroiIpDH5ICIiIiIiteCcDyIiIiIiUgsmH0REREREpBZMPoiIiIiISC2YfBARERERkVow+SAiIiIiIrVg8kFERERERGrB5IOIiIiIiNSCyQcREREREakFkw8iIiIiIlILJh9ERERERKQWTD6IiIiIiEgt/g9vUV6sYKfZtQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Anzahl pro Altersgruppe\n",
    "# Prozent pro Altersgruppe\n",
    "# Altersgruppen sammeln\n",
    "ages = []\n",
    "\n",
    "for participant in real_data:\n",
    "    trials = json.loads(participant['json_data'])\n",
    "    \n",
    "    # Altersgruppe steht im Demografie-Teil (erstes Trial)\n",
    "    age = trials[0].get('demo_age_range')\n",
    "    \n",
    "    if age is not None:\n",
    "        ages.append(age)\n",
    "\n",
    "# Anzahl pro Altersgruppe\n",
    "age_counts = Counter(ages)\n",
    "\n",
    "# DataFrame erstellen\n",
    "df_age = pd.DataFrame.from_dict(age_counts, orient='index', columns=['count'])\n",
    "\n",
    "# Prozent berechnen\n",
    "df_age['percent'] = (df_age['count'] / df_age['count'].sum()) * 100\n",
    "\n",
    "# Reihenfolge sinnvoll sortieren\n",
    "age_order = [\"18-20\", \"21-24\", \"25-29\", \"30-39\", \"40-49\", \"50+\"]\n",
    "df_age = df_age.reindex(age_order)\n",
    "\n",
    "# Prozent runden\n",
    "df_age['percent'] = df_age['percent'].round(2)\n",
    "\n",
    "print(\"Age distribution:\")\n",
    "display(df_age)\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_age.index,\n",
    "    df_age[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Age distribution of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Age group\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "# nur horizontale Gridlines\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "# etwas Luft nach oben\n",
    "max_count = df_age[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "# Labels über Balken\n",
    "for bar, value in zip(bars, df_age[\"count\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 0.25,\n",
    "        f\"{int(value)}\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=11,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "112b1501-89be-4a67-be91-e85d5d1b862e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Geschlecht (Anzahl pro Kategorie + Prozent)\n",
    "gender_order = [\"weiblich\", \"männlich\", \"divers\", \"keine_angabe\"]\n",
    "gender_labels = [\"Female\", \"Male\", \"Diverse\", \"No answer\"]\n",
    "\n",
    "df_gender = (\n",
    "    df_demo[\"gender\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(gender_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_gender[\"percent\"] = (df_gender[\"count\"] / df_gender[\"count\"].sum() * 100).round(1)\n",
    "df_gender.index = gender_labels\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_gender.index,\n",
    "    df_gender[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Gender distribution of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Gender\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = df_gender[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "for bar, count, percent in zip(bars, df_gender[\"count\"], df_gender[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        count + 0.2,\n",
    "        f\"{int(count)}\\n({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "74506968-8702-4e23-92d9-ad681ba5b6c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 984x624 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bildung (in Prozent)\n",
    "education_order = [\n",
    "    \"keiner\",\n",
    "    \"haupt_realschule\",\n",
    "    \"abitur\",\n",
    "    \"stud_bachelor\",\n",
    "    \"stud_master\",\n",
    "    \"bachelor\",\n",
    "    \"master\",\n",
    "    \"promotion\",\n",
    "    \"sonstiges\"\n",
    "]\n",
    "\n",
    "education_labels = [\n",
    "    \"No degree\",\n",
    "    \"Secondary school\",\n",
    "    \"Abitur\",\n",
    "    \"Bachelor\\n(in progress)\",\n",
    "    \"Master\\n(in progress)\",\n",
    "    \"Bachelor\\n(completed)\",\n",
    "    \"Master\\n(completed)\",\n",
    "    \"PhD\",\n",
    "    \"Other\"\n",
    "]\n",
    "\n",
    "df_education = (\n",
    "    df_demo[\"education\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(education_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_education[\"percent\"] = (df_education[\"count\"] / df_education[\"count\"].sum() * 100).round(1)\n",
    "df_education.index = education_labels\n",
    "\n",
    "plt.figure(figsize=(8.2, 5.2))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_education.index,\n",
    "    df_education[\"percent\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Education level of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Education\", fontsize=13)\n",
    "plt.ylabel(\"Percentage\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=10)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_percent = df_education[\"percent\"].max()\n",
    "plt.ylim(0, max_percent + 5)\n",
    "\n",
    "for bar, percent in zip(bars, df_education[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        percent + 0.3,\n",
    "        f\"{percent}%\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "117dbfe2-3d02-44fa-812c-9b5c4865f257",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Deutschkenntnisse \n",
    "german_order = [\"native_or_fluent\", \"good\", \"medium\", \"poor\"]\n",
    "german_labels = [\"Native / fluent\", \"Good\", \"Medium\", \"Poor\"]\n",
    "\n",
    "df_german = (\n",
    "    df_demo[\"german_level\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(german_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_german[\"percent\"] = (df_german[\"count\"] / df_german[\"count\"].sum() * 100).round(1)\n",
    "df_german.index = german_labels\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_german.index,\n",
    "    df_german[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"German proficiency of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"German proficiency\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = df_german[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "for bar, count, percent in zip(bars, df_german[\"count\"], df_german[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        count + 0.2,\n",
    "        f\"{int(count)}\\n({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "bc0e67e7-27bc-4a7c-af18-95e3ce625aa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sehvermögen\n",
    "vision_order = [\n",
    "    \"no_impairment\",\n",
    "    \"wearing_glasses_or_contacts\",\n",
    "    \"not_wearing_glasses_or_contacts\"\n",
    "]\n",
    "\n",
    "vision_labels = [\n",
    "    \"No impairment\",\n",
    "    \"Wearing glasses /\\ncontacts\",\n",
    "    \"Needs glasses /\\ncontacts but not wearing\"\n",
    "]\n",
    "\n",
    "df_vision = (\n",
    "    df_demo[\"vision\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(vision_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_vision[\"percent\"] = (df_vision[\"count\"] / df_vision[\"count\"].sum() * 100).round(1)\n",
    "df_vision.index = vision_labels\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_vision.index,\n",
    "    df_vision[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Vision status of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Vision\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=10)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = df_vision[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "for bar, count, percent in zip(bars, df_vision[\"count\"], df_vision[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        count + 0.2,\n",
    "        f\"{int(count)}\\n({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e0a4b939-c178-4205-9c7a-184120b1bd8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Händigkeit\n",
    "handedness_order = [\"right\", \"left\", \"both\"]\n",
    "handedness_labels = [\"Right-handed\", \"Left-handed\", \"Ambidextrous\"]\n",
    "\n",
    "df_handedness = (\n",
    "    df_demo[\"handedness\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(handedness_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_handedness[\"percent\"] = (df_handedness[\"count\"] / df_handedness[\"count\"].sum() * 100).round(1)\n",
    "df_handedness.index = handedness_labels\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_handedness.index,\n",
    "    df_handedness[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Handedness of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Handedness\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = df_handedness[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "for bar, count, percent in zip(bars, df_handedness[\"count\"], df_handedness[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        count + 0.2,\n",
    "        f\"{int(count)}\\n({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9ecc9709-5bf6-4e0f-968f-80e914deead2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Screen Time\n",
    "screentime_order = [\"under1\", \"1to2\", \"2to4\", \"4to6\", \"6to8\", \"over8\"]\n",
    "screentime_labels = [\"< 1 h\", \"1–2 h\", \"2–4 h\", \"4–6 h\", \"6–8 h\", \"> 8 h\"]\n",
    "\n",
    "df_screentime = (\n",
    "    df_demo[\"screentime\"]\n",
    "    .value_counts(dropna=False)\n",
    "    .reindex(screentime_order)\n",
    "    .fillna(0)\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "df_screentime[\"percent\"] = (df_screentime[\"count\"] / df_screentime[\"count\"].sum() * 100).round(1)\n",
    "df_screentime.index = screentime_labels\n",
    "\n",
    "plt.figure(figsize=(7.5, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_screentime.index,\n",
    "    df_screentime[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.6,\n",
    "    width=0.78\n",
    ")\n",
    "\n",
    "plt.title(\"Estimated daily screen time of participants\", fontsize=18, pad=12)\n",
    "plt.xlabel(\"Screen time\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = df_screentime[\"count\"].max()\n",
    "plt.ylim(0, max_count + 3)\n",
    "\n",
    "for bar, count, percent in zip(bars, df_screentime[\"count\"], df_screentime[\"percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        count + 0.2,\n",
    "        f\"{int(count)}\\n({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "        fontsize=10,\n",
    "        color=\"#2f2f2f\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "85b6c148-cd25-4a0d-9bb5-8cd5eb593d7c",
   "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>count</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>program_grouped</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Psychology</th>\n",
       "      <td>14</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cognitive Science</th>\n",
       "      <td>13</td>\n",
       "      <td>22.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>10</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sports Science</th>\n",
       "      <td>8</td>\n",
       "      <td>13.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Computer Science</th>\n",
       "      <td>7</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>6</td>\n",
       "      <td>10.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count  percent\n",
       "program_grouped                  \n",
       "Psychology            14     24.1\n",
       "Cognitive Science     13     22.4\n",
       "Other                 10     17.2\n",
       "Sports Science         8     13.8\n",
       "Computer Science       7     12.1\n",
       "Education              6     10.3"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# -------------------------\n",
    "# Studiengang bereinigen\n",
    "# -------------------------\n",
    "\n",
    "df_demo[\"program_clean\"] = (\n",
    "    df_demo[\"program\"]\n",
    "    .fillna(\"\")\n",
    "    .astype(str)\n",
    "    .str.strip()\n",
    ")\n",
    "\n",
    "df_program = df_demo[df_demo[\"program_clean\"] != \"\"].copy()\n",
    "\n",
    "\n",
    "def clean_program_name(x):\n",
    "\n",
    "    x_lower = x.lower()\n",
    "\n",
    "    if \"cog\" in x_lower or \"cognitive science\" in x_lower:\n",
    "        return \"Cognitive Science\"\n",
    "\n",
    "    elif \"psych\" in x_lower:\n",
    "        return \"Psychology\"\n",
    "\n",
    "    elif \"pädagog\" in x_lower or \"paedagog\" in x_lower:\n",
    "        return \"Education\"\n",
    "\n",
    "    elif \"informatik\" in x_lower or \"computer science\" in x_lower:\n",
    "        return \"Computer Science\"\n",
    "\n",
    "    elif \"sportwissenschaft\" in x_lower:\n",
    "        return \"Sports Science\"\n",
    "\n",
    "    elif \"wirtschaftsinformatik\" in x_lower:\n",
    "        return \"Business Informatics\"\n",
    "\n",
    "    else:\n",
    "        return \"Other\"\n",
    "\n",
    "\n",
    "df_program[\"program_grouped\"] = df_program[\"program_clean\"].apply(clean_program_name)\n",
    "\n",
    "\n",
    "\n",
    "program_counts = (\n",
    "    df_program[\"program_grouped\"]\n",
    "    .value_counts()\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "program_counts[\"percent\"] = (\n",
    "    program_counts[\"count\"] / program_counts[\"count\"].sum() * 100\n",
    ").round(1)\n",
    "\n",
    "display(program_counts)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "bars = plt.barh(\n",
    "    program_counts.index[::-1],\n",
    "    program_counts[\"count\"][::-1],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "plt.title(\"Study programs of participants\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Number of participants\", fontsize=13)\n",
    "plt.ylabel(\"Study program\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"x\", alpha=0.15)\n",
    "plt.grid(axis=\"y\", visible=False)\n",
    "\n",
    "max_count = program_counts[\"count\"].max()\n",
    "plt.xlim(0, max_count + 2)\n",
    "\n",
    "for bar, count, percent in zip(\n",
    "    bars,\n",
    "    program_counts[\"count\"][::-1],\n",
    "    program_counts[\"percent\"][::-1]\n",
    "):\n",
    "    plt.text(\n",
    "        bar.get_width() + 0.05,\n",
    "        bar.get_y() + bar.get_height()/2,\n",
    "        f\"{int(count)} ({percent}%)\",\n",
    "        va=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "6a9da4f2-8177-48f6-b9af-eb2bf8db5847",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    56.000000\n",
       "mean      5.250000\n",
       "std       3.927757\n",
       "min       1.000000\n",
       "25%       1.000000\n",
       "50%       5.000000\n",
       "75%       7.000000\n",
       "max      20.000000\n",
       "Name: semester_num, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fachsemester\n",
    "df_demo[\"semester_num\"] = pd.to_numeric(df_demo[\"semester\"], errors=\"coerce\")\n",
    "\n",
    "df_semester = df_demo.dropna(subset=[\"semester_num\"]).copy()\n",
    "df_semester[\"semester_num\"] = df_semester[\"semester_num\"].astype(int)\n",
    "\n",
    "display(df_semester[\"semester_num\"].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4148a93a-6fa4-41cc-9bb3-835f0e47f446",
   "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>count</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>semester_num</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15</td>\n",
       "      <td>26.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11</td>\n",
       "      <td>19.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count  percent\n",
       "semester_num                \n",
       "1                15     26.8\n",
       "2                 2      3.6\n",
       "3                 5      8.9\n",
       "4                 2      3.6\n",
       "5                 8     14.3\n",
       "6                 1      1.8\n",
       "7                11     19.6\n",
       "8                 2      3.6\n",
       "9                 5      8.9\n",
       "10                1      1.8\n",
       "12                2      3.6\n",
       "14                1      1.8\n",
       "20                1      1.8"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fachsemester numerisch machen\n",
    "df_demo[\"semester_num\"] = pd.to_numeric(df_demo[\"semester\"], errors=\"coerce\")\n",
    "\n",
    "df_semester = df_demo.dropna(subset=[\"semester_num\"]).copy()\n",
    "df_semester[\"semester_num\"] = df_semester[\"semester_num\"].astype(int)\n",
    "\n",
    "# Häufigkeiten berechnen\n",
    "semester_counts = (\n",
    "    df_semester[\"semester_num\"]\n",
    "    .value_counts()\n",
    "    .sort_index()\n",
    "    .to_frame(name=\"count\")\n",
    ")\n",
    "\n",
    "semester_counts[\"percent\"] = (\n",
    "    semester_counts[\"count\"] / semester_counts[\"count\"].sum() * 100\n",
    ").round(1)\n",
    "\n",
    "display(semester_counts)\n",
    "\n",
    "# Kennwerte\n",
    "mean_sem = df_semester[\"semester_num\"].mean()\n",
    "median_sem = df_semester[\"semester_num\"].median()\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(7,4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    semester_counts.index.astype(str),\n",
    "    semester_counts[\"count\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4,\n",
    "    width=0.75\n",
    ")\n",
    "\n",
    "plt.title(\"Current semester of participants\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Semester\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "max_count = semester_counts[\"count\"].max()\n",
    "plt.ylim(0, max_count + 2)\n",
    "\n",
    "# Labels über Balken\n",
    "for bar, count, percent in zip(\n",
    "    bars,\n",
    "    semester_counts[\"count\"],\n",
    "    semester_counts[\"percent\"]\n",
    "):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width()/2,\n",
    "        count + 0.15,\n",
    "        f\"{int(count)} ({percent}%)\",\n",
    "        ha=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "# Mean + Median Linien\n",
    "plt.axvline(\n",
    "    mean_sem - 1,\n",
    "    color=purple_main,\n",
    "    linestyle=\"--\",\n",
    "    linewidth=1.5,\n",
    "    label=f\"Mean = {mean_sem:.1f}\"\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    median_sem - 1,\n",
    "    color=\"black\",\n",
    "    linestyle=\":\",\n",
    "    linewidth=1.5,\n",
    "    label=f\"Median = {median_sem:.0f}\"\n",
    ")\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83ff59fc-b9d5-48d5-904a-470de89c1ee2",
   "metadata": {},
   "source": [
    "### Experiment: Data Processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c918d5f8-2595-4b91-a526-afdd27130a20",
   "metadata": {},
   "source": [
    "### Keymatching-Trials extrahieren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "dac0a1d0-dbec-49e4-b8d9-6ed33c68d3a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_keymatching_trials(real_data):\n",
    "    all_trials = []\n",
    "\n",
    "    for participant in real_data:\n",
    "        trials = json.loads(participant[\"json_data\"])\n",
    "\n",
    "        for t in trials:\n",
    "            if t.get(\"task\") == \"keymatching\" and t.get(\"phase\") == \"response\":\n",
    "                block = t.get(\"block\")\n",
    "\n",
    "                if block == 1:\n",
    "                    condition = \"no_notifications\"\n",
    "                elif block == 2:\n",
    "                    condition = t.get(\"notif_block2_condition\")\n",
    "                elif block == 3:\n",
    "                    condition = t.get(\"notif_block3_condition\")\n",
    "                else:\n",
    "                    condition = None\n",
    "\n",
    "                all_trials.append({\n",
    "                    \"participant\": t.get(\"participant_id\"),\n",
    "                    \"block\": block,\n",
    "                    \"condition\": condition,\n",
    "                    \"symbol\": t.get(\"symbol\"),\n",
    "                    \"correct\": t.get(\"correct\"),\n",
    "                    \"rt\": t.get(\"rt\"),\n",
    "                    \"response\": t.get(\"response\"),\n",
    "                    \"notification_flag\": t.get(\"notification_flag\")\n",
    "                })\n",
    "\n",
    "    return pd.DataFrame(all_trials)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab6bc66e-7f80-4d55-9786-430788edcb04",
   "metadata": {},
   "source": [
    "## Trial-Level-DataFrame erstellen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8de02102-2032-4831-9902-a78045b47fb0",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>condition</th>\n",
       "      <th>correct</th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>1862.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>850.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>343.0</td>\n",
       "      <td>ArrowLeft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>642.0</td>\n",
       "      <td>ArrowRight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>386.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block         condition  correct      rt    response\n",
       "0      OTMA27      1  no_notifications    False  1862.0     ArrowUp\n",
       "1      OTMA27      1  no_notifications    False   850.0     ArrowUp\n",
       "2      OTMA27      1  no_notifications    False   343.0   ArrowLeft\n",
       "3      OTMA27      1  no_notifications    False   642.0  ArrowRight\n",
       "4      OTMA27      1  no_notifications    False   386.0     ArrowUp"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_trials = extract_keymatching_trials(real_data)\n",
    "df_trials.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0901d56f-3d5c-42d4-97f8-16f64e4ff3cb",
   "metadata": {},
   "source": [
    "## kurzer Überblick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "03b0886b-ebe4-4718-acdd-46fd69a99b06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of keymatching response trials: 19296\n",
      "Number of participants: 67\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of keymatching response trials: {len(df_trials)}\")\n",
    "print(f\"Number of participants: {df_trials['participant'].nunique()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad8a41b1-9795-46fc-9cb3-8e3909843909",
   "metadata": {},
   "source": [
    "### Descriptive Results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d719f04-cdbd-4a98-9122-27ca949d1349",
   "metadata": {},
   "source": [
    "### Overall Accuracy Across Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "68971715-37c7-43ef-8e2d-b399850d7f5d",
   "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>participant</th>\n",
       "      <th>accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.430556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.725694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.885417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.871528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.774306</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  accuracy\n",
       "0       13351  0.430556\n",
       "1       14312  0.725694\n",
       "2       15899  0.885417\n",
       "3       22599  0.871528\n",
       "4       23765  0.774306"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_participant = (\n",
    "    df_trials\n",
    "    .groupby(\"participant\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    "    .rename(columns={\"correct\": \"accuracy\"})\n",
    ")\n",
    "\n",
    "accuracy_participant.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "209a85d6-7d43-44dd-9eae-84e944fefabd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean accuracy: 0.759\n"
     ]
    }
   ],
   "source": [
    "mean_accuracy = accuracy_participant[\"accuracy\"].mean()\n",
    "print(\"Mean accuracy:\", round(mean_accuracy, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9759277a-d9fd-4e43-aafd-d41b2e4561a4",
   "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>block</th>\n",
       "      <th>accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.741760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.765081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.771455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   block  accuracy\n",
       "0      1  0.741760\n",
       "1      2  0.765081\n",
       "2      3  0.771455"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_block = (\n",
    "    df_trials\n",
    "    .groupby(\"block\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    "    .rename(columns={\"correct\": \"accuracy\"})\n",
    ")\n",
    "\n",
    "accuracy_block"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "052ba9c5-7223-4bf6-ac7b-d339a2abed41",
   "metadata": {},
   "source": [
    "### Reaction Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9ef749a5-66ac-402a-994a-df9e250e31ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean RT: 451.75 ms\n",
      "SD RT: 415.98 ms\n"
     ]
    }
   ],
   "source": [
    "rt_all = df_trials[\"rt\"].dropna()\n",
    "\n",
    "mean_rt = rt_all.mean()\n",
    "sd_rt = rt_all.std()\n",
    "\n",
    "print(\"Mean RT:\", round(mean_rt, 2), \"ms\")\n",
    "print(\"SD RT:\", round(sd_rt, 2), \"ms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "67661dd6-3887-40da-aa18-db6d3a15beaa",
   "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>block</th>\n",
       "      <th>rt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>462.739198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>460.450172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>432.111976</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   block          rt\n",
       "0      1  462.739198\n",
       "1      2  460.450172\n",
       "2      3  432.111976"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rt_block = (\n",
    "    df_trials\n",
    "    .groupby(\"block\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rt_block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "37ec5cae-049f-46ea-b84e-cf26b26fdbbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean RT correct: 414.07 ms\n",
      "Mean RT incorrect: 572.32 ms\n"
     ]
    }
   ],
   "source": [
    "rt_correct = df_trials.loc[df_trials[\"correct\"] == True, \"rt\"].dropna()\n",
    "rt_wrong = df_trials.loc[df_trials[\"correct\"] == False, \"rt\"].dropna()\n",
    "\n",
    "print(\"Mean RT correct:\", round(rt_correct.mean(), 2), \"ms\")\n",
    "print(\"Mean RT incorrect:\", round(rt_wrong.mean(), 2), \"ms\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8800ffce-1231-4bad-9d3f-890805ec9c52",
   "metadata": {},
   "source": [
    "### Missing Responses / Too Slow Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e728d4f4-056a-4d5e-b180-3941d717a5bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Too slow trials: 62\n",
      "Percentage: 0.32 %\n"
     ]
    }
   ],
   "source": [
    "slow_trials = df_trials[\"rt\"].isna().sum()\n",
    "total_trials = len(df_trials)\n",
    "slow_percent = slow_trials / total_trials * 100\n",
    "\n",
    "print(\"Too slow trials:\", slow_trials)\n",
    "print(\"Percentage:\", round(slow_percent, 2), \"%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "961f566d-b61d-4e68-8a9f-4516ea2aef39",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89255249-3b84-4791-9a1a-7c8d1122f699",
   "metadata": {},
   "source": [
    "### Accuracy Distribution Across Participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ea7eec15-c188-4dc7-a327-9dc581f480ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIXCAYAAAD9gON8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AACCP0lEQVR4nO3ddXwT9/8H8FfSJnWkQHGHIsWKFBlug+IwHIa7bwwYXzYYMmyD4cMZOpwOGUUHFApFyvAydIVSgZa6pM39/uivt6ZJ9SI0fT0fDx4PTnKf9+Wa5N73MZkgCAKIiIiIiIgMTG7qAIiIiIiIKG9g8kFEREREREbB5IOIiIiIiIyCyQcRERERERkFkw8iIiIiIjIKJh9ERERERGQUTD6IiIiIiMgomHwQEREREZFRMPkgIiIiIiKjYPJBRERERERGweSDiIiIzFZCQoKpQ8gz+F5TVjD5oDzN398fW7duxfDhw9GmTRu4urqiVq1aaNGiBQYNGoQ1a9bg2bNnpg7zk7FmzRpUqVJF/HfkyBGN7bNmzdLYfuPGDRNFSkR5nZ+fHwYPHgxfX1+tbUeOHNH4rlqzZo1eyx48eLDG8d+8eaPX439q3rx5g0mTJuHkyZOmDoVyAUtTB0BkCnFxcViyZAkOHjyIxMREre2BgYEIDAzEzZs3sX79enz++ef4/vvv4ejoaIJoiYgoq8LDw7Fq1Sr8/vvvSEpKMnU4Zi0uLg6bNm3Cli1bEB8fj1atWpk6JMoFWPNBec7Hjx8xYMAA7Nu3T2fikZZarcaff/6Jnj174smTJ0aIkIiIcmrJkiXYs2cPEw8j2LJlC9atW4f4+HhTh0K5CGs+KE9JTEzExIkT8fDhQ431rq6u6NWrF5ydnaFUKvHmzRt4enri5MmTUKvVAIB3795hzJgxOHz4MAoXLmyK8ImIKBOCIGS6T7t27VC7dm1xuWDBgnqNYenSpYiNjRWXixYtqtfjfyqy8l4TpcXkg/KUPXv24ObNmxrrpk+fjlGjRmmsq1atGtq1a4e+ffti/PjxiIiIAJDcHGvBggVYtWqV0WImIiL9cnBwgIODg8GOX6JECYMdmyi3Y/JBeYZarcamTZs01vXt21cr8UitQYMGWLhwISZPniyu8/T0xLNnz1CpUiWsXLkSv/76q7htxIgRmDFjhs5jffvttxodtJcuXYru3btr7HPu3DkcOXIE9+7dw8ePH+Hg4IBKlSqhdevW6NevH2xsbLSOe+TIEXz77bfi8v79+xEeHo4VK1bg+fPnsLOzQ9WqVbF582YolUoAwMuXL7F79274+Pjg7du3iI2NhVKpROHCheHi4oJ+/fqhSZMm6b4vhhQXF4f9+/fj3LlzePbsGSIiIiCTyZAvXz6UK1cObdu2xaBBg8Rz0eXZs2fYs2cPbty4gcDAQCQkJMDR0RHVq1dHt27d0KFDB8hksnRff/nyZRw7dgy+vr54//495HI5ihYtinr16qF///6oVauW1mtmzZqFo0ePiss7d+5Ew4YNNfZ58+YN2rRpIy67ublh165d4rIprqVarcbp06dx4sQJ3L9/H2FhYVAoFChRogTc3NwwaNAgVKxYMd0Y69evjz179ug89uzZs3H48GFxecGCBejTp0+6saQVFBSEnTt3wtvbG//++y9iYmJgaWkJR0dHVK1aFd27d0eHDh0yPEZOruXgwYPh4+MDAChfvjyOHz+OVatW4ejRowgPD4eTkxP69++v9d3x8OFDHDlyBD4+PggMDIRKpULhwoVRv3599OzZE25ubunGmZiYiGPHjsHT0xN+fn74+PEj1Go17O3tUa5cOTRv3hwDBgxAgQIFdL4+NjYWBw4cwIULF/Ds2TOEh4cDAAoUKIAKFSqgdevW6Nu3r87vkMy0bt0ab9++BQDUrVsX+/btw+PHj7F161b4+PggLCwMRYsWRcuWLTF69Gg4OTmleyxvb28cPHgQ9+7dQ0hICFQqFaytrVGiRAnUrVsXw4YNQ/ny5TOMoWnTpli9ejWWLFmCM2fOIDY2FsWKFUO3bt2wevVqrdd++eWX4v/9/PwAaP8dT5w4EZMmTdJ6bXY/HylS/w0BwPnz51GqVClxuUqVKuL/u3Tpgp9++gk+Pj7YsWMH/v77b0RGRqJUqVJo164dRo4cmWGi5OnpCQ8PDzx69AihoaFITEyEnZ0dSpYsiUaNGmH48OE6r0na93Tr1q3w9/fHtm3bcOnSJYSEhCBfvnxo0KABhg8frvFZuXHjhsb7muLbb78V39fU5ywIAjw9PXHixAk8evQIHz58EOMsXbo0GjdujEGDBqFYsWLpnieZDyYflGfcuXMH79+/F5ctLS0xYcKETF/3+eefw9nZGU+fPgWQ/CV6+vRpTJw4EV988QU2btwoVj2fOHEC06dPh1yu2Z0qNjYWp0+fFpcdHBw0bppiYmIwffp0nD9/XuN1oaGh8PHxEX+U1q9fDxcXlwzj/euvv7Bx40axuVjKTUzKzerp06cxffp0qFQqjdfFxcXhzZs3YpOz0aNH4+uvv870/dGnkJAQDB06VOcIYx8+fMCHDx9w+/ZtHDlyBLt379Z5I7Z27VqsW7dOPP8UQUFBCAoKwsWLF8WbFzs7O419oqOj8c0332hdBwB4/fo1Xr9+jaNHj2LMmDGYNm2atJPNAkNfy/fv32PixIlaowGpVCo8e/YMz549w4EDB/C///0PAwYMAJD8eViwYAFiYmIAJH+uQkJCUKRIEY1jJCYmaryPSqUy00QhtVu3bmHs2LGIjIzUWJ+UlIR3797h3bt3uHjxIjp37oyffvpJK5nU57WcOXOmxig+b9++RaFChcTl+Ph4/Pjjj/j999+1Xuvv7w9/f38cPXoUn3/+ORYvXqz1d/fx40eMHDkS9+/f13p9WFgYwsLC4Ovriz179mDLli2oVq2axj5v3rzBsGHD8O+//2q9PiQkBCEhIbhx4wb27duHbdu2oWTJkhmeb2YOHTqEefPmafzd+fv7Y9euXTh27BjWr1+vM9FasmQJtm/frrU+Ojoa//zzD/755x8cO3YMK1asQNu2bdMtX6VSYfTo0bh165a47vXr1yhevLik80orJ5+PnFq3bh3WrFmj0Yzp+fPneP78OY4dO4YtW7agcuXKGq9JSkrCV199pfHbkiIiIgIRERF4/PgxDh8+jC1btmg0M9PlwoULmD59OqKjo8V179+/x59//glPT08sXrxY64FZVsTHx2Py5Mn466+/tLaFh4cjPDwcDx48wJ49e7B27Vp89tln2S6Dchd2OKc849q1axrLNWrUyHI73LQjeKQMIZvyxCZFUFCQzuFlz5w5I96sAUDnzp1hbW0NIDmZmTZtms6bpNQCAwMxdOhQ8UlVejZs2KB14925c2cAyTcIM2fO1LpZ1WXTpk06h6g0pFmzZmVpaON//vkHK1as0Fq/YcMGrFmzRuv80/Ly8sJ3332nsU6tVmPy5MmZXgdBEPDrr7/qvNHUN0Ney7i4OAwfPjzTa5yYmIj58+fj0qVLAAA7Ozu0b99e3K5Wq3HmzBmt1928eRMfP34Ul1u1aoV8+fJlGisAREZGYvLkyVqJhy4nTpzQGt5Tn9fy5cuXWse3srIS3wNBEDBp0qQs/T14enpixIgRWnMh/PDDDzoTj7Tev3+P8ePHIy4uTmP9V199pTPxSOvVq1eYOnWqpHb6L1++xNy5c9P9u4uMjMTYsWO14jlx4oTOxCOt+Ph4zJo1S+scU7tx44ZG4gEk96nI7HOfHTn9fOTE9evXsXr16nSvS2BgIEaOHKnxeQKSO3vrSjzSioiISLdGPsWLFy8wdepUjcQjNbVajfnz5yMqKirT8tJas2aNzsQjrZiYGEyePBnBwcHZLoNyFyYflGcEBgZqLKeu9s5M2n1Tj9neu3dvjW0eHh5ar0+7LvVrTp48qfHFXKBAAfzvf//DwYMHsWnTJo2nQBEREViyZEmW4t26dSv27t2LgQMH4vPPPwcAbN26VeNH/fPPP8euXbvg4eGBDRs2oGbNmhrHMeY8Hffu3YOXl5e4XKJECaxcuRIeHh7Ys2ePVhV/2tj+/fdfrbH6O3XqhM2bN+PgwYOYOnUqFAqFuO3kyZO4e/euuOzh4aFRvkKhwLhx47B3717s2bMHXbt21Tj2ypUrNRJKQzHUtdyyZYvYBAUAbG1tMWPGDBw4cADbt29Hs2bNxG2CIGj83fXo0UPjWLpugDw9PTWW075/Gfn999/x4cMHcdnNzQ3btm2Dh4cHtm7diqZNm2Z4boa4loMGDcKhQ4ewevVqjBkzBvb29gCAXbt2adx4WlhYYNiwYfj9999x6NAhTJ48WXzQAAC+vr5YuXKluBwbG6uRvBUvXhw//vgjDh48iGPHjuGnn35C2bJlxe0BAQE4duyYuPzy5Uv8/fff4rKzszNWrFiBw4cP48iRI1i4cKFGLU3az1l2hYWFITExEc2aNROvybfffiu+H0ByTcayZcs0Xrd+/Xrx/zKZDOPGjcOhQ4dw6NAhLFmyRCPGyMhIPHr0KNNYJk+ejMOHD2Pp0qUYM2YMPv/8c5w6dUqr1mTp0qU4deoUTp06leXzlPL5yK6QkBAAyc2vdu/ejSNHjmDSpEka31eBgYHYsGGDuJyQkIAtW7aIy0qlUmzae/DgQXz//fcaf3evXr1CUFBQujEEBAQgPj4ebdu2xfbt23H48GEMHz5cY5/o6Gjxs1arVi2cOnUKAwcO1Njnq6++Et/rlId7qf9e8+XLh++//x779++Hh4cH1q5dixo1aojbo6KiNJqiknlisyvKM0JDQzWW8+fPn+XXpn1iGxYWJv6/bdu2KFiwoLjO09MTc+fOFdtWBwUFwdvbW9y/WrVqGk2ndu/eLf5fJpNh/fr1qFevnriuadOm6N+/v3iDcf78eQQHB6fbrlomk2H16tUoV64cAGgcq2PHjihevDj8/PwQGRmJlStXwsLCAgBQtWpVFCpUSKNNfkY/VvpWuHBhzJs3D35+fnj69CmmT5+OunXritvr168PLy8vvHjxQmds+/bt0xhas2/fvpg/f764XKtWLajVarFNePHixfH48WPUqVMHgOZ1AJKbiKTUMqSUHxISAm9vb1hYWMDR0RH//PNPpk0ZpDDUtRQEAXv37tUoa9u2bXB1dRWXGzRogK5du+LFixdQKBRQKBR4+/YtSpYsiYYNG6JkyZJiLdytW7c0ml6p1WqcO3dOPFaBAgXQokWLLJ93o0aNMGPGDDx9+hT+/v7YsGGDxs1t1apVNZLytH8L+r6W9erVE2vKatasKSaAarUa27Zt09h30aJFGslZzZo1UbduXQwfPlx8Mr97926MHDkShQoVQnR0tMaQ302aNEGvXr3E5WrVqqFGjRpYu3YtKlWqhMqVK2sklimDYaTo0KEDOnXqJC67uLigfPnyOHjwoPj6zJpuZqZZs2bYtGmT2Ly0atWqqFatmsYDgvPnzyM0NBSOjo5ISkrCxIkT4efnBz8/P1SqVAlTp07VeI9CQkLw888/i+sy++7p2rWr2Gw29c2rro7kxYsX19kvIz1SPx850adPHyxYsEBcdnFxQcmSJTFr1ixx3ZEjRzBz5kzI5XIkJibif//7H54+fQo/Pz80b94cQ4YMEfetVasWnj59qlEjFxQUlGFtv7u7u0ZiXKNGDbx48ULj4Zi/vz8AwMbGBhUrVtQaJaxIkSJa73Xqv9Hq1atrJCxVq1aFm5sb5s2bhwoVKqBixYoa15PME5MPyjOy0jwlPWmr81NXjyuVSvTo0UO8CYmJicG5c+fQpUsXAMAff/yh8frUtR7R0dG4d++euFyyZEmNG0wg+Ulqu3btxOQjKSkJt2/fRseOHXXG6uLiIt6sptWwYUOtTtBActOBx48fazWfyajpg76VKFEC/fv317nt3bt38Pb21qjyTxtb2qffuo41YMAAuLm5oUqVKhoJZdonrQUKFIC7u7vW67///nvExMSgcuXKsLKyytqJSWCoa/nPP/9o1CxUrVpV48YKSK4tWLFiBeRyOSpUqKDxFFYmk6F79+5Yt24dgP+aXqXcVKT0A0nRsWNHjddnpmbNmlo1N0Dy5+6ff/7BlStX0j03Q1zL1Dfzqd26dQvv3r0Tl6tUqaJVKwQAjRs3RsuWLXHhwgUAyU+tL1++jB49eqBQoUIoXry4eJzDhw/jxYsXaN26NRo2bIjq1aujfPnyGjfmqVWsWBE2NjbisK5r1qzB7du30aJFC7i5ucHZ2Rn169dH/fr1MzzH7Bg7dqxWv7aGDRvC1dVVbKakVqvh6+uLNm3awMLCAu7u7jqvQ0xMDO7evYs7d+5orM9s3oj0rok+SP185MT48eO11nXv3h2//PKLWGsfERGBp0+fomrVqrC1tU23/0VERARu3bol9lNMkdl7OnToUK119erV00g+clLbW6NGDdy+fRtAchOzrl27ol27dmjYsCFq1aqF/PnzayQ9ZP6YfFCekbZzctr2sxlJXdOh61hffPGFxhNQDw8PjeQjhbW1tbgeSG6+lfpp/Zs3b7LUHCyjfhG6RopJKzY2FleuXMHNmzdx7949+Pn5aYxJn8JUY7jfu3cP3t7e8PX1xcOHD3W2AU4bW8oTuRS6nnQWLFgQDRo00Fr/9u1bjQSxfPnyWjdXAFChQoUsn4Mu2X0/DXUt07bHr1Spks5jp+3YnFqPHj2wfv168bienp5i8pE28enWrVum56GLSqXCtWvXcPPmTfz999949OiRzjbnqc/NENcyvevw8uVLjeWMRrNyc3MTkw8g+QYXSE7kvv32W0ydOlWM29fXV7yJt7KyQu3atdGsWTN06tRJ68m6vb09pk6disWLFwNIfi+uXr2Kq1evAkjuo+Pq6oqWLVvC3d1do3lTTqVXc1KjRg2NPhJpm7oCyU2M/vrrL9y5cwcPHjzA8+fPdU4GmFn/jax8NnJKH5+P7HB0dNTZWV4mk6F69eoa72NgYCCqVq2qsZ+/vz8uX74svqevX7/W+V2T2XuaunlfirQtBHIyceM333yDIUOGiMlPSg3Y2rVroVAo4OLigiZNmqBTp07pvtdkXph8UJ6Rdtz1tBMNZiR1218AGkMmAsk3uvXr1xc7QV67dg3v379HSEiIxtOn9u3bazxxz0nnPQDiMJq6ZDRZliAI2LBhAzZv3qz1BMva2hqVKlXCgwcPchSTPty6dQtz587VSq5kMhnKly+P0NDQdJPG1B0lZTJZhkPxppX2Okh9ignoTjSy+8NtqGuZtlNpdt6rFKVLl0b9+vXFeXNu3bqFDx8+oFChQjh79qy4X9myZbWeGmfF/v37sWLFCq3rrVAoUL16dY1+DqkZ4lqmdx3Sfg4zasqZdlvqzvSff/45tm/fjpUrV2r0QwKSn1anjHj3yy+/oGfPnvjuu+80amuGDh2KYsWKYe3atWJSkyI6OhpeXl7w8vLCsmXLMGzYMEydOlVnQpYVMpks3eF6UzeNSyk7RXh4OBYsWIBTp05pfQ4KFCiAwoULZ2mwiRT6nhQwNX18PrIjo+GP076nqT/r7969w9y5c3H58mWt75siRYrAxsYmSwMRpNA1nK8+Pj+urq7Yv38/fvrpJ1y7dk0jCVKpVLh79y7u3r2L9evXo23btli4cKFBry+ZHpMPyjPc3Nw05vl4/Pgx/P39Ubp06QxfJwiCxs1UyrHS6t27t5h8JCUl4fz58wgICNDY54svvtBYTt0hEEjuLPrLL79kei4ZjRqU0Q/ZqlWrNDoturq6omvXrnB1dUXlypXx7t27DIe4NCQ/Pz+MHDlSfGpfsGBB9O3bFw0bNkSNGjWQL18+DBw4UGuUmxR2dnZi22JBEBAVFaX1w52etPvlNClMLXU7/hS6aiQyYqhrmXao16yMKqVLjx49xOQjKSkJZ86cgYuLi8bffeqavqxK6TCbwtnZGT179kTdunVRrVo1WFpapvvU2RDXMu3nNEXhwoU1ljN6KJBZotKoUSPs378f/v7+uHTpEq5fv467d+9qNF9LSkrCwYMHkZSUJNZ0pOjQoQM6dOiAp0+f4sqVK7hx4wb+/vtvjeQtISEBGzduhFKpxMSJEzM85/QIgoCwsDCdN4dp3+uUayEIAiZMmKAxwWunTp3QqlUr1K5dG2XKlMGhQ4fwv//9L8txpHdN9EFfn4+s+vjxIwRB0Dn3UNqyU2KLjY3FsGHDxNo3S0tL9OzZE82aNUOtWrVQrFgxrFq1SqOjf2ZS+owZQrVq1bB161YEBweLf9937tzR+o08d+4cIiIi2OnczDH5oDzDzc0Njo6OYsdztVqNFStWZNrW9NChQ1pNelI6nKbWoUMHLFq0SLwBPnfunEZ78LJly2q10S9VqhRkMpn41CooKAjlypXT+hF49eoVbGxssjQ0sKWl7o91VFSUxlCX1atXx+7duzX2N/SPbEY2b96scXO+detWreYdGcVXunRpjdqsx48fazWx+vjxI6ZOnSp2bKxatSrq1auHkiVLQi6Xi0/kXr58ifj4eK2+ANeuXcPOnTvF19etW1ds/pH2fdc1ZGV2h5A01LVMm3A/efJE537Hjh3D+fPnUaFCBVSoUAFubm4azUM6dOiAhQsXik9jT58+rTUUdHZGuUqxdu1a8f9FihTB/v37YWtrK67L6CZfH9cyrfSuQ9oa0NSTyqWVtk+SruaVQUFBKFCgAAYNGoRBgwYBSG6K+ddff2HZsmVis5Xjx49j7ty5GjfggiAgICAAZcqUwYgRIzBixAgIgoAXL17A09NTYyjXgwcP5jj5AIDbt2/rTGwfP36ssZzy/nh7e2skHoMHD8acOXM09s1ukpjRE/mMJhDNCn19PrIqOjoaT5480ZlQp1frfuLECY1mf9OnT8ewYcM09jXG93l23uvQ0FBYWlqid+/eYt/HkJAQeHl5YenSpWLzZh8fH/z7778oU6aMQWIm0+NQu5RnWFlZaQ0deOrUKfz888/ptoX966+/sGjRIo11bdq00WpzCyQ/iUt9o3X16lWNJhBpaz2A5KefqY8VHh6uNcpKfHw8hg0bhubNm6NBgwbo37+/OOKTLun9GLx48UKjY669vb3WTdXx48fTPa6hpb1xSftk+MmTJxk2y0ib2KUd8QhIvlnw9vbGnj17MH/+fPHpmoODA6pXry7uFxsbi0OHDmm9fteuXbh48SK2bt2K2bNna4xilrbJgq5YszImf2qGupbOzs5wdHQUl1OetqeWlJSEnTt34syZM/j111/F0adSSzvnx82bNzX6OLm6uupsR56R0NBQjTbu1tbWWk+5T5w4ke7r9XEt00rvOtStW1djckU/Pz+NWe5TeHt7a7y/NjY24lCtx44dwxdffIF69eqhefPmWvPXlCpVCoMGDdJIjFQqlXizvmXLFnTv3h2urq5o3bq11uh5FStWxLhx4zT+PtP2YcuuDRs2aM1Vcu/ePbFTMZCcHKSMJJd22Ny0n22VSqW3z4aubbpqITOir89HdqSdYBBI/r5IXTPg6Ogo9lXK7D2Njo7GxYsXcxxPVmX2Xl++fBn9+vVDw4YN0bhxY41Z5YHkhws9evTQGNkQkP43Sp821nxQnjJkyBBcuHBBY2SVTZs2wcvLC3379kX16tWhUCjw77//4uTJk1pzFRQpUgRz585N9/i9e/cWf/xTt2u2tLTUOQoOkDwqU+omJosXL0ZAQADatGkDtVqNjRs3ij9AERERCAkJyfYNHQCtJ78+Pj5YvHgxOnfujMjISBw+fFjrpi7tDYYhpY1vypQpmDZtGvLly4cbN25gy5YtWm3FExISxPbY/fv3x2+//Sbuc/r0aUybNg39+vWDnZ2dOJFXaqlHHhs4cKDGD+PixYvx/v17tGrVCiqVCseOHdPoMGxra6sxek/aDsy//fYb6tati0aNGiE0NBSbN2/GkSNHcvLWaJF6LWUyGQYMGKBRwzB16lRMmjQJjRo1QmRkJHbu3KlRk1SyZEmdMw/36NFDHMc/KSlJY4jUnDS5UiqVGrWB/v7+mDFjBgYNGgSVSoU///xTa0K/tH+nUq9lVllaWqJfv34a88v873//g5+fHzp06AALCwtcvnwZmzdv1njAMXToUHHQilKlSmlMMLh3714kJSWhY8eOKFiwID58+ICTJ09qPH13dHQUb44LFy6skbivXLkS4eHhaNGiBezt7REYGIgDBw5oDHcqtVPvgwcPMHjwYIwbNw7FihXD3bt3sXLlSo2b588//1xsHpr273Xr1q0oVKgQ6tSpg9evX2P79u1afXikfPekriUDkgcAyZ8/P548eYKePXtm2t9Fn5+PrDp//jzGjBmDYcOGoUCBArh69arWvEW9e/cWb/bTvqc//fQTLCwsULlyZfj5+WHz5s0a81EBhvk+T/tee3p6olq1anj9+jWaNm2K8uXL4/79+2JS8tdff2Hy5Mn44osv4OTkhPDwcPz1118aiZJCocjRbxzlHkw+KE9RKpVYu3YtRo0apfHD8ejRowyTCiA58diwYUOGTZ+qVq2KWrVqaQyfCwDNmzfXeEKa2hdffAEPDw/xqWFSUhK2bdumNX8AAMjlcsydOzdHbXMrV66MUqVKafwg7dixAzt27Ej3NWnnRjGkVq1aaVyTBw8eYMSIERm+JjQ0FMWKFQMAlClTBuPHj9f4wc5oYrG2bdtq3Cx0794dx48fx7Vr1wAkP41dv359um2mp06dqjHqWfPmzaFUKsUf+PDwcAwdOhSWlpbiD6+NjQ0sLS0lN4fQx7UcOXIkzpw5Iz6tjYmJwdKlS9N9/ezZs3U2P0o750cKhUKRoxt6e3t7NGjQQKMJ0/HjxzOsyUl7blKvZXaMHTsW3t7eGv29tm/fnu5s3g0bNhTnpwCS5xzp1q2bxkSk+/fvx/79+9Mtc/To0eINdNeuXXH48GHx/UpMTMSmTZs0+rfpilkKS0tL3L17F2PGjNG5PV++fPj666/F5ebNm8PCwkJ8MBAbG4sffvghwzKkfPekba7j4eEhvr/NmjXLUvNVfX0+ssLCwgJqtRqXLl1Kd6b0kiVLYvTo0eJyq1atNP7GPnz4kOks5ob4Pk/7XqcMbgAkz71Ut25djB49WuOz5+npqfVgL7V+/frl+PNIuQObXVGeU6hQIezbtw9DhgzJ8lwNrVu3xuHDh3XOPZBW6ondUqSdBT01CwsLbNy4UeecDakplUosWrRIY2bd7JDL5Vi0aFGG51y2bFmNeSUePXqUo6EVc2L48OEZTn6mUCi0niymfmIMABMmTMC4ceMybYfcsmVLLF++XGOdXC7HmjVr0LJlywxfK5fLMX78eI0JvQCgaNGimDVrVrrNEPLly4fVq1drdVLOCX1cSxsbG2zduhW1atXKsCyFQoEffvgh3c7rKXN+pNW8efMcj1gzd+7cDG8+ChcurPG38ubNG41mGlKvZXZYWlpi48aNOptVptW1a1ds2rRJq7/CwoUL052zITWZTIaRI0dqtO2Xy+VYt26d1qzvuigUCsyZM0ejqVxOrFy5Mt3BEAoUKICNGzdqjC5YtmxZjUkFdWnatKnGzXvaz3Z2tG/fXuuJfIrU/fAyoq/PR1YULFgQCxYsSPehUsmSJbFlyxaNwRQaNmyIvn37ZnjctH//Ut7T9DRp0iTdCW9T3uvJkydj5MiRWRphrVu3bpg5c6ZeY6RPD5MPypOsrKwwe/ZsnDt3DjNnzkSLFi1QsmRJ2NraQqFQoEiRInB1dcXYsWPh4eGRaY1Hau7u7hqjpTg5OWU6u7ODgwN27tyJNWvWoEOHDihRogSsrKxgZWWF8uXLY9CgQThx4gR69uwp6bwbNWqEw4cPo3PnznBycoKlpSXs7e3h4uKCqVOn4siRIxpzMoSHh4tPsQzNzs4Oe/fuxeTJk+Hs7AwrKysolUqULl0aPXr0wKFDh7Bo0SKNm/u0TYtkMhmmTp0KDw8P9O3bF+XKlYONjQ0UCgWKFSuG9u3bY926ddi4caPOmxN7e3ts3LgRGzduxOeff45ixYpBoVDA2toa5cuXR58+fXD48GFMmTJF5zkMHDgQ27dvR6tWreDo6ChevxEjRuDkyZNo3ry53t4vfVxLJycn7N+/H8uXL0fLli1RpEgRKBQK2NrawtnZGV9++SVOnDiBfv36ZRhLjx49tJKunHQ0T1GpUiUcO3YMffv2RcmSJTViGjVqFDw8PDQSBrVarVXDJfVaZoe9vT0WLVqEI0eO4Msvv4SzszPy5csHa2trlC5dGj179sS+ffuwfPlynaM0KZVKLF26FHv27EGvXr1QsWJF2NrawsLCAvb29qhSpQr69++Pw4cP45tvvtF6fb58+bB161Zs3LgRnTt3RpkyZWBtbQ0LCwvky5cPNWrUwPDhw3H8+HEMHjxY8vm2aNECx44dQ+fOnVGoUCEoFAqULl0aQ4cOxalTp7Ta7wPJtTWbNm3CZ599hvz588PS0hIFCxZEo0aNsHTpUmzevFljgIirV6/muN1/sWLFsGfPHrRq1Qr58uWDUqkUP/8ZDYeclr4+H1nRu3dv/P7772jVqhUKFCgAKysrVKxYERMmTMAff/yhc16a+fPnY9myZahXrx7s7OxgaWmJIkWKoGXLlli/fj02btyo0XzJ09Mz2/1fMmNjY4M9e/agU6dOKFiwoPj72axZM7FzvEwmwzfffIOjR49i0KBBqFKlCuzs7GBhYQFbW1tUqFABPXv2xM6dO7Fs2TK9DO9LnzaZYKpZxIiIyCy8fPkSHTp0EJft7e1x7do1o8wCT4bXunVrjWZ19+7d47WVKPVoZ4ULFxYnhSTKC1jzQUREkqTtX9C+fXvenBIRkU7scE5ERNny5MkTxMfHQ6VS4dSpU1qjeGXWFp2IiPIuJh9ERJQtf/75J3799Ved25o0aSLO70BERJQWm10REVG2pAxvnJaTkxMWLFhg5GiIiCg3Yc0HERFlS+XKlVGuXDkEBwfD0tISJUqUQJMmTTBixAi9DCVMRETmi6NdERERERGRUbDZFRERERERGQWTDyIiIiIiMgomH0REREREZBRMPoiIiIiIyCiYfBARERERkVEw+SAiIiIiIqNg8kFEREREREbB5IOIiIiIiIyCyQcRERERERkFkw8iIiIiIjIKJh9ERERERGQUTD6IiIiIiMgomHxI0KtXL/Tq1cvUYRARERER5QqWpg4gNwsPDzd1CEREREREuQZrPoiIiIiIyCiYfBARERERkVEw+SAiIiIiIqNg8kFEREREREbBDudERERkMFGRcbh5+am43KC5M+wdrE0YERGZEpMPIiIiMpiYyDhcOvVAXHZxLcPkgygPY7MrIiIiIiIyCiYfRERERERkFEw+iIiIiIjIKJh8EBERERGRUTD5ICIiIiIio2DyQURERERERsHkg4iIiIiIjILJBxERERERGQWTDyIiIiIiMgomH0REREREZBSWpg6AiIiIzJeFpQWKFMuvsUyfLrVaQGx0vKnDMBgbOyvI5TJTh5GnMfkgIiIigynk5IAJ33UydRiURbHR8Vg+64ipwzCYb5b0hJ2DtanDyNPY7IqIiIiIiIyCNR9EREREpKVpazcolQpThyFZQoIKXhd8TB0G/T8mH0RERESkRalUQGmlNHUYZGbY7IqIiIiIiIyCNR9ERERkMB+CI/H7xsvicr8xzVHIycGEERGRKTH5ICIiIoNJSkxCSGC4xjIR5V1MPsisValSRfy/paUlrl69igIFCmT6OrVajRYtWiA4OBgA4Obmhl27dhkqzDzn+vXr2LFjB+7evYuoqCgULlwYjRs3xrBhw+Ds7Jzt46W+zlmR3vWMjIzEb7/9hnPnzuHff/9FYmIiSpcujbZt22L48OHInz+/jqMRERFRVrHPB+UZiYmJOHfuXJb2vX37tph4kH7t2LEDQ4YMwcWLFxEWFgaVSoV3797hyJEj6NWrF44fP27wGOzs7LTWPXz4EB06dMCaNWvw+PFjREdHIz4+Hs+ePcOvv/6Kbt264fXr1waPjYiIyJyx5oPyFE9PT3zxxReZ7nfq1CkjRJP3XLhwAUuWLAEAtGvXDuPGjUPx4sXx5MkTLF26FE+ePMG3336LihUronr16lk+7p07dzLcLggCpk6diitXrqBgwYKYM2eOxvagoCAMGzYM4eHhKFCgAKZPn46mTZsiJiYGp0+fxoYNG/Du3TtMmjQJR48ehYUFZ2gmIiLKCdZ8UJ6Q0pTH29sbERERGe6blJQET09PAEDhwoUNHlteIQgCVqxYAUEQ8Nlnn2H16tVwcXGBo6MjmjRpgj179qB8+fJQqVT4+eefs3VsOzu7DP8dPHgQV65cAQAsWbIEpUqV0nj94sWLER4eDgcHB/z222/o3bs3ihcvjooVK2LChAmYO3cuAMDPzw+XL1/WKp+IiIiyhskH5QktW7aEjY0NVCoVzp8/n+G+Pj4++PDhAypWrIjKlSsbKULz5+XlhX/++QcAMHnyZMjlml8/9vb2mDRpEgDg6tWrePfunV7Kff78OVasWAEA6NOnD1q2bKmxPSQkREw2x48fj6pVq2odo0ePHsifPz+USiUePnyol7iIiIjyIja7ojzBxsYGzZs3h6enJzw9PdGjR4909/3zzz8BAO7u7rh161amx75w4QIOHTqEe/fu4ePHj8iXLx9q1aqFPn36oHXr1um+LikpCSdPnsTZs2dx//59hIWFAQAKFCiA2rVro1evXmjRooXW61q3bo23b99i2bJlaN++PbZt24bTp0/D398flpaWqFq1Knr37o2uXbtCJpNlGn+KGzdu4Msvv8zy/kD2OuJfunQJAODo6IjatWvr3KdFixawsLBAUlISLly4gIEDB2YrHl3mzZuHhIQEFC5cGN98843Wdk9PT6jVatja2mLAgAE6j2FpaYnLly/D2tpacjxERER5GZMPyjM6dOgAT09PeHl5ISoqCvb29lr7JCYm4syZMwCAjh07Zph8xMfH45tvvhGfmqf48OEDLl68iIsXL6Jz585YvHgxlEql1j6jRo3S+RQ9MDAQgYGB8PT0xNixYzFt2jSd5YeFhaFXr154/vy5xvqbN2/i5s2buH79OhYvXpxu/Mb25MkTAEC1atXSTYrs7e1RunRpvHr1Cg8ePJBcpqenJ3x8fAAAU6dORb58+bT2uXfvHgCgTp06WslFYmIiLC2TvyaZeBAREUnH5IPyjFatWsHGxgaxsbE4f/48unXrprWPt7c3wsLCULVqVVSsWDHD482ePRuenp6QyWTo168f+vbtixIlSiAoKAhHjx7Fjh07cOLECdjY2GDhwoUar/3222/x8OFDWFpaYsKECWjfvj0KFSqE0NBQXL9+HWvXrkVoaCg2bdqEXr16oUyZMlrl//LLL1CpVBg7diy6du2KggUL4v79+1i0aBFev36NI0eOoGvXrmjcuHGW3p/69etn2nE7rex0vH779i0AoGTJkhnuV7x4cbx69Qpv3rzJVixpqdVqrFy5EgBQvnx59OrVS+d+KU3BypYtCwA4c+YMdu/ejXv37iEuLg7FixdHhw4dMGbMmCwN00xERETpY/KRC0RFxiEmMi7L+1tYWuicPfZDcGS2JneydbCGvYPm016VKglhIZFZPgYAFCziAIVC8yY15Zx0lWEoNjY2aNGiBU6fPo3Tp0/rTD5SRrnq1KlThse6du0aTpw4ASA5kRgyZIi4LX/+/Jg5cyZKly6NH374AQcPHkTfvn1Rs2ZNAMCzZ8/EJkhTpkzB6NGjxdcWLFgQFStWRKlSpTB69Gio1Wp4e3vrTD5iY2OxaNEijdG7WrRogTJlyqBjx44QBAGenp5ZTj4sLCx0DkGrLynNynTVPqTm4JD8t5vZwACZuXDhAl6+fAkAGDlypFYfkxQhISEAkq/b7NmzcfjwYY3tAQEB2LZtG/78809s3bo106SUiIiI0sfkIxe4efkpLp3KehOUIsXyY8J32jfPv2+8rDHLbGZauNdAq061NNaFhURi/aLsDUM7/n/ucCpRQGNdyjnpKsOQOnbsiNOnT+Pq1ataTa9Sd0bv2LFjhsf5/fffASQ/xR88eLDOffr374/ffvsNr169wsGDB8XkIykpCcOHD8fbt2/Rt29fna9t0KCB+P/Q0FCd+xQuXBg9e/bUWl++fHmULVsWr169EmsbPgXx8fEAMm++ZGVlpbF/Tm3fvh0AULRoUXTt2jXd/aKjowEAhw8fRkhICJo0aYKpU6eiWrVq+PjxIzw8PLBq1Sq8e/cO48aNw7Fjx2BrayspNiIioryKyQflKS1atICtrS1iYmLw119/oXPnzuK2q1evIjw8HLVq1ULp0qUzPM7NmzcBANWrV0dsbGy6+9WuXRuvXr3SaM5UpUoVzJw5M93XREZG4tatW5DL5VCr1UhK0l1b5eLiku7T/EKFCuHVq1eSb+D1ycLCAmq12ihlPXz4UOyvM3ToUK0+N6nFxSXXKoaEhKBFixbYsGGD2JzMyckJo0aNQqlSpTB16lS8fv0a+/fvx7Bhwwx/EkRmwtbBGi3ca2gsE1HexeSD8pSUpld//vknTp8+rZF8ZLXJVVRUlFgbcfbsWZw9ezbTcgMDA3Wuv3fvHu7evYvXr1/j9evXePnyJd6+fQtBEMR9Uv8/tYIFC6ZbXsrNdnqv1cXQo12lDHWcWUKU1RqSjKQ0ibOwsNDZvC41a2trxMTEAABmzpypsx9Lx44dsXnzZjx8+BCenp5MPoiywd7B2qg13ET0aWPykQs0aO4MF1ftNv/psbDU3Qm435jm2e7zkVbBIg4Y/z/3LB8j5TVppZyTKZ6AdezYEX/++SeuXLmCmJgY2NraIiEhAefPn4dMJsu0yVVKM53siIqK0lh+9OgRZs+ejcePH2vtW6JECTRr1gwHDx7MsKYgZRSm3MLBwQERERGIjMy4z1BKX4+MkqvMpCSEDRs2RKFChTLc187ODjExMShcuHCG/Tnq16+Phw8fao0uRkRERFmXu+5eAGzatAm//fYbrl69muF+iYmJ6NOnDz5+/IgLFy4YKTrDsNdTp2xdndCzS6Gw0Oq/kRP6OqecSNv0yt3dHZcvX0ZUVBTq16+PokWLZvj61E/kR40ahenTp2erfH9/fwwePBhRUVFQKpVo27Yt6tSpg8qVK6Ny5cooUqQI1Go1Dhw4kKPzyylDj3ZVvnx5vH37NtPJA1NqiYoXL56tWFI8efIE/v7+AJLnaslMqVKlEBISIvY1SU9K/6BPqSkbERFRbpOrko9Lly5h9erVyJ8/f6b7/vrrr3j48GGmw3pS3mNtbY2WLVvi1KlT8PT0hLu7u8bEgpnJly8f7O3tERUVlWmHbkEQtOa02LBhA6KiomBhYYE9e/agVi3t5ggfP37MVpMpfTD0aFeVK1eGl5eXztqeFJGRkWLiUL169RyVc/nyZfH/bdq0yXT/qlWrwtfXF8HBwYiPj083Cfnw4QOA5H4gRERElDO6e6t+YgRBwO7duzFhwgSoVKpM93/06BF+/fVXKBQKI0RHuVFK06rLly8jIiICFy9ehIWFRaZNrgBAJpOhbt26AJKH3E3psKxLz5490bRpU42ZtVMmtatWrZrOxAMArl+/Lv7fWJ20DS1ltvbg4OB0JxC8dOmS2MG+adOmOSrH19cXQPJIZI6OjlmOK/VoZ2kJggBvb28ASHd2diLSTaVKQnDAR/GfSpX15r9EZH5yRfLRt29fLFiwAA0bNoSLi0uG+yYkJGDWrFlo2rRpjp+ckvlL3fRq+fLliI6ORqNGjbJ0swoAvXv3BpBcQ/HTTz/p3Gf//v149OgRQkJCUL58eXF9SlOlgIAAnYlLcHCwxjGzknDnBm5ubmJTqmXLliExMVFje1RUFNauXQsAaNmyJcqVK5ejch49egQAqFGjRiZ7JmvWrBlKlCgBAPj555/F+UhS27NnD16/fg0A6NGjR47iIsqrUoZoT/mX3bmiiMi85IrkIyAgAPPnz8eWLVsybRaybt06BAYGYv78+UaKjnIjKysrtGrVCgBw8OBBAJnP7ZFau3bt0Lx5cwDArl27MHnyZPj6+iIsLAzPnj3DihUr8MMPPwAASpcurTGK1GeffQYgef6OCRMm4O+//0ZoaChevHiBHTt2oEePHhrNuXLSwf1TZGFhIQ4xfOPGDYwePRp///03wsLC4O3tjUGDBuHly5dQKpWYNGmS1uvPnj2LDh06oEOHDumOMBYVFSX2GUmZsTwzlpaWmDdvHmQyGd68eYO+ffvi1KlTCAkJwb///osVK1Zg0aJFAIC2bdvmuEaGiIiIckmfjwsXLmQ4Tn+Ke/fuYfPmzfjxxx/ZLpsy1bFjR5w8eRKCIEChUKB9+/ZZfq1MJsPKlSsxZcoUeHl5wdPTE56enlr7lSpVCps2bdKYzHD06NHi7NteXl7w8vLSel2zZs0QFRUFX19f8Ym7OejYsSP8/PywYcMGXL16VWvgCEtLSyxfvlxnrUVkZKQ4Y3l6I2al7syeMlN6VrRo0QJLly7Fd999h9evX2PatGla+zRs2BA//vhjlo9JRERE2nJF8pGVxCM+Ph6zZs1C8+bN0b17d8MHlUpCQoJRy6PsS0pK0rpOjRo1gp2dHaKjo9GkSRPY2Nho7ZPS30KtVmttUyqVWL9+Pc6fPw8PDw88fPgQYWFhsLKyQoUKFdCmTRv0799fHMo3ha2tLfbs2YMtW7bgwoULCAgIgCAIcHR0RLVq1dC1a1e0bdsW27dvh6+vL27duoWgoCBx6NmUjui6YspK3KY2fvx41KtXD7t378a9e/cQERGBAgUKoH79+hg2bBiqV6+uM+bUzbQSExN17pN6Nvi073tmOnbsiJo1a2Lnzp24evUqgoKCYGNjgwoVKqB79+7o0qULLC0tP7n3k+hTl7bpqEql4ufoE5ZgJk1905OgUkGRkCsa/uQaWblPT00mGHtIHYkGDx6MFy9eaD0xXbp0KQ4dOoQTJ06IQ6X26dMH79+/N9hQu23btgXw34RmREREpCkkMAJbl58Tl0d80xZFiuUzYUSUkZioeKyeexIA0LrDZ1BaZe/G8lOUEJ+AC6eT7xsn/9AJtvYZD61O2ZPdSYFzRc1HZnx9fbFjxw7MmDEDCoVCfPqZmJgItVqN0NBQWFlZGWwYUbmcGTQREZEu8jTDjctlMv5ufsJkZn5tZHI5//5MzCySDy8vL6jVaixZsgRLlizR2t64cWP06NFD5zZ9yG51ExERUV6Rdth7hULB381PmEphHsO7p0fJvz+TM4vko3v37qhXr57W+oULFyI8PBzLly9nB3QiIiIiIhMzi+SjdOnSKF26tNZ6e3t7xMXFoUmTJiaIioiIiIiIUmOjNyIiIiIiMgomH0REREREZBS5rtnVrl27srzvgQMHDBgJERERERFlR65LPoiIiCj3KFjEAeP/566xTER5F5MPIiIiMhiFwgJOJQqYOgwi+kSwzwcRERERERkFkw8iIiIiIjIKJh9ERERERGQU7PNBREREBhMVGYebl5+Kyw2aO8PewdqEERGRKTH5ICIiIoOJiYzDpVMPxGUX1zJMPojyMDa7IiIiIiIio2DyQURERERERsHkg4iIiIiIjILJBxERERERGQWTDyIiIiIiMgomH0REREREZBRMPoiIiIiIyCiYfBARERERkVEw+SAiIiIiIqNg8kFEREREREZhaeoAiIiIyHxZWFqgSLH8GstElHcx+SAiIiKDKeTkgAnfdTJ1GET0iWCzKyIiIiIiMgomH0REREREZBRMPoiIiIiIyCiYfBARERERkVGwwzkREREZzIfgSPy+8bK43G9McxRycjBhRERkSkw+iIiIyGCSEpMQEhiusUxEeRebXRERERERkVEw+SAiIiIiIqNg8kFEREREREbB5IOIiIiIiIyCyQcRERERERkFkw8iIiIiIjIKJh9ERERERGQUTD6IiIiIiMgomHwQEREREZFRMPkgIiIiIiKjsDR1AERERGS+bB2s0cK9hsYyEeVdTD6IiIjIYOwdrNGqUy1Th0FEn4hc1+xq06ZN+Oyzz3RuCwkJwbfffoumTZuiRo0aaNOmDVauXImEhAQjR0lERERERGnlqpqPS5cuYfXq1cifP7/Wtri4OAwZMgRv3rzBgAEDULZsWdy6dQu//vornj59ig0bNpggYiIiIiIiSpErkg9BELBnzx4sWbIEKpVK5z67d+/G8+fPsWHDBrRu3RoA0L9/fxQvXhybN2/G9evX0ahRI2OGTUREREREqeSKZld9+/bFggUL0LBhQ7i4uOjc5/r16yhYsKCYeKTo3LkzAOD27dsGj5OIiIg0qVRJCA74KP5TqZJMHRIRmVCuqPkICAjA/Pnz0adPH3z55Zc691myZAnCwsK01oeGhgIALC1zxakSERGZlbCQSKxfdEpcHv8/dziVKGC6gIjIpHLFHfmFCxegVCoz3Kdw4cIoXLiw1vqdO3cCAOrVq2eQ2IiIiIiIKGv0knzEx8dDEARYWyeP3R0eHo79+/cjMDAQtWrVQufOnSXVPGSWeKRn3759uHjxIho0aID69evnuPzMcDQtIiIi3dL21VSpVPzd/IQlpNO31lwkqFRQJOSKXge5Rnbv0yUnHytXrsSOHTuwePFiuLu7IzY2Fn369MG///4LQRCwb98+HDp0CNu2bctxEpETHh4emD9/PooUKYJly5YZtCy1Wm3Q4xMREeVWakHQWubv5qdLMPNrI6jV/PszMUnJx+HDh7Fx40bY2NhAJpMBAPbv34/Xr1+jUqVKGDp0KDw9PeHl5YUdO3Zg9OjRegk6M7t27cKPP/6IAgUKYOvWrShRooRBy5PLmUETERHpIv//+4PUy/zd/HTJzPzayORy/v2ZmKTk48iRI7CyssKhQ4dQsWJFAMCpU6cgk8nw/fffw83NDd26dUPbtm1x4sQJoyQfq1evxrp161C0aFFs375djMuQjFmjQ0RElJsoFAqtZf5ufrpUCvOuFVDy78/kJKV+T58+RcOGDcUb/NDQUNy/fx/58uVDgwYNACR/ydSsWRP+/v7So83E2rVrsW7dOpQtWxZ79+41SuJBRERERERZI6nmIzExEVZWVuLy5cuXIQgCGjZsKDbDAv7rkG5IV65cwZo1a1C6dGns3r0bTk5OBi2PiIiIiIiyR1LyUaZMGTx8+FBc9vT0hEwmQ/PmzcV1YWFhuHPnDsqVKyelqEyldCpv1aoVvL29tbY7OzujWrVqBo2BiIiIiIjSJyn5aN26NTZs2IBhw4bB0dERFy9ehK2tLdq3bw8AOHHiBH799VfExMSgU6dOeglYl9DQUDx9+hTAf/N6pDVq1CgmH0REREREJiQp+RgzZgzu3Lkj1jRYWlpi7ty5yJcvHwBgxYoVCAgIQKdOnTB06FDJwQLJI1ml5ejoCD8/P70cn4iIiIiIDENS8mFtbY3ffvsNt27dQnBwMFxdXVG8eHFx+6hRo1CuXDk0btxYcqBERERERJS7SUo+bt68iUKFCqU7e3j//v0BAH///TeePn2K3r17SymOiIiIcpmCRRww/n/uGstElHdJGmp38ODB2LhxY6b7bd26FYsXL5ZSFBEREeVCCoUFnEoUEP8pFBamDomITChbNR/nzp3TmpI+ICAAZ86cSfc1kZGRuHnzJmeTJCIiIiLK47KVfHh5eWH//v3iskwmw61bt3Dr1q0MXycIArp06ZKzCImIiIiIyCxkK/n46quvEB8fLy4fPXoUZcqUQb169dJ9jZWVFcqVK4d+/frlPEoiIiIiIsr1spV85MuXT6PvxtGjR1GnTh325yAiIiKdoiLjcPPyU3G5QXNn2DtYmzAiIjIlSaNdPXnyRF9xEBERkRmKiYzDpVMPxGUX1zJMPojyMEnJR2rh4eGIjY3V6pCeWokSJfRVHBERERER5TKSk4+tW7di+/bt+PDhQ4b7yWQyPHr0SGpxRERERESUS0lKPvbv34/ly5cDSO4PUqhQIVha6q0yhYiIiIiIzIikTGHv3r2Qy+VYtmwZOnfurK+YiIiIiIjIDEma+e/ly5eoX78+Ew8iIiIiIsqUpOQjX758sLGx0VcsRERERERkxiQlHy1btoSvry/CwsL0FQ8REREREZkpScnHV199hQIFCmDChAm4e/cuEhMT9RUXERERERGZGUkdzidNmgQrKyv4+vqif//+kMlksLKygkwm09pXJpPh9u3bUoojIiIiIqJcTFLykTaZEAQBsbGxkgIiIiIiIiLzJCn5ePLkib7iICIiIjNkYWmBIsXyaywTUd7FGQGJiIjIYAo5OWDCd51MHQYRfSL0knwkJSUhLCwMKpUKgiCI69VqNeLj4/H+/XtcvHgRs2bN0kdxRERERESUC0lKPgRBwOLFi3Hw4EHExcVluj+TDyIiIiKivEtS8rFr1y7s3LkTAFCsWDHEx8fj48ePqFixIiIiIhAcHAwAKFu2LIYOHSo5WCIiIiIiyr0kzfPh4eEBmUyGTZs24a+//sLMmTMBAKtXr8bly5dx/PhxVK5cGe/evUO9evX0EjAREREREeVOkpKPV69eoWbNmmjevDkAoFatWhAEAbdu3QIAVK5cGevWrUNSUhI2bdokPVoiIiLKVT4ER2LdgpPivw/BkaYOiYhMSFKzq4SEBJQoUUJcLlu2LCwtLTWG4C1TpgxcXV3FhISIiIjyjqTEJIQEhmssE1HeJanmw9HREaGhoeKyhYUFSpQogX/++Udjv0KFCuHDhw9SiiIiIiIiolxOUvLh6uqKO3fu4OnTp+I6Z2dn3L9/HxEREQCSR8Ty8/NDgQIFJAVKRERERES5m6Tk48svv0RSUhL69esn9uno3r074uLiMHbsWBw7dgxff/01Xr9+jdq1a+slYCIiIiIiyp0k9fmoW7cuFi1ahMWLF4tNrdq2bYtmzZrhypUr8PX1hSAIyJ8/P6ZNm6aXgImIiIiIKHeSPMN5z5494e7ujvfv34vrNm7cCA8PD9y7dw/FihVD9+7dUbRoUalFERERERFRLiY5+QAAa2trlCpVSlyWy+Xo0aMHevTooY/DExERERGRGdBL8hEbG4tz587h5s2bCA4OhlwuR/HixdG0aVM0a9YMlpZ6KYaIiIiIiHIxyVnB+fPnMXfuXHz48AGCIGhs27t3L8qXL48lS5agVq1aUosiIiIiIqJcTFLy4evriylTpiApKQmdO3dGq1atULx4cajVagQEBODcuXM4c+YMRo0ahQMHDqBs2bL6ipuIiIiIiHIZScnHunXrkJSUhFWrVqF9+/Ya2+rVq4cuXbrAw8MDM2fOxPr167F06VJJwRIRERERUe4laZ6P+/fvo169elqJR2rdunVDnTp1cPXqVSlFiTZt2oTPPvtM57a4uDj89NNPaNWqFWrXro2+ffvC29tbL+USERFR9tk6WKOFew3xn62DtalDIiITklTzoVarkT9//kz3c3Jy0pgFPacuXbqE1atXp1vm119/jYsXL2LAgAGoUKECDh06hJEjR+K3335D/fr1JZdPRERE2WPvYI1Wndjvk4iSSar5aNy4Mby9vfHu3bt094mMjISPjw8aNWqU43IEQcDu3bsxYcIEqFQqnft4e3vj3LlzmDFjBubMmYMBAwZg9+7dKF68OH788cccl01ERERERPohKfmYM2cOChcujMGDB8PLy0tru5+fH0aNGgVLS0t8++23OS6nb9++WLBgARo2bAgXFxed+xw/fhwKhQJ9+vQR19na2uKLL77Aw4cP8erVqxyXT0RERERE0klqdjV58mQoFAo8f/4co0aNgr29PUqVKgULCwsEBQWJs55bWlqiW7duGq+VyWS4fft2lsoJCAjA/Pnz0adPH3z55Zc693nw4AHKly8PW1tbjfUpycqDBw9Qrly5bJ4hERERERHpi6Tk4+7du+L/BUFAZGQkHj9+rLWfSqVKt7lUVly4cAFKpTLDfYKCgnTOJeLk5AQgOYEhIiIi41KpkhAWEikuFyziAIXCwoQR6YdaLSA2Ot7UYehdTJT5nRN9WiQlH0+ePNFXHBnKLPEAgOjoaNjY2Gitt7ZOHlUjNjZW73GlSEhIMNixiYiIcrOQd+HYvOysuDxqRjsUKZ75YDWfuuioeKz67ripw6BsSlCpoEiQ1OuA0sjKfXpqkmc4zy1kMpnBjq1Wqw12bCIiotxMLQhay+bwuymYwTnkRYJabRZ/f7lZtpKPhw8fAgAqV64MpVIpLmdVep3F9cHW1hZxcXFa61PW2dvbG6xsuZwZNBERkS7yNA//5DKZWfxuylKdQ9PWblAqFSaMRn+io2Jww8vX1GEYjEwuN4u/v9wsW8lHr169IJfLcfLkSZQvXx69evXKco2CTCbDo0ePchRkVpQoUQIhISFa64ODgwEARYsWNVjZ2a1uIiIiyisUCoXWsjn8bqoU/z09VyoVUFrl/nMCgISEnPfRzQ2UZvL3l5tlK/lo0KABAIh9K1KWPwUuLi74448/EBcXJ/bzAP6rralZs6apQiMiIiIiImQz+di1a1eGy6bUoUMHHDp0CL///juGDh0KAIiJicGhQ4dQq1YtlClTxrQBEhERERHlcXrpcP7x40c8e/YM9evXF9c9f/4cPj4+aNOmjTjcrSE1a9YMzZo1w/Lly/Hu3TuUL18eBw4cQGBgIJYsWWLw8omIiIiIKGOSe9zs2bMHTZs2xY8//qix/u7du/jhhx/QoUMHeHh4SC0mS1atWoX+/fvj+PHjWLp0KZRKJbZu3aqRFBERERERkWlIqvn466+/sGDBAtjZ2aF58+Ya2xo0aIAJEyZg586dmDVrFhwdHdGsWTNJwQIZN/Wys7PDnDlzMGfOHMnlEBERERGRfkmq+di6dSuUSiX27duHqVOnamwrU6YMJk2ahH379sHS0hKbN2+WUhQREREREeVykpKPf/75B40bN4azs3O6+1SqVAkNGjTA/fv3pRRFRERERES5nKTkIykpKUv7pR76loiIiIiI8iZJfT4qV64MHx8fBAcHpzuiVWhoKHx8fFCpUiUpRREREVEuVLCIA8b/z11jmYjyLkk1H3379kVsbCyGDx8OHx8fre137tzBiBEjEB0djT59+kgpioiIiHIhhcICTiUKiP8UCgtTh0REJiSp5qNbt264fv06jh49iiFDhsDGxkasAQkJCUFMTAwEQUDnzp3Ru3dvvQRMRERERES5k+RJBhcvXoxmzZrh999/x507d/Dq1avkA1taonbt2ujXrx+6d+8utRgiIiIiIsrl9DLDubu7O9zd3SEIAsLCwqBWq5E/f34oFAp9HJ6IiIiIiMyAXpKPFDKZDI6Ojvo8JBEREeViUZFxuHn5qbjcoLkz7B04CiZRXpWt5GPhwoUAgPHjx8PR0VFczirOPE5ERJS3xETG4dKpB+Kyi2sZJh9EeVi2ko/du3dDJpNh4MCBcHR0xO7du7P8WplMxuSDiIiIiCgPy1bysXjxYgBAkSJFAAA//vgjZDKZ/qMiIiIiIiKzk63ko0ePHhrLPXv2zPJrIyMjs1MUERERERGZGUmTDLZp0wZLly7NdL8ZM2agY8eOUooiIiIiIqJcTlLy8fbtW3z48CHDfRITE/H8+XNERERIKYqIiIiIiHK5bDW7GjRoEB49eqSx7tSpUzh37ly6r0lISEBSUhKqVq2aswiJiIiIiMgsZCv5+Oabb9C3b19xWSaTITExEYmJiem+xsrKChUqVMAPP/yQ8yiJiIjyALVaQGx0vKnD0KvYmASN5eioeERHxpkoGv2JiTKv60RkLNlKPmrXro0nT56Iy1WrVkXXrl2xbNkyvQdGRESU18RGx2P5rCOmDsOgflt13tQhEJEJSZrh/Pvvv0eVKlX0FQsREREREZkxScnHr7/+CktLS1y4cEFf8RARERGApq3doFQqTB2GZFGRMfC56isuu7rVQEHH/CaMSD+io2Jww8s38x2JSIOk5OPjx49o0aKFvmIhIiKi/6dUKqC0Upo6DMmsVImwtbNBTHRs8rKV0izOKyFBZeoQiHIlSUPtNmjQAL6+vggLC9NXPERERGRG7OxtUbdhTXHZ1s7GhNEQkalJqvmYOHEiZs2ahc6dO6Njx45wdnZGvnz5IJfrzmnat28vpTgiIiIiIsrFJCUf/fv3h0wmgyAI2LNnT6b7P378WEpxRERERESUi0lKPrp37w6ZTKavWIiIiIiIyIxJSj6WLFmirziIiIiIiMjMSepwnh1qtdpYRREREdEnIjoqBndu3BeXU0a9IqK8SVLNBwDExMTgwoULCAgIgEqlgiAI4jZBEBAfH4/379/jypUruHr1qtTiiIiIKBdRqwWNhEOtFjLYm4jMnaTkIzAwEP3790dgYKDGekEQNPqCCIIAS0vJeQ4REREREeVikppdrV+/Hu/evUOFChUwduxYNG3aFDKZDFOnTsXo0aNRs2ZNCIKAypUr48aNG/qKmYiIiIiIciFJyYeXlxccHBywd+9eTJkyBYMHD4YgCKhduzamTZuGAwcOYPDgwXj27BnOnj2rr5iJiIiIiCgXkpR8vH//HrVq1UL+/PkBAC4uLhAEAffu3RP3mTFjBgoUKICDBw9Ki5SIiIiIiHI1ScmHpaUl7OzsxOVChQrB1tYWz549E9cpFArUrl0b//zzj5SiiIiIiIgol5OUfJQqVQrPnz/XWFe+fHk8evRIa9/4+HgpRRERERERUS4nKflo0aIFXrx4gbVr1yIhIQEA4OrqihcvXsDHxwcAEBQUhJs3b6JEiRLSoyUiIiIiolxLUvIxbNgwFC1aFOvWrcOUKVMAAIMGDYJcLseYMWMwZMgQdO3aFTExMejYsaNeAiYiIiIiotxJUvLh6OiI/fv344svvkCVKlUAAOXKlcOPP/4IuVyOGzduIDw8HO3bt8fo0aP1EjAREREREeVOkmf+K1q0KBYsWKCxrlu3bmjXrh2ePXuGYsWKwcnJSWoxWfb48WP8/PPPuH37NgRBQJ06dfD111+jZs2aRouBiIiIiIi0Sar50CUsLAwRERGwtbVFrVq1jJp4vHr1CgMHDsT9+/cxevRoTJ48GS9fvsTgwYPh5+dntDiIiIgomdJKgdLl/uv3qVRKfu5JRLmYXr4BPD09sX//fty6dQsqlQoAYGNjg6ZNm2Lw4MFo0KCBPorJ1I4dOxAdHY3ff/8drq6uAIA2bdqgU6dOWL9+PVatWmWUOIiIiCiZlZUSZSuUgv+rAACA0kpp4oiIyJQkJR9qtRpff/01Tp8+DUEQYGNjg+LFi0MQBAQFBeHMmTM4e/YsRo8ejWnTpukr5nT5+/vD1tZWTDwAoGzZsihbtixrPoiIiIiITExSs6vdu3fjzz//RLly5bB9+3bcuXMHnp6eOHPmDHx9fbFx40aULFkSmzZtgqenp75iTle5cuUQExODwMBAcV1cXByCg4ON2vyLiIiIiIi0SUo+Dh48CAcHB+zatQuNGzeGTCb778ByOVq0aIFdu3bB2toaO3bskBprpkaNGoWSJUti2rRpePjwIZ4/f44ZM2YgOjoao0aNMnj5RERERESUPknNrvz9/dGsWTMULlw43X2KFy+Oxo0b4/r161KKypJixYph3Lhx+OGHH9CzZ09x/Q8//IBmzZoZrNyUCRaJiIikSPj/fpPmJCkpCdFRMamW1SaMhvK6BJUKigS9j7eUpymV2evHJSn5KFSoEEJCQjLdLyYmBvny5ZNSVJasWrUK69evR+3atTFgwABYWlri6NGjmDdvHpKSkjBw4ECDlKtW84uUiIikE8zw9yQmOg6+Pg/E5diYONjYWpswIsrLBLWa920mJin56NevH37++WccO3YM3bt317mPj48PfHx8MH78eClFZSoiIgJbtmyBs7Mzdu/eLWZhnTt3xsiRI7F48WK0adMGxYoV03vZcjkzaCIikk7G3xMig5LJ5bxvMzFJyUebNm1w+/ZtfPvtt7hy5Qo6dOiA0qVLw9LSEkFBQbhy5Qr27duHokWLokKFCjhz5ozG69u3by8p+NRevXqFhIQEuLu7a1X/9OzZE1euXMGdO3fg7u6utzJTZLe6iYiISBeVgk9kiQxJqVDwvs3EJCUf7u7ukMlkEAQBJ0+exKlTp7T2EQQB7969w9dff6217fHjx1KK12BlZQUguW2prhgANo8iIiIiIjIlSclH9+7dNUa4MqXKlSujaNGiOHbsGIYNGwY7OzsAyQnHgQMHYGlpifr165s4SiIiIiKivEtS8rFkyRJ9xSGZXC7H3LlzMWnSJPTq1Qt9+vSBpaUlTp06BV9fX0yaNMkg/T2IiIiIiChrJCUfn5o2bdrgt99+w7p167BmzRokJiaicuXKWLZsGbp162bq8IiIiIiI8jSzSj4AoEGDBkaZ0JCIiIiIiLKHY40REREREZFRMPkgIiIiIiKjYPJBRERERERGka3kY/Xq1Th79qyhYiEiIiIiIjOWreRj165dGhMJtmnTBkuXLtV7UERERGQebO2s4epWQ1y2sbU2YTREZGrZSj5UKhXevXsnLr99+xYfPnzQe1BERERkHiwsLGBnb5tqmS2+ifKybA21W7FiRfz999/o3r27OGGfj48Pxo4dm+lrZTIZNmzYkLMoiYiIiIgo18tW8jF9+nSMHz8eT548wZMnTyCTyRAYGIjAwMBMXyuTyXIcJBERERER5X7ZSj4aN26MK1eu4NmzZ4iPj8eQIUPw2WefYcyYMYaKj4iIiIiIzES2Zzi3t7dHnTp1AAAlSpRA5cqV4ebmpu+4iIiIyAzExyfg9Ys34nJCfAKUVkoTRkREppTt5CO1CxcuaCwnJSXh48ePUCqVcHBwkBQYERER5X4J8Sr4vwr4bzkh0YTREJGpSUo+Uly4cAHbt2/H3bt3kZiY/KViaWmJBg0aYMCAAWjbtq0+iiEiIiIiolxMcvKxbNkybN++HYIgwNraGiVKlIAgCAgMDMS1a9fg7e2NYcOGYcaMGfqIl4iIiIiIcilJyce5c+ewbds2ODk54fvvv0erVq1gYWEBAEhMTMTFixexcOFCbN++HQ0bNkSLFi30EjQREREREeU+kmb62blzJ5RKJbZv3462bduKiQeQ3OyqXbt22L59OywtLbF7927JwRIRERERUe4lqebj0aNHaNCgASpWrJjuPhUqVICbmxvu378vpSgiIsohtVpAbHS8qcMwKBs7K8jlnE+KiOhTJyn5UKlUsLW1zXQ/W1tbxMXFSSmKiIhyKDY6HstnHTF1GAb1zZKesHOwNnUYRESUCUnNrsqVK4ebN28iJiYm3X2io6Nx8+ZNlClTRkpRRERERESUy0mq+ejSpQt++uknTJkyBcuWLUPBggU1toeFheGbb75BeHg4RowYISlQIiKSrmlrNyiVClOHoRcJCSp4XfAxdRhERJQNkpKPIUOG4Ny5c7hy5QpatWqFevXqoWTJkgCAt2/f4vbt24iLi0OdOnUwZMgQvQRMREQ5p1QqOLs0ERGZjKTkQ6FQYMeOHfjpp59w8OBBXL16VWO7tbU1Bg4ciOnTp0Op5I8dEREREVFeJnmSQWtra8yZMwfffPMN7t+/j+DgYACAk5MTXFxcYGNjIzlIIiIiyp3kchls7WwQEx0rLhNR3iU5+UhhZWWF+vXr6+twREREZAbs7G1Rt2FNsX+OrR0fShLlZZJGuyIiIiIiIsoqJh9ERERERGQUTD6IiIiIiMgomHwQEREREZFRSEo+VCqVvuIgIiIiMxQdFYM7N+6LyymjXhFR3iQp+ejbty8mT56sr1iIiIjIzKjVgkbCoVYLJoyGiExNUvLx/PlzxMXF6SsWIiIiIiIyY5KSj0KFCuHjx496CoWIiIiIiMyZpORj7ty5ePr0KWbPno2HDx+yDwgREREREaVL0gznmzZtQsGCBXH06FEcPXoUAGBtbQ2ZTKa1r0wmw+3bt6UUR0REREREuZik5ENXMhEby1EsiIiIiIhIm6Tk48mTJ/qKg4iIiIiIzBwnGSQiIiIiIqOQVPORQhAEXL58GTdv3kRQUBBq1qyJL7/8EidPnkTNmjVRpkwZfRSTJXFxcdiwYQOOHz+ODx8+oEyZMhg+fDh69OhhtBiIiIiIiEib5OTjyZMn+Oqrr/Dy5UsIggCZTCZ2ON+6dSv8/Pwwd+5c9OnTR3KwmVGr1Rg/fjyuX7+OAQMGoEKFCjh9+jRmzZqF+Ph49OvXz+AxEBERERGRbpKaXQUEBGDIkCF48eIFWrdujblz50IQ/pu5tEmTJpDL5Zg7dy5u3bolOdjMHDt2DFevXsX//vc/zJkzBwMGDMCOHTtQvXp1rF27ViM2IiIiIiIyLknJx9q1axEREYElS5Zg3bp16N+/v8b26dOnY926dRAEAVu2bJEUaFYcPnwYZcqU0YhDLpdj6tSp6NevH2JiYgweAxEREf1HaaVA6XIl/ltW6qXFNxHlUpKSjytXrqBatWro3r17uvs0b94cderUwePHj6UUlSmVSoW///4bjRs3hlyefFrR0dEQBAEtWrTAxIkTYWdnZ9AYiIiISJOVlRJlK5QSl5VWShNGQ0SmJin5+PjxI0qVKpXpfoULF0ZYWJiUojL15s0bqFQqlCxZEjt27EDz5s1Rt25dNGrUCBs2bGCTKyIiIiIiE5NU9+nk5AQ/P78M9xEEAY8fP4aTk5OUojIVGRkJADhy5AjCw8Mxbtw4ODk5wcPDA7/88gtiY2Px1VdfGaTshIQEgxyXiEgfElQqU4dgcAkqFRQJuX/0+LxwrYhMyVy+Kz4lSmX2ajMlJR+tW7fG7t27sWnTJowePVrnPhs3bkRAQAAGDhwopahMpSQA/v7+OHLkCKpWrQoA6NixIwYPHoxt27bhyy+/ROHChfVetlqt1vsxiYj0RcgD31GCWm0W38V54VoRmZK5fFfkZpKSj3HjxuHs2bNYuXIlvLy84ObmBgB4+/Yttm/fjitXrsDb2xuOjo7pJif6YmNjAwCoVauWmHik6NmzJ3x8fHD79m18/vnnei87pY8JEdGnSJYHvqNkcrlZfBeb47VKSkpCdFRMqmXe+JHpmMt3RW4mKflwdHTErl27MH36dPj4+ODmzZsAgNu3b+POnTsQBAGVK1fGzz//bPBmV8WKFRNj0hUnkNwB3RCyW91ERGRMKoX53+wpFQqz+C42x2sVEx0HX58H4nJsTBxsbK1NGBHlZebyXZGbSR7vrnTp0ti/fz98fX3h4+ODwMBAJCUlwcnJCfXq1UPjxo31EWemChUqhGLFiuH58+da2968eQMAKF68uFFiISIiIiIibXobbNvV1RWurq76OlyOdOnSBZs3b8aZM2fQvn17AMl9Qfbu3QtHR0fUr1/fpPEREREREeVlekk+oqOj4enpiVu3biE4OBiWlpYoVqwY3Nzc0K5dOygUCn0Uk6mxY8fi/PnzmD59OgYOHIiSJUvi2LFjeP78OX7++WejxUFERERERNokJx+enp74/vvvERERoTWXxv79+1G8eHGsWLECderUkVpUpuzt7bF3716sWrUKf/zxByIjI+Hs7IwNGzagVatWBi+fiIiIiIjSJyn5uHXrFqZNmwYguclTy5YtxY7fb9++xZkzZ3D27FmMHDkS+/fvR8WKFaVHnImCBQti3rx5mDdvnsHLIiIiIiKirJOUfKTMHL527Vq0adNGY1vdunXRpUsXHD16FN9++y1WrVqF1atXSwqWiIiIiIhyL0kDHd+9exf169fXSjxS69GjB2rXro3r169LKYqIiIiIiHI5ScmHXC5H/vz5M92vaNGiSEpKklIUERERERHlcpKSj2bNmsHb2xshISHp7hMREQEfHx9x9nMiIiIiIsqbJCUfM2fORMGCBTFo0CBcuHBBa7ufnx9GjhwJpVKJ2bNnSymKiIiIiIhyuWx1OK9bt67WusTERKhUKkyYMAFWVlYoUaIErKysEBwcjNDQUADJM4tPmTIFR44c0U/URERERESU62Qr+YiJiclwe1xcHF68eKG1PiAgAO/evcteZERERJTr2dpZw9WtBnx9HgAAbGytTRwREZlStpKPJ0+eGCoOIiIiMkMWFhaws7dNtSypxTcR5XL8BiAiIiIiIqOQNMlgitjYWLx9+xbx8fEZ7ufi4qKP4oiIiIiIKBeSlHzEx8fju+++w6lTpzKdx0Mmk+HRo0dSiiMiIiIiolxMUvLxyy+/4I8//oClpSWcnZ2RL18+fcVFREREZiA+PgGvX7wRlxPiE6C0UpowIiIyJUnJx5kzZ2Bvb48DBw6gQoUK+oqJiIiIzERCvAr+rwL+W05INGE0RGRqkjqch4aGonHjxkw8iIiIiIgoU5KSjypVquDt27f6ioWIiIiIiMyYpORj4sSJePz4Mfbu3auveIiIiIiIyExJ6vPRtGlTfPfdd1iwYAH27duHKlWqoECBAunuP2fOHCnFERERiQRBEP8fE5XxUO+5hbmcBxFReiQlHw8fPsQvv/wCQRDwzz//4J9//kl3X5lMxuSDiIj0RqX6r+PyuoUnTRgJERFllaTkY+nSpYiIiICrqyvatm2LggULQiaT6Ss2IiIiIiIyI5KSjwcPHqBSpUrYs2cP5HJJ3UeIiIhyrGlrNyiVClOHIVl0VAxuePmaOgwiIoORlHwolUqUL1+eiQcREZmUUqkwi4nrEhJUpg6BiMigJGUNLVq0wJ07dxAbG6uveIiIiIiIyExJSj6mT58OpVKJ4cOH49atW0hISNBXXEREREREZGYkNbv6+uuvYW9vj7t372Lw4MEAkptiWVhYaO0rk8lw+/ZtKcURERFRLiOXy2BrZ4OY6FhxmYjyLknJh4+Pj9a6+HiOUU5ERETJ7OxtUbdhTXhdSL5nsLWzMXFERGRKkpKPJ0+e6CsOIiIiIiIycxymioiIiIiIjEJSzUdAQEC29i9RooSU4oiIiIiIKBeTlHy0bt06yzOay2QyPHr0SEpxRERERESUi0lKPipVqqQz+UhKSkJERATev38PAGjcuDGKFSsmpSgiIiLKhaKjYnDnxn1xOSY61iwmhCSinJGUfJw4cSLD7QEBAZg3bx4eP36MJUuWSCmKiIiIciG1WhCH2U1ZJqK8y6AdzkuUKIFVq1YhMTERP//8syGLIiIiIiKiT5zBR7uysbFBvXr1cPnyZUMXRUREREREnzCjDLUbEhLCyQeJiIiIiPI4SX0+MhMdHY3du3fj77//Rp06dQxZFBERERERfeIkJR9169ZNd5tardao7Rg9erSUooiIiIiIKJeTlHzExMSku00mk8HW1hbOzs4YNmwYWrduLaUoIiIiIiLK5SQlH0+ePNFXHHr39u1bdOnSBe3bt+cwv0REREREnwCjdDg3NkEQMHv2bERHR5s6FCIiIiIi+n9mmXzs2bMHt2/fNnUYRERERESUSraaXXXp0iXHBclkMvzxxx85fn1W/fvvv/j5558xceJErFy50uDlERERERFR1mQr+fjnn3+yXYBMJoMgCJDJZNl+bXap1WrMmjULVapUwZAhQ5h8EBERmZjSSoHS5UrA/1VA8rLSoKP8E9EnLlvfAOfPn8/yvo8ePcKCBQsQHBwMmUyGvn37Zju47Prtt9/w4MEDHDt2DHK5WbYoIyIiylWsrJQoW6HUf8mHldLEEVFeIwiC+P+YKPOc9NrGzgpyueEf9OtDtpKPkiVLZrpPQkIC1qxZg+3btyMxMRFly5bFwoUL0aBBgxwHmRUvXrzAL7/8gilTpqBChQpGnVE9ISHBaGUREWVXgkpl6hCIiExGpUoU/79u4UkTRmI4UxZ0gZ29lUnKViqz90BBr3Wft2/fxpw5c/Dq1SvI5XKMGDECkydPhpWVYd+MpKQkfPvtt6hWrRqGDRtm0LJ0UavVRi+TiCirBH5HERGZNUGtzjX3o3pJPmJiYvDTTz/h999/h1qtRpUqVfDjjz/CxcVFH4fP1LZt2/DgwQPs3LkTHz9+BACo/v9JX0JCAkJDQ2Fvb5/tzCyr2MSLiD5lMn5HEREBAJq2doNSqTB1GHqRkKCC1wUfAMnf87nlflRy8nH58mXMmzcP7969g0KhwLhx4zBq1ChYWhqvQ9nly5eRmJiIAQMGaG07efIkTp48icWLF6Nnz54GKd9QSQ0RkT6oFLnjaRiZp6SkJERHxaRa5t8jmY5SqTDLfkdKhSLX3I/mOEMIDw/Hjz/+iD/++AOCIMDV1RULFy5ExYoV9RlflsycORMREREa61QqFUaPHo2mTZtixIgRqFSpktHjIiIiyutiouPg6/NAXI6NiYONrbUJIyIiU8pR8vHnn39i0aJFeP/+PWxsbPDVV19h0KBBRhlOV5caNWporUvpcF6kSBE0adLE2CEREREREVEa2Uo+QkJC8MMPP+D8+fMQBAFNmzbFggULULx4cUPFR0REREREZiJbyUenTp0QGRkJQRBQrFgxlCtXDlu3bs3y6+fMmZPtAImIiIiIyDxkK/lI3a8iMDAQu3fvzvJrZTKZUZMPKysr+Pn5Ga08IiIiIiLKWLaSj8WLFxsqDiIiIiIiMnPZSj569OhhqDiIiIiIiMjM5Y7ZSIiIiIiIKNdj8kFEREREREbB5IOIiIiIiIyCyQcRERERERkFkw8iIiIiIjIKJh9ERERkMLZ21nB1qyEu29hamzAaIjI1Jh9ERERkMBYWFrCzt021zFsPoryM3wBERERERGQUTD6IiIiIiMgomHwQEREREZFRMPkgIiIig4mPT8DrF2/E5YT4BBNGQ0SmxuSDiIiIDCYhXgX/VwH/LSckmjAaIjI1Jh9ERERERGQUlqYOgIhyJ7VaQGx0vKnDMCgbOyvI5TJTh0FERGQ2mHwQUY7ERsdj+awjpg7DoL5Z0hN2DpwQjYiISF/Y7IqIiIiIiIyCNR9EJFnT1m5QKhWmDkMvEhJU8LrgY+owiIiIzBKTDyKSTKlUQGmlNHUYRERE9IljsysiIiIiIjIKJh9ERERERGQUTD6IiIiIiMgomHwQEREREZFRMPkgIiIig5HLZbC1s9FYJqK8i8kHERERGYydvS3qNqwpLqdORIgo72HyQURERERERsHkg4iIiIiIjILJBxERERERGQWTDyIiIiIiMgomH0RERGQw0VExuHPjvrgcEx1rwmiIyNSYfBAREZHBqNWCRsKhVgsmjIaITI3JBxERERERGQWTDyIiIiIiMgomH0REREREZBRMPoiIiIiIyCjMLvm4d+8eRo0ahfr166NmzZro3r07jh07ZuqwiIiIiIjyPEtTB6BPz58/x+DBg5E/f36MHDkSdnZ2OHXqFGbOnImwsDAMGzbM1CESEREREeVZZpV8LF26FHK5HAcPHkTRokUBAAMHDsSAAQOwevVq9OnTB3Z2diaOkoiIiIgobzKbZldJSUm4efMmmjVrJiYeACCXy9GxY0fExMTg8ePHJoyQiIiIiChvM5uaD7lcjj/++AMymUxrW2hoKADAwsLC2GEREREREdH/M5vkQyaToXTp0lrrY2JicPjwYdja2qJ69eomiMww1GoBsdHxpg7DoGzsrCCXayeTuY25XquYKPM7JyIiIjIss0k+dBEEAXPmzEFISAgmTJgAKysrg5STkJBgkONmJDoqHqu+O270co1pyoIusLM3zDUzprxwrcxVgkoFRULub52aoFKZOgTKw5RWCpQuVwL+rwKSl5VmfetBZBKm/L1SKpXZ2t9svwEEQcC8efNw8uRJuLm5Ydy4cQYrS61WG+zY6RFMUKaxCWq1Sd5bfcsL18pc8W+QSDorKyXKVij1X/Jhlb0bFSLKXG76vTLL5EOlUmHWrFk4ceIEatWqhQ0bNkChUBisPLnc+JmmLFWZTVu7Qak03PkZU0KCCl4XfAAkn6Mp3lt9M9drFR0VgxtevqYOw6DM8W+QiIjMT276vTK75CM2NhaTJk3ClStX4Obmhg0bNsDe3t6gZWa3ukkfVIr/slulUmGWT5KUCoVJ3lt9M9drlZBg/k15zPFvkIiIzE9u+r3KHSlSFqlUKkycOBFXrlxBq1atsGXLFoMnHkRERERElDVmVfOxevVqeHl5oXXr1li9erVBm1oRERFR5pKSkhAdFZNqmTVxRHmZ2SQfwcHB2L59OywtLdG0aVOcOnVKa5/GjRvDycnJBNERERHlTTHRcfD1eSAux8bEwcbW2oQREZEpmU3ycefOHaj+fzjJ+fPn69xn8+bNTD6IiIiIiEzEbJKPDh06wM/Pz9RhEBERERFROsyqwzkREREREX26mHwQEREREZFRMPkgIiIiIiKjYPJBRERERERGweSDiIiIiIiMgskHEREREREZBZMPIiIiIiIyCiYfRERERERkFEw+iIiIiIjIKJh8EBERkcHY2lnD1a2GuGxja23CaIjI1Jh8EBERkcFYWFjAzt421TJvPYjyMn4DEBERERGRUTD5ICIiIiIio2DyQURERERERsHkg4iIiAwmPj4Br1+8EZcT4hNMGA0RmRqTDyIiIjKYhHgV/F8F/LeckGjCaIjI1CxNHQAR0adEEATx/zFR8SaMRH/M5TyIiCj3Y/JBRJSKSvXfU9l1C0+aMBIiIiLzw2ZXRERERERkFKz5ICJKR9PWblAqFaYOQ7LoqBjc8PI1dRhERERMPoiI0qNUKqC0Upo6DMkSElSmDoGIiAgAm10REREREZGRMPkgIiIiIiKjYPJBRERERERGweSDiIiIiIiMgskHEREREREZBZMPIiIiMhi5XAZbOxuNZSLKu5h8EBERkcHY2duibsOa4nLqRISI8h4mH0REREREZBRMPoiIiIiIyCiYfBARERERkVEw+SAiIiIiIqNg8kFEREQGEx0Vgzs37ovLMdGxJoyGiEyNyQcREREZjFotaCQcarVgwmiIyNSYfBARERERkVEw+SAiIiIiIqNg8kFEREREREZhdslHQEAApk2bhkaNGqFevXqYMGEC/P39TR0WEREREVGeZ2nqAPTp48eP+PLLLxEVFYUhQ4ZAqVRi27ZtGDhwII4dOwZHR0dTh0hERERElGeZVfKxY8cOvHnzBocOHUKNGjUAAM2aNUP37t2xefNmzJw508QREhERERHlXWbV7OrEiROoU6eOmHgAgLOzMxo1aoQTJ06YMDIiIiIiIjKb5CM8PBz+/v4aiUcKFxcXBAcHIzg42ASRERERERERYEbNroKCggAARYsW1drm5OQEAHj37p34f3OSkKAydQh6k/pcYqLiTRiJ/qQ+D3O6VqpU58Lz+rSZ4zkB5nle5n5OAKBSqZAQn2CiaPTHHK8VYJ7nZY7nBOTec5EJgmAWU436+vqiX79++O677zBo0CCNbQcPHsScOXOwY8cONG7cWG9lurm5QRAE5M+fX2/HzCpBEBAbnfu/vImIiIhIGhs7JWQymUnKzp8/Pw4fPpzl/c2m5iMlh8rojdf3RZHL5VCr1Xo9ZlbJZDLY2luZpGwiIiIiopwwm+TD1tYWABAbG6u1LS4uDgBgb2+v1zKvX7+u1+MREREREZkzs+lwXrJkSQBASEiI1raUjua6+oMQEREREZFxmE3y4eDggDJlyuDhw4da2x4+fIhixYqhSJEiJoiMiIiIiIgAM0o+AKBDhw64ffu2RgLy9OlTXL9+HZ07dzZhZEREREREZDajXQHAx48f0aVLF6hUKowYMQJyuRzbt2+HQqHA4cOH4ejoaOoQiYiIiIjyLLNKPgDA398fixcvhre3N5RKJdzc3DBjxgyULl3a1KEREREREeVpZpd8EBERERHRp8ms+nwQEREREdGni8kHEREREREZBZMPIiIiIiIyCiYfRERERERkFEw+iIiIiIjIKJh8EBERERGRUTD5ICIiIiIio2DyQURERERERsHkg4iIiIiIjILJBxERERERGQWTDyIiIiIiMgomH0REREREZBRMPoiIiIiIyCiYfORiAQEBmDZtGho1aoR69ephwoQJ8Pf3z9YxEhMT0bNnT7Ru3dpAUVJ25PSarlixAlWqVNH5LyIiwgiRky5SPqOHDx9Gt27dUKtWLbRp0wYrVqxAXFycgSOmjOTkerZu3Trdz2aVKlUwa9YsI0VPuuT0MxoaGorZs2ejSZMmqFGjBrp06YITJ04YIWLKSE6vZ1BQEL755hs0bNgQ9erVw/Dhw+Hr62uEiPMmmSAIgqmDoOz7+PEjvvjiC0RFRWHIkCFQKpXYtm0bLCwscOzYMTg6OmbpOGvXrsWaNWtQsmRJXLhwwcBRU0akXNOxY8fi2bNnmDRpktY2d3d3KBQKQ4ZOOki5nuvXr8eqVavQqlUrtGzZEvfu3cPhw4fRqVMnrFixwohnQSlyej3PnTuH6OhorfW7du3C/fv3sWbNGrRv397Q4ZMOOb2mCQkJ6NWrF168eIH+/fujfPnyOH78OHx9fbFw4UL07t3byGdCQM6vZ2hoKHr16oXAwED07t0bzs7OOH36NO7evYt169ahRYsWRj6TPECgXGnlypVClSpVhPv374vr/Pz8hGrVqglLlizJ0jEePnwouLi4CC4uLkKrVq0MFSplkZRr2qpVK2Hq1KmGDpGyIafX8+XLl4KLi4swZcoUQa1Wi+sXLlwoODs7C8+ePTNo3KSbPr5zU/j4+AhVq1YV5s2bp+8wKRtyek1PnjwpODs7C7/++qu4Lj4+Xmjfvr3QpEkTISkpyaBxk245vZ4LFiwQnJ2dhf3794vrVCqVMGDAAKF58+ZCXFycQePOi9jsKpc6ceIE6tSpgxo1aojrnJ2d0ahRoyxV/SYkJGDWrFlo2rQpqlevbshQKYtyek2joqIQEBCAihUrGiNMyqKcXk8PDw+oVCp88803kMlk4voBAwZg3LhxEFhZbRJSv3NTJCYm4rvvvkOhQoXw9ddfGyJUyqKcXtOUZjyfffaZuE6pVKJJkyZ4//49Pnz4YLigKV05vZ4XLlxAyZIlNWqsLC0tMWzYMAQGBuLatWsGjTsvYvKRC4WHh8Pf31/jA5bCxcUFwcHBCA4OzvAY69atQ2BgIObPn2+oMCkbpFzTZ8+eQRAEMfmIjY2FWq02aLyUMSnX89atWyhfvjxKliwJAIiLi0NiYiLKly+PqVOnolKlSgaNnbTp4zs3xcGDB/Hy5UtMmTIF9vb2+g6VskjKNS1XrhwA4MWLFxrr//33X1hZWSF//vx6j5cyJuV6BgUFoXLlyhoPe4D/rvOjR4/0Hm9ex+QjFwoKCgIAFC1aVGubk5MTAODdu3fpvv7evXvYvHkzZs+eLe5PpiXlmj59+hQAcOXKFbRs2RJ16tRBvXr1MG/ePMTGxhooYsqIlOv58uVLlCxZElevXkW3bt1Qu3ZtuLq6YsaMGYiMjDRc0JQuqd+5KZKSkrBx40aULl0avXr10m+QlC1SrmmbNm3QrFkzLF++HJcuXYK/vz82bNgALy8vDB8+HEql0nCBk05SrqetrS2ioqK01n/8+BEA8P79ez1FSSksTR0AZV9K50UbGxutbdbW1gCAmJgYna+Nj4/HrFmz0Lx5c3Tv3t1gMVL2SLmmKcnH/fv3MXHiRNjb2+PSpUvYt28fnj9/jt9++w1yOZ8zGJOU6xkZGYlXr15h/PjxGDRoECZOnIhbt25h586dePPmDXbt2gULCwvDBU9apFzP1C5cuIB3795hzpw5/EyamJRramlpiYkTJ2Ly5MkYPXq0uL5z586YMmWKAaKlzEi5nnXq1MGNGzfw5s0blCpVSlx/9uxZAMn3TaRfTD5yoZQ232mrCFNLb9svv/yCkJAQbN++3SCxUc5IuabNmjWDg4MDRo0aBVtbWwBAhw4dULBgQWzduhVnz57F559/rv+gKV1SrmdCQgLevHmD77//HgMHDgQAtGvXDg4ODlizZg3Onz/P0ZGMTMr1TG3//v2ws7NjrccnQMo1vXLlCsaOHQtHR0fMmTMHxYoVw7Vr1/D7779DEAT89NNPTC6NTMr1HD16NLy8vDBmzBjMmTMHJUuWhKenJ44ePQpLS0tYWvJWWd/46ciFUm4wdTWpSZkHQFdbYl9fX+zYsQPjx4+HQqFAaGgoQkNDkZiYCLVajdDQUJ1DQpLh5fSaAkCLFi0wZcoU8RgpBgwYAAC4fv26PkOlLJByPW1sbCCXy/HFF19orO/RowcA4MaNG/oMlbJAyvVMER0djevXr6Nly5Zan1UyPinXdM2aNbC0tMSePXswePBgtGvXDnPnzsW0adNw8uRJeHp6Gi5w0knK9WzQoAGWL1+O4OBgDB06FO3atcO+ffuwbt06CILAPjwGwOQjF0rpiBoSEqK1LaVDla52j15eXlCr1ViyZAkaN24s/nv48CHevXuHxo0bY8GCBYYNnnTK6TXNSKFChQBkrTkI6ZeU61msWDHY2dnByspKY33K9eQDAuPTx+fT29sbKpWKtZCfCCnX9OnTp6hbty7KlCmjsT6lRosPfIxP6me0c+fOuHLlCn7//XccPXoU586dQ7FixZCUlITSpUsbJug8jHVJuZCDgwPKlCmDhw8fam17+PAhihUrhiJFimht6969O+rVq6e1fuHChQgPD8fy5cvZAd1EcnpNAWDo0KGQy+XYtm2bxvqUkVj4xWl8Uq6ni4sLnj9/jqCgII0fy5ThPYsXL26YoCldUq5nitu3bwMAGjVqZJAYKXukXFMrKyskJSVprU8ZZZDDYRuflOvp4+ODd+/eoVu3bnB1dRXXX716FQB03jeRNKz5yKU6dOiA27dva3zQnj59iuvXr6Nz5846X1O6dGk0adJE65+9vT2srKzQpEkTDuNpQjm5pgBQoEABXLt2Db6+vuI6tVqNtWvXwsLCAu7u7gaNm3TL6fXs0qULAGDz5s0a61P6abVr184A0VJmcno9Uzx69AilS5dmE45PSE6v6WeffYbbt2/jyZMnGuv3798PgAmmqeT0el6+fBkzZ87Eq1evxHWhoaHYtm0bGjduzDm0DEAmMEXPlT5+/IguXbpApVJhxIgRkMvl2L59OxQKBQ4fPgxHR0e8f/8eV69eRZkyZTSy+bT69OmD9+/f48KFC0Y8A0orp9f0zZs36NGjBwRBwODBg+Ho6AhPT0/cvHkTU6dOxbhx40x8ZnmTlM/o119/jRMnTsDd3R0NGzaEt7c3Tp8+jf79+2PevHmmO6k8TOp3bsuWLVGmTBns3LnTRGdAaUn5zu3duzcSExMxYMAAFC9eHDdv3sSJEyfQpEkTbN26lR3OTUDK9ezevTvy58+PwYMHQyaTYd++fQgLC8OePXv4UNYQTDGtOunHv//+K4wbN06oU6eO4ObmJkycOFH4999/xe3Xr18XnJ2dhZkzZ2Z4nN69ewutWrUydLiUBTm9pk+fPhXGjx8v1KtXT6hZs6bQo0cP4ejRo0aOntLK6fVUqVTCpk2bhPbt2wsuLi5Cu3bthK1btwpqtdrYp0CpSPnOrVWrljB+/HhjhktZkNNr6u/vL3z99ddCw4YNBRcXF6Ft27bCqlWrhPj4eGOfAqWS0+v58OFDYfjw4UL9+vWFhg0bCpMmTRKeP39u7PDzDNZ8EBERERGRUbBekIiIiIiIjILJBxERERERGQWTDyIiIiIiMgomH0REREREZBRMPoiIiIiIyCiYfBARERERkVEw+SAiIiIiIqNg8kFEREREREbB5IOIiIiIiIyCyQcREWXq2rVrqFKlCqpUqYIzZ86YOhwiIsqlmHwQEVGmjh49CoVCAblcjgMHDpg6HCIiyqUsTR0AERF92qKionD27FnUr18fcXFxuHr1KgICAlCiRAlTh0ZERLkMaz6IiChDnp6eiI2NRdOmTdGhQweo1WocPHjQ1GEREVEuxOSDiIgydPToUQBAs2bN4O7uDrlcjsOHDyMpKUnn/k+fPsWMGTPQvHlz1K5dG506dcKaNWsQHR2tte+dO3cwceJEfPbZZ3B1dUW3bt3w22+/ISEhQdxnzZo1qFKlCrZu3ar1+tOnT6NKlSqYNWuW1v7nzp3D119/jVq1aqFx48ZiwiQIAjw8PDBs2DA0bNgQLi4uaNiwIYYNG4ZLly7l6Jzu3r2LKlWqoGvXrjpff+/ePVSpUgXjx4/XuZ2IKK9g8kFEROny9/fHrVu34OzsjCpVqsDJyQlNmjRBUFAQLl++rLX/pUuX0KdPH3h4eKBIkSJo3rw5oqOjsXbtWowYMUIjqTh06BAGDRqEc+fOoWzZsmjSpAmCg4Px448/Yvr06RAEQVLsy5cvx19//YVmzZrB3t4eVapUAQDMnj0bM2bMwP3791GrVi20bNkS+fPnx7Vr1zBmzBitDvVZOac6deqgQoUK8PPzw9OnT7Vi8fDwAAB0795d0jkREeV27PNBRETp8vDwgCAIGjfNPXr0gJeXFw4cOIBWrVqJ66OiojB79mzEx8dj5cqVcHd3BwAkJCRg3Lhx8PLywt69ezF06FC8efMGCxYsgFKpxKZNm+Dm5gYAiIyMxMCBA+Hp6Ynz58+jbdu2OY797du3+OOPP1ChQgWo1WrI5XLcuXMHR44cgbOzM/bu3QsHBwcAybUhP//8MzZv3ox9+/ahffv22T6nHj164Oeff8Yff/yB6dOni3EkJibi5MmTKFCgAFq2bJnj8yEiMges+SAiIp0EQcCxY8dgYWGBLl26iOvbtWsHBwcHXLp0CUFBQeL6c+fO4f379+jSpYt4kw4ASqUSM2bMQJkyZfD+/XsAwLFjxxAXF4dhw4aJiQcAODg44KuvvkKFChXw9u1bSfF/9tlnqFChAgBALk/+uYuOjka7du3w1VdfiYkHAMhkMvTp0wcAEBAQkKNz6tatG+RyOU6ePKlRa3PlyhWEhYXB3d0dSqVS0jkREeV2rPkgIiKdbt26BX9/fzRv3hxOTk7ieisrK7i7u2P//v04fPiw2I/h5s2bAKDz6X6VKlVw9uxZjWOnt2/Lli31UkPg7Oysta5Zs2Zo1qyZxrrY2Fg8e/YM3t7eAACVSiVuy845FS1aFE2aNIGXlxdu3rwpJlVsckVE9B8mH0REpFNKR/MXL15g8ODBGttSnvYfOnQI48aNg0wmQ0hICACgWLFimR47O/vmVL58+XSuj42NxaFDh3DhwgU8e/YMISEhEAQBMplMcpw9e/aEl5cXjh8/Djc3N0RFReHixYsoX748ateunfOTISIyE0w+iIhIS2xsLE6fPg0AePPmDd68eaNzv7dv3+Lq1ato2rRpuqNf6ZKdfTOiVqvT3ZbS1Cq1oKAgDBgwAG/evEGBAgVQq1YtdO7cGdWrV4ezs7PWaFXZjbNt27bIly8fTp8+je+//x5nzpxBXFwcaz2IiP4f+3wQEZGWs2fPIjo6Gp9//jn8/Px0/ktpbpUy43nhwoUBQKMfSGoHDhzAX3/9lem+CQkJ2LNnD27cuAEAYo2ErkQgIiIiW+f1yy+/4M2bNxgwYACuXr2KzZs3Y+bMmejSpQusrKy09s/OOQH/NUmLiIiAj48Pzp49C5lMlu4QvEREeQ2TDyIi0pLS5Cp1J+u0Um6oL1y4gA8fPsDV1RUA4OXlpbXvmzdv8N1332Ht2rUAkOG+vr6+mD9/Pvbu3QsAsLOzAwCEhoZq7fv3339n+ZxS7z9y5EhYWmpW/l+9ehWAZm1Kds4pRc+ePQEAJ06cgLe3N9zc3DgbPBHR/2PyQUREGgIDA3H9+nXY2tpm2PE7pR+DSqXCkSNH4O7ujnz58uHYsWMatQHx8fFYuHAhAKBz584AgC+++AIKhQJbt27FvXv3xH0jIiKwfPlyjX1TOo6fPHkSHz58EPdN6VuRHSl9N1LHl3KslStXivGmyM45pahduzYqVqyIY8eOITY2Fj169MhWjERE5ox9PoiISIOHhwfUajVat24Na2vrDPft1q0b/v77bxw6dAijRo3CkiVLMGXKFIwZMwaurq4oXLgw7t27h6CgIDRu3BhffvklAKBs2bKYPXs25s+fj379+qFBgwawtbXFnTt38PHjR/Ts2RPt2rUDADRq1AjVq1fHo0eP4O7ujgYNGuD9+/fw9fVF165d8ccff2T53L788ktcvXoV8+fPx/Hjx+Hk5ISXL1/i6dOnKFKkCGQyGSIiIpCQkAClUol8+fJl+ZxS6969O37++WfY2tqKc4YQERFrPoiIKI2UJlcdO3bMdN+OHTtCoVDg1atXuH79Otq0aYP9+/ejffv2ePnyJf766y9YW1tj4sSJ2Lhxo0Yn8AEDBmD79u1o3LgxHj58iCtXrqBIkSKYPXs2Fi1aJO5nYWGBbdu2YcCAAVAoFLh06RKio6OxaNEiTJkyJVvn1rJlS/z6669wdXXF8+fPcfHiRSQkJGDo0KH4448/8NlnnyExMVFj9vbsnFOKunXrAkieEyWl2RgREQEyIfVMSERERCTZokWLsHPnTvz2229o1KiRqcMhIvpksOaDiIhID+Li4gAAd+7cwaFDh1C+fHk0bNjQxFEREX1a2OeDiIhID1auXIl9+/aJHda//vprnRMXEhHlZUw+iIiI9KB69eqQy+UoWrQoxo4dK3aYJyKi/7DPBxERERERGQX7fBARERERkVEw+SAiIiIiIqNg8kFEREREREbB5IOIiIiIiIyCyQcRERERERkFkw8iIiIiIjIKJh9ERERERGQUTD6IiIiIiMgomHwQEREREZFRMPkgIiIiIiKjYPJBRERERERG8X9hb+rpRVdMqwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    accuracy_participant[\"accuracy\"],\n",
    "    bins=12,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    mean_accuracy,\n",
    "    color=purple_main,\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2,\n",
    "    label=f\"Mean = {mean_accuracy:.2f}\"\n",
    ")\n",
    "\n",
    "plt.title(\"Overall accuracy across participants\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Accuracy\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "788c5e60-dfd3-487c-a740-66a07ead2406",
   "metadata": {},
   "source": [
    "### Accuracy by Block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0798ff3a-310b-4ea5-b0db-45978cfe8a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    accuracy_block[\"block\"].astype(str),\n",
    "    accuracy_block[\"accuracy\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.5,\n",
    "    width=0.7\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy by block\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Block\", fontsize=13)\n",
    "plt.ylabel(\"Accuracy\", fontsize=13)\n",
    "\n",
    "plt.xticks(fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "plt.ylim(0, 1)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, accuracy_block[\"accuracy\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 0.02,\n",
    "        f\"{value:.2f}\",\n",
    "        ha=\"center\",\n",
    "        fontsize=11\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d608808-a87f-48c1-80be-0e12f875e3b4",
   "metadata": {},
   "source": [
    "### Reaction Time Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ed5d8048-5611-40ca-b408-9e25a68ef506",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    rt_all,\n",
    "    bins=25,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    mean_rt,\n",
    "    color=purple_main,\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2,\n",
    "    label=f\"Mean = {round(mean_rt, 0)} ms\"\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time distribution (all trials)\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Number of trials\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac48a494-f61a-41f6-b3da-db4017ea981f",
   "metadata": {},
   "source": [
    "### Mean Reaction Time by Block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "67472b6b-58ee-4062-9b7f-7cba8e5f906e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIXCAYAAAD9gON8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AABg00lEQVR4nO3deVxU9f7H8fcgKiAq7opLYhaWivuWYi7lkmZapiKpWS65XbPMLaysVCwNtzR3xeVa7gtkZbmEWa43wz3LXYFENNmF+f3hg/k5DKA4MMPyej4e93Gbc77nnM8Z+OK853u+5xiMRqNRAAAAAJDNHOxdAAAAAID8gfABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwCAdCUkJNi7BJvKb+cLALZG+ADyCU9PzzT/d/DgwXS3GT9+fJrbjBs3zoaVwx4SExO1ePFi/ec//0lzfZs2bcx+J3K7y5cva8SIEQoKCrJY99tvv+X53/85c+aYnePGjRvtXZKFrKrx/n20adMmi6u0Xn74fUP+RvgA8rmQkJB01+3bt8+GlSCn2LNnjzp37qzPP/9c0dHR9i4nW8XFxWn27Nl64YUX9P3338toNNq7JADI0wgfQD6XXsA4d+6cwsLCbFwN7O3q1asaNGiQzp8/b+9SbGLx4sX68ssvFR8fb+9SACBfcLR3AQDs6/jx44qKipKbm5vZckY98qfk5OSHard8+XIlJiZmczXZ72FGOry8vBQcHGx6XbRo0ewsCQDyNMIHkA+5ubkpKipK0r0Pm/v371fHjh3N2twfPu5vD0hSlSpV7F2CzTg7O+vxxx+3dxkAkCcQPoB86IknntDZs2dNgWLfvn1m4SMxMVEHDhwwvW7cuLG+//77B+43ISFBX3/9tb799ludO3dO0dHRKlmypGrXrq1OnTqpY8eOMhgM6W6/f/9+rVu3TseOHVNERIQSExPl5OQkd3d31a9fX/3795eHh4fFdn369DHV6+HhoR07digyMlJLlizRzp07de3aNbm4uKhu3bry9fWVt7f3w75V6R5j27ZtmjVrljZt2qRbt26pbNmy8vHx0cCBA03b3LhxQ8uXL9fu3bt1+fJlGY1GlSlTRg0bNpSPj4+8vLzSPV5SUpI2bdqkb7/9VqdPn1ZUVJSMRqNcXV1VpUoVeXt7q3///hl+C3/16lWtWrVK+/bt05UrVxQXF6dixYqpRo0a6tixo7p16yZHx///Z6BNmza6cuWK2T4OHDhgmlA+fPhwjRgxIs22p0+fTrOGhIQE7dy5U1u3btWff/6p8PBwOTs7q3LlymrRooV8fX1VpkyZh3rPs/Ln+ttvv6lv374Wy8ePH6/x48dLkn788UdVqlTJom23bt3k7+9vej1u3Dht2rRJkuTi4qKjR48qIiJCCxYs0K5duxQeHq5SpUrp2Wef1YgRI1S6dGlJ0tGjR7V48WIdPnxYcXFxcnd3V4cOHTRgwAC5uLikW/vOnTu1ceNGHTt2TFFRUSpatKiqV6+uNm3aqFevXnJ2dn7o9yEjsbGxWrJkiYKCgnTlyhW5uLjIy8tLPj4+at26tVnb+98DSRo6dKhGjhyZ5n6fe+45Xbp0yfR6x44dafbrrK4xs6KjoxUcHKzg4GCdP39eERERcnV1VbVq1dSqVSv5+Pg8cBQsMjJSa9as0Z49e3Tx4kXduXNHrq6uql69up5//nn17Nkz0z+v/fv3a+DAgWYjj4MHD9Y777zzSOcJ2BrhA8iHDAaDmjRpou+++06S9Msvv5it/9///qeYmBjT66ZNmz4wfFy4cEGDBw/W33//bbY8LCxMYWFh2rlzp1avXq05c+aoZMmSFtv7+/tr2bJlFsujo6N19uxZnT17Vps3b9YXX3yh5557LsNafv/9dw0dOlT//POPaVl8fLx27dqlXbt26e2339aQIUMy3MeDjB071uzOSFeuXFGpUqVMr/fs2aN33nlHd+7cMdvu4sWLunjxojZu3KjXXntNEyZMUIECBczaxMTEaODAgTp06JDFcaOiohQVFaVjx45p/fr1Wr16tSpXrmzRbt26dZo0aZLFpVE3btzQvn37tG/fPv33v//VwoULTR+Gs9rZs2c1atQonT171mx5fHy8oqKi9Mcff2j58uWaOHGiXnnllQfuzxY/16xw+PBhDR061Gy08Nq1a1q7dq127dqldevWafv27Zo+fbrZZW7nzp3Tl19+qR9//FH//e9/LQJITEyMRo8erR9//NFseWRkpA4cOKADBw5o+fLlmjdvnmrWrGnVOYSHh+vll1/WX3/9ZVoWHx+vPXv2aM+ePXr55Zf1ySefmMJr165dzcLHd999l2b4OHnypFnwqFOnziMHj8zWmBmHDh3S6NGjde3aNbPlN2/e1OHDh3X48GEtWbJEn332mZ599tk097Fr1y6NHj3a4m9AVFSUDh06pEOHDmnVqlVatGjRQ78HZ8+e1YgRI8z69auvvkrwQK7ChHMgn2rSpInpv69cuWL2D/j9l1w5OjqqUaNGGe7r5s2b6tevn0XwSO3QoUMaPHiwxQfi7du3pxk8UouPj9e4ceMUFxeXYS2DBg0y+4Ca2pw5c3Tx4sUHHi89f//9t8UtWQsXLqx27dpJko4cOaKhQ4dafOhIbdWqVfrss88slvv7+6cZPFILCwvTRx99ZLF869at8vPze+CcjOPHj2v48OEPPc8jMy5cuKCePXtaBI/UYmNjNWHCBAUGBmbYzhY/16yQkJCgQYMGpXuZYlhYmHx8fPTZZ5+l+76fOnVKCxYsMFtmNBo1atQoi+CR2vXr1/X6669bjGBl1uzZs83+JqS2ceNGzZ492/S6SZMmqlixoun1uXPn0vzZp3zhkaJLly42q/FhHT58WP369bMIHqlFRUXprbfe0s6dOy3WHThwQMOHD3/g34BLly5p0KBBZl/2pCciIkKDBw/Wv//+a1rWrl07TZo06YHbAjkJ4QPIp5o2bWr2+v7Acf9ISO3atTO8BESSAgICzP6hfuKJJxQQEKCNGzfq888/V9WqVU3rjh07prVr15ptP2/ePNN/GwwGDRkyROvXr9f69evl7+9vNqLw77//6sSJE+nWkjIy0KhRI82fP1+bNm3Su+++a/btZ1JSknbv3p3hOT2M1157TevXr9fs2bM1ePBgubq6ymg06v3339fdu3dN7Vq3bq3Fixdr3bp1Gjt2rFxdXU3rVqxYoVOnTpleh4eHa/369abXxYsX1+TJk7V582atXbtWb7/9thwc/v9P98GDB80+xN65c0cff/yxWZ3NmzfX/PnztWHDBvn5+Zkd/+jRo/r2228l3ZtEvnz5crNta9eubbr0xNfX96Hel5QPyvffptfd3V2TJ0/Wli1btHTpUovnK/j7++vkyZPp7jOrf64pk8hTn9M777xjOt9y5co91L7ud/fuXd25c0dNmjTR4sWLtXHjRnXv3t2sTUowaN26tQIDAxUYGKjGjRubtfnhhx/MXgcFBZmdm5ubm95//32tW7dOCxcuVPPmzU3rbt++bXZZ2KNISkpSxYoVNW3aNG3ZskVfffWV6tSpY9ZmyZIlpn5vMBjUtWtXs/U7duyw2O/9I6gFCxbUCy+8YLMaH0Z0dLTeffdds/6b8vdsy5Ytmj9/vho0aGBal5ycrPfee0/h4eFmdaX+G1CzZk3NmjVLGzdu1NSpU80uNbx48aJWrVqVYV2xsbF66623zEJlkyZNNGPGDIuRUyCn47IrIJ96/PHHVbZsWdM/mvv27VOfPn1069YthYaGmtqlDimp3blzx+xyizJlymjVqlWmu2fVrFlTTZo0UadOnUzf2P33v/9Vnz59JN37h3r48OE6ffq0Tp8+rerVq+vtt9827a927dqKiIjQjBkzTMsedAvg+vXra/ny5aYPpk8//bSuX7+u1atXm9rcf+nHo2jQoIEmTpxoqrF9+/aS7r2P938b26JFC3311Vem115eXvLw8NBbb70l6d4H9bVr15pGMBwdHTVp0iSdOXNGp0+flo+Pj9l8nHr16unw4cP6+eefJf3/JUwpl7Jt2bLF7JvRFi1aaPHixaa5NrVq1VLRokU1duxYSVLp0qX1559/Sro3ifz+YCM92mTrX375RcePHze9LlOmjL755huzD1zNmzfX+PHjTQ+KS0pK0pdffqm5c+emu9+s/LmmnFeJEiXMlpcpU8bqyeWenp5asmSJChYsKEn66KOP9P333+v27dumNk2aNNG8efNM77eHh4fZnJXUH5jv/3BqMBg0b948sw/BLVq0kI+Pj37//XdJ9+arhIeHq2zZso90DsWKFdOaNWtUvnx5SVKNGjX0zDPPqHv37jpz5oyke0Fr69atGjx4sKR7c2HmzZtnuoPYjh07THOEpHujIefOnTOrOa1LMLOzxgcJCgoye++ffPJJrV27VkWKFDEdo2XLlho4cKDpS5qYmBgtWbLENFfo559/NhuBS9lHoUKFJN37m1ilShVT8HVzc8vw1tbJycl69913zf4u16xZU/PmzTPtE8hNGPkA8rH7L706cOCAEhMT9euvvyopKcm0/EHh48iRI0pISDC99vb2trhtb7ly5VSvXj3T63PnzikyMlKSVKBAAb3wwgsaNWqUvvrqK40ePdrULiYmRr/88ouOHDlitr8HPZOhT58+Ftd5N2zY0Oz1w1zmkJFOnTqlufzXX381e/3iiy9atGnVqpXZaNL9T5kvWbKkXn31Vb3//vsKDAw0Cx43btxQcHCwxQfT+y9D++2338zW+fj4WEzy79ixo5YtW6b9+/dr37596U4MflTbt283ez1gwIA0J5WPHj3a7Of0888/Z/iztcXPNSu8/PLLpuAh3fuGP/W8nF69epkFvbJly6p48eKm17Gxsab/jo6O1rFjx0yvK1asaBY8pHv96Pnnnze9TkpK0uHDhx/5HDp37mz6UJ+icOHCeu2118yWHT161PTflStXNvt5/Pnnn6ZgK2XtJVePWuODbNu2zez1f/7zH1PwSOHo6Kj33nvPbNn9I1Wp++Arr7xiERIaNmyoJUuWaM+ePfrtt980ZcqUdGvasWOHxeV2M2fONBvBBHITRj6AfKxp06amf2yjo6P1v//9z+zyq8KFC6t+/fpmlxSkduHCBbPXGzduNH2bnZGzZ8+ahR/p3jXNu3fv1pEjRxQaGqpz586ZBaEUD5qj8Nhjj1ksK1asmNnrtPabGelNEE39fowdO9Y0ypCev/76S8nJyRajDmfPnlVISIiOHDmi48ePp3sd//3vR+o5D2l9i1+4cGE988wzGdZkjdRzf1JfUpSiVKlSqlatmulb6ri4OF26dEnVq1dPs70tfq5ZIa0bAKS+o1Favz8uLi66deuWJPPnj1y+fNnsvC5fvmy6A1lG7v/gn1lPP/10mstTT2RP/behW7duZmF6x44dGj58uCTzS66KFi2qtm3bPnJ91tSYkYf93X366afl6upqmtNx5coVxcbGytnZ2aIPpvf73KJFi4eqKa1Avn79eiaZI9cifAD5WOpRjZCQELP5HvXq1XvgsP6DJlSm5/5LUG7duqVPPvlEwcHBFh8e3dzczC4Nehhp3f7y/m+is0Lqy3VSPMr7kZycrH///df0zffZs2c1ceLENL+xrVixopKSknT9+vU093X/PAtJdrksI/Vk69QB4X6pR8nu/71IzRY/16yQ1hyp1MEyrW+tU7dJ8ah9LCXIPIrChQunuTz1z/L+ERpJ6tChgz799FPTCNR3332n4cOH69KlS2Zzetq3b5/uMbK7xoykfs8y+t0tXry42c/m9u3bcnZ2tkkfXL58uXr27Gk2yR/ILQgfQD5WqVIlVapUSZcvX5Ykbd682exDbbNmzR64DycnJ7PXr7zyit58880HbpcymddoNGrYsGFm35Z26tRJrVu3Vp06dVSlShWtX79e77///kOdk5T+h7islPq8U6T+QDRp0qQH3i1MkunSjvDwcPXr1083btyQdO+D7KuvvqpnnnlGXl5eKlmypMaMGaMtW7ZkuJ8U98//sJUyZcqYfYOcUaBIHVTuv/QoNVv8XLPCw9SZ0fNuUkv9u/bkk09q5syZD9wuow/OD5Le3bpSf7BOHQiLFCmidu3aafPmzZKkM2fO6Ny5c9q1a5dZO2svubKmxoyUKVPGbITx9u3baf5OGo1Gi6CSEqSzow8WLlxYHTp0MPX7+Ph4TZ8+XQEBAVbvG7A1wgeQzzVt2tR0d6XU36Y/aL6HZHmJSWRkZJqX+pw8eVIVK1a0+EC0f/9+s+DRp08f+fn5mbV51G9+s1N6zw5I/X7ExsZavB/x8fH6+++/5eHhYRFWVq9ebQoekjRt2jTTLXxTZPRhpnLlymbfMJ86dUo1atQwa5OUlKS33npLFSpUULVq1VS9enXTJSCZ+VCcnkqVKpk9pPLAgQNpXiJz48YNs8n5Li4uaV6ylJ2y4nyzW6VKlWQwGEyXYoWFhalq1aoWdzk6f/68nJ2dH+kuXakdPXo0zYcwpr7TXKVKlSzadOvWzRQ+pHuXXu3Zs8f02t3dPd3LmWxVY3oqVqxoFj4OHDhgNpfm/mPc/3epatWqpr6c+nf45MmTaV5i9t5778nR0VGPP/64qlWrJm9v7zRH8hwdHTVr1iw1b95cR48eNV3WFRwcrD59+qh+/foPfX5ATpA7vkYCkG3SCxhFihRRrVq1Hrh9/fr1zf7B3Lt3r8UtU//8809169ZNjRo1UsuWLfXWW2+ZLq9K/UEh9beMiYmJad6y097S+9Caeh5LYGCgxSToDRs26KWXXlK9evXUvn17s28vU793qd+PsLAws7CWWuqf59q1ay0uZfvpp5+0d+9eff3115o6dapmzZplWpf6W/sHPSskLanD0uLFixUREWHRbvr06Ra3JLb1ZWKpf47315NTFC9e3CxA3rp1S2vWrDFrEx8fr/79+6tly5Zq1KiRfHx8MnwGxoN8//33ZpPcpXvPMFm5cqXZstQT3yXLZ36sW7fObF8vvvhiloQ+a2pMT8pd61LMnj3bYiTl7t27mj59utmy+3/nU/fBjRs3WvwNOHHihLZu3Wq6HfkHH3yQ7hcaHTt2NPWNUaNGma2bOnWq2fwgIDcgfAD5XHrho3Hjxg/1ZOCSJUua/YOdlJSkfv36aeXKlTp27Jh++OEHDR061OxbWzc3N9O3tqm/+V+yZInWrFmjEydO6Ntvv5Wvr6/F3If7766V0zz77LNyd3c3vb569apeffVVBQcH6/jx41qzZo0+//xzSffeq/Pnz5tNpE79fkycOFE7d+5UaGioVq9erR49eliMfNz/fnTp0sXiOR4DBgzQzz//rBMnTmjt2rUWI0uvvvqq6b9TT4w+ffq0fv75Z+3fv/+hHnwo3bvj2f3nFBERoR49emj9+vU6deqU9u3bpyFDhpjdmKBgwYIaNmzYQ+0/K6Wen/Hdd9/pjz/+0Pbt29O9rMcefHx8zF5PnTpV06ZN06FDh3TgwAENHTpUV69elXTvUqGIiIg0J+g/rLt37+qNN97QihUrdPLkSYWEhKh///5m4djZ2VmdO3e22Db1Mz+uXbtm9gE5Ky65srbG9HTu3NlsHtKZM2fUs2dPBQcH69SpU/rpp5/Ut29fs7lxxYoVU//+/U2vvb29zUY/rly5otdee007d+7UqVOntHXrVtMk/BSvvPJKuoHs/r/DL7zwgtmzTI4dO2Zxhy4gp+OyKyCfS3muwf3335ce7pKrFO+9955++eUX0+1zb926pU8//TTNtiVLljT79q5ly5YqUKCA6dv52NjYBz6xN+U4OVHBggX10UcfaciQIaZz+vPPPy2+sUzRsGFDsw9qrVu3Nrsr0IULFx74oTwyMlLVqlWTdO/69okTJ5rdYeuXX34x+7B0v9q1a6tbt26m125ubnJzczN98I6JidGAAQMkST169LC4tW1aHB0dNXv2bPXs2dN0G+CrV69mOG/nww8/tPr5Go+iSpUqZq9DQkIUEhIi6d7zaHLKJS3du3fXli1bTLfPTUpK0tKlS7V06VKLtg4ODvrwww+tevhcyjOAMroF7LvvvpvuHJ3Uz/xIUbNmzXTv/mTrGtPi5uamzz//XIMHDzbdRe7s2bPp9l9HR0d98cUXZs8rKVCggD755BO9+eabpr8Bx48fT7cfV6xY0dTHHsaYMWPMHo75xRdfqF27dunOQwNyGkY+AKQZNDITPsqXL6/ly5c/8M4rZcqU0aJFi8yuSX/sscfMHiqYlhYtWph9+/fHH388dG328Oyzz+qzzz574JPh69Wrp7lz55pd6vTSSy+pVatW6W5jMBjUsmVLs2X3P3xMkrp27aqPPvrogXeC8vLy0oIFCyzapffNdMo36w+jRo0aWr169QM/aLq4uGjGjBlmoy+29Mwzz6T7IL7MPBk7uxUoUEALFiywuKwvtUKFCmny5MlmDyx8FHPnzlXVqlXTXT9w4EDTg0LTkvqZHymyatRDsr7G9LRs2VKLFi2yeIZIaqVKldLixYvTfK+bNWum2bNnW0w+T61q1apaunRppibFN2zYUM8995zp9bVr17RkyZKH3h6wN0Y+AKhZs2ZmT4kuUaLEQz1H4H6enp769ttv9c0332jnzp06d+6coqKiVKhQIVWrVk1t27bVa6+9luY/soMGDZKnp6dWrFih0NBQRUdHq2jRovL09FS3bt3UpUsXvfHGG9q/f7+ke08Rv3nzZrq3u80JOnfurEaNGmnNmjX6+eefdeXKFd25c0eurq56+umn1aVLF7300ksWcywKFCigefPmac2aNdq8ebP++usvJSYmqnTp0vLy8lLfvn1Vu3ZtNW3a1HQd+fbt2/X666+b7cfHx0fe3t5auXKlfvnlF12+fFmJiYlyc3PTU089pU6dOunFF19M89vxsWPHqkSJEtq6dasuX74sZ2dnVapUSc2bN8/Ue1CrVi1t2rRJO3fuVFBQkE6fPq2wsDA5OTmpSpUqatWqlXx9fa16yrW1nJ2dtXr1as2cOVO//PKL7ty5Izc3N9WoUSNTE5VtoWjRogoMDNT333+voKAgHTt2zHRzAnd3dzVv3lx9+/a16nKrFO7u7tq8ebOWL1+u4OBgXbhwQc7OzqpXr55ef/31h/pyIvUzPwoUKJDuwzntVWN6WrRooaCgIO3YsUPffvut/vrrL0VERKhIkSJ6/PHH1bZtW/Xq1SvDcPHcc8/phx9+0KpVq7Rnzx5dvHhRsbGxKlq0qJ588km1b99e3bt3f6RbDr/77rvavXu3aY7S4sWL1b179yy52QCQ3QxGZioBAIAs9vXXX+uDDz4wvW7RogXf0APgsisAAJC1EhIStGzZMrNlL774op2qAZCTcNkVAACw2sGDB1WkSBHduHFDixcvNnvQpJubm8VtbAHkT4QPAABgtS+++EJHjhxJc93rr79ucRtnAPkTl10BAACrpXd3qMaNG+vNN9+0cTUAcipGPgAAgNXq1Kmj33//XRERESpWrJgqV66sDh06qHfv3jZ/cj2AnIu7XQEAAACwCS67AgAAAGAThA8AAAAANkH4ACRduXJF9evX17hx4yzWbdiwQS+99JK8vLzUtm1bffHFF4qLizNrk5CQoLlz56pdu3aqVauWmjVrprFjxyosLMxWpwAAAJDjMeEc+Z7RaNSECRMUHR1tsW7evHmaNWuWWrduLR8fHx07dkwLFizQ5cuX9cUXX5jaffDBB9q0aZM6deqk/v3769KlS1q9erUOHjyojRs3ys3NzYZnBAAAkDMx8oF8b/Xq1Tp8+LDF8vPnz2vevHnq2LGj5s+fr169emnKlCnq27evgoKCdO7cOUnSsWPHtGnTJvXv319ffPGFfHx8NGbMGM2ZM0dXrlxRYGCgrU8JyLOsHaWUpPXr16tz586qU6eO2rdvr9WrV9uidACACB/I5y5evKgZM2Zo+PDhFuu2bNmixMREvffeezIYDKblvXv31pAhQ5Ryo7hff/1VkvTKK6+Ybd+yZUsVK1YszWADIPMeNEo5YcIEVahQQRMmTFCTJk20YMECTZgwwazdihUr9P7776ty5coaN26catSooY8//lgLFiyw1WkAQL5G+EC+lZycrHHjxsnT01P9+vWzWH/o0CF5eHioYsWKkqS4uDjdvXtXHh4eevvtt1W9enVJ98LI5s2bVbVqVbPt4+LiFBMTI0dHrm4EsoK1o5S3b9/WzJkz1bZtW82bN08+Pj6aNWuWXnjhBc2bN0+RkZG2PiUAyHcIH8i3VqxYodDQUE2ZMkUODpZd4e+//1bFihW1b98+vfTSS6pTp47q1aunMWPG6N9//zW1c3V11VNPPaWCBQuabb9mzRrdvXtXDRo0yPZzAfK6rBil/OmnnxQTE6PevXubtevTp4/i4uK0c+fO7D8RAMjnCB/Il/766y/NnDlTI0eOVLVq1dJs8++//+r8+fMaOnSoWrRooblz56p3797atm2bBg8erKSkpHT3HxoaqtmzZ8vNzU29evXKrtMA8oWsGqUMDQ2VJNWqVcts+5o1a5qtBwBkH64HQb6TlJSk8ePH66mnnlL//v3TbZeQkKDLly/rgw8+kK+vryTp+eefV9GiRTVnzhz9+OOPateuncV2p06d0sCBA5WYmKhZs2apZMmS2XYuQH6QMkq5efPmdEcpPT09tW/fPn322Wc6deqUChUqpI4dO2rixIkqWrSoJCk8PFxOTk4Wd58rXLiw3NzcdPXqVVucDgDka4x8IN9ZunSpQkND9d577ykqKkqRkZGKioqSdC9wREZGKiEhQc7OznJwcFD37t3Ntu/WrZsk6bfffrPY96FDh9S3b1/dunVLU6dO1bPPPpvt5wPkZVk5ShkdHS0nJ6c091G4cGHFxsZm23kAAO5h5AP5zt69e3X37l317t3bYl1QUJCCgoI0depUlS9fXuHh4SpcuLBZm1KlSkmSxR13du/erZEjRyopKUkBAQFq37599p0EkA9k9Sil0Wg0m+uRWkbrAABZg/BhAym3YN2wYYOdK4EkjR07Vrdv3zZblpiYqEGDBqlFixZ68803Vb16de3fv1/nzp1TWFiYypUrZ2p76dIlSVKFChVMy/bt26fhw4fL0dFRX331lVq0aGGbkwHysJRRysDAQNPoZGJioqT/H6V0dXWVs7OzYmNj0xylnDNnjn777Te1a9dOLi4uaT73Q5Li4+Pl6uqarecDACB82MStW7fsXQLuk3qyqXTvg4cklSlTRs8884wk6cUXX9TWrVu1aNEi+fn5mdouW7ZM0r1vVqV715G/8847MhgMWrRokRo1apTdpwDkC1k9Sunu7q7Y2FjduXPHLGjEx8crKipKZcuWzcazAQBIhA8gXS1btlTnzp21cuVK3bhxQ02aNNH+/fu1Y8cO+fj46Omnn5YkLVy4UFFRUWrRooWuXr2qLVu2mO2nZMmS8vb2tscpALlaVo9S3n9Xq6ZNm5raHT9+XJJUu3btbD0fAADhA8jQtGnTVKNGDa1fv14//PCD3N3dNXbsWLPrz1OecB4SEqKQkBCLfdSpU4fwATyCrB6lbNWqlZydnbVy5Uqz8LFy5Uo5OTnpueeey7ZzAQDcQ/gAdO9ON6dPn7ZY7ujoqIEDB2rgwIHpbrt9+/bsLA3AAzzsKGXx4sU1dOhQzZgxQ8OGDVOrVq0UEhKiHTt2aPTo0SpRooSdzwQA8j7CBwAg13uYUUpJGjRokGn0Y+/evapUqZI++ugj+fj42KlyAMhfDEaj0WjvIvK6lKH8nTt32rkSAAAAwH54yCAAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAACyzJUrV1S/fn2NGzfObHlkZKQ++OADPfvss6pbt6569+6tkJAQi+0TEhI0d+5ctWvXTrVq1VKzZs00duxYhYWF2eoUkI0IHwAAAMgSRqNREyZMUHR0tNny+Ph49e/fX1u3btVLL72k9957T4mJiRowYIB27dpl1vaDDz7QnDlzVKtWLb3//vvq1q2bduzYIR8fH0VFRdnwbJAdHO1dAAAAAPKG1atX6/DhwxbL169fr1OnTikgIEAvvPCCJOnll19Wx44dNXPmTLVu3VqSdOzYMW3atEn9+/c3Gzlp2rSpBg4cqMDAQP3nP/+xzckgWzDyAQAAAKtdvHhRM2bM0PDhwy3WxcbGqlatWmrfvr1pmbOzs7y8vHTmzBkZjUZJ0q+//ipJeuWVV8y2b9mypYoVK5ZmsEHuwshHPvDt+sO6fvmmvcsAzJSvVEIduzewdxkAgCyQnJyscePGydPTU/369VNAQIDZ+gEDBmjAgAFmy+7evaszZ86ofPnyMhgMkqTevXvL29tbVatWNWsbFxenmJgYOTry0TW34yeYD1y/fFMXzobbuwwAAJBHrVixQqGhodq8ebMcHDK+sObOnTs6d+6cFixYoL///luTJ082rXN1ddVTTz1lsc2aNWt09+5dNWjAl1a5HeEjH3F0dFTR4q72LgP53L+37uju3bv2LiPHYYQSORWjlHiQv/76SzNnztTIkSNVrVo1xcfHZ9j+448/1pYtWyRJ7du3V6dOnTJsHxoaqtmzZ8vNzU29evXKsrphH4SPfKRocVc1aVHP3mUgn/st5Khu3oiydxk5DiOUAHKjpKQkjR8/Xk899ZT69+//UNt07txZ7dq105EjRxQYGChfX1+tXr1azs7OFm1PnTqlgQMHKjExUbNmzVLJkiWz+hRgY4QPAMhBGKFETsEoJR7G0qVLFRoaqsDAQNNtcBMTEyXde15HZGSkXF1dVahQIdM2LVu2lCQ999xzqlSpkiZNmqSNGzfK19fXbN+HDh3S0KFDdefOHfn7++vZZ5+1zUkhWxE+ACAHYYQSOQWjlHgYe/fu1d27d9W7d2+LdUFBQQoKCtLUqVP18ssvp7l9p06dNGnSJJ04ccJs+e7duzVy5EglJSUpICDA7C5ZyN0IHwAAAHgkY8eO1e3bt82WJSYmatCgQWrRooXefPNNVa9eXW+99ZYiIiK0YcMGs7YpDyN0cnIyLdu3b5+GDx8uR0dHffXVV2rRokX2nwhshvABAACAR1KrVi2LZSkTzsuUKaNnnnlGkuTu7q5du3YpJCTELEwsXrxYkkwPGQwPD9c777wjg8GgRYsWqVGjRtl9CrAxwgcAAACy1YgRI/Tjjz/qP//5j1577TWVL19ee/fu1a5du9S1a1dTIFm4cKGioqLUokULXb161XRXrBQlS5aUt7e3PU4BWYTwAQAAgGxVokQJrVmzRl988YW+/vprRUdHq2rVqvLz89Nrr71mapfyhPOQkBCFhIRY7KdOnTqEj1yO8AEAAIAsU7hwYZ0+fdpiecWKFTVjxowMt92+fXt2lYUcIuNHUAIAAABAFiF8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAmyB8AAAAALAJwgcAAAAAm3C0dwEAAAC5xbfrD+v65Zv2LgOwUL5SCXXs3sDeZTwQ4QMAAOAhXb98UxfOhtu7DCDXInwAAABkkqOjo4oWd7V3GYD+vXVHd+/etXcZD43wAQAAkElFi7uqSYt69i4D0G8hR3XzRpS9y3hoTDgHAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBOEDwAAAAA2QfgAAAAAYBO5LnxcuXJF9evX17hx48yWx8XFafr06WrdurXq1Kmjnj17av/+/RbbJyUladGiRWrXrp28vLzUpUsXBQcH26p8AAAAIN/KVeHDaDRqwoQJio6Otlj37rvvaunSpWrbtq3Gjh2rxMREDRgwQIcOHTJrN23aNE2fPl3169fXhAkTVLJkSY0aNUrbt2+31WkAAAAA+VKuCh+rV6/W4cOHLZbv379fO3fu1JgxY+Tn56fevXtr1apVqlChgqZMmWJqd/78ea1cuVJ9+vSRv7+/evXqpSVLlqhevXry9/dXQkKCLU8HAAAAyFdyTfi4ePGiZsyYoeHDh1us27ZtmwoWLKgePXqYlrm4uKh79+46fvy4zp8/L0kKCgpScnKyfH19Te0KFCggX19fRURE6ODBg9l+HgAAAEB+lSvCR3JyssaNGydPT0/169fPYn1oaKg8PDzk4uJitrxmzZqm9Sn/7+rqKg8PjwzbAQAAAMh6jvYu4GGsWLFCoaGh2rx5sxwcLPNSWFiYvLy8LJaXLVtWknT16lVTu3Llyj2wHQAAAICsl+PDx19//aWZM2dq5MiRqlatmuLj4y3aREdHy9nZ2WK5k5OTJCk2NtbUrkiRIg9sl13sNafEmJxsl+MCGTEmJzPP6j70U+RU9FVz9FXkVPbqq4UKFcpU+xwdPpKSkjR+/Hg99dRT6t+//yPvx2AwpPnfGbXLDsl2+oNltMtRgYwZZb8+kRPRT5FT0VfN0VeRU+WWvpqjw8fSpUsVGhqqwMBARUVFSZISExMl3RtFiIyMlKurq1xcXBQXF2exfcoyV1dXSXrodtklrUvGbCF7IxXwaAyyX5/IieinyKnoq+boq8ipcktfzdHhY+/evbp796569+5tsS4oKEhBQUGaOnWq3N3dFRERYdEmPDxckkzzPNzd3dO8o1Xqdtkls8NSWcWQC34Rkf8YHBzs1idyIvopcir6qjn6KnKq3NJXc3T4GDt2rG7fvm22LDExUYMGDVKLFi305ptvqnr16jp8+LC2bt2quLg40/wNSTp+/LgkqXbt2pLu3dVq586dunTpkipXrpxuOwAAAABZL0fH91q1aumZZ54x+1/Tpk0lSWXKlNEzzzyjsmXLqkOHDkpISNDatWtN28bExGj9+vXy8vJSlSpVJEnt27eXwWBQYGCgqV1SUpJWr16tcuXKqWHDhrY9QQAAACAfydEjHw/L29tb3t7e+vzzz3Xt2jV5eHjom2++0fXr1+Xv729q9/jjj6tnz54KDAxUdHS06tatq+DgYB09elQBAQEqWLCgHc8CAAAAyNvyRPiQpFmzZikgIEDbtm1TbGysPD09tWTJEovRjIkTJ6p06dLasGGDgoKC5OHhodmzZ6t9+/Z2qhwAAADIH3Jd+ChcuLBOnz5tsbxIkSLy8/OTn59fhts7OjpqxIgRGjFiRHaVCAAAACANOXrOBwAAAIC8g/ABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYcs2InSUlJOn78uMLCwnTjxg0lJSWpePHieuyxx/TUU0/J0TFLDgMAAAAgF3vkVJCcnKwffvhBmzZt0sGDBxUTE5NmOycnJ7Vo0UKvvPKKWrVq9aiHAwAAAJDLPVL4CA4O1qxZs3Tx4kUZjUaVL19eDRo0UMWKFVW0aFElJSUpMjJSERER+uOPP/TDDz9o586d8vT01NChQ9WuXbusPg8AAAAAOVymwkdYWJjGjx+vX375RU899ZTef/99tWrVSpUqVcpwu7Nnz+r777/Xhg0bNHLkSHl7e2vy5MkqU6aMVcUDAAAAyD0yFT5efPFFValSRcuWLVOzZs0eersnnnhCTzzxhIYOHardu3crICBAnTt31m+//ZbpggEAAADkTpkKHxMmTFDXrl0f+WAGg0GtW7dWq1attGnTpkfeDwAAAIDcJ1O32rUmeNzPYDDo5ZdfzpJ9AQAAAMgdsu05HymTzgEAAABAyoLwERERoTlz5ujEiROmZStXrlSjRo3UvHlzPffcc9qzZ4+1hwEAAACQy1kVPi5fvqyXXnpJ8+bN0++//y5J+v333zV58mTFxMSoXLlyunr1qoYOHarQ0NAsKRgAAABA7mRV+FiwYIEiIyP18ssvq02bNpKktWvXymAwaNiwYdq9e7dWrFgho9GohQsXZknBAAAAAHKnR37CuSTt27dP1apV0+TJkyVJRqNRP/30kwwGg3r37i1JatSokRo0aKDDhw9bXy0AAACAXMuqkY9//vlHTzzxhOn177//rlu3bsnT01OlSpUyLS9RooRu3bplzaEAAAAA5HJWhY8SJUooKirK9HrXrl0yGAxq3ry5Wbvz58/Lzc3NmkMBAAAAyOWsCh81atTQ4cOHdeDAAZ0/f14bN26UJD3//POmNqtXr9aZM2dUv3596yoFAAAAkKtZNedj4MCB2rdvn/r16yfp3pyPxo0bq06dOpLuPZTw9OnTcnZ21uDBg62vFgAAAECuZdXIR8OGDbVo0SI1btxYHh4e6tGjh+bOnWtaX7BgQdWrV0+rV69WzZo1rS4WAAAAQO5l1ciHJDVr1kzNmjVLc93KlSvl5ORk7SEAAAAA5AFWP+E8IwQPAAAAACmsHvk4d+6ctmzZogsXLig+Pj7ddgaDQfPnz7f2cAAAAAByKavCx+HDh9W/f38lJibKaDRm2NZgMFhzKAAAAAC5nFXhY/r06UpISFCXLl3Url07FS1alJABAAAAIE1WhY8zZ86oZs2a+uyzz7KqHgAAAAB5lFUTzl1cXFSmTJmsqgUAAABAHmZV+Gjfvr2OHj2qyMjIrKoHAAAAQB5l1WVX77zzjn7//Xf169dPI0aMkKenp4oXL55uezc3N2sOBwAAACAXsyp8ODs7q0GDBlq+fLlGjhyZYVuDwaATJ05YczgAAAAAuZhV4WPOnDlasWKFpHsPFCxRokSWFAUAAAAg77EqfGzatElOTk6aOXOmnn322ayqCQAAAEAeZNWE88jISDVp0oTgAQAAAOCBrAofHh4eun37dlbVAgAAACAPsyp89O/fX0eOHNH333+fVfUAAAAAyKOsmvPh7u4ub29vjRw5Uk2aNFHt2rVVrFgxOTqmvdv+/ftbczgAAAAAuZhV4aNPnz4yGAwyGo369ddf9euvv8pgMFi0MxqNMhgMhA8AAAAgH7MqfAwbNizNsJEdTp8+rRkzZuj3339XcnKymjVrpnfffVePPfaYqU1cXJzmzp2roKAgRUZGqkaNGnr77bfVrFkzs30lJSVp6dKlWrduna5fv66qVavqrbfe0gsvvGCTcwEAAADyI6vCx4gRI7Kqjgz9/fff8vHxUfHixTV48GAlJSVpxYoV6tGjhzZv3qwKFSpIkt59913t2rVLvXv3VrVq1bR+/XoNGDBAK1asUMOGDU37mzZtmlasWKFu3bqpbt262rFjh0aNGqXk5GR17tzZJucEAAAA5DeZmnAeFhaWZQfOzL5mzpyppKQkrVy5Um+88YYGDhyoJUuWKCoqSkuXLpUk7d+/Xzt37tSYMWPk5+en3r17a9WqVapQoYKmTJli2tf58+e1cuVK9enTR/7+/urVq5eWLFmievXqyd/fXwkJCVl2jgAAAAD+X6bCR4cOHTR//nzFxcU98gGjo6P1xRdfqH379g+9jaOjozp16qRKlSqZlnl6esrNzU2nTp2SJG3btk0FCxZUjx49TG1cXFzUvXt3HT9+XOfPn5ckBQUFKTk5Wb6+vqZ2BQoUkK+vryIiInTw4MFHPjcAAAAA6cvUZVeTJk3SJ598olWrVqlXr156+eWXVbFixYfa9vTp01q3bp22bt0qBwcHs9GIB5kxY4bFsmvXrikqKkru7u6SpNDQUHl4eMjFxcWsXc2aNU3rq1atqtDQULm6usrDwyPdds2bN3/o2gAAAAA8nEyFjy5duqhp06aaNm2a5s2bp3nz5umJJ55Qo0aN9OSTT8rd3V2urq5KSkpSVFSUwsPDdezYMR06dEhXrlyRwWBQp06d9N5776ls2bKPVPCNGzcUGhqq6dOny8XFRW+88Yake5dxeXl5WbRPOc7Vq1dN7cqVK/fAdgAAAACyVqYnnJctW1YzZswwzbv4/vvvdebMmXTvemU0GuXs7KyuXbtq0KBBFiMOmfXKK6/o2rVrkqTRo0frySeflHTvci5nZ2eL9k5OTpKk2NhYU7siRYo8sF12sNd8EmNysl2OC2TEmJzMHKv70E+RU9FXzdFXkVPZq68WKlQoU+0f+W5XNWrU0Oeff65PP/1Uhw8f1sGDB3X9+nVFRkbq7t27Kl68uKpUqaK6deuqSZMmaQaDRzFq1CgVKlRI3377raZPn67Lly9r0qRJD9zu/nCU0e2Bs/PWwcl2+oNltMtRgYwZZb8+kRPRT5FT0VfN0VeRU+WWvmrVrXYlqXDhwnrmmWf0zDPPZEU9D/TSSy9Jkjp27Ki3335ba9eu1WuvvSYXF5c0J8KnLHN1dZWkh26XHRwcMjW/P8vY5kksQOYYZL8+kRPRT5FT0VfN0VeRU+WWvmp1+LCnTp066dtvv9WJEyfk7u6uiIgIizbh4eGSZJrn4e7unuYdrVK3yw6ZHZbKKoZc8IuI/Mfg4GC3PpET0U+RU9FXzdFXkVPllr6a43vQrVu31L59e3366acW66KjoyXdm69Rs2ZN/fnnnxajGsePH5ck1a5dW9K9u1rdunVLly5dyrAdAAAAgKyV48NH8eLFVbBgQW3bts1sZCMhIUGBgYFycXFRkyZN1KFDByUkJGjt2rWmNjExMVq/fr28vLxUpUoVSVL79u1lMBgUGBhoapeUlKTVq1erXLlyZk9CBwAAAJB1csVlV5MmTVLfvn3l4+MjHx8fOTg4aOPGjTp79qw+/fRTubm5ydvbW97e3vr888917do1eXh46JtvvtH169fl7+9v2tfjjz+unj17KjAwUNHR0apbt66Cg4N19OhRBQQEqGDBgnY8UwAAACDvyhXho0GDBlq+fLnmzJmjOXPmSJJq1aqlRYsWydvb29Ru1qxZCggI0LZt2xQbGytPT08tWbLEYjRj4sSJKl26tDZs2KCgoCB5eHho9uzZmXrqOgAAAIDMyRXhQ5IaNWpkdqlUWooUKSI/Pz/5+fll2M7R0VEjRozQiBEjsrJEAAAAABnI8jkfSUlJio+Pz+rdAgAAAMjlsiR8HDlyRG+//baaN2+uWrVq6YMPPpAkjR07VnPnzuXJqAAAAACsv+xq/vz5mjNnjpKTk+Xg4CCj0Sij8d7zP48ePaqtW7fq4MGDWrRoUa649zAAAACA7GHVyMePP/6oWbNmyd3dXV9++aXFw/sCAgJUo0YNHThwwOwWuAAAAADyH6vCx/Lly+Xk5KQVK1aobdu2KlKkiNn6mjVraunSpSpSpIg2b95szaEAAAAA5HJWhY8TJ06ocePGqlixYrptSpQooYYNG1o8URwAAABA/mJV+EhOTlZycvID28XHxyspKcmaQwEAAADI5awKH9WrV9fvv/+umzdvptsmIiJCx44d0xNPPGHNoQAAAADkclaFj549e+rff//V8OHDdeXKFYv1ly9f1siRIxUTE6Nu3bpZcygAAAAAuZxVt9rt3r27fv31V23fvl3PP/+8KlSoIIPBoP379+vFF1/U+fPnlZiYqFatWqlnz55ZVTMAAACAXMjq53xMnz5dDRs21LJly3ThwgVJ9y61ioiIUPny5fXaa6/pjTfekMFgsLpYAAAAALmX1eFDknr16qVevXopPDxc169fV3JyssqUKZPhXbAAAAAA5C9ZEj5SlC1bVmXLls3KXQIAAADII6wOHzdv3tT333+vCxcuKCEhIcO2fn5+1h4OAAAAQC5lVfg4e/asXnvtNd2+fVtGozHDtgaDgfABAAAA5GNWhQ9/f3/dunVLjRo1Utu2bVWsWDEmlgMAAABIk1XhIzQ0VI8//rhWrFghBwerHhkCAAAAII+zKjEYDAZ5eHgQPAAAAAA8kFWpoVWrVvr9998VExOTVfUAAAAAyKOsCh9jxoxR4cKFNXToUB0/flyJiYlZVRcAAACAPMaqOR8lS5bUq6++qoCAAHXv3l0Gg0FOTk5ptjUYDDp8+LA1hwMAAACQi1kVPlatWqWZM2dKkoxGo4xGI5dgAQAAAEiTVeFj5cqVKlCggCZMmKAOHTqoZMmSWVUXAAAAgDzGqvBx7do1NWnSRL17986qegAAAADkUVZNOK9YseIDn2wOAAAAAJKV4aNXr1767bff9L///S+LygEAAACQV1l12dVzzz2nkJAQ9e3bVy+++KJq166tYsWKydEx7d22a9fOmsMBAAAAyMWsCh9t27aVwWCQ0WjUhg0btHHjxgzbnzx50prDAQAAAMjFrAofXbt2lcFgyKpaAAAAAORhVoUPf3//rKoDAAAAQB5n1YRzAAAAAHhYmRr5+PTTTyVJQ4cOVcmSJU2vH5afn1+m2gMAAADIOzIVPlatWiWDwSBfX1+VLFlSq1ateuhtDQYD4QMAAADIxzIVPqZOnSpJKlOmjCRpypQpTDgHAAAA8FAyFT66detm9vrll19+6G3//fffzBwKAAAAQB5j1YTztm3batq0aQ9sN2bMGHXs2NGaQwEAAADI5awKH1euXNGNGzcybHP37l2dO3dOt2/ftuZQAAAAAHK5TF129dprr+nEiRNmy4KDg7Vz5850t0lISFBSUpJq1KjxaBUCAAAAyBMyFT7ee+899ezZ0/TaYDDo7t27unv3brrbFC5cWNWqVdOkSZMevUoAAAAAuV6mwkedOnV06tQp0+saNWqoS5cu+uyzz7K8MAAAAAB5S6bCR2pTp05V5cqVs6oWAAAAAHmYVeEj9a13AQAAACA9Vt3tCgAAAAAeFuEDAAAAgE0QPgAAAADYBOEDAAAAgE0QPgAAAADYBOEDAAAAgE1YdatdSbp06ZK++eYb/fnnn4qNjVVycnKa7QwGg1asWGHt4QAAAADkUlaFj1OnTsnX11cxMTEyGo0ZtjUYDNYcCgAAAEAuZ1X4mDVrlqKjo+Xt7a2ePXuqTJkyKlCgQFbVBgAAACAPsSp8HDp0SFWqVNGCBQvk4MD0EQAAAADpsyoxJCUlqUaNGgQPAAAAAA9kVWp4+umndebMmayqBQAAAEAeZlX4GDZsmC5cuKCFCxdmVT0AAAAA8iir5nxcuXJFrVq1UkBAgDZu3CgvLy8VLVo03Ttb+fn5WXM4AAAAALmYVeHDz89PBoNBRqNR58+f1/nz59NtazAYCB8AAABAPmZV+Jg6dWpW1QEAAAAgj7MqfHTr1i2r6gAAAACQx1kVPu536dIlHT58WBERESpUqJBKlSqlhg0bqnz58ll1CAAAAAC5mNXh4+bNm/rggw+0c+dOSZLRaDSbcN66dWt98sknKlWqlLWHAgAAAJCLWRU+oqOj1adPH/35558qXbq02rRpo4oVKyo5OVmXL1/Wnj179NNPP+ny5cv65ptv5OTklFV1AwAAAMhlrAofS5Ys0Z9//qnOnTtr8uTJKly4sNn6hIQEvf/++9q+fbsCAwM1aNAgq4oFAAAAkHtZ9ZDBb7/9VmXLltWUKVMsgockFSpUSJMnT1aZMmW0bds2aw4FAAAAIJezKnxcuXJF9erVU6FChdJtU6hQIdWrV0+XL1+25lAAAAAAcjmrwoezs7Nu3rz5wHY3b97MMKAAAAAAyPusCh916tTRkSNHdOzYsXTbHDt2TIcPH5aXl5c1hwIAAACQy1kVPt544w0lJSVp4MCBWr16tSIiIkzrwsPDtXr1ag0cOFDJycl64403rC4WAAAAQO5l1d2umjZtqrFjx2ratGn69NNP9emnn8rR8d4u7969K0kyGAx677331KxZM+urBQAAAJBrWTXyIUmvv/661q1bpy5duqhixYpycHCQwWBQxYoV1aVLF61du9bqUY9jx45p4MCBatiwoWrXrq2uXbtq8+bNZm3i4uI0ffp0tW7dWnXq1FHPnj21f/9+i30lJSVp0aJFateunby8vNSlSxcFBwdbVR8AAACAB7P6CeeSVKtWLU2bNi0rdmXh3Llz6tOnj4oXL64BAwaoSJEiCg4O1tixY3Xz5k31799fkvTuu+9q165d6t27t6pVq6b169drwIABWrFihRo2bGja37Rp07RixQp169ZNdevW1Y4dOzRq1CglJyerc+fO2XIOAAAAALIofGSnadOmycHBQevWrVO5cuUkSb6+vurdu7dmz56tHj166NixY9q5c6fGjx+v119/XZLUtWtXdenSRVOmTNHGjRslSefPn9fKlSvVp08f+fn5SZJeffVV+fr6yt/fX+3ateOuXAAAAEA2yVT4ePHFF2UwGDR//nxVrFhRL7744kNvazAYtHXr1kwVl5SUpIMHD8rb29sUPCTJwcFBHTt21NGjR3Xy5Elt27ZNBQsWVI8ePUxtXFxc1L17dwUEBOj8+fOqWrWqgoKClJycLF9fX1O7AgUKyNfXV6NHj9bBgwfVvHnzTNUIAAAA4OFkKnycPXtWBoNBCQkJptcPy2AwZK4y3QsZW7duTXPbyMhISffCQ2hoqDw8POTi4mLWpmbNmpKk0NBQVa1aVaGhoXJ1dZWHh0e67QgfAAAAQPbIVPj48ccfJck0CpHyOrsYDAZVrlzZYnlMTIw2bNggFxcXPf300woLC0vzOSJly5aVJF29elWSFBYWZjaCkl47AAAAAFkvU+GjYsWKZq8NBoNcXFzk5uaW4XaXL1/W33//bbH9ozAajfLz81NERISGDRumwoULKzo6Ws7OzhZtnZycJEmxsbGSpOjoaBUpUuSB7bJLyoiRrRmTk+1yXCAjxuRku/WJnIh+ipyKvmqOvoqcyl59NbPzpa2acN62bVt16dLlgXe6+uyzz7R//34dPHjQmsPJaDTqo48+UlBQkBo3bqwhQ4Y81Hb3X7aV0eVfj3JpWGYk2+kPltEuRwUyZpT9+kRORD9FTkVfNUdfRU6VW/pqpsLHiRMnZDT+f7czGo2KiorS8ePH093m33//VWhoqOmhg48qMTFR48aN0/bt2+Xl5aX58+erYMGCku5NLo+Li7PYJmWZq6trptplFwcHqx+r8kiyN1IBj8Yg+/WJnIh+ipyKvmqOvoqcKrf01UyFj4ULF+q7774zvTYYDNq7d6/27t2b4XZGo1HPPvvso1Woe5dDjRgxQj///LMaN26s+fPnmwUFd3d3RUREWGwXHh4u6f/nqLi7u6c5+pK6XXax1218DbngFxH5j8HBgVtb34d+ipyKvmqOvoqcKrf01UyFj/HjxysyMtI0+nHw4EGVKlVK1apVS7O9wWBQ4cKF9dhjj2no0KGPVGBiYqKGDx+ukJAQtW7dWrNmzVLhwoXN2tSsWVNbt25VXFycaf6GJNOITO3atU3tdu7cqUuXLplNZE/dDgAAAEDWy1T4KFeunAIDA02va9SooebNm+uzzz7L8sJSzJ49WyEhIWrTpo1mz55tutTqfh06dND69eu1du1a00MGY2JitH79enl5ealKlSqSpPbt22v27NkKDAzU+++/L+nes0RWr16tcuXKmT0JHQAAAEDWsmrC+Y8//mh6tobRaDSbsB0dHS2j0WjVPIrw8HAtW7ZMjo6OatGihYKDgy3aNGvWTN7e3vL29tbnn3+ua9euycPDQ998842uX78uf39/U9vHH39cPXv2VGBgoKKjo1W3bl0FBwfr6NGjCggISDPYAAAAAMgaVoWPihUr6sqVK5o4caISEhK0cOFC07q9e/dqzJgxevbZZzVp0iSVKlUq0/s/cuSIEhMTJUkff/xxmm0WLVqksmXLatasWQoICNC2bdsUGxsrT09PLVmyxGI0Y+LEiSpdurQ2bNigoKAgeXh4aPbs2Wrfvn2m6wMAAADw8KwKH1evXtWrr76qyMhIeXp6mq1zcnJS2bJltXPnTv3xxx/65ptvMj2hu0OHDjp9+vRDtS1SpIj8/Pzk5+eXYTtHR0eNGDFCI0aMyFQtAAAAAKxj1S0b5syZo8jISA0fPlwbN240W9e6dWv9+OOPevvttxUWFqY5c+ZYVSgAAACA3M2q8HHw4EE99dRTGj58uAoUKJBmm7feektPPPGEdu/ebc2hAAAAAORyVoWPf/75x3QnqYxUq1ZNt27dsuZQAAAAAHI5q8JHuXLldPz4cbOnnqflzJkzKlOmjDWHAgAAAJDLWRU+nn/+eV25ckXTpk1LN4AEBATo/PnzatOmjTWHAgAAAJDLWXW3qzfffFPBwcFasWKFfvzxR7Vo0UIVKlSQJIWFhWnfvn26cOGCypUrpyFDhmRJwQAAAAByJ6vCR4kSJbRy5Up9+OGHCgkJ0X//+1+LNo0bN9bkyZMf6TkfAAAAAPIOq8KHdO9Bg4sXL9a1a9d08OBBRUREKCkpSaVLl1a9evXk4eGRFXUCAAAAyOWsDh8pKlSooC5dumTV7gAAAADkMVkSPpKSknTz5k0lJiaaTTxPTk5WfHy8/vnnH+3atUvjxo3LisMBAAAAyIWsCh9Go1FTp07VunXrFBcX98D2hA8AAAAg/7IqfKxcuVKBgYGSpPLlyys+Pl5RUVF6/PHHdfv2bYWHh0uSHnvsMb3++utWFwsAAAAg97LqOR9btmyRwWDQwoULtXv3bo0dO1aSNHv2bO3du1fbtm3TE088oWvXrqlBgwZZUjAAAACA3Mmq8HH+/HnVrl1bLVu2lCR5eXnJaDTq0KFDkqQnnnhCX375pZKSkrRw4ULrqwUAAACQa1kVPhISEuTu7m56/dhjj8nR0VGnTp0yLatSpYrq1atnCiQAAAAA8ierwkfJkiUVGRlpel2gQAG5u7vr7NmzZu1KlSqlGzduWHMoAAAAALmcVeGjXr16OnLkiM6cOWNa9uSTT+qPP/7Q7du3Jd27I9bp06fl5uZmVaEAAAAAcjerwkffvn2VlJSkXr16meZ0dO3aVXFxcXrrrbe0efNmvfvuu7pw4YLq1KmTJQUDAAAAyJ2sutVu/fr1NXnyZE2dOtV0qdVzzz0nb29v/fzzzzp69KiMRqOKFy+uUaNGZUnBAAAAAHInq59w/vLLL+uFF17QP//8Y1q2YMECbdmyRceOHVP58uXVtWtXlStXztpDAQAAAMjFrA4fkuTk5KRKlSqZXjs4OKhbt27q1q1bVuweAAAAQB6QJeHDaDRq7969OnjwoMLCwlS7dm317dtXQUFBql27tqpUqZIVhwEAAACQi1kdPk6dOqV33nlHf//9t4xGowwGgwwGgyRpyZIlOn36tD788EP16NHD6mIBAAAA5F5W3e3q6tWr6tevn/766y+1adNGH374oYxGo2n9M888IwcHB3344Yc8ZBAAAADI56wKH3PnztXt27fl7++vL7/8Uj4+PmbrR48erS+//FJGo1GLFy+2qlAAAAAAuZtV4ePnn3/WU089pa5du6bbpmXLlqpbt65OnjxpzaEAAAAA5HJWhY+oqCizu1ylp3Tp0rp586Y1hwIAAACQy1kVPsqWLavTp09n2MZoNOrkyZMqW7asNYcCAAAAkMtZFT7atGmjixcvauHChem2WbBgga5evapWrVpZcygAAAAAuZxVt9odMmSIfvjhBwUEBCgkJESNGzeWJF25ckXLli3Tzz//rP3796tkyZIaNGhQlhQMAAAAIHeyKnyULFlSK1eu1OjRo3XgwAEdPHhQknT48GEdOXJERqNRTzzxhGbMmMFlVwAAAEA+Z/VDBitXrqyvv/5aR48e1YEDB3T9+nUlJSWpbNmyatCggZo1a5YVdQIAAADI5awOHynq1aunevXqpbv+6tWrcnd3z6rDAQAAAMhlHnnCeUJCgm7cuPHAdomJiZo3b546der0qIcCAAAAkAdkeuTj1KlTmjZtmn777TcZjUbTZPJ+/fpZtA0JCdEnn3yiixcvZkmxAAAAAHKvTIWPv/76Sz4+PoqLi5PRaJQk3bhxQ/7+/oqPjzfd0SoyMlIfffSRfvjhBxmNRjk5OWnw4MFZXz0AAACAXCNTl10tXLhQsbGxatasmYKCgnT06FHNnDlTRYsW1fz583Xnzh398ccf6tKliyl4PP/88woODtaQIUOy6xwAAAAA5AKZGvk4cuSIihYtqpkzZ6pYsWKSpA4dOujff//VBx98oPXr12v+/Pm6deuWKlWqpA8//FDe3t7ZUjgAAACA3CVT4ePGjRuqVauWKXikaNmypYxGo7744gslJCTI19dX7733npycnLK0WAAAAAC5V6bCR0xMTJoPCyxdurSke3e2mjhxonx9fbOmOgAAAAB5RqbmfBiNRhkMBovlBQoUkCRVr16d4AEAAAAgTY/8nI+0PPnkk1m5OwAAAAB5SJaGj5QREAAAAABILUvDBwAAAACkJ9NPOP/ll1/Ut2/fTK8zGAxasWJFZg8HAAAAII/IdPj4559/9M8//2R6XVoT1QEAAADkH5kKH4GBgdlVBwAAAIA8LlPho3HjxtlVBwAAAIA8jgnnAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJggfAAAAAGyC8AEAAADAJnJd+Fi4cKGaN2+e5rq4uDhNnz5drVu3Vp06ddSzZ0/t37/fol1SUpIWLVqkdu3aycvLS126dFFwcHB2lw4AAADka7kqfOzZs0ezZ89Od/27776rpUuXqm3btho7dqwSExM1YMAAHTp0yKzdtGnTNH36dNWvX18TJkxQyZIlNWrUKG3fvj27TwEAAADIt3JF+DAajVq1apWGDRumxMTENNvs379fO3fu1JgxY+Tn56fevXtr1apVqlChgqZMmWJqd/78ea1cuVJ9+vSRv7+/evXqpSVLlqhevXry9/dXQkKCrU4LAAAAyFdyRfjo2bOnPvnkEzVp0kQ1a9ZMs822bdtUsGBB9ejRw7TMxcVF3bt31/Hjx3X+/HlJUlBQkJKTk+Xr62tqV6BAAfn6+ioiIkIHDx7M1nMBAAAA8qtcET6uXr2qjz/+WIsXL1aRIkXSbBMaGioPDw+5uLiYLU8JK6Ghoab/d3V1lYeHR4btAAAAAGQtR3sX8DB++uknFSpUKMM2YWFh8vLyslhetmxZSfcCTEq7cuXKPbAdAAAAgKyVK8LHg4KHJEVHR8vZ2dliuZOTkyQpNjbW1C6t0ZPU7bKDveaTGJOT7XJcICPG5GTmWN2Hfoqcir5qjr6KnMpeffVhPqffL1eEj6xgMBjS/O+M2mW1ZDv9wTLa5ahAxoyyX5/IieinyKnoq+boq8ipcktfzTPhw8XFRXFxcRbLU5a5urpmql12cHCwzxSb7ItTwKMzyH59IieinyKnoq+ao68ip8otfTXPhA93d3dFRERYLA8PD5ck0zwPd3f3NO9olbpddsjssFRWMeSCX0TkPwYHB7v1iZyIfoqcir5qjr6KnCq39NU804Nq1qypP//802JU4/jx45Kk2rVrm9rdunVLly5dyrAdAAAAgKyVZ8JHhw4dlJCQoLVr15qWxcTEaP369fLy8lKVKlUkSe3bt5fBYFBgYKCpXVJSklavXq1y5cqpYcOGNq8dAAAAyA/yzGVX3t7e8vb21ueff65r167Jw8ND33zzja5fvy5/f39Tu8cff1w9e/ZUYGCgoqOjVbduXQUHB+vo0aMKCAhQwYIF7XgWAAAAQN6VZ8KHJM2aNUsBAQHatm2bYmNj5enpqSVLlliMZkycOFGlS5fWhg0bFBQUJA8PD82ePVvt27e3U+UAAABA3pfrwsfKlSvTXVekSBH5+fnJz88vw304OjpqxIgRGjFiRFaXBwAAACAdeWbOBwAAAICcjfABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsgvABAAAAwCYIHwAAAABsIt+Gj6tXr2rUqFFq2rSpGjRooGHDhunSpUv2LgsAAADIsxztXYA9REVFqW/fvrpz54769eunQoUKaenSpfL19dXmzZtVsmRJe5cIAAAA5Dn5MnwsX75cly9f1vr161WrVi1Jkre3t7p27apFixZp7Nixdq4QAAAAyHvy5WVX27dvV926dU3BQ5KefPJJNW3aVNu3b7djZQAAAEDele/Cx61bt3Tp0iWz4JGiZs2aCg8PV3h4uB0qAwAAAPK2fBc+wsLCJEnlypWzWFe2bFlJ0rVr12xaEwAAAJAf5Ls5H9HR0ZIkZ2dni3VOTk6SpJiYmCw95u3bt2U0GvXcc89l6X4fVlxsgpKTjJKkb3Ya7FIDkMKYfO930eF/Bq3e7m/nanIO+ilyGvpq2uiryGns3VeLFy+uDRs2PHT7fBc+jMZ7PyCDIf0/GBmtexQODg5KTk7O0n1mhpNzIbsdG8DDoZ8CuQN9FbBOvgsfLi4ukqTY2FiLdXFxcZIkV1fXLD3mr7/+mqX7AwAAAHKjfDfno2LFipKkiIgIi3UpE83Tmg8CAAAAwDr5LnwULVpUVapU0fHjxy3WHT9+XOXLl1eZMmXsUBkAAACQt+W78CFJHTp00OHDh80CyJkzZ/Trr7+qc+fOdqwMAAAAyLsMxpQZ2PlIVFSUXnzxRSUmJurNN9+Ug4ODli1bpoIFC2rDhg0qWbKkvUsEAAAA8px8GT4k6dKlS5o6dar279+vQoUKqXHjxhozZowqV65s79IAAACAPCnfhg8AAAAAtpUv53wAAAAAsD3CBwAAAACbIHwAAAAAsAnCBwAAAACbIHwAAAAAsAnCBwAAAACbIHwAAAAAsAnCBwAAAACbIHwAAAAAsAnCBwAAAACbIHwAAAAAsAnCBwAAAACbIHwAAAAAsAnCB5AJCxcuVPPmze1dBoA0HDt2TAMHDlTDhg1Vu3Ztde3aVZs3b7Z3WQBSOX36tAYNGqQmTZqoUaNG+s9//qMLFy7YuyzYiMFoNBrtXQSQG+zZs0fDhg1T8eLFtW/fPnuXA+A+586d08svv6zixYurd+/eKlKkiIKDg3XkyBGNGzdO/fv3t3eJACT9/fffeuWVV1S8eHH16dNHSUlJWrFihRITE7V582ZVqFDB3iUimxE+gAcwGo1avXq1/P39lZiYqNKlSxM+gBxm0KBBOnjwoHbs2KFy5cpJkpKTk9W7d2+dPn1aISEhKlKkiJ2rBDBy5Ejt3r1bQUFBqlSpkqR7IyFdunRR37599f7779u5QmQ3LrsCHqBnz5765JNP1KRJE9WsWdPe5QBIJSkpSQcPHpS3t7cpeEiSg4ODOnbsqJiYGJ08edKOFQJI4ejoqE6dOpmChyR5enrKzc1Np06dsmNlsBVHexcA5HRXr17Vxx9/rB49eqhv3772LgdAKg4ODtq6dasMBoPFusjISElSgQIFbF0WgDTMmDHDYtm1a9cUFRUld3d3O1QEWyN8AA/w008/qVChQvYuA0A6DAaDKleubLE8JiZGGzZskIuLi55++mk7VAYgIzdu3FBoaKimT58uFxcXvfHGG/YuCTZA+AAegOAB5D5Go1F+fn6KiIjQsGHDVLhwYXuXBCCVV155RdeuXZMkjR49Wk8++aSdK4ItED4AAHmK0WjURx99pKCgIDVu3FhDhgyxd0kA0jBq1CgVKlRI3377raZPn67Lly9r0qRJ9i4L2YwJ5wCAPCMxMVGjR4/W2rVr5eXlpfnz56tgwYL2LgtAGl566SV17NhRs2fPVseOHbV27VqdPXvW3mUhmxE+AAB5QmxsrIYMGaLt27ercePGWrZsmVxdXe1dFoCH0KlTJ0nSiRMn7FwJshvhAwCQ6yUmJmr48OH6+eef1bp1ay1evJjgAeQwt27dUvv27fXpp59arIuOjpYkOTk52bos2BjhAwCQ682ePVshISFq06aN5syZwwRzIAcqXry4ChYsqG3btikiIsK0PCEhQYGBgXJxcVGTJk3sWCFsgQnnAIBcLTw8XMuWLZOjo6NatGih4OBgizbNmjVT2bJl7VAdgPtNmjRJffv2lY+Pj3x8fOTg4KCNGzfq7Nmz+vTTT+Xm5mbvEpHNCB8AgFztyJEjSkxMlCR9/PHHabZZtGgR4QPIARo0aKDly5drzpw5mjNnjiSpVq1aWrRokby9ve1cHWzBYDQajfYuAgAAAEDex5wPAAAAADZB+AAAAABgE4QPAAAAADZB+AAAAABgE4QPAAAAADZB+AAAAABgE4QPAAAAADZB+AAAAABgE4QPAAAAADZB+AAA2NTGjRvl6elp8b+aNWuqefPmGjRokPbs2WO2zeXLl+Xp6anOnTvbtMaPP/7YJscDgPzC0d4FAADyp8qVK6tu3bqm1/Hx8YqIiNC+ffu0Z88effDBB/L19bVfgQCALEf4AADYRcOGDeXv72+x/MSJE+rdu7emTZumjh07qmTJknaoDgCQHbjsCgCQozz99NN6/vnnFR8fr5CQEHuXAwDIQoQPAECOU65cOUlSTEzMA9ueOHFCI0eOVLNmzVSrVi21bdtWkydP1o0bN9Jsf+bMGY0ZM0YtW7ZUnTp11KlTJ82ZM0fR0dEPPNa6devk6empFi1a6Pz585k6JwAA4QMAkAMdP35cklSnTp0M23377bfq0aOHduzYocqVK6tNmzYyGAwKDAxUt27d9Pfff5u137Nnj3r06KEtW7aoTJkyatmypaKjozV37ly9+eabSkhISPdYP/zwgz788EOVKFFCy5cvV9WqVa0+TwDIb5jzAQDIERITExUeHq5Vq1bpl19+UadOnfTUU0+l2z4sLExjx46VJM2fP19t2rSRJCUlJWn69OlaunSp3nnnHW3cuFEGg0F37tzRhAkTFB8fr4CAAL3wwguSpISEBA0ZMkQhISFas2aNXn/9dYtj7d+/X++8846KFCmipUuXqnr16ln/BgBAPkD4AADYxaZNm7Rp06Y01zVo0EBTp07NcPuvv/5a8fHx6t+/vyl4SFKBAgU0ZswY7d+/XydOnNCvv/6qZs2aaefOnfrnn3/00ksvmYKHJBUqVEhjxozRxYsX9c8//1gc548//tCwYcNUsGBBLV68WE8//fQjnjEAgPABALCL1LfaTUpK0u3bt3X8+HEdPnxYPXr00FdffaUKFSqkuf2hQ4ckSe3atbNYZzAY1KFDB508eVKHDh1Ss2bNdPDgQUlSq1atLNp7enrqhx9+sFh+/vx5DRw4UNHR0Ro/fvwDLwMDAGSM8AEAsIv0brWbkJCgqVOnas2aNRoyZEi6oyMRERGSpIoVK6a5PmV5SruU/y9fvvxD17hv3z4VKFBAkrRq1Sr16tVLTk5OD709AMAcE84BADlKoUKFNH78eLm5uenkyZP63//+l2Y7o9GY4X6Sk5NN+5PujaxklqOjo2bNmqU2bdro0qVL+vLLLzO9DwDA/yN8AABynEKFCumxxx6TJF27di3NNmXLlpUkXb58Oc31KctLlSolSSpdurSkexPV0/LNN99o9+7dZsu6deum559/Xu+//76cnJy0bNkynTlzJnMnAwAwIXwAAHKcpKQkU3hI7zKpBg0aSFKaczWMRqNpeaNGjSRJ9erVk6Q0H1x4+fJlTZw4UXPnzjVbnjJqUqlSJQ0aNEiJiYn64IMPHjjqAgBIG+EDAJCjJCcnKyAgQDdu3LCYlH6/Hj16yMnJSatWrdJPP/1ktv2MGTN08uRJeXp6qn79+pKkF154QcWKFdPmzZvNRjji4+P16aefSpI6d+6cbl0DBw7UY489pqNHj+rrr7+2/kQBIB9iwjkAwC4OHTqk0aNHmy2Lj4/X8ePHdeXKFTk5OWnKlClycEj7e7IKFSpoypQpGjNmjIYMGaI6deqoQoUKOnHihC5evKjy5csrICDAtH2xYsXk7++vkSNHavDgwapXr55Kly6tY8eOKSwsTM2aNVPfvn3TrbdQoULy8/PTwIEDNWPGDD333HOmS7kAAA+H8AEAsItLly7p0qVLptcGg0HOzs5yd3dX79691a9fvwc+RbxTp06qUqWKFi5cqIMHD+rkyZNyd3fXgAED9Oabb6pkyZJm7du2bauvv/5aX331lQ4cOKDQ0FC5u7tr+PDhGjRoULpBJ0XLli3Vrl07ff/995oyZYq++OKLRz5/AMiPDEYuXAUAAABgA8z5AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAThA8AAAAANkH4AAAAAGAT/wc2WUmL75KiNwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    rt_block[\"block\"].astype(str),\n",
    "    rt_block[\"rt\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.5,\n",
    "    width=0.7\n",
    ")\n",
    "\n",
    "plt.title(\"Mean reaction time by block\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Block\", fontsize=13)\n",
    "plt.ylabel(\"Reaction time (ms)\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rt_block[\"rt\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 20,\n",
    "        f\"{int(value)}\",\n",
    "        ha=\"center\",\n",
    "        fontsize=11\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8772bb7a-1585-46ed-9f50-930800305cdc",
   "metadata": {},
   "source": [
    "### Reaction Time for Correct and Incorrect Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fb5eb5ea-fada-4840-bbd5-704066260ca7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    rt_correct,\n",
    "    bins=25,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time (correct trials)\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Number of trials\", fontsize=13)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "526ca8f1-2870-4690-a9cd-940c9d61edb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    rt_wrong,\n",
    "    bins=25,\n",
    "    color=purple_mid,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time (incorrect trials)\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Number of trials\", fontsize=13)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bec7b12-f393-4834-bcf2-9ecc88be3877",
   "metadata": {},
   "source": [
    "### Response vs. Too Slow Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "99167419-19cd-437e-baf4-82dc27f14284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = [total_trials - slow_trials, slow_trials]\n",
    "labels = [\"Response\", \"Too slow\"]\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "\n",
    "plt.pie(\n",
    "    counts,\n",
    "    labels=labels,\n",
    "    autopct=\"%1.1f%%\",\n",
    "    colors=[purple_light, purple_main],\n",
    "    startangle=90\n",
    ")\n",
    "\n",
    "plt.title(\"Response vs. too slow trials\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f82b7fc7-9e89-4107-86d2-10bcbd793ab3",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>condition</th>\n",
       "      <th>correct</th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>1862.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>850.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>343.0</td>\n",
       "      <td>ArrowLeft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>642.0</td>\n",
       "      <td>ArrowRight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>False</td>\n",
       "      <td>386.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block         condition  correct      rt    response\n",
       "0      OTMA27      1  no_notifications    False  1862.0     ArrowUp\n",
       "1      OTMA27      1  no_notifications    False   850.0     ArrowUp\n",
       "2      OTMA27      1  no_notifications    False   343.0   ArrowLeft\n",
       "3      OTMA27      1  no_notifications    False   642.0  ArrowRight\n",
       "4      OTMA27      1  no_notifications    False   386.0     ArrowUp"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_trials = extract_keymatching_trials(real_data)\n",
    "df_trials.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "09408cba-95f0-48fd-b7a2-52b35ea23511",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_trials[\"trial_in_block\"] = (\n",
    "    df_trials\n",
    "    .groupby([\"participant\", \"block\"])\n",
    "    .cumcount() + 1\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "593b4d00-d945-478c-974b-e7211f1142fa",
   "metadata": {},
   "source": [
    "### Participant-Level Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "884a5c01-0c80-4389-9e49-0f05e4a6a002",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/2053096169.py:2: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  df_trials\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>participant</th>\n",
       "      <th>rt_correct_mean</th>\n",
       "      <th>rt_incorrect_mean</th>\n",
       "      <th>too_slow_trials</th>\n",
       "      <th>total_trials</th>\n",
       "      <th>too_slow_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>397.500000</td>\n",
       "      <td>470.917197</td>\n",
       "      <td>7.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>2.430556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>201.588517</td>\n",
       "      <td>277.139241</td>\n",
       "      <td>0.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>468.843137</td>\n",
       "      <td>865.757576</td>\n",
       "      <td>0.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>231.410359</td>\n",
       "      <td>286.324324</td>\n",
       "      <td>0.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>225.874439</td>\n",
       "      <td>306.174603</td>\n",
       "      <td>2.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>0.694444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  rt_correct_mean  rt_incorrect_mean  too_slow_trials  \\\n",
       "0       13351       397.500000         470.917197              7.0   \n",
       "1       14312       201.588517         277.139241              0.0   \n",
       "2       15899       468.843137         865.757576              0.0   \n",
       "3       22599       231.410359         286.324324              0.0   \n",
       "4       23765       225.874439         306.174603              2.0   \n",
       "\n",
       "   total_trials  too_slow_percent  \n",
       "0         288.0          2.430556  \n",
       "1         288.0          0.000000  \n",
       "2         288.0          0.000000  \n",
       "3         288.0          0.000000  \n",
       "4         288.0          0.694444  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "participant_summary = (\n",
    "    df_trials\n",
    "    .groupby(\"participant\")\n",
    "    .apply(lambda x: pd.Series({\n",
    "        \"rt_correct_mean\": x.loc[x[\"correct\"] == True, \"rt\"].mean(),\n",
    "        \"rt_incorrect_mean\": x.loc[x[\"correct\"] == False, \"rt\"].mean(),\n",
    "        \"too_slow_trials\": x[\"rt\"].isna().sum(),\n",
    "        \"total_trials\": len(x)\n",
    "    }))\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "participant_summary[\"too_slow_percent\"] = (\n",
    "    participant_summary[\"too_slow_trials\"] /\n",
    "    participant_summary[\"total_trials\"] * 100\n",
    ")\n",
    "\n",
    "participant_summary.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6be288a7-7ea9-496f-8e98-adb5d1a25dd2",
   "metadata": {},
   "source": [
    "### Error Rates by Block and Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "67fa4146-f9d4-43f8-b166-262c83be099b",
   "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>block</th>\n",
       "      <th>condition</th>\n",
       "      <th>error</th>\n",
       "      <th>error_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>0.258240</td>\n",
       "      <td>25.824005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>irregular</td>\n",
       "      <td>0.247062</td>\n",
       "      <td>24.706197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>regular</td>\n",
       "      <td>0.218006</td>\n",
       "      <td>21.800595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>irregular</td>\n",
       "      <td>0.225446</td>\n",
       "      <td>22.544643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>regular</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>23.076923</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   block         condition     error  error_percent\n",
       "0      1  no_notifications  0.258240      25.824005\n",
       "1      2         irregular  0.247062      24.706197\n",
       "2      2           regular  0.218006      21.800595\n",
       "3      3         irregular  0.225446      22.544643\n",
       "4      3           regular  0.230769      23.076923"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_error = (\n",
    "    df_trials\n",
    "    .assign(error=lambda x: x[\"correct\"] == False)\n",
    "    .groupby([\"block\", \"condition\"], as_index=False)[\"error\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_error[\"error_percent\"] = df_error[\"error\"] * 100\n",
    "df_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "9785e45b-337e-4543-b6f4-f631a9c9ff2a",
   "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>condition</th>\n",
       "      <th>error</th>\n",
       "      <th>error_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>irregular</td>\n",
       "      <td>0.238029</td>\n",
       "      <td>23.802861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>no_notifications</td>\n",
       "      <td>0.258240</td>\n",
       "      <td>25.824005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>regular</td>\n",
       "      <td>0.225435</td>\n",
       "      <td>22.543532</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          condition     error  error_percent\n",
       "0         irregular  0.238029      23.802861\n",
       "1  no_notifications  0.258240      25.824005\n",
       "2           regular  0.225435      22.543532"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_error_condition = (\n",
    "    df_trials\n",
    "    .assign(error=lambda x: x[\"correct\"] == False)\n",
    "    .groupby(\"condition\", as_index=False)[\"error\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_error_condition[\"error_percent\"] = df_error_condition[\"error\"] * 100\n",
    "df_error_condition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a8a5eb6-936b-472a-bf5b-473d2b0ecc4b",
   "metadata": {},
   "source": [
    "### Learning Curves Across Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7023b09a-375a-4aea-8eb4-b9ae975253f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "condition_labels = {\n",
    "    \"no_notifications\": \"No notifications\",\n",
    "    \"regular\": \"Regular\",\n",
    "    \"irregular\": \"Irregular\"\n",
    "}\n",
    "\n",
    "df_learning = (\n",
    "    df_trials\n",
    "    .groupby([\"condition\", \"trial_in_block\"], as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_learning[\"accuracy_percent\"] = df_learning[\"correct\"] * 100\n",
    "df_learning[\"condition_label\"] = df_learning[\"condition\"].map(condition_labels)\n",
    "df_learning = df_learning.sort_values([\"condition_label\", \"trial_in_block\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "6c649354-0232-48cf-b7c5-c1039407e98d",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 7\n",
    "\n",
    "df_learning[\"accuracy_smooth\"] = (\n",
    "    df_learning\n",
    "    .groupby(\"condition_label\")[\"accuracy_percent\"]\n",
    "    .transform(lambda x: x.rolling(window=window_size, center=True, min_periods=1).mean())\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd9a626-38bc-4f83-bbe5-435638433a10",
   "metadata": {},
   "source": [
    "### Learning Curves Within Blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "bdbe0d9c-5fe2-4395-8b54-a028024aa5a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_block_learning = (\n",
    "    df_trials\n",
    "    .groupby([\"block\", \"trial_in_block\"], as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_block_learning[\"accuracy_percent\"] = df_block_learning[\"correct\"] * 100\n",
    "df_block_learning = df_block_learning.sort_values([\"block\", \"trial_in_block\"])\n",
    "\n",
    "df_block_learning[\"accuracy_smooth\"] = (\n",
    "    df_block_learning\n",
    "    .groupby(\"block\")[\"accuracy_percent\"]\n",
    "    .transform(lambda x: x.rolling(window=window_size, center=True, min_periods=1).mean())\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "621b52dd-6f0c-4a68-b4cd-13ea41b07a39",
   "metadata": {},
   "source": [
    "### Learning Curves by Block and Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "1a4b6af6-3da3-4dd5-b337-81067439d75c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_block_cond_learning = (\n",
    "    df_trials\n",
    "    .groupby([\"block\", \"condition\", \"trial_in_block\"], as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_block_cond_learning[\"accuracy_percent\"] = df_block_cond_learning[\"correct\"] * 100\n",
    "df_block_cond_learning[\"condition_label\"] = df_block_cond_learning[\"condition\"].map(condition_labels)\n",
    "df_block_cond_learning = df_block_cond_learning.sort_values(\n",
    "    [\"block\", \"condition_label\", \"trial_in_block\"]\n",
    ")\n",
    "\n",
    "df_block_cond_learning[\"accuracy_smooth\"] = (\n",
    "    df_block_cond_learning\n",
    "    .groupby([\"block\", \"condition_label\"])[\"accuracy_percent\"]\n",
    "    .transform(lambda x: x.rolling(window=window_size, center=True, min_periods=1).mean())\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab7c1cff-094c-469f-82bf-caa0bd1f8d1e",
   "metadata": {},
   "source": [
    "### Mean Reaction Time per Participant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ea26b6f3-c982-42a7-b5c9-95182c17bcd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_rt_correct = participant_summary[\"rt_correct_mean\"].mean()\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    participant_summary[\"rt_correct_mean\"].dropna(),\n",
    "    bins=12,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    mean_rt_correct,\n",
    "    color=purple_main,\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2,\n",
    "    label=f\"Mean = {round(mean_rt_correct, 0)} ms\"\n",
    ")\n",
    "\n",
    "plt.title(\"Mean reaction time per participant (correct trials)\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "27c07dcf-1463-4622-ade7-160ddbdcfd5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_slow = participant_summary[\"too_slow_percent\"].mean()\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    participant_summary[\"too_slow_percent\"],\n",
    "    bins=12,\n",
    "    color=purple_main,\n",
    "    edgecolor=\"#333333\",\n",
    "    linewidth=1.2\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    mean_slow,\n",
    "    color=\"black\",\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2,\n",
    "    label=f\"Mean = {round(mean_slow, 1)}%\"\n",
    ")\n",
    "\n",
    "plt.title(\"Percentage of too slow trials per participant\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Too slow trials (%)\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "a723d9cf-028c-466c-a638-e6fd4435e27c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_rt_incorrect = participant_summary[\"rt_incorrect_mean\"].mean()\n",
    "\n",
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "plt.hist(\n",
    "    participant_summary[\"rt_incorrect_mean\"].dropna(),\n",
    "    bins=12,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "\n",
    "plt.axvline(\n",
    "    mean_rt_incorrect,\n",
    "    color=purple_main,\n",
    "    linestyle=\"--\",\n",
    "    linewidth=2,\n",
    "    label=f\"Mean = {round(mean_rt_incorrect, 1)} ms\"\n",
    ")\n",
    "\n",
    "plt.title(\"Mean reaction time per participant (incorrect trials)\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Number of participants\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4a4e971e-5df5-4a66-a531-9cf94c4d7d08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 4.8))\n",
    "\n",
    "sns.kdeplot(\n",
    "    participant_summary[\"rt_correct_mean\"].dropna(),\n",
    "    fill=True,\n",
    "    alpha=0.35,\n",
    "    color=purple_light,\n",
    "    linewidth=2,\n",
    "    label=\"Correct trials\"\n",
    ")\n",
    "\n",
    "sns.kdeplot(\n",
    "    participant_summary[\"rt_incorrect_mean\"].dropna(),\n",
    "    fill=True,\n",
    "    alpha=0.35,\n",
    "    color=purple_main,\n",
    "    linewidth=2,\n",
    "    label=\"Incorrect trials\"\n",
    ")\n",
    "\n",
    "plt.title(\"Mean reaction time per participant\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Density\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend()\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "092fda71-ceb6-4b94-b079-2541d90c7d2e",
   "metadata": {},
   "source": [
    "### Error Rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "db7b5549-8ee7-4381-b12c-f85f0e70508a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "sns.barplot(\n",
    "    data=df_error,\n",
    "    x=\"block\",\n",
    "    y=\"error_percent\",\n",
    "    hue=\"condition\",\n",
    "    palette=[purple_light, purple_mid, purple_main]\n",
    ")\n",
    "\n",
    "plt.title(\"Error rate per block and condition\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Block\", fontsize=13)\n",
    "plt.ylabel(\"Incorrect responses (%)\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "plt.legend(\n",
    "    title=\"Condition\",\n",
    "    bbox_to_anchor=(1.02, 1),\n",
    "    loc=\"upper left\",\n",
    "    frameon=False\n",
    ")\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "03b91cab-61c3-40d0-85da-ae68649beef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    df_error_condition[\"condition\"],\n",
    "    df_error_condition[\"error_percent\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.5,\n",
    "    width=0.72\n",
    ")\n",
    "\n",
    "plt.title(\"Error rate by condition\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Condition\", fontsize=13)\n",
    "plt.ylabel(\"Incorrect responses (%)\", fontsize=13)\n",
    "\n",
    "for bar, value in zip(bars, df_error_condition[\"error_percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 0.3,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18f2142d-335f-425c-9d10-b90a25e55f53",
   "metadata": {},
   "source": [
    "### Learning Curves Across Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "f3ab943c-a60b-49e9-8701-31fc1cc0b491",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x624 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5.2))\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_learning,\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"accuracy_smooth\",\n",
    "    hue=\"condition_label\",\n",
    "    style=\"condition_label\",\n",
    "    linewidth=3,\n",
    "    palette={\n",
    "        \"No notifications\": \"#c7b9e6\",\n",
    "        \"Regular\": \"#9a84d6\",\n",
    "        \"Irregular\": \"#6f5aa8\"\n",
    "    }\n",
    ")\n",
    "\n",
    "plt.title(\"Learning curves across conditions\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Trial\", fontsize=13)\n",
    "plt.ylabel(\"Accuracy (%)\", fontsize=13)\n",
    "\n",
    "plt.xlim(1, 96)\n",
    "plt.ylim(35, 95)\n",
    "plt.xticks(range(0, 97, 10), fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "plt.legend(\n",
    "    title=\"Condition\",\n",
    "    bbox_to_anchor=(1.02, 1),\n",
    "    loc=\"upper left\",\n",
    "    frameon=False\n",
    ")\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eed44f75-a017-47fa-86a8-9e15ee379ce6",
   "metadata": {},
   "source": [
    "### Learning Curves Within Blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "f562b0e3-754d-4ef4-8c9d-aa4e71ad3cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(8, 9), sharex=True, sharey=True)\n",
    "\n",
    "block_colors = {\n",
    "    1: \"#c7b9e6\",\n",
    "    2: \"#9a84d6\",\n",
    "    3: \"#6f5aa8\"\n",
    "}\n",
    "\n",
    "for ax, block in zip(axes, [1, 2, 3]):\n",
    "    block_data = df_block_learning[df_block_learning[\"block\"] == block]\n",
    "\n",
    "    sns.lineplot(\n",
    "        data=block_data,\n",
    "        x=\"trial_in_block\",\n",
    "        y=\"accuracy_smooth\",\n",
    "        linewidth=3,\n",
    "        color=block_colors[block],\n",
    "        ax=ax\n",
    "    )\n",
    "\n",
    "    ax.set_title(f\"Block {block}\", fontsize=14, pad=8)\n",
    "    ax.set_ylabel(\"Accuracy (%)\", fontsize=12)\n",
    "    ax.set_xlim(1, 96)\n",
    "    ax.set_ylim(35, 95)\n",
    "    ax.grid(axis=\"y\", alpha=0.15)\n",
    "    ax.grid(axis=\"x\", visible=False)\n",
    "    sns.despine(ax=ax)\n",
    "\n",
    "axes[-1].set_xlabel(\"Trial\", fontsize=12)\n",
    "axes[-1].set_xticks(range(0, 97, 10))\n",
    "axes[-1].tick_params(axis=\"x\", labelsize=11)\n",
    "\n",
    "plt.suptitle(\"Learning curves within blocks\", fontsize=18, y=0.98)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92024dac-85ac-4659-9593-c298edea2c47",
   "metadata": {},
   "source": [
    "### Learning Curves by Block and Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b7b0695e-bfee-4436-b3a1-fa23ff64350f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1871.25x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(\n",
    "    df_block_cond_learning,\n",
    "    col=\"block\",\n",
    "    hue=\"condition_label\",\n",
    "    col_order=[1, 2, 3],\n",
    "    height=4,\n",
    "    aspect=1.1,\n",
    "    palette={\n",
    "        \"No notifications\": \"#c7b9e6\",\n",
    "        \"Regular\": \"#9a84d6\",\n",
    "        \"Irregular\": \"#6f5aa8\"\n",
    "    }\n",
    ")\n",
    "\n",
    "g.map(sns.lineplot, \"trial_in_block\", \"accuracy_smooth\", linewidth=3)\n",
    "\n",
    "g.set_axis_labels(\"Trial\", \"Accuracy (%)\")\n",
    "g.set_titles(\"Block {col_name}\")\n",
    "g.set(xlim=(1, 96), ylim=(35, 95))\n",
    "g.add_legend(title=\"Condition\")\n",
    "\n",
    "for ax in g.axes.flat:\n",
    "    ax.set_xticks(range(0, 97, 20))\n",
    "    ax.grid(axis=\"y\", alpha=0.15)\n",
    "    ax.grid(axis=\"x\", visible=False)\n",
    "    sns.despine(ax=ax)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "7d45bd5e-2289-408b-bfed-ac6ee2056611",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_trials = extract_keymatching_trials(real_data)\n",
    "df_trials.head()\n",
    "\n",
    "df_trials[\"trial_in_block\"] = (\n",
    "    df_trials\n",
    "    .groupby([\"participant\", \"block\"])\n",
    "    .cumcount() + 1\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8ddabdb-d6e1-4d4c-8e3e-1bb1ba7cf3f6",
   "metadata": {},
   "source": [
    "### Reaction Time Curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "7e0248fc-79ad-4259-8670-fbbf47a10070",
   "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>block</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>rt</th>\n",
       "      <th>rt_smooth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1139.754098</td>\n",
       "      <td>765.056203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>706.292308</td>\n",
       "      <td>718.484356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>629.984375</td>\n",
       "      <td>685.774842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>584.194030</td>\n",
       "      <td>689.286752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>532.196970</td>\n",
       "      <td>615.963672</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   block  trial_in_block           rt   rt_smooth\n",
       "0      1               1  1139.754098  765.056203\n",
       "1      1               2   706.292308  718.484356\n",
       "2      1               3   629.984375  685.774842\n",
       "3      1               4   584.194030  689.286752\n",
       "4      1               5   532.196970  615.963672"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rt_curve = df_trials.dropna(subset=[\"rt\"]).copy()\n",
    "\n",
    "df_rt_curve = (\n",
    "    df_rt_curve\n",
    "    .groupby([\"block\", \"trial_in_block\"], as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_rt_curve = df_rt_curve.sort_values([\"block\", \"trial_in_block\"])\n",
    "\n",
    "window_size = 7\n",
    "df_rt_curve[\"rt_smooth\"] = (\n",
    "    df_rt_curve\n",
    "    .groupby(\"block\")[\"rt\"]\n",
    "    .transform(lambda x: x.rolling(window=window_size, center=True, min_periods=1).mean())\n",
    ")\n",
    "\n",
    "df_rt_curve.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "f5229f57-7498-48fe-ab01-bc1463debb07",
   "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>condition</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>rt</th>\n",
       "      <th>condition_label</th>\n",
       "      <th>rt_smooth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>irregular</td>\n",
       "      <td>1</td>\n",
       "      <td>825.863636</td>\n",
       "      <td>Irregular</td>\n",
       "      <td>556.470941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>irregular</td>\n",
       "      <td>2</td>\n",
       "      <td>467.348485</td>\n",
       "      <td>Irregular</td>\n",
       "      <td>554.370782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>irregular</td>\n",
       "      <td>3</td>\n",
       "      <td>485.283582</td>\n",
       "      <td>Irregular</td>\n",
       "      <td>531.898538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>irregular</td>\n",
       "      <td>4</td>\n",
       "      <td>447.388060</td>\n",
       "      <td>Irregular</td>\n",
       "      <td>522.348000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>irregular</td>\n",
       "      <td>5</td>\n",
       "      <td>545.970149</td>\n",
       "      <td>Irregular</td>\n",
       "      <td>483.269400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   condition  trial_in_block          rt condition_label   rt_smooth\n",
       "0  irregular               1  825.863636       Irregular  556.470941\n",
       "1  irregular               2  467.348485       Irregular  554.370782\n",
       "2  irregular               3  485.283582       Irregular  531.898538\n",
       "3  irregular               4  447.388060       Irregular  522.348000\n",
       "4  irregular               5  545.970149       Irregular  483.269400"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition_labels = {\n",
    "    \"no_notifications\": \"No notifications\",\n",
    "    \"regular\": \"Regular\",\n",
    "    \"irregular\": \"Irregular\"\n",
    "}\n",
    "\n",
    "df_rt_condition = df_trials[df_trials[\"rt\"].notna()].copy()\n",
    "\n",
    "df_rt_condition = (\n",
    "    df_rt_condition\n",
    "    .groupby([\"condition\", \"trial_in_block\"], as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "df_rt_condition[\"condition_label\"] = df_rt_condition[\"condition\"].map(condition_labels)\n",
    "df_rt_condition = df_rt_condition.sort_values([\"condition_label\", \"trial_in_block\"])\n",
    "\n",
    "df_rt_condition[\"rt_smooth\"] = (\n",
    "    df_rt_condition\n",
    "    .groupby(\"condition_label\")[\"rt\"]\n",
    "    .transform(lambda x: x.rolling(window=window_size, center=True, min_periods=1).mean())\n",
    ")\n",
    "\n",
    "df_rt_condition.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c948a04e-cc4d-4d95-96c7-604edad3b897",
   "metadata": {},
   "source": [
    "### Accuracy by Symbol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "99b25704-9b6a-4d94-ba1f-ebcf20ae2c74",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_symbol(symbol):\n",
    "    if pd.isna(symbol):\n",
    "        return symbol\n",
    "    return str(symbol).replace(\"\\uFE0E\", \"\").replace(\"\\uFE0F\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "787d0eb2-5182-4b6a-ab5b-bcde12f2eaca",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_trials[\"symbol_clean\"] = df_trials[\"symbol\"].apply(normalize_symbol)\n",
    "\n",
    "symbol_labels = {\n",
    "    \"☀\": \"Sun\",\n",
    "    \"☾\": \"Moon\",\n",
    "    \"☁\": \"Cloud\",\n",
    "    \"★\": \"Star\",\n",
    "    \"☂\": \"Umbrella\",\n",
    "    \"⚡\": \"Lightning\",\n",
    "    \"▲\": \"Triangle\",\n",
    "    \"◆\": \"Diamond\",\n",
    "    \"●\": \"Circle\",\n",
    "    \"■\": \"Square\",\n",
    "    \"⬟\": \"Pentagon\",\n",
    "    \"⬢\": \"Hexagon\",\n",
    "    \"✂\": \"Scissors\",\n",
    "    \"✉\": \"Envelope\",\n",
    "    \"☎\": \"Phone\",\n",
    "    \"✏\": \"Pencil\",\n",
    "    \"⌛\": \"Hourglass\",\n",
    "    \"⌂\": \"House\"\n",
    "}\n",
    "\n",
    "df_trials[\"symbol_label\"] = (\n",
    "    df_trials[\"symbol_clean\"]\n",
    "    .map(symbol_labels)\n",
    "    .fillna(df_trials[\"symbol_clean\"])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0fdfa26a-70be-4ffb-8f9b-44b01181cbf7",
   "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>symbol_label</th>\n",
       "      <th>correct</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pentagon</td>\n",
       "      <td>0.677239</td>\n",
       "      <td>67.723881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hexagon</td>\n",
       "      <td>0.686567</td>\n",
       "      <td>68.656716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Diamond</td>\n",
       "      <td>0.724813</td>\n",
       "      <td>72.481343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Envelope</td>\n",
       "      <td>0.731343</td>\n",
       "      <td>73.134328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Umbrella</td>\n",
       "      <td>0.741604</td>\n",
       "      <td>74.160448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Hourglass</td>\n",
       "      <td>0.741604</td>\n",
       "      <td>74.160448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Phone</td>\n",
       "      <td>0.752799</td>\n",
       "      <td>75.279851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cloud</td>\n",
       "      <td>0.755597</td>\n",
       "      <td>75.559701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Square</td>\n",
       "      <td>0.767724</td>\n",
       "      <td>76.772388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Star</td>\n",
       "      <td>0.768657</td>\n",
       "      <td>76.865672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sun</td>\n",
       "      <td>0.773321</td>\n",
       "      <td>77.332090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Scissors</td>\n",
       "      <td>0.778918</td>\n",
       "      <td>77.891791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Moon</td>\n",
       "      <td>0.778918</td>\n",
       "      <td>77.891791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>House</td>\n",
       "      <td>0.781716</td>\n",
       "      <td>78.171642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pencil</td>\n",
       "      <td>0.786381</td>\n",
       "      <td>78.638060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Triangle</td>\n",
       "      <td>0.791978</td>\n",
       "      <td>79.197761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Circle</td>\n",
       "      <td>0.809701</td>\n",
       "      <td>80.970149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lightning</td>\n",
       "      <td>0.820896</td>\n",
       "      <td>82.089552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   symbol_label   correct  accuracy_percent\n",
       "10     Pentagon  0.677239         67.723881\n",
       "4       Hexagon  0.686567         68.656716\n",
       "2       Diamond  0.724813         72.481343\n",
       "3      Envelope  0.731343         73.134328\n",
       "17     Umbrella  0.741604         74.160448\n",
       "5     Hourglass  0.741604         74.160448\n",
       "11        Phone  0.752799         75.279851\n",
       "1         Cloud  0.755597         75.559701\n",
       "13       Square  0.767724         76.772388\n",
       "14         Star  0.768657         76.865672\n",
       "15          Sun  0.773321         77.332090\n",
       "12     Scissors  0.778918         77.891791\n",
       "8          Moon  0.778918         77.891791\n",
       "6         House  0.781716         78.171642\n",
       "9        Pencil  0.786381         78.638060\n",
       "16     Triangle  0.791978         79.197761\n",
       "0        Circle  0.809701         80.970149\n",
       "7     Lightning  0.820896         82.089552"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "symbol_acc = (\n",
    "    df_trials\n",
    "    .groupby(\"symbol_label\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "symbol_acc[\"accuracy_percent\"] = symbol_acc[\"correct\"] * 100\n",
    "\n",
    "symbol_order = [\n",
    "    \"Sun\", \"Moon\", \"Cloud\", \"Star\", \"Umbrella\", \"Lightning\",\n",
    "    \"Triangle\", \"Diamond\", \"Circle\", \"Square\", \"Pentagon\", \"Hexagon\",\n",
    "    \"Scissors\", \"Envelope\", \"Phone\", \"Pencil\", \"Hourglass\", \"House\"\n",
    "]\n",
    "\n",
    "symbol_acc[\"symbol_label\"] = pd.Categorical(\n",
    "    symbol_acc[\"symbol_label\"],\n",
    "    categories=symbol_order,\n",
    "    ordered=True\n",
    ")\n",
    "\n",
    "symbol_acc = symbol_acc.sort_values(\"accuracy_percent\", ascending=True)\n",
    "symbol_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0f65191-4ed8-466a-9f1f-00eb13a00823",
   "metadata": {},
   "source": [
    "### Notification vs. No Notification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e6d5b230-0cdf-4650-9295-d911e3b2a5f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_trials[\"notification_label\"] = df_trials[\"notification_flag\"].map({\n",
    "    0: \"No notification\",\n",
    "    1: \"Notification\"\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "27ecc906-df26-4ba3-9390-5dd6aff21921",
   "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>notification_label</th>\n",
       "      <th>correct</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No notification</td>\n",
       "      <td>0.759930</td>\n",
       "      <td>75.993019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Notification</td>\n",
       "      <td>0.756343</td>\n",
       "      <td>75.634328</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  notification_label   correct  accuracy_percent\n",
       "0    No notification  0.759930         75.993019\n",
       "1       Notification  0.756343         75.634328"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_notification = (\n",
    "    df_trials\n",
    "    .groupby(\"notification_label\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_notification[\"accuracy_percent\"] = acc_notification[\"correct\"] * 100\n",
    "acc_notification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "97684b7c-53a5-4a53-a2e2-ec7239076708",
   "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>notification_label</th>\n",
       "      <th>rt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No notification</td>\n",
       "      <td>436.055515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Notification</td>\n",
       "      <td>549.474831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  notification_label          rt\n",
       "0    No notification  436.055515\n",
       "1       Notification  549.474831"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rt_notification = (\n",
    "    df_trials[df_trials[\"rt\"].notna()]\n",
    "    .groupby(\"notification_label\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rt_notification"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975b4b89-5bd9-4a84-9502-35fd64796905",
   "metadata": {},
   "source": [
    "### Reaction Time Curves Within Blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "3e718c11-9fd8-48b1-b833-2fd66a5bf77f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x624 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5.2))\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_rt_curve,\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"rt_smooth\",\n",
    "    hue=\"block\",\n",
    "    linewidth=3,\n",
    "    palette={\n",
    "        1: \"#c7b9e6\",\n",
    "        2: \"#9a84d6\",\n",
    "        3: \"#6f5aa8\"\n",
    "    }\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time curves within blocks\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Trial\", fontsize=13)\n",
    "plt.ylabel(\"Reaction time (ms)\", fontsize=13)\n",
    "\n",
    "plt.xlim(1, 96)\n",
    "plt.xticks(range(0, 97, 10), fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "plt.legend(title=\"Block\", frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46f17737-b279-4782-a143-53fffa0a9cd0",
   "metadata": {},
   "source": [
    "### Reaction Time Curves Across Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "4418eabe-bcae-4215-ad25-8526a3b90ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x624 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5.2))\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_rt_condition,\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"rt_smooth\",\n",
    "    hue=\"condition_label\",\n",
    "    linewidth=3,\n",
    "    palette={\n",
    "        \"No notifications\": \"#c7b9e6\",\n",
    "        \"Regular\": \"#9a84d6\",\n",
    "        \"Irregular\": \"#6f5aa8\"\n",
    "    }\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time curves across conditions\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Trial\", fontsize=13)\n",
    "plt.ylabel(\"Reaction time (ms)\", fontsize=13)\n",
    "\n",
    "plt.xlim(1, 96)\n",
    "plt.xticks(range(0, 97, 10), fontsize=11)\n",
    "plt.yticks(fontsize=11)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "plt.legend(\n",
    "    title=\"Condition\",\n",
    "    bbox_to_anchor=(1.02, 1),\n",
    "    loc=\"upper left\",\n",
    "    frameon=False\n",
    ")\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af007ab4-a911-4c21-8643-7e9fac32286f",
   "metadata": {},
   "source": [
    "### Accuracy by Symbol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9a1730e8-75b5-46dc-9a31-90b06223648b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1020x660 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8.5, 5.5))\n",
    "\n",
    "bars = plt.barh(\n",
    "    symbol_acc[\"symbol_label\"],\n",
    "    symbol_acc[\"accuracy_percent\"],\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy by symbol\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"Accuracy (%)\", fontsize=13)\n",
    "plt.ylabel(\"Symbol\", fontsize=13)\n",
    "\n",
    "plt.xlim(0, 100)\n",
    "plt.grid(axis=\"x\", alpha=0.15)\n",
    "plt.grid(axis=\"y\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, symbol_acc[\"accuracy_percent\"]):\n",
    "    plt.text(\n",
    "        value + 0.8,\n",
    "        bar.get_y() + bar.get_height() / 2,\n",
    "        f\"{value:.1f}%\",\n",
    "        va=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e67872c-4d7c-448f-9467-065d107b0fc5",
   "metadata": {},
   "source": [
    "### Accuracy With vs. Without Notification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c69a5210-f7a1-43f5-b11c-4dcf40ff7a67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 816x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.8, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    acc_notification[\"notification_label\"],\n",
    "    acc_notification[\"accuracy_percent\"],\n",
    "    color=[purple_light, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4,\n",
    "    width=0.7\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy in trials with vs. without notification\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"\", fontsize=13)\n",
    "plt.ylabel(\"Accuracy (%)\", fontsize=13)\n",
    "\n",
    "plt.ylim(0, 100)\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, acc_notification[\"accuracy_percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 1.0,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\",\n",
    "        fontsize=11\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50fc1386-39bc-4db6-980d-6a03ccfbc6ec",
   "metadata": {},
   "source": [
    "### Reaction Time With vs. Without Notification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "68dac9b8-b4c5-4ad6-a90e-b6b941e24c6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 816x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6.8, 4.8))\n",
    "\n",
    "bars = plt.bar(\n",
    "    rt_notification[\"notification_label\"],\n",
    "    rt_notification[\"rt\"],\n",
    "    color=[purple_light, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4,\n",
    "    width=0.7\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time in trials with vs. without notification\", fontsize=17, pad=12)\n",
    "plt.xlabel(\"\", fontsize=13)\n",
    "plt.ylabel(\"Reaction time (ms)\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rt_notification[\"rt\"]):\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 8,\n",
    "        f\"{value:.0f}\",\n",
    "        ha=\"center\",\n",
    "        fontsize=11\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a53bd73c-5318-4d06-a84c-0d67ced3dd44",
   "metadata": {},
   "source": [
    "### Performance Relative to Notification Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "ba6ac8e8-4a99-47af-a4ed-6fd2ceb62c16",
   "metadata": {},
   "outputs": [],
   "source": [
    "position_order = [\"Before notification\", \"Notification\", \"After notification\"]\n",
    "\n",
    "notif_trials = (\n",
    "    df_trials.loc[df_trials[\"notification_flag\"] == 1, [\"participant\", \"block\", \"trial_in_block\"]]\n",
    "    .rename(columns={\"trial_in_block\": \"notif_trial\"})\n",
    "    .copy()\n",
    ")\n",
    "\n",
    "before = notif_trials.copy()\n",
    "before[\"trial_in_block\"] = before[\"notif_trial\"] - 1\n",
    "before[\"position\"] = \"Before notification\"\n",
    "\n",
    "during = notif_trials.copy()\n",
    "during[\"trial_in_block\"] = during[\"notif_trial\"]\n",
    "during[\"position\"] = \"Notification\"\n",
    "\n",
    "after = notif_trials.copy()\n",
    "after[\"trial_in_block\"] = after[\"notif_trial\"] + 1\n",
    "after[\"position\"] = \"After notification\"\n",
    "\n",
    "notif_positions = pd.concat([before, during, after], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "550c5365-e2e9-46f8-90eb-d07a3a451968",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>notif_trial</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>position</th>\n",
       "      <th>condition</th>\n",
       "      <th>symbol</th>\n",
       "      <th>correct</th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "      <th>notification_flag</th>\n",
       "      <th>symbol_clean</th>\n",
       "      <th>symbol_label</th>\n",
       "      <th>notification_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>■</td>\n",
       "      <td>True</td>\n",
       "      <td>338.0</td>\n",
       "      <td>ArrowRight</td>\n",
       "      <td>0.0</td>\n",
       "      <td>■</td>\n",
       "      <td>Square</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>●</td>\n",
       "      <td>True</td>\n",
       "      <td>13.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0.0</td>\n",
       "      <td>●</td>\n",
       "      <td>Circle</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>◆</td>\n",
       "      <td>True</td>\n",
       "      <td>420.0</td>\n",
       "      <td>ArrowLeft</td>\n",
       "      <td>0.0</td>\n",
       "      <td>◆</td>\n",
       "      <td>Diamond</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>▲</td>\n",
       "      <td>False</td>\n",
       "      <td>307.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0.0</td>\n",
       "      <td>▲</td>\n",
       "      <td>Triangle</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block  notif_trial  trial_in_block             position  \\\n",
       "0      OTMA27      2            1               0  Before notification   \n",
       "1      OTMA27      2            5               4  Before notification   \n",
       "2      OTMA27      2            9               8  Before notification   \n",
       "3      OTMA27      2           13              12  Before notification   \n",
       "4      OTMA27      2           17              16  Before notification   \n",
       "\n",
       "  condition symbol correct     rt    response  notification_flag symbol_clean  \\\n",
       "0       NaN    NaN     NaN    NaN         NaN                NaN          NaN   \n",
       "1   regular      ■    True  338.0  ArrowRight                0.0            ■   \n",
       "2   regular      ●    True   13.0     ArrowUp                0.0            ●   \n",
       "3   regular      ◆    True  420.0   ArrowLeft                0.0            ◆   \n",
       "4   regular      ▲   False  307.0     ArrowUp                0.0            ▲   \n",
       "\n",
       "  symbol_label notification_label  \n",
       "0          NaN                NaN  \n",
       "1       Square    No notification  \n",
       "2       Circle    No notification  \n",
       "3      Diamond    No notification  \n",
       "4     Triangle    No notification  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notif_analysis = notif_positions.merge(\n",
    "    df_trials,\n",
    "    on=[\"participant\", \"block\", \"trial_in_block\"],\n",
    "    how=\"left\"\n",
    ")\n",
    "\n",
    "df_notif_analysis[\"position\"] = pd.Categorical(\n",
    "    df_notif_analysis[\"position\"],\n",
    "    categories=position_order,\n",
    "    ordered=True\n",
    ")\n",
    "\n",
    "df_notif_analysis.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "2db223f7-bf98-466d-97a0-83d051a3a3c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:10: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis[df_notif_analysis[\"rt\"].notna()]\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:16: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis\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>position</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "      <th>n_trials</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Before notification</td>\n",
       "      <td>0.764751</td>\n",
       "      <td>420.31</td>\n",
       "      <td>2680</td>\n",
       "      <td>76.475125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Notification</td>\n",
       "      <td>0.756343</td>\n",
       "      <td>549.47</td>\n",
       "      <td>2680</td>\n",
       "      <td>75.634328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>After notification</td>\n",
       "      <td>0.738756</td>\n",
       "      <td>507.98</td>\n",
       "      <td>2680</td>\n",
       "      <td>73.875562</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              position  accuracy  mean_rt  n_trials accuracy_percent\n",
       "0  Before notification  0.764751   420.31      2680        76.475125\n",
       "1         Notification  0.756343   549.47      2680        75.634328\n",
       "2   After notification  0.738756   507.98      2680        73.875562"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_notif = (\n",
    "    df_notif_analysis\n",
    "    .groupby(\"position\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_notif[\"accuracy_percent\"] = acc_notif[\"correct\"] * 100\n",
    "\n",
    "rt_notif = (\n",
    "    df_notif_analysis[df_notif_analysis[\"rt\"].notna()]\n",
    "    .groupby(\"position\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "summary_notif = (\n",
    "    df_notif_analysis\n",
    "    .groupby(\"position\", as_index=False)\n",
    "    .agg(\n",
    "        accuracy=(\"correct\", \"mean\"),\n",
    "        mean_rt=(\"rt\", \"mean\"),\n",
    "        n_trials=(\"correct\", \"size\")\n",
    "    )\n",
    ")\n",
    "\n",
    "summary_notif[\"accuracy_percent\"] = summary_notif[\"accuracy\"] * 100\n",
    "summary_notif.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "932f1cf6-9b96-4879-847b-f569ff6a744a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:10: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis[df_notif_analysis[\"rt\"].notna()]\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/514495521.py:16: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_analysis\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>position</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "      <th>n_trials</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Before notification</td>\n",
       "      <td>0.764751</td>\n",
       "      <td>420.31</td>\n",
       "      <td>2680</td>\n",
       "      <td>76.475125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Notification</td>\n",
       "      <td>0.756343</td>\n",
       "      <td>549.47</td>\n",
       "      <td>2680</td>\n",
       "      <td>75.634328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>After notification</td>\n",
       "      <td>0.738756</td>\n",
       "      <td>507.98</td>\n",
       "      <td>2680</td>\n",
       "      <td>73.875562</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              position  accuracy  mean_rt  n_trials accuracy_percent\n",
       "0  Before notification  0.764751   420.31      2680        76.475125\n",
       "1         Notification  0.756343   549.47      2680        75.634328\n",
       "2   After notification  0.738756   507.98      2680        73.875562"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_notif = (\n",
    "    df_notif_analysis\n",
    "    .groupby(\"position\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_notif[\"accuracy_percent\"] = acc_notif[\"correct\"] * 100\n",
    "\n",
    "rt_notif = (\n",
    "    df_notif_analysis[df_notif_analysis[\"rt\"].notna()]\n",
    "    .groupby(\"position\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "summary_notif = (\n",
    "    df_notif_analysis\n",
    "    .groupby(\"position\", as_index=False)\n",
    "    .agg(\n",
    "        accuracy=(\"correct\", \"mean\"),\n",
    "        mean_rt=(\"rt\", \"mean\"),\n",
    "        n_trials=(\"correct\", \"size\")\n",
    "    )\n",
    ")\n",
    "\n",
    "summary_notif[\"accuracy_percent\"] = summary_notif[\"accuracy\"] * 100\n",
    "summary_notif.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "7f54940c-23b2-432a-9245-2a8916f3974a",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>notif_trial</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>position</th>\n",
       "      <th>condition</th>\n",
       "      <th>symbol</th>\n",
       "      <th>correct</th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "      <th>notification_flag</th>\n",
       "      <th>symbol_clean</th>\n",
       "      <th>symbol_label</th>\n",
       "      <th>notification_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>■</td>\n",
       "      <td>True</td>\n",
       "      <td>338.0</td>\n",
       "      <td>ArrowRight</td>\n",
       "      <td>0.0</td>\n",
       "      <td>■</td>\n",
       "      <td>Square</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>●</td>\n",
       "      <td>True</td>\n",
       "      <td>13.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0.0</td>\n",
       "      <td>●</td>\n",
       "      <td>Circle</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>◆</td>\n",
       "      <td>True</td>\n",
       "      <td>420.0</td>\n",
       "      <td>ArrowLeft</td>\n",
       "      <td>0.0</td>\n",
       "      <td>◆</td>\n",
       "      <td>Diamond</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>Before notification</td>\n",
       "      <td>regular</td>\n",
       "      <td>▲</td>\n",
       "      <td>False</td>\n",
       "      <td>307.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0.0</td>\n",
       "      <td>▲</td>\n",
       "      <td>Triangle</td>\n",
       "      <td>No notification</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block  notif_trial  trial_in_block             position  \\\n",
       "0      OTMA27      2            1               0  Before notification   \n",
       "1      OTMA27      2            5               4  Before notification   \n",
       "2      OTMA27      2            9               8  Before notification   \n",
       "3      OTMA27      2           13              12  Before notification   \n",
       "4      OTMA27      2           17              16  Before notification   \n",
       "\n",
       "  condition symbol correct     rt    response  notification_flag symbol_clean  \\\n",
       "0       NaN    NaN     NaN    NaN         NaN                NaN          NaN   \n",
       "1   regular      ■    True  338.0  ArrowRight                0.0            ■   \n",
       "2   regular      ●    True   13.0     ArrowUp                0.0            ●   \n",
       "3   regular      ◆    True  420.0   ArrowLeft                0.0            ◆   \n",
       "4   regular      ▲   False  307.0     ArrowUp                0.0            ▲   \n",
       "\n",
       "  symbol_label notification_label  \n",
       "0          NaN                NaN  \n",
       "1       Square    No notification  \n",
       "2       Circle    No notification  \n",
       "3      Diamond    No notification  \n",
       "4     Triangle    No notification  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notif_by_condition = df_notif_analysis.copy()\n",
    "\n",
    "if \"condition_x\" in df_notif_by_condition.columns:\n",
    "    df_notif_by_condition = df_notif_by_condition.rename(columns={\"condition_x\": \"condition\"})\n",
    "\n",
    "if \"condition_y\" in df_notif_by_condition.columns:\n",
    "    df_notif_by_condition = df_notif_by_condition.drop(columns=[\"condition_y\"])\n",
    "\n",
    "df_notif_by_condition.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e8f0d66a-4839-4cac-a5ac-94fb699ccda2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/3392354602.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_by_condition[df_notif_by_condition[\"condition\"] == \"regular\"]\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/3392354602.py:9: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_by_condition[df_notif_by_condition[\"condition\"] == \"irregular\"]\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/3392354602.py:16: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_by_condition[\n",
      "/var/folders/8m/5jt465yn0n944077kwxfg3wc0000gn/T/ipykernel_82593/3392354602.py:25: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df_notif_by_condition[\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(              position   correct accuracy_percent\n",
       " 0  Before notification  0.763551        76.355067\n",
       " 1         Notification   0.75597        75.597015\n",
       " 2   After notification  0.737313        73.731343,\n",
       "               position   correct accuracy_percent\n",
       " 0  Before notification  0.765909        76.590909\n",
       " 1         Notification  0.756716        75.671642\n",
       " 2   After notification  0.740211        74.021084,\n",
       "               position          rt\n",
       " 0  Before notification  405.702044\n",
       " 1         Notification  535.431358\n",
       " 2   After notification  504.098054,\n",
       "               position          rt\n",
       " 0  Before notification  434.445205\n",
       " 1         Notification  563.560572\n",
       " 2   After notification  511.915216)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_regular = (\n",
    "    df_notif_by_condition[df_notif_by_condition[\"condition\"] == \"regular\"]\n",
    "    .groupby(\"position\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "acc_regular[\"accuracy_percent\"] = acc_regular[\"correct\"] * 100\n",
    "\n",
    "acc_irregular = (\n",
    "    df_notif_by_condition[df_notif_by_condition[\"condition\"] == \"irregular\"]\n",
    "    .groupby(\"position\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "acc_irregular[\"accuracy_percent\"] = acc_irregular[\"correct\"] * 100\n",
    "\n",
    "rt_regular = (\n",
    "    df_notif_by_condition[\n",
    "        (df_notif_by_condition[\"condition\"] == \"regular\") &\n",
    "        (df_notif_by_condition[\"rt\"].notna())\n",
    "    ]\n",
    "    .groupby(\"position\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rt_irregular = (\n",
    "    df_notif_by_condition[\n",
    "        (df_notif_by_condition[\"condition\"] == \"irregular\") &\n",
    "        (df_notif_by_condition[\"rt\"].notna())\n",
    "    ]\n",
    "    .groupby(\"position\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_regular, acc_irregular, rt_regular, rt_irregular"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c5f9c5e-bcae-4228-b8a0-2cb4785f99b0",
   "metadata": {},
   "source": [
    "### Recognition Task"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "6619d24c-f717-47d6-9dcf-ca98509aa1b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_recognition_trials(real_data):\n",
    "    recognition_rows = []\n",
    "\n",
    "    for participant in real_data:\n",
    "        trials = json.loads(participant[\"json_data\"])\n",
    "\n",
    "        for t in trials:\n",
    "            if t.get(\"task\") == \"recognition\":\n",
    "                block = t.get(\"block\")\n",
    "\n",
    "                if block == 2:\n",
    "                    condition = t.get(\"notif_block2_condition\")\n",
    "                elif block == 3:\n",
    "                    condition = t.get(\"notif_block3_condition\")\n",
    "                else:\n",
    "                    condition = None\n",
    "\n",
    "                hits = t.get(\"hits\")\n",
    "                misses = t.get(\"misses\")\n",
    "                false_alarms = t.get(\"false_alarms\")\n",
    "                correct_rejections = t.get(\"correct_rejections\")\n",
    "\n",
    "                selected_animals = t.get(\"selected_animals\", [])\n",
    "                notified_animals = t.get(\"notified_animals\", [])\n",
    "\n",
    "                n_selected = len(selected_animals) if selected_animals is not None else 0\n",
    "                n_notified = len(notified_animals) if notified_animals is not None else 0\n",
    "\n",
    "                total_items = None\n",
    "                recognition_accuracy = None\n",
    "\n",
    "                if all(v is not None for v in [hits, misses, false_alarms, correct_rejections]):\n",
    "                    total_items = hits + misses + false_alarms + correct_rejections\n",
    "                    if total_items > 0:\n",
    "                        recognition_accuracy = (hits + correct_rejections) / total_items * 100\n",
    "\n",
    "                recognition_rows.append({\n",
    "                    \"participant\": t.get(\"participant_id\"),\n",
    "                    \"block\": block,\n",
    "                    \"condition\": condition,\n",
    "                    \"hits\": hits,\n",
    "                    \"misses\": misses,\n",
    "                    \"false_alarms\": false_alarms,\n",
    "                    \"correct_rejections\": correct_rejections,\n",
    "                    \"recognition_accuracy\": recognition_accuracy,\n",
    "                    \"n_selected\": n_selected,\n",
    "                    \"n_notified\": n_notified\n",
    "                })\n",
    "\n",
    "    return pd.DataFrame(recognition_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "ccedc379-0c3a-4e59-b9d4-29dc84e7a15b",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>condition</th>\n",
       "      <th>hits</th>\n",
       "      <th>misses</th>\n",
       "      <th>false_alarms</th>\n",
       "      <th>correct_rejections</th>\n",
       "      <th>recognition_accuracy</th>\n",
       "      <th>n_selected</th>\n",
       "      <th>n_notified</th>\n",
       "      <th>condition_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>regular</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>66.0</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>Regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>3</td>\n",
       "      <td>irregular</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>70.0</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>Irregular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HUMA30</td>\n",
       "      <td>2</td>\n",
       "      <td>regular</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>76.0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>Regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HUMA30</td>\n",
       "      <td>3</td>\n",
       "      <td>irregular</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>Irregular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DEOF26</td>\n",
       "      <td>2</td>\n",
       "      <td>regular</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>76.0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>Regular</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block  condition  hits  misses  false_alarms  \\\n",
       "0      OTMA27      2    regular     4      16             1   \n",
       "1      OTMA27      3  irregular    10      10             5   \n",
       "2      HUMA30      2    regular     9      11             1   \n",
       "3      HUMA30      3  irregular    11       9             1   \n",
       "4      DEOF26      2    regular     9      11             1   \n",
       "\n",
       "   correct_rejections  recognition_accuracy  n_selected  n_notified  \\\n",
       "0                  29                  66.0           5          20   \n",
       "1                  25                  70.0          15          20   \n",
       "2                  29                  76.0          10          20   \n",
       "3                  29                  80.0          12          20   \n",
       "4                  29                  76.0          10          20   \n",
       "\n",
       "  condition_label  \n",
       "0         Regular  \n",
       "1       Irregular  \n",
       "2         Regular  \n",
       "3       Irregular  \n",
       "4         Regular  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_recognition = extract_recognition_trials(real_data)\n",
    "\n",
    "condition_labels = {\n",
    "    \"regular\": \"Regular\",\n",
    "    \"irregular\": \"Irregular\"\n",
    "}\n",
    "\n",
    "df_recognition[\"condition_label\"] = df_recognition[\"condition\"].map(condition_labels)\n",
    "df_recognition.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "a7085754-2571-48d5-bc90-e05adabca325",
   "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>condition_label</th>\n",
       "      <th>hits</th>\n",
       "      <th>false_alarms</th>\n",
       "      <th>misses</th>\n",
       "      <th>recognition_accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Regular</td>\n",
       "      <td>8.28</td>\n",
       "      <td>1.03</td>\n",
       "      <td>11.72</td>\n",
       "      <td>74.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Irregular</td>\n",
       "      <td>8.40</td>\n",
       "      <td>1.33</td>\n",
       "      <td>11.60</td>\n",
       "      <td>74.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  condition_label  hits  false_alarms  misses  recognition_accuracy\n",
       "1         Regular  8.28          1.03   11.72                 74.51\n",
       "0       Irregular  8.40          1.33   11.60                 74.15"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec_summary = (\n",
    "    df_recognitiodf_selection = df_recognition.copy()\n",
    "\n",
    "df_selection[\"deviation_from_20\"] = df_selection[\"n_selected\"] - 20\n",
    "\n",
    "df_selection[\"selection_bias\"] = np.select(\n",
    "    [\n",
    "        df_selection[\"n_selected\"] < 20,\n",
    "        df_selection[\"n_selected\"] == 20,\n",
    "        df_selection[\"n_selected\"] > 20\n",
    "    ],\n",
    "    [\n",
    "        \"Too few\",\n",
    "        \"Exactly 20\",\n",
    "        \"Too many\"\n",
    "    ],\n",
    "    default=\"Unknown\"\n",
    ")n\n",
    "    .groupby(\"condition_label\", as_index=False)[\n",
    "        [\"hits\", \"false_alarms\", \"misses\", \"recognition_accuracy\"]\n",
    "    ]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rec_summary[\"condition_label\"] = pd.Categorical(\n",
    "    rec_summary[\"condition_label\"],\n",
    "    categories=[\"Regular\", \"Irregular\"],\n",
    "    ordered=True\n",
    ")\n",
    "\n",
    "rec_summary = rec_summary.sort_values(\"condition_label\")\n",
    "rec_summary.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "7892cda7-2527-435d-9504-e086c1734267",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_selection = df_recognition.copy()\n",
    "\n",
    "df_selection[\"deviation_from_20\"] = df_selection[\"n_selected\"] - 20\n",
    "\n",
    "df_selection[\"selection_bias\"] = np.select(\n",
    "    [\n",
    "        df_selection[\"n_selected\"] < 20,\n",
    "        df_selection[\"n_selected\"] == 20,\n",
    "        df_selection[\"n_selected\"] > 20\n",
    "    ],\n",
    "    [\n",
    "        \"Too few\",\n",
    "        \"Exactly 20\",\n",
    "        \"Too many\"\n",
    "    ],\n",
    "    default=\"Unknown\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "bb18ce83-370b-45fc-8c50-012c28c4c9b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(  condition_label  n_selected\n",
       " 1         Regular        9.31\n",
       " 0       Irregular        9.73,\n",
       "   condition_label selection_bias  count\n",
       " 0       Irregular        Too few     66\n",
       " 1       Irregular       Too many      1\n",
       " 2         Regular        Too few     64\n",
       " 3         Regular       Too many      3,\n",
       "   condition_label  deviation_from_20\n",
       " 1         Regular             -10.69\n",
       " 0       Irregular             -10.27)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selection_summary = (\n",
    "    df_selection\n",
    "    .groupby(\"condition_label\", as_index=False)[\"n_selected\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "selection_summary[\"condition_label\"] = pd.Categorical(\n",
    "    selection_summary[\"condition_label\"],\n",
    "    categories=[\"Regular\", \"Irregular\"],\n",
    "    ordered=True\n",
    ")\n",
    "selection_summary = selection_summary.sort_values(\"condition_label\")\n",
    "\n",
    "bias_summary = (\n",
    "    df_selection\n",
    "    .groupby([\"condition_label\", \"selection_bias\"], as_index=False)\n",
    "    .size()\n",
    "    .rename(columns={\"size\": \"count\"})\n",
    ")\n",
    "\n",
    "bias_order = [\"Too few\", \"Exactly 20\", \"Too many\"]\n",
    "bias_summary[\"selection_bias\"] = pd.Categorical(\n",
    "    bias_summary[\"selection_bias\"],\n",
    "    categories=bias_order,\n",
    "    ordered=True\n",
    ")\n",
    "bias_summary = bias_summary.sort_values([\"condition_label\", \"selection_bias\"])\n",
    "\n",
    "deviation_summary = (\n",
    "    df_selection\n",
    "    .groupby(\"condition_label\", as_index=False)[\"deviation_from_20\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "deviation_summary[\"condition_label\"] = pd.Categorical(\n",
    "    deviation_summary[\"condition_label\"],\n",
    "    categories=[\"Regular\", \"Irregular\"],\n",
    "    ordered=True\n",
    ")\n",
    "deviation_summary = deviation_summary.sort_values(\"condition_label\")\n",
    "\n",
    "selection_summary.round(2), bias_summary, deviation_summary.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "5e463e21-ac03-466e-b79b-5f0307d50020",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_recognition_perf = df_recognition.copy()\n",
    "\n",
    "valid_mask = df_recognition_perf[\n",
    "    [\"hits\", \"misses\", \"false_alarms\", \"correct_rejections\"]\n",
    "].notna().all(axis=1)\n",
    "\n",
    "df_recognition_perf = df_recognition_perf.loc[valid_mask].copy()\n",
    "\n",
    "df_recognition_perf[\"hit_rate\"] = df_recognition_perf[\"hits\"] / 20 * 100\n",
    "df_recognition_perf[\"miss_rate\"] = df_recognition_perf[\"misses\"] / 20 * 100\n",
    "df_recognition_perf[\"false_alarm_rate\"] = df_recognition_perf[\"false_alarms\"] / 30 * 100\n",
    "df_recognition_perf[\"correct_rejection_rate\"] = df_recognition_perf[\"correct_rejections\"] / 30 * 100\n",
    "df_recognition_perf[\"overall_accuracy\"] = (\n",
    "    (df_recognition_perf[\"hits\"] + df_recognition_perf[\"correct_rejections\"]) / 50 * 100\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "2d2014f3-8101-48aa-a70e-4bae2b2167ae",
   "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>condition_label</th>\n",
       "      <th>hit_rate</th>\n",
       "      <th>miss_rate</th>\n",
       "      <th>false_alarm_rate</th>\n",
       "      <th>correct_rejection_rate</th>\n",
       "      <th>overall_accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Regular</td>\n",
       "      <td>41.42</td>\n",
       "      <td>58.58</td>\n",
       "      <td>3.43</td>\n",
       "      <td>96.57</td>\n",
       "      <td>74.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Irregular</td>\n",
       "      <td>42.01</td>\n",
       "      <td>57.99</td>\n",
       "      <td>4.43</td>\n",
       "      <td>95.57</td>\n",
       "      <td>74.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  condition_label  hit_rate  miss_rate  false_alarm_rate  \\\n",
       "1         Regular     41.42      58.58              3.43   \n",
       "0       Irregular     42.01      57.99              4.43   \n",
       "\n",
       "   correct_rejection_rate  overall_accuracy  \n",
       "1                   96.57             74.51  \n",
       "0                   95.57             74.15  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf_summary = (\n",
    "    df_recognition_perf\n",
    "    .groupby(\"condition_label\", as_index=False)[\n",
    "        [\"hit_rate\", \"miss_rate\", \"false_alarm_rate\", \"correct_rejection_rate\", \"overall_accuracy\"]\n",
    "    ]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "perf_summary[\"condition_label\"] = pd.Categorical(\n",
    "    perf_summary[\"condition_label\"],\n",
    "    categories=[\"Regular\", \"Irregular\"],\n",
    "    ordered=True\n",
    ")\n",
    "\n",
    "perf_summary = perf_summary.sort_values(\"condition_label\")\n",
    "perf_summary.round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c74a19-3c06-4806-8d29-52a158fae7d6",
   "metadata": {},
   "source": [
    "### Accuracy and Reaction Time Around Notifications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "4b60aa4f-a5d4-4960-a347-5a2b8c32ad8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_colors = [purple_light, purple_mid, purple_main]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4.8))\n",
    "\n",
    "bars1 = axes[0].bar(\n",
    "    acc_notif[\"position\"],\n",
    "    acc_notif[\"accuracy_percent\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[0].set_title(\"Accuracy around notifications\", fontsize=16, pad=10)\n",
    "axes[0].set_ylabel(\"Accuracy (%)\", fontsize=13)\n",
    "axes[0].set_ylim(0, 100)\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "axes[0].tick_params(axis=\"x\", rotation=20, labelsize=10)\n",
    "axes[0].tick_params(axis=\"y\", labelsize=11)\n",
    "\n",
    "for bar, value in zip(bars1, acc_notif[\"accuracy_percent\"]):\n",
    "    axes[0].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 1,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "bars2 = axes[1].bar(\n",
    "    rt_notif[\"position\"],\n",
    "    rt_notif[\"rt\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Reaction time around notifications\", fontsize=16, pad=10)\n",
    "axes[1].set_ylabel(\"Reaction time (ms)\", fontsize=13)\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "axes[1].tick_params(axis=\"x\", rotation=20, labelsize=10)\n",
    "axes[1].tick_params(axis=\"y\", labelsize=11)\n",
    "\n",
    "for bar, value in zip(bars2, rt_notif[\"rt\"]):\n",
    "    axes[1].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 5,\n",
    "        f\"{value:.0f}\",\n",
    "        ha=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5500ffcd-d5f1-46c8-b7b0-2a1664e61b7a",
   "metadata": {},
   "source": [
    "### Notification Effects by Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "1947c25c-4d1c-46c4-9d7f-1b8380a6f77f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x960 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(10, 8))\n",
    "\n",
    "bars = axes[0, 0].bar(\n",
    "    acc_regular[\"position\"],\n",
    "    acc_regular[\"accuracy_percent\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[0, 0].set_title(\"Accuracy – Regular notifications\")\n",
    "axes[0, 0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0, 0].set_ylim(0, 100)\n",
    "axes[0, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, acc_regular[\"accuracy_percent\"]):\n",
    "    axes[0, 0].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 1,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "bars = axes[0, 1].bar(\n",
    "    acc_irregular[\"position\"],\n",
    "    acc_irregular[\"accuracy_percent\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[0, 1].set_title(\"Accuracy – Irregular notifications\")\n",
    "axes[0, 1].set_ylim(0, 100)\n",
    "axes[0, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, acc_irregular[\"accuracy_percent\"]):\n",
    "    axes[0, 1].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 1,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "bars = axes[1, 0].bar(\n",
    "    rt_regular[\"position\"],\n",
    "    rt_regular[\"rt\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[1, 0].set_title(\"RT – Regular notifications\")\n",
    "axes[1, 0].set_ylabel(\"Reaction time (ms)\")\n",
    "axes[1, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rt_regular[\"rt\"]):\n",
    "    axes[1, 0].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 5,\n",
    "        f\"{value:.0f}\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "bars = axes[1, 1].bar(\n",
    "    rt_irregular[\"position\"],\n",
    "    rt_irregular[\"rt\"],\n",
    "    color=bar_colors,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[1, 1].set_title(\"RT – Irregular notifications\")\n",
    "axes[1, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rt_irregular[\"rt\"]):\n",
    "    axes[1, 1].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 5,\n",
    "        f\"{value:.0f}\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8231ff9-ab3c-4be3-95eb-ba29977932c6",
   "metadata": {},
   "source": [
    "### Recognition Accuracy by Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "62e6ec3c-0732-4c09-9cd9-f93870de0f87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x1680 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, 1, figsize=(7, 14))\n",
    "\n",
    "bar_colors_rec = [purple_mid, purple_main]\n",
    "\n",
    "bars = axes[0].bar(\n",
    "    rec_summary[\"condition_label\"],\n",
    "    rec_summary[\"hits\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[0].set_title(\"Mean hits by block condition\")\n",
    "axes[0].set_ylabel(\"Hits\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rec_summary[\"hits\"]):\n",
    "    axes[0].text(bar.get_x() + bar.get_width() / 2, value + 0.1, f\"{value:.2f}\", ha=\"center\")\n",
    "\n",
    "bars = axes[1].bar(\n",
    "    rec_summary[\"condition_label\"],\n",
    "    rec_summary[\"false_alarms\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Mean false alarms by block condition\")\n",
    "axes[1].set_ylabel(\"False alarms\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rec_summary[\"false_alarms\"]):\n",
    "    axes[1].text(bar.get_x() + bar.get_width() / 2, value + 0.1, f\"{value:.2f}\", ha=\"center\")\n",
    "\n",
    "bars = axes[2].bar(\n",
    "    rec_summary[\"condition_label\"],\n",
    "    rec_summary[\"misses\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[2].set_title(\"Mean misses by block condition\")\n",
    "axes[2].set_ylabel(\"Misses\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rec_summary[\"misses\"]):\n",
    "    axes[2].text(bar.get_x() + bar.get_width() / 2, value + 0.1, f\"{value:.2f}\", ha=\"center\")\n",
    "\n",
    "bars = axes[3].bar(\n",
    "    rec_summary[\"condition_label\"],\n",
    "    rec_summary[\"recognition_accuracy\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[3].set_title(\"Recognition accuracy by block condition\")\n",
    "axes[3].set_ylabel(\"Accuracy (%)\")\n",
    "axes[3].set_ylim(0, 100)\n",
    "axes[3].grid(axis=\"y\", alpha=0.15)\n",
    "axes[3].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, rec_summary[\"recognition_accuracy\"]):\n",
    "    axes[3].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\")\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2341be0-da98-474a-9588-91d4da13df17",
   "metadata": {},
   "source": [
    "### Recognition Selection Behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "e627145c-cb77-4c15-a8d3-8a1a184fe10b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x1560 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(7.5, 13))\n",
    "\n",
    "bar_colors_rec = [purple_mid, purple_main]\n",
    "\n",
    "bars = axes[0].bar(\n",
    "    selection_summary[\"condition_label\"],\n",
    "    selection_summary[\"n_selected\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[0].axhline(20, color=\"black\", linestyle=\"--\", linewidth=1.3, label=\"Target = 20\")\n",
    "axes[0].set_title(\"Mean number of selected animals by block condition\")\n",
    "axes[0].set_ylabel(\"Number of selected animals\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "axes[0].legend(frameon=False)\n",
    "\n",
    "for bar, value in zip(bars, selection_summary[\"n_selected\"]):\n",
    "    axes[0].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 0.2,\n",
    "        f\"{value:.2f}\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "sns.barplot(\n",
    "    data=bias_summary,\n",
    "    x=\"selection_bias\",\n",
    "    y=\"count\",\n",
    "    hue=\"condition_label\",\n",
    "    palette=[purple_mid, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.0,\n",
    "    ax=axes[1]\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Selection bias by block condition\")\n",
    "axes[1].set_xlabel(\"\")\n",
    "axes[1].set_ylabel(\"Number of recognition trials\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "axes[1].legend(title=\"Condition\", frameon=False)\n",
    "\n",
    "bars = axes[2].bar(\n",
    "    deviation_summary[\"condition_label\"],\n",
    "    deviation_summary[\"deviation_from_20\"],\n",
    "    color=bar_colors_rec,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[2].axhline(0, color=\"black\", linestyle=\"--\", linewidth=1.2)\n",
    "axes[2].set_title(\"Mean deviation from 20 selected animals\")\n",
    "axes[2].set_ylabel(\"Deviation from 20\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, deviation_summary[\"deviation_from_20\"]):\n",
    "    y_pos = value + 0.15 if value >= 0 else value - 0.4\n",
    "    axes[2].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        y_pos,\n",
    "        f\"{value:.2f}\",\n",
    "        ha=\"center\"\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db25f67d-426d-4341-94aa-1baea399bd00",
   "metadata": {},
   "source": [
    "### Recognition Performance Relative to Target and Non-Target Items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "73ac5a32-3159-4a42-96ab-da586875e25e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA10AAAV3CAYAAACqnAU1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOzdeVxM7f8/8Ne0r6RQ6pa90GLLkj07N27cxI3s+05uy33nvvFx28mSXQhZkyVrdlEUspR9yV4o0b7O749+c75NM1HNjJTX8/Hw0JxznXPe58zMmfO+znVdRyQWi8UgIiIiIiIilVAr7ACIiIiIiIiKMyZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhTQKOwBSHWtr66/OV1NTg7a2NkqWLAlLS0s0bdoU/fv3h76+/neK8OeQ/X3o3r07Fi5cKFMmMzMTBw4cgK2tLWrUqCE1z8XFBcHBwQAACwsLnDt3TrUB/6Q+fPgADw8PBAQE4MOHD9DW1ka5cuXQtWtXDB8+vLDDoyLs2rVrGDBggPB6wYIF6NGjh1K3ER0djV27dmH8+PFS01+/fo3WrVsLr8eNGydT5keVmpoKLy8v/Pbbbyhbtux33358fDx27dqFs2fP4unTp0hOTkbJkiVhZ2eHnj17ok2bNrkum5aWBm9vbxw9ehTPnj1DZmYmypcvjw4dOmDIkCHQ1dX9jnuifKdPn4aenh6aNGkiNX3GjBk4ePCg8Prhw4cyy16+fBlbt25FWFgYEhISUKJECVhZWWHKlCm4ePEiPDw8hLJnz57FL7/8orodyaaofld8fX0xc+ZM4fX27dvRsGHDQowob1avXl1o73VhYdL1E8vMzERSUhKSkpIQGRmJ4OBg7Ny5E97e3rC0tCzs8H4aN27cwH///Yfw8HBs3769sMP5KcXHx6N379548+aNMC01NRVxcXF48eJFIUZG9HVpaWnYuXMn1qxZgxIlShSJi8S8OH/+PBYsWIAXL16gY8eO3337Dx48wPDhw/H+/Xup6R8/fsT58+dx/vx5dOnSBYsWLYK6urpUmfj4eAwbNgyhoaFS0x89eoRHjx7h6NGj8PLyKpREUlGPHz/Gf//9h6CgICxYsCDfy587dw6jR4+WmhYdHY2goCCkpaUpK0yiHxKTrp+ESCSSqlkTi8XIzMxEamoqxGKxMP39+/cYO3YsDh8+DDU1tj5VBj09PeFvLS0tqXlnzpzB2LFjv7q8tra2sI6iXjv6o7p06ZJUwgUAmpqaSEtLQ/Xq1QspKqJvmzx5Mk6fPg0AKFGihMx8NTU1qXOQpqbmd4utoLZv347//vuv0LYfHx+PESNGyCRc6urqyMjIEF77+fnBwsICkydPlio3f/58mYRLTU0NmZmZAIBnz55h+vTp2Lp1q4r2QDXCw8Ph7OyM9PT0XMtoaWlJfd5y2r17t8w0TU1NpKenw9raGiEhIVLL8zrk2zQ0NKSOWc5KAPpxMOn6SZibm8ttlpaamorjx4/jn3/+QUpKCoCs2rgLFy6gVatW3zvMYinnj292X758+ebymzdvVmY4JEfOhGvhwoXo3r07kpOT+aNPP7TPnz9/db65uflXz0E/om/tk6odOHAAUVFRwuv27dvDzc0NJiYmCA4OxpQpUxATEwMA2Lp1K4YPHw4DAwMAWQmVr6+vsKy9vT3Wrl0LHR0dTJ06FRcuXAAABAYG4sqVKzLN835k8fHxX024AGDu3LmYO3durvOzn2tLly6Nw4cPo3Tp0vjy5QsMDAwwatQojBo1Smkx/wy6du2Krl27FnYYlAe8mvjJaWlpoVu3bujdu7fU9Nu3bxdSRETfn6TCQcLBwQEAoKOjI3N3koiKt/Pnzwt/6+npYf78+ShbtizU1dXh6OiIkSNHCvNTUlJw8+ZN4fWxY8ekWo+4urqiTJkyMDQ0xF9//SW1naNHj6pwL35MycnJwt+VKlVC6dKlAci/S0tU3PBOFwEAKleuLPX606dPcsvduXMHXl5eCAkJQUxMDPT19WFlZYVOnTqhZ8+eX2268uLFC2zfvh1BQUF49+4d0tPTUaZMGdSuXRt9+/YVLnTl+fz5Mw4fPoyTJ0/i5cuXiI2NhZGREWxtbdGpUyd07tz5q3ckHj16hA0bNuDatWv4/PkzzMzM0LFjR4wcORIBAQGYOHGiUDZ7Z86cHeAvXrwIAwMDbN68GadOncKbN2+gp6eHOnXqYMiQIahfv77MtuUNpJGzw66EZFsNGjTAjh07AOR9II0HDx7Ax8cHV69exbt375CZmYmyZcuiYcOG6NevX64Dq2SfvnjxYnTp0gX79++Hr68vHj9+LJTp2bMnunfvnq87P9k7yhoZGeHatWu4d+8eNm7ciJCQEMTFxcHS0hKdOnXC4MGDc20+mZ6ejgMHDuDIkSN4/PgxkpKSUKZMGdSrVw/9+vVD7dq1ZZbJ2bk4PDwcK1euxIEDBxAXFwczMzMYGBjg3r17MstKOsjLO97v37+Hr68vzpw5gzdv3iA+Ph4mJiaoVasWunXrBicnJ7n70KpVK6GWd9y4cWjZsiXmzZuHe/fuQVdXF7Vr18bGjRulOqI3bdoUnp6euHjxIrZt24a7d+9CLBajevXqGD58OFq2bAkAuH//PtatW4dr164hNTUV5cuXR48ePTBgwAC571dSUhJ2794Nf39/PH/+HHFxcVBXV4exsTFq1KiB3r17y92P7PswceJEjBkzBidOnMDu3bvx4MEDpKamonLlyujatSv69u2ba8L65csXeHt749y5c4iIiEBiYiJKliyJGjVqoEuXLujatWuunzNFzkHyZD/eDRo0wIoVKzBnzhwEBAQAACwtLbFmzRrhnFCQz2JexMbGYvv27bh48SJevHiBxMREaGhooHTp0rC3t4eLiwvq1asnlM/ZCR3Iuosg+T5LBuvIbXCAixcvYsSIEcL0oUOHYtq0aTJxvX//Hi1bthSa1XXs2BErVqwQ5ovFYpw4cQIHDhxAeHg44uPjUapUKdSuXRs9e/ZEixYt8nwMcp5vJSTxyxuIKCkpCceOHcPRo0fx/PlzREdHo0SJErC2tkbbtm3Rs2fPfFecWFhYwM7ODu/fv0eZMmWEu1gSlSpVknqdvcWC5FwNZDWby/6eVahQAeXLl8erV6+E/c2rnO+jt7c37O3tsX37dvj5+eHFixfQ1NSEra0t+vXr99VBPgpyzOT9fsycORMzZ86UOk/mNpBG9nOHREhIiLBeyecyL4MrKPIdjI+Px5YtW+Dv749Xr15BR0cHDRo0wOjRoxVO/CTfhUOHDuH+/fvCdZShoSEqV66MDh064I8//oCGhvSld/Zj5ujoKJzrt2zZgpCQEOGapXXr1hg+fDhMTEyklv/aQBo5v1OXL19GRkYG1q5di4sXLyImJgblypXDr7/+itGjR0NLSwuJiYnYsGEDjh8/jsjISBgbG6Np06YYO3YszM3N5e57QEAA9u/fj7t37+Ljx4/IzMyEgYEBLC0t4eTkhEGDBn212ak8GRkZ8PX1xYkTJ/Do0SPExsZCJBKhVKlSqFGjBrp27YpOnTpBJBLla72FiUkXAchKSrIzMzOTKePh4QEPDw+pWrzY2FgEBwcjODgYe/fuxYYNG2Bqaiqz7J49ezBv3jyZjrJv3rzBmzdvcOzYMYwcORJTpkyRWTYoKAh//vknPnz4IDX9w4cPQodmLy8veHh4oFy5cjLLHzp0CH///bdUs4iXL19iw4YNOHXqlNwf+dy8ePECM2fOlPrxSElJwblz53D+/HnMnz9f6aOSfUt6ejpWrlyJTZs2Sb03ABAREYGIiAjs27cPw4cPx+TJk7+aNKWkpGDo0KEIDAyUmn7z5k3cvHkT169fL1DnaYnDhw/j77//lvocPH78GCtXrsSxY8ewZcsWmc9PdHQ0Ro8eLXP3VfLZOXLkCIYNG4apU6d+9eQ7a9YsqWY/L1++RJcuXeQmXbk5fvw4Zs2ahfj4eKnp7969w7t373Dy5Ek0a9YMy5YtQ8mSJXNdz+PHj7F161YkJCQAyGrmm9sP/qJFi7BlyxapadevX8f169cxd+5c6OnpYebMmVLH9OHDh1iwYAHu3r2LZcuWSS0bGxsLFxcXme98RkYGIiMjERkZifPnz2PgwIEyNfPZZWZmYtq0aTh8+LDU9PDwcISHh+PChQvYsmWLzOft5s2bGDduHKKjo6WmR0dH4/Lly7h8+TIOHz6MtWvXyiThipyD8iIhIQGDBg2SOjafP3+GhYWFEKMyPos5vXr1Cv3790dkZKTU9IyMDGHdJ0+exIwZMzBo0KAC7VtOzZo1g7m5Od6+fQsg667L1KlTZd6vI0eOSPVj6tWrl/B3YmIipkyZInVnCMhK1Pz9/eHv748uXbpg/vz5KrljfP/+fUyaNAkRERFS06OjoxEYGIjAwEBs27YNq1ev/uZovtl9qz/Z06dPpV5nvwiWVFQBgKmpqUwlwC+//CIkXW/fvkViYmK+L0aBrM+9s7Mz7t+/L0xLSkoS9nv8+PEYN26czHKqOmbfiyLfwYiICAwdOhSvX78WpiUnJ8Pf3x/nzp1TaBAasViMP//8E35+fjLzYmJiEBMTg+vXr+PYsWPw8vKCtrZ2ruvatWsX/vvvP5lrlq1bt+LEiRPYt29fgc9xN27cgJubG+Li4oRpL168wNq1axESEoJFixZhyJAhUp+PyMhI+Pj44Pz58/D19ZW5PnR3d8f69etlthUbG4vY2FjcuXMHhw8fxu7du2FsbJynOJOSkjBs2DBcv35dZl5UVBSioqJw4cIFBAYGYt68eUUm8WLzwp9cTEwMdu/ejf3790tNz9mfy9vbG6tXr5a62MnZWfP+/fsYPXq0TGJ16tQp/PvvvzLTc/64b9iwAUeOHJGadufOHQwfPlwm4cr5QxYWFoYBAwbI3KG7ffu2TMIFQKhpioiIwJIlS5BXEyZMEBKunLVVYrEYCxYskGmqJo+kc3vOCxHJoBlfOyHntHjxYmzcuFHqvVFTU5M6vmKxGBs3bvxmwrRs2TIh4cq5f0BWjVpBm54mJCRIJVw53/8nT55g/PjxUu9VWloaxo4dK7PNnJ+9zZs3f7NTuiThkixrb2+PqlWrQk9PT+bzpKurCz09PamL/jNnzmDy5MkyCVfOZQMCAjB8+PCvfg5OnTolJFySeLp06SJT7tq1a0LCJa9z9Lx58zBjxoxcj+nRo0dx9epVmWVyJlzy7g55eXnhwYMHue7Djh07hIRLXmxBQUE4efKk1LRXr15h5MiRMglXzuUDAwNlLnwVOQflVXh4uHBsJOv+9ddfIRKJlPpZzGn69OkyCVfO90QsFmPJkiXCOU5TUxN6enpS77lIJIKenh709PTkfn+zU1NTw++//y68joqKknvnJXtSbWFhgcaNGwuvZ8yYIZNw5Twefn5+WLRo0Vdjyb7s176P2c+Xr1+/xoABA2SSh5zLvnjxAgMGDMDLly/zFMO3JCcnY+fOnVLbs7e3B5BVeZL9N0hexUv2yhWxWCzzvufV33//LSRc8t7rtWvXSvVLAxQ7ZvJ+lySDZuRlgCfJe5j94ljyOyjvPZdHke9gSkoKxo4dK5VwSWIAsiov3d3dvxlDbnx8fGQSLnn7FBoair179+a6nnv37mHu3LlIT0+HSCSSOadHRkZi7dq1BY5z6tSpQsKV83MTEhKCzp07C5+PnMc1Ojpa5hgFBgbKJFwaGhpyE94NGzbkOc7169fLJFwaGhoyx8PHx0fu4Cw/KiZdP4m3b9+iTp06wr9atWqhRo0acHR0xOzZs6UuUvr27Ss1YtuXL1+kastNTEywfv163Lp1C0FBQejXr58wLzw8HAcOHBBep6WlYf78+cJrTU1NTJ8+HcHBwbhz5w7c3d2lfkhXrFghXFRlZGRg6tSpUrG5uLjgypUrCAsLw7Fjx9CoUSNh3suXL2V+3FesWCF1Ed+kSROcPHkSYWFhOHToEGrUqIGkpKQ8H8fY2Fh06NABZ86cQXh4OPbs2SO0SZccq7t3735zPZLO7XPmzJGavmnTJoSGhuZ58Izg4GB4eXkJr42MjODu7o7bt2/jzp07WLFiBYyMjIT527dv/2qTltjYWFhbW2Pv3r24e/cuLly4gLp160qVuXLlSp5iyyktLQ1paWlwcXFBQEAAbt26hTVr1kjFd/v2bakL9UOHDkkNAtCsWTP4+/sjLCwMPj4+sLKyEuatXLnyqx3wRSIRFi5ciLCwMPj7+2PatGkYNWoUQkNDpfpoAFnJSmhoKI4dOwYAiIuLk7rro6amhokTJyIkJARhYWHYt2+f1PPVbt++jY0bN371eNSpU0c4Du7u7nI71KelpcHQ0BCrV6/GnTt3EBQUJFzgAVkXeenp6fjjjz8QHByMkJAQdOvWTWod2ZOuDx8+CPsEAE5OTsL3KTg4WKZv5507d3KNPzY2FuXKlYOnp6cQW9u2baXK5PysLFu2TKop1m+//YYLFy4gPDwc+/fvR/ny5YV5Bw4cEC76FDkH5VepUqXg4+ODsLAweHt7C8dEmZ/F7O7cuYMbN24Ir52dnXH9+nWEhYUhICBAqgIsPT1duDMr+exmb5YtOa+EhobmqWN9r169pC6sct61vHfvnlSC3rNnT+FiKigoCKdOnRLm2dnZ4dChQwgLC8OJEyfQoEEDYd7OnTtl7g7J4+Dg8NXvY/YBGv766y+pz1LHjh1x9uxZhIWF4dy5c1LDzMfGxuLvv//+5va/JSMjA9OmTZNq6dC1a1fh2ZY5K2R0dHRk1pGzoi0xMbFAscTGxqJBgwbw8/MTfg+zN3vMyMiQqXBR5JiFhoZi06ZNUuubM2eO1Hnya44dO4bQ0FCp5mmS9zs0NDRPg2co8h08cuQInjx5Irw2MTHBmjVrcOvWLVy5cgVDhw795va/Ztu2bcLf5cuXF96Xu3fvYt68eVJlv1Zx+fnzZ2hqauLff/9FaGgobt++jUmTJkmVydkSJT/S0tLQv39/XL16FXfu3JFZd2JiIqpUqYKDBw/i7t27WLNmjVRylvMzlX2/jYyM4O3tjbCwMISFhWH9+vVSiWd+KmyzN+uvV6+e8D7fvXsXGzZskKrQyN6C5UfHpOsnIRaLkZiYKPxLTk4Whq+V0NLSwpgxYzBr1iyp6dlr5YGsE7eTkxO0tLRgbGyMWbNmwc7OTpif/YInKChIqibPxcUFQ4YMQcmSJaGpqYlOnTqhf//+qFSpEjp06ICePXsK27p06ZLUM5Latm0LNzc3IcmpWrUq1q9fL3Wr+/Dhw/j48SOArAu1oKAgYZ6lpSXWr1+PSpUqQSQSoUaNGti4cWO+hmG3srKCu7u7cHFYp04dDB48WKpMzmGGVSl7jSuQNVRxp06doKWlBU1NTXTs2FEq6QUg01QtOy0tLWzatAm1a9eGmpoaypUrJ9VWHFBs/5ycnODm5oayZctCW1sbbdq0kWn+dvz4ceHv7H0DSpUqhRUrVqBChQpQU1ODnZ2d1LLJyclf/fFv1qyZ0CetQoUKcvvf5ebw4cNSP+ADBgzAmDFjhFrrWrVqYcOGDVLNhLZv3/7Vkb7++usvlC1bFlpaWujUqVOudyZcXV3Rrl07aGhowNjYGH379pWab2Njg9mzZ6NkyZIwMDCQaVIkGWUNAMqUKYMLFy5g48aNcHV1xf/+9z/h+1SyZEkMHDgw12XlWb16NZo2bSrElnPUsuyflYSEBGFocwCwtbXFokWLUK5cOYhEItjb22PGjBkwMzNDixYtMHToUKHCRZFzUH4NHToUdnZ2UFNTg4ODg/DMQmV+FrOzs7PDmTNnsGbNGkyaNAl///03DA0NAQBly5ZFnz59pMp/6z3JD1NTUzRv3lx47e/vLzXQwaFDh4S/1dXVpe6MZb/Q0dDQwKpVq1CjRg2oqamhcuXKWLlypVTSocwLo0ePHklVHtnY2MDd3V3o+2NhYQF3d3fY2NgIZYKDg/NUIZYbScKVPdE0MDCQapKW8+62vDvAOadlP975Ubp0aWzYsAFWVlYQiUSoWrWqVN9kQPr7VxjHTNkU+Q76+/tLrWv+/Plo06YNtLW1Ubp0aUybNk2hEQB3796NnTt3YtasWVi8eLGQAGppaaFXr15STVBz6zMvMXnyZPTt2xe6urrQ0tLC6NGjUbVqVWG+Ir/BtWrVwqxZs1CqVCmoq6tj2LBhMnfkli9fjpo1a0JdXR1t2rSR6iOXs5XCihUrsHfvXsydOxeLFi2Cg4MDRCIRNDQ04OTkJFUZ+a39zi7790RdXR06OjrCelu2bIl169Zh69atuHTpEnx8fPJ5FAoP+3QRjI2NMXXqVLRu3VrqroNEzuGGzczMZGotK1euLJyc79+/j5SUFGhra8vUbMgbPGL69OmYPn26zPRLly5JvZZXE6Wrq4u+ffti+fLlALL6mVy7dg2//vorwsPDpZoidejQQaaWsWzZskJtWV60bt1a5vZ2zkFIUlNT87QuZZB09geAihUryj2+rVu3RsWKFYUmA1evXkVmZqbcvl12dnYybcVz7l9emk/mpmfPnjLTmjZtitKlSwvJcnh4OICsWv3sd1oqVaoktOWWkDRHktQWh4aGyiQlEtmbReVXXj6Lpqam6NKli9B05MuXLwgLC5PbqdvAwEDqjtXX5ByIIPudVXnzc75/OZvamZqawtTUVFguIiICYWFhCA0Nlfo8Afhq0mhmZiaV6ABZ5xIjIyPExsYCkP6shIWFSa2vVatWMk1Q2rRpI3cAAEXOQfkl73Oi7M9idiKRCOXLl0f58uXRpk0bZGZm4tGjRwgLC8PNmzdlPnvfGrI7v5ydnYUmggkJCThz5gw6d+6M9PR0qYvWZs2aSX22sr8npqamSEpKknlPypUrh+fPn8uUV1TOYzJkyBCZz5JIJMKQIUPg6uoqTAsKCpL5zOZFamoqXF1dZX4n/v33X6l+xDk/bzkrNgFI9Y8D5N8Ny4vGjRvL9AX72rn6ex8zZVP0O5i975uxsbEwCFF2nTt3lunikFclSpRA/fr1hcq8Dx8+ICwsDLdu3cLVq1elKku+1fxZ3jmwcuXKwp06RX6Ds1eyAFmtj4yMjIQuHOXKlZN5NmX2iu2csevp6aF27drC71xsbCzCw8Nx+/ZtXL16Vfg9l7fs17Rp00Z4z4KDg9GiRQvUrFkT9erVQ506dVC/fn2UKVMmz+v7UTDp+klIRhdKTEzEw4cPsWjRIuFHMCYmBvv27ct11LWc/amyN+WRJy0tDa9fv0aVKlWEC2mJ/HxJco50lPMHJbfp7969AyBbq5JzBCSJChUq5DmmsmXLykzLeadM3g+tKsTExEg1Tcnt+EjmSZKu5ORkxMbGyu3QKm//cv6w5xysIz9yew/Kly8vfFYkP06fP3+WOknfvHkTnTp1+ur6s98ZzamgHY8B6c+igYGB3OMEyP8syku6cltenpxJVs6Kg5z7lXO+vPcrMDAQ+/fvR1BQ0FdrH7/2Xue2D7q6ukLSlX35nDWk+TkGipyD8kve50TZn0V5Tp48iUOHDiEkJESmmVp2inz/5GnRogXMzMyEFgmHDx9G586dcfnyZanzd/YBNADp9+TNmzdKPx5fo+hvQ36kpKRg3LhxMknLlClTZO6M5PwtkHdxnLNSriCDaAD5P1d/z2OmCop+B7O3VMjtdyi36Xn19OlT7N69GxcuXBAGSymIb11nKHIOkHcNlv03Q97571v97d69e4ddu3bh7NmzePbsmVLOUSNGjMCTJ09w4sQJAFn7LBmkafv27RCJRLCzs0Pfvn3RrVu3IjOQBpOun4xkePMtW7agd+/eQnv9W7duoX///ti7d6/QtEWiIElE9pFxsstPLW1ea6lzxie5g5PXuPNTayQvpsJ6eG5+RgPLeRLM7QRVWPsnb3CEnDXCefG1h01L+l0UhKKfxZxyDkH9Nd96n/M7Kty8efOExxEAWbW+tWvXhr29PcqXLy9Vy/01uR2TvH5e8nMuUOY56FvkvTfK/izmXPfEiROlml6amZkJ74mmpuY3R9NThKTZ4Jo1awBk9cP79OmT1KAAZcqUkbkzkN9jktfjkRfK/j7mJjU1FaNHj5bpm+jq6io13L6Erq4uSpYsKVzgy9tnSYUEkHUeljdScF7IOwZfu/D8XsdMVRT9Dmbfj9z2qaAD8ABZfdamT58urENHRwe1atWCnZ0d6tati9mzZ+e5WaAqf4e/lUDl9/ckODgYo0aNEpp/Sx5bYG9vj9q1a8PT0xNhYWH5jlNLSwsrVqxA//79ceTIEVy8eFGqq4pYLMadO3dw584d+Pv7Y+3atUUi8WLS9ZPS09PDsmXL8Pvvvws1b0+fPsWsWbOknsECQOaOSFBQUJ6H/cz5PIk3b97I1D6/e/cOd+/eRZUqVWBpaSmcFHLWuDx79gx16tSR2Yak+YqEpKNuzhhzq3nKz6hWP9KX2sDAAPr6+sLJ7tmzZ7mWzX6M9PX15TYjBVS/f8+ePZNpugBI18JKPjNGRkZQV1cXfmxbtmyZr9GPclJkyOqyZcsKzSTi4+Px/v17ubWRuX0WlRmLIgIDA6USrj///BNDhgwRftC/9hnKKb+flZzfx5w170DWhdXRo0dRpUoVVK5cWai5V+QclF/y3htlfxaz8/X1lUq43N3dpWrwczb5VIWePXti3bp1yMzMREZGBk6dOiU1KmH37t1l+hyamJgIF0HVqlX7rg/6lffbULNmTZlyef0+yiMWi+Hq6iqVcIlEIsyaNeurd1orVaqEW7duAcgaaS4jI0Oqf0r20fMsLCwKfKcrv9+/73HMVEnR76CJiYlwzsntWqCgd6e+fPkCNzc3IeFq3749Fi5cKPXe/vvvv3le3490nfE1GRkZmD59unANUqdOHaxfv17q+iL7QF8F4eDgIAwWFBERgdDQUNy4cQOnTp0Skupz587h4sWLcpuM/mh+jCoMKhRWVlYyHW9PnDgh3M6VyNn3JGczCyDrIYmzZ8+Gt7e31MMhczatyn5xIbF3716MHz8enTp1Qu3atYWRvCQP95Pw9PSUWTYpKQm7du0SXmtqagojGtasWVOqdujUqVMyTTsiIiIKPBqfMuSsvcpvjX72YxQREYGzZ8/KlDlz5ozUEMFNmjQptJO6vAEOQkJCpJoqSfoPaGlpSSVot27dkhkR7vHjxxgzZgyWL1+Ow4cPf/VHU5GawuyjZALyP4tRUVFSF57GxsZSndKVFYsicn53e/fuLRVL9vb3ymZrayt14X727FmZ2uvg4GBMmzYNv//+O+rWrSuMAKnIOSi/5L03yv4sZpd9X0qUKCHTZOpb70n273JBmzabm5ujadOmwutVq1YJF1IikUhuX8zs70lERIRM5VVMTAxGjhyJRYsW4cCBA1LPr/qWnOennHfqc/42bNmyRaaMWCyWGTY8+z5+y6pVq6T6cIlEIsydO/ebTVuzPww5JSVFatjr169fS1U2ZB/hUdWUccwU/b1ShKLfwez90qKjo6UG2ZLYs2dPgWK7fv26VFP/rl27SiVckZGRMl0tioMnT54Iz/kDskbDzJ5wJSYmyiTxeREZGQkvLy/8888/cHFxER5pVLFiRXTv3h3z5s2Tufuf8zEoPyomXT+5IUOGyNw9mjdvnsywstlrf+fPn4+jR48iKSkJycnJWL16NXx9fbF7927MnTtXakQ9R0dHqeYTPj4+8PDwQExMDNLT03HmzBmpk3ypUqWEk2PLli2l2h+fPn0a8+bNE/qGPHnyBKNGjZLqSNuzZ0/hS29kZCQ1DPfLly8xduxYvHr1CmlpaQgJCcHIkSMValKgqJy16vfu3UNGRkae7745OztLvf7rr79w4sQJYXj2kydPygyVPGzYMMWCVsDly5fxzz//ICYmBmlpaQgICJB5IHb251Vl7zMRGxuLMWPG4MGDB8jMzMSrV6/g5uaGs2fPYsOGDZg2bVqehqUuiC5dukh1eN++fTvWrVsnNGG7ffs2Ro4cKfXDm/0O0o8iZ1PaZcuWISEhAcnJyfDz85MZ2liZ3w0DAwOpIeWfPXuGSZMm4dWrVxCLxbh37x5mz54tzBeLxUKnb0XOQcqiqs9i9vfky5cvWLt2LVJTUxEfH4+dO3fKPJMn53uSvSnSp0+f8PbtW8TFxeX7Ii/74wKy979r0KCB3H6vv/32m1RMY8eOxY0bN5Ceno6PHz/i77//Fh6Q/ddff+UrEc7ZvCo8PFzopwdkVahlr9AIDw/HlClThITmzZs3mDJlilTC2rx58zw/7PfBgwcyd1EGDhwoc76VJ/uw60DWncuYmBjEx8fLPCexc+fOeYpHGZRxzHK+Lw8ePEBGRobMc79URZHvYM7nIE6dOhUXL15EZmYmPn78iLlz5+Ly5csFiivneXXz5s14+/YtMjIycP36dYwcOVIqwS3Maw5lyrnfu3btwtOnT4Xz+ahRo6QS47wOMpaRkYFFixZh7969CA4OxqJFi+Dv74/U1FSIxWK8fPlSZjTUojKoBpsX/uTU1NQwf/58dOvWTfgCffz4EUuXLhWGfy5dujRGjx6NlStXAsjqkOrq6gqRSASRSCRV26Wrqyt190xTUxN//fUXJkyYACCrZmz16tVYvXq1VFMBiUmTJgkXV5qamliyZAmGDh0qlNuxYwd27NgBTU1NmRNXtWrVMHXqVJn1Xb16VSh76dIltGnTBmpqakLc8tb1veRsurF48WIsXboUVatWlftk+5ycnJzQvXt3YSjd2NhYTJo0Kdd+UWPGjEGtWrWUFH3B7N27F3v37pX7/jdo0EBqQJe+ffti//79wqhN169fx2+//ZbrsqpqXmBiYoJ///1XGD4/MzMTK1aswIoVK+R+fho2bCjzKIEfQf369aXuDO/evRt79uyR+R5L5PVZU3k1ZcoUXL58WUhW/f394e/vL/f9/O2334SabUXOQcqiqs+ig4MDLl68KLxeuXIlVq9enetdhJzvSfbR85KTk9G6dWuIxWJMnz49X59BSSVXzkFLcg6gIdGmTRs4OjoKdwwePXqEvn37yj0eFStWzHU98uQ8L06cOBHq6upo3ry58CDWRYsWwdnZWajoOH78OI4fPy73+1imTBn873//y/P2N2zYILMPe/bswb59++SWnzNnjpAQ2NnZoWPHjkKLkdDQUDRu3Fjmc+ro6Cj32XyqpOgxy/5ZA7J+j729vaGrq4ubN2+qNngo9h1s1aoVGjRoICT/Hz9+xIgRI6SWVVdXh4aGRr5HB6xbty40NDSEfqqhoaFwcnKSGxeg/PNqYbG2tkaJEiWESvqIiAh06tQp1/3Oaz9bCwsL9O/fX2iaGBcXJzyaIftxlihTpozMMyJ/VD9WNSwVisqVK8tcpOzbt0/qgZ1jxoyBi4uLVBmxWCxzsbNu3TqZPlvt27fHv//+K9MnIPuXUiQSYdSoUTLNWBwdHeHh4SHTNyznD4SDgwO8vLxkOsHb2trif//7n8y2JXE7OjpKPXsGkP9sFVWxsbGRucDIzMyU6jD6LXPnzoWLi4tUk5yMjAyp46uuro6JEyeq5GI0P1xdXYXa0pwn5Ro1amDFihVSd4e0tLSwZcsWqWeUyFu2Vq1aMncElK1Hjx6YN2+eTB+MnJ/Fdu3aYd26dbk+d6swdejQQeZCL/v32NjYWOrCKj9NwvLC0tISGzdulOmPlfP9bNq0qdRdL0Cxc5AyqOqz2L9/f5k7MNn3qXz58sLz4ADZ96Rdu3Yyy4rF4nyPOqehoSFzLixZsqTM+rPz8PCQejgzIHs8KlSoAC8vr3z1Y2zcuLHMwDcZGRlS58Vq1arB09NTeI6ahLzKOG9v7zwPWJGQkCD3ESLJyclSz7rM/i/nReC8efOkmhnm/JxWrFgRixYtylM8yqToMStTpoxMy5jMzEwkJCQUeOCa/FDkO6impoYVK1ZIPTcq+7KampqYN29egUa5NTU1xZgxY2SmS9atoaEh9R1/9eoVkpKS8r2dH422tjb+/vtvmebA2d+P7HdXk5OT89yKZ9q0aejevbvM9JzftdKlS2PdunX5GpyqMDHpIgDA4MGDpU6mYrEY//zzj9TJ2M3NDbt27UK3bt3wyy+/QEdHB1paWqhYsSL69+8PPz8/ODo6yl1/37594efnhz/++AMVK1YUlrWwsEDXrl2xe/duTJ48We6yrVq1wvHjx/HXX38Jz2bQ1NREmTJl4OTkBHd3d+zcuVMmMZPo3r07du/ejXbt2sHY2Bja2tqwsrLCzJkz4enpKTOaT0Gfm1IQmpqa2Lp1K9q1a4cSJUoIx6RVq1Z5bi+vpaUFNzc3+Pr6YsCAAahWrRr09fWhq6uLihUrCsde3o/C99ayZUscPHgQ7du3h5GRkfBeuLq6Yu/evXLfQ1NTUxw6dAj//vsvHB0dYWJiAg0NDRgaGqJu3bqYNWsWdu7cKTPqpir06tULJ0+exOTJk1GrVi0YGxtDU1MTZmZm6NixIzw9PbF69WqFRkpUJTU1Naxfvx5TpkxBtWrVoKWlBW1tbVSuXBkDBgzAoUOHpH7obt26JdVmXxnq1q2LEydOYPz48bCxsYGBgQE0NDRQunRpNG/eHMuWLcPmzZvlDjCgyDlIGVTxWdTT08OuXbswbNgwYSAhPT09WFlZYfTo0fD19ZW6+3vhwgWpC7amTZti6dKlqFmzJrS0tGBgYICaNWvKHSThW3r16iV1AdW1a9evjnpnYGCAnTt3YsmSJcKdMkn8tra2mDx5Mnx9ffM9Ql+pUqWwbds2NG3aFHp6etDR0UHFihVl3tu6deviyJEjmDdvHpo2bQozMzNoamrC2NgYjRs3xrx583Dw4MF8PRbkzp07Cj8LzcDAANu3b8c///wDe3t76OvrQ0dHB1ZWVhg/fjx8fX0VeoSFIhQ9ZqtXr0b37t2Fc5+pqSnat29foNEFC0KR76CJiQn27t0LV1dXWFlZQVtbGyYmJujUqRP279+PHj16FDiusWPHwt3dHXXr1oWenp7wu/Drr79iz549QisJICvJPXPmTIG39SPp1q0btmzZgiZNmsDQ0BAaGhooU6YMWrVqha1bt8oMzHb8+PE8rVdDQwMLFy6El5cXunbtCktLS2hra0NDQwNGRkaoW7cupkyZguPHj/8Qz5HLK5FY2Q/9IPqBXL58GYaGhjAxMUHp0qXlJlRTpkwRHgKqra2NW7du/XB9cYqq1atXw8PDQ3jt5+cHKyurQoyIiIiI6Pv78dq/ECnR3LlzpR6QOGjQIEyaNAm6urpISEjAuXPnpEZUtLW1ZcJFRERERErFpIuKtRYtWmD79u3C623btmHbtm3Q0tKSO5JO//79v2d4RERERPQTKHJV+hs3bsx1xJ/k5GQsXboUTk5OqFWrFnr37i33WQwZGRnYtGkT2rVrB3t7e3Tt2jXP7UypaJk4caLc0frkJVwuLi4yz8ghIiIiIlJUkbrTdfHiRaxatQolS5aUO9/V1RXnz59H3759UblyZfj4+GDYsGHw8vKSGmFp0aJF8PLyQvfu3VG7dm2hY3xmZuZ3fW4GqZ6BgQF27dqFI0eO4PTp03j06BGio6ORkpICHR0dlC1bFnZ2dujVq5fMwyOJiIiIiJShSAykIRaL4e3tjYULFyItLQ2lS5fGlStXpMoEBQVh0KBBmDlzJgYNGgQg62nYXbt2RYkSJYQHqUVERKBjx47o168f3NzcAGTd+erXrx9ev36Nc+fO5WtoWyIiIiIioq8pEs0Le/fujf/9739o2LCh1Jj/2fn5+UFTU1PqifF6enro2bMnwsPDhSemHzt2DJmZmejXr59QTl1dHf369cOHDx8QEhKi0n0hIiIiIqKfS5FIut6+fYu5c+di8+bNuT7/JiwsDJUqVZJ5toskSQsLCxP+NzAwQKVKlb5ajoiIiIiISBmKRJ+uvDT5i4qKgr29vcz0smXLAoDwgM+oqCi5DyXMWY6IiIiIiEgZisSdrrz0sUpISICurq7MdMnDcJOSkoRy8h6Qm7OcMv3+++/4/ffflb5eIiIiIiL68RWJO13KIBKJ5P79tXLK8vnzZwBZQ9oTEREREVHRJO/mTV4Um6RLT09PblIjmWZgYJCvcqqgplYkbiwSEREREZESFZuky9zcHB8+fJCZ/v79ewAQ+nGZm5vLHaEwZzlV4FD0REREREQ/n2Jz68XGxgZPnjyRuYsVHh4OALCzsxPKff78Ga9evfpqOSIiIiIiImUoNklXhw4dkJqaij179gjTEhMT4ePjA3t7e1haWgIA2rdvD5FIhO3btwvlMjIy4O3tDVNTUzg4OHz32ImIiIiIqPgqNs0LmzVrhmbNmmHJkiV49+4dKlWqhH379iEyMhILFy4UylWpUgW9e/fG9u3bkZCQgNq1a+P48eMIDQ2Fu7s7NDU1C3EviIiIiIiouCk2SRcArFy5Eu7u7vDz80NSUhKsra3h6ekpc/dq1qxZKF26NA4cOIBjx46hUqVKWLVqFdq3b19IkRMRERERUXElEovF4sIOorhr06YNAODMmTOFHAkREREREX1vxaZPFxERERER0Y+ISRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCGoUdABEREREp3+yxuwo7BJWbvaZvYYegNBkZGVBXVy/sMHL1o8f3o+OdLiIiIiKiHFxcXGBtbY1WrVrleZlWrVrB2toaLi4uUtNfv34Na2trWFtb4/DhwzLLBQYGYtiwYQrHrAqZmZnYuXMnFixYUNihFGm800VERERUjHX4zamwQ1C6k4fPF3YISrN37178888/sLCwKOxQ5Przzz9x9OhRdO/evbBDKdKYdBERERERqZCmpiYsLS0BAPr6+lLz3r9/Xxgh5dmPHl9RwaSLiIiIiEiFTE1Ncfr06cIOgwoR+3QRERERERGpEJMuIiIiIiIVkjeQxrVr12BtbQ0PDw8AwJs3b4Qyvr6+eVqvZLCPtWvX4s6dO+jZsyfs7Ozg6OiIsWPHQiwWC2U/fPiA1atXo0+fPnB0dIStrS0cHBzQpUsXzJ8/H2/fvpVa9+rVq2FtbY3g4GAAwMGDB4X4Xr9+LVU2NTUVO3fuRN++fdGwYUPY2dmhVatWmDlzJh4+fFjg41acsHkhEREREVER9uzZM2zatAmJiYkAgJiYGGhra0MkEgEAzp49C1dXVyQlJUktl5aWhri4ODx69Ai+vr7Ytm0bbG1t87XtN2/eYMSIEXjy5InMdF9fXxw6dAjTp0/HoEGDCr6DxQDvdBERERERfWcODg64efMmRo4cCQAwNzfHzZs3cfPmTXTt2jVf6/Lz84OmpibWrFmDwMBAbN68GUOGDAGQlfxMmTIFSUlJqFy5MlatWoWzZ88iMDAQ+/fvR8+ePQEAcXFxWLhwobDOkSNH4ubNm6hXrx4AoEuXLkJ8kpEWExISMGTIEDx58gR6enqYNm0aTp8+jatXr8Lb2xtOTk7IzMzEggUL4Ofnp/AxK8p4p4uIiIiIKBeSZn/Kpq6uDn19fWhqagIARCKRzMiG+fH333+jTZs2AIBmzZoJ0729vZGcnAwtLS14enrC3NxcmGdiYgJ7e3skJCTgxIkTuHHjBpKTk6GjowMtLS1oaWkJD0TW0NCQiW/jxo2IiIiApqYmvLy8YG9vL8xzcHBAvXr1MGXKFBw/fhz//fcf2rZtCx0dnQLvY1HGO11EREREREWYuro62rZtK3eelZUVevfujREjRkglXNnVr18fQNaDkD9//pynbYrFYuzbtw8A8Ouvv0olXBIikQjTp08HAHz69Alnz57N07qLI97pIiIiIiLKhbm5OY4ePZqnsp07d5YZkOJ7sLS0hJ6entx53bp1Q7du3XJd9uXLl3j8+LHwOj09PU/bfPLkCWJiYgAANWrUQEJCgtxyhoaGsLCwwJs3b3Djxg38+uuveVp/ccOki4iIiIgoF/lp9icZuOJ7K1Wq1DfLJCUlITAwEA8ePMDLly/x4sULPHv2TObOVvYRD7/m1atXwt8LFizAggULvrlMZGRkntZdHDHpIiIiIiIqwrS1tb8638vLC6tWrUJ8fLzUdA0NDdjb28PExATnz5/P1zZzrktVyxQXTLqIiIiIiIopT09PLF68GABgYWGBNm3aoGbNmqhcuTKsrKygo6MDX1/ffCddurq6wt+bNm1C8+bNlRp3ccOki4iIiIioGEpKSsKaNWsAAPb29ti5c6fcu2KfPn3K97rLlSsn/P3mzZuvlhWLxYXW9PJHwdELiYiIiIgKiSqTkSdPnggDXHTr1i3XZohBQUHC33nt01W9enWhr9u5c+dyLff+/XvUrVsXrVu3hpeXV15DL3aYdBERERERFRINjayGZ6mpqSpbNwA8ffpUbhk/Pz8EBAQIr3PGIXmOWFpamsy6e/ToAQC4dOkS/P395a5/8eLFSExMxOvXr2FjY5P/nSgmmHQRERERERUSIyMjAMDHjx9x8eJFfPnyBYmJiUpZd7Vq1VCmTBkAwJ49e7Bhwwa8fPkSMTExuHnzJtzc3PDnn39KLZNz6HdJfCEhIXj27Bk+ffokDCs/ZswYmJmZAQAmT56MZcuW4cmTJ/j06RNu3bqF8ePHw8/PDwDQoUMHODg4KGW/iiImXUREREREhaRBgwbQ0NCAWCzGiBEjUL9+fezYsUMp69bQ0MCcOXOgoaGBjIwMLF++HG3btoWjoyP++OMP7N+/HxoaGhg9erSwzIsXL6TW4ejoCACIiopCx44d0ahRI9y9excAYGxsjC1btqB8+fJIT0/Hxo0b8euvv6JRo0bo3bu3cPeradOmmD9/vlL2qajiQBpERERExdjJw/kblY6+r8qVK2PlypVYs2YNnj17Bk1NTcTGxipt/a1bt8bu3buxefNm3LhxA58+fYK2tjYsLCzQoEED9OvXD1WqVIG/vz+ePn2K06dPo0uXLsLyPXv2RHR0NPbv34+oqCgYGhoiKipKmF+lShUcPXoUe/fuhb+/P548eYL4+HgYGhrCxsYG3bp1Q+fOnX/6gTRE4rz2lqMCa9OmDQDgzJkzhRwJERER/Sxmj91V2CGo3Ow1fQs7BKI84Z0uIiIiomKICQnRj4N9uoiIiIiIiFSISRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUSKOwAyAiIiIi5Zs9dldhh6Bys9f0LewQSAkyMjKgrq5e2GGoFO90ERERERHlYG1tLfyzsbFBbGxsnpbLzMxEs2bNhGVdXFyk5l+7dk2Yd/36dRVEXnTEx8dj7ty58PPzK+xQVI5JFxERERHRV6Snp+PMmTN5Knvjxg28f/9exREVDx07doS3tzcyMzMLOxSVK3ZJ1/379zFs2DDUqVMHtWvXxqBBg3D37l2pMsnJyVi6dCmcnJxQq1Yt9O7dG0FBQYUUMRERERH96E6dOpWncsePH//qfB0dHVhaWsLS0hI6OjrKCK3I+pmS02KVdEVERKBfv364e/cuRowYgQkTJuD58+dwcXHBw4cPhXKurq7YsmULWrdujenTpyMtLQ3Dhg376W/xEhEREZE0KysrAEBQUBC+fPny1bIZGRlCcla6dGm5ZWrVqoXTp0/j9OnTsLW1VW6w9MMqVknXtm3bkJCQgPXr12P06NEYMmQItm/fjvT0dKxduxZA1hfmzJkzmDZtGtzc3NC3b1/s3LkT5cqVw/z58wt5D4iIiIjoR9KyZUvo6uoiLS0NZ8+e/WrZ4OBgREdHo0qVKqhWrdp3ipCKgmKVdL169Qp6enqoU6eOMK1ChQqoUKGCcKfLz88PmpqacHZ2Fsro6emhZ8+eCA8PR0RExPcOm4iIiIh+ULq6umjevDmAbzcxPHHiBACgU6dOuZb51kAaly5dwoQJE9CsWTPY2tqifv366NGjB9zd3fHx40e560xLS8O+ffswcOBANGzYELa2tnB0dMTAgQPh7e2N1NTUvO6uIHuMvr6+aNu2LWxtbeHk5CTczJB48OAB5syZgy5duqB+/fqwsbFBw4YN8ccff2DTpk1ISEiQKu/i4gJra2vh9cyZM2FtbY1WrVrJxBETE4Nly5ahS5cuqFOnDurUqYPOnTtj2bJliImJyfd+FZZiNWR8xYoVcfnyZURGRsLMzAxAVv+t9+/fo0aNGgCAsLAwVKpUCXp6elLL2tjYCPMrVqz4XeMmIiIioh9Xhw4dcOrUKVy+fBnx8fEwMDCQKZOeng5/f38AWQNEFKTbyvLly7FhwwapaWlpaQgPD0d4eDi8vb2xZcsW2NvbC/NTU1MxdOhQBAcHSy0XExODq1ev4urVq9izZw+8vLxgbGyc75j8/PywZ88e4fXbt2+l1uPu7o4NGzZALBZLLRcbG4ubN2/i5s2bOHToEPbs2QNDQ8N8bTswMBATJkxAXFyc1PTHjx/j8ePH2Lt3Lzw8PNCgQYN879f3VqzudA0fPhwWFhaYPHkywsPD8fTpU0ybNg0JCQkYPnw4ACAqKkpIyLIrW7YsgKwPEhERERGRhJOT0zebGAYFBeHTp0+oXr06qlSpku9thIaGCglXly5d4OPjI3SL+ffff6Gnp4e4uDjMnDlTKsHZunUrgoODoa6ujkmTJuH48eO4evUqjh07hkGDBgEAHj16hFWrVuV/xwHs2bMHNWvWxP79+xEQEID58+fj119/BZA1aMj69eshFovRvHlz7Ny5EwEBAbh48SI8PT1Rv359AMCTJ0+wdetWYZ2bNm3CzZs3hddz5szBzZs3cezYMWHagwcPMGrUKMTFxcHS0hLLli1DQEAArly5Ag8PD1StWhWfP3/GyJEj8ezZswLt2/dUrO50mZmZYfTo0ZgzZw569OghTJ8zZw6aNWsGAEhISICurq7MspLRY5KSklQWX0Fu7RIRERGRfN/j2kry4N5mzZrB398fx48fR8eOHWXKHT16FADQvn17pKamCsOgZ2ZmSsWZnp4u9bdk3smTJwEAlpaW+O+//yASiQAABgYG6NmzJzQ1NeHm5oYnT54gLCxMaJ4nafL422+/YejQocK69fX14erqik+fPuHw4cM4ceIEZs6cKaw3r9TV1bF8+XJYWFgAyEoIgaxj7+npCSBrsJEVK1ZAU1NTWK5BgwaoXbs2OnfujHfv3uHy5csYNWoUAEBNTQ1qav9370dNTU1YVnI8Zs+ejZSUFPzyyy/YtWsXSpYsKZRv0aIF6tWrhz59+uDFixdYsGAB1qxZk6/9KigtLa0CLVeskq6VK1di7dq1qFWrFvr27QsNDQ0cPHgQs2fPRkZGBvr16/fNdeT3g5gfP8MzCIiIiIi+l+9xbSUWi5GZmYl27drB398fQUFBiIuLg76+vlAmLS0N586dAwC0a9dOJq7sr3P+LXmdkpICAEhMTER8fLzU+gGgTZs2MDQ0hIWFBSpUqCAsJ0lSPn78KPd4jBw5Eh07doSFhQUyMzPzfa1bs2ZNlCtXTu4+NWvWDJUqVULz5s2hrq4uU0ZDQwN2dnZ49+4dPn36lOv7JTnGEo8fP0ZoaCiArJZshoaGMsvq6elhxIgR+PvvvxEQEICoqCiUKVMmX/v2PRWbpOvLly/YvHkzrKyssHPnTiEL7dy5M4YNG4YFCxagdevW0NPTQ3Jysszykmny2ugqS/aMnoiIiIgU8z2urUQiEdTU1NC8eXPo6uoiKSkJAQEBUoNlXLt2DV++fIGdnR0sLS2/GmfOvyWvHRwcsHv3bnz8+BF9+/ZFz5490axZM1SuXBlA1p0reQNN1KtXD48fP8alS5cwYsQIdOnSBU2aNBGGrC9fvjzKly9f4P2vXr263OOspqaGMWPG5LpcRkYGHjx4IAz+kZGRkev7JTnGEtmbHlpbW8u9dgcgDLkvFotx+/ZttGvX7ts7VEiKTdIVERGB1NRUdOrUSea2X48ePRAQEICbN2/C3NwcHz58kFle8nA2U1NTlcVY0NuRRERERCTre1xbqaurQ0tLC1paWmjZsiVOnDiBM2fOoFu3bkIZyQAanTt3FmKSJBFqampScWpoaEj9LZnXqVMnYd0RERFYunQpli5dCgsLCzRt2hROTk5o0qSJzD5PmDABgYGBePnyJa5du4Zr165BJBKhevXqaN68OVq3bo1atWoVeP9NTEy+eZzfv3+PoKAgPH36FC9fvsSLFy/w9OlT4e6dRG7ryX4cAODdu3fC33369MlTnB8/fvyhr7WLza0XbW1tAFlZdE6SzoaZmZmwsbHBkydPZDLm8PBwAICdnZ2KIyUiIiKiokjSlysgIACJiYkAspr3nT17FiKRSG5fr7xSU1PD6tWrMW/ePGFUbQB48+YN9u7di1GjRqFly5Y4cuSI1HImJiY4ePAgRo0aBXNzcwBZ177379/Hhg0b4OzsjN9++w1hYWEFiktyjS1PcnIyZs2ahZYtW2LatGnYsGEDTpw4gXv37gn94LLvS17Fx8d/l2W+p2Jzp6tatWowNTXFoUOHMHjwYKEdbGZmJvbt2wcNDQ04ODigZMmS8PHxwZ49e4QRXRITE+Hj4wN7e3u5t4SJiIiIiFq0aAE9PT0kJibiwoUL6NSpEy5duoT4+Hg4ODgo3GJKTU0NvXr1Qq9evRAZGYmAgAAEBQXhypUriI2NRXR0NKZNm4aSJUuiRYsWwnIGBgaYPHkyJk+ejAcPHuDKlSsIDAxESEgIUlJS8ODBAwwePBjHjh0TRuxWhokTJ+LChQsAsm5ctGjRAlZWVqhSpQoqVaoEdXV1zJgxQ7i5kVeSAe4A4M6dO19N/IqKYpN0qamp4d9//8X48ePx+++/w9nZGRoaGjh+/DhCQ0Mxfvx4mJmZwczMDM2aNcOSJUvw7t07VKpUCfv27UNkZCQWLlxY2LtBRERERD8oHR0dtGzZEsePH8epU6eEJoHA1x+IXBBmZmZCApaRkSGMPpiamoodO3ZIJV3ZVa9eHdWrV8fQoUORkJCAdevWYdOmTfjy5QsOHTqEESNGKCW+69evCwmXi4sL3Nzc5Jb79OlTvtctuWMHAK9fvy7QEPw/mmLTvBAAWrduDS8vL5iZmWH16tVYsmQJUlNTsXjxYowbN04ot3LlSvzxxx/w8/PDokWLoKWlBU9PTzg4OBRi9ERERET0o5M0Ibx06RK+fPmC8+fPQ11dXaGmhQAwefJktG7dGkuWLJGZp66ujs6dO6Np06YAsp47C2T1fXJxcUHjxo1x8eJFmeX09fUxdepUYaA4yRgGynD79m3h7969e8stk5KSIoxCmJ+RJrNfk0tGhZTn9OnTqF27Njp16lSgh1F/T8XmTpdE/fr1sW3btq+W0dfXh5ubW64ZORERERGRPNmbGC5ZsgQJCQlo0qQJjI2NFVpvcnIyXr9+jSNHjmDo0KEy60tNTcXTp08BQOgOU6ZMGTx69AixsbHYsWMHmjdvLjMk/KtXr5CQkAAACo1imJO6urrw99OnT1GtWjWp+WKxGP/99x8+f/4MIGtY/Zw0NTWRlpYmM8/e3h7W1tZ4+PAhNm3ahPbt28t0AYqLi4O7uzuSkpLw8eNHVK9eXVm7phLF6k4XEREREZEqaWtrw8nJCQCwf/9+AFD4LhcADB06FCKRCO/fv8fAgQPh7++PN2/e4OPHjwgODsaoUaPw4sULAEDfvn0BZI36N3DgQABZg3uMHj0aISEh+PjxI968eYOTJ09i2LBhEIvFMDAwQNeuXRWOU6Jx48ZCgve///0PR48eRVRUFKKionD+/HkMHDgQe/fuFcpLEr/sjIyMAGSN/hgdHY2YmBhh3j///AMNDQ18/vwZvXv3xu7du/H27Vt8+PAB58+fR//+/YUkdOLEiSp97JMyFLs7XUREREREqtSxY0ccO3YMYrEYmpqaSnk+lIODA6ZMmYLly5fj0aNHGD9+vEwZNTU1TJkyBU2aNBGmDR8+HGFhYTh79izOnz+P8+fPyyxnYGAADw8PlCpVSuE4JaysrDBkyBB4enri48ePcHV1lSlTunRptG/fHt7e3khKSkJUVJTUYCOOjo44cuQILl++jMaNG0NHRwc3b96Euro6HBwc4O7ujunTpyMmJgazZ8+WWb9IJMKIESPQr18/pe2XqjDpIiIiIiLKh+bNm0NfXx8JCQlo2rQpSpYsqZT1jhgxAvXr18euXbtw8+ZNvH//HiKRCGXLlkXDhg3Rt29fmSHYNTU1sWbNGhw7dgyHDx/GvXv3EBsbCx0dHVhYWKBFixYYMGAAypQpo5QYs5s2bRpsbGywZ88e3Lt3D0lJSTAwMEDFihXh5OSEPn36IC0tDXv27EFGRgZOnz6N/v37C8vPmjULGhoauHDhAuLi4mBkZISoqChhII127dqhVq1a2L59OwICAvD69WukpqaidOnSqFevHvr164e6desqfb9UQSSWPMSKVKZNmzYAgDNnzhRyJERERERE9L2xTxcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUiEkXERERERGRCjHpIiIiIiIiUiEmXURERERERCrEpIuIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFWLSRUREREREpEJMuoiIiIiIiFSISRcREREREZEKaShjJR8/fkRISAiioqIQHR2N9PR0GBkZoUKFCqhTpw5MTU2VsRkiIiIiIqIip8BJV3x8PPbt24eDBw/iyZMnwnSxWAwAEIlEwrQaNWrg999/R8+ePaGtra1AuEREREREREWLSCzJkvIoPT0dW7duxebNm/H582doa2vD1tYWVlZWsLCwgKGhITIyMhATE4MPHz7g9u3bePToETIzM1G6dGkMHToULi4u0NBQyk22IqFNmzYAgDNnzhRyJERERERE9L3lK/O5d+8epk2bhufPn8PJyQm///47Gjdu/M27V/Hx8Thz5gz279+PRYsW4fDhw1i0aBGsra0VCp6IiIiIiOhHl687Xba2tmjVqhUmT56MSpUqFWiDjx49wrJlyxAYGIi7d+8WaB1FDe90ERERERH9vPJ1p2vbtm1wcHBQaINWVlbYsGEDrl27ptB6iIiIiIiIioJ8DRmvaMKVXcOGDZW2LiIiIiIioh8Vn9NFRERERESkQkofQvD169fYs2cPXrx4ATU1NVSrVg19+/aFsbGxsjdFRERERET0w8v3kPFfc+bMGUyZMgXp6ekwNjZGUlISEhISYGhoCE9PT9jb2ytrU0UKB9IgIiIiIvp5KbV54bx58+Dg4IDLly/j8uXLuHHjBry9vSEWi/Hff/8pc1NERERERERFQr6SrkePHuU678uXL4iMjETv3r2lmhLWq1cPDRo0wP379wseJRERERERURGVr6Trt99+w59//olXr17JzDMwMICBgQFOnz6N9PR0Yfq7d+9w+/ZtlCtXTvFoiYiIiIiIiph8DaQxd+5crF27Fh07dsTvv/+OMWPGwNTUFACgpqaG0aNHY8mSJbhy5QosLS2RlpaGJ0+eIC0tDW5ubirZASIiIiIioh9ZvgfSSE1Nxa5du7BhwwYkJSWhb9++GDFiBIyMjAAAQUFB2L17N54/fw6xWIyqVauib9++aNCggSriLxI4kAYRERER0c+rwKMXJiQkYOvWrdi6dStEIhEGDRqEwYMHQ19fX9kxFnlMuoiIiIiIfl4FHr1QX18f48aNw5kzZ9CzZ09s2rQJbdq0wbZt25CamqrMGImIiIiIiIoshYeML1WqFGbMmAF/f3+0bt0aS5cuRdu2bbFv3z5kZGQoI0YiIiIiIqIiK9/NC1+9eoVdu3bhxYsX0NPTQ506ddC7d29oaGSNyfH8+XOsXLkSp06dgqWlJSZMmIBff/1VJcEXFWxeSERERET088pX0nXjxg0MGTIEqampKFWqFJKSkpCUlAQ7Ozvs3r1bSLwA4N69e1i+fDkuX76M6tWrY+LEiXByclLJTvzomHQREREREf288tW8cMmSJdDR0YGfnx8CAwMRGhoKV1dXhIWF4cCBA1Jla9asic2bN2PHjh3Q0dHBmDFjlBo4ERERERFRUZCvpOvhw4eoX78+qlatKkzr378/xGIxHjx4IHeZ+vXrY8+ePVi3bp1ikRIRERERERVB+Uq6jI2NcffuXcTGxgrTLly4AACwsLD46rItW7bMb2xERERERERFnsa3i/yfkSNH4p9//kGrVq1QtWpVJCcn49GjRyhbtix69eqlqhiJiIiIiIiKrHzd6XJ2dsa2bdvg6OiIxMRE6OvrY8CAATh48CBKliypqhiJiIiIiIiKrHzd6QKARo0aoVGjRqqIhYiIiIiIqNhR+OHIRERFUUpKCmxsbGBtbS31r06dOkKZM2fOoEePHqhTpw7atm0LDw8PpKamfnPdt27dgouLC2rXro3GjRtj+vTpiI6OFuanpaXhn3/+Qf369dG+fXtcvHhRavnk5GS0aNECN27cUN4OExERUaHJV9LVo0cPpVwEXLlyBb/99pvC6yEiKqhHjx4hPT0dS5Yswd69e4V/Xl5eALLOU+PGjUPFihXh4eGBfv36YePGjVi0aNFX1xsWFoYBAwZAX18fHh4emDp1Kq5cuYKxY8cKZfbt24fTp09jwYIF6NChAyZPnoyYmBhhvpeXF2rWrIl69eqpZueJiIjou8pX88KaNWuiX79+aNmyJQYPHoyGDRvmedmMjAycPXsWu3btwrVr19C7d+98B0tEpCwPHjyAhoYGOnToAC0tLZn5vr6+MDc3x5IlS6Curo4mTZogOjoaW7duxYwZM6CpqSl3vUuWLEHNmjWxdu1aqKll1WsZGBjgv//+w6tXr1C+fHkEBgaiU6dOaNOmDVq3bg1vb2/cuXMHLVu2xKdPn7Blyxbs3LlTpftPREQFk5KSgrp16yI9PV1qup6eHkJDQwFktZRYu3Ytnj9/jtKlS+O3337DiBEj5P7eZHf58mW4u7vjyZMnMDExQb9+/TBkyBCIRCIAWS0l/ve//+HEiRMwNjbGX3/9hRYtWgjLJycno3379li+fDkr7n4w+Uq65s2bh7Zt2+J///sfBg0aBHNzc7Rq1QoODg6wsrKChYWF8GH68uULPnz4gNu3b+P69eu4ePEiYmJiYG5ujo0bN6JZs2Yq2SEiory4f/8+KleunOsPYEpKCnR1daGuri5MMzIyQlpaGhISEmBkZCSzzKdPnxAcHIyFCxcKCRcAtGvXDu3atRNei0QiaGtrC39raGggIyMDALB27Vq0atUK1apVU8ZuEhGRkmVvKWFpaSlMl5z3JS0lOnXqBFdXVzx+/BjLly/Hp0+fMGvWrFzXe+vWLYwaNQodO3bExIkTcePGDSxZsgQZGRkYMWIEAOmWEnfv3sXkyZNx5swZGBsbA2BLiR9ZvgfSaNGiBRwdHbF3715s3boVO3bskKqR1dDQgFgsFi4gAEAsFqN8+fKYNGkSunfvDg2NfG82z5KTk7Fu3Tr4+fkhOjoalpaWGDJkCLp37y5VxsPDA8eOHUNMTAyqV6+OSZMmwdHRUWVxEdGP5f79+1BXV8eQIUNw8+ZNaGlpoUOHDpg2bRoMDAzQr18/DB8+HJ6enujVqxeePXsGLy8vtGjRQm7CBWQ9QD4zMxPGxsZwdXXFuXPnAABt27aFm5sbSpQoAQCoXbs2fH19MXDgQNy9exeJiYmwtbXFq1ev4Ovri6NHj36vw0BERPmkqpYSq1evRo0aNbBkyRIAQPPmzZGeno7169djwIAB0NHRYUuJIqxA2Y+WlhZcXFzQv39/BAcHIzAwENevX8e7d+/w6dMnpKWlwcTEBJaWlqhVqxacnJzQoEEDZccuIzMzE2PGjMHVq1fRt29fVK5cGSdPnsSMGTOQkpKCPn36AABcXV1x/vx5oYyPjw+GDRsGLy8vODg4qDxOIipcYrEYDx8+hFgsRq9evTB69GjcvXsXHh4eePLkCXbu3IlGjRph6NChWLx4MRYvXgwgq4n1smXLcl2vpF/WX3/9hebNm2Pt2rWIiIjA8uXL8erVK+zatQsikQj9+/fHrVu30LJlSxgYGOB///sfTE1N4erqCmdnZxgZGWHGjBkIDQ1Fw4YNMXPmTOjq6n6XY0NERF+nipYSqampuHbtGiZMmCA1vX379ti8eTNu3LiBJk2asKVEUSYuRg4cOCC2srIS79y5U5iWkZEh7tatm7hJkybizMxMcWBgoNjKykq8detWoUxCQoK4devW4u7du6skrtatW4tbt26tknUTUf5lZGSIr169Kn706JHU9MOHD4utrKzEFy5cEM+aNUtsY2Mjdnd3F1+9elV84MABsZOTk9jZ2VmcmJgod72HDh0SW1lZiUeOHCk1/ejRo2IrKytxQECA1PSkpCRxZmamWCwWi+/evSuuX7+++NOnT+L58+eLBw4cKH7y5InYxcVFvHDhQiXuPRERKaJPnz7i3377TTx48GBxrVq1xPXr1xfPmjVLHBcXJxaLxeLAwECxjY2NePPmzeLPnz+LQ0NDxc2aNRMPHz4813U+efJEbGVlJT516pTU9NjYWLGVlZV4x44dYrFYLN60aZO4Y8eO4sjISPHp06fFdnZ24sjISPHLly/FdevWFb99+1Z1O04KKVZDxh84cACWlpb4448/hGlqamqYNGkS+vTpg8TERPj5+UFTUxPOzs5CGT09PfTs2RPh4eGIiIgohMiJ6HtSU1NDw4YNZWoDW7ZsCQC4d+8e9u3bh6FDh2LSpElo2LAhevTogY0bN+LWrVs4cOCA3PXq6+sDAJycnKSmS/qw3rt3T2q6jo6O0Dl6yZIlGDp0KIyMjHDq1Ck4OzujSpUq6NOnD06dOqXwPhMRkeLE/7+lxIsXL9C6dWts2rQJo0aNwtGjRzFixAhkZmZKtZSoX78+evfuDRMTk6+2lIiLiwOQNfBSdpLflfj4eABA//79UblyZbRs2RIzZ84UWkqsWLFCqqVE+/bt8c8//yApKUlFR4LyS3Wdq76ztLQ03L59Gz169BA6MiYkJEBPTw8tWrQQRnYJCwtDpUqVoKenJ7W8jY2NML9ixYrfNXYi+r6ioqJw8eJFNG3aFObm5sL05ORk4W+xWIy6detKLVe1alUYGRnh8ePHctcrOXfkfJaXZIQrHR0ductdunQJT58+xfr16wEA0dHRQvOTkiVL4uPHj3nfOSIiUhmxWIx169bB2NhYqLirX78+SpcujT///BMBAQE4e/YsfH19MXr0aDg6OuLNmzfw8PDAsGHDsG3bNrnNxTMzM7+6Xcm1rY6ODjw8PJCcnAxtbW2IRCKEhYUhICAA/v7+WLFiBSIjI7F27VrMmTMHq1atwvTp05V/ICjfik3S9fr1a6SlpcHCwgLbtm3Dli1bEBUVBSMjIwwaNAijRo2CSCRCVFQU7O3tZZYvW7YsAODt27cqizEvD1UlItVLTk7GrFmzMHz4cKn2835+flBXV0f9+vWhrq6O4OBgqQF2nj9/jtjYWJibm8v9PpcvXx4WFhY4evQonJ2dhbtY/v7+AIBatWrJLJeZmYklS5Zg1KhRUFdXR2pqKoyNjfHu3Tukpqbi3bt3MDY25vmDiOgHUadOHQDS13WNGzcGANy9exf79u3DsGHDMGbMGKF8jRo10K1bN+zduxd9+/aVWaekUu7z589S6/38+TMAQFdXV2q6mpoa0tLSAACLFy/GoEGDoKenh5MnT8LV1RXly5dHz549sWLFCkyePFmZu//T+9aw/7kpNkmX5Lasr68vPn/+jNGjR6Ns2bI4fPgwVqxYgaSkJEyZMgUJCQlyaxgkH3ZV3ob9Vi0GEX0fpqam+O2337B161ZoaWmhVq1aCA0NxebNm9GnTx/Y2tqiX79+2LZtG8RiMRo1aoR3795h/fr1MDc3R/fu3ZGZmYnU1FQ8ePAApqamMDU1BQBMnjwZf/75J6ZOnYrff/8dT58+hYeHB9q0aQNra2uZ88CRI0eQkpKCbt26CfOaN2+O7du3w8jICDt27EDLli15/iAi+gG8f/8eAQEBaNy4McqVKydMl1w/isViiMVi1K5dW+q8XalSJRgZGeHJkydyz+cWFhZQV1fHixcvpOZLur1UrFhR7nJXrlzBs2fPsHLlSmRmZiImJgYlSpRAZmYmDA0N8fHjR/5+/CCKTdIlyf4lQy5Xr14dANCxY0e4uLhgy5YtGDBgwDfXI6mZVoXsz+0hosL1zz//oHz58jh69Cg2bdoEU1NTjB07FoMHD4aamhqmTp0KMzMz7Nu3D9u3b0eZMmXg6OiICRMmCE3/oqOj4eLigtGjRws1mu3bt4eOjg7Wr1+P8ePHo2TJknB2dsb48eNlzgEpKSlYs2YN/vzzT6maswkTJuCvv/7CtGnT0LBhQ7nLEhHR9ycWizF37lyZlhL+/v5QV1eHo6Mj1q1bh9DQUDRv3lyYL2kpUb58ebnnc11dXdSrVw9nz57F4MGDhevRs2fPwtDQEPb29jLLZWZmYsWKFRg1apTQ98vY2BjR0dFQU1NDdHQ0jI2N+fvxgyg2SZfk7pW9vb2QcEn06NEDwcHBuHHjBvT09KT6bUhIpuXswKhMBb0dSUTKp6WlhfHjx2P8+PG5lhk6dCiGDh2a6/xKlSrh4cOHMtPbtm2Ltm3b5imGixcvykwvU6YMNm3a9M3liYjo+6pQoQJ69OiBbdu2QU9PD3Xq1MGNGzewfv169OvXDw4ODhg4cCC2bdsGdXV1NG7cGG/fvoWHhwcsLCzwxx9/QEtLC6mpqbh37x7MzMxgZmYGABgzZgwGDx6MP//8E7///jtCQ0Oxbds2uLq6omTJkjKxHDx4EKmpqejTp4/wDFwnJyfs3LkTZcqUgbe3N9q0acPrzx9EsUl9JR9YyRO5s5NMS0hIgLm5OT58+CBT5v379wAgNBEiIiIiIsppzpw5GDNmDA4fPowRI0bg8OHDmDBhAmbOnAkAmDZtGv7880/4+/tj2LBh8PDwQJMmTeDj44MSJUoAyLru7N27N/bv3y+s19HREatXr8bz588xduxY+Pn5Ydq0aRg+fLhMDCkpKVi5ciUmT54sJFwAMGnSJJQtWxaTJ0+GhYUFJk6cqOKjQXklEovFYkVXEh8fjyNHjiAkJARRUVFo0KABJk2ahG3btqFGjRpo2LChMmL9phYtWkBHR0dmeGVvb2/MnTsX27Ztw9GjR4VYs48ktn79eri7u+P06dOwtLRUalxt2rQBAJw5c0ap6yUiIiIioh+fws0LAwMDMXXqVHz69AlisRgikQi//PILgKznZj158gQjRoz4LiOndOnSBZs2bYK/vz/atWsHIKuv165du2BsbAwHBwekp6fDx8cHe/bswaBBgwAAiYmJ8PHxgb29vdITLqLiZPbYXYUdAhUDs9fIjtxFRERUnCmUdD169AijR4+GWCyGi4sLmjRpgpEjRwrze/fujVWrVmHjxo2wt7dH69atFQ74a0aNGoWzZ89i6tSp6NevHywsLHDo0CE8ffoUy5Ytg6amJpo1a4ZmzZphyZIlePfuHSpVqoR9+/YhMjISCxcuVGl8RERERET081Eo6VqzZg3S0tKwadMmNGnSRGZ+//79UadOHTg7O2PHjh0qT7oMDAywa9curFy5EkeOHEFcXBysrKywbt06ODk5CeVWrlwJd3d3+Pn5ISkpCdbW1vD09ISDg4NK4yMiIiL6GbGlBClDUW4poVDSFRwcjNq1a8tNuCRsbGxQr149PH78WJFN5VmpUqUwe/ZszJ49O9cy+vr6cHNzg5ub23eJiYiIiIiIfl4KjV6YkJAgd7TAnPT19REfH6/IpoiIiIiIiIokhZIuc3NzhIeHIz09PdcyqampCAsLg7m5uSKbIiIiIiIiKpIUSro6duyId+/eYcGCBcjIyJCZn5GRgQULFuDjx4/CaIJEREREREQ/E4X6dA0fPhxnzpzBrl27cOXKFdSpUwcA8PjxY8ybNw9BQUF4+vQpKlSogGHDhiklYCIiIiIioqJEoaRLT08PO3bswNy5c3Hy5ElEREQAAO7fv4/79+8DAJo3b47//e9/MDQ0VDhYIiIiIiKiokbhhyMbGRlh+fLlmD59OkJCQhAZGYnMzEyUKVMG9erV48OGiYiIiIjop6Zw0iVhamqKzp07K2t1RERERERExYJCSVdISMg3y4hEImhoaMDAwAAWFhbQ1dVVZJNERERERERFikJJl4uLC0QiUZ7Lq6mpoVGjRpg9ezbKly+vyKaJiIiIiIiKBIWSrgkTJuDcuXMICwtDyZIl0bRpU1hYWEAsFiMyMhKBgYGIjo6Gubk5bGxs8PLlS1y5cgV9+/bFoUOHYGJioqz9ICIiIiIi+iEplHTZ2dlh9erV+PXXX/G///0Penp6UvNTU1Mxb948+Pr6YuHChWjQoAF8fHzg5uaGzZs3Y/r06QoFT0RERERE9KNT6OHIa9asgZmZGRYuXCiTcAGAlpYW/v33X5iZmWHlypUAgJ49e6JatWo4d+6cIpsmIiIiIiIqEhRKuh48eIBatWpBU1Mz1zLq6uqwtbVFeHi4MK1SpUqIiopSZNNERERERERFgkJJV4kSJYQHIn/NixcvoKOjI7xOTU3lKIZERERERPRTUCjpcnR0xMOHD+Hp6ZlrGS8vL9y/fx+NGjUCACQlJSE0NBQVKlRQZNNERERERERFgkIDaYwbNw4XL17E0qVLcfbsWbRu3RrlypVDZmYm3r59i4sXL+LmzZswMDDAxIkTkZiYiD59+uDLly/47bfflLUPREREREREPyyFkq7y5ctjx44dmDVrFm7evInQ0FBhnlgsBgDUrFkT8+fPR6VKlfD48WM8evQILVu2RM+ePRWLnIiIiIiIqAhQKOkCgGrVqmHPnj0ICwtDUFAQoqKikJaWBjMzMzRo0AD16tUTypqZmeHYsWOoUqWKopslIiIiIiIqEhROuiRsbW1ha2v71TKGhoYwNDRU1iaJiIiIiIh+eEpJujIyMvDp0yekpaUJzQoBIDMzEykpKfj48SPOnz+PGTNmKGNzRERERERERYZCSZdYLMaCBQuwf/9+JCcnf7M8ky4iIiIiIvrZKJR07dixA9u3bweQ1V8rJSUFsbGxqFKlCr58+YL3798DACpUqIBBgwYpHCwREREREVFRo9Bzug4fPgyRSISNGzfiwoULmD59OgBg1apVuHTpEvz8/FCtWjW8e/dOakANIiIiIiKin4VCSVdERATs7OzQvHlzAIC9vT3EYjGuX78OIGtkwzVr1iAjIwMbN25UPFoiIiIiIqIiRqGkKzU1Febm5sLrChUqQENDAw8ePBCmWVpaok6dOkIiRkRERERE9DNRKOkyNjZGTEyM8FpdXR3m5uZ4/PixVDkTExNER0crsikiIiIiIqIiSaGkq06dOrh58yYePXokTLOyssLdu3fx5csXAFkjHD58+BBGRkYKBUpERERERFQUKZR0DRgwABkZGejTp4/QZ6tbt25ITk7GqFGjcOjQIbi6uuLFixeoVauWUgImIiIiIiIqShQaMr5u3br477//sGDBAqFJYZs2bdCsWTMEBAQgNDQUYrEYJUuWxOTJk5USMBERERERUVGiUNIFAD169ECnTp3w8eNHYdqGDRtw+PBh3LlzB2ZmZujWrRtMTU0V3RQREREREVGRo1DSFRISAhMTE1SuXBm//PKLMF1NTQ3du3dH9+7dAQC3b9/GpUuX0KtXL8WiJSIiIiIiKmIU6tPl4uKCDRs2fLOcp6cnFixYoMimiIiIiIiIiqR83ek6c+YMMjMzpaa9ffsW/v7+uS4TFxeHkJAQqKkplN8REREREREVSflKui5fvoy9e/cKr0UiEa5fv/7NBx+LxWJ06dKlYBESEREREREVYflKuqZMmYKUlBTh9cGDB2FpaYl69erluoy2tjYqVqyIPn36FDxKIiIiIiKiIipfSVeJEiWk+mYdPHgQtWvXZn8tIiIiIiKiXCg0euGDBw+UFQcREREREVGxpPBzuiQ+f/6MpKQkmYE2sjM3N1fW5oiIiIiIiIoEhZMuT09PbN26FdHR0V8tJxKJcO/ePUU3R0REREREVKQolHTt3bsXS5YsAZDV38vExAQaGkq7eUZERERERFTkKZQh7dq1C2pqali8eDE6d+6srJiIiIiIiIiKDYWeWPz8+XM4ODgw4SIiIiIiIsqFQklXiRIloKurq6xYiIiIiL6rcePGoVWrVlLTgoKC0L9/f9SvXx9NmjTB+PHj8fLly2+u6+7du3BxcUGdOnXQtGlTLF++HKmpqVJlVqxYAUdHRzg5OcHX11dqnlgsRo8ePXDkyBHFd4yIfigKJV0tW7ZEaGgoPn36pKx4iIiIiL6Lw4cP4/Tp01LTbty4gaFDh6JUqVJYunQp3NzcEBERgT/++AMxMTG5ruvVq1cYPHgwtLW1sWLFCgwZMgRbt27FvHnzhDIXLlzAli1bMHPmTAwZMgSzZs3C48ePhfnHjh1DZmYmunTpovydJaJCpVDSNWXKFBgZGWHs2LG4desW0tPTlRUXUb7Iq6mUSE9Ph7OzM1avXp3v9c6fPx/W1tYy01lTSURUtEVFReG///6DmZmZ1PRNmzahSpUqWLlyJVq0aIGOHTti8+bNiImJwcGDB3Nd36ZNm6Cvr4+1a9eiRYsWGDJkCGbOnIn9+/fj7du3AIDAwEA0btwYXbt2hYuLC6pUqYLg4GAAQGpqKtzd3TFlyhSIRCLV7TgRFQqFBtIYP348tLW1ERoaij/++AMikQja2tpyTxYikQg3btxQZHNEcklqKi0sLGTmpaSkYNq0abh9+zaaNWuWr/WGhIRg+/btMtMlNZXz5s3D58+fMWvWLNjZ2aFatWoAWFNJRFQUuLm5oUmTJtDW1hYSHwCoVasW2rRpAzW1/6uXNjU1haGh4VebGF6+fBktWrSAlpaWMK1Dhw6YM2cOLl++DGdnZ+E6SUJTUxMZGRkAsgYnMzc3R/PmzZW5m0T0g1Ao6cqZRInFYiQlJSkUEFF+5FZTCQDXr1/H3LlzERUVle/1JiQkYObMmTA1NUVkZKTUvOw1lQCwf/9+BAcHo1q1akJN5b///suaSiKiH9T+/fsRHh6Oo0ePYvHixVLzRo8eLVM+ODgYnz9/FirXckpOTsabN29QqVIlqenGxsYwMDDA8+fPAQC1a9fG3Llz8fz5c3z58gWPHj1C3bp1ERcXh/Xr12Pjxo1K2kMi+tEolHQ9ePBAWXEQFUhuNZVA1g9nvXr1sG7dulybHuZm8eLFKF26NBwdHbF27VqpeaypJCIqut68eYMFCxZgwYIFMDY2/mb5mJgYzJo1C2XLlkW3bt3klomLiwMAGBgYyMzT19dHfHw8gKw7X0FBQejcuTM0NDQwceJE2NraYvny5WjQoAFsbGywYMECXLx4ETVq1MCsWbPyFCMR/fgU6tNFVJgkNZWzZs2SO3/nzp1Yv3693GaHX3PlyhUcPnwYCxYskGpeIlG7dm0EBwfj+fPnuH37tkxN5Z9//lmg/SEiItUSi8X466+/0KJFC7Rv3/6b5d+/f4+BAwfi/fv38PDwkJtUAUBmZuZX1yNp+SASiTB37lyEhobi5s2bGDZsGKKiorBz505MmjQJ3t7eCAwMxOrVq6GmpobZs2fnex+J6Mek0J0uCbFYjEuXLiEkJARRUVGws7PDgAEDcOzYMdjZ2cHS0lIZmyES5KWmUt4AGN8SFxeHv//+GxMmTJBpJiLBmkoioqLJ29sbDx8+hJ+fnzD4l1gsBpA16JKamppQ2fbw4UOMGjUKCQkJ2Lx5M2rVqpXreiXJWEJCgsy8+Ph4GBoaSk3L3u9r5cqV6Ny5MypXroxZs2aha9euqFatGgYOHIg//vgDGRkZUFdXV2zHiajQKZx0PXjwAFOmTMHz588hFoshEomEGh1PT088fPgQ//77L5ydnRUOlgjIf01lfsyfPx9mZmYYNGhQrmUkNZVubm5QV1eHurq6UFPp4+MjVVO5fv16zJ49G6tWrVJqnERElH+nTp3Cp0+f0LRpU5l5NjY2GDduHMaPH4+rV69i7NixMDQ0hLe3d659uST09fVhamqKFy9eSE2Pjo5GQkICqlSpIne5x48f48SJEzh58qRQ3sjICEDWs1DT09Px6dMnlC5dugB7S0Q/EoWSrrdv32LgwIH4/PkzWrdujaZNm2LOnDnC/MaNG+Px48f4999/UblyZTg4OCgcMFF+airz4/z58zh27BgOHDiAzMxM4V9u62VNJRFR0TJnzhyZu1Fr1qxBWFgY1q1bh7Jly+LevXsYNWoUfvnlF3h6esLU1DRP627SpAkuXLiAmTNnCr8Pp06dgrq6Oho1aiR3maVLl6J///7CNkxMTPDhwwcAwIcPH6Curi4kYURUtCmUdHl4eODLly9YuHCh0Lk0e9I1depUNGjQACNGjMDmzZuZdJFS5LWmsiDrTUlJQefOneWut3v37li4cKHMPNZUEhEVDZUrV5aZZmRkBC0tLdjZ2QEARo0ahfT0dIwfPx7v3r3Du3fvhLLGxsZCl4lbt25JvR42bBiOHTuGYcOGYfDgwYiIiMDy5cvh7OwMc3Nzme0GBwfj1q1bWLp0qTCtZcuW2LVrF2rWrIkdO3agefPm0NBQSk8QIipkCn2TAwICUKNGjVxH8wGA5s2bo3bt2rh//74imyIS5KWmsiDGjRuHfv36SU3bt28f9u3bBx8fH5QqVUrucqypJCIqHl69eoV79+4BACZMmCAzP3vlW+/evaVeV6lSBVu2bMHixYsxYcIElCpVCoMGDZK7HgBYsmQJRowYIdXfa8CAAXj8+DFcXV1hY2OD+fPnK3sXiaiQKJR0xcbGok6dOt8sV7p0aeEkRqSovNRU5lX2mspffvkFv/zyi9T8CxcuAECu62VNJRFR0Za9BUP58uXx8OHDPC0nr5yDgwP27duXp+X3798vM01bW1vmuWFEVDwoNGR82bJlv3lyEovFuH//foHvPhCpUu/evWWew5UfudVU1q9fH66urkhLS5NqcktEREREPx+Fqt9btWqFnTt3YuPGjRgxYoTcMhs2bMDbt29lmm0RKZO8vlbZ5VY58K1Kg/Hjx3+1fxhrKomIiIjoWxRKukaPHo3Tp0/D3d0dly9fRoMGDQBkPUNp69atCAgIQFBQEIyNjXNNyoiIiOjHN3vsrsIOgYioyFKoeaGxsTF27NgBe3t7BAcHY82aNQCAGzduYPHixQgMDETVqlWxdevW79688M2bN6hbty5mzJghNT05ORlLly6Fk5MTatWqhd69eyMoKOi7xkZERERERD8PhXv3ly9fHnv37kVoaCiCg4MRGRmJjIwMlC1bFvXq1YOjo6My4swXycNz5T0Z3tXVFefPn0ffvn1RuXJl+Pj4YNiwYfDy8vophrRnTSURESmiw29OhR0CFUEnD58v7BCICpXShlSrUqWK1EiG0dHRiI2NVdbq88Xb2xs3btyQmR4UFIQzZ85g5syZGDRoEACgW7du6Nq1K+bPnw9fX9/vHCkRERERERV3CiddYWFhmDVrFvT19bFz505helBQEP78809Ur14dS5cuRZUqVRTdVJ68fPkSy5Ytw7hx4+Du7i41z8/PD5qamnB2dham6enpoWfPnnB3d0dERAQqVqz4XeIsbKyppIJgTSURERFR/inUp+vx48fo378/7t+/D21tbal5pqamcHBwwP379+Hs7Ixnz54pFGheZGZmYsaMGbC2tsbAgQNl5oeFhaFSpUrQ09OTmm5jYyPMJyIiIiIiUiaFkq7Vq1cjOTkZCxcuhKenp9S8+vXrY8eOHVi8eDESEhLg4eGhUKB54eXlhbCwMMyfPx9qarK7FhUVBTMzM5npkkE+3r59q/IYiYiIiIjo56JQ88I7d+6gTp066NatW65lunbtip07dyIwMFCRTX3Ts2fPsGLFCkycOBGVK1dGSkqKTJmEhATo6urKTNfR0QEAJCUlqTTG1NRUla6fiKgo4LmQiIgK4kf4/dDS0irQcgolXZ8/f4a9vf03y5UrVw4PHjxQZFNflZGRgZkzZ6JGjRoYPHhwgdcjEomUGJWszMxMla6fiKgo4LmQiIgKoij/fiiUdP3yyy8IDQ1Fampqrllfeno67ty5g3Llyimyqa/asmULwsLCsH37dmHExLS0NABZGXFMTAwMDAygp6eH5ORkmeUl0wwMDFQWIwC5TR6JiH42PBcSEVFBFOXfD4WSrl9//RUrVqzA9OnTMW/ePOjr60vNT05Oxpw5cxAZGYmRI0cqFOjXXLp0Cenp6ejbt6/MvGPHjuHYsWNYsGABzM3N8eHDB5ky79+/B5A1+IcqFfR2JBFRccJzIRERFURR/v1QKOkaNGgQTp06hRMnTuDixYtwcHAQBqp4//49bty4gbi4OFSrVg3Dhw9XSsDyTJ8+HV++fJGalpaWhhEjRqBp06YYOnQoqlatihs3buDIkSNITk4W+nEBQHh4OADAzs5OZTESEREREdHPSaGkS0dHB9u3b8fSpUtx5MgRXLp0SWq+pqYmunfvjhkzZsjcBVMmW1tbmWmSgTTKlCmDxo0bAwA6dOgAHx8f7NmzR3g4cmJiInx8fGBvbw9LS0uVxUhERERERD8nhR+ObGhoiDlz5uDvv//G3bt38eHDB2RmZsLExAQ2NjYq7yeVH82aNUOzZs2wZMkSvHv3DpUqVcK+ffsQGRmJhQsXFnZ4RERERERUDCmUdA0fPhwVKlSAm5sbtLS0UK9ePWXFpTIrV66Eu7s7/Pz8kJSUBGtra3h6esLBwaGwQyMiIiIiomJIoaTr+vXrwiiBPxptbW08fPhQZrq+vj7c3Nzg5uZWCFEREREREdHPRqFxF/X19SEWi5UVCxERERERUbGjUNI1adIkhISEYM2aNcLzsYiIiIiIiOj/KNS8MDg4GL/88gs8PDzg4eGB0qVLo2TJkhCJRDJlRSIRjhw5osjmiIiIiIiIihyFkq6cSdSHDx/kPnwYgNxEjIiIiIiIqLhTKOk6e/assuIgIiIiIiIqlhRKuiwsLJQVBxERERERUbGk8MORJZ4+fYrg4GBERUWhSpUq6NKlC65evQpbW9sf6gHJRERERERE35PCSVdkZCT+/vtvBAYGCtO6dOmCLl26YNmyZXj+/DmWLVuGFi1aKLopIiIiIiKiIkehIeM/ffqEfv364cqVK6hevTqGDh0q9dyuChUqID4+HmPHjsWDBw8UDpaIiIiIiKioUSjpWrt2Ld68eYPx48fj4MGDmDp1qtT8pUuXYt68eUhPT8eGDRsUCpSIiIiIiKgoUijpOnv2LCpXroyxY8fmWqZnz56oXr06bt++rcimiIiIiIiIiiSFkq4PHz6gatWq3yxXvnx5fPz4UZFNERERERERFUkKJV2lSpVCRETEN8s9e/YMpUqVUmRTRERERERERZJCSVeTJk3w+PFj+Pn55Vrm0KFDePr0KRo3bqzIpoiIiIiIiIokhYaMHzt2LM6cOYPp06cjMDAQDRs2BADExMTA398fly5dgq+vL3R1dTFy5EilBExERERERFSUKJR0/fLLL/D09MSkSZNw8OBBHDp0CABw5coVXLlyBWKxGCYmJli2bBkqVqyohHCJiIiIiIiKFoUfjmxvb4+TJ0/i1KlTCAkJQWRkJDIyMlC2bFnUrVsXv/76K/T09JQRKxERERERUZGjcNIFAFpaWujSpQu6dOmijNUREREREREVGwVKut6/f49Lly4hJiYG5ubmaNGiBQwNDZUdGxERERERUZGX76TLy8sLS5cuRXp6ujDN0NAQc+fORYcOHZQaHBERERERUVGXryHjr1y5ggULFiAtLQ01a9ZE+/btUbVqVXz58gVTp07FvXv3VBUnERERERFRkZSvpGvXrl0QiURYsGABDhw4gBUrVsDPzw9TpkxBeno6vL29VRUnERERERFRkZSvpOvu3buoUaMGunfvLjV9xIgRMDc3x40bN5QaHBERERERUVGXr6QrNjYWlpaWcudVr14dUVFRSgmKiIiIiIiouMhX0pWamgotLS258/T19ZGcnKyUoIiIiIiIiIqLfCVdRERERERElD9MuoiIiIiIiFSISRcREREREZEK5fvhyLdu3cLMmTNlpt++fRsA5M4DAJFIhPnz5+d3c0REREREREVavpOuly9f4uXLl7nOP3jwoNzpTLqIiIiIiOhnlK+ka8GCBaqKg4iIiIiIqFjKV9KV86HIRERERERE9HUcSIOIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFWLSRUREREREpEJMuoiIiIiIiFSISRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUiEkXERERERGRCjHpIiIiIiIiUiEmXURERERERCrEpIuIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFSpWSdedO3cwfPhwODg4wM7ODt26dcOhQ4ekyiQnJ2Pp0qVwcnJCrVq10Lt3bwQFBRVOwEREREREVOwVm6Tr6dOncHFxwcOHDzFs2DBMmzYNurq6mD59OrZu3SqUc3V1xZYtW9C6dWtMnz4daWlpGDZsGK5fv16I0RMRERERUXGlUdgBKMuiRYugpqaG/fv3w9TUFADQr18/9O3bF6tWrYKzszPu3LmDM2fOYObMmRg0aBAAoFu3bujatSvmz58PX1/fQtwDIiIiIiIqjorFna6MjAyEhISgWbNmQsIFAGpqaujYsSMSExNx//59+Pn5QVNTE87OzkIZPT099OzZE+Hh4YiIiCiE6ImIiIiIqDgrFne61NTUcOTIEYhEIpl5MTExAAB1dXWEhYWhUqVK0NPTkypjY2MDAAgLC0PFihVVHi8REREREf08ikXSJRKJUL58eZnpiYmJOHDgAPT09FCzZk1ERUXB3t5eplzZsmUBAG/fvlV5rERERERE9HMpFkmXPGKxGG5ubvjw4QPGjh0LbW1tJCQkQFdXV6asjo4OACApKUmlMaWmpqp0/URERQHPhUREVBA/wu+HlpZWgZYrlkmXWCzG7NmzcezYMTRo0ACjR4/O03LymicqU2ZmpkrXT0RUFPBcSEREBVGUfz+KXdKVlpaGGTNm4OjRo7C3t8e6deugqakJIGvQjOTkZJllJNMMDAxUGpuaWrEYt4SISCE8FxIRUUEU5d+PYpV0JSUlYfz48QgICECDBg2wbt06qUTK3NwcHz58kFnu/fv3ACA18qEqFPR2JBFRccJzIRERFURR/v0ouuliDmlpaRg3bhwCAgLg5OSEzZs3y9y5srGxwZMnT2TudoWHhwMA7Ozsvlu8RERERET0cyg2SdeqVatw+fJltGrVCqtXr4a2trZMmQ4dOiA1NRV79uwRpiUmJsLHxwf29vawtLT8niETEREREdFPoFg0L3z//j22bt0KDQ0NNG3aFMePH5cp4+joiGbNmqFZs2ZYsmQJ3r17h0qVKmHfvn2IjIzEwoULCyFyIiIiIiIq7opF0nXz5k2kpaUBAObOnSu3zKZNm1C2bFmsXLkS7u7u8PPzQ1JSEqytreHp6QkHB4fvGTIREREREf0kikXS1aFDBzx8+DBPZfX19eHm5gY3NzcVR0VERERERFSM+nQRERERERH9iJh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUiEkXERERERGRCjHpIiIiIiIiUiEmXURERERERCrEpIuIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFWLSRUREREREpEJMuoiIiIiIiFSISRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUiEkXERERERGRCjHpIiIiIiIiUiEmXURERERERCrEpIuIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFWLSRUREREREpEJMuoiIiIiIiFSISRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERERERERqRCTLiIiIiIiIhVi0kVERERERKRCTLqIiIiIiIhUiEkXERERERGRCjHpIiIiIiIiUiEmXURERERERCrEpIuIiIiIiEiFmHQRERERERGpEJMuIiIiIiIiFfppk663b99i8uTJaNSoEerVq4exY8fi1atXhR0WEREREREVMxqFHUBhiI2NxYABAxAfH4+BAwdCS0sLW7ZsQb9+/XDo0CEYGxsXdohERERERFRM/JRJ17Zt2/D69Wv4+PjA1tYWANCsWTN069YNmzZtwvTp0ws5QiIiIiIiKi5+yuaFR48eRe3atYWECwCsrKzQqFEjHD16tBAjIyIiIiKi4uanS7o+f/6MV69eSSVcEjY2Nnj//j3ev39fCJEREREREVFx9NMlXVFRUQAAU1NTmXlly5YFALx79+67xkRERERERMXXT9enKyEhAQCgq6srM09HRwcAkJiYqNRtfvnyBWKxGG3atFHqegsiMT4FAOB/Y10hR0JEP6vLbbYUdghUAPz9IKLC9iP8fpQsWRIHDhzI93I/XdIlFosBACKRKNcyX5tXEGpqasjMzFTqOgtKz0C7sEMgIqIiiL8fREQF99MlXXp6egCApKQkmXnJyckAAAMDA6Vu8+rVq0pdHxERERERFR0/XZ8uCwsLAMCHDx9k5kkG0JDX34uIiIiIiKggfrqky9DQEJaWlggPD5eZFx4eDjMzM5QpU6YQIiMiIiIiouLop0u6AKBDhw64ceOGVOL16NEjXL16FZ07dy7EyIiIiIiIqLgRiSUjS/xEYmNj0aVLF6SlpWHo0KFQU1PD1q1boampiQMHDsDY2LiwQyQiIiIiomLip0y6AODVq1dYsGABgoKCoKWlhQYNGmDatGkoX758YYdGRERERETFyE+bdBEREREREX0PP2WfLiIiIiIiou+FSRcREREREZEKMekiIiIiIiJSISZdREREREREKsSki4iIiIiISIWYdBEREREREakQky4iIiIiIiIVYtJFRERERESkQky6iIiIiIiIVIhJFxERERERkQox6SIiIiIiIlIhJl1EREREREQqxKSLiIiIiIhIhZh0ERVBq1evhrW1tcw/GxsbNGrUCEOHDkVwcHBhhwkAsLa2xuTJkws7DCKin9q1a9dgbW2N1atXF3Yo+TZjxgxYW1sjJSWlsEMhKjCNwg6AiApu1KhRqFy5svA6LS0NT58+xe7duzF48GDs3r0b9vb2hRghERERETHpIirCGjdujIYNG8pMb926Nfr37481a9Zgw4YNhRAZEREREUmweSFRMeTg4ICKFSsiNDS0sEMhIiIi+ukx6SIqpvT09KReR0VFYebMmWjcuDFsbW3RuXNneHt7yyz38eNHoVydOnUwduxY3Lx5E9bW1vD19QXwf30Ddu/eLbXs06dP89RnYP/+/ejTpw/q1q0LW1tbtG7dGosWLZJqry/pt3bx4kU0b94ctWvXxrp16wp6OIiIKJsZM2agVatW8PHxQcOGDVG3bl0cPHgQvr6+sLa2xokTJ9C+fXvY2dnhn3/+AQCIxWJ4eXnh119/hZ2dHZo0aYK///4bHz9+lFm/t7c3OnbsCHt7e3Tp0gX+/v4YNGgQXFxchDKtWrWCs7OzzLLOzs5o1arVV+N/8OABJk+ejKZNm8LGxgYNGzbEqFGj8PDhQ6HM69evYW1tDU9PTwwYMAC2trbo0qULMjIyCnrYiAqMzQuJiqF3797h4cOHcHBwAAB8+PABzs7OSE1NxR9//AETExNcuXIFc+fOxfPnz+Hm5gYASEhIQL9+/fD27Vv0798f5cqVw5EjRzB69GilxbZ69Wp4eHigU6dO6NatG1JSUnD69Gls2bIFaWlpQiwS06ZNw4ABA6CpqYkGDRooLQ4iop/dx48fsWzZMowcORJxcXFwcHBASEgIAODvv/9G7969YWZmBktLSwDArFmz4OPjgy5duqB///548+YNvL29cfXqVfj4+KBUqVIAgOXLl2PDhg1o2rQp+vfvjwcPHmDSpEkwMDCAtbW1wnE/efIEffr0Qbly5TB48GAYGhri/v372L9/P+7cuYNz585BR0dHKO/h4YHGjRvDzc0NqampUFdXVzgGovxi0kVUhMXFxSEmJkZ4nZKSgsePH2Pp0qUAgPHjxwPI+gGMj4/H4cOH8csvvwAA+vXrh/nz58PLyws9e/ZE9erV4eXlhYiICKxZswZt2rQBAPTp0wd9+vRBbGyswvGmpaXBy8sLTk5OcHd3F6b369cPrVu3RkBAgMwyffr0wdixYxXeNhERSUtJScGsWbPQq1cvYZok6WrVqhWmT58uNX3//v2YOXMmBg0aJEzv2LEjevXqhQ0bNmDGjBl4/fo1PD090aZNG3h4eEAkEgEAKleujIULFyolbm9vb6Snp8PLywtly5YVphsYGGDjxo24d+8e6tatK0wvVaoUVq1axWSLChWbFxIVYWPHjoWjo6Pwr2XLlhgxYgS0tbWxbds2ODg4IDMzE6dPn0adOnWgp6eHmJgY4V+7du0AABcuXAAAnD59GhUrVhQSLgDQ0tLC0KFDlRKvpqYmrly5IiSFEtHR0ShRogQSEhJklmnUqJFStk1ERLJyO8fmnH7q1CkAWclY9t+RcuXKoVq1ajh//jwA4Ny5c0hPT8eQIUOEhAvIqlwzMDBQSsz//PMPLl26JJVwJSUlQU0t67I2MTFRqryDgwMTLip0vNNFVIRNnz4d1atXR2ZmJu7duwdPT0+Ymppi0aJFwlDynz59QlxcHAICAuDo6Ch3PW/fvgUAREREoH79+jLzq1SporSYtbS0cPnyZZw+fRrPnz/Hy5cvhbt1pUuXlikvbxoRESmHiYmJ3Ok5z70vXrwAALRt21ZueU1NTalylSpVkpqvpaWF8uXLKxSrhEgkQlxcHDZv3owHDx7g1atXePPmzf9j776jorj+NoA/S28CglIFBXsBRbH3+lOjRo0Ve4vRaGJLNImJ0ZiosfeSWLD33sVeUFFBBQsKgkjvHXbZ3fcPXiYsuyi4rIg+n3M8sjN3Zu7Mzs7Md24T2mrJZDKF9IXtI9GHxKCLqAzLazwMAK1atULr1q0xePBgDBs2DPv27UOlSpWEm1CHDh0UGjDnl/e2MCcnB3p6ekrzVU1TpeCNriC5XI7JkyfjwoULqF+/PlxcXNC3b1+4ublh7ty5CAkJUVom780lERGVvMJKgApee2UyGfT19bFhw4a3rk8ikQBQfd/Q19cvUp7e1dHF2bNnMX36dJQvXx7NmzdHs2bNUKdOHYSGhmLevHlK6VnKRR8DBl1En5DatWvjl19+wezZszFt2jTs2bMHFhYWMDQ0hFgsRosWLRTSJyQkwMfHB5UrVwYAVK5cWWXgk/fmMk/eDUwsFitMV9WDVX737t3DhQsXMHr0aIW2AkVZloiISo+9vT1u3LiBatWqKVTrA3KrFJqbmwOAcD959eoVXFxchDRyuRyhoaGoXr26ME1LS0vpPgLk3g/eFigtXrwYtra2OHr0qEKVRX9///faN6IPga+QiT4x/fv3R9u2bfHw4UNs3boVOjo6aNu2LW7dugU/Pz+FtKtWrcJ3332Hly9fAgC6dOmCFy9e4O7du0IaqVSq1LV8XrWTp0+fKkw/efLkW/OW1xlHtWrVFKZfuXIFISEhyMnJKfJ+EhHRh9OxY0cAwLp16xSm+/n5YeLEifD09ASQW/1QS0sLu3fvVkh38uRJJCYmKkyrUKECQkNDkZaWJky7d+8eoqKi3pqXpKQk2NjYKARcKSkpwrAm7BKePkYs6SL6BM2bNw9ffPEFVq9ejc6dO2PGjBm4c+cORo4cicGDB6NKlSq4ffs2Tp8+jXbt2qF169YAgNGjR+P48eMYN26c0GX82bNn8fjxYwAQGkVXqVIFLi4uwlvGGjVq4MaNG3j27NlbqwM2bNgQpqamWLx4MWJiYmBpaYmHDx/i6NGj0NfXR0ZGBuRyuULjayIiKn1t27ZFly5dsGfPHkRGRqJNmzaIj4/Hzp07YWpqiu+//x4A4OjoiJEjR2LLli1ISEhAmzZtEBwcjP379wvtvvL07NkTvr6+GDNmDPr27YvIyEjs3r0blStXfutLuHbt2uHkyZP46aef0LBhQ0RHR+PQoUOIj48HAJWdMhGVNpZ0EX2CbGxs8MMPPyArKwuzZ89GpUqVcODAAXTu3BnHjh3D/Pnz8eTJE0yePBkrV64UAiUTExPs3LkTHTp0wL59+7B06VJYWFgIA2Pmr6O/atUqdOnSBYcPH8aiRYsgEomwY8eOtwZMlpaW2LRpE6pWrYp//vkHS5YswdOnTzF79mz8+OOPEIvFuH//vmYPDhERvZfly5dj+vTpCAsLw4IFC7B//340a9YMe/bsETpvAoAffvgB06dPR1BQEBYsWIC7d+9i1apVMDc3V7iPDB48GN9//z1iY2Pxxx9/4MqVK1i4cKHKDp3ymzNnDgYOHIjr16/jjz/+wLFjx9C6dWscP34cOjo6uHXrlsaOAdH7EsnlcnlpZ4KIPg4JCQkwMzNTqkt/+vRpTJ06Fdu2bSu0B0QiIqK8GgvGxsYK0+VyORo0aID//e9/+Pvvv0spd0SlhyVdRCRYsmQJ3N3dFerXA8CZM2ego6ODOnXqlFLOiIioLMgbmPjQoUMK0y9duoSsrCy4urqWUs6IShdLuohI4O3tjVGjRqF27dro06cPdHV1cf36dVy8eBGTJk3C5MmTSzuLRET0EZNIJOjRowfi4uIwZMgQODg4IDQ0FHv27IG1tTUOHToEQ0PD0s4m0QfHoIuIFNy8eRMbN27E8+fPIRaL4eTkhCFDhuCrr74q7awREVEZEB0djbVr1+L69euIi4uDpaUlOnXqhMmTJ8PMzKy0s0dUKhh0ERERERERaRDbdBEREREREWkQgy4iIiIiIiINYtBFRERERESkQQy6iIiIiIiINIhBFxERERERkQYx6CIiIiIiItIgBl1EREREREQaxKCLiIiIiIhIgxh0ERERERERaRCDLiIiIiIiIg1i0EVERERERKRBDLqIiIiIiIg0iEEXERERERGRBjHoIiIiIiIi0iAGXURERERERBrEoIuIiIiIiEiDGHQRERERERFpEIMuIiIiIiIiDWLQRUREREREpEEMuoiIiIiIiDSIQRcREREREZEGMegiIiIiIiLSIAZdREREREREGsSgi4iIiIiISIMYdBEREREREWkQgy4iIiIiIiINYtBFRERERESkQQy6iIiIiIiINIhBFxERERERkQYx6CIiIiIiItIgBl1EREREREQapFPaGfhc1KxZ863ztbS0oK+vDzMzMzg6OqJVq1YYOnQojI2NP1AOPw/5v4c+ffpg4cKFSmlkMhkOHTqEevXqoXbt2grzhg0bhrt37wIA7O3tcenSJc1m+DMVGxuLNWvW4Pr164iNjYW+vj5sbW3Rq1cvjBs3rrSzR2XYnTt3MHz4cOHzggUL0Ldv3xLdRnx8PHbv3o3JkycrTH/z5g06duwofJ40aZJSmo+VWCyGp6cnvvzyS1hZWX3w7aempsLT0xOXLl1CaGgoJBIJbG1t0bp1a4wePRp2dnaFLiuRSLBr1y6cPHkSwcHBkMlkcHBwQNeuXTF69GgYGhp+wD2h9/G2869Dhw4IDw8HADRp0gQ7duxQmC+TybBnzx4cPnwYISEhkEgksLS0RL169TB//nxMmjSp1O7rhw8fxk8//SR83r59O5o2bfrBtv++Zs2ahSNHjgifnz9/Xoq5KbrSfoZj0PWRkMlkyMzMRGZmJqKionD37l3s3LkTu3btgqOjY2ln77Nx//59/PnnnwgICMD27dtLOzufpbS0NAwcOFC4iQK5N9zU1FSEhoaWYs6I3k4ikWDnzp1Yu3YtTE1Ny0xA9S6XL1/GggULEBoaim7dun3w7QcGBmL06NGIjY1VmB4SEoKQkBAcOXIEK1asQOvWrZWWTUtLw9ixY+Hr66u0zsDAQJw8eRKenp6lEkhS0ah7/i1evBhbtmxRmBYREYH4+HiYmJiUVDaJ3onVC0uBSCSCkZGR8M/Q0BD6+voQiUQK6WJiYvDtt99CJpOVUk4/PfmPu56ensI8Ly8veHh4ICAgoNDl9fX1Fb43KnnXrl1TCLgAQFdXFwBQq1at0sgSUZFMnToVCxcuRGpqqsr5WlpaCtegvPP6Y7Z9+3Z88803pfbCQywWY8KECQoBl0gkgpbWf48vaWlp+O677/DmzRul5f/66y+lgCv/ssHBwZg5c6YGck4loSjnn6GhofCb0tfXV5gnlUqxb98+hWlaWlrQ0tJCtWrVoK2tzfv6e9DT01O4llHRsKSrFNjZ2aks0hSLxTh9+jR+++03ZGdnA8h9G3flyhV06NDhQ2fzk1Tw5ptfSkrKO5f/999/SzI7pELBgGvhwoXo06cPsrKyFB6WiD42ycnJb51vZ2f31mvQx+hd+6Rpp0+fVgimRo8ejW+//RY6OjpYv349NmzYAADIyMjAzp07MWvWLCFtcHAwDh8+LHx2dXXFunXrYGBggBkzZuDKlSsAgFu3buHmzZto2bLlh9kpKrKinH+nTp0qdF5SUhLS09OFz61atcL69euhra2NzMxMALyvv4958+Zh3rx5pZ2NModPMB8RPT099O7dGwMHDlSY/vDhw1LKEdGHl/fCIY+7uzsAwMDAQKl0kog+bW/evEGFChUAANWrV8fMmTNhYmICAwMDTJ06FeXKlRPSvnz5UmHZU6dOQS6XC5+nT5+OihUroly5cvj5558V0p48eVKDe0GlJSsrS+Fz/fr1oaenB21tbVYtpA+OJV0fIWdnZ4XPiYmJKtM9evQInp6e8PHxQUJCAoyNjVGjRg10794d/fr1e2vVldDQUGzfvh3e3t6IjIxETk4OKlasiAYNGsDDw0N40FUlOTkZx44dw9mzZ/H69WskJSXB3Nwc9erVQ/fu3dGjR4+3lkgEBgZi48aNuHPnDpKTk2FjY4Nu3bph/PjxuH79Or7//nsh7cWLF1GpUiUAyg3gr169ChMTE/z77784d+4cwsPDYWRkBDc3N4wePRqNGzdW2raqjjQKNm7Pk7et/A1zi9oI89mzZzh48CBu376NyMhIyGQyWFlZoWnTphgyZEihHavkn/7333+jZ8+eOHDgAA4fPowXL14Iafr164c+ffoUq+Rn9erVWLNmDQDA3Nwcd+7cwZMnT7Bp0yb4+PggNTUVjo6O6N69O0aNGlVoNYucnBwcOnQIx48fx4sXL5CZmYmKFSuiUaNGGDJkCBo0aKC0TMHGwgEBAVi5ciUOHTqE1NRU2NjYwMTEBE+ePFFatlOnTgBUH++YmBgcPnwYXl5eCA8PR1paGiwtLVG/fn307t0b7du3V7kP+RteT5o0Ce3atcP8+fPx5MkTGBoaokGDBti0aZNCY+FWrVph8+bNuHr1KrZt24bHjx9DLpejVq1aGDduHNq1awcAePr0KdavX487d+5ALBbDwcEBffv2xfDhw1V+X5mZmdizZw/Onz+PV69eITU1Fdra2rCwsEDt2rUxcOBAlfuRfx++//57TJw4EWfOnMGePXvw7NkziMViODs7o1evXvDw8Cg0YE1JScGuXbtw6dIlhISEICMjA2ZmZqhduzZ69uyJXr16FXqeqXMNUiX/8W7SpAlWrFiBuXPn4vr16wAAR0dHrF27VrgmvM+5WBRJSUnYvn07rl69itDQUGRkZEBHRwcVKlSAq6srhg0bhkaNGgnp8/+28oSHhwu/57zOOgrrSOPq1av4+uuvheljxozBjz/+qJSvmJgYtGvXDlKpFADQrVs3rFixQpgvl8tx5swZHDp0CAEBAUhLS0P58uXRoEED9OvXD23bti3yMSh4vc2Tl39VHRFlZmbi1KlTOHnyJF69eoX4+HiYmpqiZs2a6Ny5M/r161fsFyeTJk3CpEmTkJaWplRtMzU1VSitAKDULivvWg3kVlHO/51VrlwZDg4OCAsLE/a3qAp+j7t27YKrqyu2b9+OEydOIDQ0FLq6uqhXrx6GDBkiXMNUed9jlv+cc3R0xIULFxASEoJ//vkHN27cQHx8PCpUqIDWrVvj66+/hoODQ5H3L0/+67a2tjaePHmC2NhYbNq0CZcvX0Z0dDTMzMzQtGlTjBs37q3Vv4t7rS7O+aeqI43C7utr167F2rVrAfzXaUVR7uvJycnYunUrLl68KJS82tnZoWXLlhg1ahRsbW0L3ffXr19j06ZNuHnzJmJjY2FpaYmOHTvi22+/LXSZoiqt+8fbOtLIf246OTnh7Nmz8PX1xT///IP79+8jOzsbVatWxbBhw9C7d28AQFhYGNauXYvr168jNTUVdnZ26N69O8aPH69UZRTIvfYfPnwYp06dwosXL5CcnAyRSARzc3PUqFEDvXr1wpdffqnUbOddkpOTsWPHDly7dg0hISFIT0+Hrq4urK2tUb9+fQwePBhubm7FWmd+DLo+QoGBgQqfbWxslNKsWbMGa9asUXiLl5SUhLt37+Lu3bvYt28fNm7cCGtra6Vl9+7di/nz50MikShMDw8PR3h4OE6dOoXx48dj2rRpSst6e3vjhx9+UGrQHBsbi8uXL+Py5cvw9PTEmjVrVF6Ejh49il9++QU5OTnCtNevX2Pjxo04d+6cyotsYUJDQ/HTTz8pVEfLzs7GpUuXcPnyZfz1118l3ivZu+Tk5GDlypX4559/FL4b4L9G3/v378e4ceMwderUtwZN2dnZGDNmDG7duqUw/cGDB3jw4AHu3buHBQsWvHdejx07hl9++UXhPHjx4gVWrlyJU6dOYcuWLUrnT3x8PCZMmKBU+pp37hw/fhxjx47FjBkz3nqx+/XXXxWq/bx+/Ro9e/ZUGXQV5vTp0/j111+RlpamMD0yMhKRkZE4e/YsWrdujaVLl8LMzKzQ9bx48QJbt24VqqCIxWKYmpqqTLto0SKlBtn37t3DvXv3MG/ePBgZGeGnn35SOKbPnz/HggUL8PjxYyxdulRh2aSkJAwbNkzpNy+VShEVFYWoqChcvnwZI0aMUHozn59MJsOPP/6IY8eOKUwPCAhAQEAArly5gi1btiidbw8ePMCkSZMQHx+vMD0+Ph43btzAjRs3cOzYMaxbt04pCFfnGlQU6enpGDlypMKxSU5Ohr29vZDHkjgXCwoLC8PQoUMRFRWlMF0qlQrrPnv2LGbNmoWRI0e+174V1Lp1a9jZ2SEiIgJAbqnLjBkzlL6v48ePCwEXAPTv31/4OyMjA9OmTcPly5cVlomJicH58+dx/vx59OzZE3/99ZdGSoyfPn2KKVOmICQkRGF6fHw8bt26hVu3bmHbtm1YvXr1O3vzVcXExEQomZBKpXjx4gUWLFgg3EtEIpHC8QAgvKgCAGtra6WXAJUqVRKCroiICGRkZLxX+5SkpCQMGDAAT58+FaZlZmYK+z158mRMmjRJabmSPGZeXl6YMWOGQhAaGRmJ/fv348yZM9i5c6fabWL9/Pwwfvx4JCUlCdNiY2Nx8uRJnDt3Dhs3blRZRbOkrtWl5dGjR5gwYQLi4uIUpr98+RIvX77Evn37sGjRInTt2lVp2UuXLmHq1KkKJW5RUVHYtWsXzp49iy+//PK981Xa94+i8vT0xMKFCxX6J/D398fMmTMRHByMFi1aYMKECcjIyBDmv3r1CmvXrsWdO3ewfft2aGtrC/PEYjHGjh2r8kVJbGwsYmNjcfPmTVy8eBGrVq0q8vU/ODgYI0aMQExMjML0nJwc4fnt+PHjWLBgAfr06VPcwwCA1Qs/KgkJCdizZw8OHDigML1ge65du3Zh9erVCg87+U9IIPdiPmHCBKXA6ty5c5gzZ47S9II/po0bN+L48eMK0x49eoRx48YpBVwFb2T+/v4YPny4Ugndw4cPlQIuANDRyY39Q0JCsHjxYhTVd999JwRceevII5fLsWDBAqWqaqrkNW4v+CCS17hW1VuWwvz999/YtGmTwneT12g3f942bdr0zoBp6dKlQsBVcP+A3LeQ71v1ND09XSHgKvj9v3z5EpMnT1b4riQSCb799lulbRY89/79919s3br1rdvPC7jylnV1dUW1atVUdi6Q10g6/0O/l5cXpk6dqnQTL7js9evXMW7cuLeeB+fOnRMCrrz89OzZUyndnTt3hICr4D4DwPz58zFr1qxCj+nJkydx+/ZtpWUK3jBVlQ55enri2bNnhe7Djh07hBumqrx5e3vj7NmzCtPCwsIwfvx4pYCr4PK3bt3Cn3/+qTBNnWtQUQUEBAjHJm/dX3zxBUQiUYmeiwXNnDlTKeAq+J3I5XIsXrxYuMbp6urCyMhI4TvP32GSqt9vflpaWvjqq6+Ez9HR0SofKPI/FNnb26NFixbC51mzZikFXAWPx4kTJ7Bo0aK35iX/sm/7Pea/Xr558wbDhw9XCh4KLhsaGorhw4fj9evXRcqDKnK5HA0bNsSXX34p/J50dHTw22+/KbyBFovFCvcgVQ/z+V+uyOVype+9qH755Rch4FL1Xa9btw7R0dEK00rymMXFxWHq1KlCwFXwe09NTcWSJUuKvD+qyGQyfP3110LAVXA/JRIJ5s+fr7Tc+16ri3P+qZJ3Xy/4sijvt2pkZKTyWllQREQExo0bpxRw5f+tZ2VlYfr06UrXo6CgIEybNk2pimPesvHx8Uov8YqjNO8fRfXmzRv89ddfkMlk0NLSUgqANm3ahG+++UYIuAreN+/du4ejR48qTMsLxvJTtd/nz58vVpfwP//8s1LApera//PPPysd96Ji0FUKIiIi4ObmJvyrX78+ateujebNm+P3339XeEjx8PBQeDuVkpKi8Lbc0tISGzZsgJ+fH7y9vTFkyBBhXkBAAA4dOiR8lkgk+Ouvv4TPurq6mDlzJu7evYtHjx5h+fLlCheyFStWCA9VUqkUM2bMUMjbsGHDcPPmTfj7++PUqVNo1qyZMO/169dKN/cVK1YoPMS3bNkSZ8+ehb+/P44ePYratWsrvKV7l6SkJHTt2hVeXl4ICAjA3r17hbr/ecfq8ePH71xPXuP2uXPnKkz/559/4OvrW+RGtnfv3oWnp6fw2dzcHMuXL8fDhw/x6NEjrFixAubm5sL87du3v7VKS1JSEmrWrIl9+/bh8ePHuHLlCho2bKiQ5ubNm0XKW0ESiQQSiQTDhg3D9evX4efnh7Vr1yrk7+HDhwoX2qNHjyp0AtC6dWucP38e/v7+OHjwIGrUqCHMW7ly5VsbQItEIixcuBD+/v44f/48fvzxR3zzzTfw9fXF+PHjFdKePHkSvr6+QmPp1NRUhbd2Wlpa+P777+Hj4wN/f3/s379fYXy1hw8fYtOmTW89Hm5ubsJxWL58ucq3tRKJBOXKlcPq1avx6NEjeHt7w9XVVZgvFouRk5ODwYMH4+7du/Dx8RGqTuTJH3TFxsYqNABv37698Hu6e/euUtvOR48eFZr/pKQk2NraYvPmzULeOnfurJCm4LmydOlShc5jvvzyS1y5cgUBAQE4cOCAQnWkQ4cOCQ996lyDiqt8+fI4ePAg/P39sWvXLuGYlOS5mN+jR49w//594fOAAQNw7949+Pv74/r16wovwHJycoSS2bxzN3+17Lzriq+vL3r16vXObffv31/hgafgW+cnT54o3Oj79esnPMB4e3vj3LlzwjwXFxccPXoU/v7+OHPmDJo0aSLM27lzJ4KCgt6ZH3d397f+HvM3ov/5558VzqVu3brh4sWL8Pf3x6VLlxS6+U5KSsIvv/zyzu0XJjY2VukhdvTo0ejXr5/CtIIP+QYGBkrrKvjgnv9Ne3EkJSWhSZMmOHHihHA/dHJyEuZLpVKlFy4lecwyMjIgkUgwefJk+Pj44PHjx/jrr78UHmBv376tVk/IcrkcycnJGDJkCG7cuAF/f39s3LhRIagJDg5WCFzVuVYX5/xTJe/3V7Ct3vjx44Xf5duaUeRZvny5Qsne2LFjcfv2bTx8+BCrV68WAvecnByF5ysAWL9+vcIzTd26dXH48GHhd9mqVat3br8wpX3/KCqJRAJdXV3MmzcPDx8+xL179xSuo3K5HJmZmejSpQuuXbsGPz8/fPPNNwrryP/bEYvF2L17t/DZ1dVV+N34+voqDdPxtv3OLykpSeGe4uHhAW9vb2G9+TvokclkClUri4NBVymQy+XIyMgQ/mVlZSldDPX09DBx4kT8+uuvCtPzv5UHci/c7du3h56eHiwsLPDrr7/CxcVFmJ//gcfb21vhgjhs2DCMHj0aZmZm0NXVRffu3TF06FA4OTmha9eu6Nevn7Cta9euKXTZ2rlzZ8yePVsIcqpVq4YNGzYoVIU8duyY8HYoJSUF3t7ewjxHR0ds2LABTk5OEIlEqF27NjZt2lSs7lpr1KiB5cuXCw+Hbm5uGDVqlEKagm8tNGnnzp0Kn//66y90794denp60NXVRbdu3ZQuym97y6Wnp4d//vkHDRo0gJaWFmxtbRXaRQHq7V/79u0xe/ZsWFlZQV9fH506dVKq/nb69Gnh7/wXmfLly2PFihWoXLkytLS04OLiorBsVlbWW3uUat26tdAmrXLlyirb3xXm2LFjCg/Rw4cPx8SJE4WbX/369bFx40aFakLbt29XKmHN7+eff4aVlRX09PTQvXv3Qksmpk+fji5dukBHRwcWFhbw8PBQmF+3bl38/vvvMDMzg4mJiVKVooSEBOHvihUr4sqVK9i0aROmT5+OP/74Q/g9mZmZYcSIEYUuq8rq1avRqlUrIW8FH0rynyvp6em4cOGC8LlevXpYtGgRbG1tIRKJ4OrqilmzZsHGxgZt27bFmDFjhBcu6lyDimvMmDFwcXGBlpYW3N3dhTELS/JczM/FxQVeXl5Yu3YtpkyZgl9++UXoqMHKygqDBg1SSP+u76Q4rK2t0aZNG+Hz+fPnFYKL/G97tbW1FUrG8lfV1dHRwapVq1C7dm1oaWnB2dkZK1euVAg68qdXV2BgoMLLo7p162L58uVCuzt7e3ssX74cdevWFdLcvXu3SC/EVMmrgpnfpk2b8MUXX+DVq1fCtIKl26re4BecVjCYK6oKFSpg48aNqFGjBkQiEapVq6bQNhlQ/P1p4pgNGTIEkyZNgqmpqXB+5B+3TCKRFNo+vKjat2+P3377DRUrVoRIJEK7du2Uqlnl309NXKs/pMzMTJw5c0b43KpVK/zwww8oX7489PT00KVLF4Xv2c/PT3ihIZVKFUpZjIyMsGnTJtStWxfa2tpwdnbG+vXr36utHVC694/iGjlyJAYOHAg9PT2YmJgoPadVrFgRS5cuhbW1NfT19YXeSVXlXU9PD+fOncPWrVsxa9YsLFiwQPjdGBkZYezYsQrrLuo1umAJm66urnDNNDIywqhRo7B27Vrs3bsXPj4+7z3MBNt0fWQsLCwwY8YMdOzYUaHUIU/B7oZtbGyU3lo6OzsLF+enT58iOzsb+vr6SkXfqhqZzpw5U+XJdO3aNYXPY8aMUUpjaGgIDw8PLFu2DEDu24A7d+7giy++QEBAgEJVpK5duyq9ZbSyshLeWBdFx44dlX4oBTshEYvFRVpXSchr7A8AVapUUXl8O3bsiCpVqghVSvLePqqqK+3i4qLUHqbg/hWl+mRhCr4ZBnJvKhUqVBCC5bwxy3JychTeGDk5OSE6OlqhykxedZC8t8W+vr5KQUme/NWiiqso56K1tTV69uwpjM+SkpICf39/lR0rmJiYKJRYvU3Bjgjyl6yqml/w+ytY1c7a2hrW1tbCciEhIcKbtfznE4C3PojY2NgoBDpA7rXE3NxceEub/1zx9/dXWF+HDh2Uqn106tRJZQcA6lyDikvVeVLS52J+IpEIDg4OcHBwQKdOnSCTyRAYGAh/f388ePBA6dwr6YfDAQMGCFUE09PT4eXlhR49eiAnJ0chcGzdurXCuZX/O7G2tkZmZqbSd2JraysEJSXZbX3BYzJ69Gilc0kkEmH06NGYPn26MM3b21vpnC0KJycnXL9+HcbGxrh48SLmzJmDjIwMvH79GuPGjcPp06ehp6endL6pKuXJ3z4OUF0aVhQtWrRQagv2tmu1Jo6Zqt+qs7Mzrl69qjIPBTtCyC+vg5eCVN3TirOf6l6rP7SAgACFa3a1atWUflcFr/EPHjxA1apV8fr1a4WXU23atFG6X+QFbps3b36v/JXW/aO43nXfbNGihcLzoJ6eHsqXLy80ZSn4HGdhYYEWLVoI94fw8HAEBATA19dXqUSuqNdoU1NTNG3aVHgZ4unpib1798LNzQ2NGjVCw4YN0bx5cxgbGxdpfYVh0FUK8nrHycjIwPPnz7Fo0SLhJpiQkID9+/cX2utawfZU+avyqCKRSPDmzRtUrVpVqU5yxYoVi5zngmMnFbzQFjY9MjISgHIPjHlvJgqqXLlykfNUsKcqAEolZR9qYOmEhASFqimFHZ+8eXlBV1ZWFpKSkmBhYaGUTtX+FbyxF+ysozgK+w4cHByEcyXvLVFycrLCzefBgwfo3r37W9f/tsEs37dzBUDxXDQxMVF5nADV56KqG3lhy6ui6qaZX8H9Kjhf1fd169YtHDhwAN7e3m99E/2277qwfTA0NBRumvmXL9iOqzjHQJ1rUHGpOk9K+lxU5ezZszh69Ch8fHyUqqnlp87vT5W2bdvCxsZGqJFw7Ngx9OjRAzdu3FC4fhfsMCL/dxIeHl7ix+Nt1L03FFf+tlm9evVCTEyM0BY4LCwMp0+fRu/evZXuBaoeGgs+zL3vIK/FvVZr4ph9iPthcbdR0tfqD61g6c62bduwbdu2ty6T99sqWKX5bfdbdZTG/aO4invfVJWmoEePHmHv3r24fv36W0vhipPvRYsW4euvvxaqcWdnZ+P27dtC9UY9PT20bNkSY8aMKVbtnPwYdJWivO7Nt2zZgoEDBwpftJ+fH4YOHYp9+/YpjEECvN9Fs2A3u3mK85a2qG+pC+YvrwSnqPkuztsUVXkqrcFzi9MbWMGLQGE965TW/qnqHKHgG+GieNtg0+q8LVL3XCyoOGO1vOt7Lm6vcPPnzxeGIwBy3+A1aNAArq6ucHBwUHjL/TaFHZOini/FuRaU5DXoXVR9NyV9LhZc9/fff69Q9dLGxkb4TnR1dZU6FSlJedXC8rq0vnnzJhITE3HixAkhTcWKFYXhCfLnuziKejyKoqR/j8VVsDQ0r+tqQ0NDmJmZCQ+/qvY5f1sdkUiksqfgolB1DN7WY5omjpmqa09J3y+Ke08q7XNDXe9zrcs7zwruQ2H79L4dDQEfz/3jXd41dEhx75tbtmzB33//LTyrmJiYwM3NDS4uLmjUqJHKEtWisLW1xZEjR3D+/HmcOXMG3t7eCvcusVgs9NI9c+ZMjB49utjbYND1ETAyMsLSpUvx1VdfCW/egoKC8OuvvyqMwQJAqUTE29tbZSmJKpaWlgqfw8PDld4+R0ZG4vHjx6hatSocHR2FH0vBNxHBwcEqxyrIX6ceyG3Mqirfed30FlScXq2KO/6CJpmYmMDY2FioThAcHFxo2vzHyNjYWGU1UkDz+xccHKyyC+H8byfzzhlzc3Noa2sLD3ft2rXDxo0b33vb6nRZbWVlJVR7TEtLQ0xMjMo3dYWdiyWZF3XcunVL4Yb5ww8/YPTo0cKN7m3nUEHFPVcK/h4LvnkHch/kT548iapVq8LZ2Vl4c6/ONai4VH03JX0u5nf48GGFgGv58uUKpUYFq+xoQr9+/bB+/XrIZDJIpVKcO3dOoVfCPn36KLU5tLS0FErHqlev/kEH+lV1b6hTp45SuqL+Hgs6f/48IiIiEB4eDmdnZwwePFhhfsEXBvkfYp2cnODn5wcgt5tuqVSq0I4rb7wlILcGyvuWdBX396eJY/Yh7ofF3UZJX6s/tILPTD/++GORH+g18cyTX2neP0rTq1evFAKuYcOGYebMmcKzqrpNSnR0dNC9e3d0794dUqkUT548gZ+fH+7cuYNLly4J951ly5bhq6++KvYQBx/H6wRCjRo1lBrenjlzRqERJwClticF60wDwE8//YTff/8du3btUhgcsmBxff6Hizz79u3D5MmT0b17dzRo0EDoyatp06YK6VTVQc7MzFToVUZXV1fo0bBOnToKb03OnTun9OMICQl57x5ySkLBtzrFfcuV/xiFhITg4sWLSmm8vLwUughu2bJlqV3wVHVw4OPjo1BVKa+et56enkKA5ufnp1R94sWLF5g4cSKWLVuGY8eOFXqTAdR7g5a/l0xA9bkYHR2t8OBpYWGh0Ci9pPKijoK/3YEDByrkJe9hRRPq1aun8OB+8eJFpdKSu3fv4scff8RXX32Fhg0bCr2KqXMNKi5V301Jn4v55d8XU1NTpWp67/pO8v+W37cql52dnUKvZqtWrRJe5ohEIpVtMfN/JyEhIUoPcgkJCRg/fjwWLVqEQ4cOKYxf9S4Fr08FS+oL3hu2bNmilEYulyt13V/UntsWL16MBQsWYPv27di8ebNSyUDB869atWrC3/kHQ87Ozsa9e/eEz2/evFF42ZC/h0dN0/QxK4qFCxfi+fPnKv+pas/1PkriWv2u80+T6tSpoxCkq7rWHT9+HNOnT8f69etx4cIFofS0UqVKCoHXjRs3lKr/paWlvfcLktK8f5SmGzduKJwD/fr1UyhJ8/f3f6/1Pn78GBs3bsSPP/6Ifv36ITAwENra2nBxccGwYcOwZs0ahXbBEolE6WVBUTDo+oiMHj1aqfRo/vz5St3K5n/7+9dff+HkyZPIzMxEVlYWVq9ejcOHD2PPnj2YN2+eQo96zZs3V6g+cfDgQaxZswYJCQnIycmBl5eXwkW+fPnywkN3u3btFNqAXbhwAfPnzxfahrx8+RLffPONQmP2fv36CaU45ubmCt1wv379Gt9++y3CwsIgkUjg4+OD8ePHq1XUrq6Cb9WfPHkCqVRa5DdRAwYMUPj8888/48yZM0L37GfPnlXq9rdgTzsf0o0bN/Dbb78hISEBEokE169fVxoQO/94Vfm7vU5KSsLEiRPx7NkzyGQyhIWFYfbs2bh48aJw4SpKt9Tvo2fPngoN3rdv347169cL1QAePnyI8ePHK7Sxy/8G8GNRsCrt0qVLkZ6ejqysLJw4cUJpzJuS/G2YmJgodAkcHByMKVOmICwsDHK5HE+ePMHvv/8uzJfL5ULPeupcg0qKps7F/N9JSkoK1q1bB7FYjLS0NOzcuRPr1q1TSF/wO8lfTScxMRERERFITU1Vak/7Lvm7e87f/q5JkyYq273mH2A1bwyz+/fvIycnB3Fxcfjll1+EAU5//vnnYgXCBase5XUukFdKVKdOHYWH5ICAAEybNk0IaMLDwzFt2jSFh8A2bdoUeYDk/F2nh4WF4aeffkJcXBzEYjGOHTuGf/75R5hvZGSELl26qFwWyC25TEhIQFpamtI4iT169ChSfkqCpo/Zx6IkrtXvOv80yczMTKEq7+3bt/Hbb78hOjoacrkc9+7dE65/K1aswI8//qjw8ir/OZWamorx48fjxYsXkMvlCAoKwjfffPPePUqW5v2jNBXc79WrVwvPMFeuXMGMGTMU5hd1v1+9eiW8pHv8+DFmzJiBR48eQSqVIicnB35+fko1HYrTL0IeVi/8iGhpaeGvv/5C7969hRMrLi4OS5YsEbrvrFChAiZMmICVK1cCyG2sOX36dIhEIohEIoW3q4aGhgqlZ7q6uvj555/x3XffAch9E7t69WqsXr1aobpOnilTpggPV7q6uli8eDHGjBkjpNuxYwd27NgBXV1dpRO7evXqSif/lClTcPv2bSHttWvX0KlTJ2hpaQn5VrWuD6VglYa///4bS5YsQbVq1RTaVBSmffv26NOnj9AjVFJSEqZMmVJou6iJEyeifv36JZT797Nv3z7s27dP5fffpEkThQ5dPDw8cODAAbx8+RJA7qCFX375ZaHLFmx3UlIsLS0xZ84coft8mUyGFStWYMWKFSrPn6ZNmyp1UfsxaNy4sULJ8J49e7B3716l33Geoo41VVTTpk3DjRs3hAeg8+fP4/z58yq/zy+//FIoXVLnGlRSNHUuuru7K/T2tnLlSqxevbrQUquC34mtra3wd1ZWFjp27Ai5XI6ZM2cW6xzMe8lVsNOSgh1o5OnUqROaN28uDMsRGBgIDw8PlcejSpUqha5HlYLXxe+//x7a2tpo06YNNmzYACC3AfqAAQOEh+fTp0/j9OnTKn+PFStWxB9//FHk7Y8dOxZHjx4VXuidOHECJ06cULhv5Pnhhx8UShdcXFzQrVs3ocaIr68vWrRooXSeNm/eXOXYfJqkyWP2sSiJa3VRzj9NmjFjBm7duiWMt/W2e+aYMWMUqiR+/fXXOHnypNAh1cOHD9GjRw+FZfP3slocpX3/KC0FO7Dw8vKCl5eXyu8DKPp+f/HFF/D09BRKyp4/fy6MnSiXy5WOadu2bWFvb1/s/H9cr34Jzs7OSg8p+/fvVxiwc+LEiRg2bJhCmoInhaGhIdavX6/UZut///sf5syZo9QmIP/JKhKJ8M033yhVY2nevDnWrFmjVM+54IXT3d0dnp6eSo3g69Wrhz/++ENp23n5bt68ucLYM4DqsVU0pW7dukoXeJlMpjC22bvMmzcPw4YNU6gSIZVKFY6vtrY2vv/+e408jBbH9OnThbeIBS9WtWvXxooVKxTeOOrp6WHLli0K1XdULVu/fn2lEoGS1rdvX8yfP1+pDUbBc7FLly5Yv359oeNulaauXbsqPejl/x1bWFgoPMQXp0pYUTg6OmLTpk1KbQ8Kfp+tWrVSKPUC1LsGlQRNnYtDhw5VKk3Iv08ODg7CGEOA8neSv5Qlb1m5XF7snvp0dHSUroVmZmZK689vzZo1SoO9FjwelStXhqenZ7HaMbZo0UKp4xupVKpwXaxevTo2b94sjKOWR9XLuF27dhWrwwpTU1Ns2bJFqfe3/N+LlpYWZsyYoXJYgPnz5ytUMyx4nlapUgWLFi0qcn5KiiaP2cdE3Wt1Uc4/TcobTyv/7z4vD/kNHjwY3377rcK0ihUrYv369UrttvOWtbCwEIbYKa7Svn+Ulvr16ytdGwEoBLH5ByYv6n5ra2tj/fr1qFevntJ6CwZc9evXx8KFC4ubdQAs6foojRo1ChcuXBC6kZfL5fjtt99w9OhRoe7q7Nmz0a1bN+zfvx/37t1DXFwcZDKZ0B5g5MiRhXZF6uHhgWbNmmH79u3CgMkymQwVK1ZEo0aN4OHhobKTDCB3PJ/Tp0/j2LFjuHDhAkJCQpCUlARzc3PUq1cPvXr1Qrdu3Qptp9SnTx9UrVoV//zzD+7du4f09HRUrlwZX331FYYNG6ZU5eN9x015H7q6uti6dSuWLl2K27dvIysrCxUrVkTjxo0LHUurID09PcyePRt9+/bFkSNH4O3tjYiICMhkMlhbW6NFixYYOnSoRh5Ei6tdu3bo2LEjVq5ciTt37iAzMxOVK1dGz549MWLECJU9GllbW+Po0aM4cOAAzp8/j8DAQCQnJ8PQ0BDVq1fHF198gQEDBnyQzin69++PNm3a4MiRI7h06RLCwsKQmpoKS0tLuLm5oV+/fiXaBqKkaWlpYcOGDdi6dStOnDiB0NBQiEQi2Nvbo1WrVhg7diz27t0rBA1+fn6IiIgo0UbmDRs2xJkzZ7Bz505cunQJoaGhyMrKgrm5OerUqYMvv/wSX3zxhcrfszrXoJKgiXPRyMgIu3fvxvr163H+/HlERkZCV1cXlSpVQseOHTF69GjMnz8fx44dAwBcuXIFmZmZQrfZrVq1wpIlS7Blyxa8fPkSenp6cHR0VNlJwrv0798fGzduFNov9OrV6629wZmYmGDnzp04ceIETp06hYCAACQlJUFXVxfOzs7o3Lkzhg4dWqzeOoHcaubbtm3DypUr8eDBA8hkMtjY2KB58+YK6Ro2bIjjx4/j5MmTOHv2LF6+fIn4+HiUK1cOtWrVQvfu3dG7d+939mSmSrVq1XD8+HHs3r0b58+fR1BQEMRiMaysrNC0aVOMGDFCZadAecdl+/bt2LdvH44ePYqgoCBIpVI4Ojrif//7H0aNGqX22DvvS5PH7GOizrW6qOefJjVv3hznzp3Djh07cPXqVbx58wbp6ekwNzeHi4sLBgwYgA4dOqhctkGDBjhx4gQ2bNiAy5cvIzY2FlZWVujUqRO++eab9+744WO4f5SWP//8Ey4uLjhw4ACCgoKE56umTZtizJgxePDggdCUIyoqCg8ePEDDhg3fuV4rKyvs378fx48fx5kzZ/D06VOh+mf58uVRu3ZtdO3aVahV8T5E8g/ZKpE+azdu3EC5cuVgaWmJChUqqAyopk2bJgwCqq+vDz8/v4+uLU5ZtXr1aqxZs0b4fOLECdSoUaMUc0RERET0eWBJF30w8+bNUxiUc+TIkZgyZQoMDQ2Rnp6OS5cuKfSoWK9ePQZcRERERFTmMeiiD6Zt27bYvn278DlvdHc9PT2VRexDhw79kNkjIiIiItKIMleMsGnTpkJ7GcrKysKSJUvQvn171K9fHwMHDhR6c8pPKpXin3/+QZcuXeDq6opevXrh9OnTms76Z+/7779X2VufqoBr2LBhSmPkEBERERGVRWWqpOvq1atYtWpVoSNAT58+HZcvX4aHhwecnZ1x8OBBjB07Fp6engq9Oi1atAienp7o06cPGjRogLNnz2Lq1KmQyWQfdKyOz42JiQl2796N48eP48KFCwgMDER8fDyys7NhYGAAKysruLi4oH///kqDRxIRERERlVVloiMNuVyOXbt2YeHChZBIJKhQoQJu3rypkMbb2xsjR47ETz/9hJEjRwIAMjIy0KtXL5iamuLw4cMAgJCQEHTr1g1DhgzB7NmzAeSWfA0ZMgRv3rzBpUuXPkjPa0RERERE9HkoE9ULBw4ciD/++ANNmzZVGMU9vxMnTkBXVxcDBgwQphkZGaFfv34ICAhASEgIAODUqVOQyWQYMmSIkE5bWxtDhgxBbGwsfHx8NLovRERERET0eSkTQVdERATmzZuHf//9t9DxNPz9/eHk5KQ0AF9ekJY3yrS/vz9MTEwUBk9TlY6IPm0ymQybN29G586d4eLigm7dumHnzp0KaVJSUvD777+jZcuWcHNzK7SdaEHR0dGYPn06mjZtioYNG2LkyJF48uSJQppdu3ahdevWaNmyJTZu3Ki0jkmTJmH9+vXq7SQRERF9FMpEm66iVPmLjo6Gq6ur0nQrKysAuYFbXjpra+t3piOiT9vChQvh6emJQYMGoXPnznj9+jVWrlyJN2/eYNasWZBKpRg3bhwiIiLwww8/wNLSEtu3b8fXX3+NAwcOFDoYa1paGoYMGQI9PT3MnTsX+vr6WLduHUaNGoUTJ07AysoKz58/x/z58/Hzzz/DzMwMs2fPRp06ddC6dWsAgK+vL/z8/LB48eIPeUiIiIhIQ8pE0FWUNlbp6ekwNDRUmp43AG9mZqaQTlVpWcF0Jemrr74CABw6dKjE101ExZeQkICdO3eif//+mDt3rjDd1tYWEydORP/+/fH48WP4+/vj8OHDqFmzJgCgSZMm6NWrF27evFlo0OXp6YmkpCScPn1aeJlTr1499O3bF3fv3kWPHj1w+/ZtVKtWDcOGDQMAnDlzBrdu3RKCrr///hvffvutymsaERERlT1lIugqCSKRSOXfb0tXUpKTkwHkdmlPRKUvMDAQUqkUrVq1Uvhd1q9fHzKZDJcvX4aPjw8aNWqEypUrK6Q5duwYgMJ/z2fPnkWnTp1gamoqpClXrpww8HdWVhZycnKgq6srzNfW1oZYLEZWVhYuXbqEuLg49OzZk9cMIiKij0xeQU1xfTJBl5GRkcoHlLxpJiYmxUqnCVpaZaIJHdEnz8LCAgAQGRmp8LsMDw8X/n/+/Dk6dOiAXbt2YefOnYiJiUGNGjXw448/olGjRirXK5FIEBwcjB49emDt2rU4fPgwkpKS4Obmhp9//hnVqlUDALi5uWHFihUICAhAuXLlcO/ePfz222+Qy+VYtWoVvvvuO/aiSkT0kZLJZNi+fTv279+P6Oho2NvbY9CgQfDw8BDSzJo1C6dOnVJadunSpejSpUuh6w4ODsby5cvh4+MDbW1tuLu7Y8aMGXBwcBDSrF69GgcPHoS+vj4mTpyI3r17C/PkcjkGDRqEYcOGcRikj8wnE3TZ2dkhNjZWaXpMTAwACO247OzsVPZQWDCdJvAhiujjUKNGDTRq1Ajr169HpUqV0KxZM4SFheH333+Hnp4esrOzkZiYiPPnz8PMzAwzZ86EoaEhNm3ahPHjx2P//v0qqxempqYiJycHO3bsgIODA/7880+IxWKsWrUKo0aNwvHjx2FtbY2GDRvim2++wciRI4UbZPfu3bFv3z4YGxujR48e2LRpE44dO4ZKlSrh119/VbjhEhFR6fnrr79UtgmOiorCrFmzAOTWqOjRo4dQjTxPlSpVCn0ejIyMxIgRI+Dk5IRly5YhMzMTK1aswDfffIMTJ07AwMAAV65cgaenJ+bPn4/k5GTMnTsXbm5uqF69OgDg5MmTkMvl6NOnj0Zqb9H7+2SCrrp16+L48ePIyspSKPYLCAgAALi4uAjpvLy8EBYWpvAQUzAdEX3aVq1ahd9++w2TJk0CAJiamuKHH37A6tWrYWhoCIlEgtTUVBw8eBA2NjYAgEaNGqFz5874559/sHTpUqV1SiQS4e/8va3Wq1cPXbp0wa5duzBt2jQAwLfffouvv/4acrkcenp6yMjIwOrVq7F48WJcunQJO3bswMaNG3Hy5ElMmTKFbUKJiD4CRWkTXKlSJbx69QojRoxAgwYNirzu1atXw8TEBFu3bhXa9FaqVAkTJkyAv78/3N3dcevWLbRo0QK9evUCABw4cAB3795F9erVIRaLsXz5csyZM4cB10fok6nv1rVrV4jFYuzdu1eYlpGRgYMHD8LV1RWOjo4AgP/9738QiUTYvn27kE4qlWLXrl2wtraGu7v7B887EX14FSpUwLp16+Dj44NTp07h5s2b6Nu3L+Li4mBmZgZjY2PUrl1bCLiA3OrHbm5uSt2/58kLspo2barQYY+dnR2qVq2qtJyurq7wxnPr1q2oWbMmmjdvjnPnzqFTp06oW7cuxo4dC39/f6HqIxERlZ6QkBBIpVK0b99eYXrTpk0hk8lw/fp1BAYGIicnB7Vr1y7yeuVyOc6fP4+vvvpKoRMlFxcX3LhxQ3g+FYlE0NfXF+br6upCKpUCAHbv3g07Ozu0adNGnV0kDflkSrpat26N1q1bY/HixYiMjISTkxP279+PqKgoLFy4UEhXtWpVDBw4ENu3b0d6ejoaNGiA06dPw9fXF8uXL4eurm4p7gURfSinTp1C1apVUatWLZiamgIAHj9+DJlMhjp16qBy5coQi8VKy+Xk5BTaiLZcuXKwsLAo9nIJCQnYsmWL8DIoPj4etra2ACDkLS4uDvb29sXfUSIiKjHly5cHoDzE0OvXrwEAb968EV66HThwAN988w2SkpLg6uqKmTNnon79+irX++bNG6SmpsLOzg5z587FqVOnkJmZiVatWmHOnDnCC8AGDRpg3rx5ePXqFVJSUhAYGIiGDRsiNTUVGzZswKZNmzS166SmT6akCwBWrlyJwYMH48SJE1i0aBH09PSwefNmpdKrX3/9FZMmTcKtW7fw559/IikpCatWrUL37t1LKedE9KGtX79e6ea0bds2lCtXDk2bNkXbtm3x9OlTBAUFCfMTExPx4MGDQjvSAIC2bdvi1q1bSEhIEKYFBwfj1atXhZakr1mzBm3bthUGabe0tERcXBwACG1V8zr/ICKi0uPk5IRGjRph9erVuHDhAlJTU/HkyRP88ssvQlXxp0+fAsgdhmjp0qVYunQpsrOzMXz4cDx79kzlehMTEwEAS5YsQXR0NJYtW4b58+fjyZMnGD58ODIyMgDk1uzq3LkzevTogeHDh+P7779HvXr18M8//6BJkyaoW7cuFixYgK5du2Lq1KkK9yIqXSK5XC4v7Ux86jp16gQA8PLyKuWcEFGeffv2Yc6cOfj+++/h5uaG06dPY9++ffj9998xePBgJCcno3fv3tDS0sLUqVNhaGiI9evXIzQ0FMePHxdKop48eQI9PT2hZ8KwsDD06dMHDg4O+PbbbyEWi7FixQrk5OTg+PHjSj2khoaG4ssvv8Tx48eFatCnT5/Gb7/9hj///BNeXl4IDAzE0aNHWUefiOgjEBcXh99++w0XL14EoNgmuEuXLhgyZAjCw8OFsRcBICUlBV26dEGzZs2wYsUKpXXeu3cPQ4YMQe3atXH48GGhZ10/Pz8MHDgQ8+bNw8CBA4X0YrEY2tra0NbWRnR0NLp164aDBw/ixo0bOHDgAJYtW4YNGzZAIpFg1apVmj0gVCSfTPVCIqLiGDhwILKysrBz505s3LgRTk5OWLp0qdDFrpmZGfbs2YPFixdj3rx5kEgkaNiwIXbv3i0EXAAwadIk2NvbY8eOHQAABwcH7N27F0uWLMEPP/wAbW1ttGjRAj///LPKISmWLVuGvn37CgEXkPsm89GjR/j1119RqVIlLFmyhAEXEdFHIq9NcEpKCmJiYuDo6AgtLS3MmTMHZmZmcHZ2hrOzs8IypqamaNiwYaElXXn3hzZt2igMZdKgQQOUK1dOqU1w/h4QV65ciR49esDZ2Rm//vorevXqherVq2PEiBEYPHgwpFIptLW1S2r36T0x6CKiz9aIESMwYsSIQufb2Nio7KUwv0uXLilNq1atGjZs2FCkPKxcuVJpmpaWFmbNmiV0PUxERB+Pd7UJPn36NExNTdGqVSuF5bKzswutKu7g4ACRSKSyTbBUKi20TfCLFy9w5swZnD17FkBum2Bzc3MAuYFeTk4OEhMTUaFChffdXSohn1SbLiIiIiIiTXpXm+C9e/dizpw5CgFUdHQ0Hjx4gKZNm6pcp7GxMRo3bozz588rLOft7Y2MjIxC2wQvWbIEQ4cOFcaZtbS0FNoCx8bGQltbWwjCqHQx6CIiIiIiKqJhw4bh9OnTWL9+PW7fvo3ffvsNJ0+exPTp01GuXDlMnDgRERERmDhxIq5du4YTJ05g+PDhMDc3x+jRo4X1+Pn5Cb0eAsC0adMQExODcePG4erVqzh8+DCmT5+O+vXro0OHDkr5uHv3Lvz8/PD1118L09q1a4cDBw7gypUr2LBhA9q0aQMdHVZs+xiwI40PgB1p0Kfi9293l3YW6BPw+1qP0s4CEZFaPD09sXPnTsTGxsLJyQljxowR2gQDuSVUq1evxvPnz6GlpYXWrVtjxowZsLOzE9LUrFkTffr0URja6MGDB1i+fDkePXoEAwMDdOrUCTNnzhSqMebXv39/dO3aFWPGjBGmZWdn49dff8XFixdRt25dLF68WCgFo9LFoOsDYNBFnwoGXVQSGHQREdHnhtULiYiIiIiINIiVPImIiIhIo1hTgkpCWa4pwZIuIiIiIiIiDWLQRUREREREpEEMuoiIiIiIiDSIQRcREREREZEGMegiIiIiIiLSIAZdREREREREGsSgi4iIiIiISIMYdBEREREREWkQgy4iok+EXC4v7SwQERGRCjqlnQEqGZ/DSO+aHIV82LBhuHv3brGWmTRpEiZPnqz2tu/cuYPhw4cDAHbt2gV3d3e11/kxik4IwaUHngCATu6jUNHcsZRz9OlIzUiAz7NTaFK7J0wMzUs7O0RERFQAgy4iojIsMTUaF3z+hVSWU9pZISIiokIw6PrEdP2yfWlnocSdPXb5g23Lzs4OJ0+eLFJaXV1dDeeG6N3EkkwGXERERB85Bl1E+YhEIhgbG5d2NoiIiIjoE8KONIiIiIiIiDSIJV1EJSg2NhZ79+7FzZs3ERoaitTUVBgYGMDW1hbNmzfHyJEjYWdnV6x1Xrt2DQcPHoSvry8SExNhaGgIBwcHtG7dGsOGDUOFChUKXfbSpUs4ePAgHj16hKSkJJiamsLV1RUDBgxAhw4d3ns/M7PT8PLNPUQlBCM1Ix6SnCxoa+vCSN8MNhZOqFm5OYwNzIq1TplchtdR/giLeYaElHBkSzIAAPq6RrA0s4eznRvsKlRXWu74jRVIz0pGs7p9oKdrgIcvvJCakQB9XUPYW9VC41pf4HbAUbyKfIhq9o3gXusLvAy/j+AIX6Skx0FLSxvly9mgTpVWsLFwBpDbTupJyHXEJIZALMmCsaE5KtvUQ50qraGtpV3kfcrrPEQkEmFA+1/wMOgiXkU8RI5UDGNDczSo1hn2FWsI6cNjnyM0OgDxyW+QJU6HTC6Fvo4hypezRWVbF1S2rgeRSCSk3+M1V2F7J26uBAA42dZHs7q9FeYlpUXj+evbiE4IQaY4FdpaujAzrojKNvVQ1b5RsfaLiIiIiodBF1EJuXjxIqZPn47MzEyF6RKJBKmpqQgMDMThw4exbds21KtXr0jrXLZsGTZu3Ki0voCAAAQEBGDXrl3YsmULXF1dFdJkZ2fjhx9+wLlz5xSmx8fH4/Lly7h8+TJ69OiBBQsWQE9Pr1j7+Sb2OW49PgSpTKIwXZaTjeScGCSnxyA40g8dGg6HhWnRAswscTqu+O5CYmqk0ryM7BRkxKQgLOYp6lZpDddqqoPF2MQQBEf6Cd2mZ4rToKujr5hHuQzXHu5BRNyL/yZKgeiEV4hJDEFr14GQyWW45X8IMplUSJKaEQ//4KtISo1G6/oDi7RPBd17dgpBEb7C55T0OJQzsgAA5EjFuP5oP6Lig5SWyxSnITP+BSLiXyAi7gVa1Otb7G0/CbmBRy8vQY7/upSXyaSISw5DXHIYgsIfoG0DDxgZmL7HnhEREdG7MOgiKgHh4eGYNm0asrKy4OzsjClTpqBu3bowNDREeHg49u3bh4MHDyI1NRULFy7Ezp0737lOX19fIeDq2bMnRowYAXt7e6Snp+P69etYvHgxUlNT8dNPP+HkyZMKJSA///wzzp07B5FIhEGDBmHgwIGws7NDdHQ0jhw5gm3btuHkyZMwNDTE/Pnzi7yf6ZlJuPX4IKSyHJgaVYBr1fYob2oHHW1dpGcmCSVIkpxsPAg8j07uI4u03jsBx5CYGgmRSAv1nNrCwao2DPSMkSVJR0xCCB4HX0G2JANPQm7Aya6BEKzkFxThC2MDczSp0wtmxhURl/Qa5cvZKqQJjXoMqSwHlW1cULtyCxjoGSMyPgj3np2CVJaDe89OI1uSAVOjCmhQvRMsytkhPSsZfi8uIDrxFd7EPkNs0utid3cvl8sRFOGLytb14Fq1A+SQIyYxBKbGuaWUvi8uCAFXTcdmcLKtDyN9U4hzMhGX/AaPg68gPTMJoVGPUdXODdYWTgCAfu1+QmxSKK765Q4Z0b3ZRBgZmEFL67+a4y/f3MfDlxcBANYWTqhTpTXKm1gjRypGeFwgHgddRlJaNK767UaXxmOhrc3bAhERUUnj3ZUoH7lcjvT09HemMzIyUghydu3ahaysLOjp6WHz5s0KVQgtLS3h6uqK9PR0nDlzBvfv30dWVhYMDAzeuo3z588DACpXrozFixcL27OwsICHhwcMDQ0xa9YsvHz5Es+fP0etWrUAALdu3RJ6YPzpp58wYsQIYZ1mZmaYOXMmHBwcMHfuXBw4cAADBw6Ei4tLkY5P4BsfSGU50NLSRruGQxWqEBroGcPSzB45UjFeRwcgLuk1cqQS6Gi/vZfH5LRYRMTnljy5Vm2POlVaCfP09YxgZlwRxobmuOq3G3LIEZ3wSmXQBQDN6/URAiIH6zpK8/MCrvylRc52DZCUGoXnYXeQkZ0CI31TdHQfCT0dAyEPrVwH4Oj1pZDKchCd8Oq9xhgrZ2SJZvX6QEuk9f+fc/dBLMlCcPgDAEA1+0ZoWON/CvtfzsgSFqZ2OO29DgAQlRAsBF26OnrQ1vrv+Gpr60JX57+SS7EkC74vcs+jShVro5Vrf+E80ocRajg0QUVzR5y/+w+S0qIR+OYualduUex9IyIiordj0EWUT0REBBo2bPjOdBcvXkSlSpWEzzVq1MDAgQNRsWLFQttsNW7cGGfOnIFMJkNycvI7gy6JJLf6XkZGBtLT02FiYqIwv2vXrjA1NYWDgwOqVKkiTN+7dy8AwN7eHsOGDVO57sGDB8PT0xMhISE4cOBAkYMuc2MrVLNvBAM9k0LbbFmZV8br6ADIIYdYkvnOoEsOGWo5Nkd6VhKq2TdSvc7ylYW/syWqg2IDPZMiBUOqgoqK5o54HnYHAOBs7yYEXHn0dA1QzsgSSWnRyMhOeec2VKlUsZYQcOUnkWaj5v/vf03HZiqXNTOuCH1dI2RLMpAtfvdLgTwhUY+QIxUDANxqdFZ4UZCnfDkbVLGtj+AIXwSFP2DQRUREpAEMuohKQO/evdG7d+9C579+/RovXvzXjign593jKrm7u2PHjh2IjY3FV199hUGDBqFNmzaoWrUqAMDQ0BAdO3ZUWs7HxwcAUKdOHaX2ZfnVr18fISEhePDgwTvzksfJrj6c7OoXOj81IwFJ6THCZ7lc9s51mptYw61Gl0Lni3OyEJv4GiKIIIccskLWaV7O+p3b0tbSgbmJcjp9vf+GCShYJTFPXvuw/G29iqN8ORuV040NzNCgeqdCl8uRShCXFCZ8lsnlhaYtKCYxFEBuZyT6usaQ5IhVprM0s0dwhC9SM+KRLc6Avp5RkbdBRERE78agiygfe3t7XLp06b2Xz8zMxK1bt/Ds2TO8fv0aoaGhCA4ORnJyskI6eREenLt06YJOnTrBy8sLISEhWLhwIRYuXAh7e3u0atUK7du3R8uWLRU6wkhLS0NCQgIA4MKFC7hw4cI7txMVFVXMvcwNBKISgpGUGoXUzESkZSQgJT0W4pwshXRFDw9yxSeHIy75DVIz4pGWmYiUjDikZyYpJipkpfq67w4U9HQMVJb25J+mq62vNB8ARFBerjiKkr/ktBjEJL1Ganrc/+9/PNIyEwqcL0U/qmmZiQCAbEkGDl5ZUKRlMrJTGHQRERGVMAZdRCXE09MTq1atQlpamsJ0HR0duLq6wtLSEpcvXy7y+rS0tLB69WocOnQIe/bsQUBAAAAIHXPs27cPlpaWmDVrFnr16gUARWqPVlDB/L7L89e38TjoCiTSbIXpIpEWLE3toa9njIi4wGKtMyElEneeHEdSmnIAaGRgBlvLqggO91Xofa8gba13X86031HVUZPe1kFFWmYi7jw5jpjEEKV5BnrGsLZwRmT8S4glhZdcqiLJyX53ohJYhoiIiN6OQRdRCdi8eTP+/vtvALmlZZ06dUKdOnXg7OyMGjVqwMDAAIcPHy5W0AXkBl79+/dH//79ERUVhevXr8Pb2xs3b95EUlIS4uPj8eOPP8LMzAxt27ZVaCc2btw4zJgxo0T382noLfi9yC09MzYwQ6WKtVC+nC1MjSvAzMQKOtq6CI7wK1bQlZaRiEv3PSGRZkNLSxuVKtZCBbNKMDO2gpmJFQz1TXJ7/wsvejXIskQsycTFe9uQkZ0CEUSwq1AdFc0dYWaSu/95beeO31hR7KArrz2dpak9ujQZW+J5JyIioqJh0EWkpszMTKxduxYA4Orqip07d0JfX7mKWmJiolrbsbGxEQIwqVSKM2fO4KeffoJYLMaOHTvQtm1bmJqawsTEBGlpaQgPD3/r+uRyucqqdoXJzMyEf/BVALkP8R0bjVRZepM3qHFRBYRcg0SaDZFIhE6NRsHSzF4pTXGDjbIkMOyu0DlHS9f+cLCqrZRGLpcj+z2OgZGBGZLSopGelfzWdMU9F4iIiKh4lLvSIqJiefnypVCtr3fv3ioDLgDw9vYW/i5Km66pU6eiY8eOWLx4sdI8bW1t9OjRA61a5XavHh0dDSC3bVJe74u3bt1CVlaW0rJ5+vbti1atWuGHH354Z16A3P3M6wmviq1rodXlohNe/fehCPsZn5wbHJYvZ6sy4AJyu0kXVlnslmIft/iU3P3X1zVSGXDlpck79gXPnbfFSnm9OWaJ04TjrMqDwLM4dGURzt3ZxOqFREREGsCgi0hNOjr/BR9BQUEq05w4cQLXr18XPovFqnuRyy8rKwtv3rzB8ePHhc4x8hOLxcL2HB3/6yq9f//+AICkpCQsWbJE5br37duHJ0+eIDY2Fk5OTu/MC6C4nynpcSrThEQ9RmT8S+GzTP7unv5E/9+NenpmEnKkEqX5mdmpePjS6791vmfvgR+rvP0X52QiM1u5fZ0kJxv3n58RPhc8piKR9n/zChwbJ9v60Pr/+fefn1F5fBNToxAU/gDinCzo6hoIvTQSERFRyWH1QiI1Va9eHRUrVkRsbCz27t0La2trdOvWDSYmJggJCcHhw4dx8OBBhWWK0uHFmDFjcPnyZcTExGDEiBGYPHky6tatC319fQQHB2PDhg0IDc3tEtzDw0NYrnPnzmjTpg2uXbuGHTt2ICYmBqNGjUKVKlUQHx+P48eP499//wUAODg4YPjw4UXeT0M9E2SK0/Ay/B4M9cvB0boudHX0kZqRgFcRvgiK8FVYpiilJjaWVZGUFo1sSQauP9oHF+d2KGdogWxJBiLiX+JpyA1k5RubKkf6aZXE2FpURXjsc8jlclx7uAcNqnWCmYkVJDnZiEkMwZOQm0jL/C/ozinQ7bu+rqHwd0jUI9RybA4gd2wxQ30TuFRth4cvLyI+JRwXfLbApWo7VDCrlNsDZfxLPAq6nDvgtUgbDap1/jA7TURE9Jlh0EWkJh0dHcydOxffffcdcnJysGzZMixbtkwhja6uLsaOHYv169cDAEJDQ+Hq6vrW9bq7u2PatGlYtmwZAgMDMXnyZKU0WlpamDZtGlq2bClME4lEWL58Ob7//nvcuHED586dw7lz55SWrVSpEjZt2qQ06PLb9tO9dg/ceLQfcrkMj4Iu4VGQYvf6WiJt1K7SAgGvckv1UjMTCq0ymKdOlVYIj32O1Ix4RMUHISpeubTQ1rIaJDnZiEsOQ2qGcqlfWeZs3xCh0f6ITXqNhJQIXHqwXSmNhakdDPVMEB4XiNTMeIV5JkYWMDYwQ3pWMgJeXUPAq2uwsaiK9g2HAgBqV24JSU42noTcQFJaFK4/3Ku0fh1tXTSv2xcWpqrHKCMiIiL1MOj6xJw9Vrze8ahkdOzYEXv27MG///6L+/fvIzExEfr6+rC3t0eTJk0wZMgQVK1aFefPn0dQUBAuXLiAnj17vnO9X3/9NRo3bozdu3fjwYMHiImJgUgkgpWVFZo2bQoPDw/UrVtXaTkTExP8+++/uHDhAo4cOYLHjx8jKSkJenp6qFq1Kjp37oyhQ4fCyKh44zFVqlgTnd1H42noTcQmvUa2JAPaWrowNjCDVfkqqOHQBKbGFRAW8xQp6XF4E/MUVWxc3rpOfV1DdGkyFk9e3cCb2GdIz0oC5LldpZcvZwMn2/qoZFUbT0NvIS45LHe7n9AAvtpa2mjfcBiehXrjdXQAUjPiIZfLoKdrBHMTK1S2qYcqNq54E/ssN+jKSEBSWgzMTawAAFoiLbRt4IEHgecQnxwOmVyqUBooEolQv1pHOFjVRmCYD2KTQpGZnQoAMDYwh41lVdRybAZjQ/PS2H0iIqLPgkhelBb9pJZOnToBALy8vN6R8v39/u1uja37Y/H7Wo93JyKN+hzOM9I8/paJPj+8f1BJKMv3D5Z0fSLK8klIRERERPQpY++FREREREREGsSgi4iIiIiISIMYdBEREREREWkQgy4iIiIiIiINYtBFRERERESkQQy6iIiIiIiINIhBFxERERERkQYx6CIiIiIiItIgBl1EREREREQaxKCLiIiIiIhIgxh0ERERERERaRCDLiIiIiIiIg1i0EVERERERKRBDLqIiIiIiIg0iEEXERERERGRBjHoIiIiIiIi0iAGXURERERERBqkU9oZoJLx+7e7SzsLGvf7Wo/SzgIVg1wuh0gkKu1sfPRkchm0RHz/VRxSqRTa2tqlnQ0iIqIiY9BFpEJYWBiOHj2KW7duITg4GGlpaTA0NESlSpXQuHFjDBgwANWrVy/tbH6UUjMS4PPsFJrU7gkTQ/PSzo6CPV5zAQAuzu1Rz7lNKecGSEiJwN2nJ9G16dcK09Myk3Di5koAQLO6feBk61oa2fvoiMVibNy4Efr6+vj666/fvQAREdFHgkEXUT5paWlYsmQJ9u/fD6lUqjAvNTUVT58+xdOnT7Fz504MGTIEs2bNgo4Of0Z5ElOjccHnX0hlOaWdlY9eRNxLXHu4G3K5vLSzUmYMHz4cvr6+mDRpUmlnhYiIqFg+uafFp0+fYunSpbh//z7kcjkaNGiA6dOnw8XFRUiTlZWFNWvW4NSpU0hISECtWrUwZcoUNG/evBRzTqUtISEBo0aNwrNnzwAArVq1Qr9+/VCvXj2UK1cO0dHRePToEf7991+EhIRgx44diIiIwJo1a6ClxephACCWZH7UAZehfjkAgK6OfinnBMgSpxUacGmJtGBiWB4AoKut9yGz9VGLiYkp7SwQERG9l08q6AoJCcGQIUOgq6uLr7/+Gvr6+vD09MSwYcOwb98+1KxZEwAwffp0XL58GR4eHnB2dsbBgwcxduxYeHp6wt3dvZT3gkqDTCbDd999h2fPnkEkEmHu3LkYOHCgQhpzc3PUrFkTvXv3xvTp03Hu3DlcvHgRnp6eGDVqVCnlnIqjd+tppZ2FIjEyMEXPlt+VdjaIiIiohHxSr+e3bduG9PR0bNiwARMmTMDo0aOxfft25OTkYN26dQAAb29veHl54ccff8Ts2bPh4eGBnTt3wtbWFn/99Vcp7wGVlkOHDsHHxwcAMGPGDKWAKz9dXV0sWrQItra2AIB169YhKyvrg+STiIiIiMqeT6qkKywsDEZGRnBzcxOmVa5cGZUrV8bz588BACdOnICuri4GDBggpDEyMkK/fv2wfPlyhISEoEqVKh8661TK/v33XwCAvb09hg8f/s70hoaGGDlyJJYtW4aaNWvizZs3qFatmkKarKwsHDhwAGfPnkVgYCAyMzNRoUIFNGrUCB4eHmjUqJHSeu/cuYPhw4dDW1sbDx8+xLJly3DkyBFkZmbC3t4eP/zwA9q3by+U2u7atQuvX7/G+vXrERkZiYoVK6J///6YOHGisM60tDTs3LkTFy5cQGhoKMRiMWxtbdGyZUuMHj0alSpVKnQ/pVIpzp07h8OHDyMwMBCxMbHQ0zVCRXMH1HBoCqvylYW0eZ1U5MnrCMLJtj6a1e39zmP6OOgK/F9dhbWFE5rX7Yt7z04hMj4IWiItmBpXQAuXfgodc8QkhuLFm3uITQpFtjgDOjp6KF/OFk62rqhi46qy58R3daSRJU7Hs9feiIh7gfTMJAByGBuYw65iDdRybA4DPeO3HKschEQ9QkjkI6RkxEEsyYSBngmsLJxQy7E5ypezBqDYSUbBfNVzaguXqu2K1JFGQkokAsPuIiYpBJnZqdDW0oWpkSUqWdVC9UpNoKujXC3x4r1tiEkKhYtze9RxaoUXYT4IiXqElPQ4AICZcUVUsXVFNXv3YleZPX5jBdKzktGsbh/o6Rrg4QsvpGYkQF/XEPZWtdC41hdC2rCwMOzevRt37txBeHg40tLSYGxsjEqVKqFNmzYYPnw4LCwshPSzZs3CkSNHhM9r1qzBmjVrAEC4tudR53wnIiLSlE8q6KpSpQpu3LiBqKgo2NjYAMh98I2JiUHt2rUBAP7+/nBycoKRkZHCsnXr1hXmM+j6vDx79gwhISEAgD59+kBPr2htaDw8PODh4aEyfXBwMCZOnIhXr14pTI+MjMTJkydx8uRJjBgxArNmzSr04Xbu3Lk4cOCA8DkoKAiVK1dWSHPixAns3btX+BwREaHwsPr06VOMHz8e0dHRCsuFhIQgJCQEBw8exMKFC9G9e3el7ScmJmLq1Knw9vZWmJ4lTkNYzFOExTzVSC+AUmkOrvjuRFJabp6lADKyU2BsYAYgtyv6B4FnERh2V2E5sSQT0QnBiE4IRnCEH1q7DoSerkGRtxsVH4wbj/dDkpOtMD05PRbJ6bEIenMfresPhFX5KkrLpmcm4drDfUhKi1KYnpGdgpDIhwiNeowmtXvC2a5BkfPzNo+DLiPg1XXI8V+bMJlMiviUcMSnhONFmA/aNBiM8uVsVC4vlUlw6f52xCaFKkzPW/5N7HO0cxvyXl3ZxyaGIDjST2ivlilOU2hD9+LNPXTt+idychTb/iUnJyM5ORkBAQE4fPgwdu/eXewASZ3znYiISJM+qaBr3LhxuHz5MqZOnYrZs2fDwMAAK1euRHp6OsaNGwcAiI6Ohqur8ltjKysrALkPrfR5efDggfB348aNi7xcYcFZQkICxo4di/DwcKFr6y+++ALm5uZ48eIF1q1bB29vb3h6ekJfXx/Tp09XWodUKsWBAwfQo0cPTJkyBXK5HHfu3IGzs7NCur1796JOnTqYO3cubGxscP36dXTp0gVA7rk+atQoJCYmokKFCvjuu+/QunVrGBgY4OnTp1i9ejV8fX0xY8YMVKxYUWnfp02bBm9vb4hEIgwbNgz9+vXDtiXXkZweg4cvLyIu+Q0eB1+Ghakt7CpUR792PyE2KRRX/XLHjOvebCKMDMyKXWISlxwGAKhfrROcbF2RmZ2GjKxkoeTqUdAlIeBysKqDWpWbo5yRJcSSDIRGBeBJyHXEJIbg5uODaOc2pEhjhSWmRuPawz2QynJgYlgeLlXbw7p8FQAixCWH4VHQZaSkx+Kq3x78r8k4mBpXEJaVyaS44rcbKemx0BJpo45TK1S2doGergHiU8Lh9+ICUtLj4PP0BMqXs4W5iRX6tfsJoVGP4PPsFACgX7ufAABaWu8ee+ppyE34v7oGALA0qwQX57YoX84WOVIxwmKewj/4KjKyU3D5wQ50bToeRgamSut4/voOpDIJqtk3QrVKjWGkXw7J6bHwfXEeCSkRiE4IxquIh6hq76a07LsERfjC2MAcTer0gplxRcQlvUb5crlVceOS3+De/+9zgwYN8O2336J69erQ0dFBSEgItm3bBi8vL0RHR2P16tVYtGgRAGDevHn49ddf0aNHD0RERGD8+PEYP368wnbVPd+JiIg06ZMKumxsbDBhwgTMnTsXffv2FabPnTsXrVu3BgCkp6fD0NBQaVkDg9w34pmZmRrLn1gs1ti6PweaOn75S6Ps7e3V3s66desQHh4OLS0trFq1Ci1atBDmNWjQABs2bMCMGTNw4cIF/PPPP/jiiy+EYCr/2/8qVapg/vz5wiCwX375pVLetLW1sWzZMtjb2wMAevbsCSD3WC1atAiJiYkwMzPDjh07FEoNGjdujM2bN2Ps2LF48OABfv/9d4XqW15eXrh16xYAYObMmRgyZAgAQF/vPqz0qqCd2zCcu7sRqRkJeBJyE3YVqkNXRw/aWrr58qarsopbUTjbuaFOlZYAcnsctDDNfWhPSY/H05CbAICaDk3RsGZXYRl9XUPUc24DC1NbXPXbjaiEIITFPIWjdZ13bu/es1NCwNWlyTjo6/53jXCwqg0bC2ecu7sJqRkJ8H1xHm0b/DdQd2DYXaSkxwIAWrr0QyWrWsI8+wo1UL6cLc7cXg+xJBPPXnujed3e0NXRg5bWf5ffoh6nzOw0PA6+CgCwLu+Etm5DoC0EasaoXbkFrMwrw+veVmRLMuD74jxauvRTWo9UJkFdpzZwrdpemGalVxnt3Ibi+I0V/x/APXmvoAsAmtfrg4rmjgAAh3zH/1lobqlphQoVsG7dOpQrV06YV79+fSxbtgxDhw7Fo0ePcPPmTYXzXVf3v3NLS0tL+JyXRp3znYiIyoaP4Vm6qDWiCvqkgq6VK1di3bp1qF+/Pjw8PKCjo4MjR47g999/h1QqFR4c36Yob8Xfl0wm09i6PweaOn5paWnC32ZmZmptRyaT4ejRowCA//3vf2jWrJnK9f3888+4evUqxGIx9u/fjx9//FFYPk/79u0hEonemp86derA1tZWKU1KSgrOnTsHABg0aBDs7OyU0mhra2Py5MkYNWoUXr58CT8/P6EU+PTp0wBy20QOHjxYaVldHT3UdGyOoPAHMDYwg1wuL9HfjoOV6kApKPw+5JBDW0sXrtU6qExjV6E6rC2cEJ3wCkERD94ZdCWlxQila3WdWisEXHl0dfRR16ktbgccQUTcC2Rmpwrdz4dG+wMAbCycFQKuPEb65VDd3h1RCcEq110coVGPIZVJAADutbrnC7j+Y2lmj+oOjfH89W2ExTxBtjgD+nqK1alFIi3Uqqw8RIa+riEqmDkgKiEI6VlJ75VHAz0TIeAqqKK5A3R19DFwRFcYGxurPLcbNmyIR48eITExsdBzXy6XK8xT93wnIqKyoSw/S38yQVdKSgr+/fdf1KhRAzt37hSi0B49emDs2LFYsGABOnbsCCMjI5U9zeVNMzEx0VgeOZaTejR1/PKvVyqVqrWdwMBApKamAgA6depU6LoqVKiAxo0b4+bNm7h//76QLn/62rVrvzMvtWrVUpnm0aNHQqlZrVq1Cu1dsXr16tDT04NYLIafnx8aNGgAILdDDwBo06ZNoXmoXskd1StpZoiFwtoixfx/GyQz4wqQywFJjuo3XhVMKyE64RXiksLeGRDGJIYIf5uZWBe6TktTO+Hv2KQwOFrXgTgnCwkpuVWS7SrUKHQbrtU6wBWqg8Ti+G//KypUcSzI0bounr++Dblcjtik10rBYDkjS+jpqG7vltdZyPuOt2b+/x2GqFLTsRkAwMNDufRNLpcjKCgIb968AZBb6lvYuScSiRTmqXu+ExFR2VCWn6U/maArJCQEYrEY3bt3Vyr269u3L65fv44HDx7Azs4OsbGxSsvnDbppbV34A4O63rc4knJp6vhVqPDfw2taWhrKly//3uuKi4sT/q5Zs+Zb81ytWjXcvHkTUVFRQjodnf9+khUrVnznPltaWqpMExkZKfw9derUIuU9NjYWenp6yMrKQkpKCgDA2dm5VM5bfV0jldPTMhMBAAmpkTh4ZcE715MjFUOSk/3WDjXy1gkA5+/+U6T8ZWTnHp/M7FRhWjkji8KSl5iMrNztmhpXfGu6/AFZXl7zK+z4AvnalRUycPO7vG3deTIzM3Hz5k28ePECr1+/xuvXr/Hy5UtkZGQopCt47uUFz9ra2grz1DnfiYio7CjL1+1PJujS18/tHUsqlSrNy+tFSyaToW7dujh+/DiysrKEdlwAEBAQAABwcXH5ALmlj0n+zinCwsLg4OBQ5GWlUqnQ5gpQrKpYsIfMgvLaFhZ80MxTlAtL3nlfUP58FFXeMsnJycI0Ve0fNa1gKUZ+BXsWLAqJ9O1BV857rDNvGbHkvzagOtq6hSUvMXn7r6P99nNDR+u/+TlS5ZI7Tb4p1NYq/LYik8vwOOgyWrVaoFQvX09PD02aNAEA3L17V9XihVLnfCciIvoQPpmgq3r16rC2tsbRo0cxatQoGBvnVpGRyWTYv38/dHR04O7uDjMzMxw8eBB79+7FyJEjAeQ+9B48eBCurq5wdFTdFoE+XfnHy7p165ZCxxdvk5ycjA4dOqBBgwbo378/unbtqhBoFRZM5UlPTwfw7uDsfeQPlk6fPo2qVau+17Ka7Fjmfeho6UIizYajdV2VHUS8D+18wdKA9r9AW7vol8X8wU+OVFIi+SnK9lQFUvnlSP8LJHW0NB8MFtWD52fx4k3uIORVq1ZFx44dUbNmTVSrVk0oVV29enWxgy51znciIqIP4ZMJurS0tDBnzhxMnjwZX331FQYMGAAdHR2cPn0avr6+mDx5MmxsbGBjY4PWrVtj8eLFiIyMhJOTE/bv34+oqCgsXLiwtHeDSkGlSpVQt25dBAQE4MyZM/juu++KVMp09uxZpKWl4caNG+jQIbe9Tl4vgkDuuFrVq1cvdPmgoCAAgJ2dXaFp3petra3wd3h4+FsfQgu2eSpXrhyMjY2Rnp6OsLCwQpfLzE7F89d3YGJYHpWsar114OCSYmRghuT0mP8fuLhwxenYw+j/x/8CgPSspLe2lVJaVv+/7tjzV1MsKCktBq+j/GFsWB6Vbeq9d6mYsaEZktKihN4SC5Ocb75RvgGlS1N6ZpIQcHXu3BmrVq1SWeKWmFj4cSyMOuc7ERHRh1B2W6Op0LFjR3h6esLGxgarV6/G4sWLIRaL8ffff2PSpElCupUrV2Lw4ME4ceIEFi1aBD09PWzevBnu7prpFIA+fiNGjAAAvHnzBp6enu9Mn56ejo0bNwLIDVJ69OgBAKhRo4bQDfaFCxcKXT4hIQE+PrkPoJpozN+wYUPhwfLSpUuFpgsICED9+vXxv//9D2fOnAGQW73PzS23q/AbN24Uumxk/Es8Db0Jn2cnIZNJ/3/ZktoD1SqWzy2JTkiNFNo3qXL90T4cvroYl+5vF6oXF8bK/L8Bp9/EPi80XVjMU+y/9BdOea9FbNJrAIC+nhHKGVkCAKLigwpfNjoAASHXcf/56fcacDhPXq+AyemxSEmPKzRdWMxT4W9LU/tC031I8Sn/jYHYr18/lQFX3nh0eYraS5U65zsREdGH8EkFXUDueCzbtm2Dr68vHj9+jMOHD+PLL79USGNsbIzZs2fj1q1b8PX1xd69e9G0adNSyjF9DHr27CkEGsuXL8fevXsLTZuWlobvvvsO4eHhAICJEyfCzCy3tERbW1sYI+706dO4efOm0vIymQzz5s2DRCKBSCRCnz59Snp3ULFiRbRr1w4AcPDgQfj5+SmlEYvFWLhwIbKzs/HmzRvUq1dPmJe3D4GBgSrHM8qRSvA0NHccrwpmDsIAvCLRf+3b8gKxklTVriEAQC6X4f7zM5DJlR/KI+NfIjz2ObIlGTA2NH9nqYalmT3MTXI70HkacgOpGQlKacQ5WXgUdAlSmQRZ2WlCegBwtmsAAAiPC0R0wiulZbPE6XgRfh8AUMmqttBRRf6BkKVFPFZVbFyF5e49O61yuYSUCKFEya5CDRjqa65H1uLIH2zmlfIWtGnTJrx8+VL4LJEoVtnMG5ur4HR1z3ciIiJN++SCLqL3oaWlheXLl8POzg5SqRRz5szB0KFDcerUKQQFBSEpKQlBQUHYvn07evbsKZQAde3aFaNGjVJY18SJE4WxsyZMmIC1a9ciJCQESUlJuHfvHsaNGye8ZR81apTGxgqaNWsWjI2NIZFIMGrUKGzatAmvX79GQkICvL29MWbMGKHtzIgRIxQ6EOnatSsaN24MAJg9ezZWrFiBV69eIUucjqj4YFy674mU9DiIIEKD6p2E5fKPQxUS9QhiSRbEEtXdd78PC1NbVLPPbYP3JvYZLj/YgaiEYGSLM5CaEY8nITdx49F+AICeriFcnNsVab3utbpDJNKCOCcLF3w248Wbe0jPSkZmdhrCYwNx8d42oWTJtWoH6Or814FJDYcmQmnXtYd78DT0FtIyk5CZnYo3Mc9w8d42ZIvToa2lq5Cf/MfqVaQfxJKsd3YUYqhvAlfn3AGNoxNf4dL9bYiMD0K2OAPpmUl49vo2Lj3YDplMCj0dA7jX6l6k/f8QKpo7Cp1srFmzBnv37kV4eDhiY2Ph7e2N7777DsuWLVNYJq/dYx5zc3MAwNWrVxEZGYn4+HhhnjrnOxERkaZ9Mm26iNRla2uLvXv34ocffsCdO3fg4+MjVAEsSFtbG6NHj8bUqVOVSlLMzc2xZcsWjB8/Hq9fv8aqVauwatUqpXWMGjUK06dP18i+AECVKlWwadMmTJ48GQkJCVi6dCmWLl2qlK53796YNm2awjRtbW2sWrUKEyZMgJ+fH9avX4/169crpNESaaNx7R4KA+GaGFnA2MAM6VnJCHh1DQGvrsHGoiraNxxaYvvVsGY3SGU5eBX5EDGJIQrjbOXR1zVC6/qDhBK4d6lo7oiWLv1wO+AIsiUZuPfslMp0daq0QnWHxgrTdLT10K7BEFzx24XUjHj4vbgAvxcXlNK0cu2v0K28hak9dLX1IZFmw+fpSfg8PYmq9g3RpHbPt+a1VuUWkORkIyDkOuKS3+CK706lNMaG5mjlMgDG+dqrlTZ9PSM0qN4Z95+fQUZGBubMmaOUxtjYGIMGDcLmzZsB5A4FYmHx3zFr3rw5/Pz88OzZM6Fk6/r167CyslLrfCciItI0Bl1E+VhbW2P79u3w9vbGqVOn8PDhQ0RERCAzMxNGRkZwdHREs2bNMGDAAFSpUqXQ9Tg7O+PEiRPYu3cvzp07h5cvXyI7Oxs2NjZo1KgRBg0ahPr162t8f9zd3XHu3Dns2LEDly9fRmhoKDIyMlC+fHm4urpi4MCBaNu2rcplLSwssGvXLhw5cgTHjx/H8+fPkZqSCgM9E1hbOKFW5RYwN7FSWEZLpIW2DTzwIPAc4pPDIZNLFXrSKwnaWtpoVrc3qtjWR1D4fcQlhSFLnA4tLS2YGFrAvmIN1HRoBn294vUK6WBVG5ZmlRD4+jYi44OQlpkImSwHBnomqGjuiOoOTVDRXHXpiIlReXRtOh4v39zD6+gApGTEQSqVwMjADLaWVVG7cksYF+jQQl/XEG3dPOD3wgtJaVEAREXqEl8kEsG1WgdUsqqFwLC7iEkMQaY4Dbra+ihnZInK1nXhZNdAoTTuY5FXKig1CcXjx4+RmpoKQ0NDODo6omXLlhg6dCgsLCxw4MABpKSk4MKFC2jYsKGw/MSJE5GVlYVTp04hMTER5ubmCA8Ph5VV7nmozvlORESkSSL5u1qZk9o6dcqtfuXl5aWxbfz+7W6Nrftj8ftaj9LOwmevrJ9ne7zmAgBcq7ZHXac2pZybzxd/y0Sfn7J+/6CPQ1m+f7Ck6xNRlk9Cog8hf8ceWvk6/CAiIiLSNHakQUSfhUxxmvB3caseEhEREamDJV1E9EmLTw6HHHK8fHNfmGZmbPWWJYiIiIhKFoMuIvqk+Tw7hcTUSOFz+XK2sDC1K8UcERER0eeGQRcRfbLkcjmkshxoibShra0DW8tqcKvxv3cOmExERERUkhh0EdEnSyQS4YvmE0s7G0RERPSZY0caREREREREGsSgi4iIiIiISIMYdBEREREREWkQgy4iIiIiIiINYtBFRERERESkQQy6iIiIiIiINIhBFxERERERkQYx6CIiIiIiItIgBl1EREREREQaxKCLiIiIiIhIgxh0ERERERERaRCDLiIiIiIiIg1i0EVERERERKRBDLqIiIiIiIg0iEEXERERERGRBjHoIiIiIiIi0iAGXURERERERBrEoIuIiIiIiEiDGHQRERERERFpkE5JrCQuLg4+Pj6Ijo5GfHw8cnJyYG5ujsqVK8PNzQ3W1tYlsRkiIiIiIqIy572DrrS0NOzfvx9HjhzBy5cvhelyuRwAIBKJhGm1a9fGV199hX79+kFfX1+N7BIREREREZUtxQ66cnJysHXrVvz7779ITk6Gvr4+GjZsiBo1asDe3h7lypWDVCpFQkICYmNj8fDhQzx79gx//PEH1q9fjzFjxmDYsGHQ0SmRQjYiIiIiIqKPWrEinydPnuDHH3/Eq1ev0L59e3z11Vdo0aLFO0uv0tLS4OXlhQMHDmDRokU4duwYFi1ahJo1a6qVeSIiIiIioo9dsTrSGDBgAJydnXHy5EmsWbMG7du3L1J1QRMTE/Tu3Ru7du3C8ePHYW1tjX79+r13pomIiIiIiMqKYpV0bdu2De7u7mptsEaNGti4cSPu3Lmj1nqIiIiIiIjKgmKVdKkbcOXXtGnTElsXERERERHRx4rjdBEREREREWlQiXch+ObNG+zduxehoaHQ0tJC9erV4eHhAQsLi5LeFBERERER0UevRIMuLy8vTJs2DTk5ObCwsEBmZibOnTsHT09PbN68Ga6uriW5OSIiIiIioo9eiVYvnD9/Ptzd3XHjxg3cuHED9+/fx65duyCXy/Hnn3+W5KaIiIiIiIjKhGIFXYGBgYXOS0lJQVRUFAYOHKhQlbBRo0Zo0qQJnj59+v65JCIiIiIiKqOKFXR9+eWX+OGHHxAWFqY0z8TEBCYmJrhw4QJycnKE6ZGRkXj48CFsbW3Vzy0REREREVEZU6w2XfPmzcO6devQrVs3fPXVV5g4cSKsra0BAFpaWpgwYQIWL16MmzdvwtHRERKJBC9fvoREIsHs2bM1sgNEREREREQfs2KVdPXv3x/nzp3DjBkzcP78efzvf//D33//jaSkJADAmDFjsHXrVjRu3BgZGRkQi8Xo0KEDPD090a1bN03kn4iIiIiI6KNW7N4L9fT0MHLkSPTv3x9bt27F1q1bsX//fowcORKjRo1C8+bN0bx5c03klYiIiIiIqMx5794LjY2NMWnSJHh5eaFfv374559/0KlTJ2zbtg1isbgk80hERERERFRmqd1lfPny5TFr1iycP38eHTt2xJIlS9C5c2fs378fUqm0JPJIRERERERUZhU76AoLC8OiRYswceJEzJgxA7t27UJOTg6sra0xf/58nDhxAm5ubpgzZw66d++OU6dOaSLfREREREREZUKxgq779++jR48e2LZtG/z8/HDx4kX88ccfGDx4sNBNvJOTE1asWIFDhw7BwcEB06dPR+/evXH58mWN7AAREREREdHHrFhB1+LFi2FgYIATJ07g1q1b8PX1xfTp0+Hv749Dhw4ppK1Tpw7+/fdf7NixAwYGBpg4cWKJZpyIiIiIiKgsKFbQ9fz5czRu3BjVqlUTpg0dOhRyuRzPnj1TuUzjxo2xd+9erF+/Xr2cEhERERERlUHFCrosLCzw+PFjYVwuALhy5QoAwN7e/q3LtmvXrrh5IyIiIiIiKvOKNU7X+PHj8dtvv6FDhw6oVq0asrKyEBgYCCsrK/Tv319TeSQiIiIiIiqzilXSNWDAAGzbtg3NmzdHRkYGjI2NMXz4cBw5cgRmZmaayiMREREREVGZVaySLgBo1qwZmjVrpom8EBERERERfXLUHhyZiIiIiIiIClesoKtv3764f/++2hu9efMmvvzyS7XXQ0RERERE9LErVtBVp04dDBkyBN988w3u3LlTrA1JpVKcP38eI0eOxNixY+Hm5las5YmIiIiIiMqiYrXpmj9/Pjp37ow//vgDI0eOhJ2dHTp06AB3d3fUqFED9vb20NPTAwCkpKQgNjYWDx8+xL1793D16lUkJCTAzs4OmzZtQuvWrTWyQ0RERERERB+TYnek0bZtWzRv3hz79u3D1q1bsWPHDuzcufO/FeroQC6XQyqVCtPkcjkcHBwwZcoU9OnTBzo6xd5skWVlZWH9+vU4ceIE4uPj4ejoiNGjR6NPnz4KadasWYNTp04hISEBtWrVwpQpU9C8eXON5YuIiIiIiD5P7xX96OnpYdiwYRg6dCju3r2LW7du4d69e4iMjERiYiIkEgksLS3h6OiI+vXro3379mjSpElJ512JTCbDxIkTcfv2bXh4eMDZ2Rlnz57FrFmzkJ2djUGDBgEApk+fjsuXLwtpDh48iLFjx8LT0xPu7u4azycREREREX0+1CpyEolEaNq0KZo2bVpS+VHL0aNHcfPmTfz2228YMmQIAGDQoEH46quvsGbNGgwcOBC3b9+Gl5cXfvrpJ4wcORIA0Lt3b/Tq1Qt//fUXDh8+XIp7QEREREREn5pPqsv4Q4cOwdHREYMHDxamaWlpYcqUKRg0aBAyMjJw4sQJ6OrqYsCAAUIaIyMj9OvXDwEBAQgJCSmFnBMRERER0afqkwm6JBIJHj58iObNm0NLK3e30tPTIZfL0bZtW0yaNAnGxsbw9/eHk5MTjIyMFJavW7cuAMDf3/+D552IiIiIiD5dn0zQ9ebNG0gkEtjb22Pbtm1o06YNGjZsiGbNmmH9+vWQy+UAgOjoaNjY2Cgtb2VlBQCIiIj4oPkmIiIiIqJPm+a6EfzAUlNTAQCHDx9GcnIyJkyYACsrKxw7dgwrVqxAZmYmpk2bhvT0dBgaGiotb2BgAADIzMzUWB7FYrHG1k1EVFbwWkhERO/jY7h/5A2PVVyfTNCV9yWEhYXh8OHDqFWrFgCgW7duGDZsGLZs2YLhw4e/cz0ikUhjeZTJZBpbNxFRWcFrIRERvY+yfP/4ZIKuvNIrV1dXIeDK07dvX9y9exf379+HkZERsrKylJbPm2ZiYqKxPOa1NSMi+pzxWkhERO+jLN8/PpmgK6+dloWFhdK8vGnp6emws7NDbGysUpqYmBgAgLW1tcby+L7FkUREnxJeC4mI6H2U5ftHiYSLaWlp2L17N6ZOnQoPDw+sWLECALBt2zbcuXOnJDbxTpaWlrCxsUFQUJDSvDdv3gAAbG1tUbduXbx8+VKptCsgIAAA4OLiovnMEhERERHRZ0PtoOvWrVvo0qUL/vjjD5w5cwa+vr5CD4CHDh3CyJEjsXz5crUzWhQ9e/ZESEgIzp8/L0wTi8XYvXs3LCws4O7ujq5du0IsFmPv3r1CmoyMDBw8eBCurq5wdHT8IHklIiIiIqLPg1rVCwMDAzFhwgTI5XIMGzYMLVu2xPjx44X5AwcOxKpVq7Bp0ya4urqiY8eOamf4bb755htcvHgRM2bMwJAhQ2Bvb4+jR48iKCgIS5cuha6uLlq3bo3WrVtj8eLFiIyMhJOTE/bv34+oqCgsXLhQo/kjIiIiIqLPj1pB19q1ayGRSPDPP/+gZcuWSvOHDh0KNzc3DBgwADt2+/IQggAAi3hJREFU7NB40GViYoLdu3dj5cqVOH78OFJTU1GjRg2sX78e7du3F9KtXLkSy5cvx4kTJ5CZmYmaNWti8+bNcHd312j+iIiIiIjo86NW0HX37l00aNBAZcCVp27dumjUqBFevHihzqaKrHz58vj999/x+++/F5rG2NgYs2fPxuzZsz9InoiIiIiI6POlVpuu9PR0lb0FFmRsbIy0tDR1NkVERERERFQmqRV02dnZISAgADk5OYWmEYvF8Pf3h52dnTqbIiIiIiIiKpPUCrq6deuGyMhILFiwAFKpVGm+VCrFggULEBcXhy5duqizKSIiIiIiojJJrTZd48aNg5eXF3bv3o2bN2/Czc0NAPDixQvMnz8f3t7eCAoKQuXKlTF27NgSyTAREREREVFZolbQZWRkhB07dmDevHk4e/YsQkJCAABPnz7F06dPAQBt2rTBH3/8gXLlyqmdWSIiIiIiorJGraALAMzNzbFs2TLMnDkTPj4+iIqKgkwmQ8WKFdGoUSMONkxERERERJ81tYOuPNbW1ujRo0dJrY6IiIiIiOiToFbQ5ePj8840IpEIOjo6MDExgb29PQwNDdXZJBERERERUZmiVtA1bNgwiESiIqfX0tJCs2bN8Pvvv8PBwUGdTRMREREREZUJagVd3333HS5dugR/f3+YmZmhVatWsLe3h1wuR1RUFG7duoX4+HjY2dmhbt26eP36NW7evAkPDw8cPXoUlpaWJbUfREREREREHyW1gi4XFxesXr0aX3zxBf744w8YGRkpzBeLxZg/fz4OHz6MhQsXokmTJjh48CBmz56Nf//9FzNnzlQr80RERERERB87tQZHXrt2LWxsbLBw4UKlgAsA9PT0MGfOHNjY2GDlypUAgH79+qF69eq4dOmSOpsmIiIiIiIqE9QKup49e4b69etDV1e30DTa2tqoV68eAgIChGlOTk6Ijo5WZ9NERERERERlglpBl6mpqTAg8tuEhobCwMBA+CwWi9mLIRERERERfRbUCrqaN2+O58+fY/PmzYWm8fT0xNOnT9GsWTMAQGZmJnx9fVG5cmV1Nk1ERERERFQmqNWRxqRJk3D16lUsWbIEFy9eRMeOHWFrawuZTIaIiAhcvXoVDx48gImJCb7//ntkZGRg0KBBSElJwZdffllS+0BERERERPTRUivocnBwwI4dO/Drr7/iwYMH8PX1FebJ5XIAQJ06dfDXX3/ByckJL168QGBgINq1a4d+/fqpl3MiIiIiIqIyQK2gCwCqV6+OvXv3wt/fH97e3oiOjoZEIoGNjQ2aNGmCRo0aCWltbGxw6tQpVK1aVd3NEhERERERlQlqB1156tWrh3r16r01Tbly5VCuXLmS2iQREREREdFHr0SCLqlUisTEREgkEqFaIQDIZDJkZ2cjLi4Oly9fxqxZs0pic0RERERERGWGWkGXXC7HggULcODAAWRlZb0zPYMuIiIiIiL63KgVdO3YsQPbt28HkNteKzs7G0lJSahatSpSUlIQExMDAKhcuTJGjhypdmaJiIiIiIjKGrXG6Tp27BhEIhE2bdqEK1euYObMmQCAVatW4dq1azhx4gSqV6+OyMhIhQ41iIiIiIiIPhdqBV0hISFwcXFBmzZtAACurq6Qy+W4d+8egNyeDdeuXQupVIpNmzapn1siIiIiIqIyRq2gSywWw87OTvhcuXJl6Ojo4NmzZ8I0R0dHuLm5CYEYERERERHR50StoMvCwgIJCQnCZ21tbdjZ2eHFixcK6SwtLREfH6/OpoiIiIiIiMoktYIuNzc3PHjwAIGBgcK0GjVq4PHjx0hJSQGQ28Ph8+fPYW5urlZGiYiIiIiIyiK1gq7hw4dDKpVi0KBBQput3r17IysrC9988w2OHj2K6dOnIzQ0FPXr1y+RDBMREREREZUlanUZ37BhQ/z5559YsGCBUKWwU6dOaN26Na5fvw5fX1/I5XKYmZlh6tSpJZJhIiIiIiKiskStoAsA+vbti+7duyMuLk6YtnHjRhw7dgyPHj2CjY0NevfuDWtra3U3RUREREREVOaoFXT5+PjA0tISzs7OqFSpkjBdS0sLffr0QZ8+fQAADx8+xLVr19C/f3/1cktERERERFTGqNWma9iwYdi4ceM7023evBkLFixQZ1NERERERERlUrFKury8vCCTyRSmRURE4Pz584Uuk5qaCh8fH2hpqRXfERERERERlUnFCrpu3LiBffv2CZ9FIhHu3bv3zoGP5XI5evbs+X45JCIiIiIiKsOKFXRNmzYN2dnZwucjR47A0dERjRo1KnQZfX19VKlSBYMGDXr/XBIREREREZVRxQq6TE1NFdpmHTlyBA0aNGB7LSIiIiIiokKo1Xvhs2fPSiofREREREREnyS1x+nKk5ycjMzMTKWONvKzs7Mrqc0RERERERGVCWoHXZs3b8bWrVsRHx//1nQikQhPnjxRd3NERERERERlilpB1759+7B48WIAue29LC0toaNTYoVnREREREREZZ5aEdLu3buhpaWFv//+Gz169CipPBEREREREX0y1Bqx+NWrV3B3d2fARUREREREVAi1gi5TU1MYGhqWVF6IiIiIiIg+OWoFXe3atYOvry8SExNLKj9ERERERESfFLWCrmnTpsHc3Bzffvst/Pz8kJOTU1L5IiIiIiIi+iSo1ZHG5MmToa+vD19fXwwePBgikQj6+voQiURKaUUiEe7fv6/O5oiIiIiIiMoctYKugkGUXC5HZmamWhkiIiIiIiL6lKgVdD179qyk8kFERERERPRJUqtNFxEREREREb2dWiVdeeRyOa5duwYfHx9ER0fDxcUFw4cPx6lTp+Di4gJHR8eS2AwREREREVGZo3bQ9ezZM0ybNg2vXr2CXC6HSCQSOtLYvHkznj9/jjlz5mDAgAFqZ5aIiIiIiKisUat6YUREBEaMGIHg4GB06NABc+bMgVwuF+a3aNECWlpamDNnDu7du6d2ZomIiIiIiMoatYKuNWvWICUlBQsXLsTatWsxePBghfkzZszA2rVrIZfL8e+//6qVUSIiIiIiorJIraDr+vXrqF27Nnr37l1omjZt2qBBgwZ4+vSpOpsiIiIiIiIqk9QKupKSklCpUqV3pqtQoQISExPV2RQREREREVGZpFbQZWVlhefPn781jVwux9OnT2FlZaXOpoiIiIiIiMoktYKuDh064PXr19i0aVOhaTZu3IiIiAi0a9dOnU0RERERERGVSWp1GT9hwgRcuHABy5cvx40bN9CkSRMAQHh4OLZu3Yrr16/D29sbFhYW+Prrr0skw0RERERERGWJWkGXhYUFduzYgRkzZuDu3bvw8fEBANy/fx8PHjyAXC5H9erVsXTpUlYvJCIiIiKiz5LagyM7ODhg37598PX1xd27dxEVFQWpVAorKys0atQIzZs3L4l8Flt4eDh69uyJLl26YOHChcL0rKwsrFmzBqdOnUJCQgJq1aqFKVOmlFo+iYiIiIjo06Z20JWnatWqcHNzEz7Hx8cjKSmppFZfLHK5HD///DPS09OV5k2fPh2XL1+Gh4cHnJ2dcfDgQYwdOxaenp5wd3cvhdwSEREREdGnTK2ONADA398fffr0wcSJExWme3t7o0ePHujTpw+CgoLU3Uyx7Nq1C/fv31ea7u3tDS8vL/z444+YPXs2PDw8sHPnTtja2uKvv/76oHkkIiIiIqLPg1pB14sXLzB06FA8ffoU+vr6CvOsra3h7u6Op0+fYsCAAQgODlYro0X1+vVrLF26FJMmTVKad+LECejq6mLAgAHCNCMjI/Tr1w8BAQEICQn5IHkkIiIiIqLPh1pB1+rVq5GVlYWFCxdi8+bNCvMaN26MHTt24O+//0Z6ejrWrFmjVkaLQiaTYdasWahZsyZGjBihNN/f3x9OTk4wMjJSmF63bl1hPhERERERUUlSq03Xo0eP4Obmht69exeaplevXti5cydu3bqlzqaKxNPTE/7+/jh69Ci0tJTjyejoaLi6uipNz+tZMSIiQqP5E4vFGl0/EVFZwGshERG9j4/h/qGnp/dey6kVdCUnJ6sMYgqytbXFs2fP1NnUOwUHB2PFihX4/vvv4ezsjOzsbKU06enpMDQ0VJpuYGAAAMjMzNRoHmUymUbXT0RUFvBaSERE76Ms3z/UCroqVaoEX19fiMXiQqO+nJwcPHr0CLa2tups6q2kUil++ukn1K5dG6NGjXrv9YhEohLMlTJVpW9ERJ8bXguJiOh9lOX7h1pB1xdffIEVK1Zg5syZmD9/PoyNjRXmZ2VlYe7cuYiKisL48ePVyujbbNmyBf7+/ti+fbvQTb1EIgGQWwyZkJAAExMTGBkZISsrS2n5vGkmJiYayyPw/sWRRESfEl4LiYjofZTl+4daQdfIkSNx7tw5nDlzBlevXoW7uztsbGwAADExMbh//z5SU1NRvXp1jBs3rkQyrMq1a9eQk5MDDw8PpXmnTp3CqVOnsGDBAtjZ2SE2NlYpTUxMDIDcHheJiIiIiIhKklpBl4GBAbZv344lS5bg+PHjuHbtmsJ8XV1d9OnTB7NmzVIqBStJM2fOREpKisI0iUSCr7/+Gq1atcKYMWNQrVo13L9/H8ePH0dWVpbQjgsAAgICAAAuLi4ayyMREREREX2e1Aq6AKBcuXKYO3cufvnlFzx+/BixsbGQyWSwtLRE3bp1NV5lDwDq1aunNC2vI42KFSuiRYsWAICuXbvi4MGD2Lt3L0aOHAkA/8fefcfndP//H38mJCFi773FDNHYYqtRFLVXzdIapVqhjVbpx6i9qqhZe88Sq9SsXcQoippJSNVIIuv6/eGX6+tyhYpcR+TK4367udV1zvuc8zqX9OR6Xu/3eR+FhIRo1apV8vDwUJ48eQyvFQAAAEDSEq/Q1aNHD+XNm1e+vr5ydnbWO++8Y6u6DOHt7S1vb2+NHTtWt2/fVv78+bVixQrduXNHo0ePTujyAAAAANiheIWuo0ePmiesSCwmT56siRMnauPGjQoNDZW7u7vmzJkjLy+vhC4NAAAAgB2KV+hKlSqVTCaTrWqxKRcXF124cMFqeapUqeTr6ytfX98EqAoAAABAUhOvye779++vI0eOaPr06eap2gEAAAAA/ydePV2HDx9Wrly5NG3aNE2bNk2ZMmVS2rRpY33IsIODgzZs2BCfwwEAAABAohOv0PV8iAoKCor1OViSYg1iAAAAAGDv4hW6du7caas6AAAAAMAuxSt05cyZ01Z1AAAAAIBdivfDkWNcvnxZhw8fVkBAgAoWLKjGjRvr0KFDKlmy5Bt5QDIAAAAAvI3iHbru3Lmjr776SgcOHDAva9y4sRo3bqzx48frypUrGj9+vKpXrx7fQwEAAABAohOvKeP/+ecftW/fXvv371fRokXVrVs3i+d25c2bV48ePVLv3r11/vz5eBcLAAAAAIlNvELXDz/8oJs3b6pv375au3atPv/8c4v148aN03fffafIyEjNnDkzXoUCAAAAQGIUr9C1c+dOFShQQL17935hmxYtWqho0aL6448/4nMoAAAAAEiU4hW6goKCVKhQof9slzt3bt29ezc+hwIAAACARCleoSt9+vS6evXqf7b766+/lD59+vgcCgAAAAASpXiFripVqujixYvauHHjC9usW7dOly9fVuXKleNzKAAAAABIlOI1ZXzv3r21Y8cO+fj46MCBA6pQoYIkKTg4WNu2bdNvv/2mNWvWKGXKlOrZs6dNCgYAAACAxCReoStXrlyaM2eO+vfvr7Vr12rdunWSpP3792v//v0ymUzKmDGjxo8fr3z58tmgXAAAAABIXOL9cGQPDw9t3bpVfn5+OnLkiO7cuaOoqChlyZJFZcuW1XvvvSdXV1db1AoAAAAAiU68Q5ckOTs7q3HjxmrcuLEtdgcAAAAAduO1QldgYKB+++03BQcHK0eOHKpevbpSp05t69oAAAAAINGLc+hasGCBxo0bp8jISPOy1KlTa/jw4apfv75NiwMAAACAxC5OU8bv379fo0aNUkREhIoXL6569eqpUKFCevDggT7//HOdPXvWqDoBAAAAIFGKU+hasmSJHBwcNGrUKK1evVqTJk3Sxo0b9dlnnykyMlKLFy82qk4AAAAASJTiFLpOnz6tYsWKqVmzZhbLP/roI+XIkUPHjh2zaXEAAAAAkNjFKXTdv39fefLkiXVd0aJFFRAQYJOiAAAAAMBexCl0hYeHy9nZOdZ1qVKlUlhYmE2KAgAAAAB7EafQBQAAAACIG0IXAAAAABiI0AUAAAAABorzw5FPnjypIUOGWC3/448/JCnWdZLk4OCgkSNHxvVwAAAAAJCoxTl0/f333/r7779fuH7t2rWxLid0AQAAAEiK4hS6Ro0aZVQdAAAAAGCX4hS6nn8oMgAAAADg5ZhIAwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQHYVuk6dOqUePXrIy8tLpUqVUtOmTbVu3TqLNmFhYRo3bpxq1qyp0qVLq3Xr1jp48GDCFAwAAADA7tlN6Lp8+bI6duyoCxcuqHv37ho0aJBSpkwpHx8fzZs3z9xu4MCBmjt3rmrXri0fHx9FRESoe/fuOnr0aAJWDwAAAMBeJU/oAmxlzJgxcnR01MqVK5U1a1ZJUvv27dWuXTtNmTJFrVq10qlTp7Rjxw4NGTJEnTt3liQ1bdpUTZo00ciRI7VmzZoEPAMAAAAA9sguerqioqJ05MgReXt7mwOXJDk6OqpBgwYKCQnRuXPntHHjRjk5OalVq1bmNq6urmrRooX8/f119erVBKgeAAAAgD2zi54uR0dHbdiwQQ4ODlbrgoODJUnJkiXTmTNnlD9/frm6ulq0KVGihCTpzJkzypcvn+H1AgAAAEg67CJ0OTg4KHfu3FbLQ0JCtHr1arm6uqp48eIKCAiQh4eHVbssWbJIkm7dumV4rQAAAACSFrsIXbExmUzy9fVVUFCQevfuLRcXFz1+/FgpU6a0apsiRQpJUmhoqKE1hYeHG7p/AEgMuBYCAF7H2/D7w9nZ+bW2s8vQZTKZNGzYMG3evFnly5fXxx9//ErbxTY80Zaio6MN3T8AJAZcCwEAryMx//6wu9AVERGhwYMHa9OmTfLw8NCMGTPk5OQk6emkGWFhYVbbxCxzc3MztDZHR7uYtwQA4oVrIQDgdSTm3x92FbpCQ0PVt29f7d27V+XLl9eMGTMsglSOHDkUFBRktV1gYKAkWcx8aITX7Y4EAHvCtRAA8DoS8++PxBsXnxMREaE+ffpo7969qlmzpn766SernqsSJUro0qVLVr1d/v7+kqRSpUq9sXoBAAAAJA12E7qmTJmiffv2qVatWpo6dapcXFys2tSvX1/h4eFatmyZeVlISIhWrVolDw8P5cmT502WDAAAACAJsIvhhYGBgZo3b56SJ0+uqlWr6pdffrFqU6lSJXl7e8vb21tjx47V7du3lT9/fq1YsUJ37tzR6NGjE6ByAAAAAPbOLkLX8ePHFRERIUkaPnx4rG1mz56tLFmyaPLkyZo4caI2btyo0NBQubu7a86cOfLy8nqTJQMAAABIIuwidNWvX18XLlx4pbapUqWSr6+vfH19Da4KAAAAAOzoni4AAAAAeBsRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAIBn9OnTR7Vq1Xrl9pGRkWrRooU6duxosfzRo0fq16+f3nnnHTVr1kynTp2yWB8YGKjy5cvr+vXrNqkbwNuL0AUAAPD/rV+/Xtu3b4/TNrNmzdLp06etlk+fPl0XLlzQhAkTVKJECX366acKDw83r582bZqaNGmi3Llzx7tuAG+35AldAAAAwNsgICBA//vf/5QtW7ZX3ub8+fOaOXOmMmfObLXu4MGDat26tapXr64yZcpo5cqVunbtmgoXLqzLly9r69at2rp1qy1PAcBbip4uAAAASb6+vqpSpYoqVar0Su3Dw8M1aNAgdezYUfnz57da7+DgIBcXF0mSk5OTJCkqKkqSNH78eHXq1EkZMmSwUfUA3maELtiN6OhozZkzR++++648PDzUpEkTbdiw4ZW3f/TokWrVqqXBgwdbLA8ICFCXLl3k6emp9u3b6+rVqxbrz507p0qVKunRo0e2OA0AQAJYuXKl/P39NXTo0FfeZvr06YqMjFS/fv1iXV+mTBlt3bpVwcHBWr16tTJmzKj8+fPr2LFj+uOPP9SlSxdblQ/gLUfogt2YPHmyJk6cqBYtWmjmzJmqXLmyvvjiC23atOmVth81apRu3rxptfx///ufQkJCNG3aNKVOnVo+Pj4W68eNG6eePXvKzc3NJucBAHizbt68qVGjRumbb7555Z6nU6dOae7cuRo9erScnZ1jbdO3b19JUqVKlTRz5kyNHTtWLi4uGjt2rD7++GM9efJEvXv3VoMGDTRhwgRzLxgA+8M9XbALoaGhWrhwoTp27KiPPvpI0tNfcv7+/vr555/VqFGjl26/Z88ebdmyRalTp7Zad/DgQX333XeqUqWK0qdPr2bNmunx48dKlSqVDhw4oL/++kszZsww5LwAAMYymUz68ssvVb16ddWrV++Vtnny5IkGDx6sDz/8UB4eHi9slyFDBv38888KCQmRq6urJGnbtm26e/euWrdurQEDBihVqlSaMmWK+vfvryxZsqhDhw42OS8Abxd6umAXnJ2dtXTpUnXt2tViuZOTk548efLSbf/991/5+vrqiy++UJo0aazWOzg4KEWKFOb9SU+HMppMJo0dO1b9+vV74becAIC32+LFi3XhwgV9+eWXioyMVGRkpEwmk6SnU8FHR0dbbTNp0iRFR0frk08+sdjGZDJZbB8jJnBFRkZq/Pjx6t+/vyRp165d6tChgwoXLqymTZvKz8/P2JMFkGDo6YJdSJYsmYoWLSrp6beW9+7d05o1a3TgwAENHz78pduOGDFCBQsWVJs2bTR79myr9WXKlNGGDRvk6empNWvWqEiRIkqdOrU2bNigyMhIvf/++4acEwDAeH5+fvrnn39UtWpVq3UlSpRQnz59zMMEn93m5s2b8vT0jHWbUaNGqXnz5lbrVq5cqZQpU+q9997T3bt3FRUVpbRp00qS0qZNq7t379rorAC8bQhdsDubN2/WwIEDJUk1atRQkyZNXth2+/bt2rlzpzZt2iQHB4dY23z11Vfq27evypUrp3z58mnixIkKDw/XpEmTNHToUF2/fl3Dhg1TUFCQWrRooc6dOxtxWgAAA3z77bd6/PixxbLp06frzJkzmjFjhrJkyWK1zYwZMyyetyVJ33zzjXl/uXLlstrm8ePHmj59ukaNGiUHBwelT59ejo6OCgoKUt68eRUYGKiMGTPa8MwAvE0IXbA7Hh4eWrRokS5cuKDJkyere/fu+vnnn61CVXBwsL7++msNGjRIOXPmfOH+8ubNqw0bNliMyZ83b56yZ8+umjVrqlmzZqpSpYrq16+vnj17Km/evKpZs6ah5wgAsI0CBQpYLUuXLp2cnZ1VqlQpSU9nt7106ZLy5MmjDBkyyN3d3WqbVKlSSZJ5m+fNmzdPBQsWlLe3tyQpefLkqlq1qmbMmKGOHTtq9erV6tSpk61OC8Bbhnu6YHfy5MmjcuXKqUOHDvrqq6905MgRHT161KrdsGHDVKhQIbVo0cI8Jl/Sf47Jf/DggX788UcNHDhQ169f19mzZ9WlSxeVLFlSdevW1bZt24w/SQDAG+Pv76/WrVtr9+7dr7X9vXv3NHfuXPMojBjDhg1TaGioPv/8c1WpUkXt27e3QbUA3kb0dMEuBAcH67fffpO3t7fF8IzixYtLkgIDA622iblhuWTJkhbLb968qXXr1mnhwoWqUKGC1XazZs3SO++8o7Jly+rkyZOSZDEm39/f3ybnBABIGKNHj7Z4XaFCBV24cOGl2/z8888vXJcxY0YdP37cannOnDm1ZMmS1ysSQKJC6IJdCAsLk4+Pjz777DP17NnTvHz//v2SFOtQkFWrVlkt+/jjj1WyZEn17t1b+fPnt1p/584dLV68WCtXrpQkc8C7e/eusmXLxph8AAAAWCF0wS7kyJFDH3zwgaZPn67kyZOrePHiOnr0qGbNmqUWLVqoUKFCCg4O1t9//61ChQrJzc0t1nH3zs7OSpcu3QvH5E+ePFkNGjRQoUKFJEm5cuVSoUKFNH78eNWtW1fbt2/XyJEjDT1XAAAAJC6ELtiNYcOGKXfu3FqxYoVu3ryp7Nmzq1+/furWrZskaffu3RoyZMgLhw3+lwsXLmjLli3asmWLeZmDg4PGjRsnHx8f/fbbb2rXrp3q1q1rs3MCgLfFsN4MgwOA1+Vgen62ANhcnTp1JEk7duxI4EqA+OFDF2xh2PR2CV0CXgP//wNIaIn59wc9XQAA4JXVf59HYiDutq7/NaFLABIUoSuJ4ZtKAAAA4M3iOV0AAAAAYCB6upIohofgdTA8BAAAIO7o6QIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMlGRD161btzRgwABVrFhR77zzjnr37q3r168ndFkAAAAA7EySnL3w/v376tSpkx49eqQPP/xQzs7Omjt3rtq3b69169YpQ4YMCV0iAAAAADuRJEPX/PnzdePGDa1atUolS5aUJHl7e6tp06aaPXu2fHx8ErhCAAAAAPYiSQ4v3LRpk8qUKWMOXJJUpEgRVaxYUZs2bUrAygAAAADYmyQXuv79919dv37dInDFKFGihAIDAxUYGJgAlQEAAACwR0kudAUEBEiSsmbNarUuS5YskqTbt2+/0ZoAAAAA2K8kd0/X48ePJUkpU6a0WpciRQpJUkhIiE2P+eDBA5lMJtWpU8em+30dIY+eSJK2HZuRwJUASKr21Zmb0CXgNfD7A0BCext+f6RNm1arV6+O83ZJLnSZTCZJkoODwwvbvGzd63B0dFR0dLRN9/m6XN1cEroEAEAixO8PAHh9SS50ubq6SpJCQ0Ot1oWFhUmS3NzcbHrMQ4cO2XR/AAAAABKPJHdPV86cOSVJQUFBVutiJtCI7X4vAAAAAHgdSS50pU6dWnny5JG/v7/VOn9/f2XLlk2ZM2dOgMoAAAAA2KMkF7okqX79+jp27JhF8Przzz916NAhNWrUKAErAwAAAGBvHEwxM0skIffv31fjxo0VERGhbt26ydHRUfPmzZOTk5NWr16tDBkyJHSJAAAAAOxEkgxdknT9+nWNGjVKBw8elLOzs8qXL69BgwYpd+7cCV0aAAAAADuSZEMXAAAAALwJSfKeLgAAAAB4UwhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdQCI0depUubu7W/0pUaKEKlasqG7duunw4cMJXaYkyd3dXQMGDEjoMgAgSfv999/l7u6uqVOnJnQpcTZ48GC5u7vryZMnCV0K8NqSJ3QBAF5fr169VKBAAfPriIgIXb58WUuXLlWXLl20dOlSeXh4JGCFAAAAIHQBiVjlypVVoUIFq+W1a9dWhw4dNH36dM2cOTMBKgMAAEAMhhcCdsjLy0v58uXTiRMnEroUAACAJI/QBdgpV1dXi9cBAQEaMmSIKleurJIlS6pRo0ZavHix1XZ37941t/P09FTv3r11/Phxubu7a82aNZL+796ApUuXWmx7+fLlV7pnYOXKlWrTpo3Kli2rkiVLqnbt2hozZozFeP2Y+9b27NmjatWqqUyZMpoxY8brvh0AgGcMHjxYtWrV0qpVq1ShQgWVLVtWa9eu1Zo1a+Tu7q4tW7aoXr16KlWqlL7++mtJkslk0oIFC/Tee++pVKlSqlKlir766ivdvXvXav+LFy9WgwYN5OHhocaNG2vbtm3q3LmzOnbsaG5Tq1YttWrVymrbVq1aqVatWi+t//z58xowYICqVq2qEiVKqEKFCurVq5cuXLhgbnPjxg25u7trzpw56tSpk0qWLKnGjRsrKirqdd824LUxvBCwQ7dv39aFCxfk5eUlSQoKClKrVq0UHh6utm3bKmPGjNq/f7+GDx+uK1euyNfXV5L0+PFjtW/fXrdu3VKHDh2UPXt2bdiwQR9//LHNaps6daqmTZumhg0bqmnTpnry5Im2b9+uuXPnKiIiwlxLjEGDBqlTp05ycnJS+fLlbVYHACR1d+/e1fjx49WzZ089fPhQXl5eOnLkiCTpq6++UuvWrZUtWzblyZNHkjR06FCtWrVKjRs3VocOHXTz5k0tXrxYhw4d0qpVq5Q+fXpJ0oQJEzRz5kxVrVpVHTp00Pnz59W/f3+5ubnJ3d093nVfunRJbdq0Ufbs2dWlSxelTp1a586d08qVK3Xq1Cnt2rVLKVKkMLefNm2aKleuLF9fX4WHhytZsmTxrgGIK0IXkIg9fPhQwcHB5tdPnjzRxYsXNW7cOElS3759JT39Bfjo0SOtX79euXLlkiS1b99eI0eO1IIFC9SiRQsVLVpUCxYs0NWrVzV9+nTVqVNHktSmTRu1adNG9+/fj3e9ERERWrBggWrWrKmJEyeal7dv3161a9fW3r17rbZp06aNevfuHe9jAwAsPXnyREOHDlXLli3Ny2JCV61ateTj42OxfOXKlRoyZIg6d+5sXt6gQQO1bNlSM2fO1ODBg3Xjxg3NmTNHderU0bRp0+Tg4CBJKlCggEaPHm2TuhcvXqzIyEgtWLBAWbJkMS93c3PTrFmzdPbsWZUtW9a8PH369JoyZQphCwmK4YVAIta7d29VqlTJ/KdGjRr66KOP5OLiovnz58vLy0vR0dHavn27PD095erqquDgYPOfd999V5K0e/duSdL27duVL18+c+CSJGdnZ3Xr1s0m9To5OWn//v3mUBjj3r17SpMmjR4/fmy1TcWKFW1ybACAtRddY59f7ufnJ+lpGHv290j27NlVuHBh/frrr5KkXbt2KTIyUl27djUHLunpl2tubm42qfnrr7/Wb7/9ZhG4QkND5ej49GNtSEiIRXsvLy8CFxIcPV1AIubj46OiRYsqOjpaZ8+e1Zw5c5Q1a1aNGTPGPJX8P//8o4cPH2rv3r2qVKlSrPu5deuWJOnq1asqV66c1fqCBQvarGZnZ2ft27dP27dv15UrV/T333+be+syZcpk1T62ZQAA28iYMWOsy5+/9l67dk2SVLdu3VjbOzk5WbTLnz+/xXpnZ2flzp07XrXGcHBw0MOHD/XTTz/p/Pnzun79um7evGm+Vys6Otqi/YvOEXiTCF1AIhZz87AkVa1aVd7e3mrbtq06duyo5cuXK1euXOZfQrVq1bK4gflZMd8WRkZGytnZ2Wp9bMti8/wvuueZTCb17dtX27dvV+nSpVWqVCk1b95cnp6e+vbbb3X16lWrbWK+uQQA2N6LeoCev/ZGR0fLxcVFP/7440v3FxERISn23xsuLi6vVNN/TXSxdetWDRw4UOnTp1elSpVUsWJFFS9eXNeuXdPw4cOt2tPLhbcBoQuwI8WKFdNXX30lX19fffbZZ1q6dKkyZMiglClTKjw8XJUrV7ZoHxwcrCNHjihv3rySpLx588YafGK+uYwR8wssPDzcYnlsM1g96+jRo9q+fbu6du1qca/Aq2wLAEg4OXPm1L59+1SoUCGLYX3S0yGF6dKlkyTz75MrV66oVKlS5jYmk0nXrl1T4cKFzcscHR2tfo9IT38fvCwojR07VtmzZ9e6desshiyeOXPmtc4NeBP4ChmwMy1btlT16tX1xx9/aN68eUqePLmqV6+uAwcO6OTJkxZtp0yZon79+unSpUuSpHfffVcXL17U4cOHzW2ioqKsppaPGXZy7tw5i+WbNm16aW0xk3EUKlTIYvnu3bt19epVRUZGvvJ5AgDenNq1a0uSfvjhB4vlJ0+e1CeffKIFCxZIejr80NHRUUuWLLFot2nTJv3zzz8WyzJlyqRr167p0aNH5mVHjx7VnTt3XlrL/fv3lS1bNovA9eDBA/NjTZgSHm8jeroAOzR8+HC99957mjp1qurWravPP/9cv//+uzp37qy2bdsqX758OnTokH755RfVqFFD3t7ekqSuXbtqw4YN6tGjh3nK+K1bt+r06dOSZL4pOl++fCpVqpT5W8YiRYpo3759On/+/EuHA5YtW1Zp0qTR2LFjFRgYqIwZM+qPP/7QunXr5OLiopCQEJlMJoubrwEACa969ep69913tXTpUt2+fVvVqlXTvXv3tGjRIqVJk0affvqpJClPnjzq3Lmz5s6dq+DgYFWrVk1//fWXVqxYYb7vK0bjxo114sQJdevWTc2bN9ft27e1ZMkS5c2b96VfwtWoUUObNm3SkCFDVLZsWQUEBGj16tW6d++eJMU6KROQ0OjpAuxQtmzZ9MUXXygsLEy+vr7KlSuXVq5cqbp162r9+vX67rvvdPbsWfXt21eTJ082ByU3NzctWrRItWrV0vLlyzV+/HhlyJDB/GDMZ8foT5kyRe+++67WrFmjMWPGyMHBQT///PNLA1PGjBk1a9YsFSxYULNnz9a4ceN07tw5+fr6atCgQQoPD9exY8eMfXMAAK9l4sSJGjhwoK5fv65Ro0ZpxYoVqlixopYuXWqevEmSvvjiCw0cOFCXL1/WqFGjdPjwYU2ZMkXp0qWz+D3Stm1bffrppwoKCtKIESO0e/dujR49OtYJnZ71zTffqHXr1tq7d69GjBih9evXy9vbWxs2bFDy5Ml14MABw94D4HU5mEwmU0IXAeDtEBwcrLRp01qNpf/ll180YMAAzZ8//4UzIAIAEDNiIVWqVBbLTSaTypQpo3r16un7779PoOqAhENPFwCzcePGycvLy2J8vSRt2bJFyZMnV/HixROoMgBAYhDzYOLVq1dbLN+1a5fCwsLk4eGRQJUBCYueLgBmBw8eVJcuXVSsWDE1a9ZMTk5O2rt3r3bu3Kk+ffqob9++CV0iAOAtFhERoUaNGunu3btq3769cufOrWvXrmnp0qXKmjWrVq9erZQpUyZ0mcAbR+gCYGH//v2aOXOmLly4oPDwcOXPn1/t27fXBx98kNClAQASgYCAAE2fPl179+7V3bt3lTFjRtWpU0d9+/ZV2rRpE7o8IEEQugAAAADAQNzTBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCF4C3QmRkpLZs2aLBgwerQYMGqlChgkqWLKkqVaqoZcuWGjt2rM6ePZvQZSaYqVOnyt3d3fznxo0b5nU3btywWDd16tQErBTP+/333y3+fdasWRNru0ePHmns2LGxrnt2+8GDBxtZLgDAAMkTugAAOHbsmL788ktdvXrVat3du3d19+5dnTp1Sj/99JPq1q2r4cOHK0OGDG++UMAAJpNJ69at0/jx4xUUFKQvvvgioUsCANgYoQtAgtq2bZs+++wzRUREWK1zcnKyWr59+3adPXtW8+bNU968ed9UmcBrS5YsmVxdXc2vkye3/NU7evRozZ8//6X7eHZ7Z2dnm9YHADAeoQtAgjl//ry++OILi2BVqlQp9enTRxUqVFDKlCkVHBys3bt3a+rUqbp165Yk6ebNm+rdu7eWL1+uVKlSJVT5wCvx8vLSiRMnXrj+33///c99vGx7AMDbj3u6ACSYb7/9VmFhYebX7777rpYuXaoaNWooZcqUkqQMGTKoefPmWr16tQoWLGhue/Hixf/sHQAAAHgb0NMFIEGcP39ex48fN7/OkCGDRo4cKScnp1jbZ8iQQWPGjFGLFi3MyxYuXKgePXooWbJkqlGjhgIDAyVJmTNn1p49e5QsWTKr/XTv3l179+6VJLm4uGjv3r1Kmzatef1ff/2luXPn6uDBgwoMDFTKlCmVP39+1alTR+3bt7cY5hWjVq1aunnzpiSpT58+qlGjhr777judPXtWKVOmVJkyZTRr1ixz+71792rlypU6ffq07t69q+joaLm5uSlPnjyqWbOmOnfuHOtxjDB16lRNmzZNkpQzZ05t3LhRo0eP1tatWxUeHq6cOXNq9OjR8vDwkPT0/qMtW7Zo9erV8vf316NHj5Q+fXqVKVNGLVq0UPXq1V96vEOHDmnFihU6ceKE7t69q2TJkilHjhyqXLmyPvzwQ+XOnfuF2/79999atWqVfvvtN92+fVthYWHKlCmTvLy81LJlS3l5eb302Dt37tTixYt15swZhYeHq0CBAmrdurVatWqlESNGaPHixeb3YdeuXbG+R3ny5NH27dt19epVzZ49W/v27dO9e/eUKVMmeXt766OPPrI6h99//12dOnUyvx41apSaN2+uNWvWaMiQIVZ1uru7S3r6s9S3b1+LZZLUrFkzjR492mo7k8mk3377TWvXrtXZs2d1584dubi4KE+ePKpWrZo6dOigjBkzWm33fH179uyRm5ubfvrpJ/n5+enmzZtydXWVp6enunbtqnLlyr30fY5NZGSk1qxZo82bN+vixYv6999/5eDgoHTp0qlIkSJq0qSJ3n//fTk4OMS6fWBgoBYuXKi9e/fqxo0bevLkidKnT6+SJUuqZcuWqlWr1guPfe3aNS1cuFAHDx7U7du3FRkZqcyZM6tMmTJq165drD83//V+37hxQ7Vr1za/fvbfSnqz14SwsDCtWLFC27Zt08WLF/Xo0SO5ubmpUKFCatiwoVq2bGkeknrjxg3VqVNHJpNJklSpUqVYv7y6d++evL29FRUVJUmqXbu2fvjhhxe+xwD+G6ELQILYsWOHxeumTZsqderUL92mVKlS8vDw0KlTpyRJ9+/f16lTp+Tl5aXmzZvrxx9/lCQFBQXp4MGDqlq1qsX2QUFBOnDggPl13bp1LQLXypUr9e2331oMdwwPD9fJkyd18uRJLV26VLNmzVKhQoVeWOPFixc1b948PX782Lx9mjRpzOsnTpxorvNZ9+/fN5/P+vXrtXTp0jc+WUhUVJT69Olj8R7dvHlTBQoUkCSFhITos88+06+//mqxXWBgoLZt26Zt27apcePGGjlypNV9RxEREfrmm2+0evVqq+NevnxZly9f1sqVKzV+/HjVqVPHqs2CBQs0duxYq3v8bty4oRs3bmjdunVq1qyZvv32W7m4uFi0MZlMGjZsmJYtW2ax3N/fX19//bX27dsXp/d6x44d+vzzzxUaGmpedvv2ba1YsUJbtmzRokWLVLRo0Vfeny0EBwdr8ODB2rNnj8XyJ0+e6MyZMzpz5ozmz5+vkSNHqkGDBi/d17Vr1zRkyBBzaIjZz65du/Trr79q5MiRat68+SvXFh4eru7du+v333+3WhcUFKSgoCDt379fO3fu1JQpU6yC144dO/TFF18oJCTEYnlgYKB27dqlXbt2qUmTJhozZowcHS0H8Cxbtkzfffed1c/NzZs3dfPmTW3evFk9e/bUZ5999srnE1dGXhP++usv9erVS9euXbPa9ujRozp69KhWrlypOXPmKGPGjMqVK5cqVapk/n/88OHDunv3rjJlymSx/datW82BS1Kc/r0BxI7hhQASxJkzZyxe/1cvxYva/fHHH5Kkli1bWnzgWr9+vdW2GzdutPgg0bJlS/Pff/31Vw0dOtTiw9nzH+Bu3ryp7t2768GDBy+sz8/Pz/zhKqanrXHjxpKkAwcOWH24Sp48udWHzKtXr2rmzJkvPIZR7ty5Y/4wFlN7zZo15ebmJkkaPHiwVeB6vjdx48aNGjNmjNW+x4wZYxW4nn9/w8LC9Pnnn1vNYrlgwQKNHDnS4t/GwcHBakKKtWvXauDAgeZv8WPMnz/fKnA9W/u2bdti/XmJzd27dzVgwABz4Hr+/B8+fKhx48a90r6SJ08uV1dXq/NwdXWVq6vrC3t9nxcREaGePXtaBa7ntw8JCdGAAQO0ffv2l+6vX79+5sD1fG0mk0mjRo3SkydPXqk2SZo+fbpV4Irt3LZt22bRwyhJJ0+eVP/+/a0C1/Pv+4YNG6z+n/Hz89M333xjFbie/7mbOXOmNmzY8Gon8xqMuibcv39f3bt3twpcz783586d0+eff25+/exogaioKG3ZssWq5q1bt5r/niFDhv/swQbw3whdABJEcHCwxeucOXO+0nbZs2e3eH337l1JUq5cuVS5cmXz8h07dlh9UFu3bp3573nz5lWFChUkPf3gMWLECPOHdVdXV40ZM0YnTpzQsWPH1L9/f/N2t2/f1uzZs19ao6enp/bu3auTJ09q4sSJqlKliiRZDONJly6deajbmTNn9OOPP1p8EI0Jk2+ai4uLfvrpJ505c0br1q3TRx99JEk6ePCg/Pz8zO1KlSqldevW6cyZM9qyZYvKly9vXrdo0SJdvnzZ/PrSpUtatGiR+XWmTJn0ww8/6OTJkzp27Jh69uxpXhcaGqoZM2aYX1+7ds3i2VUuLi4aNmyYTpw4odOnT2vu3LkWPzvbt2/X2rVrza9DQkKshkV17dpVBw4c0OnTpzV9+nSlS5fOotfqZUJCQhQREaG+ffvqyJEjOn36tEaOHGnxQf7QoUOKjo7+z301adJEJ06cMH8Aj3HixAmdOHFCvXr1eqWaZs6cae79laSiRYtq+fLlOn36tI4ePar+/fub6zOZTPryyy9fOnnH/fv3Vb9+fe3YsUP+/v5atmyZRU/IgwcPdPr06VeqLTw8XEuWLDG/9vDw0M6dO3XmzBmdOHHCYkieJIvzkGQVtrt3727+t5s/f77SpUtnXjdr1iw9evRI0tMgOnLkSPM6Jycn+fj46PDhwzp16pQmTpxo0Rs7adIkq7BuS0ZcE2bPnm3RG1m1alVt3bpV/v7++uWXX1SyZEnzugMHDujQoUOSnvbwP/u+bd682WK/QUFBOnr0qPl1o0aNXvkLAAAvRugCkCCe/9D3qvcwxUywESPmQ5YktWrVyvz3kJAQbdu2zfz6/PnzunDhgvl1ixYtzN8mHz582OLDS69evdS0aVOlSJFCbm5u+vjjj1WvXj3z+hc93DbGl19+qSxZssjZ2VkNGzY09xZMmjRJy5cv1/DhwzVmzBh5eXmZe2xq1qypYsWKmffxzz//vNL7YWvNmzeXt7e3HB0dVaxYMRUvXlyS5TknT55cU6ZMUbFixeTo6KgCBQpo8uTJSpEihbnNs+3XrVtn8YH2u+++U+3ateXi4iI3Nzd99tln8vT0VIkSJdS8eXOVLVvW3HbZsmUWH7o///xztW3bVilTppSjo6OqVKmi6dOnW4SeuXPnmv9+4MABi57JJk2ayMfHRxkzZlSyZMlUp04d/e9//4vTe9S+fXv16dNHadKkUbJkyfTBBx/I29vbvD4iIuKN/ftFRkZa9OK5urpq1qxZKlOmjBwcHJQ6dWp9/PHHFvdsPXjwQKtWrXrhPosUKaKJEyea703z9PRUly5dLNrE3D/5X5ydneXn56d58+Zp8ODBGjVqlHLlymWutXv37hbtn/0y5vLlyxZBo169evriiy/M/3aVKlVSnz59lDt3btWuXVudO3c29ygdPHhQd+7cMW/bsWNHde3aVWnTppWTk5MaNmyoDh06KH/+/Kpfv75atGhh3tYIRlwTnu2dzZo1q2bMmKH8+fPLwcFBBQsW1P/+9z9lzJhRlStXtrgnzNnZ2SLonzx50uL65+fnZ/GlAUMLAdvgni4ACeL58PR8r9SLPP/BKGbom/T05vVMmTKZe782btyopk2bSrLs5UqePLmaNWtmfv3shB7S016zZ3tqJFk8E+zu3bv6+++/lSdPHqv63NzczJNOPM/V1VVlypRRmTJlJD3tUfD399cff/yhQ4cOyd/f39w2tueWvQnP9hY+69kpy7NmzarQ0FCr9yh79uy6cuWKVftnPzg7OTlZBJQYsQ3/k6TffvvN/HdXV1e1a9fOqk2xYsVUuXJl7du3T9LTe2iCgoKUOXNmi/dUehq6nle7dm2lT5/+lYNSbPecFShQwGJ4X1yG38XH2bNnFRQUZH7duHFjZc2a1apdt27dLHpVDhw4oG7dusW6z9q1a1sNwYu5ry9GeHj4K9eYIUMGVa5c2fyzdfPmTfn7++vEiRPav3+/RdvIyEjz35/v2YltsoyOHTuqY8eOVsuf3/bZSS9i+Pj4yMfH55XP43UZcU24ceOGxb971apVre6jLFq0qMX9mc9q2bKlfv75Z0lPez9/+eUX9ejRQ5IshhsWLVrUIvgBeH2ELgAJ4vlZ1K5fv/5Kkw9cv37d4vWzN5Y7OTmpefPm5lnBYmYgzJgxozZt2mRuV716dWXOnNn8+tkPL5Je6ab6q1evxhq6smTJ8tLtbt++rSVLlmjnzp3666+/DB3S9Dpi+8AuWb5HN2/eVMOGDV+6n2fvM4kJwdLTf6/n7xN6mWe/gc+dO/cLt82fP785dElP3+fMmTNbDWON6WV5loODg/LkyfPKoSu2f+Pnv0R4leGFtvDs+yNZh6MYWbJkkZubm7ln+NleoNjaPi++53fq1CktW7ZMe/fufWkv2bP/Pzz7c/Oiul7k+W2f/f/dFuJy/kZcE+7du2fxOq7n5+7urlKlSpmHiW7evFk9evRQQECAxZdQz345BSB+CF0AEkSpUqUsPiQfOnRIdevW/c/tDh8+bPG6dOnSFq9btWql2bNny2QymW8SL1SokEVoeHYYovR6H5AfPnwY6/Jne96ed/jwYfXq1cvcW+fk5KSSJUvKw8NDZcqU0Zw5c6wmGHnTXlT/sxOQvIoXTTYS1/24uLi80v1Wz39QffYeplcRl56p53sUnj3em/b8TI0v8+zP+cvqjW2f8Tm/uXPn6vvvvzf/W7i5ucnT01OlSpXSO++888Iet+c92wsWV/HZNraf2bj09L2Ja0Jc/7+SnvZ2xYSuc+fO6a+//tK+ffvMPydOTk6x9gwDeD2ELgAJonr16hYTJmzYsEG9e/d+6dTdBw8e1J9//ml+nSZNGvOwnBi5c+dWxYoVdfDgQUlPJ9R4dhhctmzZrIa3PX/MVatWqVSpUnE+Jyn2D+TS0w9FPj4+5g9Xnp6e+vHHHy1uaF+wYMFrHdOWXlR/xowZzb0jhQsXtug5/C8ZM2bUX3/9JenpPTuhoaFWPSenTp3S/fv3VbBgQeXIkcN8v12WLFl0//59SU97OSMjI2Pt7YoZ1hgjR44ckqT06dNbLL9+/bry589vsSw6Olo3btx45fN50bOkEsLzPZMx7/PzAgICLIbwxrw/sbHl+V25csUicHXs2FE+Pj7miRleFl6e7w1/vldPehru9+3bpwIFCih//vzmwBjbts8+XF162sN0+vRpFSxYUHny5LGYLMLBwcFcc2yBPOZn8lUYcU14/poV23sjSb/88oty5MihAgUKWExTL0nvvfeeRo0aZf5SY/PmzRbDEatVq/bGH1sB2DMm0gCQIDw9PeXp6Wl+/eDBA33xxRcv7HG4deuWvvrqK4tlHTp0iPUDzbM9WceOHbOYda9Zs2ZWUyo/f7/F81NvS9LYsWPl6+ur+fPna9++fS/85vxFPQKXLl3SrVu3zK8bNGhg8eEqJCTEKjgkhBd94H72Pbp69ar+/vtvi/XBwcHq2bOneWr4ixcvmtc9G4yjo6OtntEmSaNHj1aPHj1Uq1YtVahQwfxzEDPDpPT0PXp2JrwYZ8+eNYdsSSpRooT5w+Lz4Tm2sLhu3TqLCVnetOff87j0vBYpUsQiWG7cuFEBAQFW7ebMmWPx+vln2Bll3759Fr2NLVq0sAg3L+vFef4Lldimuvfz89OAAQP0/vvvq0yZMuZ/31fZdvny5erbt68aNmyoMmXK6NixY+Z1qVKlMv89tuGQJ0+efGHdzzPimpA7d26LGSUPHDhgdb/r33//rQEDBqh169YqV66cvvnmG4v1bm5uql+/vvn1ypUrLe7FZAINwLYIXQASzNChQy2GMu3bt08tWrSwmO49ODhYS5cuVYsWLSy+zc2fP/8LhyXVqVPH/KE7KirK/K20g4ODxTNqYlStWtXim/GZM2dq8eLFevTokSIiIrR8+XLNnTtXK1eu1KhRozRp0qQ43ZckWX9bvmTJEl2+fFkmk0lnz55Vr169LGZ0jMvwpTfh/fffN/89IiJCvXv31rFjxxQZGam7d+/qq6++0u7duzV37lx9+eWXFsNAmzZtahEsRowYoV9++UWhoaEKCQnR1KlTLT7wVqhQwfxz8ewsk5I0btw4LVu2TGFhYYqOjtb+/fvVp08fi6Dy7Ix4VatWtXgA9vr16zVhwgT9888/evz4sdauXRvn2Qtt7fnhfP7+/goNDX3pfVcxnJycLO67CQkJUc+ePc0TSTx8+FAzZswwT5ogPe0FelMfqJ//uZ86daqCg4MVERGh3bt3Wzw/SrKcLKJgwYIWw4f379+vb7/9VoGBgYqOjtbhw4c1YcIE83onJydVqlRJklSpUiVly5bNvG7VqlWaNm2agoODFRkZqR07dmjevHnm9enTp7cI6M9u+8cff1j0AMX2bK3XEd9rQswkQdLTnrePPvpIFy9eVHR0tK5evapBgwZZtI/tWVvPXg8DAgLMAZlncwG2x/BCAAmmRIkSGjNmjL744gvzh60///xTvXv3lvT0Q1Rss/hlzZpV06dPf+G9Es7OzmratKnF1OHS05n5YptIwdnZWT4+PuYPKeHh4Ro+fLiGDx+uZMmSWdwvkSxZMg0cODDO5+ru7q40adKY73W6evWqGjZsaLX/GC+6Zyyh1KlTR5UqVTL3KP35559q165drPXny5fP4sHThQoVUocOHcwf/P/9918NGDBAjo6OMplMFj0hLi4u6tevn/l10aJF1bt3b02bNk3S0w+q33zzjYYNG6ZkyZJZ9Ti+//77FpN8pEiRQn379tV3331nXjZz5kzNnDlTjo6OFvevJNSMkc8P9WvRooUcHR3Vvn17+fr6/uf2ffv21d69e829i+fOnVOrVq1iPadkyZLp+++/t+jJMVK5cuUsXu/YsUM7dux44c/984+S+PLLL9WhQwfzeSxZskRLliyJdftu3bqZvzxxcnLSl19+af5Zio6O1tSpUzV16tRYt+3fv79Fr3m1atV06dIl87Zdu3ZV4cKF9eTJE127dk2Ojo5ycXGJ1yyV8b0m9OjRQ1u2bDF/GXX06FE1atQo1u3LlSunmjVrWu3Ty8tL+fPnt+pR49lcgO3R0wUgQTVo0ECLFi1S4cKFrdbF9iG4evXqWr16tdX9Gc9r3bq11bLYerlivP/++xo0aJDV0MPnA9fo0aPN36bHhYuLi7766iuroWTP7r9EiRLmv4eFhVkN4Uto06ZNk5eXl8Wy5z/c5c2bVwsWLLAa9unj42PVuxIdHW0RuFKmTKkJEyZY/Sz06dNH/fv3t/gQaDKZrAJXu3btYu216tixo9XkKTHHl54+l+3Zn6c3PSlGrVq1rH7uoqOjdfv27Vfa3tXVVXPmzLGa7v/5/3/SpEmjGTNmvLGhhdLTiW4++OADq+UxPzeurq4W99g9OyxVejpMcNKkSVbP8Xv+565Zs2bq06ePxbJ69erpm2++seqVfnZbBwcH9erVy+ra0LNnT4svaEwmk/78809du3ZNTk5OGj58+Atn+nxV8b0mpEuXTrNnzzY/Ty227WP2MXny5BcOHY7tusjQQsD26OkCkODKlCmjjRs3aufOndq1a5dOnDihe/fu6fHjx0qTJo2yZ8+ucuXK6b333nvh826ely9fPpUvX948zC19+vSxPl/pWd26dZO3t7cWL16sQ4cOKTAwUBEREcqaNavKly+vDz/88JWmtX+Rpk2bKkuWLPrpp5906tQphYaGmoc1dezYUbly5bKYwfGXX35Rr169Xvt4tubm5qZFixZp48aN2rx5s/z9/XX//n05OTmpQIECqlu3rjp06BBrD6STk5NGjRqlRo0aacWKFTpx4oSCg4OVPHly5c6dW5UrV1anTp2UM2dOq20dHBz08ccfq0GDBlq7dq327NmjW7duKSwsTJkzZ1b58uXVtm3bl/5sjBgxQhUrVtTixYt14cIFRUdHq0SJEurSpYtq166tX3/91dz2+Uk+jFaoUCHNmjVL06dP19mzZ+Xo6KgcOXJYPCT6v2TNmlVz587Vnj17tHHjRp06dUoBAQFydnZW3rx5VbNmTXXo0MHinqE35X//+59KlSqllStX6vLly4qOjlbWrFlVoUIFdevWTcePHzffr3nnzh0dP37c4tzr1KmjrVu3mu+nvHHjhiIiIpQhQwaVLl1aLVq0eOFQuHbt2qlixYpauHCh+YHJ0dHRypw5s9555x21a9fO4t7SGOnSpdPq1av1448/aseOHQoICFD69OlVqVIlde3aVe7u7uZHU8RHfK8JBQsW1MaNG7V8+XL5+fnp0qVLCgkJkZubm9zd3dWwYUN98MEHL+21qlmzpsaOHWt+7e7uzrO5AAM4mN62h8QAAGAjjx490vHjx5UpUyZlzJhRGTJkiPUDaNWqVc2PFahatarVxBOAvZo1a5bGjx9vfu3j46OuXbsmYEWAfaKnCwBgtx4/fqwePXqYXzs4OGjChAmqV6+ekiVLprt372rBggUWz3F73ccFAInBs49d2Ldvn8WjO5ycnNS4ceOEKg2wa4QuAIDdypo1q4oWLarz589LenpvTswkHsmSJbO678nZ2TnW+78Ae7FhwwYNHz5cDg4OFs9uk57ey5U5c+YEqgywb4luIo1Zs2apSpUqsa4LCwvTuHHjVLNmTZUuXVqtW7e2eHZLjKioKM2ePVvvvvuuPDw81KRJE/3yyy9Glw4ASADff/+91cNyo6OjYw1cI0eOfOmDg4HELnv27ObHNTyrWLFiVlP4A7CdRNXTtWfPHk2ZMsXimSvPGjhwoH799Ve1a9dOBQoU0KpVq9S9e3ctWLDAYsatMWPGaMGCBWrWrJnKlCmjrVu3asCAAYqOjlajRo3e1OkAAN4Ad3d3bdmyRcuWLdO+fft05coV/fvvv4qKipKrq6ty584tLy8vtW/fXvny5UvocgFD5cmTR/ny5VNgYKCSJUumHDlyqFq1avroo4+UJk2ahC4PsFuJYiINk8mkxYsXa/To0YqIiFCmTJm0f/9+izYHDx5U586dNWTIEHXu3FnS04dENmnSRGnSpNGaNWskPX0ORoMGDSyefxIVFaX27dvrxo0b2rVrl9VUxwAAAADwuhLF8MLWrVtrxIgRqlChgsUzK561ceNGOTk5WYzFd3V1VYsWLeTv76+rV69KkjZv3qzo6Gi1b9/e3C5ZsmRq3769goKCdOTIEUPPBQAAAEDSkihC161btzR8+HD99NNPSpUqVaxtzpw5o/z581s9QDEmpJ05c8b8Xzc3N4uHMcbWDgAAAABsIVHc0/UqQ/4CAgJifTBmlixZJD0NbjHtYnuK/PPtAAAAAMAWEkVP16vcY/X48WOlTJnSanmKFCkkSaGhoeZ2Mcte1s6WPvjgA33wwQc23y8AAACAt1+i6OmyBQcHh1j//rJ2tvLvv/9KejqlPQAAAIDEKbbOm1dhN6HL1dU11lATs8zNzS1O7Yzg6JgoOhYBAAAA2JDdhK4cOXIoKCjIanlgYKAkme/jypEjR6wzFD7fzghMRQ8AAAAkPXbT9VKiRAldunTJqhfL399fklSqVClzu3///VfXr19/aTsAAAAAsAW7CV3169dXeHi4li1bZl4WEhKiVatWycPDQ3ny5JEk1atXTw4ODlq4cKG5XVRUlBYvXqysWbPKy8vrjdcOAAAAwH7ZzfBCb29veXt7a+zYsbp9+7by58+vFStW6M6dOxo9erS5XcGCBdW6dWstXLhQjx8/VpkyZfTLL7/oxIkTmjhxopycnBLwLAAAAADYG7sJXZI0efJkTZw4URs3blRoaKjc3d01Z84cq96roUOHKlOmTFq9erU2b96s/Pnza8qUKapXr14CVQ4AAADAXjmYTCZTQhdh7+rUqSNJ2rFjRwJXAgAAAOBNs5t7ugAAAADgbUToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQHYXus6dO6fu3bvL09NTZcqUUefOnXX69GmLNmFhYRo3bpxq1qyp0qVLq3Xr1jp48GACVQwAAADAntlV6Lp69arat2+v06dP66OPPlK/fv105coVdezYURcuXDC3GzhwoObOnavatWvLx8dHERER6t69u44ePZqA1QMAAACwR8kTugBbmj9/vh4/fqxly5bJ09NTklS7dm299957+uGHHzR58mQdPHhQO3bs0JAhQ9S5c2dJUtOmTdWkSRONHDlSa9asScAzAAAAAGBv7Kqn6/r163J1dTUHLknKmzev8ubNa+7p2rhxo5ycnNSqVStzG1dXV7Vo0UL+/v66evXqmy4bAAAAgB2zq9CVL18+hYSE6M6dO+ZlYWFhCgwMVJYsWSRJZ86cUf78+eXq6mqxbYkSJczrAQAAAMBW7Cp09ejRQzlz5tSAAQPk7++vy5cva9CgQXr8+LF69OghSQoICFC2bNmsto0JZbdu3XqjNQMAAACwb3Z1T1e2bNn08ccf69tvv1Xz5s3Ny7/99lt5e3tLkh4/fqyUKVNabZsiRQpJUmhoqGH1hYeHG7ZvAAAAAMZydnZ+re3sKnRNnjxZP/zwg0qXLq127dopefLkWrt2rYYNG6aoqCi1b9/+P/fh4OBgWH3R0dGG7RsAAADA28luQteDBw/0008/qUiRIlq0aJE5hTZq1Ejdu3fXqFGjVLt2bbm6uiosLMxq+5hlbm5uhtXo6GhXozkBAAAAvAK7CV1Xr15VeHi4GjZsaNXt17x5c+3du1fHjx9Xjhw5FBQUZLV9YGCgJClr1qyG1fi63ZEAAAAAEi+76XpxcXGRJEVFRVmtM5lMkp4O7ytRooQuXbpk1dvl7+8vSSpVqpTBlQIAAABISuwmdBUuXFhZs2bVunXr9PjxY/Py6OhorVixQsmTJ5eXl5fq16+v8PBwLVu2zNwmJCREq1atkoeHh/LkyZMQ5QMAAACwU3YzvNDR0VHffPON+vbtqw8++ECtWrVS8uTJ9csvv+jEiRPq27evsmXLpmzZssnb21tjx47V7du3lT9/fq1YsUJ37tzR6NGjE/o0gDfm999/V6dOnV64vm/fvurTp4/FsgULFmjkyJHauXOncuXK9dL9V6tWTQEBAVbLDx48qAwZMigiIkIjRozQli1blCFDBn355ZeqXr26uV1YWJjq1aunCRMm6J133onj2QEAALw97CZ0SVLt2rW1YMECTZ8+XVOnTlVkZKQKFy6s77//Xu+//7653eTJkzVx4kRt3LhRoaGhcnd315w5c+Tl5ZWA1QNvVokSJbR8+XKr5ZMmTdLp06f13nvvWSy/cuWKJkyY8Er7Dg4OVkBAgAYNGmQVmNKkSSNJWrFihbZv365Ro0bp9OnTGjBggHbs2KEMGTJIehrwihcvTuACABsx+su2GI8ePVKTJk3Up08fi0f4SE9/xyxfvlwpUqRQ3759LdabTCZ98MEH6ty5s5o0aRKHMwPefnYVuiSpXLlymj9//kvbpEqVSr6+vvL19X0zRQFvITc3N5UpU8Zi2c6dO3Xw4EFNnjxZ+fPnNy+PiorSkCFDlC5dOt25c+c/933+/HlJUt26dV84ZPfAgQNq2LCh6tSpo9q1a2vx4sU6deqUatSooX/++Udz587VokWLXv8EAQAWjPyyLca///6rTz75RDdv3rRat3v3bs2dO1ffffed/v33Xw0dOlSlSpVS4cKFJUmbN29WdHS0GjduHKdjAomB3dzTBSB+wsLC9N1336lGjRqqX7++xbo5c+bo7t27+uijj15pX+fOnVOqVKmUO3fuF7ZxcHAwT4Dj4OCg5MmTmyfC+eGHH1SrVi3zL2IAQPzFfNn27J979+7p4MGD+t///vfCL9te1c6dO9WsWTNdunQp1vUHDhxQ5cqV1aRJE3Xs2FEFCxbU4cOHJUnh4eGaOHGiPvvsM0OfmQokFEIXAEnSwoULFRAQoC+//NJi+cWLFzVt2jSNHDlSKVOmfKV9nTt3TunSpVO/fv30zjvvyNPTU/379zc/mkGSypQpo927dysgIEA7duxQSEiISpYsqevXr2vNmjXq16+fTc8PAGDJll+2PXjwQH369FG5cuX0008/xdrm2S/bJMnJycn8ZduSJUuUI0cOVatW7TXPBni72d3wQgBxFx4eroULF6phw4bKmzeveXlkZKR8fHzUsmVLlS9fXjdu3Hil/Z0/f14BAQFq1aqVPvzwQ12+fFlTpkxRx44dtXbtWrm6uqpDhw46efKkatSoITc3N40YMUJZs2bVwIED1apVK6VLl06DBw/WiRMnVKFCBQ0ZMuSVQx8A4L/FfNn2/G0ZMV+2/fTTT6983U+RIoU2b96sAgUKvHCbMmXKaPjw4bpy5YoePHigP//8U2XLltXDhw/1448/atasWfE9JeCtRegCID8/PwUFBal79+4Wy3/88Uc9ePBAAwcOjNP+RowYoWTJksnDw0OS5OXlpUKFCqldu3Zat26d2rVrpxQpUmjatGkKCwuTi4uLHBwcdObMGe3du1fbtm3TpEmTdOfOHf3www/69ttvNWXKFPn4+NjsnAEgKbP1l23Ozs4qUKDAS9vUr19fBw8eVKNGjZQ8eXJ9+umnKlmypCZMmKDy5curRIkSGjVqlPbs2aNixYpp6NCh5smVgMSO4YUA5Ofnp8KFC6to0aLmZWfPntWPP/6oESNGyNnZWZGRkYqOjpb09Pl3sT2IPIanp6c5cMV45513lDp1avMkGzFSpEhhHr8/duxYdevWTenSpZOfn59atWqlggULqk2bNvLz87PV6QJAkmfrL9tehYODg4YPH64TJ07o+PHj6t69uwICArRo0SL1799fixcv1oEDBzR16lQ5Ojpq2LBhNq8BSCj0dAFJXEREhPbt22f1i3fnzp2KiIhQ586drbapW7euypcvr59//tlq3cOHD+Xn5ycPDw8VKVLEvDw6OloREREv/Nbyt99+0+XLl/Xjjz9Kku7du2e+gTtt2rS6e/fua54hAOB5L/uybfbs2S/8si1ZsmTxPrazs7P575MnT1ajRo1UoEABDR06VE2aNFHhwoX14Ycfqm3btjY7JpDQCF1AEvfnn38qNDTU6nlYrVq1Uo0aNSyW7d69W9OmTdOMGTOUL1++WPfn7OysESNGqE6dOho/frx5+a5duxQWFqYKFSpYbRMdHa1x48apT58+5vu2MmbMqKCgIElSUFCQMmbMGI+zBADEsPWXba/r4sWL2rJli7Zu3SrJ8su2NGnSKDIyUv/8848yZcpks2MCCYXQBSRxf/75pySpYMGCFsuzZs2qrFmzWiy7ePGiJKlIkSIWD8k8efKkMmTIoDx58sjFxUU9evTQ1KlTlSlTJlWvXl1//vmnpk6dqtq1a6tSpUpWNaxfv15PnjxRixYtzMtq1Kih+fPnK3369FqwYIFq165ts3MGgKTM1l+2va5x48apQ4cO5t81z3/ZlixZsjhNWQ+8zQhdQBIXM2wvbdq0r72P1q1bq1mzZho9erQk6ZNPPlGGDBm0ZMkSLV26VOnSpVObNm3Ut29fq22fPHmiyZMna/DgwUqe/P8uSf3795ePj48GDBigSpUq6dNPP33t+gAA/8fWX7a9jsOHD+vkyZMaN26ceVmNGjW0ZMkSFS9eXD///LOqVatm8XsBSMz4SQaSuB49eqhHjx6v1LZ58+Zq3ry51fILFy5YvHZ0dFS7du3Url27/9yni4uLdu/ebbU8Xbp0mjlz5ivVBQB4dUZ82RZXY8eO1UcffaTUqVObl3Xq1EkXL17UwIEDVaJECY0cOfK16wPeNg4mk8mU0EXYuzp16kiSduzYkaB1RERE6Z+ghwlaAwDYQvrMqeXkxM31AIDEgZ6uJOSfoIf64X+/JHQZABBvn3zVUFlypEvoMgAAeCWELgAA7BQjHADYk8Q8yoHQlUTlyFVQTs4uCV0GALyyiPAnunXjckKXkagwwgGAPUnMoxwIXUmUk7OLXFxSJnQZAAAAgN1zTOgCAAAAAMCeEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAgAAAAADJY/vDvz9/XXgwAEdOXJEd+7cUXBwsCIjI5U2bVrly5dPnp6eqlGjhooWLWqLegEAAAAgUXmt0GUymbR+/XrNmTNHly5dkslksmpz//59Xbt2TXv27NHkyZNVvHhxffzxx6pTp068iwYAAACAxCLOoevo0aP69ttvdfHiRWXMmFHvv/++vLy8VKRIEeXKlUtubm6Kjo5WcHCwgoKCdPLkSR07dkwHDhxQ3759VaRIEX377bcqU6aMAacDAAAAAG+XOIWu0aNHa8GCBSpbtqymT5+uGjVqKFmyZLG2zZEjh3LkyKHSpUvrww8/VGhoqDZv3qylS5eqffv26tKliz7//HObnAQAAAAAvK3iNJHG7t27NWPGDC1evFi1a9d+YeCKTcqUKdWiRQutXr1a48eP1/bt2+NcLAAAAAAkNnHq6dq0aZOSJ4/33BuqX78+93YBAAAASBLi1NNli8BlxL4AAAAA4G1l2HO6Hj16pNDQUKN2DwAAAACJgk1DV2RkpH788UdVqVJF5cqVU9myZVWrVi0tX77clocBAAAAgETDpmP8Ro4cqWXLlqlatWoqXLiwQkNDdeDAAQ0bNkwPHjxQjx49bHk4AAAAAHjr2Sx0RUREaNWqVfrkk0/Up08fi+VNmzbVzz//TOgCAAAAkOTEaXjh999/rwcPHsS67smTJwoPD1e+fPksljs5OSlHjhz6999/X7tIAAAAAEis4tTTtWLFCq1YsUJdunRRly5d5Orqal7n5uamQoUKafLkyUqRIoUKFCigiIgI7dmzR/v371fVqlVtXjwAAAAAvO3iFLp27typmTNnavbs2Vq0aJF69uypdu3aydnZWdLTnrC+ffuqT58+cnBwkCSZTCbly5dPw4YNs3nxAAAAAPC2i1PoSps2rQYNGqTOnTtr2rRpGjdunObPn6/evXvrgw8+UPHixbVt2zb99ttvunr1qqKjo1WoUCFVqVKF53IBAAAASJJeKwllyZJFw4cPV7du3TRlyhR9/fXX+umnn/Tpp5+qYcOGqlmzpq3rBAAAAIBEKV7P6cqbN6/Gjx+vtWvXKl++fPrss8/0/vvva/fu3TYqDwAAAAASt9cOXQ8ePFB4eLgkqWjRopo5c6YWL14sNzc39erVS23bttWRI0dsVigAAAAAJEZxCl0mk0k//vijKlasqAoVKsjT01MffPCBjh8/Lkl65513tHjxYs2cOVNhYWHq1KmTunXrJn9/f0OKBwAAAIC3XZxC16xZszRp0iTlzZtXXbt2VcuWLXXr1i1169ZNf//9t7ld9erVtXbtWo0fP143btxQixYt1K9fP5sXH5uwsDBNnDhRtWrVUunSpdW4cWOtXbvWqs24ceNUs2ZNlS5dWq1bt9bBgwffSH0AAAAAkpY4TaSxatUqFSlSRMuWLTNPCd+6dWs1a9ZMGzZsUJ8+fSzaN2zYUPXq1dPq1av1ww8/2K7qF4iOjtYnn3yiQ4cOqV27dipQoIC2bt2qwYMH68mTJ2rTpo0kaeDAgfr111/NbVatWqXu3btrwYIF8vLyMrxOAAAAAElHnHq6AgMDlSNHDnPgkqScOXNKku7fvx/rNsmSJVOrVq20bdu216/yFa1bt0779+/XV199JV9fX7Vr107z589X8eLFNW3aNJlMJh08eFA7duzQoEGDzG0WLVqk7Nmza+TIkYbXCAAAACBpiVPo8vDw0L59+7R8+XJdvnxZZ8+e1bBhw+Tg4KB33nnnpdvGPEDZSKtXr1aePHnUtm1b8zJHR0f1799fbdq0UUhIiDZu3CgnJye1atXK3MbV1VUtWrSQv7+/rl69anidAAAAAJKOOA0vHDZsmHr16qVvvvnG3NtlMpnUokULNWjQwJACX1VERIT++OMPNW/eXI6OT7Pk48eP5erqqurVq6t69eqSpDNnzih//vxydXW12L5EiRLm9fny5XujtQMAAACwX3EKXQULFtSWLVu0Z88eXb16VWnSpFHJkiVVrFgxo+p7ZTdu3FBERIRy5syp+fPna+7cuQoICFC6dOnUuXNn9erVSw4ODgoICJCHh4fV9lmyZJEk3bp1602XDgAAAMCOxSl0SVLy5MlVu3ZtI2qJl4cPH0qS1qxZo3///Vcff/yxsmTJovXr12vSpEkKDQ3VZ599psePHytlypRW26dIkUKSFBoaaliNMc81SygREREJenwAsJWIiIgEv6YmBlz3AdiTt+Ha/7q3TMUpdJ09e1bFixd/rQM97/Tp0ypVqpRN9iX9X6C5fv261qxZo6JFi0qSGjRooI4dO2ru3Lnq1KnTf+7n2UlCbC06Otqwfb/S8U2mBD0+ANhKtMmU4NfUxIDrPgB7kpiv/XEKXa1atVLTpk3Vt29fZc2a9bUOePPmTU2YMEF+fn46c+bMa+0jNjG9Vx4eHubAFaN58+Y6fPiwjh07JldXV4WFhVltH7PMzc3NZjU9L+Zes4TiaGCgBIA3ydHBIcGvqYkB130A9iQxX/vjFLrmz58vHx8fbdiwQQ0bNtQHH3wgLy+v/+wdioiI0G+//aaVK1dq3759ypkzpxYuXBivwp+XLVs2SVKGDBms1sUse/z4sXLkyKGgoCCrNoGBgZL02mHyVbyJGRxfxsnJKUGPDwC24uTklODX1MSA6z4Ae5KYr/1xCl1eXl7avHmzZsyYoYULF2r9+vVKkyaNPD09VaRIEeXIkUNubm6KiorSP//8o6CgIJ06dUqnTp1SeHi4XF1d1b17d/Xs2TPW+6riI2PGjMqWLZsuX75ste7GjRuSpOzZs6tEiRLasGGDwsLCzPdxSZK/v78k2XTIIwAAAADEeSKNFClSaMCAAerUqZN+/vlnbdiwQbt379bu3buterxM/38sec6cOdWsWTN16tRJadKksU3lsWjcuLFmz56tbdu26d1335X09F6vJUuWKEOGDPLy8lJkZKRWrVqlZcuWqXPnzpKkkJAQrVq1Sh4eHsqTJ49h9QEAAABIeuIcumJkzJhR/fv3V//+/XXt2jUdOXJEd+7cUXBwsCIjI5U2bVrlyZNHZcqUUeHChW1Z8wv16tVLO3fu1Oeff6727dsrZ86cWrdunS5fvqzx48fLyclJ3t7e8vb21tixY3X79m3lz59fK1as0J07dzR69Og3UicAAACApOO1Q9ez8ubNq7x589piV/Hi5uamJUuWaPLkydqwYYMePnyoIkWKaMaMGapZs6a53eTJkzVx4kRt3LhRoaGhcnd315w5c+Tl5ZWA1QMAAACwRzYJXW+T9OnTa9iwYRo2bNgL26RKlUq+vr7y9fV9c4UBAAAASJIS55yLAAAAAJBIELoAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAA8UrdPXp00c7duxQZGSkreoBAAAAALsSrynjd+zYoZ07dypt2rRq1KiRmjRpIg8PD1vVBgAAAACJXrx6ulasWKF27drJwcFBixYtUuvWrdWwYUPNmjVLd+7csVWNAAAAAJBoxSt0eXh4aOjQodq3b59mzJihevXq6datW5owYYJq1aqlzp07a/369QoNDbVVvQAAAACQqMRreGGMZMmSqWbNmqpZs6YePXqkbdu2afv27Tp06JB+//13ffvtt6pXr56aN2+ucuXK2eKQAAAAAJAo2Hz2Qjc3N73//vvq2LGjGjRoIAcHB4WEhGjt2rXq1KmT3nvvPe3cudPWhwUAAACAt5JNerpiHD16VBs2bJCfn58ePHggk8mkggULqmnTpvL09JSfn59Wr16tPn36aNiwYWrdurUtDw8AAAAAb514h65Lly5pw4YN2rRpk27fvi2TyaQ0adKodevWat68ucVshl5eXmrQoIHatWunH3/8kdAFAAAAwO7FK3Q1bdpUFy5ckMlkkqOjo6pUqaLmzZurTp06cnZ2jnWbsmXLysXFRffv34/PoQEAAAAgUYhX6Dp//rwKFCigpk2b6v3331fWrFn/c5snT56obdu2Kl68eHwODQAAAACJQrxC1/Lly1W6dOk4bePi4qLBgwfH57AAAAAAkGjEa/bC0qVLKyIiQgsXLtSECRMs1u3Zs0etWrXSwoUL41UgAAAAACRm8erpCgkJUffu3XXixAnlyZNHn332mXldYGCgTp06pdOnT2vPnj2aMWPGC+/zAgAAAAB7Fa+errlz5+r48eOqUqWKpk6darGuZcuW2rFjh6pXr64DBw5o9uzZ8SoUAAAAABKjeIWurVu3KkeOHJoxY4aKFClitT5XrlyaMmWKsmTJog0bNsTnUAAAAACQKMUrdN24cUMlS5aUk5PTC9s4OzvLw8NDt27dis+hAAAAACBRilfoSps2rW7fvv2f7e7evSs3N7f4HAoAAAAAEqV4ha4KFSrozJkz8vPze2GbPXv26MSJEypXrlx8DgUAAAAAiVK8Zi/s0aOHtm/frs8++0xNmjRRtWrVlD17dklSQECA9u3bp7Vr18rZ2Vkff/yxTQoGAAAAgMQkXqGrcOHCmjRpkr788kutXbtW69ats1hvMpmUJk0ajR49WsWKFYvPoQAAAAAgUYpX6JKk6tWry8/PTzt27NDRo0cVFBSkqKgoZcqUSZ6enmrYsKFSp05ti1oBAAAAINGJd+iSJDc3NzVt2lRNmza1xe4AAAAAwG7EayKNVxUREaFdu3a9iUMBAAAAwFsl3j1dO3bs0NKlS3Xr1i1FRETIZDKZ15lMJj158kT//vuvoqKidO7cufgeDgAAAAASlXiFrj179qhfv36Kjo5+abs0adKoSpUq8TkUAAAAACRK8RpeuGDBAkVHR1tMHe/o6KiNGzfKz89PQ4cOVerUqZUiRQp9/fXXtqoZAAAAABKNeIUuf39/5c2bVwMHDlTu3LlVuXJlRUdH6+LFi8qbN6/at2+viRMnKjAwULNmzbJVzQAAAACQaMQrdD1+/FhFihQxvy5UqJAcHBzk7+9vXla1alUVKVJEv/76a3wOBQAAAACJUrxCl5ubm8LDw82vU6RIocyZM+vSpUsW7fLnz6/bt2/H51AAAAAAkCjFK3QVK1ZMJ06c0OPHj83LChUqpFOnTllMrhEQEKAUKVLE51AAAAAAkCjFK3Q1bdpUDx48ULt27bRnzx5JUs2aNfXPP/9o5MiRun37tpYsWaKTJ0+qQIECNikYAAAAABKTeIWu999/X82aNdOFCxe0evVqSVLLli2VM2dOLV68WLVq1dKIESMkSb169Yp/tQAAAACQyMT74cijRo1Sq1atzEMMU6RIoSVLlmjSpEk6deqUsmXLpk6dOql69erxLhYAAAAAEpt4ha5Vq1apaNGi8vT0tFieNWtWjRo1Kl6FAQAAAIA9iFfomjBhglKnTi0/Pz9b1QMAAAAAdsWmz+kCAAAAAFiKV+iqU6eODh06pGvXrtmqHgAAAACwK/EaXtiwYUOdOXNGjRs3VuXKleXu7q40adLI0TH2LNelS5f4HA4AAAAAEp14ha7evXvLwcFBJpNJu3fv1u7du+Xg4GDVzmQyycHBgdAFAAAAIMmxSegCAAAAAMQuXqGrb9++tqoDAAAAAOxSvCbSAAAAAAC8XLx6uoYMGfLKbR0cHDRy5Mj4HA4AAAAAEp14ha61a9f+Z5uYiTYIXQAAAACSoniFrsmTJ8e6PCoqSg8fPtTJkye1ceNGvffee+rXr198DgUAAAAAiVK8Qle9evVeur5169Z677331KNHD1WsWFHNmjWLz+EAAAAAINExfCKNqlWrqnTp0po/f77RhwIAAACAt84bmb0wc+bMunr16ps4FAAAAAC8VQwPXcHBwTp8+LDSpk1r9KEAAAAA4K0Tr3u65s2b98J1UVFRunfvnn755Rc9ePBA7dq1i8+hAAAAACBRilfoGjNmjBwcHF643mQySZKKFy/O7IUAAAAAkqR4ha7evXu/MHQ5ODgoVapUKlKkiCpWrChHxzdy+xgAAAAAvFXiFbr69u1rqzoAAAAAwC7ZpPtp586d+vnnny2WHT58WAMGDNDOnTttcQgAAAAASJTiFboiIiLUv39/9enTR8uWLbNYd/HiRW3ZskV9+vTRV199Fa8iX8fNmzdVtmxZDR482GJ5WFiYxo0bp5o1a6p06dJq3bq1Dh48+MbrAwAAAJA0xCt0LV26VFu3blWRIkU0aNAgi3WtWrXSggULVKJECa1Zs0aLFi2KV6FxYTKZ9OWXX+rx48dW6wYOHKi5c+eqdu3a8vHxUUREhLp3766jR4++sfoAAAAAJB3xCl1r1qxRxowZtXjxYlWvXt1inZOTkypUqKC5c+cqbdq0Wr58ebwKjYvFixfr2LFjVssPHjyoHTt2aNCgQfL19VW7du20aNEiZc+eXSNHjnxj9QEAAABIOuIVuv7++2+VLVtWbm5uL2yTJk0alS1bVteuXYvPoeJU0/jx49WnTx+rdRs3bpSTk5NatWplXubq6qoWLVrI399fV69efSM1AgAAAEg64hW6XF1d9c8///xnu5CQEKVIkSI+h3ol0dHRGjx4sNzd3fXhhx9arT9z5ozy588vV1dXi+UlSpQwrwcAAAAAW4pX6CpTpoyOHz/+0vuhTp8+rSNHjqh06dLxOdQrWbBggc6cOaORI0fG+lywgIAAZcuWzWp5lixZJEm3bt0yvEYAAAAASUu8ntPVtWtX/frrr+rRo4e6deumatWqKXv27JKeBpx9+/Zpzpw5MplM6t69u00KfpG//vpLkyZN0qeffqoCBQroyZMnVm0eP36slClTWi2P6YULDQ01tMbw8HBD9/9fIiIiEvT4AGArERERCX5NTQy47gOwJ2/Dtd/Z2fm1totX6Cpbtqy+/fZbfffdd5o+fbqmT59usd5kMil58uQaOnSoKlSoEJ9DvVRUVJSGDBmiYsWKqUuXLq+9HwcHBxtWZS06OtrQ/f/n8U2mBD0+ANhKtMmU4NfUxIDrPgB7kpiv/fEKXZLUokULVapUSWvXrtWxY8cUFBSkqKgoZcqUSZ6enmrRooXy5Mlji1pfaO7cuTpz5owWLlyo+/fvS/q/b/fCw8MVHBwsNzc3ubq6KiwszGr7mGUvmxDEFmIb8vgmORocKgHgTXF0cEjwa2piwHUfgD1JzNf+eIcuScqZM2esswW+Kb/99psiIyPVrl07q3WbN2/W5s2bNWrUKOXIkUNBQUFWbQIDAyVJWbNmNbTO1+2OtBUnJ6cEPT4A2IqTk1OCX1MTA677AOxJYr72xzt0RUREaOnSpbp3754GDBhgXr5nzx5Nnz5djRo1UqdOneJ7mJfy8fHRgwcPrOr66KOPVLVqVXXr1k2FChXSsWPHtGHDBoWFhVnMpujv7y9JKlWqlKF1AgAAAEh64hW6QkJC1L17d504cUJ58uSxCF2BgYE6deqUTp8+rT179mjGjBmGJdOSJUtaLYuZSCNz5syqXLmyJKl+/fpatWqVli1bps6dO5vPYdWqVfLw8DB8GCQAAACApCdegyLnzp2r48ePq0qVKpo6darFupYtW2rHjh2qXr26Dhw4oNmzZ8erUFvw9vaWt7e3xo4dq1GjRmnZsmXq0KGD7ty5Ix8fn4QuDwAAAIAdilfo2rp1q3LkyKEZM2aoSJEiVutz5cqlKVOmKEuWLNqwYUN8DmUzkydPVtu2bbVx40aNGTNGzs7OmjNnjry8vBK6NAAAAAB2KF7DC2/cuKFq1aq99EZdZ2dneXh4aPfu3fE5VJy5uLjowoULVstTpUolX19f+fr6vtF6AAAAACRN8erpSps2rW7fvv2f7e7evWv4dOwAAAAA8DaKV+iqUKGCzpw5Iz8/vxe22bNnj06cOKFy5crF51AAAAAAkCjFa3hhjx49tH37dn322Wdq0qSJqlWrpuzZs0uSAgICtG/fPq1du1bOzs76+OOPbVIwAAAAACQm8QpdhQsX1qRJk/Tll19q7dq1WrduncV6k8mkNGnSaPTo0SpWrFh8DgUAAAAAiVK8H45cvXp1+fn5aceOHTp69KiCgoIUFRWlTJkyydPTUw0bNlTq1Kl1+PBhlS9f3hY1AwAAAECiEe/QJUlubm5q2rSpmjZtarE8ODhYK1as0MqVK/X333/r7NmztjgcAAAAACQaNgldzztw4ICWL1+uXbt2KTIyUiaTScmTG3IoAAAAAHir2SwJBQUFafXq1Vq1apVu3rwpk8kkSSpdurSaNGmihg0b2upQAAAAAJBoxCt0mUwm/fbbb1qxYoX27NmjqKgomUwmOTg46JNPPlGTJk2UL18+G5UKAAAAAInPa4WuO3fuaOXKlVq9erUCAgJkMpmUOnVqNWjQQEePHtWVK1fUr18/W9cKAAAAAIlOnELXjh07tGLFCu3fv19RUVFydHRU5cqV1bx5c9WtW1fOzs7q2LGjrly5YlS9AAAAAJCoxCl09enTR8mSJZOHh4fq16+vhg0bKnPmzEbVBgAAAACJnmNcN0iWLJlSpkypqKgo3b9/34CSAAAAAMB+xCl0zZs3T/Xr19eJEyf0/fffq0mTJnr//fc1f/583b1716gaAQAAACDRitPwwkqVKqlSpUp6/Pixtm7dqrVr1+rYsWMaM2aMxo0bpypVquj27dtG1QoAAAAAiU6chxdKUqpUqfTBBx9o0aJF2r59u3r37q1s2bJpz549unHjhiSpf//+2r59u8LDw21aMAAAAAAkJvF+OHKuXLnUp08f9enTR0ePHtWaNWvk5+enrVu3ys/PT66urqpVq5YaNmyomjVr2qJmAAAAAEg0Xqun60W8vLw0cuRI7d+/X99//70qVqyo0NBQbdy4Ub1797bloQAAAAAgUYh3T1dsUqRIoSZNmqhJkyYKCAjQunXrtG7dOiMOBQAAAABvNZv2dMUma9as6tmzp7Zs2WL0oQAAAADgrWN46AIAAACApIzQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIHsKnSdOnVKPXr0kJeXl0qVKqWmTZtq3bp1Fm3CwsI0btw41axZU6VLl1br1q118ODBhCkYAAAAgN2zm9B1+fJldezYURcuXFD37t01aNAgpUyZUj4+Ppo3b5653cCBAzV37lzVrl1bPj4+ioiIUPfu3XX06NEErB4AAACAvUqe0AXYypgxY+To6KiVK1cqa9askqT27durXbt2mjJlilq1aqVTp05px44dGjJkiDp37ixJatq0qZo0aaKRI0dqzZo1CXgGAAAAAOyRXfR0RUVF6ciRI/L29jYHLklydHRUgwYNFBISonPnzmnjxo1ycnJSq1atzG1cXV3VokUL+fv76+rVqwlQPQAAAAB7Zhc9XY6OjtqwYYMcHBys1gUHB0uSkiVLpjNnzih//vxydXW1aFOiRAlJ0pkzZ5QvXz7D6wUAAACQdNhF6HJwcFDu3LmtloeEhGj16tVydXVV8eLFFRAQIA8PD6t2WbJkkSTdunXL0DrDw8MN3f9/iYiISNDjA4CtREREJPg1NTHgug/AnrwN135nZ+fX2s4uQldsTCaTfH19FRQUpN69e8vFxUWPHz9WypQprdqmSJFCkhQaGmpoTdHR0Ybu/z+PbzIl6PEBwFaiTaYEv6YmBlz3AdiTxHztt8vQZTKZNGzYMG3evFnly5fXxx9//ErbxTY80ZYcHRP2FjpHg88PAN4URweHBL+mJgZc9wHYk8R87be70BUREaHBgwdr06ZN8vDw0IwZM+Tk5CTp6aQZYWFhVtvELHNzczO0ttftjrSVmPcBABI7JyenBL+mJgZc9wHYk8R87ber0BUaGqq+fftq7969Kl++vGbMmGERpHLkyKGgoCCr7QIDAyXJYuZDAAAAALCFxNk/F4uIiAj16dNHe/fuVc2aNfXTTz9Z9VyVKFFCly5dsurt8vf3lySVKlXqjdULAAAAIGmwm9A1ZcoU7du3T7Vq1dLUqVPl4uJi1aZ+/foKDw/XsmXLzMtCQkK0atUqeXh4KE+ePG+yZAAAAABJgF0MLwwMDNS8efOUPHlyVa1aVb/88otVm0qVKsnb21ve3t4aO3asbt++rfz582vFihW6c+eORo8enQCVAwAAALB3dhG6jh8/bn4WyfDhw2NtM3v2bGXJkkWTJ0/WxIkTtXHjRoWGhsrd3V1z5syRl5fXmywZAAAAQBJhF6Grfv36unDhwiu1TZUqlXx9feXr62twVQAAAABgR/d0AQAAAMDbiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABiJ0AQAAAICBCF0AAAAAYCBCFwAAAAAYiNAFAAAAAAYidAEAAACAgQhdAAAAAGAgQhcAAAAAGIjQBQAAAAAGInQBAAAAgIEIXQAAAABgIEIXAAAAABiI0AUAAAAABkqyoevWrVsaMGCAKlasqHfeeUe9e/fW9evXE7osAAAAAHYmeUIXkBDu37+vTp066dGjR/rwww/l7OysuXPnqn379lq3bp0yZMiQ0CUCAAAAsBNJMnTNnz9fN27c0KpVq1SyZElJkre3t5o2barZs2fLx8cngSsEAAAAYC+S5PDCTZs2qUyZMubAJUlFihRRxYoVtWnTpgSsDAAAAIC9SXKh699//9X169ctAleMEiVKKDAwUIGBgQlQGQAAAAB7lOSGFwYEBEiSsmbNarUuS5YskqTbt2+b/26vIsKfJHQJABAnXLcAAIlVkgtdjx8/liSlTJnSal2KFCkkSSEhITY95oMHD2QymVSnTh2b7jeuoqOjFRYS8fTFsQQtBQDi5bcOP8nRMckN1ogzi+s+ACRyb8O1P23atFq9enWct0tyoctkMkmSHBwcXtjmZeteh6Ojo6Kjo226z9etw9XNJaHLAAC8IVz3AeDtkORCl6urqyQpNDTUal1YWJgkyc3NzabHPHTokE33BwAAACDxSHJjM3LmzClJCgoKsloXM4FGbPd7AQAAAMDrSHKhK3Xq1MqTJ4/8/f2t1vn7+ytbtmzKnDlzAlQGAAAAwB4ludAlSfXr19exY8csgteff/6pQ4cOqVGjRglYGQAAAAB742CKmVkiCbl//74aN26siIgIdevWTY6Ojpo3b56cnJy0evVqZciQIaFLBAAAAGAnkmTokqTr169r1KhROnjwoJydnVW+fHkNGjRIuXPnTujSAAAAANiRJBu6AAAAAOBNSJL3dAEAAADAm0LoAgAAAAADEboAAAAAwECELgAAAAAwEKELAAAAAAxE6AIAAAAAAxG6AAAAAMBAhC4AAAAAMBChCwAAAAAMROgCAAAAAAMRugAAAADAQIQuAAAAADAQoQsAAAAADEToAuzU1KlT5e7ubvWnRIkSqlixorp166bDhw8ndJmSJHd3dw0YMCChywCAROn333+Xu7u7pk6dmtClxNngwYPl7u6uJ0+eJHQpgKGSJ3QBAIzVq1cvFShQwPw6IiJCly9f1tKlS9WlSxctXbpUHh4eCVghAACAfSN0AXaucuXKqlChgtXy2rVrq0OHDpo+fbpmzpyZAJUBAAAkDQwvBJIoLy8v5cuXTydOnEjoUgAAAOwaoQtIwlxdXS1eBwQEaMiQIapcubJKliypRo0aafHixVbb3b1719zO09NTvXv31vHjx+Xu7q41a9ZI+r97DJYuXWqx7eXLl1/p3oOVK1eqTZs2Klu2rEqWLKnatWtrzJgxFuP+Y+5b27Nnj6pVq6YyZcpoxowZr/t2AIBdGDx4sGrVqqVVq1apQoUKKlu2rNauXas1a9bI3d1dW7ZsUb169VSqVCl9/fXXkiSTyaQFCxbovffeU6lSpVSlShV99dVXunv3rtX+Fy9erAYNGsjDw0ONGzfWtm3b1LlzZ3Xs2NHcplatWmrVqpXVtq1atVKtWrVeWv/58+c1YMAAVa1aVSVKlFCFChXUq1cvXbhwwdzmxo0bcnd315w5c9SpUyeVLFlSjRs3VlRU1Ou+bYChGF4IJFG3b9/WhQsX5OXlJUkKCgpSq1atFB4errZt2ypjxozav3+/hg8fritXrsjX11eS9PjxY7Vv3163bt1Shw4dlD17dm3YsEEff/yxzWqbOnWqpk2bpoYNG6pp06Z68uSJtm/frrlz5yoiIsJcS4xBgwapU6dOcnJyUvny5W1WBwAkVnfv3tX48ePVs2dPPXz4UF5eXjpy5Igk6auvvlLr1q2VLVs25cmTR5I0dOhQrVq1So0bN1aHDh108+ZNLV68WIcOHdKqVauUPn16SdKECRM0c+ZMVa1aVR06dND58+fVv39/ubm5yd3dPd51X7p0SW3atFH27NnVpUsXpU6dWufOndPKlSt16tQp7dq1SylSpDC3nzZtmipXrixfX1+Fh4crWbJk8a4BMAKhC7BzDx8+VHBwsPn1kydPdPHiRY0bN06S1LdvX0lPf5E+evRI69evV65cuSRJ7du318iRI7VgwQK1aNFCRYsW1YIFC3T16lVNnz5dderUkSS1adNGbdq00f379+Ndb0REhBYsWKCaNWtq4sSJ5uXt27dX7dq1tXfvXqtt2rRpo969e8f72ABgL548eaKhQ4eqZcuW5mUxoatWrVry8fGxWL5y5UoNGTJEnTt3Ni9v0KCBWrZsqZkzZ2rw4MG6ceOG5syZozp16mjatGlycHCQJBUoUECjR4+2Sd2LFy9WZGSkFixYoCxZspiXu7m5adasWTp79qzKli1rXp4+fXpNmTKFsIW3HsMLATvXu3dvVapUyfynRo0a+uijj+Ti4qL58+fLy8tL0dHR2r59uzw9PeXq6qrg4GDzn3fffVeStHv3bknS9u3blS9fPnPgkiRnZ2d169bNJvU6OTlp//795lAY4969e0qTJo0eP35stU3FihVtcmwAsCcvujY+v9zPz0/S0zD27PU/e/bsKly4sH799VdJ0q5duxQZGamuXbuaA5f09EsxNzc3m9T89ddf67fffrMIXKGhoXJ0fPqRNSQkxKK9l5cXgQuJAj1dgJ3z8fFR0aJFFR0drbNnz2rOnDnKmjWrxowZY55K/p9//tHDhw+1d+9eVapUKdb93Lp1S5J09epVlStXzmp9wYIFbVazs7Oz9u3bp+3bt+vKlSv6+++/zb11mTJlsmof2zIASOoyZswY6/Lnr5nXrl2TJNWtWzfW9k5OThbt8ufPb7He2dlZuXPnjletMRwcHPTw4UP99NNPOn/+vK5fv66bN2+a79WKjo62aP+icwTeNoQuwM7F3IQsSVWrVpW3t7fatm2rjh07avny5cqVK5f5l1mtWrUsboR+Vsy3jpGRkXJ2drZaH9uy2Dz/C/N5JpNJffv21fbt21W6dGmVKlVKzZs3l6enp7799ltdvXrVapuYb0ABAP/nRT1Az18zo6Oj5eLioh9//PGl+4uIiJAU+/XexcXllWr6r4kutm7dqoEDByp9+vSqVKmSKlasqOLFi+vatWsaPny4VXt6uZBYELqAJKZYsWL66quv5Ovrq88++0xLly5VhgwZlDJlSoWHh6ty5coW7YODg3XkyBHlzZtXkpQ3b95Yg0/MN6AxYn4RhoeHWyyPbSasZx09elTbt29X165dLe45eJVtAQBxlzNnTu3bt0+FChWyGNYnPR1SmC5dOkky/x64cuWKSpUqZW5jMpl07do1FS5c2LzM0dHR6vovPb2OvywojR07VtmzZ9e6desshiyeOXPmtc4NeFvw9TCQBLVs2VLVq1fXH3/8oXnz5il58uSqXr26Dhw4oJMnT1q0nTJlivr166dLly5Jkt59911dvHhRhw8fNreJioqymlo+ZvjKuXPnLJZv2rTppbXFTMZRqFAhi+W7d+/W1atXFRkZ+crnCQD4b7Vr15Yk/fDDDxbLT548qU8++UQLFiyQ9HT4oaOjo5YsWWLRbtOmTfrnn38slmXKlEnXrl3To0ePzMuOHj2qO3fuvLSW+/fvK1u2bBaB68GDB+bHkTAlPBIrerqAJGr48OF67733NHXqVNWtW1eff/65fv/9d3Xu3Flt27ZVvnz5dOjQIf3yyy+qUaOGvL29JUldu3bVhg0b1KNHD/OU8Vu3btXp06clyXxzdb58+VSqVCnzt5VFihTRvn37dP78+ZcOByxbtqzSpEmjsWPHKjAwUBkzZtQff/yhdevWycXFRSEhITKZTBY3cQMAXl/16tX17rvvaunSpbp9+7aqVaume/fuadGiRUqTJo0+/fRTSVKePHnUuXNnzZ07V8HBwapWrZr++usvrVixwnzfV4zGjRvrxIkT6tatm5o3b67bt29ryZIlyps370u/PKtRo4Y2bdqkIUOGqGzZsgoICNDq1at17949SYp1MiUgMaCnC0iismXLpi+++EJhYWHy9fVVrly5tHLlStWtW1fr16/Xd999p7Nnz6pv376aPHmyOSi5ublp0aJFqlWrlpYvX67x48crQ4YM5gdsPjvWf8qUKXr33Xe1Zs0ajRkzRg4ODvr5559fGpgyZsyoWbNmqWDBgpo9e7bGjRunc+fOydfXV4MGDVJ4eLiOHTtm7JsDAEnMxIkTNXDgQF2/fl2jRo3SihUrVLFiRS1dutQ86ZIkffHFFxo4cKAuX76sUaNG6fDhw5oyZYrSpUtncf1v27atPv30UwUFBWnEiBHavXu3Ro8eHetETM/65ptv1Lp1a+3du1cjRozQ+vXr5e3trQ0bNih58uT6f+3doYoqYRzG4f+BNYjBYDBt2OgGMXgJgmWLGE3bNXgbYjXYbCarJi2yeg1G44KYRcOctEEOJxg+xoXniZNepv2Yb2Z2u12yewAp/cmyLMt7BPB7nM/nKJfL/5zJXy6XMRwOYzab/fcLiAD8Xj8nDUql0t31LMui0WhEu92O0WiU0zp4bp50AQ8Zj8fRbDbvzulHRKxWq3h5eYn39/eclgGQ0s+PiReLxd31zWYTl8sl6vV6Tsvg+XnSBTxkv9/H5+dn1Gq16HQ6USgUYrvdxnq9jn6/H4PBIO+JACRwu93i4+MjTqdT9Hq9eH19jePxGPP5PKrVaiwWiygWi3nPhKckuoCHfX19xXQ6jcPhENfrNd7e3qLX60W32817GgAJfX9/x2Qyie12G6fTKSqVSrRarRgMBlEul/OeB09LdAEAACTknS4AAICERBcAAEBCogsAACAh0QUAAJCQ6AIAAEhIdAEAACQkugAAABISXQAAAAmJLgAAgIREFwAAQEKiCwAAIKG/UVrie62BwxsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 900x1440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(7.5, 12))\n",
    "\n",
    "x = np.arange(len(perf_summary))\n",
    "width = 0.36\n",
    "\n",
    "bars1 = axes[0].bar(\n",
    "    x - width / 2,\n",
    "    perf_summary[\"hit_rate\"],\n",
    "    width,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.2,\n",
    "    label=\"Hit rate\"\n",
    ")\n",
    "\n",
    "bars2 = axes[0].bar(\n",
    "    x + width / 2,\n",
    "    perf_summary[\"miss_rate\"],\n",
    "    width,\n",
    "    color=purple_main,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.2,\n",
    "    label=\"Miss rate\"\n",
    ")\n",
    "\n",
    "axes[0].set_title(\"Recognition performance relative to 20 notified animals\")\n",
    "axes[0].set_ylabel(\"Percentage (%)\")\n",
    "axes[0].set_xticks(x)\n",
    "axes[0].set_xticklabels(perf_summary[\"condition_label\"])\n",
    "axes[0].set_ylim(0, 100)\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "axes[0].legend(frameon=False)\n",
    "\n",
    "for bar in bars1:\n",
    "    value = bar.get_height()\n",
    "    axes[0].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "for bar in bars2:\n",
    "    value = bar.get_height()\n",
    "    axes[0].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "bars3 = axes[1].bar(\n",
    "    x - width / 2,\n",
    "    perf_summary[\"false_alarm_rate\"],\n",
    "    width,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.2,\n",
    "    label=\"False alarm rate\"\n",
    ")\n",
    "\n",
    "bars4 = axes[1].bar(\n",
    "    x + width / 2,\n",
    "    perf_summary[\"correct_rejection_rate\"],\n",
    "    width,\n",
    "    color=purple_main,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.2,\n",
    "    label=\"Correct rejection rate\"\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Recognition performance relative to 30 non-notified animals\")\n",
    "axes[1].set_ylabel(\"Percentage (%)\")\n",
    "axes[1].set_xticks(x)\n",
    "axes[1].set_xticklabels(perf_summary[\"condition_label\"])\n",
    "axes[1].set_ylim(0, 100)\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "axes[1].legend(frameon=False)\n",
    "\n",
    "for bar in bars3:\n",
    "    value = bar.get_height()\n",
    "    axes[1].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "for bar in bars4:\n",
    "    value = bar.get_height()\n",
    "    axes[1].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "bars5 = axes[2].bar(\n",
    "    perf_summary[\"condition_label\"],\n",
    "    perf_summary[\"overall_accuracy\"],\n",
    "    color=[purple_mid, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "axes[2].set_title(\"Overall recognition accuracy\")\n",
    "axes[2].set_ylabel(\"Accuracy (%)\")\n",
    "axes[2].set_ylim(0, 100)\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars5, perf_summary[\"overall_accuracy\"]):\n",
    "    axes[2].text(\n",
    "        bar.get_x() + bar.get_width() / 2,\n",
    "        value + 1,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\",\n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "65227fdd-a5a9-4a83-9760-476720bab0bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Position relativ zur Notification: Vergleiche Leistung in Trial direkt vor einer Notification, Trial mit Notification, Trial direkt nach Notification. Gibt es Störreffekt? Verschlechtert sich Performance unmittelbar nach Ablenkung?\n",
    "df_trials[\"trial_in_block\"] = (\n",
    "    df_trials\n",
    "    .groupby([\"participant\", \"block\"])\n",
    "    .cumcount() + 1\n",
    ")\n",
    "\n",
    "notif_trials = df_trials[df_trials[\"notification_flag\"] == 1].copy()\n",
    "\n",
    "notif_trials = notif_trials[[\n",
    "    \"participant\",\n",
    "    \"block\",\n",
    "    \"trial_in_block\"\n",
    "]].rename(columns={\"trial_in_block\": \"notif_trial\"})\n",
    "\n",
    "before = notif_trials.copy()\n",
    "before[\"trial_in_block\"] = before[\"notif_trial\"] - 1\n",
    "before[\"position\"] = \"Before notification\"\n",
    "\n",
    "during = notif_trials.copy()\n",
    "during[\"trial_in_block\"] = during[\"notif_trial\"]\n",
    "during[\"position\"] = \"Notification\"\n",
    "\n",
    "after = notif_trials.copy()\n",
    "after[\"trial_in_block\"] = after[\"notif_trial\"] + 1\n",
    "after[\"position\"] = \"After notification\"\n",
    "\n",
    "notif_positions = pd.concat([before, during, after])\n",
    "\n",
    "df_notif_analysis = notif_positions.merge(\n",
    "    df_trials,\n",
    "    on=[\"participant\", \"block\", \"trial_in_block\"],\n",
    "    how=\"left\"\n",
    ")\n",
    "\n",
    "acc_notif = (\n",
    "    df_notif_analysis\n",
    "    .groupby(\"position\")[\"correct\"]\n",
    "    .mean()\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "acc_notif[\"accuracy_percent\"] = acc_notif[\"correct\"] * 100\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "\n",
    "bars = plt.bar(\n",
    "    acc_notif[\"position\"],\n",
    "    acc_notif[\"accuracy_percent\"],\n",
    "    color=[purple_light, purple_mid, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.4\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy around notifications\", fontsize=17, pad=12)\n",
    "plt.ylabel(\"Accuracy (%)\", fontsize=13)\n",
    "\n",
    "plt.ylim(0,100)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "for bar, value in zip(bars, acc_notif[\"accuracy_percent\"]):\n",
    "    plt.text(\n",
    "        bar.get_x()+bar.get_width()/2,\n",
    "        value+1,\n",
    "        f\"{value:.1f}%\",\n",
    "        ha=\"center\",\n",
    "        fontsize=11\n",
    "    )\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9146ad69-6aa2-4b94-b460-c373c64451fa",
   "metadata": {},
   "source": [
    "### Difference Scores Between Notification Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "aa1c8d2f-f1d8-4bf1-9aa7-bcb9c716fe29",
   "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>participant</th>\n",
       "      <th>acc_irregular</th>\n",
       "      <th>acc_no_notifications</th>\n",
       "      <th>acc_regular</th>\n",
       "      <th>rt_irregular</th>\n",
       "      <th>rt_no_notifications</th>\n",
       "      <th>rt_regular</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>355.849462</td>\n",
       "      <td>279.170213</td>\n",
       "      <td>679.659574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.697917</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>0.770833</td>\n",
       "      <td>171.041667</td>\n",
       "      <td>295.687500</td>\n",
       "      <td>200.208333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.885417</td>\n",
       "      <td>438.406250</td>\n",
       "      <td>451.822917</td>\n",
       "      <td>652.739583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>222.156250</td>\n",
       "      <td>264.843750</td>\n",
       "      <td>228.395833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.729167</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>229.978947</td>\n",
       "      <td>326.494737</td>\n",
       "      <td>174.937500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  acc_irregular  acc_no_notifications  acc_regular  rt_irregular  \\\n",
       "0       13351       0.541667              0.458333     0.291667    355.849462   \n",
       "1       14312       0.697917              0.708333     0.770833    171.041667   \n",
       "2       15899       0.916667              0.854167     0.885417    438.406250   \n",
       "3       22599       0.854167              0.843750     0.916667    222.156250   \n",
       "4       23765       0.781250              0.729167     0.812500    229.978947   \n",
       "\n",
       "   rt_no_notifications  rt_regular  \n",
       "0           279.170213  679.659574  \n",
       "1           295.687500  200.208333  \n",
       "2           451.822917  652.739583  \n",
       "3           264.843750  228.395833  \n",
       "4           326.494737  174.937500  "
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "participant_profiles = (\n",
    "    df_trials\n",
    "    .groupby([\"participant\", \"condition\"], as_index=False)\n",
    "    .agg(\n",
    "        accuracy=(\"correct\", \"mean\"),\n",
    "        mean_rt=(\"rt\", \"mean\")\n",
    "    )\n",
    ")\n",
    "\n",
    "participant_profiles.head()\n",
    "\n",
    "participant_profiles_wide = (\n",
    "    participant_profiles\n",
    "    .pivot(index=\"participant\", columns=\"condition\", values=[\"accuracy\", \"mean_rt\"])\n",
    ")\n",
    "\n",
    "participant_profiles_wide.head()\n",
    "\n",
    "participant_profiles_wide.columns = [\n",
    "    f\"{metric}_{condition}\" for metric, condition in participant_profiles_wide.columns\n",
    "]\n",
    "\n",
    "participant_profiles_wide = participant_profiles_wide.reset_index()\n",
    "participant_profiles_wide.head()\n",
    "\n",
    "participant_profiles = participant_profiles_wide.rename(columns={\n",
    "    \"accuracy_no_notifications\": \"acc_no_notifications\",\n",
    "    \"accuracy_regular\": \"acc_regular\",\n",
    "    \"accuracy_irregular\": \"acc_irregular\",\n",
    "    \"mean_rt_no_notifications\": \"rt_no_notifications\",\n",
    "    \"mean_rt_regular\": \"rt_regular\",\n",
    "    \"mean_rt_irregular\": \"rt_irregular\"\n",
    "})\n",
    "\n",
    "participant_profiles.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "19fd3c5c-d2f0-473d-bc12-013a415c5277",
   "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>participant</th>\n",
       "      <th>acc_no_notifications</th>\n",
       "      <th>acc_regular</th>\n",
       "      <th>acc_irregular</th>\n",
       "      <th>regular_minus_no</th>\n",
       "      <th>irregular_minus_no</th>\n",
       "      <th>irregular_minus_regular</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>-0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>0.770833</td>\n",
       "      <td>0.697917</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>-0.010417</td>\n",
       "      <td>-0.072917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.885417</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.031250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.072917</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>-0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.729167</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.052083</td>\n",
       "      <td>-0.031250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  acc_no_notifications  acc_regular  acc_irregular  \\\n",
       "0       13351              0.458333     0.291667       0.541667   \n",
       "1       14312              0.708333     0.770833       0.697917   \n",
       "2       15899              0.854167     0.885417       0.916667   \n",
       "3       22599              0.843750     0.916667       0.854167   \n",
       "4       23765              0.729167     0.812500       0.781250   \n",
       "\n",
       "   regular_minus_no  irregular_minus_no  irregular_minus_regular  \n",
       "0         -0.166667            0.083333                 0.250000  \n",
       "1          0.062500           -0.010417                -0.072917  \n",
       "2          0.031250            0.062500                 0.031250  \n",
       "3          0.072917            0.010417                -0.062500  \n",
       "4          0.083333            0.052083                -0.031250  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff_scores = participant_profiles[[\n",
    "    \"participant\",\n",
    "    \"acc_no_notifications\",\n",
    "    \"acc_regular\",\n",
    "    \"acc_irregular\"\n",
    "]].copy()\n",
    "\n",
    "diff_scores[\"regular_minus_no\"] = (\n",
    "    diff_scores[\"acc_regular\"] - diff_scores[\"acc_no_notifications\"]\n",
    ")\n",
    "\n",
    "diff_scores[\"irregular_minus_no\"] = (\n",
    "    diff_scores[\"acc_irregular\"] - diff_scores[\"acc_no_notifications\"]\n",
    ")\n",
    "\n",
    "diff_scores[\"irregular_minus_regular\"] = (\n",
    "    diff_scores[\"acc_irregular\"] - diff_scores[\"acc_regular\"]\n",
    ")\n",
    "\n",
    "diff_scores.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "fe33d8cd-16e0-4bf2-9225-27046c27ef6e",
   "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>Mean</th>\n",
       "      <th>SD</th>\n",
       "      <th>Min</th>\n",
       "      <th>Max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Regular - No notifications</th>\n",
       "      <td>0.03</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Irregular - No notifications</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Irregular - Regular</th>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Mean    SD   Min   Max\n",
       "Regular - No notifications    0.03  0.14 -0.24  0.34\n",
       "Irregular - No notifications  0.02  0.16 -0.49  0.41\n",
       "Irregular - Regular          -0.01  0.14 -0.39  0.25"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff_summary = pd.DataFrame({\n",
    "    \"Mean\": diff_scores[[\n",
    "        \"regular_minus_no\",\n",
    "        \"irregular_minus_no\",\n",
    "        \"irregular_minus_regular\"\n",
    "    ]].mean(),\n",
    "    \"SD\": diff_scores[[\n",
    "        \"regular_minus_no\",\n",
    "        \"irregular_minus_no\",\n",
    "        \"irregular_minus_regular\"\n",
    "    ]].std(),\n",
    "    \"Min\": diff_scores[[\n",
    "        \"regular_minus_no\",\n",
    "        \"irregular_minus_no\",\n",
    "        \"irregular_minus_regular\"\n",
    "    ]].min(),\n",
    "    \"Max\": diff_scores[[\n",
    "        \"regular_minus_no\",\n",
    "        \"irregular_minus_no\",\n",
    "        \"irregular_minus_regular\"\n",
    "    ]].max()\n",
    "}).round(2)\n",
    "\n",
    "diff_summary.index = [\n",
    "    \"Regular - No notifications\",\n",
    "    \"Irregular - No notifications\",\n",
    "    \"Irregular - Regular\"\n",
    "]\n",
    "\n",
    "diff_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3d8962bb-c881-4437-b30d-1ca87164acda",
   "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>participant</th>\n",
       "      <th>difference_type</th>\n",
       "      <th>difference_score</th>\n",
       "      <th>difference_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>regular_minus_no</td>\n",
       "      <td>-0.166667</td>\n",
       "      <td>Regular - No notifications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>regular_minus_no</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>Regular - No notifications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>regular_minus_no</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>Regular - No notifications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>regular_minus_no</td>\n",
       "      <td>0.072917</td>\n",
       "      <td>Regular - No notifications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>regular_minus_no</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>Regular - No notifications</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant   difference_type  difference_score            difference_label\n",
       "0       13351  regular_minus_no         -0.166667  Regular - No notifications\n",
       "1       14312  regular_minus_no          0.062500  Regular - No notifications\n",
       "2       15899  regular_minus_no          0.031250  Regular - No notifications\n",
       "3       22599  regular_minus_no          0.072917  Regular - No notifications\n",
       "4       23765  regular_minus_no          0.083333  Regular - No notifications"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff_labels = {\n",
    "    \"regular_minus_no\": \"Regular - No notifications\",\n",
    "    \"irregular_minus_no\": \"Irregular - No notifications\",\n",
    "    \"irregular_minus_regular\": \"Irregular - Regular\"\n",
    "}\n",
    "\n",
    "diff_order = [\n",
    "    \"Regular - No notifications\",\n",
    "    \"Irregular - No notifications\",\n",
    "    \"Irregular - Regular\"\n",
    "]\n",
    "\n",
    "diff_long = diff_scores.melt(\n",
    "    id_vars=\"participant\",\n",
    "    value_vars=[\n",
    "        \"regular_minus_no\",\n",
    "        \"irregular_minus_no\",\n",
    "        \"irregular_minus_regular\"\n",
    "    ],\n",
    "    var_name=\"difference_type\",\n",
    "    value_name=\"difference_score\"\n",
    ")\n",
    "\n",
    "diff_long[\"difference_label\"] = diff_long[\"difference_type\"].map(diff_labels)\n",
    "diff_long[\"difference_label\"] = pd.Categorical(\n",
    "    diff_long[\"difference_label\"],\n",
    "    categories=diff_order,\n",
    "    ordered=True\n",
    ")\n",
    "\n",
    "diff_long.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da4e0b03-5fcb-4177-b61e-364c2d617190",
   "metadata": {},
   "source": [
    "### Speed–Accuracy Profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "92a24e10-c218-45c5-874a-98df610ce298",
   "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>participant</th>\n",
       "      <th>mean_accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>438.226417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.725694</td>\n",
       "      <td>222.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.885417</td>\n",
       "      <td>514.322917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.871528</td>\n",
       "      <td>238.465278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.774306</td>\n",
       "      <td>243.803728</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  mean_accuracy     mean_rt\n",
       "0       13351       0.430556  438.226417\n",
       "1       14312       0.725694  222.312500\n",
       "2       15899       0.885417  514.322917\n",
       "3       22599       0.871528  238.465278\n",
       "4       23765       0.774306  243.803728"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed_accuracy = participant_profiles.copy()\n",
    "\n",
    "speed_accuracy[\"mean_accuracy\"] = speed_accuracy[[\n",
    "    \"acc_no_notifications\",\n",
    "    \"acc_regular\",\n",
    "    \"acc_irregular\"\n",
    "]].mean(axis=1)\n",
    "\n",
    "speed_accuracy[\"mean_rt\"] = speed_accuracy[[\n",
    "    \"rt_no_notifications\",\n",
    "    \"rt_regular\",\n",
    "    \"rt_irregular\"\n",
    "]].mean(axis=1)\n",
    "\n",
    "speed_accuracy[[\"participant\", \"mean_accuracy\", \"mean_rt\"]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "1e8e397c-a46e-455e-a129-43b3ab658c10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation between mean RT and mean accuracy: r = -0.237\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>mean_accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>67.00</td>\n",
       "      <td>67.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.76</td>\n",
       "      <td>452.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.12</td>\n",
       "      <td>158.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.39</td>\n",
       "      <td>182.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.70</td>\n",
       "      <td>358.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.79</td>\n",
       "      <td>433.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.86</td>\n",
       "      <td>511.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.94</td>\n",
       "      <td>1170.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       mean_accuracy  mean_rt\n",
       "count          67.00    67.00\n",
       "mean            0.76   452.22\n",
       "std             0.12   158.46\n",
       "min             0.39   182.08\n",
       "25%             0.70   358.74\n",
       "50%             0.79   433.90\n",
       "75%             0.86   511.46\n",
       "max             0.94  1170.39"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed_accuracy_summary = (\n",
    "    speed_accuracy[[\"mean_accuracy\", \"mean_rt\"]]\n",
    "    .describe()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "corr = speed_accuracy[[\"mean_accuracy\", \"mean_rt\"]].corr().iloc[0, 1]\n",
    "\n",
    "print(f\"Correlation between mean RT and mean accuracy: r = {corr:.3f}\")\n",
    "speed_accuracy_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d77816f9-3287-4838-8ad9-8911f34eb618",
   "metadata": {},
   "source": [
    "### Block and Order Effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "5568d66e-feca-467f-86de-e898b51a0ac4",
   "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>participant</th>\n",
       "      <th>block2_condition</th>\n",
       "      <th>block3_condition</th>\n",
       "      <th>order_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HUMA30</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DEOF26</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>28376</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13351</td>\n",
       "      <td>irregular</td>\n",
       "      <td>regular</td>\n",
       "      <td>Irregular first</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant block2_condition block3_condition      order_group\n",
       "0      OTMA27          regular        irregular    Regular first\n",
       "1      HUMA30          regular        irregular    Regular first\n",
       "2      DEOF26          regular        irregular    Regular first\n",
       "3       28376          regular        irregular    Regular first\n",
       "4       13351        irregular          regular  Irregular first"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def extract_order_groups(real_data):\n",
    "    order_rows = []\n",
    "\n",
    "    for participant in real_data:\n",
    "        trials = json.loads(participant[\"json_data\"])\n",
    "\n",
    "        cond_block2 = None\n",
    "        cond_block3 = None\n",
    "        participant_id = None\n",
    "\n",
    "        for t in trials:\n",
    "            if participant_id is None and t.get(\"participant_id\") is not None:\n",
    "                participant_id = t.get(\"participant_id\")\n",
    "\n",
    "            if t.get(\"block\") == 2 and cond_block2 is None:\n",
    "                cond_block2 = t.get(\"notif_block2_condition\")\n",
    "            if t.get(\"block\") == 3 and cond_block3 is None:\n",
    "                cond_block3 = t.get(\"notif_block3_condition\")\n",
    "\n",
    "        if cond_block2 == \"regular\":\n",
    "            order_group = \"Regular first\"\n",
    "        elif cond_block2 == \"irregular\":\n",
    "            order_group = \"Irregular first\"\n",
    "        else:\n",
    "            order_group = None\n",
    "\n",
    "        order_rows.append({\n",
    "            \"participant\": participant_id,\n",
    "            \"block2_condition\": cond_block2,\n",
    "            \"block3_condition\": cond_block3,\n",
    "            \"order_group\": order_group\n",
    "        })\n",
    "\n",
    "    return pd.DataFrame(order_rows)\n",
    "\n",
    "df_order = extract_order_groups(real_data)\n",
    "df_order.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "325d9e28-6de1-48a1-a773-f4803743c385",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "      <th>accuracy_percent</th>\n",
       "      <th>block2_condition</th>\n",
       "      <th>block3_condition</th>\n",
       "      <th>order_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>1</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>279.170213</td>\n",
       "      <td>45.833333</td>\n",
       "      <td>irregular</td>\n",
       "      <td>regular</td>\n",
       "      <td>Irregular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13351</td>\n",
       "      <td>2</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>355.849462</td>\n",
       "      <td>54.166667</td>\n",
       "      <td>irregular</td>\n",
       "      <td>regular</td>\n",
       "      <td>Irregular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13351</td>\n",
       "      <td>3</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>679.659574</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>irregular</td>\n",
       "      <td>regular</td>\n",
       "      <td>Irregular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14312</td>\n",
       "      <td>1</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>295.687500</td>\n",
       "      <td>70.833333</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14312</td>\n",
       "      <td>2</td>\n",
       "      <td>0.770833</td>\n",
       "      <td>200.208333</td>\n",
       "      <td>77.083333</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block  accuracy     mean_rt  accuracy_percent block2_condition  \\\n",
       "0       13351      1  0.458333  279.170213         45.833333        irregular   \n",
       "1       13351      2  0.541667  355.849462         54.166667        irregular   \n",
       "2       13351      3  0.291667  679.659574         29.166667        irregular   \n",
       "3       14312      1  0.708333  295.687500         70.833333          regular   \n",
       "4       14312      2  0.770833  200.208333         77.083333          regular   \n",
       "\n",
       "  block3_condition      order_group  \n",
       "0          regular  Irregular first  \n",
       "1          regular  Irregular first  \n",
       "2          regular  Irregular first  \n",
       "3        irregular    Regular first  \n",
       "4        irregular    Regular first  "
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_summary = (\n",
    "    df_trials\n",
    "    .groupby([\"participant\", \"block\"], as_index=False)\n",
    "    .agg(\n",
    "        accuracy=(\"correct\", \"mean\"),\n",
    "        mean_rt=(\"rt\", \"mean\")\n",
    "    )\n",
    ")\n",
    "\n",
    "block_summary[\"accuracy_percent\"] = block_summary[\"accuracy\"] * 100\n",
    "block_summary = block_summary.merge(df_order, on=\"participant\", how=\"left\")\n",
    "\n",
    "block_summary.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "668948ef-eaad-4162-8582-0e2f746ba731",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>recognition_accuracy</th>\n",
       "      <th>block2_condition</th>\n",
       "      <th>block3_condition</th>\n",
       "      <th>order_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>2</td>\n",
       "      <td>66.0</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>3</td>\n",
       "      <td>70.0</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HUMA30</td>\n",
       "      <td>2</td>\n",
       "      <td>76.0</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HUMA30</td>\n",
       "      <td>3</td>\n",
       "      <td>80.0</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DEOF26</td>\n",
       "      <td>2</td>\n",
       "      <td>76.0</td>\n",
       "      <td>regular</td>\n",
       "      <td>irregular</td>\n",
       "      <td>Regular first</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block  recognition_accuracy block2_condition block3_condition  \\\n",
       "0      OTMA27      2                  66.0          regular        irregular   \n",
       "1      OTMA27      3                  70.0          regular        irregular   \n",
       "2      HUMA30      2                  76.0          regular        irregular   \n",
       "3      HUMA30      3                  80.0          regular        irregular   \n",
       "4      DEOF26      2                  76.0          regular        irregular   \n",
       "\n",
       "     order_group  \n",
       "0  Regular first  \n",
       "1  Regular first  \n",
       "2  Regular first  \n",
       "3  Regular first  \n",
       "4  Regular first  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rec_order = df_recognition[[\"participant\", \"block\", \"recognition_accuracy\"]].copy()\n",
    "df_rec_order = df_rec_order.merge(df_order, on=\"participant\", how=\"left\")\n",
    "\n",
    "df_rec_order.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "5c74efc9-156f-42da-9e12-7cf7093e0998",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(       order_group  block  accuracy_percent\n",
       " 0  Irregular first      1             71.23\n",
       " 1  Irregular first      2             75.29\n",
       " 2  Irregular first      3             76.92\n",
       " 3    Regular first      1             78.27\n",
       " 4    Regular first      2             78.20\n",
       " 5    Regular first      3             77.46,\n",
       "        order_group  block  mean_rt\n",
       " 0  Irregular first      1   455.76\n",
       " 1  Irregular first      2   455.86\n",
       " 2  Irregular first      3   435.40\n",
       " 3    Regular first      1   472.55\n",
       " 4    Regular first      2   468.73\n",
       " 5    Regular first      3   428.79,\n",
       "        order_group  block  recognition_accuracy\n",
       " 0  Irregular first      2                 72.67\n",
       " 1  Irregular first      3                 75.44\n",
       " 2    Regular first      2                 73.21\n",
       " 3    Regular first      3                 76.21)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_summary_order = (\n",
    "    block_summary\n",
    "    .groupby([\"order_group\", \"block\"], as_index=False)[\"accuracy_percent\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rt_summary_order = (\n",
    "    block_summary\n",
    "    .groupby([\"order_group\", \"block\"], as_index=False)[\"mean_rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rec_summary_order = (\n",
    "    df_rec_order\n",
    "    .groupby([\"order_group\", \"block\"], as_index=False)[\"recognition_accuracy\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_summary_order.round(2), rt_summary_order.round(2), rec_summary_order.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "b6279b8f-4e0e-467b-ba94-c283bf0c2c39",
   "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>participant</th>\n",
       "      <th>block</th>\n",
       "      <th>condition</th>\n",
       "      <th>symbol</th>\n",
       "      <th>correct</th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "      <th>notification_flag</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>symbol_clean</th>\n",
       "      <th>symbol_label</th>\n",
       "      <th>notification_label</th>\n",
       "      <th>order_group</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>☾</td>\n",
       "      <td>False</td>\n",
       "      <td>1862.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>☾</td>\n",
       "      <td>Moon</td>\n",
       "      <td>No notification</td>\n",
       "      <td>Regular first</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>☂︎</td>\n",
       "      <td>False</td>\n",
       "      <td>850.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>☂</td>\n",
       "      <td>Umbrella</td>\n",
       "      <td>No notification</td>\n",
       "      <td>Regular first</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>☁︎</td>\n",
       "      <td>False</td>\n",
       "      <td>343.0</td>\n",
       "      <td>ArrowLeft</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>☁</td>\n",
       "      <td>Cloud</td>\n",
       "      <td>No notification</td>\n",
       "      <td>Regular first</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>☀︎</td>\n",
       "      <td>False</td>\n",
       "      <td>642.0</td>\n",
       "      <td>ArrowRight</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>☀</td>\n",
       "      <td>Sun</td>\n",
       "      <td>No notification</td>\n",
       "      <td>Regular first</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OTMA27</td>\n",
       "      <td>1</td>\n",
       "      <td>no_notifications</td>\n",
       "      <td>⚡︎</td>\n",
       "      <td>False</td>\n",
       "      <td>386.0</td>\n",
       "      <td>ArrowUp</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>⚡</td>\n",
       "      <td>Lightning</td>\n",
       "      <td>No notification</td>\n",
       "      <td>Regular first</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  block         condition symbol  correct      rt    response  \\\n",
       "0      OTMA27      1  no_notifications      ☾    False  1862.0     ArrowUp   \n",
       "1      OTMA27      1  no_notifications     ☂︎    False   850.0     ArrowUp   \n",
       "2      OTMA27      1  no_notifications     ☁︎    False   343.0   ArrowLeft   \n",
       "3      OTMA27      1  no_notifications     ☀︎    False   642.0  ArrowRight   \n",
       "4      OTMA27      1  no_notifications     ⚡︎    False   386.0     ArrowUp   \n",
       "\n",
       "   notification_flag  trial_in_block symbol_clean symbol_label  \\\n",
       "0                  0               1            ☾         Moon   \n",
       "1                  0               2            ☂     Umbrella   \n",
       "2                  0               3            ☁        Cloud   \n",
       "3                  0               4            ☀          Sun   \n",
       "4                  0               5            ⚡    Lightning   \n",
       "\n",
       "  notification_label    order_group  accuracy_percent  \n",
       "0    No notification  Regular first                 0  \n",
       "1    No notification  Regular first                 0  \n",
       "2    No notification  Regular first                 0  \n",
       "3    No notification  Regular first                 0  \n",
       "4    No notification  Regular first                 0  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_trials_order = df_trials.merge(\n",
    "    df_order[[\"participant\", \"order_group\"]],\n",
    "    on=\"participant\",\n",
    "    how=\"left\"\n",
    ")\n",
    "\n",
    "df_trials_order[\"accuracy_percent\"] = df_trials_order[\"correct\"] * 100\n",
    "df_trials_order.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "f596a06f-f55a-48af-8ebd-bc7103ae9f47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(       order_group  block  trial_in_block  accuracy_percent\n",
       " 0  Irregular first      1               1         23.076923\n",
       " 1  Irregular first      1               2         41.025641\n",
       " 2  Irregular first      1               3         46.153846\n",
       " 3  Irregular first      1               4         35.897436\n",
       " 4  Irregular first      1               5         46.153846,\n",
       "        order_group  block  trial_in_block           rt\n",
       " 0  Irregular first      1               1  1154.750000\n",
       " 1  Irregular first      1               2   673.000000\n",
       " 2  Irregular first      1               3   650.447368\n",
       " 3  Irregular first      1               4   605.717949\n",
       " 4  Irregular first      1               5   602.230769)"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_trial = (\n",
    "    df_trials_order\n",
    "    .groupby([\"order_group\", \"block\", \"trial_in_block\"], as_index=False)[\"accuracy_percent\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "rt_trial = (\n",
    "    df_trials_order\n",
    "    .groupby([\"order_group\", \"block\", \"trial_in_block\"], as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_trial.head(), rt_trial.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6f97ae1-83e4-4cbb-a091-4cd066c91d7d",
   "metadata": {},
   "source": [
    "### Symbol Set Differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "1ffaab67-2471-4360-bbba-b081d103c2b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "weather_symbols = [\"☀︎\", \"☾\", \"☁︎\", \"★\", \"☂︎\", \"⚡︎\"]\n",
    "shape_symbols = [\"▲\", \"◆\", \"●\", \"■\", \"⬟\", \"⬢\"]\n",
    "object_symbols = [\"✂︎\", \"✉︎\", \"☎︎\", \"✏︎\", \"⌛︎\", \"⌂\"]\n",
    "\n",
    "def normalize_symbol(symbol):\n",
    "    if pd.isna(symbol):\n",
    "        return symbol\n",
    "    return str(symbol).replace(\"\\uFE0E\", \"\").replace(\"\\uFE0F\", \"\")\n",
    "\n",
    "weather_symbols = [normalize_symbol(s) for s in weather_symbols]\n",
    "shape_symbols = [normalize_symbol(s) for s in shape_symbols]\n",
    "object_symbols = [normalize_symbol(s) for s in object_symbols]\n",
    "\n",
    "def get_symbolset(symbol):\n",
    "    if symbol in weather_symbols:\n",
    "        return \"Weather\"\n",
    "    elif symbol in shape_symbols:\n",
    "        return \"Shapes\"\n",
    "    elif symbol in object_symbols:\n",
    "        return \"Objects\"\n",
    "    else:\n",
    "        return \"Unknown\"\n",
    "\n",
    "df_trials[\"symbol_clean\"] = df_trials[\"symbol\"].apply(normalize_symbol)\n",
    "df_trials[\"symbolset\"] = df_trials[\"symbol_clean\"].apply(get_symbolset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "7e6d77bb-f273-4fbe-8a25-21cfaab0dbfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(   block  correct  accuracy_percent\n",
       " 0      1     0.74             74.18\n",
       " 1      2     0.77             76.51\n",
       " 2      3     0.77             77.15,\n",
       "    block      rt\n",
       " 0      1  462.74\n",
       " 1      2  460.45\n",
       " 2      3  432.11,\n",
       "   symbolset  correct  accuracy_percent\n",
       " 0   Objects     0.76             76.21\n",
       " 1    Shapes     0.74             74.30\n",
       " 2   Weather     0.77             77.32,\n",
       "   symbolset      rt\n",
       " 0   Objects  435.86\n",
       " 1    Shapes  473.61\n",
       " 2   Weather  445.73)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_block_summary = (\n",
    "    df_trials\n",
    "    .groupby(\"block\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "acc_block_summary[\"accuracy_percent\"] = acc_block_summary[\"correct\"] * 100\n",
    "\n",
    "rt_block_summary = (\n",
    "    df_trials[df_trials[\"rt\"].notna()]\n",
    "    .groupby(\"block\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_symbolset_summary = (\n",
    "    df_trials\n",
    "    .groupby(\"symbolset\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "acc_symbolset_summary[\"accuracy_percent\"] = acc_symbolset_summary[\"correct\"] * 100\n",
    "\n",
    "rt_symbolset_summary = (\n",
    "    df_trials[df_trials[\"rt\"].notna()]\n",
    "    .groupby(\"symbolset\", as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_block_symbolset = (\n",
    "    df_trials\n",
    "    .groupby([\"block\", \"symbolset\"], as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "acc_block_symbolset[\"accuracy_percent\"] = acc_block_symbolset[\"correct\"] * 100\n",
    "\n",
    "rt_block_symbolset = (\n",
    "    df_trials[df_trials[\"rt\"].notna()]\n",
    "    .groupby([\"block\", \"symbolset\"], as_index=False)[\"rt\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "acc_block_summary.round(2), rt_block_summary.round(2), acc_symbolset_summary.round(2), rt_symbolset_summary.round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "c4bd574e-b588-4522-b3cf-6f3c161ca8bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "symbolset_order = [\"Weather\", \"Shapes\", \"Objects\", \"Unknown\"]\n",
    "\n",
    "acc_symbolset_summary[\"symbolset\"] = pd.Categorical(\n",
    "    acc_symbolset_summary[\"symbolset\"],\n",
    "    categories=symbolset_order,\n",
    "    ordered=True\n",
    ")\n",
    "acc_symbolset_summary = acc_symbolset_summary.sort_values(\"symbolset\")\n",
    "\n",
    "rt_symbolset_summary[\"symbolset\"] = pd.Categorical(\n",
    "    rt_symbolset_summary[\"symbolset\"],\n",
    "    categories=symbolset_order,\n",
    "    ordered=True\n",
    ")\n",
    "rt_symbolset_summary = rt_symbolset_summary.sort_values(\"symbolset\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69a094ae-2531-4b1e-b0da-2d2565e0744a",
   "metadata": {},
   "source": [
    "### Performance by Demographic Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "49867ac2-6f80-4cdc-a39b-a6cf2f299071",
   "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>participant</th>\n",
       "      <th>mean_accuracy</th>\n",
       "      <th>mean_rt</th>\n",
       "      <th>mean_accuracy_percent</th>\n",
       "      <th>mean_recognition_accuracy</th>\n",
       "      <th>handedness</th>\n",
       "      <th>screentime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>438.519573</td>\n",
       "      <td>43.055556</td>\n",
       "      <td>63.0</td>\n",
       "      <td>right</td>\n",
       "      <td>2to4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.725694</td>\n",
       "      <td>222.312500</td>\n",
       "      <td>72.569444</td>\n",
       "      <td>66.0</td>\n",
       "      <td>left</td>\n",
       "      <td>6to8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.885417</td>\n",
       "      <td>514.322917</td>\n",
       "      <td>88.541667</td>\n",
       "      <td>75.0</td>\n",
       "      <td>right</td>\n",
       "      <td>4to6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.871528</td>\n",
       "      <td>238.465278</td>\n",
       "      <td>87.152778</td>\n",
       "      <td>82.0</td>\n",
       "      <td>right</td>\n",
       "      <td>6to8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.774306</td>\n",
       "      <td>243.562937</td>\n",
       "      <td>77.430556</td>\n",
       "      <td>71.0</td>\n",
       "      <td>left</td>\n",
       "      <td>6to8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  mean_accuracy     mean_rt  mean_accuracy_percent  \\\n",
       "0       13351       0.430556  438.519573              43.055556   \n",
       "1       14312       0.725694  222.312500              72.569444   \n",
       "2       15899       0.885417  514.322917              88.541667   \n",
       "3       22599       0.871528  238.465278              87.152778   \n",
       "4       23765       0.774306  243.562937              77.430556   \n",
       "\n",
       "   mean_recognition_accuracy handedness screentime  \n",
       "0                       63.0      right       2to4  \n",
       "1                       66.0       left       6to8  \n",
       "2                       75.0      right       4to6  \n",
       "3                       82.0      right       6to8  \n",
       "4                       71.0       left       6to8  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_demo_perf = df_demo[[\"handedness\", \"screentime\"]].copy()\n",
    "df_demo_perf = df_demo_perf.reset_index().rename(columns={\"index\": \"participant_index\"})\n",
    "\n",
    "participant_ids = (\n",
    "    df_trials[[\"participant\"]]\n",
    "    .drop_duplicates()\n",
    "    .reset_index(drop=True)\n",
    "    .reset_index()\n",
    "    .rename(columns={\"index\": \"participant_index\"})\n",
    ")\n",
    "\n",
    "df_demo_perf = participant_ids.merge(df_demo_perf, on=\"participant_index\", how=\"left\")\n",
    "df_demo_perf = df_demo_perf.drop(columns=\"participant_index\")\n",
    "\n",
    "participant_task = (\n",
    "    df_trials\n",
    "    .groupby(\"participant\", as_index=False)\n",
    "    .agg(\n",
    "        mean_accuracy=(\"correct\", \"mean\"),\n",
    "        mean_rt=(\"rt\", \"mean\")\n",
    "    )\n",
    ")\n",
    "participant_task[\"mean_accuracy_percent\"] = participant_task[\"mean_accuracy\"] * 100\n",
    "\n",
    "df_recognition_perf_demo = (\n",
    "    df_recognition\n",
    "    .groupby(\"participant\", as_index=False)[\"recognition_accuracy\"]\n",
    "    .mean()\n",
    "    .rename(columns={\"recognition_accuracy\": \"mean_recognition_accuracy\"})\n",
    ")\n",
    "\n",
    "df_perf_demo = (\n",
    "    participant_task\n",
    "    .merge(df_recognition_perf_demo, on=\"participant\", how=\"left\")\n",
    "    .merge(df_demo_perf, on=\"participant\", how=\"left\")\n",
    ")\n",
    "\n",
    "df_perf_demo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "e8ad77c9-e1b6-4814-956c-3c30e0c84939",
   "metadata": {},
   "outputs": [],
   "source": [
    "handedness_labels = {\n",
    "    \"right\": \"Right-handed\",\n",
    "    \"left\": \"Left-handed\",\n",
    "    \"both\": \"Ambidextrous\"\n",
    "}\n",
    "\n",
    "screentime_labels = {\n",
    "    \"under1\": \"< 1 h\",\n",
    "    \"1to2\": \"1–2 h\",\n",
    "    \"2to4\": \"2–4 h\",\n",
    "    \"4to6\": \"4–6 h\",\n",
    "    \"6to8\": \"6–8 h\",\n",
    "    \"over8\": \"> 8 h\"\n",
    "}\n",
    "\n",
    "handedness_order = [\"Right-handed\", \"Left-handed\", \"Ambidextrous\"]\n",
    "screentime_order = [\"< 1 h\", \"1–2 h\", \"2–4 h\", \"4–6 h\", \"6–8 h\", \"> 8 h\"]\n",
    "\n",
    "df_perf_demo[\"handedness_label\"] = df_perf_demo[\"handedness\"].map(handedness_labels)\n",
    "df_perf_demo[\"screentime_label\"] = df_perf_demo[\"screentime\"].map(screentime_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "56c0aa01-dbca-484b-be90-6e0cf8b83069",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(                 mean_accuracy_percent                            mean_rt  \\\n",
       "                                   mean    std    min    max count    mean   \n",
       " handedness_label                                                            \n",
       " Ambidextrous                     84.38   7.86  78.82  89.93     2  399.85   \n",
       " Left-handed                      78.73   4.76  72.57  82.99     4  415.80   \n",
       " Right-handed                     75.48  12.76  39.24  94.44    61  456.24   \n",
       " \n",
       "                                                 mean_recognition_accuracy  \\\n",
       "                      std     min      max count                      mean   \n",
       " handedness_label                                                            \n",
       " Ambidextrous      125.93  310.81   488.90     2                     80.50   \n",
       " Left-handed       231.44  222.31   714.24     4                     69.50   \n",
       " Right-handed      156.46  182.08  1170.97    61                     74.44   \n",
       " \n",
       "                                            \n",
       "                     std   min   max count  \n",
       " handedness_label                           \n",
       " Ambidextrous      10.61  73.0  88.0     2  \n",
       " Left-handed        3.11  66.0  73.0     4  \n",
       " Right-handed       8.11  58.0  92.0    61  ,\n",
       "                  mean_accuracy_percent                            mean_rt  \\\n",
       "                                   mean    std    min    max count    mean   \n",
       " screentime_label                                                            \n",
       " 1–2 h                            65.86  27.47  39.24  94.10     3  698.55   \n",
       " 2–4 h                            73.54  13.65  43.06  88.54    20  489.09   \n",
       " 4–6 h                            80.89   9.26  55.90  94.44    22  432.67   \n",
       " 6–8 h                            74.07  10.78  53.12  89.24    16  402.87   \n",
       " < 1 h                            72.22    NaN  72.22  72.22     1  262.85   \n",
       " > 8 h                            76.60  10.79  63.54  89.58     5  437.71   \n",
       " \n",
       "                                                 mean_recognition_accuracy  \\\n",
       "                      std     min      max count                      mean   \n",
       " screentime_label                                                            \n",
       " 1–2 h             411.39  419.37  1170.97     3                     75.00   \n",
       " 2–4 h             141.10  223.77   744.06    20                     71.10   \n",
       " 4–6 h             107.74  248.01   714.24    22                     77.64   \n",
       " 6–8 h             157.69  182.08   766.48    16                     73.62   \n",
       " < 1 h                NaN  262.85   262.85     1                     75.00   \n",
       " > 8 h              86.74  290.81   511.67     5                     74.40   \n",
       " \n",
       "                                            \n",
       "                     std   min   max count  \n",
       " screentime_label                           \n",
       " 1–2 h              9.85  67.0  86.0     3  \n",
       " 2–4 h              7.47  61.0  85.0    20  \n",
       " 4–6 h              6.69  66.0  90.0    22  \n",
       " 6–8 h              8.79  58.0  92.0    16  \n",
       " < 1 h               NaN  75.0  75.0     1  \n",
       " > 8 h             10.60  62.0  84.0     5  )"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "handedness_summary = (\n",
    "    df_perf_demo\n",
    "    .groupby(\"handedness_label\")[[\"mean_accuracy_percent\", \"mean_rt\", \"mean_recognition_accuracy\"]]\n",
    "    .agg([\"mean\", \"std\", \"min\", \"max\", \"count\"])\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "screentime_summary = (\n",
    "    df_perf_demo\n",
    "    .groupby(\"screentime_label\")[[\"mean_accuracy_percent\", \"mean_rt\", \"mean_recognition_accuracy\"]]\n",
    "    .agg([\"mean\", \"std\", \"min\", \"max\", \"count\"])\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "handedness_summary, screentime_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "988a6605-7cff-498a-91e4-4c5693abbc8c",
   "metadata": {},
   "source": [
    "### Difference Score Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "78dccca2-2ded-43da-a532-f638695a411b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x1320 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(7.5, 11), sharex=True)\n",
    "\n",
    "plot_colors = [purple_light, purple_mid, purple_main]\n",
    "\n",
    "for ax, label, color in zip(axes, diff_order, plot_colors):\n",
    "    subset = diff_long.loc[\n",
    "        diff_long[\"difference_label\"] == label, \"difference_score\"\n",
    "    ].dropna()\n",
    "\n",
    "    ax.hist(\n",
    "        subset,\n",
    "        bins=12,\n",
    "        color=color,\n",
    "        edgecolor=purple_main,\n",
    "        linewidth=1.2\n",
    "    )\n",
    "\n",
    "    ax.axvline(0, color=\"black\", linestyle=\"--\", linewidth=1.2)\n",
    "    ax.axvline(\n",
    "        subset.mean(),\n",
    "        color=purple_main,\n",
    "        linestyle=\"-\",\n",
    "        linewidth=2,\n",
    "        label=f\"Mean = {subset.mean():.2f}\"\n",
    "    )\n",
    "\n",
    "    ax.set_title(label, fontsize=15, pad=10)\n",
    "    ax.set_ylabel(\"Number of participants\", fontsize=12)\n",
    "    ax.grid(axis=\"y\", alpha=0.15)\n",
    "    ax.grid(axis=\"x\", visible=False)\n",
    "    ax.legend(frameon=False)\n",
    "\n",
    "axes[-1].set_xlabel(\"Difference in accuracy\", fontsize=12)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e5fbbf2-00b9-410a-bd4f-ed02d6260ec2",
   "metadata": {},
   "source": [
    "### Speed–Accuracy Relationship"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "b388b15c-e0df-42f2-b7a3-ebda402b3c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 840x624 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5.2))\n",
    "\n",
    "plt.scatter(\n",
    "    speed_accuracy[\"mean_rt\"],\n",
    "    speed_accuracy[\"mean_accuracy\"],\n",
    "    color=purple_mid,\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=0.8,\n",
    "    alpha=0.8,\n",
    "    s=55\n",
    ")\n",
    "\n",
    "x = speed_accuracy[\"mean_rt\"]\n",
    "y = speed_accuracy[\"mean_accuracy\"]\n",
    "\n",
    "valid = x.notna() & y.notna()\n",
    "coef = np.polyfit(x[valid], y[valid], 1)\n",
    "poly1d_fn = np.poly1d(coef)\n",
    "\n",
    "x_line = np.linspace(x[valid].min(), x[valid].max(), 100)\n",
    "y_line = poly1d_fn(x_line)\n",
    "\n",
    "plt.plot(\n",
    "    x_line,\n",
    "    y_line,\n",
    "    color=purple_main,\n",
    "    linewidth=2.2,\n",
    "    label=f\"Linear fit (r = {corr:.2f})\"\n",
    ")\n",
    "\n",
    "plt.title(\"Speed-accuracy profile across participants\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Mean reaction time (ms)\", fontsize=13)\n",
    "plt.ylabel(\"Mean accuracy\", fontsize=13)\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", alpha=0.08)\n",
    "plt.legend(frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "ac48df36-5de1-4089-9105-9c8dd42e5789",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1680x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4.8), sharey=True)\n",
    "\n",
    "condition_specs = [\n",
    "    (\"rt_no_notifications\", \"acc_no_notifications\", \"No notifications\", purple_light),\n",
    "    (\"rt_regular\", \"acc_regular\", \"Regular\", purple_mid),\n",
    "    (\"rt_irregular\", \"acc_irregular\", \"Irregular\", purple_main),\n",
    "]\n",
    "\n",
    "for ax, (rt_col, acc_col, title, color) in zip(axes, condition_specs):\n",
    "    x = participant_profiles[rt_col]\n",
    "    y = participant_profiles[acc_col]\n",
    "\n",
    "    ax.scatter(\n",
    "        x,\n",
    "        y,\n",
    "        color=color,\n",
    "        edgecolor=purple_main,\n",
    "        linewidth=0.8,\n",
    "        alpha=0.8,\n",
    "        s=50\n",
    "    )\n",
    "\n",
    "    valid = x.notna() & y.notna()\n",
    "    if valid.sum() >= 2:\n",
    "        coef = np.polyfit(x[valid], y[valid], 1)\n",
    "        poly1d_fn = np.poly1d(coef)\n",
    "\n",
    "        x_line = np.linspace(x[valid].min(), x[valid].max(), 100)\n",
    "        y_line = poly1d_fn(x_line)\n",
    "\n",
    "        r_val = np.corrcoef(x[valid], y[valid])[0, 1]\n",
    "\n",
    "        ax.plot(\n",
    "            x_line,\n",
    "            y_line,\n",
    "            color=purple_main,\n",
    "            linewidth=2,\n",
    "            label=f\"r = {r_val:.2f}\"\n",
    "        )\n",
    "        ax.legend(frameon=False)\n",
    "\n",
    "    ax.set_title(title, fontsize=14, pad=10)\n",
    "    ax.set_xlabel(\"Mean RT (ms)\", fontsize=12)\n",
    "    ax.grid(axis=\"y\", alpha=0.15)\n",
    "    ax.grid(axis=\"x\", alpha=0.08)\n",
    "    sns.despine(ax=ax)\n",
    "\n",
    "axes[0].set_ylabel(\"Mean accuracy\", fontsize=12)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a200b4d4-b920-4975-a819-05364c927ac9",
   "metadata": {},
   "source": [
    "### Block and Order Effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "6d0dc315-05f8-47d4-8c31-5a0eb4d1e06b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x1320 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(7.5, 11))\n",
    "\n",
    "sns.lineplot(\n",
    "    data=acc_summary_order,\n",
    "    x=\"block\",\n",
    "    y=\"accuracy_percent\",\n",
    "    hue=\"order_group\",\n",
    "    marker=\"o\",\n",
    "    palette=[purple_mid, purple_main],\n",
    "    linewidth=2.5,\n",
    "    ax=axes[0]\n",
    ")\n",
    "\n",
    "axes[0].set_title(\"Accuracy across blocks by order group\")\n",
    "axes[0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0].set_xlabel(\"Block\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "axes[0].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.lineplot(\n",
    "    data=rt_summary_order,\n",
    "    x=\"block\",\n",
    "    y=\"mean_rt\",\n",
    "    hue=\"order_group\",\n",
    "    marker=\"o\",\n",
    "    palette=[purple_mid, purple_main],\n",
    "    linewidth=2.5,\n",
    "    ax=axes[1]\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Reaction time across blocks by order group\")\n",
    "axes[1].set_ylabel(\"Reaction time (ms)\")\n",
    "axes[1].set_xlabel(\"Block\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "axes[1].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.lineplot(\n",
    "    data=rec_summary_order,\n",
    "    x=\"block\",\n",
    "    y=\"recognition_accuracy\",\n",
    "    hue=\"order_group\",\n",
    "    marker=\"o\",\n",
    "    palette=[purple_mid, purple_main],\n",
    "    linewidth=2.5,\n",
    "    ax=axes[2]\n",
    ")\n",
    "\n",
    "axes[2].set_title(\"Recognition accuracy by order group\")\n",
    "axes[2].set_ylabel(\"Recognition accuracy (%)\")\n",
    "axes[2].set_xlabel(\"Block\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "axes[2].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "e05fedec-53bc-4ae1-bbd7-7c5b53a91cd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1320x960 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(11, 8), sharex=True)\n",
    "\n",
    "palette = {\n",
    "    \"Regular first\": purple_mid,\n",
    "    \"Irregular first\": purple_main\n",
    "}\n",
    "\n",
    "sns.lineplot(\n",
    "    data=acc_trial[acc_trial[\"block\"] == 2],\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"accuracy_percent\",\n",
    "    hue=\"order_group\",\n",
    "    palette=palette,\n",
    "    linewidth=2.5,\n",
    "    ax=axes[0, 0]\n",
    ")\n",
    "\n",
    "axes[0, 0].set_title(\"Accuracy – Block 2\")\n",
    "axes[0, 0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 0].grid(axis=\"x\", alpha=0.05)\n",
    "axes[0, 0].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.lineplot(\n",
    "    data=acc_trial[acc_trial[\"block\"] == 3],\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"accuracy_percent\",\n",
    "    hue=\"order_group\",\n",
    "    palette=palette,\n",
    "    linewidth=2.5,\n",
    "    ax=axes[0, 1]\n",
    ")\n",
    "\n",
    "axes[0, 1].set_title(\"Accuracy – Block 3\")\n",
    "axes[0, 1].set_ylabel(\"\")\n",
    "axes[0, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 1].grid(axis=\"x\", alpha=0.05)\n",
    "axes[0, 1].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.lineplot(\n",
    "    data=rt_trial[rt_trial[\"block\"] == 2],\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"rt\",\n",
    "    hue=\"order_group\",\n",
    "    palette=palette,\n",
    "    linewidth=2.5,\n",
    "    ax=axes[1, 0]\n",
    ")\n",
    "\n",
    "axes[1, 0].set_title(\"Reaction time – Block 2\")\n",
    "axes[1, 0].set_ylabel(\"RT (ms)\")\n",
    "axes[1, 0].set_xlabel(\"Trial\")\n",
    "axes[1, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 0].grid(axis=\"x\", alpha=0.05)\n",
    "axes[1, 0].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.lineplot(\n",
    "    data=rt_trial[rt_trial[\"block\"] == 3],\n",
    "    x=\"trial_in_block\",\n",
    "    y=\"rt\",\n",
    "    hue=\"order_group\",\n",
    "    palette=palette,\n",
    "    linewidth=2.5,\n",
    "    ax=axes[1, 1]\n",
    ")\n",
    "\n",
    "axes[1, 1].set_title(\"Reaction time – Block 3\")\n",
    "axes[1, 1].set_ylabel(\"\")\n",
    "axes[1, 1].set_xlabel(\"Trial\")\n",
    "axes[1, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 1].grid(axis=\"x\", alpha=0.05)\n",
    "axes[1, 1].legend(title=\"Order\", frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c86fcf3-8529-45f6-a07d-7c7520dacbe7",
   "metadata": {},
   "source": [
    "### Symbol Set Differences Across Blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "f4031935-34c0-4cad-a135-97d3f04e4c54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x1680 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 2, figsize=(12, 14))\n",
    "\n",
    "bars = axes[0, 0].bar(\n",
    "    acc_block_summary[\"block\"].astype(str),\n",
    "    acc_block_summary[\"accuracy_percent\"],\n",
    "    color=[purple_light, purple_mid, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "axes[0, 0].set_title(\"Accuracy by block\")\n",
    "axes[0, 0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0, 0].set_xlabel(\"Block\")\n",
    "axes[0, 0].set_ylim(0, 100)\n",
    "axes[0, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 0].grid(axis=\"x\", visible=False)\n",
    "for bar, value in zip(bars, acc_block_summary[\"accuracy_percent\"]):\n",
    "    axes[0, 0].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "bars = axes[0, 1].bar(\n",
    "    rt_block_summary[\"block\"].astype(str),\n",
    "    rt_block_summary[\"rt\"],\n",
    "    color=[purple_light, purple_mid, purple_main],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "axes[0, 1].set_title(\"Reaction time by block\")\n",
    "axes[0, 1].set_ylabel(\"RT (ms)\")\n",
    "axes[0, 1].set_xlabel(\"Block\")\n",
    "axes[0, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0, 1].grid(axis=\"x\", visible=False)\n",
    "for bar, value in zip(bars, rt_block_summary[\"rt\"]):\n",
    "    axes[0, 1].text(bar.get_x() + bar.get_width() / 2, value + 5, f\"{value:.0f}\", ha=\"center\", fontsize=10)\n",
    "\n",
    "bars = axes[1, 0].bar(\n",
    "    acc_symbolset_summary[\"symbolset\"],\n",
    "    acc_symbolset_summary[\"accuracy_percent\"],\n",
    "    color=[purple_light, purple_mid, purple_main, \"#cccccc\"],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "axes[1, 0].set_title(\"Accuracy by symbol set\")\n",
    "axes[1, 0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[1, 0].set_xlabel(\"Symbol set\")\n",
    "axes[1, 0].set_ylim(0, 100)\n",
    "axes[1, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 0].grid(axis=\"x\", visible=False)\n",
    "for bar, value in zip(bars, acc_symbolset_summary[\"accuracy_percent\"]):\n",
    "    axes[1, 0].text(bar.get_x() + bar.get_width() / 2, value + 1, f\"{value:.1f}%\", ha=\"center\", fontsize=10)\n",
    "\n",
    "bars = axes[1, 1].bar(\n",
    "    rt_symbolset_summary[\"symbolset\"],\n",
    "    rt_symbolset_summary[\"rt\"],\n",
    "    color=[purple_light, purple_mid, purple_main, \"#cccccc\"],\n",
    "    edgecolor=purple_main,\n",
    "    linewidth=1.3\n",
    ")\n",
    "axes[1, 1].set_title(\"Reaction time by symbol set\")\n",
    "axes[1, 1].set_ylabel(\"RT (ms)\")\n",
    "axes[1, 1].set_xlabel(\"Symbol set\")\n",
    "axes[1, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1, 1].grid(axis=\"x\", visible=False)\n",
    "for bar, value in zip(bars, rt_symbolset_summary[\"rt\"]):\n",
    "    axes[1, 1].text(bar.get_x() + bar.get_width() / 2, value + 5, f\"{value:.0f}\", ha=\"center\", fontsize=10)\n",
    "\n",
    "sns.barplot(\n",
    "    data=acc_block_symbolset,\n",
    "    x=\"symbolset\",\n",
    "    y=\"accuracy_percent\",\n",
    "    hue=\"block\",\n",
    "    order=symbolset_order,\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    ax=axes[2, 0]\n",
    ")\n",
    "axes[2, 0].set_title(\"Accuracy by block and symbol set\")\n",
    "axes[2, 0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[2, 0].set_xlabel(\"Symbol set\")\n",
    "axes[2, 0].set_ylim(0, 100)\n",
    "axes[2, 0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2, 0].grid(axis=\"x\", visible=False)\n",
    "axes[2, 0].legend(title=\"Block\", frameon=False)\n",
    "\n",
    "sns.barplot(\n",
    "    data=rt_block_symbolset,\n",
    "    x=\"symbolset\",\n",
    "    y=\"rt\",\n",
    "    hue=\"block\",\n",
    "    order=symbolset_order,\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    ax=axes[2, 1]\n",
    ")\n",
    "axes[2, 1].set_title(\"Reaction time by block and symbol set\")\n",
    "axes[2, 1].set_ylabel(\"RT (ms)\")\n",
    "axes[2, 1].set_xlabel(\"Symbol set\")\n",
    "axes[2, 1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2, 1].grid(axis=\"x\", visible=False)\n",
    "axes[2, 1].legend(title=\"Block\", frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3984b555-6d0b-4677-9c86-2a3e5a3b202b",
   "metadata": {},
   "source": [
    "### Performance by Handedness and Screen Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "671a17bd-874e-46d9-a895-9619b61fa38b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x1440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(7.5, 12))\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"handedness_label\",\n",
    "    y=\"mean_accuracy_percent\",\n",
    "    hue=\"handedness_label\",\n",
    "    order=handedness_order,\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    linewidth=1.4,\n",
    "    ax=axes[0]\n",
    ")\n",
    "if axes[0].legend_ is not None:\n",
    "    axes[0].legend_.remove()\n",
    "axes[0].set_title(\"Accuracy by handedness\")\n",
    "axes[0].set_xlabel(\"\")\n",
    "axes[0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"handedness_label\",\n",
    "    y=\"mean_rt\",\n",
    "    hue=\"handedness_label\",\n",
    "    order=handedness_order,\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    linewidth=1.4,\n",
    "    ax=axes[1]\n",
    ")\n",
    "if axes[1].legend_ is not None:\n",
    "    axes[1].legend_.remove()\n",
    "axes[1].set_title(\"Reaction time by handedness\")\n",
    "axes[1].set_xlabel(\"\")\n",
    "axes[1].set_ylabel(\"RT (ms)\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"handedness_label\",\n",
    "    y=\"mean_recognition_accuracy\",\n",
    "    hue=\"handedness_label\",\n",
    "    order=handedness_order,\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    linewidth=1.4,\n",
    "    ax=axes[2]\n",
    ")\n",
    "if axes[2].legend_ is not None:\n",
    "    axes[2].legend_.remove()\n",
    "axes[2].set_title(\"Recognition accuracy by handedness\")\n",
    "axes[2].set_xlabel(\"\")\n",
    "axes[2].set_ylabel(\"Recognition accuracy (%)\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "0fd9283d-df74-4694-b21e-f12991cc862c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x1440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(8, 12))\n",
    "\n",
    "screen_palette = [purple_light, \"#d6c7ec\", purple_mid, \"#8a74bb\", purple_main, \"#58438d\"]\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"screentime_label\",\n",
    "    y=\"mean_accuracy_percent\",\n",
    "    hue=\"screentime_label\",\n",
    "    order=screentime_order,\n",
    "    palette=screen_palette,\n",
    "    linewidth=1.4,\n",
    "    ax=axes[0]\n",
    ")\n",
    "if axes[0].legend_ is not None:\n",
    "    axes[0].legend_.remove()\n",
    "axes[0].set_title(\"Accuracy by daily screen time\")\n",
    "axes[0].set_xlabel(\"\")\n",
    "axes[0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"screentime_label\",\n",
    "    y=\"mean_rt\",\n",
    "    hue=\"screentime_label\",\n",
    "    order=screentime_order,\n",
    "    palette=screen_palette,\n",
    "    linewidth=1.4,\n",
    "    ax=axes[1]\n",
    ")\n",
    "if axes[1].legend_ is not None:\n",
    "    axes[1].legend_.remove()\n",
    "axes[1].set_title(\"Reaction time by daily screen time\")\n",
    "axes[1].set_xlabel(\"\")\n",
    "axes[1].set_ylabel(\"RT (ms)\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_perf_demo,\n",
    "    x=\"screentime_label\",\n",
    "    y=\"mean_recognition_accuracy\",\n",
    "    hue=\"screentime_label\",\n",
    "    order=screentime_order,\n",
    "    palette=screen_palette,\n",
    "    linewidth=1.4,\n",
    "    ax=axes[2]\n",
    ")\n",
    "if axes[2].legend_ is not None:\n",
    "    axes[2].legend_.remove()\n",
    "axes[2].set_title(\"Recognition accuracy by daily screen time\")\n",
    "axes[2].set_xlabel(\"\")\n",
    "axes[2].set_ylabel(\"Recognition accuracy (%)\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "6a57d963-f5cb-40c0-bace-1627273b1654",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x1320 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "handedness_means = (\n",
    "    df_perf_demo\n",
    "    .groupby(\"handedness_label\", as_index=False)[\n",
    "        [\"mean_accuracy_percent\", \"mean_rt\", \"mean_recognition_accuracy\"]\n",
    "    ]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "handedness_means[\"handedness_label\"] = pd.Categorical(\n",
    "    handedness_means[\"handedness_label\"],\n",
    "    categories=handedness_order,\n",
    "    ordered=True\n",
    ")\n",
    "handedness_means = handedness_means.sort_values(\"handedness_label\")\n",
    "\n",
    "fig, axes = plt.subplots(3, 1, figsize=(7.2, 11))\n",
    "\n",
    "axes[0].plot(\n",
    "    handedness_means[\"handedness_label\"],\n",
    "    handedness_means[\"mean_accuracy_percent\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[0].set_title(\"Mean accuracy by handedness\")\n",
    "axes[0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "axes[1].plot(\n",
    "    handedness_means[\"handedness_label\"],\n",
    "    handedness_means[\"mean_rt\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[1].set_title(\"Mean reaction time by handedness\")\n",
    "axes[1].set_ylabel(\"RT (ms)\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "axes[2].plot(\n",
    "    handedness_means[\"handedness_label\"],\n",
    "    handedness_means[\"mean_recognition_accuracy\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[2].set_title(\"Mean recognition accuracy by handedness\")\n",
    "axes[2].set_ylabel(\"Recognition accuracy (%)\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "478cb01d-668c-4109-9499-6c3004803fe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAT/CAYAAAC1oEvZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOzdd1hUZ/o38O8MHemIIF1RRAUVBbuCYI+9RhRbNBpboskmMbv5bZLNmrKb2KOJiQ17L4kVURQ72AALWEBBEFQQqcOU9w9eZjkMfYChfD/XlesK9znPOfcgDOeep4kUCoUCRERERERE1KCJNZ0AERERERER1TwWf0RERERERI0Aiz8iIiIiIqJGgMUfERERERFRI8Dij4iIiIiIqBFg8UdERERERNQIsPgjIiIiIiJqBFj8ERERERERNQIs/oiIiIiIiBoBFn9ERERERESNAIs/IiIiIiKiRoDFHxGVKiEhAW3atFH5b/z48aW2WbhwYYltrl69WouZE9Wszz//XPDzLZVKNZ1SpRTN/fPPP6+26/r5+SmvGxgYKDi2evVqwX0TEhKq7b5UN8nlcuzduxf37t1TORYYGKj8WfDz89NAdkSNE4s/Iqq06OhoZGRkqMTlcjmLPCIiQkREBMaNG4d//OMfJf69ICLNYPFHRJUmk8lw7do1lfjdu3fx5s0bDWRERHWBgYEBDA0NYWhoCD09PU2nQxoSHByMgIAAREdHl3qOnp6e8mfFwMCgFrMjaty0NZ0AEdVPly5dQv/+/QWxy5cvaygbIqoL/vrrL02nQHVARXr6fv/991rIhIiKY88fEVWYjY2N8v8vXbqkcvzKlSvK/2/evHmt5EREREREFcOePyKqMG9vbxw9ehQA8OTJE7x48QLW1tYAAIlEgoiICMG5R44cKfN6CoUCx48fx/79+xEdHY3MzEyYm5ujU6dOGDduHHx8fEpt++jRI2zZsgXXr19HcnIycnNzYWBgAFtbW3h7e2PWrFmws7MTtLl69SqmTp2q/Do0NBRGRkb4/fffcfLkSSQmJsLQ0BCenp6YOXMmvL29K/09kkqlOHDgAP766y/ExsbizZs3EIlEMDMzg6urK0aMGIGRI0dCJBKV2D4lJQVbt27FhQsXkJCQgLy8PJibm8Pd3R3jx48vc2GE+Ph4bN26FZcvX0ZSUhKkUimsrKzQqVMnBAQEwMvLS6VNmzZtlP8/evRofP/994LjCQkJ8Pf3V369YMECLFy4UPm1n58fEhMTlcd8fX3x7bff4u7duzAwMECnTp3w22+/Kc+/cOEC9u7di8jISLx8+RJyuRxGRkZwdHREv379MH36dBgaGpb4+nJzc7Fnzx6cOnUKsbGxyMzMhJGREVq1aoWhQ4di/Pjx0NXVVebdv39/KBQKAECPHj2wefNmlWu+evUKffr0gUwmAwD4+/vjl19+KfV7XJYrV65gw4YNuH37NmQyGVq0aIFhw4ZhypQpyrwAYOrUqcq5sSKRCGfPni3xw5K5c+fi7NmzAAAdHR2cP38eFhYWFcpFIpFg27Zt+PPPP/HkyRNoaWmhY8eOmD17Nrp3715u+5ycHOzcuROnTp3CkydP8PbtW2hpacHCwgJt27bFxIkT0a9fP5V2RX8eunbtiqCgoHLvtXTpUhw4cED59fbt20v8Wf3Xv/6Fbdu2Kb8+dOgQ2rZtW+71AeD48eM4fPgw7t27h9evX0OhUMDU1BStW7fGkCFDMGbMGOjo6JTYVqFQIDg4GAcPHkRkZCTS0tKgo6MDR0dH+Pj4YNq0abC0tBS0Wb16NdasWQMAsLOzw9GjR/H999/jxIkTkEgksLOzw/fff48OHToo71HV90KpVIr9+/fjyJEjiI2NRU5ODqysrNClSxdMnjwZnTp1UmlTU++Fxd8vChXeq+jPRGBgoHL6gJ2dHUJCQpTnf/755zh48CAAoHfv3vjjjz8QGhqKzZs3IzIyEgqFAm5ubpg9ezZ8fX0BAPfu3cO6detw9epVSCQSODg4YMyYMZg6dSrE4pL7Ou7cuaP8O/L69Ws0adIErq6uGDp0KMaNG1fqzwRRfcbij4gqzMnJCTY2NkhOTgZQ0Ps3evRoAMDt27eRk5MDoOBB1dPTs8ziLzs7G0uWLFE+3BZKSUnBqVOncOrUKQwfPhzLli0TPDgDwNmzZ7Fo0SJIJBJBPCsrC7GxsYiNjcWhQ4fwxx9/oHPnzqXmEB8fj6VLlyofVgEgLy8PISEhOHv2LJYtW4YxY8ZU4DtTQCKRYNasWSUuepOamorU1FRcvHgRZ86cwapVq1QKwODgYPztb39Ddna2yvckJCQEISEhGDFiBH744QeVh5ldu3bh22+/RX5+viCemJiIxMRE/PXXX5gzZw6WLFlS4ddTWbGxsdi0aROysrIAFHw/TExMlMeXL1+O9evXq7RLT09Heno67ty5g8OHD2Pnzp0qRc7jx48xd+5cxMfHq7QNDw9HeHg49u7diz/++AOWlpawt7dHjx49lD3U165dw8uXL9G0aVNB+xMnTigLPwCV+vcuauPGjfj555+VxSZQsDBSdHQ0/vzzT2zYsEFZIIwbN075M6JQKHDs2DG89957gutlZGQgLCxM+XXfvn0rXPi9evUKs2fPVplvFRYWhosXL+Ljjz8us316ejoCAwMRExMjiMtkMiQnJyM5ORlnz57FtGnT8MUXX1Qop7KMGzdOUPwdO3ZMpfiTy+U4efKk8ms3N7cKFX5yuRyLFy/GiRMnVI69fPkSL1++xOXLl3H69Gn88ssvKu81mZmZWLJkCUJDQwXx/Px83L9/H/fv38fu3bvx66+/llhkAQXftwULFghGSyQmJqJly5YA1HsvfPXqFT744APcvn1bEC/8vT9y5AhmzZqFTz75pNQPnIDqfy+sbj/88AM2btwoiBX+3n/zzTcwNDTE0qVLBe9/Dx48wHfffYfIyEj89NNPKtdcs2YN1qxZI/idTU9Px7Vr13Dt2jXlv2vhB5xEDQWHfRJRpRT9BLjow0zRIZ8dOnSAvr5+mdf5/PPPVR52tLS0BF8fPXoUP/zwgyCWlpaGv/3tb4LCTywWq7TNzs7Gv/71rzJzWLRokfJhR1tb+FmYQqHAd999h7y8vDKvUdTatWtVCr+SPjk+deqU4FNuALh16xY++ugjlcKv+Os6cuQIfv31V0Hs5MmT+Oc//6lS+BUvEH/99ddye2PVcfLkSWXhV5j38OHDART8rBQv/LS1tVUeSOPi4lReX3p6OmbNmqVS+BX/3ty7dw+ffPKJ8utx48Yp/18mk+H48eMqORctCiwsLMrsYSnLTz/9pHyILP6aoqOjBQXXoEGDBEVxSfPkgoODBf+elXnwXrJkiUrhV/izoFAo8N///rfM9t9++61K4VfSz/GWLVtw//79CudVmi5duigLIUC1IAeA69evIzU1Vfl14YdO5dm3b59K4VfS+8WFCxewcuVKlfaffPKJSuFXvG16ejrmzZtX6mJXycnJyvfKwrb9+vWDkZERgKq/F+bn52P+/PkqhV/xtr///js2bdpUYm6Fquu9UCwWw9DQUKVILVzcpSqLAF29elVZ+BV/bUDBz+vnn3+u/H0p/r73559/Cv4+AQW9y6tXrxYUfiW9n3zwwQcq76tE9R2LPyKqlK5duyr/v+gf1KKLvRQ9pySXL18WfIrv4eGBQ4cOISoqCsePHxe037ZtGx49eqT8ev/+/Xj79q3y63/961+4c+eOsofFwcFBeezevXsqvYNFpaenY/DgwQgODkZ0dDR27dol6BnKyMhAZGRkma+lkEQiwY4dO5Rfd+jQAWfOnEFUVBRu3rwpGCoJFAw3KmrZsmWCh4xZs2bh0qVLiIyMxObNm2FmZqY89ttvvyEzMxNAwQPgsmXLlMd0dHTw2Wef4dq1a7hz5w6WL18ueBBbsWKF4IGnunl6euLChQu4desWli9fjl69egGAYMilmZkZtm/fjqioKERFRWH9+vWC4qL4w+yGDRsEPRK9e/fGiRMnEB0djWPHjsHd3V157NKlS8qfywEDBgi+b8WLrNTUVISHhyu/HjZsWJWHeeno6ODzzz/H9evXERERge+++04wfPXy5cvKAkBPT09ZFAMFxWFcXJzgekUL1coUpUVfPwAYGhpi2bJlCA8Px7Vr1/Dpp5+W+RpTU1MF36d+/frh4sWLiIqKwrVr1zBx4kTB+cV/jquqaKH+6tUrlYf1ot8PHR0djBgxokLXLfohi7OzMw4fPozo6GhERUVh586dgqHhR48eFbxfhIaGCooyJycnBAUF4fbt27h8+bKgIH/16hW2bNlSah56enr4/fffERUVhUOHDuH9998HoN574aFDh3Dz5k3l13369MGpU6cQFRWFffv2wdXVVXls5cqVZa7EXF3vhba2trh58ya+/vprQXzDhg24efNmlRZ5yc/Ph7GxMVavXo07d+7g8uXLyuGyQMF7r1QqxaRJk3Dt2jVcv34do0aNElyj6M9TRkaGoCfQ0tIS69evx61bt3D58mVMnjxZeSw6Ohr79++vdM5EdRmLPyKqlKIPIykpKXj48CGys7MFD4HdunUr8xpFh3hpa2tj1apVaNu2LcRiMVq2bImVK1cKeg6Lnj99+nQcPXoU//nPf/DVV19hwoQJ0NHRgUgkQuvWrTFo0CDluQqFAmlpaaXm4erqiuXLlysLRk9PT8yYMUNwTkpKSpmvpZCuri5OnjyJTZs24fPPP8d3330He3t7AAUP4LNmzRKc//r1a+X/P3r0SFDwDBo0CH/7299gaWkJLS0t9OjRAwsWLICDgwP8/f0xffp0ZQ/b5cuXlcNwgYJ5NDNnzoSpqSl0dHQwdOhQTJkyBS1atMDgwYMxbtw4Zdua8MUXX6BZs2bQ1dXF0KFDlb0IK1aswO7du/HNN9/ghx9+gJeXF0QiEbS1tdGvXz/BEL7i/2aHDx9W/r+1tTXWrVuHFi1aQCQSwcXFBf/+979haWmJnj17CuYM6urqCoqsW7duCYrIkydPQi6XK79WZ1jbjBkzMGPGDJiYmKBJkyYYM2aMypDIU6dOKf+/aLEDFPROFHrz5o3gw5TKFKVF7wEU9FyNHTsWTZo0gampKd577z2Vn8WirKyscO7cOfz222/4+OOP8a9//UtZBJiammLatGmC84v+HKtj1KhRgtdY9Pshk8lw+vRp5deVGQJbtDdHS0sLBgYGEIvFEIvF6Ny5M9auXYvffvsNZ86cQWhoqOCDkkOHDgmutXr1anTt2hU6OjqwsLDAv/71L9jb26NTp06YOHEiWrduXWoeY8aMQZ8+fSAWi9G2bVu0a9cOgHrvhYVz4gDA3NwcK1asgJOTE8RiMTw8PAQFTm5ubpkrsVbne2FN+PjjjzFw4EBoa2vDwsICAQEBguPt27fHV199BVNTUxgZGWHBggWC40V/TouOUAAK3rP69esHXV1dWFhY4Msvv4SHh4fyOIs/amg454+IKsXZ2RnNmjVTPghcvnwZjo6Oyl6rwvl+SUlJpV6j6KfV1tbWyMnJEXyiDRSsFvrkyROV87W1teHq6qr8VDs3Nxf37t1DZGQkwsPDBfOkgILFEErj7++vMkSo6PAzAGX2HBZnYWGBnj17omfPngAK5t1ER0fj5s2buHjxYql5Fe/pKmlRl8DAQAQGBqrEi7ctabGFzz77DJ999lmFX0dVGRkZCT6RL8rQ0BCdOnVSzotKT09HdHQ0bt++jStXrgiGKRbtAU1ISBAM9+vdu7fKkDI3N7cSV58FgPHjxysXmCicXzd79mwAwt6kis4hK01JheM777yD//u//1MWmEWHSLZr1w7t27dXvu5jx44pH1hPnz5d5SGfxYdhljQ8ctiwYVi3bl2p17C2toa1tbWytzEuLk7Zg33hwgXBuWX9flWGpaUl+vXrpyxeg4OD8fXXX0NXV1c5X7NQZb4fAwYMQHBwMICCD1kGDhwIFxcXeHt7w9PTE97e3qX+uxf93XJwcBAsjgQUvBedOXOmQnkUvicUV9X3QqlUKvjArUWLFnjx4gVevHihjGlpacHQ0FA5lPzmzZsqRVOh6n4vrG7Fe76Lz90tfrz4PL2iv09Fv+dAwSrWxb/nLVu2VPZ03rt3D3l5edy3khoMFn9EVGldu3ZVfjJ/6dIlPH/+XHmsIvP9ij7MJyYmYujQoWWeX3yuV05ODvbs2YPjx48jKiqqzDkZZQ1xbNasmUqs+GbDRXuGKuLOnTvYtWsXLly4UOYn5UXzKvpgW1pepSne1srKqsJtK6Iyr7+8vJOSkrBjxw6cOXMGjx8/rtDw01evXgm+ruzra9OmDTw8PJQPcn/99Rdmz56NFy9e4MaNG8rzKjqHrDTFV5YFCgpeCwsL5b9R8R7NsWPHKou/R48e4f79+3Bzc1OrKE1PT1f+v6WlZYkrpxYdGl2aS5cuYe/evbh8+XKZvefVOYR43LhxyuIvIyMD58+fR//+/as8BBYo6FGMjo7G1q1blbFHjx7h0aNH2LVrF4CCXq/x48fj3XffFXywUPR3S93fq9IWDanqe+GbN28E73s3btyo9PtoUTXxXlidihd7xT8AKv79LX686M9p0e85AMEwz5Lk5+cjISEBLi4uFc6XqC5j8UdElVa0+Lt27ZpgKF158/0AqCzmUJ6iGwa/fPkSkydPFsyRat26NTp06IBOnTohMjISe/bsqdB1S/okt7QlwSti48aN+PHHH5UPGkZGRvD09ISHhwe6dOmisqJjadTpTVGnbUn/LpX5tL9wAYuSXLt2DXPnzlUOt9LR0YG7u7vy3+2PP/5AVFRUlXIsz/jx4wWf4j9+/BhhYWHKh9nKzCErTWkrKRaNFx+6OWLECPz444/Izc0FUFCY2tjYCOYnVbYoLfrzW9rPcnkLWHz77beCLRosLCzQqVMndOjQAQ4ODuWuFlpVffr0EawmfOzYMfTr108w5LMq8zL//ve/Y+zYsTh48CDOnj2rUgTFxMTg3//+N44ePYqgoKASP7yqys9dUaX9blT1vbAq+ZS18Xp1vxdWt+LFXGWPF1WVIrboPHOi+o7FHxFVWtECLzMzEw8ePFB+Xd58P6CgR6LwAa9169aC+T3l+f7775WFn4WFBTZv3iwYjvXs2bMKX6uspc8r68mTJ4LCLzAwEJ999pnyQbWsIqr4HmFFi+lChUv/t2zZEi1atFA+rJXUtvgn1ElJSYiMjISLiwscHR0FD88ikUiZc0mr+RXtSSpPaQ9gMpkMn332mbLw8/T0xPr16wWLsZS2WEbxuV0lfW+AgkLB1tYWLVu2FKykCRQMv/zuu++UW5H89ddfgmGilZlDVponT54IFtgACoYkF51rVPwexsbGGDhwoHIF1r/++guOjo7KAr4qRamlpaVyCNurV6+QnZ2t0vv39OnTUttfunRJUPj97W9/w8yZM5WFwOPHjyuVT2WIxWKMHj1aOSS1cJuBot/Dqs7LdHNzw9KlS7F06VIkJSXhxo0buHHjBk6ePKnsCbpz5w7279+v7AmytLRUjmooOrqhqCtXrkChUMDFxaXMnu/Sfjeq+l5oZmYGLS0tZRHo6+urskpuZVTne2FdV/z38PLly2r//hPVJ3XnYx0iqjdatGhR4jCowvl+5Sk6LywuLk7lYfT169eYM2cOfvjhB+zfvx+xsbHKY0XnHHXu3FllHk7xJe5rS1hYmGBoUfENgsvq1Sq+P1jRno5CJ0+exOLFizFy5Eh06tRJ+ZBYkba7d+/GwoULMXToUHTq1AkRERHKY02aNFH+f0nDVG/dulVq3sWV1lPw8OFDwcPzkCFDBIVfdna2ck5TcQ4ODoIhX5cuXVJZsObp06dYvHgxJk6cCG9vb/zzn/8UHDcyMsLgwYOVX+/du1cw76c69i8rqbf5+PHjgh6aootIFCq68EtiYiLWrl2r/LoqRWnRe8jl8hIX+Sgc7liS8+fPC76eOHGi4N+1pn+/xo4dqyxEcnJy8O233yqPVXYI7Js3b7B9+3b861//wowZM5Tf2+bNm+Odd97Bl19+qVIwFf0gq+jvVmpqqmCYMFDwocYXX3yB6dOno0+fPmUOuyytuKrqe6Guri7c3NyU5926dUtlNc/Y2FjMmzcPP//8Mw4fPlypD8bUVfy9QJNDRosrPi+5+M88ACxduhRfffUVtm/frtyInqihYPFHRFVS0vDOisz3A4CRI0cq/79wr6qIiAhIpVK8fPkSf//733Hu3Dls3LgRX3zxheCPb9HeqbCwMISGhkIulyM5ORlff/21ysIqtbVHU/Fes9WrV+P169fIz8/HuXPnBPvPFc/LxcUFHTt2VH598eJFfP3110hJSYFcLse1a9fw888/K4/r6OigR48eAIAePXrAxsZGeWzfvn1Ys2YNXr9+DalUiuDgYMEeX+bm5oICoWjb27dvC3rEStqbryqKf2927NiBR48eQaFQ4O7du5g7d67gwbV4L2nRZdvT09Px/vvvIzY2FnK5HHFxcfj0008F55c0J6xokfXixQtloa7O3n5FBQUFYfXq1Xj79i3y8vJw9OhRQeECFAxZLK5r165wcnJSfl10oaSqFKVFVzcFCrYQOXr0KPLz8/HmzRv88ssv2Lt3b6nti/9b/fTTT8jKykJubm6Jr6m6f78cHBzQvXt35ddFvx+VHQKrq6uLn3/+Gdu2bcOlS5ewbt067NmzR7kAyosXL7Bz505Bm6K9d8W3C1iyZAnCwsIgkUiQnp6Or7/+WtAT3bdv30rlB6j3Xli0V7hwr8H79+9DLpfj2bNn+Mc//oEzZ87g119/xaeffqqyqElNKt7TeffuXchksjJ7nWvLkCFDBPktW7YMf/75J3JycpCbm4vVq1fjwIED2LlzJ7755hts27ZNg9kSVT8O+ySiKunatatKr0JF5vsBQP/+/dGjRw/lcvYxMTEICAgQDGMq5OzsjPHjxyu/9vLyUvb+5ebm4v333y+xXaGy5rlUJ29vb8HXwcHBCA4OLjW34p/Sf/HFF5gyZYryYXrHjh3YsWNHie3fe+895XBPHR0dfPHFF1i0aBGAgk/YV69ejdWrV5fY9qOPPhI8+PTt2xcPHz5Utp05cyZat26NvLw8xMfHQywWQ09Pr1Kb3RfXpk0bmJiYKP8t4uLiMHTo0FK/N8Xn18yePRvHjx9XPmiHh4dj2LBhJbb39vZGv379VK7p5eWFFi1aqPQwqrO3X6HCFRXXrFmDNWvWlJjX8OHDS+y1EolEGDt2rKC4B6pelLZt2xYjRoxQDiXNzs7GJ598gk8//RQKhUJZ9BZdBbIob29vwX6VO3fuxK5duyASiUrsvSlr77iqGjdunGCrC6BqQ2ANDAywaNEi5T6Y+fn5+PLLL/Hll19CR0dHpXA1MDAQFHw+Pj7o16+fcq+/pKQkvPfeeyX++5qbm5e5hUZp1HkvDAgIwN69e5W/v+Hh4Rg5cmSJbbt27QpfX99K51dVtra2gq9//PFH/Pe//0WrVq1w9OjRWsujJE2bNsUHH3yAlStXAij4Gf74448hEolUfs4NDAzw4YcfaipVohrBnj8iqpLixQ5Qsfl+hdasWQMvLy9BrPgDi5OTE7Zs2SIoVj799FOVxROKtmvfvr3gWExMTIVzUkfHjh0xduxYlXhhboaGhmjRooUyXnQoK1AwxGzFihUq87OKf09Gjx6tsofVoEGD8M9//lO5p15JbUUiEebOnauyv9ycOXOU+xECBavixcTEID4+Hjo6Ovjmm29KXamwovT09PD3v/9dZehbaf9uubm5gh4CMzMzbNiwQWWVyuLfm/bt22PlypWlDrEr/tqB6hny6e7ujg8//FB53+J5de/eXWXT66JGjx4t2I8OUK8o/frrr9GrVy9BTC6XQ6FQQCQS4cMPPxT0NBc1ePBglbYKhUL5QGxhYYHmzZsrjxX/Oa4OAwcOFAwLBqo+L3PatGmYM2eOys9E8cKvSZMmWLlypeB3AQD++9//ok+fPoJYSYXfunXrVFakrKiqvhfq6upi48aNaNWqVZltO3bsiF9++aVKuVVV+/btVQrAwhEadcG8efNUts4p+nMOFBR+69at4yqf1OCw+COiKnFxcRHM+6vofL9CRkZG2LZtG/7zn//A19cXVlZW0NHRgaGhIdzd3bF48WIcOHBAMCwRKFiWff/+/RgxYgSsrKygra0NExMTdOnSBd988w327t0reDgtukx8Tfv3v/+Nr776Cu3bt4e+vj50dXXh4OCAcePGYf/+/YKegeTkZJU5RP3798eJEycwc+ZMuLq6wtDQEDo6OrC2tsbAgQPx22+/4fvvv1cpFICCXoCjR49i0qRJcHZ2Vt7fzs4OI0aMwM6dO7F48WKVdmZmZti/fz9mzJgBBwcH6OrqwtraGqNGjcL+/fsFPQ3qGDVqFDZu3IhevXrB2NgY2trasLKygp+fHzZt2oQVK1YIzj927JjgaxcXFxw9ehRLly5F586dYWJiAm1tbZiZmaFbt274+uuvsXv3bpUFcIoq3iPYpk0btfb2K2revHnYvHkzfHx8YGpqCgMDA7i7u+P//u//sHHjRsHcyuKaNWum8qGFOltPGBoaYsOGDfj666/h7u4OAwMDmJqaol+/fti6dSvmzZtXaluxWIz169djyZIlaN26NXR1daGnp4eWLVti6tSpOHTokCC3W7dulboYSlXp6uoqhzUXUuf7sWTJEuzbtw8TJkyAi4sLDA0NoaWlBRMTE3h4eGDu3Lk4fvx4iT2tRkZG2LBhA1auXIl+/fqhadOm0NbWRpMmTdC+fXvMmzcPx44dq9R7X0n3qMp7IVCwxcGhQ4fwz3/+Ez169IClpSW0tbVhbGyMzp0748svv8S2bdtgbGxc5fyqQkdHB5s2bcLAgQNhYmKifC/y8/OrM/P//vGPf2DHjh0YNWoU7O3tle+Zzs7OmDJlCo4eParyc0jUEIgU1blJDxERUR3122+/4aefflJ+/dlnn2HmzJkazKhAcnIy+vfvr+yNcnV11fjQOE3KysqCv7+/cn9BMzMzXLhwoVLL+RMRUcnY80dERA1S0T0Pw8LClFsIAAU9E8UXR6lNhUPzUlJS8MknnwiGIZY0fLihK/y3evv2LZYuXSrYWH748OEs/IiIqgkXfCEiogbpyJEj+OabbyASiVQWNxkzZkyJ25XUBplMhk6dOsHQ0FBlH0ULC4sS5yY2dIMHD8bbt2/x5s0bwZYpurq6mD59uuYSIyJqYNjzR0REDVLz5s2Rk5OjUvi1bdtWZeuN2qSlpQVLS0uVwk9XVxc//vijyoJGjYG1tTXS09MFhZ9IJMJXX32lsggLERFVHXv+iIioQXJ0dISzszNSUlKgpaUFW1tb9O3bF++//z5MTEw0mpu3tzfCwsKQlZWFZs2aoV27dnjvvfdKXYWzofP09ER8fDzevHmDpk2bonXr1ggMDFRZaZOIiNTDBV+IiIiIiIgaAQ77JCIiIiIiagRY/BERERERETUCLP6IiIiIiIgaARZ/GjJ27NhGuZcTERERERFpBlf71JA3b95oOgUiIiIiImpE2PNHRERERETUCLD4IyIiIiIiagRY/BERERERETUCLP6IiIiIiIgaARZ/REREREREjQCLPyIiIiIiokaAWz0QERFRvZGcmIaIsIdIepYGSZ4UunraaO5gDq/erWFtZ6bp9IiI6jQWf0RERFTnJcS9xKkDN/H0UarqsScvcf18LBxdrDBwjCfsnZtqIEMiorqPwz6JiIioTouJSsSm5cElFn5FPX2Uis3LgxETlVhLmRER1S8s/oiIiKjOSoh7id0bLkAmlVfofKlUjj0bLiAh7mUNZ0ZEVP+w+CMiIqI669SBmxUu/ApJpXKcOnCzhjIiIqq/WPwRERFRnZScmFbuUM/SPH2UiheJ6dWbEBFRPcfij4iIiOqkiLCHarUPD4utpkyIiBoGFn9ERERUJyU9S1OrfXKCeu2JiBoaFn9ERERUJ0nypGq1z8tVrz0RUUPD4o+IiIjqJF099bYj1tPndsZEREWx+CMiIqI6qbmDuVrtbezVa09E1NCw+CMiIqI6qWP3lmq19+rdupoyISJqGFj8ERERUZ0jlcoQeiyyyu11dLXQxES/GjMiIqr/WPwRERFRnSKTybFv40XERj2v8jXyJTJsWh6MN2nZ1ZgZEVH9xuKPiIiI6gyZTI79my7h/u0Eta/16kUGNi0/jdepb6shMyKi+o/FHxEREdUJcrkcB7dext2bTwVxHV1tDJ/UFY4uVmW2t3W0gFGxoZ7pr7KwcXkwUp6nV3e6RET1jkihUCg0nURj1L9/fwBAcHCwhjMhIiLSPLlcjkNBV3DnWpwgrqOrhcnz+sG5dTMAwIvEdISHxSI5IQ15uVLo6WvDxt4cXr1bw9rODBnp2di6KgQvX2QIrmPQRA+BC/rB1tGitl4SEVGdw+JPQ1j8ERERFZDLFTiy/SpuXXksiGvraCHgAx+0bGNTqetlvc1F0JqzSE5IE8T19HUQ8IEPnFo1UztnIqL6iMM+iYiISGPkcgX+2nVdpfDT0hbj3Tl9K134AUATY31M+9Af9i2aCuJ5ufkIWnMWD+8lqZUzEVF9VW+Kv3v37mHWrFnw9PREp06dMH36dERGCpeAzs3NxX//+1/069cPHTt2xMSJE3H58uUK32Pfvn0YNmwYOnbsiEGDBmH79u3V/TKIiIjo/1MoFDi+NxwRFx8K4lraYkyc3Qet2jav8rUNDHURuKAfWrSxFsSl+TLsXB+Ke7eeVfnaRET1Vb0o/uLi4jB58mRERkbi/fffx6JFi/DkyRMEBgbiwYMHyvM+/vhjbNy4Ef7+/vjss8+Qn5+PWbNmITw8vNx7bNmyBX//+9/h4OCAzz//HG5ubvjmm2/w66+/1uRLIyIiapQUCgVO7L+B6+djBXGxWIQJs3rD1d1O7XsUDPP0RRsP4bVkUjn2/BGG29eeqH0PIqL6pF7M+fvqq6+wc+dO7Nq1C56engCA+Ph4vPPOO/D398fKlStx+fJlTJ8+HUuXLsX06dMBANnZ2RgxYgRMTExw4MCBUq+fkZEBHx8f9OjRA2vXroVIJAIALF68GCEhITh79iwsLKp3gjjn/BERUWOlUChw+uAtXDpzTxAXiUUY/15vtOvkUK33k8kKVhGNCo8XHhAB70z0hnef1tV6PyKiuqpe9Pw9e/YMhoaGysIPAJycnODk5KTs+Tt69Ch0dHQwYcIE5TmGhoYYN24coqOjERcXV+r1Q0JCkJ2djYCAAGXhBwCBgYHIzc1lgUZERFRNFAoFzhy5rVr4iUQYO71ntRd+AKClJcaYaT3QuZdLsWSAv3Zdx8XTd6v9nkREdVG9KP6cnZ2RnZ2N5ORkZSw3NxcpKSlo1qxgxa6oqCi0aNEChoaGgrbt27dXHi9N4TF3d/dKtyUiIqKKO/dXJMJOCYstkUiE0dN6wL2LU43dVywWY/ikrujh56Zy7PShWwg5ehv1YDAUEZFatDWdQEXMnj0bZ8+exeLFi/GPf/wD+vr6WLlyJbKysjB79mwAwIsXL9ChQweVtoXF4fPnz0u9fkpKCvT19WFmZiaI6+npwczMrMy26pJIJDV2bSIiorok7NQ9nD8eLQyKgGGTvODW0bZW/ib6DmsPbR0xLpwUFqDnT0QjJzsP/Ud1FIwCIiKqy3R1dSt1fr0o/mxsbPDBBx/g66+/xpgxY5Txr7/+Gn369AEAZGVlwcDAQKWtvr4+ACAnJ6fU62dlZSnPK05PT6/MtuqSy+U1dm0iIqK64krIA9XCD8CQ8Z3RvotDrf497DXQDTp6Wgg5Ilw1/Pr5h8jLzcfg8Z0hFrMAJKKGp14UfytXrsQvv/yCjh07IiAgANra2jh48CC++uoryGQyTJ48udxrlPUpnkKhKPN4TX4CKBbXi5G3REREVXb1XAzO/aVa+A0e3xmePVpqICOge7820NPTwfF9N4Aioz3vXItHfr4MIwK6Qkubf6OJqGGp88VfRkYGfv/9d7i6umLbtm3Krs1hw4Zh1qxZ+O677+Dv7w9DQ0Pk5uaqtC+MGRkZlXqP0toCQF5eXplt1VXZrloiIqL65MrZBzhz+I5KfOgEL3T1cdVARv/TzdcNhkb6OLDlMhTy/1WA924mQJovx4T3ekNHt84/KhERVVid/0grLi4OEokEQ4cOVSmUxowZg/z8fNy4cQO2trZITU1VaZ+SkgIAsLa2VjlWyNbWFjk5OcjMzBTE8/LykJ6erpw3SERERBV3/XwsTuyLUIkPGttZ44VfIQ8vZ0yc3Uelly826jm2rwtFXm6+hjIjIqp+db7409PTAwDIZDKVY4WrcsnlcrRv3x4PHz5U6cGLji4YZuLh4VHqPUpb1bMibYmIiEhVxMWH+Gv3dZX4gFGdSlxxU5PcOtgj4ANf6OhqCeJxMS8QtCYEOdlcnI2IGoY6X/y1bt0a1tbWOHToELKyspRxuVyOPXv2QFtbG15eXhg8eDAkEgl27dqlPCc7Oxv79u1Dhw4d4OjoWOo9fH19YWBggKCgIEE8KCgI+vr6yg3ZiYiIqHy3rjzG0Z3XVOJ+wzui14B2GsiofC5uNghc6Ac9Ax1BPOHJK2xeEYzMjJpb/I2IqLbU+YHsYrEY//znP7Fw4UKMHTsWEyZMgLa2No4dO4abN29i4cKFsLGxgY2NDfr06YP//Oc/SEpKQosWLbBnzx4kJyfj+++/F1zz8OHDaNKkibKoMzU1xbx58/DTTz9h/vz58PX1RVhYGE6cOIFPPvkE5ubmmnjpRERE9c6da09waNsVwSIqAOA71AN9B7fXTFIV5NjSCtM/9EfQmrPIzsxTxl8kpmPT8mBMXeQHU/MmGsyQiEg9IkU92dH0+vXrWLt2LW7fvg2pVIrWrVtj2rRpGDlypPKcrKwsLF++HMeOHUNOTg7atGmDxYsXo1u3boJrtWnTBnZ2dggJCRHEg4KCEBQUhKSkJNjb22Pq1KmYNGlSjbyewsIzODi4Rq5PRERU26Ii4rF/0yWVzdL7DG4Pv2Ed6s3+eanJb7B1VQjevhH29plaNMG0RX6wsDLWUGZEROqpN8VfQ8Pij4iIGpK7N59i78aLglUzAaDXgLboP7JTvSn8Cr1+mYmtq84g/VWWIG5kaoCpC/qhma2ZZhIjIlJDnZ/zR0RERHXb/dsJ2FdC4dfdr029LPwAwKKpEWYuGYCmNiaCeOabHGxaEYzE+FcayoyIqOpY/BEREVGVxUQlYs8fYZAXK/y6+rhi0JjO9bLwK2RiZogZH/WHjYNw7n9OlgRbVp1B/MMUDWVGRFQ1LP6IiIioSh7efY7dGy5ALpML4l69W2HI+C71uvAr1MRYH9MW+cOhZVNBXJIrRdCas3h4L0lDmRERVR6LPyIiIqq0x/eTseu3C5BJhYWfZ08XDJ3o3SAKv0IGhroIXOCHlm42grg0X4ad60Nx79YzDWVGRFQ5LP6IiIioUp7EvMCO9aGQ5ssE8Y7dWmD4pK4QixtO4VdIV08bk+b6oE0He0FcJpVjzx9huH31iYYyIyKqOBZ/REREVGHxD1OwY51q4efh5YSRU7o1yMKvkI6OFibM6g0PLydBXCFX4ODWy7h+PlZDmRERVQyLPyIiIqqQZ49Tsf2Xc8iXSAXx9p0dMWpqD4jFDf+xQktLjNHTeqBLr1Yqx/7afR1hp+9qICsioopp+O/SREREpLaEuJfYtvYcJHnCwq9tJweMmd4TWlqN55FCLBZj2CRv9PB3UzkWfOgWzhy9rbLRPRFRXdB43qmJiIioSp4/fY1ta84iLzdfEHf1sMPYGY2r8CskEokwcLQnfN/xUDl24UQ0TuyLUNn+gohI0xrfuzURERFVWHJCGrauDkFujrDwa93eFhPe6w1tbS0NZaZ5IpEIvkM9MGhsZ5VjV8/F4OiOq5DL5SW0JCLSDBZ/REREVKIXz9MLCr9siSDu0tYGE2b3gbZO4y38iurh54bhAV2BYmvd3Lz8GPs3XYJUKiu5IRFRLWPxR0RERCpSk99g66oQZGfmCeItXK3x7vt9ocPCT6BLr1YYO72nymqn0TeeYveGCyqL5BARaQKLPyIiIhJ4+SIDW1aeQdbbXEHcqVUzTJrrAx1dbQ1lVrd5eDlj4vt9oKUtfLyKjXqO7etCVeZMEhHVNhZ/REREpPQ69S22rDqDzAxh4efQ0goBH/hAV4+FX1naeNhj8ge+0NEV9ozGxbzA1tUhyCk2hJaIqDax+CMiIiIAQNrLTGxeeQZv03MEcfsWlpg8zxd6+joayqx+aelmg8CFftAzEH6/EuNeYfOKYGRm5JTSkoioZrH4IyIiIqS/zsKWVWeQkZYtiNs6WmDK/H7QN2DhVxmOLa0w/cP+MDTSE8RfJKZj0/JgvEnL0lBmRNSYsfgjIiJq5N6kZWPLyjNIfyUsSGwczBG40A/6Broayqx+a+5gjhmL+8PYzEAQf5XyFht/DsarlLcayoyIGisWf0RERI1YRno2tqw6g7SXmYK4tZ0Zpi7wg4EhCz91WNmYYubiATCzbCKIv3mdhU3LT+PF83TNJEZEjRKLPyIiokYqMyMHW1eF4HWxHiir5qaYutBPZcgiVY15UyPMXDIATW1MBPHMjFxsXhGMxPhXGsqMiBobFn9ERESNUNbbXGxZGYKXLzIE8abWJpi2yA9NjPU1lFnDZGJmiBmL+6O5g7kgnpMlwZZVZxD/MEVDmRFRY8Lij4iIqJHJzszD1tUhSE1+I4hbNDPGtA/9YWRiUEpLUkcTI31M+9AfDi2tBHFJrhRBa87i4d3nGsqMiBoLFn9ERESNSE62BFvXhOBFYrogbt7UCNMW+cPYlIVfTdI30EXggn5o6WYjiEvzZdix/jzu3nqmocyIqDFg8UdERNRI5GRLELQ6BMnP0gRxU4smmLbIH6bmhhrKrHHR1dNGwFwfuHW0F8TlMjn2/h6GW1cfaygzImroWPwRERE1Ark5+di29iyeP30tiJuYG2L6h/4qq1FSzdLW0cL493rDw9tZEFcoFDi09QqunY/RTGJE1KCx+CMiImrg8nLzsf2Xc0iME64qaWxqgGmL/GHe1EhDmTVuWlpijJ7aA116t1I5dmx3OMJO39VAVkTUkLH4IyIiasAkeVLsWBeKZ49TBXEjk4LFRyybGWsoMwIAsViEYe96o6d/W5VjwYdu4czR21AoFBrIjIgaIhZ/REREDZREIsXO9aEq2wg0MS4o/Jpam5TSkmqTSCTCgNGd0G+Yh8qxCyeicWJfBORyFoBEpD4Wf0RERA1Qfr4Mu387jycxLwRxQyM9TF3kBysbUw1lRiURiUTwGeKBQWM7qxy7ei4GR7ZfhVwu10BmRNSQsPgjIiJqYKT5MuzZcAGP7iUL4gZNdDF1oR+sbc00kxiVq4efG4YHdAVEwvitK4+xb+MlSKUyzSRGRA0Ciz8iIqIGRCqVYe8fYYiNFm4Yrm+gg8AFfrCxN9dQZlRRXXq1wtjpPSEWCyvAuzefYvdvF5AvkWooMyKq71j8ERERNRAymRz7N13Cg8hEQVxPXweBC/1g62ihocyosjy8nDHx/T7Q0hY+qsVGP8f2X84hLzdfQ5kRUX3G4o+IiKgBkMnkOLD5Eu7deiaI6+ppY8p8X9g5WWooM6qqNh72mPyBL3R0tQXxuNgUbF0VguysPA1lRkT1FYs/IiKiek4ul+PQ1suIvvFUENfR1cbkeb5waGmlocxIXS3dbDB1YT/oG+gI4onxr7Bl5RlkZuRoKDMiqo9Y/BEREdVjcrkCh7ddRWR4vCCuraOFyfN84NSqmYYyo+ri0NIK0z7sD0MjPUH8RWI6Ni4PRvrrLA1lRkT1jUhRx3cOTUhIgL+/f5nnfPfdd1izZg0SExNLPWf06NH4/vvvSz3+5MkTDB48uMRjS5cuxfTp0yuUb0X1798fABAcHFyt1yUiosZDLlfg6M5ruHnpkSCuraOFgLk+aOlmo6HMqCakJr/B1tUheJsu7O0zNTfE1EX+sGxmrKHMiKi+0C7/FM2ysLDAjz/+qBKXy+VYtmwZFAoFvL298cUXXyArS/WTr6CgIERGRsLPz6/M+8TExAAAPv74Y1hbWwuOubu7q/EKiIiIqp9CocCx3ddVCj8tbTHefb8PC78GyMrGFDMXD8DW1SFIe5mpjL9Jy8am5acRyG08iKgcdb74MzQ0xMiRI1Xia9euRUZGBlasWAEHBwc4ODionHP9+nVER0cjICAAAwcOLPM+sbGxEIlECAwMhIGBQbXlT0REVN0UCgWO741AeNhDQVysJcbE2X3Qqp2thjKjmmbe1AgzFvdH0OqzSE1+o4xnZuRi84pgTJnfj4v7EFGp6uWcv6dPn2LdunXw8fHBkCFDSjxHKpXiyy+/hKWlJT7++ONyrxkTEwNbW1sWfkREVKcpFAqcPHAD10JjBHGxWIQJs3rD1d1OQ5lRbTExM8T0xf5o7iDcszEnS4Itq84gLjZFQ5kRUV1XL4u/5cuXQ6FQ4LPPPiv1nL179+LJkyf48MMPYWRkVO41Y2Ji0KpVKwBAfn4+JBJJteVLRERUHRQKBYIP38KVkAeCuEgswriZveDWwV5DmVFta2Kkj2kf+qus5CrJlWLb2rOIjX6uocyIqC6rd8Xf48ePcfz4cYwYMQIuLi4lniOTyfDrr7/CwcEBY8eOLfeaeXl5ePr0KbKzsxEQEIBOnTqhQ4cOCAgIQHR0dHW/BCIiokpTKBQI+fMOLp6+J4iLRCKMnd4T7TwdNZQZaYq+gS4CF/RTmd8pzZdh56/ncffm01JaElFjVefn/BW3Y8cOKBSKMlffDAkJQVJSEv7xj39ALC6/vn306BFkMhmioqIwc+ZMzJo1C48fP8aGDRswZcoU7Nq1C23atKnGV/E/7GEkIqKKuHDiLi6cvCsMioDhk73h6tGcf08aKxEw7r0eOLT1KmIi/9fbJ5fJsfePMAyb5A0PbycNJkhENUlXV7dS59f5rR6Kkkgk6NmzJ9q1a4etW7eWet6sWbNw48YNhIWFwdDQsNzrJiQk4PDhw+jevTu6dOmijN+/fx9jx45Fnz59sH79+mp5DYUKt3r4888/q/W6RETU8FwKvo/zx1ULv6ETuqBDVz7YU0Gx99fuCERHPFM5NnBMR3TuVfJoKSKq3/T19St1fr3q+bt27Rrevn2LoUOHlnpOVlYWrly5goEDB1ao8AMAe3t7zJ8/XyXu5uaGzp0748qVK1XOuTwV6ZkkIqLG60rIA9XCDwWFX6fuLTSQEdVFYrEYIwK6QldPBzcvPRYcO3XgNvIlMvTwd9NQdkRUV9Sr4i80NBRisRgDBgwo9ZzLly8jPz8fgwYNqpZ7WlhYIDc3F3K5vEYKtcp21RIRUeNxOeQ+Qo5GqsTfmegN776tNZAR1XUjArrBwFAPl4KFc0PP/hkFab4CfsM7QCQSaSg7ItK0etXtFBERAVdXV1halr5/TUREBACge/fuFb7u9u3b4e/vr9zovajHjx/D1taWPXRERFSrroXG4OT+GyrxIeO7sPCjUolEIgwY1Qn9hnVQOXbhZDSO742AXF5vZvwQUTWrNxWNVCpFbGws2rdvX+Z5d+/ehYODA0xNTSt8bXt7eyQkJGDbtm2C+IkTJxATE4Phw4dXKWciIqKqCA97iGN7wlXiA8d4optvzSxARg2HSCSCzxB3DBrbWeXYtdAYHNl+FXK5XAOZEZGm1Zthn0lJSZBIJLC1tS3zvPj4eDg6lr3cdXBwMLKysjBy5EgAgI+PD/z9/bF7925kZGSgW7duiI2Nxe7du9G2bVvMmTOn2l4HERFRWW5ceoQ/d15Tifcf2Qk9/dtqICOqr3r4uUFPXwdHdlwFinT23bryGJI8KcZM7wFtbS3NJUhEta7eFH9paWkAAGNj43LPK693cNmyZUhMTFQWf0DBxvG//PILjh49itOnT8PS0hIBAQFYuHBhhReOISIiUsetq48LHtSL6TesA3oPbKeBjKi+69zTBbp62jiw+ZJguOfdm08hycvHxNl9oKNbbx4HiUhN9Wqrh4akcKuH4OBgDWdCRER1wZ3rcTi45TKK/1n2GeJe4vwtosp4EJmIPb9fgEwqHO7p1LoZAub6QE9fR0OZEVFtqjdz/oiIiBqq6BtPSyz8eg9sB993PDSUFTUkbTzsMHmer0ovX3xsCrauCkF2Vp6GMiOi2sTij4iISIPu3XqGfZsuqhR+Pf3bwn9ERy7LT9WmZRsbTF3kB30DYS9fYvwrbF5xBpkZORrKjIhqC4d9agiHfRIR0YPIBOzeEAa5TDgUr1u/Nhg8tjMLP6oRSc/SELQmBNmZwt4+i2bGmLrQD2YWTTSUGVHdlJyYhoiwh0h6lgZJnhS6etpo7mAOr96tYW1npun0KoXFn4aw+CMiatxio59j12/nVeZgefdtjaETvFj4UY16+SIDW1eFICM9WxA3NTfE1EV+sGxmoqHMiOqOhLiXOHXgJp4+Si31HEcXKwwc4wl756a1mFnVcdgnERFRLXt4L6nEwq9Lr1YYMp6FH9W8ptYmmLGkP8ybGgnib9KysfHnYLxITNdMYkR1RExUIjYtDy6z8AOAp49SsXl5MGKiEmspM/Ww+CMiIqpFjx8kY9evqoWfZ4+WeOddb4jFLPyodphbGmHG4v6wsjEVxLPe5mLzymAkxr/SUGZEmpUQ9xK7N6iujlsaqVSOPRsuICHuZQ1npj4Wf0RERLUkLjYFO9eHQpovE8Q7dHXG8ICuLPyo1pmYGWL6Yn80d7QQxHOyJNiy6gziYlM0lBmR5pw6cLPChV8hqVSOUwdu1lBG1YfFHxERUS14+igV2385h3yJsPBz93LCqMDuEIv5J5k0o4mRPqYt8oOji5UgLsmVYtvas4iNfq6hzIhqX3JiWrlDPUvz9FFqnR8yzb80RERENezZk5fY9stZ5Eukgng7T0eMntqDhR9pnL6BLqbM7weXtjaCuDRfhp2/nsfdm081lBlR7YoIe6hW+/Cw2GrKpGbwrw0REVENSox/hW1rzkKSKyz83DraY+yMntDS4p9iqht09bQxaY4P3DraC+JymRx7/7iIW1ceaygzotqT9CxNrfbJCeq1r2n8i0NERFRDkp69RtDqEOTl5gviru62GDezFws/qnO0dbQw/r3e6NDVWRBXKBQ4FHQF10JjNJMYUS3Il0jxttj2J5WVV+yDvrpGW9MJEBERNUQvEtOxdfVZ5OYIC79W7Zpjwqw+0NbW0lBmRGXT0hJjVGAP6OpqI7zYELhje8KRl5ePPgPbayg7ouolk8nx5EEyIsPjce/WM0jy1Cve9PTrdnmldnbR0dG4dOkSrl+/juTkZLx+/RpSqRSmpqZwdnaGp6cnfH194ebmVh35EhER1XkpSW+wZdUZ5GTlCeIt3WwwcXYfaOuw8KO6TSwW4Z13vaFnoIOLp+8Jjp05fBt5OfnwH9GRe1JSvaRQKJDw5CUiw+MRFRGP7My88htVkI29ebVdqyaIFAqForKNFAoFDh8+jD/++AMPHz5EeZcQiURo164dPvjgA/Tv37/KyTYkhd+H4OBgDWdCRETVKTX5DTavOIOst7mCuLOrNQI+8IGubt3+VJioKIVCgQsnoxFy9I7Ksa4+rhg8rgu3KKF648XzdERej0NURDzSX2XVyD0++GIorO3MauTa1aHSf4HCw8Px9ddfIzY2FpaWlhg5ciS8vLzg6uoKe3t7GBkZQS6X4/Xr10hNTcWtW7cQERGBS5cuYeHChXB1dcXXX3+NTp061cDLISIi0pxXKRnYsipEpfBzdLFCwFwWflT/iEQi9B3sDl09bZzYd0Nw7FpoDCR5UgwP6Mr5q1Rnpb/KQmREHCKvxyPleXq554tEIujqayOv2JD9inB0sarThR9QyZ6/77//Hlu2bEHnzp0xc+ZM+Pr6QkurYkNXcnJy8Ndff2Hnzp24f/8+ZsyYgU8++aTKidd37PkjImpYXr/MxOblwcgotliAQ8ummDK/H/T0dTSUGVH1uHHpEY7suAoUe3Js5+mAMdN7ch4r1RlZb3MRffMpIq/H49njiu3ZZ+dkCQ9vJ7Tv7IQ3aVnYvDwY0kps9K6tLcb0xf1h79y0qmnXikoVf4MHD8bnn38OX19ftW564sQJLF++HCdPnlTrOvUZiz8iooYj7VVB4fcmTVj42TlZInChH/QNWPhRwxAVEY8Dmy9BLhc+PrZq1xwTZ/eBDnu3SUPycvNx/04CIq/H4dH9ZCjk5Zc4ltYm6ODtBPcuzrBsZiw4FhOViN0bLkBWgQJQW1uMCbP7wNXdrsr515ZKFX9SqRTa2tXzS12d16qPWPwRETUMb9KysGl5sMr8keaOFpi60A8GhroayoyoZpT2UOzUuhkmzfHhhx1Ua6RSGR7eTUJkeBwe3EmENF9WbhtjMwN4dHGGh7cTbOzNy1y0KCHuJU4duImnj0rvPXR0scLAMZ51vsevUJUWfCH1sfgjIqr/MtKzsWl5MNJeZgriNvbmmLrID4ZN9DSUGVHNehLzAjvWhSJfIlwW39bJAlPm9+PPPtUYuVyB+IcpiAyPw92bz5CbLSm3jUETXbTzdISHlzMcXawqvUjRi8R0hIfFIjkhDXm5Uujpa8PG3hxevVvX+Tl+xdVY8ZeZmQktLS0YGBjUxOXrPRZ/RET129s3Odi8IhivUt4K4s1szTDtQz80MdLXUGZEtePZk5fYvlZ1L8tmtqYIXOAHY1M+A1L1UCgUSHqWhsjwgpU636bnlNtGR1cLbTrYw8PLGS5tbTgn9f+r1uJPKpXi999/R1BQEF6/fg0AaN68OebMmYOJEydW120aBBZ/RET1V2ZGDjavPIOXyRmCuJWNKaZ95A8jYxZ+1DgkJ6QhaM1ZlRVuLZoZY+pCP5hZNNFQZtQQvErJQGR4PCLD4/HqRUa554vFIri0aw4PL2e08bDjQlslqNbi75tvvsGuXbvQt29ftG7dGjk5Obh06RKePHmCJUuWYPbs2dV1q3qPxR8RUf2UlZmLLSvPIOX5G0Hc0toE0z/0Z28HNTovX2Rg66oQlZVuTcwNMW2RHyybmWgoM6qPMtKzEX3jKSLD4/A8/nWF2ji6WMHD2xntPB046qIc1Vb85efno0uXLnj//fexYMECQXzUqFF4+/Ytzp8/Xx23ahBY/BER1T/ZWXnYsvIMXiSmC+IWVkaY/lF/mJgZaiYxIg1Le5WJratCVOa/NjHWx9SFfvVuXhTVrpxsCe7deobI63F4EvtCZTuRkljbmcHD2xnuXZzYw1wJlVpu88cff8TcuXNhYqL6CU5eXh4kEgmcnZ0FcR0dHdja2uLatWtqJUpERKRJOdkSBK0OUSn8zCybYNqH/iz8qFEztzTCzCUDsHV1CFKT/tcrnvU2F5tWBGPKfN96sxoi1Y58iRQxUc8RGR6H2OjnFdpSwcyyCTy8neHRxQnNbM1qPskGqFLF3549e7Bnzx7MmDEDM2bMgKHh//7QGRkZoVWrVli5ciX09fXRsmVL5OfnIzQ0FBcvXkTv3r2rPXkiIqLakJsjQdCaECQ9SxPETS2aYPqH/WFqzk+diYxNDTDjo/7YtvYsnj/933C93GwJtq4KQcAHPnBuba3BDEnTZDI5njxIRmR4PO7dfgZJrrTcNk2M9dG+syM8vJ1h72xZ5tYMVL5KDft88+YNfv31V+zYsQMGBgaYM2cOAgICoKtbsIfR3bt3sXDhQiQmJir/YRQKBZydnbFx40bY2trWzKuohzjsk4iofsjLzUfQmrNIePJSEDcxM8T0xf1h0dRIQ5kR1U25OfnYse6cyt5o2jpamDi7D1q35/NgY6JQKJDw5CUiw+MRfeOpyuJAJdHV10bbjg7w8HZGC1draGmJayHTxqFKc/5SUlKwZs0aHDhwAE2bNsX8+fMxduxYiMViyGQynD9/HnFxcZDL5WjVqhV69erVqDd0LwmLPyKiuk+SJ8W2tWdVHmKNTQ0w/aP+sGxmrKHMiOo2iUSK3b+dx6N7yYK4WEuMsdN7on1nRw1lRrUl5Xn6/1+pMw7pr7LKPV9LW4zW7W3h4eUMV3db6OiydqgJai34Eh8fj1WrVuHYsWNwdHTEhx9+iKFDh1Znfg0Wiz8iorpNIpFixy/nEBebIogbmehj+kf90dSaKxgSlUWaL8P+zZdw79YzQVwkEmHklG7o1L2lhjKjmpL+KgtREQUFX/H50SUSAS1creHh5Yy2nRxgYKhb4zk2dtWy2uf9+/exfPlyhIaGok2bNli8eDF8fX2rIb2Gi8UfEVHdlS+RYuev5/H4vrDXwtBID9M/6o9mzU01lBlR/SKTyXF42xXcuRancmzI+C7o5tum9pOiapWVmYu7N54hMjxOZZREaeycLOHu5QT3Lk7cHqeWVbn4y8jIgL6+vnK+HwBERETg559/RkREBDw9PbFkyRJ4e3tXW7INCYs/IqK6KT9fht2/ncfDu0mCuEETPUz/0J9L1hNVklyuwLE94Qi/EKtyzH9ER/QZ1F4DWZE68nLz8eBOAiLD4/HoXhLk8vLLCUtrE3TwdoJ7F2cOmdegShV/CoUCv/76KzZv3ow3b95ALBbDzc0Nf//739G5c2fleaGhoVixYgXu37+Pnj17YsmSJWjfnr/YRbH4IyKqe6RSGXZvuIDYqOeCuL6hLqYt8kdzB3MNZUZUvykUCgQfvoWLp++pHOs9sB38R3TkKo51nFQqw6N7SYi8Ho/7dxIgzZeV28bYzAAeXZzh4e0EG3tz/hvXAZUq/n799VcsX74cHTt2hJeXF7KysnDy5Enk5ubi8OHDcHQUTt49duwYVq5ciadPn2LAgAFYtWpVtb+A+orFHxFR3SKTybH3jzDcv50giOsZ6GDaIn/YOlpoKDOihkGhUODCybsIOXpb5Zh339YYMt4LYjGLg7pELlfg6aMURF6PR/TNp8jNlpTbRt9QF+09HeHh7QRHl2b8N61jKlX8DRgwAAYGBjh8+LCycr937x5Gjx6NBQsWYMGCBSptZDIZ9u/fj19++QXnzp2rtsTrOxZ/RER1h0wmx/5NF3H3pnBhCl19bUxd4Af7Ftycmqi6XDn7ACf2RajEO3ZrgRGTu3FZfw1TKBRIepaGyPA4REXE4216TrlttHW04NbBHh7eTnBp2xza2lq1kClVRaXWUE1JSUGPHj0EXbZ2dnYAgPT09BLbaGlpYcKECRg1alSVkyQiIqopMpkcB7dcVi389LQxZX4/Fn5E1ax7vzbQ1dPG0R3XULQP4vbVJ5DkSTF2Rk8WDxrwKiXj/2/NEI9XLzLKPV8kFqFV2+bw8HJCmw720NPXqYUsSV2VKv46dOiAsLAw7N69G15eXsjLy8Pvv/8OkUiELl26lNm26MIwREREdYFcLsfhoCuIiogXxHV0tTB5ni8cW1ppKDOihq1zTxfo6mnjwOZLgsVC7t16hl2/nseE2X2gy33eatzbNznKrRmex7+uUBtHFyt4eDmjnacDmhjr13CGVN0qNezz0aNHmDt3Lp49e6bs/VMoFBg3bhy+/fbbGkkwISEB/v7+ZZ7z3XffYcyYMfj555/x66+/lnjO9evXYWJS9p5M+/btw+bNm/Hs2TPY2Nhg6tSpmDx5cpVzLwuHfRIRaZZcrsCR7Vdx68pjQVxbp6Dwa+FqraHMiBqPmKhE7Pk9TGXxEKdWzTBprg/0DdibVN1ysiW4d6tga4a4mBRUpBSwtjODh5cz3Ls4wcyySS1kSTWlUh+puLi44Pjx4wgNDUVcXBxMTEzg7u6Otm3b1lR+sLCwwI8//qgSl8vlWLZsGRQKhXI7iZiYGDg4OGDhwoUq5xsYlL2HyJYtW7Bs2TL4+flh8uTJuHLlCr755htkZmZizpw51fNiiIioTpDLFfhz1zWVwk9LW4xJc31Y+BHVEld3O0ye54ud60MhyZMq4/EPU7B19RlMmdcPhkZ6GsywYciXSBET9RyR4XGIjX4OmVRebhszyyYFBZ+XE6xtzWo+SaoV1bLJuyasXbsWq1atwooVKzBkyBAAgJ+fHzp27Ijly5dX6loZGRnw8fFBjx49sHbtWmWv5uLFixESEoKzZ8/CwqJ6V3ljzx8RkWYoFAr8tVt1zzEtbTHefb8vWre31VBmRI1XwpOX2Lb2LHJz8gXxZramCFzgx43Aq0Amk+NJzAtEXo/DvdvPIMmVltvG0EgP7l2c4OHlBPsWTbk1QwNUqeWU7t69W203joyMrHLbp0+fYt26dfDx8VEWfpmZmXj+/DlcXFwqfb2QkBBkZ2cjICBA8EMeGBiI3NxcFmhERA2EQqHAiX0RKoWfWEuMCbP6sPAj0hD7Fk0xfXF/lTlkKc/fYNPy00h/laWhzOoXhUKBZ09e4tiecPz890PYtuZswUI6ZRR+unra6NitBabM98XHy0Zj6AQvOLS0YuHXQFVq2Gfhqp0LFy6EtXXVhsQkJibi559/xsmTJxEVFVWlayxfvhwKhQKfffaZMvbw4UMoFApl8ZeTkwM9PT2IxeXXt4V5uLu7C+KFG9NHRUVhwoQJVcqViIjqBoVCgVMHb+LquRhBXCwWYfx7vdDGw05DmRERANjYmWPG4v7YujoEGWnZyvjr1ExsXH4aUxf6oal12es3NFYpSW8QGR6HyOtxFSqUtbTFaN3eFh5eznB1t4UOF9dpNCr1L71582Z89tlnOHLkCIYOHYqxY8fCy8ur3E8G8vPzcf78eezduxdhYWGws7PD1q1bq5Tw48ePcfz4cYwePVrQyxcTU/DH/MKFC/jhhx+QlJQEQ0NDjBw5Ep999lmZc/5SUlKgr68PMzMzQVxPTw9mZmZ4/vx5lXIlIqK6QaFQ4MyR27h85r4gLhKLMHZGL7Tt6KChzIioqKbWJpi5eAC2rDqDtJeZynhGWjY2LQ9G4MJ+sLEz12CGdUf666yClTqvx+FFYnr5DURAC1dreHg5o20nBxgYciX+xqhSxZ+Xlxf++usvrFu3Dlu3bsXhw4dhYmICT09PuLq6wtbWFkZGRpDJZEhLS0Nqairu3LmDO3fuQCKRwNDQELNmzcKcOXPKXYClNDt27IBCocD06dMF8cLiLzIyEgsWLICRkRFCQ0Oxc+dOPHr0CFu2bCm1FzArKwv6+iUvVaunp4ecnPI3t6wqiURSY9cmIqICocejcfHUPUFMJAJGTO6K1u42fC8mqkMMjXUQuMAHO9ZfwMvk/+03l/U2F5tXBOPd9/vA1ql612KoL7Iz83D/dgKibzzDs8cvK9SmuaM52nd2RNtO9oK5k3zfaxgqu51epft49fX1sXjxYkydOhVBQUE4cuQIzp07h3Pnzqn0ABauJWNnZ4fRo0dj6tSp5W63UBaJRIJDhw6hW7duaNOmjeBYnz59YGxsjNmzZ8PQ0BAAMHjwYJibm+OPP/7A6dOnMWjQoBKvq1Aoyuy9rMkxz3J5+astERFR1V08fU+l8IMIeGeSF9p2suP7MFEdZGish8nz+mD3hotIfpaujOdm52PHuvMY914POLo0jn04JXlSxEY9x92bz/DkQYpgX8TSWFgZoV1nB7TzdICFlZEyzvc7qvIAX0tLS3z00Uf46KOPEB8fj+vXryM5ORmvX7+GVCqFqakpHB0d0alTJ7Ru3bpakr127Rrevn2LoUOHqhzz8fGBj4+PSjwgIAB//PEHrly5UmrxZ2hoiNzc3BKP5eXlwcjIqMRj1aEicxKJiKhqLp+5jwsn7qnE35nohQ7ezrWfEBFVWBNjA0ye54M9Gy4KerkkeVLs2XARY6b3QKt2zTWYYc2RSeV4fD8Z0TeeITb6OfIlsnLbGJnqo72nA9p3doS1vRkXbKESVcvsTicnJzg5OVXHpcoUGhoKsViMAQMGVLiNpaUlACA7O7vUc2xtbZGTk4PMzExBoZeXl4f09HQ0a9as6kmXo7JdtUREVDGXztzD2T9VFxYbHtAVXXq10kBGRFRZurq6CFzoh92/XcCje0nKuDRfjn0bL2Ps9J5o39lRgxlWH7lcgaePUhB5PR7RN58iN7v8YZn6Bjpo19kRHl7OcGplxU4FKle9WtonIiICrq6uyoKuqOnTp0MsFmPjxo2C+OPHBRv4OjiUPpm/6Kqe3bt3V8ajo6MBAB4eHmrnTkREtefK2Qc4deCmSnzoRC8WfkT1jK6uNibN6Yv9my/h3q1nyrhcJse+jRchyZPCs0dLDWZYdQqFAskJaYi8Ho+oiHhkpJfeWVFIW0cLbTrYwcPLGa3aNoe2jlYtZEoNRb0p/qRSKWJjYzF8+PASj5uZmeHEiRO4efMmPD09ARSMa16zZg20tLRKHCpayNfXFwYGBggKChIUf0FBQdDX11duyE5ERHXf9fOxOLEvQiU+eFwXdO3rqoGMiEhd2jpaGDezF45sv4rbV58o4wqFAoe3XYEkLx/dfNuUcYW65VXKW0RFxCHyejxevsgo93yRWAQXNxt4eDvDrYM99PR1aiFLaojqTfGXlJQEiUQCW9uSN+D95JNPcPHiRcyePRuBgYGwsLDAyZMncf36dXz00Udo2fJ/nwgdPnwYTZo0URZ1pqammDdvHn766SfMnz8fvr6+CAsLw4kTJ/DJJ5/A3JxLChMR1QcRFx/ir93XVeIDR3uie7/682BIRKq0tMQYOaU7dPW0cf18rODY8b0RyMuVou/g9hrKrnxv3+Qg+kY8Iq/HIzH+VYXaOLS0goe3E9p7OqKJcckr0xNVRr0p/tLS0gAAxsbGJR63t7fHjh07sGLFCgQFBUEikaBVq1b44YcfMGrUKMG5n376Kezs7AQ9eu+//76y9+/8+fOwt7fHV199hUmTJtXYayIioupz8/JjHN15TSXuP7IjevZvq4GMiKi6icUiDJ3gBV09HVw8fVdwLOTobUjy8uE/omOdWewkN0eCe7eeITI8Hk8evFCuhF+WZrZm8PB2gnsXJ5hb1tyig9Q4iRQV+SmkaldYeAYHB2s4EyKi+u/2tSc4uPUyUOwvmu87HvAdynnbRA3RhZPROHPktkrcu29rDBnvBbFYMwVgfr4MsVGJiAyPR0xUImTS8rdXMLVoAg8vJ3h4OcPazqzmk6RGq970/BEREZUkMjwOh7ZeUSn8+g5uz8KPqAHrM6g9dPW0cXyvcI7v9fOxkORJMWJyN2hp1c7qlzKZHHExLxAZHo97t54hLze/3DaGRnpo39kRHt7OcGjRtM70VlLDplbxt2DBAowaNQq+vr7Q1mYdSUREtSv6xlMc2HJZZShVrwHt0G9YBw1lRUS1pZtvG+jqaePI9muC94HbV59AkifF2Ok9a2w1TIVCgcS4V4gMj0NUxFNkvS15z+iidPW00baTA9y7OKGlm02tFadEhdQa9unm5gaRSARTU1MMGzYMI0aMQIcO/GNbERz2SUSknvu3E7Dn9wuQy4V/xnr4uWHgGE9+ik7UiETfeIr9my9BLhMOsWzVrjkmzO4DXV1tJCemISLsIZKepUGSJ4WunjaaO5jDq3frSg21TEl6U1Dwhccj7WVmuedraYvRur0tPLyc0drdFrq67DAhzVGr+Ltz5w4OHz6MY8eOIS0tDSKRCC1atMCoUaMwYsQI2NjYVGeuDQqLPyKiqnsQmYjdGy6oPOh183XF4HFdWPgRNUIxUYnY83sYpPkyQdzG3hzaOmIkPCl9hU1HFysMHOMJe+emJR5Pf52FqIh4RF6Pw4vE9PKTEQEtWlvDw9sZbTs5wMBQtzIvhajGVMuCLzKZDOfPn8fhw4dx7tw55ObmQiwWo2vXrhg9ejQGDhwIAwOD6si3wWDxR0RUNbHRz7Hrt/Mqiyh49WmNdyZ6sfAjasSexLzAzvWhkORJK91WW1uMCbP7wNXdDgCQlZmLuzefIfJ6HJ4+Sq3QNWwdLeDh7Yz2nR1hYmZY6RyIalq1r/aZmZmJU6dO4fTp07hy5Qpyc3NhYGCAQYMGYcyYMfD29q7O29VbLP6IiCrv0f1k7Fh3TqXw69zTBcMmddXY6n5EVHckPHmJbb+cQ262pNJttbXF6D2oPRLjX+HR3SSVYeUlsWhmjA5eznD3ckJTa5OqpExUa2pkqweZTIarV6/izz//xKFDhyCXF/yRFolEaNmyJZYsWQJ/f//qvm29wuKPiKhynsS8wPZfzqkM6erUvSVGTO7Gwo+IlJIT0/Db9ycqVLxVhbGpAdy7OMHD2xnNHcw54oDqjWqdcRoeHo4jR47g5MmTyMjIgEKhgIuLC0aNGgVPT0+cPHkS+/fvx4IFC/DVV19h4sSJ1Xl7IiJqoOIfpmDHOtXCr4O3M0ZMZo8fEamq7sJP30AH7TwLtmZwamUFsZgrdVL9o3bx9/DhQxw5cgR//vknkpKSoFAoYGJigokTJ2LMmDGC1T+9vLwwZMgQBAQEYP369Sz+iIioXM8ep2L7L+eQLxEWfu5dnDAysDsfwIhIRUTYw2q5jraOFtp42MHDyxmt2jWvsW0jiGqLWsXfqFGj8ODBAygUCojFYvTq1QtjxoxB//79oatb8qpGnTt3hp6eHtLT09W5NRERNQIJcS+xbe05lcUb2nZywOhpPbhHFhGVKOlZmlrt9Q10MGS8F9w62kNPX6easiLSPLWKv/v376Nly5YYNWoURo4cCWtr63Lb5OXlYdKkSWjXrp06tyYiogbu+dPX2LbmLPJy8wXxNh3sMW5mLxZ+RFSqqqz2WZSJeRN07NaimrIhqjvUKv52796Njh07VqqNnp4ePv/8c3VuS0REDVxyQhq2rg5Bbo6w8GvtbovxLPyIqBy6eurNbNLT50bs1DCp9dezY8eOyM/Px9atW/Hzzz8LjoWGhmLChAnYunWrWgkSEVHj8uJ5ekHhV2yZdpe2zTFhVh/OuSGicjV3MFervY29eu2J6iq1PtbIzs7GrFmzcPPmTTg6OmLJkiXKYykpKbhz5w4iIyMRGhqKdevWlToPkIiIGpfkxDREhD1E0rM0SPKk0NXTRnMHc7i42eDozuvIzswTnN/SzQbvvt8HOiz8iKgCuvRuhevnY6vc3qt362rMhqjuUKv427hxI27cuIHevXvj008/FRwbP348evTogW+//RahoaHYsGED5s+fr1ayRERUvyXEvcSpAzfx9FGq6rEnL0t8WHNu3QzvzukLHV0OwyKiirGxM4eji1WJ7zXlcXSxgrWdWfUnRVQHqDXs88SJE7C1tcW6devg6uqqctze3h6rVq1Cs2bNcOTIEXVuRURE9VxMVCI2LQ+u1MOYo4sVJs31gS4LPyKqpIFjPKGtXblHXW1tMQaO8ayhjIg0T63iLyEhAe7u7tDRKX0JXF1dXXTo0AHPnz9X51ZERFSPJcS9xO4NFyCTyiveSAT0G9aBy6wTUZXYOzfFhNl9oFXBAlBbW4wJs/vA3rlpDWdGpDlqFX+mpqZISkoq97yXL1/CyMhInVsREVE9durAzcoVfgCgAM7+eadmEiKiRsHV3Q4zFveHo4tVmec5ulhh+uL+cHW3q6XMiDRDrXE03bp1w9GjR3Hy5EkMGjSoxHNCQ0Nx8+ZNDBw4UJ1bERFRPZWcmFaleTcA8PRRKl4kpnP+DRFVmb1zU8xcMgAvEtMRHhaL5IQ05OVKoaevDRt7c3j1bs33GGo0RAqFQlHVxrGxsZgwYQIkEglGjBiBvn37onnz5gCAFy9eICwsDAcPHoRYLMbu3bvRtm3baku8vuvfvz8AIDg4WMOZEBHVrL92X1dr1T3vvq3xzkTvasyIiIiocVKr569169ZYsWIFvvjiCxw8eBCHDh0SHFcoFDAxMcH333/Pwo+IqJFKepamVvvkBPXaExERUQG1l0/z8fHByZMnERwcjPDwcKSmpkImk6Fp06bw9PTE0KFDYWxsXB25EhFRPSTJk6rVPi9XvfZERERUoFrWzjYyMsKoUaMwatSo6rgcERE1ILp66v2p0dPnNg9ERETVQa3VPisqPz8fISEhtXErIiKqY5o7mKvV3sZevfZERERUQO2PU4ODg7Fz5048f/4c+fn5KLp+jEKhQF5eHt68eQOZTIZ79+6pezsiIqpnOvd0UWvBF6/erasxGyIiosZLreIvNDQUixYtglxe9t5NJiYm6NWrlzq3IiKiekihUODm5cdVbu/oYsUl2ImIiKqJWsM+t2zZArlcjtmzZ+P06dNYsmQJxGKxcu+/L7/8EsbGxtDX18f//d//VVfORERUT5z9KxLXQmOq1FZbW4yBYzyrOSMiIqLGS63iLzo6Gk5OTvj444/h4OCAnj17Qi6XIzY2Fk5OTpg8eTKWL1+OlJQU/Pbbb9WVMxER1QOXgu/h/PGoKrXV1hZjwuw+sHduWs1ZERERNV5qFX9ZWVlwdXVVft2qVSuIRCJER0crY71794arqyvOnj2rzq2IiKgeuXHpEU4dvCkMigC/4R3g6GJVZltHFytMX9wfru52NZghERFR46PWnD8jIyNIJBLl1/r6+rCyssLDhw8F57Vo0QLnzp1T51ZERFRPRN94iqM7rqnEh0/qii69WqHvYHe8SExHeFgskhPSkJcrhZ6+NmzszeHVuzXn+BEREdUQtYq/tm3b4ubNm8jKykKTJk0AFPT+3blzB3K5HGJxQcfiixcvoK+vr362RERUp8VGP8f+zZcEKz8DwIDRnujSq5Xya2s7M7wz0bu20yMiImrU1Br2OWrUKGRkZCAgIAChoaEAgH79+iEtLQ3Lli1DUlISduzYgVu3bqFly5bVkjAREdVN8Q9TsHvDBchlwhWg+wxuj17922ooKyIiIiqkVvE3cuRIjB49Gg8ePMD+/fsBAOPHj4ednR22b98OPz8//Otf/wIAzJ07V/1siYioTnr+9DV2rAuFNF8miHv3bQ2/YR00lBUREREVJVIUH5tTBYVDP3v37g2gYJjnihUrcOfOHdjY2GDq1Knw8fFRO9mGpH///gCA4OBgDWdCRKSe1OQ32LQ8GNmZeYJ4B29njJraA2KxSEOZERERUVFqzfnbt28f3Nzc4Okp3IfJ2toa3333nVqJERFR3Zf+KgtBq8+qFH5tPOwwMrA7Cz8iIqI6RK3i7+eff4axsTFOnjxZXfmoSEhIgL+/f5nnfPfddxgzZgxSU1Px888/48KFC0hPT4e1tTWGDRuG+fPnQ1dXt8xrPHnyBIMHDy7x2NKlSzF9+vSqvgQiogYpMyMHW1efQUZ6tiDu7GqNce/1hpaWWjMLiIiIqJqpVfxlZWWhS5cu1ZVLiSwsLPDjjz+qxOVyOZYtWwaFQgFvb2/k5uZi2rRpSEhIQEBAAJycnBAeHo7169cjJiYG69atK/M+MTExAICPP/4Y1tbWgmPu7u7V94KIiBqAnGwJgtacxevUTEHczskSk+b0hY6OloYyIyIiotKoVfz1798f58+fR3x8PJycnKorJwFDQ0OMHDlSJb527VpkZGRgxYoVcHBwwO+//45Hjx5h3bp18PPzAwBMmjQJzZs3x4YNG3DlyhV079691PvExsZCJBIhMDAQBgYGNfJaiIgaAkmeFNt/OYcXiemCeDNbU0ye7ws9fR3NJEZERERlUqv4Gzp0KKKiojB8+HD07NkTbdq0gYmJiXJ/v+JmzJihzu2Unj59inXr1sHHxwdDhgwBAFy5cgXm5ubKwq/QsGHDsGHDBkRERJRZ/MXExMDW1paFHxFRGaT5Muz67TwSnrwUxM2bGiFwgR8Mm+hpKDMiIiIqj1rF3/z58yESiaBQKHDu3DmcO3cOIpHq5H6FQgGRSFRtxd/y5cuhUCjw2WefKWPff/890tLSVM59/fo1AEBbu+yXGhMTg1atCjYgzs/Ph0KhKHeeYEOQnJiGiLCHSHqWBkmeFLp62mjuYA6v3q1hbWem6fSIqA6RyeTYv/kSHt9PFsSNTQ0wdaEfjE354RkREVFdVi3FX216/Pgxjh8/jtGjR8PFxUUZb9q0KZo2bapy/tatWwGgzLmJeXl5ePr0KZo2bYqAgADcvn0bMpkMnTt3xt///ne0b9+++l+IhiXEvcSpAzfx9FGq6rEnL3H9fCwcXawwcIwn7J1Vv69E1LjI5Qoc3XEN9249E8QNmughcKEfzJsaaSgzIiIiqii1ir+FCxdWVx4VtmPHDigUigqtvrlz506cPXsW3t7e8PLyKvW8R48eQSaTISoqCjNnzsSsWbPw+PFjbNiwAVOmTMGuXbvQpk2banwV/yORSGrkumV5GJ2E/ZsvQyaVl3ne00ep2Lw8GGOm90Cr9s1rKTsiqmsUCgWCD93GrSuPBXFdPW28+34vmFkaaOS9jIiIqLGr7EjFatnkvbZIJBL07NkT7dq1U/bolebw4cP4/PPPYWlpiT179sDW1rbUcxMSEnD48GF0795d0EN4//59jB07Fn369MH69eur7XUA/9vk/c8//6zW65bn+dPX2L72fLmFX1Fa2mJMnt8Xto4WNZgZEdVVYSfvIezUPUFMW1uMCe/3gqOLlYayIiIiIn19/Uqdr1bP39KlSyt8rkgkwrJly9S5Ha5du4a3b99i6NChZZ4XFBSEZcuWwczMDH/88UeZhR8A2NvbY/78+SpxNzc3dO7cGVeuXFEr77KUtjhOTQk5Elmpwg8AZFI5zh6NQuBC35pJiojqrGuhsSqFn1gswpjpPeDc2rqUVkRERFQXqVX8HTx4sNxzCheEqY7iLzQ0FGKxGAMGDCj1nFWrVmHt2rWwtrbGpk2bBPMCq8LCwgK5ubmQy+U1UqjV5qIyyYlpSHjyqkptnz1+ibTUbC4CQ9SI3Lz8CMGHbguDImD0tB5o51kz2/sQERFRzVGr+Fu5cmWJcZlMhrdv3+LWrVs4evQo3nnnHSxatEidWwEAIiIi4OrqCktLyxKPr1mzBmvXroWTkxM2btwIe3v7Cl13+/bt2LhxI9atWwdXV1fBscePH8PW1rbWe+hqQkTYQ7Xah4fF4p2J3tWUDRHVZXdvPsWR7ddU4u9M9IaHl3PtJ0RERERqU6v4GzRoUJnHJ06ciHfeeQezZ89G9+7dMXr06CrfSyqVIjY2FsOHDy/x+IULF7B69Wo4ODhg27ZtaNasWYWvbW9vj4SEBGzbtg3ffPONMn7ixAnExMRg7ty5Vc67Lkl6proVRmUkJ6jXnojqh4d3n2PfpksoPiW8/8hO8O7TWkNZERERkbrUKv4qonfv3ujYsSM2b96sVvGXlJQEiURS6vy9H3/8EQDQr18/XL58WeW4q6sr2rZtCwAIDg5GVlYWRo4cCQDw8fGBv78/du/ejYyMDHTr1g2xsbHYvXs32rZtizlz5lQ577pEkidVq31ernrtiajue/ooFbt+uwC5TDg3uPfAdug9sJ2GsiIiIqLqUOPFHwBYWVnh/Pnzal2jcAN3Y2NjlWOvX79GTEwMAJS6Cujs2bOVxd+yZcuQmJioLP6Ago3jf/nlFxw9ehSnT5+GpaUlAgICsHDhQhgaGqqVe12hq6feP7eefq38uBCRhiQ9S8P2decgzZcJ4l69W8F/REcNZUVERETVpca3enj9+jWGDBkCPT09tQvAhqRwq4fg4OBau+dfu6/j+vnYKrf37tuac/6IGqiXLzKwaXkwst7mCuIeXk4YPa0nxGKRhjIjIiKi6qJWV86mTZtKPSaTyfDq1SscO3YMGRkZCAgIUOdWVA269G6lVvHn1ZtzfYgaovTXWdi6OkSl8HN1t8WoqT1Y+BERETUQahV/P/zwA0Si0h8KCjsV27VrVy2rfZJ6bOzM4ehihaePUivdViwWIT+fc/6IGprMt7kIWh2CjLRsQdypdTOMf683tLTq/0rHREREVECt4m/+/PmlFn8ikQhNmjSBq6srunfv3iC2SmgIBo7xxOblwZBWcqN3uVyBzSvOYPx7vdDGo2JbaBBR3ZaTLcG2NWfxKuWtIG7raIFJc3ygo8t5vkRERA1Jjc/5o5JpYs5foZioROzecAGyShaAQEFR/85EL3hxuXeiek2SJ0XQmrN49lg4EsDKxhTTF/ujiZG+hjIjIiKimlIt3XFnzpxBUFCQIHbt2jUsXrwYZ86cqY5bUDVydbfDjMX94ehiVeZ59i2aws7ZQhBTKBT4c9d1nDlyW2UPMCKqH6T5MuzecF6l8DOzbILAhf1Y+BERETVQao3pyc/Px9/+9jecPHkSLVu2RGBgoPJYbGwsjh8/jhMnTmDMmDH497//rXayVH3snZti5pIBeJGYjvCwWCQnpCEvVwo9fW3Y2JvDq3drWNuZQSaT4+iOa7h15bGg/YWT0chIz8bwgK7Q1tbS0KsgosqSy+U4sOUSHt1LFsSNTA0wdZE/TMwaxtY2REREpEqt4m/nzp04ceIE2rRpgyVLlgiOTZgwAa1atcJ//vMfHDhwAG3btsWUKVPUSpaqn7WdWZnbN2hpiTFySjeYmhsi9HiU4Njtq0/w9k0OJszqA30DnZpOlYjUpFAocHTHNdy9+UwQN2iii8AF/WDR1EhDmREREVFtUGvO36hRo5CamoqTJ0/CyKjkh4aMjAwMHDgQVlZWOHr0aJUTbWg0OeevqiIuPsSfu65DIRf+yFjbmWHyPF/2GBDVYQqFAicP3MCVkAeCuK6eNqYu8oO9c1MNZUZERES1Ra05f0+fPkXnzp1LLfwAwMTEBJ07d0Z8fLw6t6I6oEuvVpg0py90dIXDPF8kpuP3/55CStIbDWVGROU5fyJKpfDT0hZj0lwfFn5ERESNhFrFn6GhIdLS0so9Lzs7G/r6XECgIXB1t8P0j/rD0EhPEM9Iy8bGn04hLjZFQ5kRUWmunH2As39GCmIisQjj3+uNFq7WGsqKiIiIaptaxV+nTp1w48YNhIeHl3pOZGQkrl+/jo4dO6pzK6pD7JwsMeuTgbBoZiyI5+bkI2hNCKIi2MtLVFfcuvIYJ/ZFCIMiYHRgd7h14J6dREREjYlaxd/MmTMhEokwe/ZsrFmzBnfu3EFqaipSU1MRFRWF9evXY+bMmVAoFJg1a1Z15Ux1gIWVMd77eADsW1gK4jKpHPs2XsTlkPsayoyICt279QyHt11ViQ+d4IUOXVtoICMiIiLSJLU3ed+3bx++/fZb5OXlqRxTKBTQ1tbG3//+d0yaNEmd2zQ49XHBl5JIJFLs33QJD+4kqBzr1q8NBo3xhFhcLdtJElElPLqfjB3rzkEmlQvi/iM6os+g9hrKioiIiDRJ7eIPABITE3Hw4EFEREQgNTUVMpkMTZs2haenJ8aNGwdHR8fqyLVBaSjFH1Cwb9jxvRG4fj5W5VjbTg4YM70ndHS4FyBRbXn2OBVbV59FvkQqiPca0Bb9R3aCSCTSUGZERESkSdVS/FHlNaTiDyjo5b14+h6CD99SOeboYoV35/SFYRM91YZEVK2SE9OweXkwcnPyBfEuvVph2CRvFn5ERESNmNrj8fLz87F161YsX75cEA8NDcWECROwdetWdW9B9YBIJELvge0wZloPiLWEP1ZPH6Vi40+nkfYqU0PZETUOr1IyELT6rErh176LI95514uFHxERUSOnVvGXnZ2NadOm4bvvvsOJEycEx1JSUnDnzh189913eO+99yCRSNRKlOqHDl1bYMo8X+jp6wjiL19k4I//nkLSs9cayoyoYXuTloWtq0KQ9TZXEG/d3hajp/bg3FsiIiJSr/jbuHEjbty4gV69emH16tWCY+PHj0dwcDB8fHxw6dIlbNiwQa1Eqf5o6WaDGUv6w9jMQBDPzMjFpuXBeHj3uYYyI2qYst7mYuvqs3iTli2IO7VqhvGzekNbm3NuiYiISM05f8OGDUN2djZOnjwJHR2dEs+RSCQYMGAA9PX1cfLkySon2tA0tDl/JXmTloVta88hNemNIC4WizA8oBs8e7TUUGZEDUdujgSbV55B8rM0Qby5owWmLfKHvkHJ781ERETU+KjV85eQkAB3d/dSCz8A0NXVRYcOHfD8OXt7GhtT8yaYuWQAnFs3E8TlcgUOb7uC0OOR4HpDRFUnkUixY12oSuHX1MYEU+b7svAjIiIiAbWKP1NTUyQlJZV73suXL2FkZKTOraieMjDUxZT5/eDexUnl2Nk/I3F05zXIZPISWhJRWaRSGfZsuICnj1IFcVOLJghc4IcmRvoayoyIiIjqKrWKv27duiEqKqrM4ZyhoaG4efMmvL291bkV1WPaOloYM70neg1oq3LsxsVH2PXreeTl5pfQkohKIpfLcXDLZTy8K/zwrYmxPqYu9IOpuaGGMiMiIqK6TK05f7GxsZgwYQIkEglGjBiBvn37onnz5gCAFy9eICwsDAcPHoRYLMbu3bvRtq3qw39j1Rjm/JXk6rkHOL4vAij2U2fraIGAD3xgZGJQckMiAlCwp+bRHddw49IjQVzfUBczPuoPazszzSRGREREdZ7am7yHhobiiy++wKtXr1T2kFIoFDAxMcH3338PPz8/tRJtaBpr8QcA9249w/7NlyDNlwni5k2NMHmeL5pam2goM6K6TaFQ4NTBm7h85r4grqOrjamL/ODQoqmGMiMiIqL6QO3iDwAyMzMRHByM8PBwpKamQiaToWnTpvD09MTQoUNhbGyMa9euoWvXrtWRc4PQmIs/AHj6OBU714ciJ0u4/6NBEz0EzO0Lh5ZWGsqMqO46fyIKIUfvCGJa2mJM/sAXLd1sNJQVERER1RfVUvyV5vXr1zh48CD27t2Lp0+f4u7duzV1q3qnsRd/QMHG79vWnkX6qyxBXFtHC+Nm9IJbR3sNZUZU91w99wDH90YIYiKxCBNm9Ubbjg4ayoqIiIjqE+2auOilS5ewe/duhISEQCqVQqFQQFu7Rm5F9VhTaxO89/FA7FgfiqSnr5Vxab4MuzdcwJAJXdC1r6sGMySqG25fe6JS+AHAqCndWfgRERFRhVVbRZaamor9+/dj3759SExMVO7f1rFjR4wYMQJDhw6trltRA2JsaoDpH/pj7x9hgpULFQoFju0Ox5vX2fAf0RFisaiMqxA1XPdvJ+BQ0BWV+JDxXdCxWwsNZERERET1lVrFn0KhwPnz57Fnzx6EhoZCJpNBoVBAJBJh3rx5GDFiBJydnaspVWqo9PR1MGmuD/7cdR03i61gePH0XWSkZ2PklG7Q1tbSUIZEmvH4fjL2bgyDQi4cnd9vWAd0822joayIiIiovqpS8ZecnIy9e/di//79ePHiBRQKBYyNjTFkyBCEh4fjyZMnWLRoUXXnSg2YlpYYIwK6wtTMEOeORQqORV6PQ+abHEx8vw/0DXQ1lCFR7Up48hI7fz0PmVQuiPfwd0Pfwe01lBURERHVZ5Uq/oKDg7Fnzx5cvHgRMpkMYrEYPXv2xJgxYzBgwADo6uoiMDAQT548qal8qQETiUTwfccDJuaGOLrzmqC340nMC2z8ORiT5/lyA2tq8F4kpmPbL+eQL5EK4p49XTBwtKfKtjpEREREFVGp4m/BggXQ0tJChw4dMHjwYAwdOhRWVlySn6pX554uMDY1wJ7fwwQPvynP0/HHf09h8nxfWNuaaS5Bohr0KuUtgtaEIDdbuA1KO09HDJ/kzcKPiIiIqkxc2QZaWlowMDCATCZDenp6DaREBLRub4sZi/ujibG+IJ6Rno2NP5/Gk5gXGsqMqOZkpGcjaE0IMjNyBfFW7ZpjzPQeEIsr/ZZNREREpFSpJ4lNmzZh8ODBuHnzJn788UeMGDECI0eOxObNm/Hy5cuaypEaKVtHC8z6ZCAsrU0E8bycfAStOYvI8DjNJEZUA7Iyc7F1dYjKvpeOLlaYMLsPFzwiIiIitVVpk/esrCycOHECBw8eREREwd5TWlpa6NWrFx49eoTExETcu3ev2pNtSLjJe8VlZ+Zh56+hePZY9QOGAaM6oWf/thwKR/Vabk4+tqw6I9jvEgBsHMwx/UN/LnRERERE1aJKxV9RCQkJOHToEA4dOoSEhISCi4pEGDRoEN555x34+PhAV7fqDy4JCQnw9/cv85zvvvsOY8aMQW5uLtasWYO//voLr1+/hpubGz766CP06NGjQvfat28fNm/ejGfPnsHGxgZTp07F5MmTq5x7WVj8VU6+RIoDWy7j3q1nKse6+rhi8LjOHBJH9VK+RIpta88h/mGKIG5pbYIZi/vDqNjQZyIiIqKqUrv4Kyo8PBwHDhzAyZMnkZWVBZFIBENDQ/j5+WHo0KHo169fpa+ZnZ2N06dPq8TlcjmWLVsGhUKBgwcPwsHBAfPnz8fZs2cREBCAli1bYt++fXjw4AG2bNkCLy+vMu+zZcsWLFu2DH5+fujbty+uXLmCEydOYMmSJZgzZ06l8y4Pi7/Kk8vlOLn/Bq6ei1E55tbRHmOn94SOrlpbVxLVKqlUht2/XUBs9HNB3NTcEDM/HgBT8yYayoyIiIgaomot/grl5ubi1KlTOHjwIK5evQq5XA6xWIy7d+9W2z3Wrl2LVatWYcWKFRgyZAguX76M6dOnY+nSpZg+fTqAgsJxxIgRMDExwYEDB0q9VkZGBnx8fNCjRw+sXbtWOYRw8eLFCAkJwdmzZ2FhYVFtuQMs/qpKoVDg8pn7OHXwpsox+xZNETDXB4ZGehrIjKhy5HI59m++hOiIp4J4E2N9zFzSH5bNTEppSURERFQ1NTJOTl9fHyNGjMCmTZtw9uxZLF68GE5OTtV2/adPn2LdunXw8fHBkCFDAABHjx6Fjo4OJkyYoDzP0NAQ48aNQ3R0NOLi4kq9XkhICLKzsxEQECCYOxYYGIjc3FwWaHWISCRCz/5tMXZGT2hpC398E568xB8/nULay0wNZUdUMQqFAn/tClcp/PQNdBC4sB8LPyIiIqoRNT5JytraGnPmzMHx48er7ZrLly+HQqHAZ599poxFRUWhRYsWMDQUbgDevn175fHSFB5zd3evdFvSDA8vZ0yZ3w96BjqC+KuUt/j9v6eQGP9KQ5kRlS/48G1EXHwoiOnoamHyPF/Y2JlrKCsiIiJq6OrdBKnHjx/j+PHjGD16NFxcXJTxFy9eoEOHDirnN2vWDADw/PlzlWOFUlJSoK+vDzMzM0FcT08PZmZmZbZVl0QiKf8kKpGdszmmLvTFrt/C8DY9RxnPepuLzSuCMWZ6d7i0ba7BDIlUXQq+j4unhUPgtbTEGDezJ6ztTfmeQERERBVW2YU1613xt2PHDigUCuW8vkJZWVkwMDBQOV9fv2ClvJycHJVjRdsWnlecnp5emW3VJZfLa+zajYGltTGmLvLFng2XkJr0RhnPl8iw5/dLGDzOEx27OWsuQaIiblx6jHN/CUcSiETAiCnecGptxfcDIiIiqlH1qviTSCQ4dOgQunXrhjZt2lSqbVn7wCkUijKP1+QectyeQH2m5k0QuNAXBzZdRlzs/5bLV8gVOL7nBt6+yUGfQe24FyBpVFTEU5w6cEsl/s67XmjbyaH2EyIiIqJGp14Vf9euXcPbt28xdOhQlWOGhobIzc1ViRfGjIyMSr1uaW0BIC8vr8y26lJnD0T6H11dXUxZ0A+Ht11F5PU4wbGwk/eQ+SYPwwO6QkuLxTbVvgeRCTi64zpQbG3lweM6w6u3q2aSIiIiokanXj0Jh4aGQiwWY8CAASrHbG1tkZqaqhJPSSnoCbK2ti71ura2tsjJyUFmpnCVyLy8PKSnpyvnDVLdpq2thTHTeqD3wHYqx25deYyd60ORl5uvgcyoMXsS8wJ7fg+DQi6s/Hzf8UD3fm4ayoqIiIgao3pV/EVERMDV1RWWlpYqx9q3b4+HDx+q9OBFR0cDADw8PEq9bmmrelakLdUtIpEI/Ud2wjsTvVWGeT68m4TNK4Lx9k3NzeEkKioh7iV2rg+FTCqcy9fdrw18hriX0oqIiIioZtSb4k8qlSI2NlZZqBU3ePBgSCQS7Nq1SxnLzs7Gvn370KFDBzg6OpZ6bV9fXxgYGCAoKEgQDwoKgr6+vnJDdqo/vPu2xsTZfaCtoyWIJz1Lwx8/ncLLFxkayowai5Tn6dj+yzlI8qSCeKfuLTFoTGfOQSUiIqJaV2+Kv6SkJEgkEtja2pZ4vE+fPujTpw/+85//4LvvvsOuXbswZcoUJCcnC/YDBIDDhw8LNm43NTXFvHnzEBwcjPnz52Pv3r348MMPcezYMSxYsADm5tx3qz5y62iPaR/6w9BITxBPf5WFP346haePVIcJE1WH1y8zsXXNWeRkCbdtaNvJAcMDurLwIyIiIo2oNwu+pKWlAQCMjY1LPWflypVYvnw5jh49ipycHLRp0wZ//PEHvLy8BOd9+umnsLOzE/Tovf/++8rev/Pnz8Pe3h5fffUVJk2aVDMviGqFQ4umeO/jAdi29hzSXv5vTmdOlgRbVp3B2Bm90I4rLVI1ykjPxtZVZ5BZbHixS1sbjJ3ek4sOERERkcaIFAqFovzTqLoVFp5FeyCp5mS+zcWOdefwPP618IAIGDKuC7r5Vm7rEKKSZGfmYdPyYKQmvxHEHVo2ReACP+jq1ZvP24iIiKgB4kfQ1CgYGetj+of94epebNiwAji+NwKnDtyEXM7PQajqcnPysW3tWZXCz8beHAEf+LLwIyIiIo1j8UeNhq6eNia+3xdderVSOXbpzD0c2HwJ0nyZBjKj+i5fIsWuX0Px/KmwZ9mymTGmLOgHA0Pu50lERESax+KPGhUtLTGGTfKG3/AOKseiIuIRtPYscrIlJbQkKplMJsfejRcRF5siiJuYGyJwoR+MjPU1lBkRERGREIs/anREIhH6DnbHqMDuEIuFqy7Gx6Zg48+n8SYtS0PZUX0ilytwaOtlxEQmCuKGRnqYutAPZhZNNJQZERERkSoWf9RodereEgHzVOdipSa9we//OYXkxDQNZUb1gUKhwLE94YgMjxfE9Qx0ELigH5pam2goMyIiIqKSsfijRq1V2+aYsXgAjEwNBPG3b3Kw8efTeHw/WUOZUV135shthF+IFcS0dbQw+QNfNHew0FBWRERERKVj8UeNXnMHc8z6eCCa2gh7aiS5Umz75RxuX3uiocyorgo7dRdhp+4KYmItMd59vw8cXaw0lBURERFR2Vj8EQEws2yCmUsGqDy4y2VyHNxyGRdORYNbYhIAhF+IRfDhW4KYSCTC2Ok90aqdbcmNiIiIiOoAFn9E/59hEz0ELvRDO09HlWNnDt/GX7vDIZfLNZAZ1RWR4XH4c/d1lfjwgK5o31n154aIiIioLmHxR1SEjo4Wxs3she5+bVSOhV+Ixe7fLkAikWogM9K0mKhEHNxyGSjWATxobGd07umimaSIiIiIKoHFH1ExYrEIg8d2waCxnQHhThB4EJmILSvPIOttrmaSI42Ii32BPb+HQS4XVn4+Q9zRw89NQ1kRERERVQ6LP6JS9PBzw/iZvaGlLfw1SYx7hT9+OoXXqW81lBnVpsT4V9ixPhTSfJkg3s3XFb7veGgoKyIiIqLKY/FHVIb2nR0xdaEf9A11BfHXqZn4/b+nkBD3UkOZUW1ISXqDbWvPQZIrHOrbsVsLDBrbBSKRqJSWRERERHUPiz+icji1aob3Ph4AU3NDQTw7Mw9bVp7Bg8hEDWVGNSntZSaCVocgJytPEHfraI8Rk7tBLGbhR0RERPULiz+iCrCyMcV7nwyEjb25IJ4vkWHXr+cRHvZQQ5lRTXj7JgdbV4fg7ZscQbylmw3GzegFLS2+dRIREVH9wycYogoyMTPE9I/6o6WbjSCuUCjw585rCDl6m3sBNgDZWXkIWhOCtJeZgrh9C0tMnN0H2jpaGsqMiIiISD0s/ogqQd9AB5Pn+aJjtxYqx86fiMahoCuQybgXYH2Vl5uP7WvPIeX5G0G8ma0ZJs/rBz19HQ1lRkRERKQ+Fn9ElaSlJcaowO7oO7i9yrHbV59g+y/nkJuTr4HMSB35+QVDeBPjXwniFlZGCFzQDwbFFv0hIiIiqm9Y/BFVgUgkgt/wjhg2qavKio+P7ydj84pgZKRnayg7qiyZTI59Gy/iScwLQdzEzBBTF/rD2NRAQ5kRERERVR8Wf0Rq8OrdCu/O6QsdXeE8sOSENPzx31NISXpTSkuqK+RyBQ4HXcGDOwmCuKGRHgIX9oOZZRMNZUZERERUvVj8EampjYcdpn3oD0MjPUH8TVo2Nv50CvEPUzSUGZVHoVDg+N5w3LkeJ4jr6etgyvx+sLIx1UxiRERERDWAxR9RNbB3bopZnwyEhZWRIJ6bk4+tq0MQfeOphjKjsoT8eQfXz8cKYto6Wgj4wAe2jhYayoqIiIioZrD4I6omFlbGeO/jgbBzthTEZVI59m4Mw+WQ+xrKjEpyMfgeLpyIFsTEYhEmzu4Dp1bNNJQVERERUc1h8UdUjZoY62Pah/5o42EnPKAATu6/gRP7IiCXcy9ATYu4+BCnD94UBkXAmOk90bq9rWaSIiIiIqphLP6IqpmurjYmvt8HXn1aqxy7cvYB9m28iPx8mQYyIwCIiojH0Z3XVOLDJ3WFexcnDWREREREVDtY/BHVALFYjHcmesF/ZEeVY3dvPkXQ6hBkZ+VpILPGLSYqEQc2XwKKdb4OHO2JLr1aaSYpIiIiolrC4o+ohohEIvQZ2B6jp/WAWEv4q/b0USo2/nwa6a+yNJRd4xMXm4I9v4epDLvtO7g9evZvq6GsiIiIiGoPiz+iGtaxawtMmecLPX0dQfxlcgZ+/+9JJD17raHMGo/nT19jx/pzkBYbbtvVxxX9hnXQUFZEREREtYvFH1EtaOlmgxlL+sPY1EAQz8zIxablwXh4L0lDmTV8qclvsG3tWUhypYJ4h67OGDyuC0QikYYyIyIiIqpdLP6IaomNnTlm/W0grJoLNw6X5Emx45dzuHXlsYYya7jSXmVi6+oQZGcK51e26WCPkVO6Qyxm4UdERESNB4s/olpkat4EM5cMgHNr4T5ycrkCh4KuIPR4FBQKbgVRHd6+yUHQ6hC8Tc8RxFu4WmPczF7Q0uLbHxERETUufPohqmUGhrqYMr9fidsKnP3zDv7ceR0ymVwDmTUcOdkSBK05i9epmYK4nbMl3p3TFzo6WhrKjIiIiEhzWPwRaYC2jhbGTO9Z4iqTERcfYtdv5yHJk5bQksqTl5uP7b+cRcrzdEG8ma0pJpew8A4RERFRY8Hij0hDxGIRBo72xJDxXYBiU89io55j88pgZL7N1Uxy9VR+vgy7fjuPhCevBHHzpkYIXOAHwyZ6GsqMiIiISPO0NZ1AReTm5mLdunU4evQoXr16BUdHR8ycOROjR48GAPj5+SExMbHU9qNHj8b3339f6vEnT55g8ODBJR5bunQppk+frlb+RGXp5tsGxmaGOLD5kmArgufxr/HHf09hynxfWDYz0WCG9YNMJsf+TRfx5MELQdzYzABTF/mprLRKRERE1NjU+eJPLpdj3rx5uHLlCgICAtCyZUucOHECn3/+OfLy8vDuu+/iiy++QFaW6mbZQUFBiIyMhJ+fX5n3iImJAQB8/PHHsLa2Fhxzd3evvhdDVIp2nRxgtNAPO38NRU6WRBlPe5mJP346jUlzfeDQoqkGM6zb5HIFjmy/ivu3EwRxgyZ6mLrQD+aWRhrKjIiIiKjuECnq+NKCBw4cwNKlS/F///d/mDx5MoCCgnDs2LFITU3FhQsXStyn6/r165g6dSreffdd/POf/yzzHmvWrMGaNWtw8+ZNGBjUTu9A//79AQDBwcG1cj+qH1KT32D7L+eQ/kr4YYa2jhbGzegFt472Gsqs7lIoFDi+NwLXQmMEcV19bUxb5A87J0sNZUZERERUt9T5OX/79++Ho6MjJk2apIyJxWJ89NFHePfdd5Gdna3SRiqV4ssvv4SlpSU+/vjjcu8RExMDW1vbWiv8iEpjZWOK9z4eiOYO5oK4NF+G3Rsu4Pr5WA1lVned+ytSpfDT1tFCwFwfFn5ERERERdTp4i8/Px+3b99Gjx49IBYXpJqVlQWFQgEfHx8sWLAATZo0UWm3d+9ePHnyBB9++CGMjMof7hUTE4NWrVop7ymRSMppQVRzjE0NMP2j/mjVrrkgrlAo8Nfu6wg+fAtyeZ3usK81l87cQ+jxKEFMLBZhwqzecG5tXUorIiIiosapThd/CQkJyM/Ph52dHTZv3oy+ffuic+fO6N69O9atW1fiZtgymQy//vorHBwcMHbs2HLvkZeXh6dPnyI7OxsBAQHo1KkTOnTogICAAERHR9fEyyIql56+DibN9YFnj5Yqx8JO3cXBrZchlcpKaNl43Lj0CKcO3BQGRcDoaT3g6m6nmaSIiIiI6rA6veDL27dvARTM+3vz5g0++OADNGvWDIcPH8aKFSuQk5ODJUuWCNqEhIQgKSkJ//jHP5S9hWV59OgRZDIZoqKiMHPmTMyaNQuPHz/Ghg0bMGXKFOzatQtt2rSpkdcHgL2MVKbB4z1hZKKPCyfvCuKR1+PwNj0bY2b0gL5B49u37t6tBBzdcVUlPmRcZ7TpYMvfKyIiImoUdHV1K3V+nV7wJTw8HJMnT4aWlhYOHDgANzc35bHAwEDcvHkT586dQ9Om/1sFcdasWbhx4wbCwsJgaGhY7j0SEhJw+PBhdO/eHV26dFHG79+/j7Fjx6JPnz5Yv3599b4w/G/Blz///LPar00Nz+2rcTix7yYUxYZ7WjU3xYTZPRvVNgaP7ydj38bLkMuE3wvfd9zR3c9VQ1kRERER1T59ff1KnV+ne/4KF2Dp0KGDoPADgDFjxuDatWuIiIjAoEGDABTMB7xy5QoGDhxYocIPAOzt7TF//nyVuJubGzp37owrV66o+SrKVpHeSSLPHi1hYmaAA5uvIF/yv+GeqUlvsHXVOUx8vzeaNTfVYIa149njlziw+apK4dezfxv07O9WSisiIiIiAup48WdjYwMAsLCwUDlWGCu6v9/ly5eRn5+vLAbVZWFhgdzcXMjl8hor0irbVUuNV9uOTpix2BjbfzmHrLe5yvjb9BwErT6Hd9/vixauDXeRk6Rnr7Fnw0VI84VzHb36tMaAUZ1L3PKFiIiIiP6nTnc7WVpawsbGBo8ePVI5lpBQsJlz8+b/WxExIiICANC9e/cK32P79u3w9/dXbvRe1OPHj2Fra8veOaozbB0tMOuTgfh/7N13WFPn3wbwOyFsRNlTZCiIuMUNTsRVtY5qlWq1w1HbWrusXb+Ot1a7nK22ts5qtXXWjbg3bgVRAUXZQ4ZsAsn7ByVyCJtACLk/19Wr5sk5J99IPJw7zzgW1s0E7fm5Uvz58wncvhKlnsLqWUriU2xedQL5eVJBewfvVhgx0ZvBj4iIiKgaGn2qGTVqFKKiohAYGKhoKygowNatW2Fubg5vb29F+507d9CyZUs0b1794W+Ojo6IiYnBn3/+KWg/fPgw7t+/j1GjRtX9TRCpkJmlCV59zx8tXS0F7UWFMuxcfx7ngsLKXQlXU6WnZmPTyuPIycoXtLt3cMDz03pDLGbwIyIiIqqORj3sEwBmz56NY8eO4f3330dAQAAcHBywZ88eREZG4scff4Su7rOVDh89egQnJ6dKjxcUFITs7GyMGTMGANC/f38MHjwY27dvx9OnT9GzZ0+Eh4dj+/bt8PT0xKxZs+r1/RHVhpGJPqa9NQg7N5zH3ZsxgueO7r6OjNRsDJvQVeN7rbOe5mLTyuN4mpYjaHd2t8ELr/pAR0ez3x8RERFRQ2rUq32WSEtLw/Lly3H06FFkZmbC3d0dc+fOxcCBAwXbderUCT4+Pvj5558rPNagQYMQGxuLe/fuKdry8/Pxyy+/YN++fUhMTISFhQWGDh2Kt956C6ampvXynkpW+wwKCqqX45N2kMlkOLzjGoJPKQ9b9uzcEuNe7g1dvUb/HU+5cnMKsGFZEBJj0wXt9q3M8fLbg6FvoH23uCAiIiKqC40If00Rwx+pilwux/ljd3F093Wl51q6WmLyrP4wMtFXQ2W1V5BfiE0rjyPmYYqg3cquOWa846dx74eIiIioMeCYKSINJxKJ0NfPE+Nn9IG4zDDI6Acp+OOno0hLyVJTdTVXKC3C9rWnlYJfCwtjTH1zIIMfERERUS0x/BE1ER28nTH1zYHQNxQOh3yS+BS//xCIuMepaqqs+oqKZNi54TwiwxIE7SbNDTHt7cEwbVG9+3cSERERkTKGP6ImxMXdBq+8O0QpJGVn5mH90iCEh8apqbKqyWRy7NsajLAb0YJ2Q2M9THtzIMwtTdRUGREREVHTwPBH1MTY2LfAq+/7w9q+haBdWlCIrWtO4dp55ftmqptcLseRXddw4+IDQbuevgQvzR2o9F6IiIiIqOYY/oiaoOZmRnjlXT+4uNsI2uUyOf7dcgknD9xuVPcCPHUwBJdO3BO06UjEmDy7PxxaWaipKiIiIqKmheGPqIkyMNRDwNwB6NDdWem5kwdv498tl1BUJGv4wsq4cPwuTh68LWgTiUWY+JqPUnglIiIiotpj+CNqwiQSHYyd1hs+/u2Unrt+4QH+WnMK+XlSNVRWUkMkjuy8JmwUAWOn9YZHB0f1FEVERETURDH8ETVxYrEIfmM6Y8Qkb4hEIsFzEXfisWFZEDIzchu8rjs3ovHvlmCl9pETu6NjOb2VRERERFQ3DH9EWqJHP3dMet0XEl0dQXt8dBr++DEQKYlPG6yWiLB47Fh3Tmne4eAxndC9X5sGq4OIiIhImzD8EWmRtp0c8fLbg2BoLLxRevqTbPzxYyAeP0iu9xoeP0jG9t9OQ1ZmvmHfIe3g6+9V769PREREpK0Y/oi0TEtXK7z63hCYlblvXm52ATatOK50nz1VSohJw5ZfTkJaUCRo7+bTGn5jOtXb6xIRERERwx+RVrK0McWr7w2BvZO5oL1QWoTtv5/BpZP3Ktiz9lISn2LzqhPIzxUuMNPeuxVGljMfkYiIiIhUi+GPSEuZmBpi+jt+aNPeXviEHDj0z1UE7r4OmUw19wLMSMvGppXHkZ2ZJ2hv094eY6f1hljMUxERERFRfeMVF5EW09OX4MWZ/dC1r5vSc+eDwrBr43kUSovK2bP6sjLzsGnlCTxNyxG0t2ptjYmv+kBHh6chIiIioobAqy4iLaejI8aoyT0w8LmOSs+FXHmEP38+gdycglodOzenAH+uOoEnZVYStXMyx+TZ/aGrJ6nVcYmIiIio5hj+iAgikQj9h7fHmJd6QSwWzr2LCk/Cup+OIiMtu0bHLCgoxNbVp5AQkyZot7Q1xUtzB8DAULfOdRMRERFR9TH8EZFCl96umDKnP/T0hT1yyfEZ+P2HQCTEplWwp1BhYRG2/3YG0WVuHdHCwhjT3hoEYxMDldVMRERERNUjkpe9yzI1CD8/PwBAUFCQmishUhYfnYotv5xE1lPhAi36BrqYNNMXrh62SIhNw9WzEYiPTkNBfiH09CWwa2mGrn3dcOZwKO5cF94ywsTUAK+8OwTmVs0a8q0QERER0X8Y/tSE4Y8au7QnWdjy80mklJmvJxKLYG5pgidJmdU+loGRHmbM94ONfQsVV0lERERE1cVhn0RULjMLE7zy3hA4uVkJ2uUyeY2Cn66eBC+9MYDBj4iIiEjNGP6IqEJGxvqY+tYgtOvSstbHGPJ8Zzi6WKqwKiIiIiKqDYY/IqqUrq4OJrzig2bNDWu1f8jVRyquiIiIiIhqg+GPiKqUFJ+OzIzcWu37ODIZibHpqi2IiIiIiGqM4Y+IqnT1bESd9r9yNlxFlRARERFRbTH8EVGV4qOrd3+/ipS90TsRERERNTyGPyKqUkF+YZ32z8+r2/5EREREVHcMf0RUJT19SZ321zeo2/5EREREVHcMf0RUJbuWZnXa39axbvsTERERUd0x/BFRlbr5tK7T/t4+bVRUCRERERHVFsMfEVXJ1sEMTm5WtdrXyc0KNg4tVFsQEREREdUYwx8RVYv/uC6QSGp2ypBIxPAf16WeKiIiIiKimmD4I6JqcXS2xMTXfaFTzQAokYgx8XVfODpb1nNlRERERFQdDH9EVG3u7R0wY75flUNAndysMH2+H9zbOzRQZURERERUFa6/TkQ14uhsiVfeHYLE2HRcORuOhJg05OcVQt9AAltHM3j7tOEcPyIiIqJGiOGPiGrFxqEFRk7qru4yiIiIiKiaOOyTiIiIiIhICzD8ERERERERaQGGPyIiIiIiIi3A8EdERERERKQFRHK5XK7uIrRRjx49IJfL0bx5c3WXQkREREREGqh58+bYuXNntbdnz5+aiMViiEQidZdBRERERERagj1/REREREREWoA9f0RERERERFqA4Y+IiIiIiEgLMPwRERERERFpAYY/IiIiIiIiLcDwR0REREREpAUY/oiIiIiIiLQAwx8REREREZEWYPgjIiIiIiLSAgx/REREREREWoDhj4iIiIiISAsw/BEREREREWkBhj8iIiIiIiItwPBHRERERESkBRj+iIiIiIiItADDHxERERERkRZg+CMiIiIiItICDH9ERERERERagOGPiIiIiIhICzD8ERERERERaQGGP1L43//+h4kTJ1Zr25UrV8LDwwORkZH1XBXVp99++w19+/at0zHkcjn+/PNPPPfcc2jfvj26d++OuXPnVuuzMXXq1Dq/PjWcW7du4fXXX4e3tzc6dOiA559/Hnv27FHZ8devXw8PDw9cunSpym352dFssbGx6Nq1Kz766KM6HSciIgJz5syBt7c3evbsiVmzZvHc0wTl5eVh6dKlGDRoEDp16oRRo0Zh9+7ddTrmX3/9hREjRqB9+/bw8fHB119/jezs7Cr342dHe128eBFTpkxBp06d0K1bN8ydOxePHj2qcr/Gds3M8EcAgH/++Qfbtm1TdxnUgE6dOoUVK1bU+TirVq3C119/DVtbWyxcuBDTpk3DlStXMHnyZDx+/FgFlVJjEBkZialTp+LevXt47bXX8OGHH8LQ0BALFizA+vXrVXL8pUuXqqBSauzkcjk+/vjjal1oVyY8PBwvvvgi7t69izfeeAOvvvoqbt26hSlTpiAxMVFF1ZK6yWQyvPHGG1i7di0GDRqEBQsWwMzMDB999FGtr1t+++03fPHFFzAzM8PChQvh7++PrVu3YtasWZDL5Sp+B9QUXLlyBa+++iri4+Pxzjvv4NVXX0VwcDAmT56MpKQkdZdXIxJ1F0D1JysrCyYmJpVuU1hYiJUrV+LXX39toKpI3eRyObZs2YLFixdDKpXW6VhJSUlYs2YN/P39sXLlSkW7v78/xo0bh59//hlLliypa8nUCCxZsgRisRj//PMPbGxsAAABAQGYMmUKVqxYgYkTJ8LY2LhWxy4qKsLChQshk8lUWTI1Ulu2bMHVq1frfJyvvvoKOjo62Lp1K+zs7AAAPj4+GDt2LDZv3oz333+/zq9B6rdnzx6cO3cOn3/+OQICAgAAL774IsaPH49Vq1Zh0qRJEIlE1T6eVCrFr7/+ijZt2mDjxo2QSIovhc3NzbFy5UqcPn0a/fv3r5f3QupTnWviyvz6668Qi8XYvHkzHB0dAQDe3t6YOnUqNmzYgA8//FBVpdY79vw1QefPn8esWbOqHE6TkZGBUaNGYc2aNXj++ecVF3TUtE2aNAlff/01evbsCS8vrzod68qVKygsLMT48eMF7R4eHmjTpo1KLvBI/YqKinD58mX4+voKzhNisRjDhw9HTk4OwsLCan38P/74AxEREZgxY4YqyqVG7PHjx/jxxx/x5ptv1vk4wcHBmDp1qiL4AUC7du0wf/58eHp61rVUaiR27twJJycnTJ48WdEmFovxzjvv4MUXX0ROTk6NjpeWloasrCz07NlTEfwAoF+/fgCAe/fuqaZwalT69euHb775ptYjkh4/fgxnZ2dF8AOAHj16wMjISOM+Mwx/TURubi62bduGkSNHYsaMGQgNDa3ym6vMzEwUFRVh5cqVWLx4seAkWF2xsbF4++230bVrV8X459jY2Nq+DWoAcXFx+Oqrr/D777/XuqemxMCBA7Fv3z50795d6bm0tDTo6OhU6ziXLl3Ciy++iI4dO8LHxwfffvst8vLy6lQbqY5YLMa///5b7jebqampAFDtn3VZ9+/fx4oVK/DBBx/A3t6+xvvzs6M5ZDIZPvroI3h4eODll1+u07FKvljy8fEBUPwFRW5uLgBg9uzZGDlyZLWOw89P4yaVSnHz5k307t0bYnHxJWt2djbkcjn69++PN998s8a/x8zNzWFqaooHDx4I2qOjowEA1tbW1ToOPzuaxc/PD9u2bcPQoUMxe/ZsXLhwoUb7u7i4ID4+XnGeAYpHP+Xk5FT7M9NYrpkZ/jRcXFwcvv/+e/Tv3x//+9//0KxZM/z44484ceIEXnjhhUr3tbW1xeHDh+Hv71/r13/77bchk8mwYMECPP/88zhx4gRmz55d6+NR/Tt+/HiNh8lUxNDQEO7u7kq/fI8cOYKEhAR4e3tXeYyMjAzMnj0bHTp0wMcffwwvLy9s2LAB3333XZ3rI9UQiURo2bKl4BtPAMjJycHOnTthZGSEdu3a1fi4hYWF+Oijj9CtWze8+OKLNd6fnx3NsnHjRoSEhGDRokWKC/naevjwIQDAwMAA7733Hjp37ozOnTvj+eefr/aIA35+Gr+YmBhIpVI4ODhgw4YN6NevH7p27YpevXph9erVtZqfJ5FI8PHHH+PSpUtYtWoVoqOjcebMGXz33XdwcXGp1jURPzua57vvvsOpU6fw9ttvIywsDNOnT8dzzz2H7du3CwJdRd555x3o6Ojg/fffR0REBMLCwvDuu+/C0NCw2l9mNZZrZs7502Bvv/02goKCoKuri5EjR2Lq1Kk1GupSm56+skaMGIFFixYpHufk5GDXrl2IjIyEm5tbnY9Pqqenp1evx4+NjcVXX30FPT09vPLKK1VuL5VK8X//9394/vnnAQATJ07EsGHDcOTIEXz++ef1WivVnlwux6effork5GTMnTsX+vr6NT7GmjVr8PDhQ+zbt69WX0bws6M5Hjx4gGXLlmHevHlwdXVFfn5+nY739OlTAMC8efNga2uLxYsX4+nTp1i9ejVmzJiBv//+G23btq30GPz8NH6ZmZkAgF27diEjIwNz5syBtbU19u7di2XLliE3NxfvvvtujY87YMAAxVz1kvnq1tbWWLt2LYyMjKrcn58dzWRubo45c+bg9ddfR1BQELZs2YLPP/8cP/30E+bNm4cpU6ZUuG+bNm0wY8YMLFu2DEFBQQCKr6NXrVpV5bmmRGO5ZmbPnwY7cuQIRCIR5s+fjy+++EItcxxGjRoleNyhQwcA0LiVj0g14uPjMX36dKSkpODTTz+t1slMIpFgxIgRisdisRjt2rXDkydPUFRUVJ/lUi3J5XJ88cUXOHDgAHr06IE5c+bU+BhhYWFYs2YNPvjgA6UexeriZ0czlCzo4+npqbJ5nQUFBQAAU1NTrF+/HiNHjsTkyZOxadMmyGQyLFu2rMpj8PPT+JX8nKOjo7Fhwwa8/PLLGD58ONasWYMePXpg3bp1SElJqdExc3JyEBAQgCNHjiAgIACrVq3Cxx9/DLlcjoCAgGot3c/PjmaTSCQYNmwYfvjhB/j7+yM9PR1nz56tdJ+FCxdi6dKl8PX1xU8//YQlS5bA09MTb731liIMVqWxXDOz50+D/fzzz9iwYQO+/fZb/Prrr5g4cSKmTJnSoAu3WFpaCh4bGBgAQJ1XkST1SU9Pr9bPz8jISDDcMzIyUrEM8nvvvYdJkyZV6/WaNWum1BtpYGAAuVyOwsLCWs8lo/ohlUrx0UcfYf/+/ejYsSNWr14NXV1dANX/7JTcIsLT0xPDhg1TzBssGXqTmZmJ1NRUmJubV3ocfnY0w7p16xASEoJNmzYhPT0dwLPfEQUFBUhNTYWJiQlycnKqfe4p6Z2ZMGGCYAips7MzunTpUq17RfLz0/gZGhoCADp27KjUuzJu3DgEBwfj6tWr6NmzZ7U/O//++y8iIyPx7rvvYtasWYrnBg0ahFGjRuGbb77Bb7/9Vulx+NnRbNeuXcPmzZsRGBgIsViMcePGVTpSKTIyEnv37oWPjw/Wrl2raB8xYgQmTJiATz/9FH379lV8XivSWK6ZGf40mJ+fH/z8/BAaGooNGzbgjz/+wO+//44hQ4bgpZdeqtZ8q7qq67wNanzeeustBAcHV7ndm2++ibfeegvAs5t/Z2Rk4JNPPsG0adOq/Xr8Jak5cnNz8dZbb+HMmTPo0aMHVq9eLVg6u7qfnbFjxypWR+vdu7fS83PnzgVQ9ap7/OxohtOnT6OwsLDcIVUHDhzAgQMH8O2332L37t3VPveUfMlpYWGh9LyFhQXy8vIgk8kq/R3Fz0/jZ2trCwDlfhFU0padnV2j31slXzaVDNks0bJlS3Tv3h2XLl2CXC6vdCg6Pzuap6CgAAcOHMDmzZsRGhoKS0tLzJkzB5MnTy73PFLa/fv3AQBjxowRtOvp6WHUqFH44YcfcP/+fXTq1KnS4zSWa2aGvybAy8sL33//Pd5//31s3boV27Ztw6FDhzBx4kR8/fXX6i6PNMyCBQsU82kq07JlSwDA3bt38corryAnJwfffvstxo4dW98lkhpIpVK8+eabOHv2LAYOHIjly5crzfOr7mfH2toao0ePVmo/ceIENm3ahAULFlR7DgU1fuV9LqRSKWbOnAkfHx+8+uqraN26Ndzd3at97omJiQEAREREwM/PT/B8dHQ0bGxsGs2FFtWehYUFbG1tERkZqfRcyWfAzs6uRr+3tmzZAgDlDs+UyWSQyWQqWRCNGpf+/fsjNTUVHh4eWLRoEUaNGlXtNRBKfteVdy/akkWHNOk+tQx/TYiNjQ3mz5+POXPmYO/evYoTI1FNtG/fvtrblvQEZWVl4aeffhLMgaCmZcWKFTh79iwGDRqEFStWKIZ6llaTz07r1q2V2krm2nh5eaFnz561L5YalfI+FyULvlhZWaFPnz4Aqr/EPlB8wW9ra4tt27ZhypQpMDU1BVB879GQkJAajT6gxm3UqFFYu3YtAgMDFStxFhQUYOvWrTA3N4e3t3e556OK9O3bF+vXr8eff/4puH1NZGQkLl++zHNPE9WxY0dMnz693NEmVenWrRsMDQ2xbds2PPfcc4oFE/Pz87Fnzx6YmprWasVrdWH4a4IMDAyqPd+KqC62bduGx48fw8vLC1KpFHv37hU8b2BggKFDh6qpOlKVpKQkrF+/HhKJBD4+Pjh48KDSNr17967RxTtRXUgkEnz11Vd44403MHHiREyePBlPnz7F+vXrYWtrizfeeEPdJZKKzJ49G8eOHcP777+PgIAAODg4YM+ePYiMjMSPP/5Yo+AHAL6+vhg2bBj++OMPxMTEwMfHB/Hx8diyZQskEkm59zMlzffrr7/Wet/mzZvjgw8+wFdffYVJkybh+eefh1Qqxc6dO/HgwQN8++23tVrxWl0Y/oio1i5evAgACA0NLfcXpqWlJcNfE3Dt2jXFhPSvvvqq3G3Wrl3L8EcNqn///ti4cSNWrFiBpUuXQl9fHwMHDsSHH34IMzMzdZdHKmJiYoKtW7di+fLl+Pfff5GZmQl3d3esXr0aAwcOrNUxf/rpJ3h5eWHXrl04fvw4jI2N0atXL8ybN4+3qaJyBQQEwMbGBmvXrsUPP/wAkUgELy8v/Prrr+jfv7+6y6sRkbw2d8gkIiIiIiIijcLZ0ERERERERFqA4Y+IiIiIiEgLMPwRERERERFpAYY/IiIiIiIiLcDwR0REREREpAUY/oiIiIiIiLQAwx8REREREZEWYPgjIiIiIiLSAgx/REREREREWoDhj4iIiIiISAsw/BEREREREWkBhj8iIiIiIiItwPBHRERERESkBRj+iIiIiIiItADDHxERERERkRZg+CMiIiIiItICDH9ERERERERagOGPiIiIiIhICzD8ERERERERaQGGPyIiIiIiIi3A8EdERERERKQFGP6IiIiIiIi0AMMfERERERGRFmD4IyIiIiIi0gIMf0RERERERFqA4Y+IiIiIiEgLMPwRERERERFpAYY/IiIiIiIiLcDwR0REREREpAUY/oiIiIiIiLQAwx8REREREZEWYPgjIiIiIiLSAgx/REREREREWoDhj4iIiIiISAsw/BEREREREWkBhj8iDRQTEwMPDw+l/1544YUK93nrrbfK3efSpUsNWDnVF5lMhn/++QdhYWFKz02dOlXx8x40aJAaqlON4OBgHDx4UKl95cqVgs90TEyMGqpTrV27dgne0/nz59VdUo3U12fuo48+Evy9lHbp0iXBc7t27VLZ61LjpU3nBSJVYPgjakJCQ0Px9OlTpXaZTMaQ14RdvXoVEyZMwKefflruz1/TxcXFYd68eZg6dSoiIyPVXQ4RNQI8LxDVjkTdBRCR6hQVFSE4OBh+fn6C9jt37iAjI0NNVVF9CgoKwty5cyvdRl9fH0ZGRgAAQ0PDhihLZZKTkzF8+HDk5eVVuI2urq7i/QGAWMzvNZsqPT09wc+atBPPC0S1x/BH1MScP39eKfxduHBBTdVQfatOT9/vv//eAJXUj/z8/Eov8ABg9uzZmD17dgNVROr01Vdf4auvvlJ3GaRmPC8Q1R6/BiFqAmxtbRV/Lm9u0MWLFxV/trOza5CaiIiIiKhxYc8fURPQvXt37Nu3DwDw8OFDJCYmwsbGBgBQUFCAq1evCrb9999/Kz2eXC7HoUOHsHPnToSGhiIrKwtmZmbo3LkzJkyYgP79+1e4b2RkJDZu3IjLly8jISEBeXl5MDQ0hL29Pbp3747XXnsNDg4Ogn0uXbqEadOmKR6fOnUKJiYm+P3333HkyBHExsbCyMgIXbp0wSuvvILu3bvX6O9n6tSpCA4OBgCMHTsWc+bMwRdffIFr165BIpGgdevWWL9+vWKIUG5uLrZs2YLDhw/j4cOHKCwshI2NDXr27Inp06fDzc2twtc6c+YM/vnnH9y+fRspKSmQyWQwMTGBk5MTBg4ciOnTp1c4bC0vLw9///03AgMDER4ejqysLJiYmKB169YYMWIEXnjhBejp6QEoXvRn8ODBSsco+Xvs0aMHNm/erPT+HRwccPz48XJf/+7du9ixYwcuXryI+Ph4yGQyWFtbo2fPnggICFBaYKNE6fbvvvsOo0aNwj///INdu3YhPDxcsc2ECRMwduzYag+/GjRoEGJjYwVtq1atwqpVqwAA9+7dA1C8sENJGwAcO3YMjo6OAIoXTlm4cCGA4iGDt2/fRkREBNasWYMLFy4gMzMTTk5OmDBhAqZNmwaxWIzU1FT88ssvCAoKwpMnT2BtbY3Bgwdj7ty5aN68ebm1JiYm4o8//sCpU6cQHx8PXV1dtGzZEgMGDMDLL78MMzOzar3nykRHR2PVqlU4d+4cMjIyYGdnhwEDBmDmzJmwtLQU/B2tXLlS8fi7777DmDFjlI63bt06LFmyRPH4559/Vho1UJnAwEBs27YNISEhyM/Ph5ubG1588cVKF54qUXKO2bNnD8LCwpCWlgYAaNasGVxdXTFs2DBMnjwZEonwMuWjjz7C7t27FY9LPgOV2bNnDxYsWKB4PG/ePLzxxhtK2x05cgRvv/224vHChQsxffr0Ko8PALdu3cJff/2Fa9euISkpCfn5+TA2NkarVq3Qr18/TJ06tdLPQGhoKP78809cuXIFSUlJkMvlsLW1hbe3N6ZNm4a2bdsKti97zjx27BgCAwOxadMmpKSkwNLSErNnz8aLL74oqLHk3JyamgpjY2O4u7tjxIgRmDBhAnR1dSus7+zZs/jrr79w48YNZGRkwNTUFF5eXhgzZgxGjhwJkUiktA/PCw1zXiCqKYY/oiagVatWsLW1RUJCAoDi3r+xY8cCAG7evInc3FwAxXMgunTpUmn4y8nJwbvvvosTJ04I2pOSkhAYGIjAwECMGjUKixYtUgSREidOnMDbb7+NgoICQXt2djbCw8MRHh6OPXv24I8//kDXrl0rrOHRo0dYuHCh4Bd8fn4+jh8/jhMnTmDRokUYN25cNf5mlCUlJeGll15CUlKSok0sFisC2aNHjzBz5kxERUUp1fTo0SPs3LkTH330keDCq8TSpUuxZs0apfb09HSkp6fj1q1b2Lt3L/766y+Ym5sLtnnw4AFmz56NR48eKe175coVXLlyBf/88w/++OMPWFhY1Oq9V6SwsBDLly/H2rVrIZfLBc9FRUUhKioKf//9N15//XXMnz+/0ou0/Px8vPrqq0o90NeuXcO1a9dw5coVfPvttyqtvyYOHz6MDz74QPAZDQ8Px7fffovbt29j1qxZmDFjBlJSUhTPx8TEYOPGjTh16hR27doFY2NjwTFPnjyJ+fPnIycnR9GWn5+PsLAwhIWF4a+//sLPP/8Mb2/vWtcdHByMuXPnCl7j0aNH2LhxI/bu3YvffvsNnTp1AgCMGzcOP//8M2QyGQDg4MGD5Ya/0iskmpubV/qlTmkymQwff/yxIIQBxQHms88+w6lTpyCVSivcXy6X44MPPlB8YVVaamoqUlNTceXKFRw4cAAbN26Evr5+teqqyNChQ/H1118jKysLQPH7Li/8lf770NXVxejRo6t1/I0bN+Lbb79V+rfz9OlT3L59G7dv38aePXvw559/wt7eXmn/ZcuWYc2aNUr7l5xz9uzZg88++wyTJ0+usIaff/5ZsLppfHw8nJycFI9LwlHp10hPT0dwcDCCg4Oxfft2/Prrr4ovDUsUFhbiyy+/xN9//y1of/LkCU6fPo3Tp09jx44dWLVqFUxMTCqsj+eFYqo+LxDVBod9EjURpXvDSv+CLT3ks2PHjjAwMKj0OB999JFS8NPR0RE83rdvn6DHAADS0tKUfnmKxWKlfXNycvD1119XWsPbb7+tCH5lv/mXy+X49ttvkZ+fX+kxKnLu3DlF8CupbdSoUQCAzMxMvPbaa0rBr/R7KCoqwjfffIMjR44Itjl//rxS8JNIJErfiEdFReHXX38VtKWnp+O1115TCn5l/+7CwsLw/vvvA3gWWMsG8JLFXWpywfzdd9/ht99+E1wYisViQciTy+X47bffqrxA+/HHHxWfv7I/O6D4G/ebN29Wqy5DQ0OlBWpKFnGozaIfUqkU77//PgoKCiASiZT+fvfv349JkyYpLvDKPh8VFYU//vhD0BYaGoq33npLcIEHCBeXSE9Px6xZs+q01Pzq1asVr1E2fKenp+ONN95AamoqAMDe3h59+vRRPH/u3Dmkp6cL9omJicHt27cVj5977rlKe35K++WXX5SCX+m6goKCcP369Qr337Fjh1LwK++1r1+/ju3bt1erpsoYGhpi5MiRisfh4eFKPYa5ubk4deqU4nG/fv2UvqApT2RkJJYsWaIU3Mq+n9jYWLzzzjtK+69fvx6rV68W7C8SiQTnjaKiInz11Ve4cuVKhXWUBL+Sz6yVlRV69eoFANiyZQtWrlwpeI3yzi1z5sxRCu0//vijUvAru++FCxcU56WK8LxQTNXnBaLaYPgjaiJ69Oih+HPpwFd6sZfS25TnwoULglDToUMH7NmzByEhITh06JBg/z///FOwvPbOnTuRmZmpePz111/j1q1bCA0Nxf79+9GyZUvFc2FhYUq9g6Wlp6dj2LBhCAoKQmhoKLZt2yYY1lbyjXpttWrVCkeOHMGtW7fw66+/YsSIEQCAP/74A48fP1Zs9/zzz+P06dO4desWNmzYIJgvuWjRIhQVFSkeb9iwQfHnFi1aYMuWLQgJCUFISAjWrFkjuBgse5Gzdu1aQS+nj48PDh8+jNDQUBw8eBDt27dXPHf+/HlcvHgR9vb2uH79Or788kulY12/fr3ai7wEBwdj48aNgtqXLl2Kmzdv4tatW1i2bBlatGiheH7Tpk2V3jYkPT0dHh4e2L59O27fvo2TJ08q9fKeO3euWrUdOHAA+/fvF7TNmjUL169frzRcVEQul6OwsBDz5s3D1atXcePGDaXelJycHHh7eyMwMBA3b97E//73P8Hzpf9tAcA333yj+CyLxWIsXLgQV69exbVr1/B///d/ip97VlYWfvrppxrXXNrYsWNx8uRJ3Lp1C5s3bxb07KSkpAh+jqWHXkqlUgQGBgqOdejQIcHj6vakZ2ZmKl3ovvLKKzh37hxu3LiBX375pcqe6dL/Vlq2bIl9+/YhJCQEt2/fxv/93/8Jtq1uIKhK2aGoZe8Ld+LECcUICaD6fx+nT59WnAd0dXXx22+/4fbt2wgJCcHRo0fRt29fxbahoaG4e/eu4nFaWhqWL1+ueGxkZIRvv/0WV69exc2bN/Hpp58qQqBMJsOyZcsqrWX+/Pm4efMmTp8+jUWLFkEsFuPp06f48ccfFdtYWFhgzZo1uHHjBi5cuICAgABBfTt37lQ8joqKEvysWrVqhS1btuDWrVs4efIkhg4dqnjuxIkTOHPmTIW18bxQf+cFoppi+CNqIkoHs6SkJERERCAnJwe3bt1StPfs2bPSY5QeNiSRSLBixQp4enpCLBbD1dUVy5cvF/Qclt5++vTp2LdvH77//nt88cUXmDhxInR1dSESidCmTRvBhYJcLlfM8SmPu7s7li5dqgiMXbp0wYwZMwTblB62WVPvvPMOnJ2dIZFIMGDAAEW4Kd2b0bp1ayxatAg2NjaQSCTo3bu34Bd+QkICzp49q3i8bNkybN++HV999RWWLFkCb29viEQiSCQSDBw4EJ6enopty773vXv3Kv5sY2OD1atXw8XFBSKRCG5ubvjmm29gYWGBPn36VDpnsDb+/PNPweNFixZhxIgR0NPTg66uLoYPH45FixYJtlm3bl2Fx9PT08PatWvRuXNniMVi2NnZKebWlKjLz66uhg8fjjfeeAPGxsbQ09PD66+/LnheX18fy5cvR6tWraCrq4spU6YIQv+TJ08Uf378+LFgPu0LL7yA6dOnw8TEBIaGhnjhhRcwdepUxfOBgYGCL0hqokuXLli8eDHs7Oygq6uLHj16YO3atYKehKNHjyr+PGjQIEHPVdmL5dLhr23btoLPZ2XOnDkj6M0YOnQoFixYAEtLS+jr62Pw4MGCsFGev/76C3/++Sc+++wzfPfdd3B3dwdQ/Nl54YUXBOGxsvNETXTo0EEwB+3AgQOC5w8fPqz4c02GwJb++xeJRNDX11dc2Ds5OeG7777DihUrcODAAdy4cUMwd+/w4cOCwPnee+9h3LhxMDY2hr6+PqZOnYphw4bB3d0do0aNwoABAxRDectyc3PD7NmzoaurCxsbG/Tr1w9A8TzG7OxsxXYff/wxBg4cCD09PZibm+Ozzz5Dhw4dFM+XDn979uwRvF7JeU0ikcDOzg7ff/+9YLGx0vuWxfNC/ZwXiGqDc/6ImghnZ2dYW1srfoFeuHABTk5OimE8JfP94uPjKzxG6W9NbWxskJubq3TzXDs7Ozx8+FBpe4lEAnd3d8WFXF5eHsLCwnD79m1cuXJFEJSA4rkkFRk8eLDS0DZXV1fB48p6DqtSekhcifj4eMWcSQBo06aN0vDPsj0a169fV1wkGhkZoXPnzujcuTOA4m+6Q0NDcfPmTVy8eBGhoaGK/UoPrYqJiUFycrLisY+Pj9JQzrZt25a7iqsqlP623tnZudxFZAYPHgxnZ2fF38fFixchk8nKnfvXoUMHpXlDZX92tR2yqwplL+qtrKwEjzt06CDoZQaKV9Mt+XdT+md37do1wXbOzs5K/15KL24klUoREhKC3r1717jukjm8ZV+vffv2ii94Hjx4gIKCAujp6UFPTw9jxozB+vXrAQCXL19GUlISrK2tER0dLfg8lnfsipTuuQKA8ePHK23Tu3dvWFhYCC6ISzM1NUX37t0VQ9WTk5MREhKCGzdu4OLFi4rhqwAqnTtYUy+88IKiZzE6Ohq3bt1Cx44dkZOTIxjyWZMhsAMGDMD3338PqVSKgoICvPzyy7CyskLPnj3RpUsXeHt7w9/fv9wFUcr2apb3b6+q3r4S5Z3TACj1hNna2ip9Rl1dXRUjKcLCwpCfnw99fX3Bvrq6ujA1NVXa19nZWXHerKzXjeeF+jkvENUGwx9RE9KjRw/FN/znz59HXFyc4rnqzPcrHUJiY2MVwyErUnaOWm5uLv7++28cOnQIISEhVS76UBFra2ultrJzPCr6Brwq+vr6gmGMJUq/d6C4Z6Ts0Liyyr7/+Ph4bN26FceOHcODBw8qfY8lyl4gl73oqE+pqamCXpyyF2Olubq6KsJfXl4e0tPTy50TVd7PrmxPZXX+XupL2Qu4skG77AUqUP58NED5M7NkyRKlubBlRUVF1eoir2SVwvLaS8KfXC5Henq64mcwYcIERfiTyWQ4dOgQXn75ZcHnuiYLmwBQmjtYWV0VhT+geK7cX3/9hZMnTyI6Orrar18Xo0aNwnfffaf44mj//v3o2LEjTpw4IbhnXE0Wk2rVqhUWL16MTz75RHGM5ORk7N+/X3EutrKywqhRo/Daa68JvkAqvXhIyXa1Vd6/u5JaSis9zLM8UqkUMTExcHNzE+wrlUqr/H2QkJCgCI7VqY/nhWdqe14gqg0O+yRqQkoP/QwODhbMoahqvh8AwRy26ih9g/GUlBQ8//zzWLRoEa5fvw6pVIo2bdpg/Pjx+PrrrzFx4sRqH7e8i4fqLgNelYpWpKvpeweE7z84OBgjR47Eb7/9hsjISEgkEnTp0gUvv/wyli5dKpi3V5na1FFbZS9wKlP2wqy8ngygfn92qlBVj05N/k5q8wWEqod3lf27Lb2YRuvWrdGlSxfF45J5bqXDX3UXNqno9Sr6HFT2xc+BAwcwZswYbN68GdHR0TAwMEDPnj3x2muv4ZdffqkwyNRVixYt4O/vr3h86NAhRSguUZMhsCWee+45HD16FO+++y46duyo9HeUnJyMdevWYeTIkXjw4EGFx6nLv/2Kzmt1+YzW9ZxYGs8LleOwT2pI7PkjakJKB7ysrCzBinZVzfcDioc1lgzhadOmjdI8ocosXrxY0TNkbm6ODRs2CObY1OTb/YouKFWhol/iZYd0BgQE4PPPP6/WMYuKirBgwQLF3JouXbpgzZo1gh7G0otxlFb2wrvs/atKHDx4EPb29nB1dYWpqWm16qqKiYkJjI2NFXVXdmFaMtQXAIyNjcvtPQXq92fX2JT92S1fvhzDhg2rl9d6+PChYPGQEqU/LyVD80obP368YjjejRs3cO7cOdy5c0fxfE1vmVL230l0dLRSj7FcLq9wBcOnT5/i008/VYTDoUOHYvHixYJeoLKLaajShAkTFOe1pKQknDp1CqdPn1Y8X5MhsKVZW1tj1qxZmDVrFp4+fapYfOTYsWO4f/8+gOL5i8uWLcOKFSsAKP9dlvS4lRYREYHHjx/Dzc0Njo6OSitNlqjovFb2M3rhwoVqh30LCwvFOd3IyKhWi6mU4Hmhfs4LRLXReL52IaI6c3FxKXfoUMl8v6p07NhR8eeoqCjBypdA8TDBWbNmYcmSJdi5c6fiRr2AcO5Y165dlW4IXnqOkTpV9G1zy5YtBYHm/PnzSr0X58+fx9tvv40VK1bg4MGDSExMBFB8gVZ6iO3w4cMFx8rJyRGEp7KvW3rI0fnz5wULNADFCwjMnz8fkyZNQvfu3QUXx2XfT02/dS79pUBUVBSOHTumtE1QUJBg/mPfvn0b7GKuru+vPpX+9wJAMG+sxPr16/HRRx9h7dq1OHHihNLS79W1a9cupXmyjx8/Fizo5OnpqbSM/ogRIwTB6pNPPlH8uSYLm5Qo+57L+4LowIEDFfYAXblyRfB3MHr0aEF9CQkJSsMhValXr16CoapffvmlYq5ZTYfAAsWLonz//feYM2eO4t6Bpqam6N+/P9555x3s2bNHEMhLgiAAxfzgEqUX7Cnx66+/Ys6cOfD390fnzp0F55nSKjqvlf15lQ66JRYuXIgvvvgCW7ZsQXBwcLn75uTk4PLly4L9pFIp3nzzTXzzzTfYvn274LNY33heIKo9hj+iJqa84Z3Vme8HQHAjaKlUirlz5+Lq1asoLCxESkoKPvnkE5w8eRLr1q3Dxx9/LLhQKD1Z/+zZszh16hRkMhkSEhLw5ZdfKi3jrcqFHFRBJBIJLvwePnyI+fPn4/Hjx5DL5bh37x6++OILHDlyBD///DPeffddxfynsgsVbN26FZGRkZDL5bhz5w5mz56NjIwMxfNlF6t5/vnnFX9OT0/HzJkzER4eDplMhqioKHz44YeC7UtfsJf9xv/OnTsoKipSCu4VKTsc9+OPP8ahQ4cglUohlUpx+PBhQWAAgNdee61ax1aFssPF7t+/D6lUWmGYbkgeHh6C1Rt3796NlStXIjU1FTKZDEFBQVi2bBl2796NH374AV988UW59zirjtDQUMybNw+xsbGQyWS4fv06Xn/9dcHQvNL3sithbGwsmKtVesGnmixsUqJkMZcS//77L5YuXYrMzEzk5+fj8OHD+Oqrryrcv+y/ld9//x1xcXEoKirClStXMGvWLMEQY1WfJ0QikWCRmtJ/HzUdAgsUr9T7+++/4/jx4zh27Bj+7//+TzHnKysrC9u2bRMM6Sv95dywYcMEc5l/+eUXbN26FVlZWSgoKMD27dsF90Ns06ZNuTeJr8zw4cMF54hFixZh//79yM3NRV5eHlauXIldu3bhr7/+wldffSVY/bdsEP7ggw9w6tQpFBQUIDMzE19//TWOHj2KTZs24fPPP69yjrQq8bxAVHv8tBE1MT169FBaxrw68/0AwM/PD71791bcG/D+/fuYMmUKdHR0lOZ/ODs7C+6d5e3trej9y8vLw8yZM8vdr0RFPQPqNGfOHBw8eFDR83D06FEcPXq03PcxduxYRe+mh4cHTE1NFe8pKioKI0aMqPD9l53f8frrr+PQoUOKIXxXrlzBc889V+7+3bt3x8CBAxWPy14Mfvfdd/jhhx/QunVrpRtpl2fgwIEYO3as4jYX6enpeOeddxTDy8q+/htvvIFOnTpVeVxVadGiBQwNDRVL4gcFBaFjx46QyWS4dOlShcNPG8rHH3+MGTNmoKioCHK5HKtWrcKqVavK/dm98847NZo7VJqRkRGCgoIQFBRU4b/HiubVTpgwATt27FBqr+mQT6D4y4b58+fj008/VbStWbMGa9asEdRlZGRUbm9G165dIZFIFL2Y169fx8CBAyv8t1L6SxNVGTduHFatWqX0erX5+5g/fz4uX76sCKmbN2/G5s2boaurW25wnTJliuLPZmZmmDdvHhYvXgygOBh/+eWX+OqrryASiQS9WSKRqMobqZfH0tISc+bMUdxPMCMjA++9957iRvKlX8PQ0BDz5s1TPG7Xrp3gsxMfH1/hed3c3Fzp9gj1iecFotpjzx9RE1OyfHpp1ZnvV2LVqlXw9vYWtJX9ZdWqVSts3LhR8Avrww8/VFp0oPR+Xl5egudKD39qLMzNzbFu3Tqlld3Kvv9BgwYJbq6ur6+PTz75RGkoZEXvPy8vT9Az16JFC6xdu1ZxX8OKXtfLywvLly8XvI6Xl5dSACzpca2ur776ClOnThUct6ioSPD6Ojo6mDdvnuDisCHo6OgoLYFfcsFak/dYX3r27IklS5Yo9ayX/dm99957tZ5PBgArV65UDI8se2w7Ozv88ssvFd7/sUuXLmjdurWgrTYLm5R44YUXMGvWLKX2krr69++P6dOnl7uvjY2NYnhkeftKJBKlucKl74WnCra2tvDx8RG01WYILFA8qmLp0qVKf/dlg59YLMZbb72F4cOHC9pnzJiB2bNnC9rkcrkglEkkEnz++ecV3s6hKm+88YbgvnLlvYahoSFWr16tNOfwiy++ENyjFVD+/JXM8a5pr2ld8LxAVHvs+SNqYtzc3GBlZaUYelTd+X4lTExM8Oeff2Lfvn04cOAAQkNDkZ6eDl1dXbi6umLIkCF46aWXlIKeu7s7du7ciZ9//hkXLlxAWloajIyM0KZNG4wZMwYTJkzA4MGDFcOsDh06JOg5bCw8PDxw+PBhbNmyBceOHUNUVBQyMzNhYmKCdu3aYcyYMRg9erTSnJPnn38e1tbW+P3333Hr1i3k5ubCzMwMHTp0wNSpU+Ho6IghQ4Yotj948KDgos/NzQ379u3D9u3bceTIEURERCAnJwcmJibw8PDAiBEjMH78eKVherq6uli/fj1+/PFHXLx4EXl5ebCyskL37t0rvBdfWXp6evj0008xbtw47N69GxcuXEBcXBxkMhlsbGzQp08fvPTSS0oXhg3lyy+/hJmZGQIDA5GamormzZvDy8tLpTe7r4tRo0aha9eu2Lx5M86dO4e4uDjk5+fD3Nwc3bp1Q0BAgNIXKjXl4+ODvXv3Ys2aNThz5gzS09NhZ2cHf39/vP7662jevHml+w8YMAARERGKx3W94Hz33XfRq1cvrFu3Djdv3kRhYSHatGmDiRMnYvz48Vi9enWF+86dOxcuLi7YvHkz7t69C6lUCgsLC3Tr1g0zZsxAVlaWIjxKpVIEBQVh1KhRdaq3rAEDBgjmYo0cObLGQ2BLDBkyBIcPH8bWrVtx7tw5REVFIScnB/r6+rCzs0O3bt0wadKkClf8nT9/PgYPHoytW7ciODgYycnJEIlEsLOzQ8+ePTF16lS0adOmVrWV+PTTTzF8+HD8/fffuHLlClJSUiCTyWBvbw8fHx9Mnz5d6csnoPj8smLFCpw8eRK7d+/GzZs38eTJE4jFYjg5OWHAgAGYPn260uI1DYHnBaLaEcnVeWMVIiIiqldFRUUYM2aMYoEmHR0dnD59WuneZtrktddeEyxStXPnzmrfjoWISJNx2CcREVETUzKnLj8/H99++61gZd7+/ftrXfAr+fsoLCzE2rVrBcHPw8ODwY+ItAaHfRIRETUxM2bMwP3795GZmak0z2jmzJlqqkp9PvvsMxw7dgw5OTlK8/HKm79IRNRUseePiIioibGzs0N6erpS8HvrrbdqNAe4qbC1tUVGRoZS8Bs3bly5t8ggImqq2PNHRETUxHTo0AGXLl3CkydPYGZmBhcXF7zwwgsqXzhFU7Rt2xYODg5ITk5Gs2bN4OTkhFGjRmHy5MnqLo2IqEFxwRciIiIiIiItwGGfREREREREWoDhj4iIiIiISAsw/BEREREREWkBhj81GT9+PMaPH6/uMoiIiIiISEtwtU81ycjIUHcJRERERESkRdjzR0REREREpAUY/oiIiIiIiLQAwx8REREREZEWYPgjIiIiIiLSAgx/REREREREWoDhj4iIiIiISAto5K0eYmJiMHjw4Eq3+fbbbzFu3Djk5eVh1apVOHDgAFJTU9G2bVu888476N27t2D7oqIirFu3Dv/88w8SEhLg7OyM2bNnY8SIEfX5Vog0VkJsGq6ejUB8dBoK8guhpy+BXUszePu0gY1DC3WXR0RERERlaGT4Mzc3x3fffafULpPJsGjRIsjlcnTv3h0A8N577+HEiROYMmUKXF1dsWPHDrz22mvYuHEjvL29FfsuWbIEGzduxNixY9G5c2ccPnwY8+fPh0wmw3PPPddg742osYuJSkHgrut4HJms/NzDFFw+HQ4nNyv4j+sCR2dLNVRIREREROURyeVyubqLUJWff/4ZK1aswLJlyzB8+HBcuHAB06dPx8KFCzF9+nQAQE5ODkaPHg1TU1Ps2rULABAVFYXhw4cjICAAn376KYDinsCAgADExMTg+PHj0NPTU2mtfn5+AICgoCCVHpeoPt0PicX2tWdQVCircluJRIyJr/vCvb1DA1RGRERERFVpMnP+Hj9+jNWrV6N///4YPnw4AGDfvn3Q1dXFxIkTFdsZGRlhwoQJCA0NRVRUFADgwIEDkMlkCAgIUGyno6ODgIAAJCcn4/Llyw36Xogao5iolGoHPwAoLJTh77VnEBOVUs+VEREREVF1NJnwt3TpUsjlcixYsEDRFhISAhcXFxgZGQm29fLyUjxf8n8TExO4uLhUuh2RNgvcdb3awa9EYaEMgbuu11NFRERERFQTTSL8PXjwAIcOHcLo0aPh5uamaE9MTIStra3S9tbW1gCAuLg4xXY2NjZVbkekrRJi08qd41cdjyOTkRibrtqCiIiIiKjGNHLBl7K2bt0KuVyumNdXIjs7G4aGhkrbGxgYAAByc3MV2xkbG1e5XX0oKCiot2MTqUrwqft12v/SqXsYNqGLiqohIiIiIgA1XpdE48NfQUEB9uzZg549e8LDw6NG+4pEonL/XNl2qiaT1WwYHZE6JMak1W3/2DR+1omIiIjUTOPDX3BwMDIzM8u9H5+RkRHy8vKU2kvaTExMarRdfRCLm8TIW2riCgqK6rZ/fhE/60RERERqpvHh79SpUxCLxRgyZIjSc/b29khOVp6nlJSUBACKeX729vblruhZdrv6oOpbSBDVB30D3Trtb2Coy886ERERkZpp/FfxV69ehbu7OywsLJSe8/LyQkREhFKvXmhoKACgQ4cOiu0yMjIQHR1d6XZE2squpVmd9rd1rNv+RERERFR3Gh3+CgsLER4errglQ1nDhg1DQUEBtm3bpmjLycnBjh070LFjRzg5OQEAhg4dCpFIhE2bNim2KyoqwpYtW2BjYwNvb+/6fSNEjVw3n9Z12t/bp42KKiEiIiKi2tLoYZ/x8fEoKCiAvb19uc/7+vrC19cX33//PeLj4+Hi4oK///4bCQkJWLx4sWI7Nzc3TJo0CZs2bUJ2djY6d+6MgwcP4vr161i6dCl0des25I1I09k6mMHJzapWt3vQN5CghYXyarpERERE1LA0uucvLa14BcJmzZpVuM3y5csxefJk7Nu3D0uWLIGenh7++OMPpd68zz77DG+++SbOnz+Pb775Bunp6VixYkW5C8kQaSP/cV0gkdT8lJGfV4itq08hP09aD1URERERUXWJ5HK5XN1FaCM/Pz8AQFBQkJorIaq+q+cisG9rcK32bdXaGgFvDICevkYPOCAiIiLSWBrd80dEDSv20ZNqbWfb0kxphdBHEUnYsvokCvIL66M0IiIiIqoCv4Inomp5mp6DGxcfCtpsHcygq6+D/LxC6BtIYOtoBm+fNrBxaIGE2DRsXH4cudn5iu0fhSdh6+qTmDKHPYBEREREDY1XX0RULeeDwiArkike60jECJg7AM2aG5a7va2DGV6eN0gpAEaFJ2HrmlOYMqc/9PR4CiIiIiJqKBz2SURVys7Mw9VzEYK2Lr3dKgx+JWwdzPDy24NgaKwvaI+6n4itq0+hoIBDQImIiIgaCsMfEVXp4sl7kBYUKR6LxCL0HeJZrX1tHUsCoJ6gPep+Iv5iACQiIiJqMAx/RFSpvNwCBJ+6L2jr2N0ZZhYm1T6GraMZpr01WCkAPryfiL/WMAASERERNQSGPyKq1OXT4cjPLXWPPhHg49+uxsexa2mGaW8NgoFRmQB4jwGQiIiIqCEw/BFRhQoKCnHh+F1BW7vOLWFl27xWx7NraY6X3y4/AG779TSkDIBERERE9Ybhj4gqdO1cBHKy8gVtvkO96nRMu5bm5fYAPribgL8YAImIiIjqDcMfEZWrsLAI54LCBG2t29nBrqV5nY9t7/RfADQU3gieAZCIiIio/jD8EVG5bl56iMz0XEFbv2HtVXZ8eydzTHt7cLkBcNtvDIBEREREqsbwR0RKiopkOBt4R9DWqrU1nNysVPo6FQXAyLAEbPvtDKTSogr2JCIiIqKaYvgjIiV3rj9GWkqWoM13WN3m+lXE3skcU8sZAhoZFl+8CAwDIBEREZFKMPwRkYBMJseZI6GCNnsnc7i1ta2313RoZYGpbw2CfjkBcPtvDIBEREREqsDwR0QC90NikRSXIWjzHeoFkUhUr6/r0MoC08oJgBF3GACJiIiIVIHhj4gU5HI5zhwW9vpZ2TaHR0fHBnl9h1YWmPrmQOgbMAASERERqRrDHxEpPLiXiNhHTwRtPkPbQSyu316/0hydLTH1rfID4N9rz6CQAZCIiIioVhj+iEih7Fw/M0sTtO/WqsHrcHS2LLcHMDw0DtsZAImIiIhqheGPiAAA0Q+SEXU/UdDWd0g76Oio5zTh6GKJl94cCD0DiaA9PDQO239nACQiIiKqKYY/IgIAnC7T69esuSE693RRUzXFWrpYYuqbg5QDYEgc/mYAJCIiIqoRhj8iQnx0GsJD4gRtffw8IdHVUVNFz7R0scTUuco9gPdD4vD3H2cZAImIiIiqieGPiHA2UNjrZ2isj259W6upGmUtXa3KD4C3Y4sDYCEDIBEREVFVGP6ItFxK4lOEXn8saOs10AN6+pIK9lCPlq5WeGnuQKW67t+OxT+/MwASERERVYXhj0jLnQ28A8ifPdYzkKBHf3f1FVQJJ1er4kVgygTAe7dj8c8f5xgAiYiIiCrB8EekxdKfZONW8ENBW49+7jA00lNTRVVzqqAH8N6tGOxYxwBIREREVBGGPyItdv5YGGSyZ91+El0d9BrUVo0VVY+TmxUC3hgAXT1hALx7kwGQiIiIqCIMf0RaKutpLq6djxS0devrBpNmBmqqqGZatbbGS3MrDoBFRTI1VUZERETUODH8EWmpC8fvCm6TINYRo4+fpxorqrnKAuA/f5xlACQiIiIqheGPSAvl5hTg8ulwQVunni5obmaspopqr1Vr60qHgDIAEhERERVj+CPSQpdO3kNBfqHisUgkgs8Qzer1K825TUkAFN6UPuxGNAMgERER0X8Y/oi0TH6eFJdO3hO0eXV1goW1qZoqUo3KAuDO9QyARERERAx/RFrm6tkI5GYXCNp8h3qpqRrVcm5jU24AvHM9GjvXn2cAJCIiIq3G8EekRaTSIpw/FiZo8+jgABuHFuopqB44t7HBlDnlBcDHDIBERESk1Rj+iLTIjYsPkPU0T9DWVHr9SnNxLw6AEl3lALhrAwMgERERaSeGPyItUVQkw7mjdwRtLh42cHSxVFNF9cvFvXgIaNkAGHqNAZCIiIi0E8MfkZa4fSUK6U+yBW1NsdevtOIewP7lB8CNDIBERESkXRj+iLSATCbH2SPCXj9HFwu4uNuoqaKG4+phiymzywmAVx9j98YLDIBERESkNRj+iLTA3ZvRSEl8KmjzHdoeIpFITRU1LNe25QfAkKuPsHsTAyARERFpB4Y/oiZOLpfj9JFQQZuNQwu4t7dXU0Xq4drWFpPLC4BXHmEPAyARERFpAYY/oiYu4k48EqLTBG2+Q720ptevNLe2tpg8q59SALz9XwCUyRgAiYiIqOli+CNq4s6U6fUzt26Gdl1aqqka9XPztKswAO7edJEBkIiIiJoshj+iJiwqPAmPI5MFbT5D2kEs1u5/+m6ednhxVj/oSIR/D7cvR2EPAyARERE1Udp9BUjUxJXt9TM1M0LHHs7qKaaRae1ph8mz+ysFwFuXo7BnMwMgERERNT0Mf0RNVOyjJ4gMixe09fXzhESiU8Ee2qf1f0NAlQJgMAMgERERNT0Mf0RN1NlA4X39jJsZoGsfNzVV03i1bmePF2eWHwD3/nmJAZCIiIiaDIY/oiYoKT4DYTeiBW29B7WFrp5ETRU1bm28yg+ANy89ZAAkIiKiJoPhj6gJOltmrp+BoS68fduoqRrNUFkA/HdLMAMgERERaTyGP6ImJjUlC7evPhK09RjgAQNDXTVVpDnaeNlj0uu+SgHwxsUH/wVAuZoqIyIiIqo7hj+iJubc0TuQlwopunoS9BrgocaKNIt7e4dKAuAlBkAiIiLSWAx/RE3I0/Qc3Lj4QNDm7dMaRib6aqpIM7m3d8DE18oPgPu2MgASERGRZmL4I2pCLhy7i6LCZ3PTdCRi9B7cVo0VaS6PDsUBUKwjPE1ev/AA+/7iEFAiIiLSPAx/RE1EdlYerpwNF7R16eUK0xZGaqpI83l0KB4CqhQAz0diPwMgERERaRiGP6Im4tKJe5AWFCkei8Qi9B3STo0VNQ3FAdBHKQBeOx+J/dsYAImIiEhzMPwRNQF5uVJcOnVf0NbBuxXMLE3UVFHT4tHBERNfKycAnmMAJCIiIs2h0eEvLy8PS5cuxaBBg9CpUyeMGjUKu3fvVtrmhx9+wMCBA9GpUydMmjQJFy5cUDpWUVER1q5dC39/f3Ts2BGjR4/GwYMHG+qtENXJ5TP3kZ8rfdYgAnyHeqmvoCaobUdHTHy1/AB4YNtlBkAiIiJq9DQ2/MlkMrzxxhtYu3YtBg0ahAULFsDMzAwfffQRtm3bptjuvffew7p16zB48GAsWLAAUqkUr732Gq5cuSI43pIlS/DDDz+ga9eu+Pjjj2Fubo758+dj//79Df3WiGqkoKAQF47dFbR5dmoJK9vmaqqo6Wrb6b8AKBYJ2q+ei8CB7QyARERE1LiJ5HK5Rl6t7Nq1CwsXLsTnn3+OgIAAAMWBcPz48UhOTsaZM2dw8eJFTJ8+HQsXLsT06dMBADk5ORg9ejRMTU2xa9cuAEBUVBSGDx+OgIAAfPrppwCKewIDAgIQExOD48ePQ09PT6X1+/n5AQCCgoJUelzSPpdO3sOhf64K2mYuGAZ7J3M1VdT0hd2Mxj+/n1UKe94+rTFiUnelcEhERETUGGhsz9/OnTvh5OSEyZMnK9rEYjHeeecdvPjii8jJycG+ffugq6uLiRMnKrYxMjLChAkTEBoaiqioKADAgQMHIJPJFCESAHR0dBAQEIDk5GRcvny5wd4XUU0UFhbh3NEwQZubpx2DXz3z7NQSL5TTA3jlbAQO/n0FGvqdGhERETVxGhn+pFIpbt68id69e0MsLn4L2dnZkMvl6N+/P958800YGxsjJCQELi4uMDISLnXv5VU8FyokJETxfxMTE7i4uFS6HVFjcys4Ck/TcwRt/YZxrl9D8OzcEhPKC4BnwnFgOwMgERERNT4aGf5iYmIglUrh4OCADRs2oF+/fujatSt69eqF1atXKy66EhMTYWtrq7S/tbU1ACAuLk6xnY2NTZXbETUmMpkMZ4/eEbQ5uVmhVWtrNVWkfdp1bokJr/QtNwCyB5CIiIgaG4m6C6iNzMxMAMXz/jIyMjBnzhxYW1tj7969WLZsGXJzc/Huu+8iOzsbhoaGSvsbGBgAAHJzcwEU9xoaGxtXuV19KCgoqLdjU9MWei0aqUmZgrbegz34mWpgrb1s8fy0nti96RLkpeYAXj4dDplMBv9xnSEScQ4gERERqV5N1yXRyPBXcnEbHR2NXbt2oW3btgCA4cOHY+rUqVi3bh2mTZtW5XFKX5BVdnFWnxduMpms3o5NTZdcLsf5IOFcP1vHFnB2t+JnSg3cO9hjzNQe2Ls5WBAAr56NhFwux5CxnRgAiYiISO00MvyV9OZ17NhREfxKjBs3DsHBwbh69SqMjIyQl5entH9Jm4lJ8Q2wq7tdfSiZs0hUE+EhcUiOfypo6zPEEzo6OmqqiNp1bgkRRNizWdgDeO3cA4hEIvYAEhERkdppZPgrmcdnbq68omFJW3Z2Nuzt7ZGcnKy0TVJSEgAo5vnZ29uXu6Jn2e3qg6pvIUFNn1wux/lj9wRtlramaN/VmbcYULNOPVwhkUiwY/05pR5AHR0dDH+hGwMgERERqY1GdjtZWFjA1tYWkZGRSs/FxMQAAOzs7ODl5YWIiAilXr3Q0FAAQIcOHQAUr+qZkZGB6OjoSrcjagwe3k9EbNQTQZuvvxeDXyPh1dUJ46f3gajMzyP41H0c3nGVi8AQERGR2mhk+AOAUaNGISoqCoGBgYq2goICbN26Febm5vD29sawYcNQUFCAbdu2KbbJycnBjh070LFjRzg5OQEAhg4dCpFIhE2bNim2KyoqwpYtW2BjYwNvb++Ge2NEVThzOFTwuIWFMdp7t1JTNVSe9t1alRsAL528j8M7rzEAEhERkVpo5LBPAJg9ezaOHTuG999/HwEBAXBwcMCePXsQGRmJH3/8Ebq6uvD19YWvry++//57xMfHw8XFBX///TcSEhKwePFixbHc3NwwadIkbNq0CdnZ2ejcuTMOHjyI69evY+nSpdDV1VXjOyV6JvphCh7eTxS09R3SDjo6Gvs9TpPVvltxIN+5/rwg7F06cQ8iAEPHd+UQUCIiImpQIrkGfwWdlpaG5cuX4+jRo8jMzIS7uzvmzp2LgQMHKrbJzs7G0qVLcfDgQeTm5sLDwwPz589Hz549BccqLCzE6tWrsXPnTqSlpcHFxQVz5szB0KFD66V2Pz8/AEBQUFC9HJ+apq1rTuH+7VjFY5Pmhpj35Wjo6nKhl8bq9pUo7NpwQam3r9cgDwwdxwBIREREDUejw58mY/ijmkqITcOaRYcEbf5ju6CPn6eaKqLqqigA9h7UFv7jujAAEhERUYPgWDEiDXH2yB3BY0NjPXTzaa2maqgmOng7Y9z03koh78LxuwjcfZ1zAImIiKhBMPwRaYAnSU8Reu2xoK3XQA/oG3A+qqbo4O2MsS+XEwCP3cXR3TcYAImIiKjeMfwRaYCzgXcE4UDPQIIe/T3UWBHVRsfuzhg7rZdSADx/LIwBkIiIiOodwx9RI5eemo2blx4K2rr7usPQSE9NFVFddOzhgucrCoB7GACJiIio/jD8ETVy54PCIJM9CwQSXR30HsReP03W6b8AiDLrvJwPCkPQXgZAIiIiqh8Mf0SNWFZmHq6djxS0de3jBhNTQzVVRKrSqYcLxk7trRQAzx0NQ9DemwyAREREpHIMf0SN2MXjd1EoLVI8FotFvLVDE9Kppwuen6rcA3ju6B0c+5cBkIiIiFSL4Y+okcrNKUDw6fuCto49XNDC3FhNFVF96NzTFc+/pBwAzwYyABIREZFqMfwRNVLBp+6jIK9Q8VgkEsHHv50aK6L60rmXK8YElB8Aj++7xQBIREREKsHwR9QI5edJcfHEPUFbu64tYWljqqaKqL516e2KMQE9lQLgmSOhOL6fAZCIiIjqjuGPqBG6ei4Cudn5gjZffy81VUMNpUtvt/ID4OFQnGAAJCIiojpi+CNqZAqlRTh/7K6gzb29PWwdzdRUETWkLr3dMHqKcgA8fTgUJw7cZgAkIiKiWmP4I2pkblx8gKyMXEGb77D2aqqG1KFrn/8CYBmnD4UwABIREVGtMfwRNSJFRTKcPXpH0ObsboOWLpZqqojUpWsfN4wOKD8AnjxwWw0VERERkaZj+CNqREKuPkL6k2xBW7+hnOunrbr2ccOoKT2U2k8dCsGJA7fUUBERERFpMoY/okZCJpPj7BFhr5+DswVcPGzUVBE1Bt36ti4/AB5kDyARERHVDMMfUSNx71YMkhMyBG2+Q70gEokq2IO0Rbe+rfHcZOUAePLgbZw8yABIRERE1cPwR9QIyOVynD4SKmiztm8B9/YOaqqIGhtvn9Z47sXuSu0nD9zGqUMMgERERFQ1hj+iRiAyLB7xj1MFbb5D20EsZq8fPePt2wYjywmAJ/bfxqlDIWqoiIiIiDQJwx9RI3CmzFw/cysTeHV1UlM11Jh1922DkZPKC4C3cPowAyARERFVjOGPSM0eRSThUUSSoM3H3wtiMf95Uvm69ys/AB7fxwBIREREFePVJZGanSkz18+0hRE69nBWTzGkMbr3a4MRk7yV2osDYGg5exAREZG2Y/gjUqO4x6mIuBMvaOvj5wmJREdNFZEm6dHPHSMmlhcAbyp9qUBERETE8EekRmUv0I1M9NG1r5uaqiFN1KN/+QHw2L83cSaQAZCIiIieYfgjUpPkhAyE3YwWtPUe1BZ6ehI1VUSaqkd/dwx/oZtS+7G9N3E28E45exAREZE2YvgjUpOzgXcA+bPH+oa66N6vjfoKIo3Wc4BHuQEwaO8NnD3KAEhEREQMf0RqkZaShVuXowRtPfu7w8BQTz0FUZPQc4AHhk0oJwDuuYFzDIBERERaj+GPSA3OBYVBLnvW7aerp4OeAz3UWBE1Fb0GemDYhK5K7Uf33MC5oDA1VERERESNBcMfUQPLzMjF9QuRgrZuPq1hbGKgpoqoqek1sC2Gji8nAO6+jvMMgERERFqL4Y+ogZ0/FoaiQpnisY5EjD6DPdVYETVFvQeVHwADGQCJiIi0FsMfUQPKycrHlTMRgrbOPV1h2sJITRVRU1ZpADzGAEhERKRtGP6IGtClk/cgLShUPBaJROjr306NFVFT13tQW/iP66LUHrjrOi4cv6uGioiIiEhdGP6IGkherhSXTt4TtLX3bgVzSxM1VUTaos9gT/iPVQ6AR3ZeYwAkIiLSIgx/RA3kytlw5OVKBW2+7PWjBtLHzxNDGACJiIi0GsMfUQOQFhTiwjHhBXbbTo6wtm+hnoJIK/X188SQ5zsrtR/ZeQ0XTzAAEhERNXUMf0QN4Nr5SGRn5gnafId6qaka0mZ9h7SDXzkB8PCOa7h44p7yDkRERNRkSOrrwEVFRQgNDUViYiKePHmCoqIiNG/eHK1atYKnpyckknp7aaJGpbCwSOnm2m6etnBoZaGmikjb+QxpB8iBoL03BO2Hd1yFSAT0HOChnsKIiIioXqk0gclkMhw9ehS7d+/G5cuXkZOTU+52BgYG8PHxwfjx4zFgwABVlkDU6Ny+HIWnacJ/C+z1I3Xz8W8HOeQ4tvemoP3QP1cBMAASERE1RSoLfwcPHsTy5cvx+PFjyOVy2Nraolu3bnBwcECzZs1QVFSE1NRUJCcn4/bt2zh69CiCgoLg4eGBN954A/7+/qoqhajRkMlkOBt4R9DW0tUKrVpbq6kiomd8/b0AOXDsX+UAKBKJ0KO/u5oqIyIiovpQ5/CXmJiIhQsX4vz58/D09MQnn3yCAQMGwNHRsdL9wsPDERgYiJ07d2LevHnw9fXFN998Aysrq7qWRNRo3LkejSdJmYK2fsO8IBKJ1FQRkVBJL3TZAHjw7ysAwABIRETUhNQ5/I0aNQpOTk5Yv349evfuXe392rRpgzZt2uCNN97AyZMnsXTpUjz33HO4dOlSXUsiahTkcjnOHAkVtNm2NEPrdnZqqoiofL5DvSCXA8f3lRMARUCPfgyARERETUGdw9/HH3+M559/vtb7i0QiDBw4EAMGDMDu3bvrWg5RoxEeGofE2HRBm68/e/2oceo3zAuAHMf33RK0H9x+BSKI0L1fG/UURkRERCpT51s91CX4lSYSiTBu3DiVHItI3eRyOU4fFvb6WdqYwrNzSzVVRFS1fsPaY+BzHZXaD2y/jMtnwtVQEREREalSg97nr2TRF6KmLio8CTEPUwRtPv7tIBaz148at/7D22Pgcx2U2g9su4wrDIBEREQarV7CX3JyMlauXIk7d56tcrh582Z0794dffv2hZ+fH06dOlUfL03UKJSd69fCwhgdujurpxiiGuo/vAMGjFQOgPu3XcaVsxFqqIiIiIhUQeXhLyYmBmPGjMEvv/yCmzeLFw+4efMmvvnmG+Tk5MDGxgZxcXF44403EBISouqXJ1K7mKgUPLibIGjr69cOOjoN2tFOVCcDRnTAgBHlBMC/ghkAiYiINJTKr0Z//fVXpKamYty4cRg0aBAAYNu2bRCJRJg7dy5OnjyJjRs3Qi6X47ffflP1yxOp3Zkyc/1MTA3Qubermqohqr0BIzug/4j2Su37/wrG1XMMgERERJpGZTd5L3Hu3Dm4urrim2++AVC88MXx48chEokwZcoUAED37t3RrVs3XL16VdUvT6RWibHpuHc7VtDWe7AndHV11FQRUd0MHNkRkAOnDglHauzbGgwA6Na3tTrKIiIiolpQec9fSkoK2rR5tiT4zZs3kZGRAQ8PD1hYWCjazczMkJGRoeqXJ1KrM4HCXj8DIz14+/DimDTbgJEd0H+4cg/gvq3BuHY+Ug0VERERUW2oPPyZmZkhPT1d8fjEiRMQiUTo27evYLuoqCi0aNFC1S9PpDZPkjIRevWxoK3XAA/oG+iqqSIi1RCJRBgwsgP6lRMA/91yiQGQiIhIQ6g8/LVt2xZXr15FcHAwoqKisGvXLgDAkCFDFNts2bIF9+/fR9euXVX98kRqc+7oHcjlcsVjPX0JegxwV2NFRKojEokwcGSH/24GL/TvVgZAIiIiTaDyOX+vv/46zp07h5dffhlA8Zy/Hj16oFOnTgCKbwp/7949GBoaYtasWap+eSK1yEjLxo1LDwVt3r5tYGSsr6aKiFRPJBJh4HMdIUeZhY3kxQFQJAK69HZTW31ERERUOZX3/Hl7e2Pt2rXo0aMHXFxcMHHiRKxatUrxvK6uLrp06YItW7bAy0v5G2QiTXT+2F3IimSKxzoSMXoPaqvGiojqh0gkwqDnOsJ3aJnztxzYu+USrl94oJ7CiIiIqEoq7/kDgN69e6N3797lPrd582YYGBio5HVefPFFXL9+Xam9bdu22Lt3LwAgLS0NS5cuxfHjx5GdnY1OnTrhww8/RLt27QT75OXlYdWqVThw4ABSU1PRtm1bvPPOOxW+D6ISWZl5uFrmvmdd+7ihWXNDNVVEVL9EIhEGjeoIuVyOs4F3nj0hB/ZuuQiRCOjci7c3ISIiamzqJfxVRlXBDwDu37+PAQMGYMSIEYL2koVkCgoKMGvWLNy7dw/Tp0+HpaUlNm/ejJdeegk7d+6Ei4uLYp/33nsPJ06cwJQpU+Dq6oodO3bgtddew8aNG+Ht7a2ymqnpuXj8LgqlRYrHYrEIff3aVbIHkeYTiUQYPLp4OH/ZALjnz4sAGACJiIgam3oJf5GRkdi7dy8ePXqE/Pz8CrcTiURYvXp1rV4jNjYW2dnZGDBgAMaMGVPuNnv37sXNmzexatUqxYIzw4YNw/Dhw7F06VKsWLECAHDhwgUEBQVh4cKFmD59OoDiuYmjR4/GokWLFIvWEJWVm1OAy6fDBW0de7ighYWxmioiajglAVAuL17wSKEkAIqAzj0ZAImIiBoLlYe/q1evYsaMGZBKpYKVD8sjEolq/Tr3798HALi5Vby4wP79+2FtbS1YadTKygrDhw/H7t27kZ2dDWNjY+zbtw+6urqYOHGiYjsjIyNMmDABS5cuRVRUFJydnWtdKzVdl0/fR36e9FmDCPDxZ68faQ+RSAS/MZ0AyHHuaNizJ+TAns0XIYIInXq6VLg/ERERNRyVh78ffvgBBQUFGD16NPz9/dGsWbM6hbyKhIcX97a0bl18A+2SIFdaaGhouUM2vby88Pfff+P+/fvo0qULQkJC4OLiAiMjI6XtACAkJIThj5QU5Bfi4ol7grZ2nZ1gaWOqpoqI1KM4AHYGAKUAuHvzBUAEdOrBAEhERKRuKg9/9+/fh5eXF7777jtVH1rg3r170NfXx/Lly7F//35kZWXB2toar7/+OqZNm4bs7GxkZmbC1tZWaV9ra2sAQHx8PLp06YLExER07Nixwu3i4uLq9b2QZrp6LgI5WcJhzUorIBJpiZIAKJcD54PKBMBNFwAwABIREambysOfkZERrKysVH1YJeHh4cjPz0diYiIWLVqE3Nxc/PPPP/jmm2+Qnp6OF198EQBgaKi84mLJojM5OTkAinsNK9suNze3vt4GCgoK6u3YVH8KC4twLuiOoM3N0xYWNsb8mZJW6z+iHYqKinDpxP1njXJgz6YLKCoqQvtuTuorjoiIqInR09Or0fYqD39Dhw7Fvn37kJqaCnNzc1UfXmHSpEkoKirCtGnTFG2jR4/G5MmT8dtvv2HSpElVHqO6w1HrY9hqCZlMVvVG1OjcCo5CVkaeoK33YA/+PIkADBjpBblMjuBTzxZDksuBfVuCIZfL4dW1JZLiMnDjwkMkxqajoKAQenoS2Di0QOc+LrC2a67G6omIiJoulYe/d999Fzdv3sTLL7+Mt956Cx4eHmjevOJf5CW3ZaipgIAApTaxWIxJkyZh4cKFOH/+PIDi+/eVVdJmYmICoLi3sjrb1QexWFxvx6b6ISuS4eLx+4I2p9ZWcHKr/x5vIk0xeExHQAQEnywbAC/jXGAYUpOzlPaJfZSKa+cfwNHFAn5jOsG+Vf19gUhERKSNVB7+DA0N0a1bN2zYsAHz5s2rdFuRSIQ7d+5Uuk1NWVhYACjuUTM1NUVycrLSNklJSQAAGxsbAIC9vX21tqsPNe2qJfW7FfwQ6U+yBW39h7Xnz5KojOETvCEWi3HxuHBhpPKCX2kxD5/gz1UnMfF1X7i3d6jPEomIiLSKyrudVq5ciY0bNwIonjNnZ2dX4X/lLcZSHXFxcRg5ciSWL1+u9NyDBw8AAC1btoSXlxdCQ0OVtgkNDYVEIoGnpyeA4lU9IyIilHr/Svbt0KFDreqkpkcmk+NMoPALC/tW5nBtW7vPMlFTJhKJMHRcV/Qa6FHjfQsLZfh77RnERKXUQ2VERETaSeXhb/fu3TAwMMCvv/6K69ev4/jx45X+Vxt2dnbIyMjAP//8g4yMDEV7RkYGNmzYAAcHB3Tt2hXDhg1DXFwcgoKCFNskJyfj0KFDGDJkCPT19QEU3/i9oKAA27ZtU2yXk5ODHTt2oGPHjnBy4gIFVOze7Rgkx2cI2voNbV+v80KJNJlIJMLQ8V1h0lx5Ua2qFBbKELjrej1URUREpJ1UPuwzNTUVvXv3Rv/+/VV9aAWRSIT//e9/ePPNNzFx4kRMnjwZBQUF2L59O548eYK1a9dCIpFg/Pjx2Lp1K95//3288sorMDc3x6ZNmyASifD2228rjufr6wtfX198//33iI+Ph4uLC/7++28kJCRg8eLF9fY+SLPI5XKcOSzsSbayaw73DhyWRlSZxLh0ZGXUbtXkx5HJSIxNh41DC9UWRUREpIVU3vPn4uKCp0+fqvqwSoYMGYLVq1fDzMwMP/30E9asWQNnZ2ds2bIFvXv3BgDo6upi/fr1GDp0KP78808sXboUjo6O2LRpE1xdXQXHW758OSZPnox9+/ZhyZIl0NPTwx9//FHuTeJJOz24m4C4x6mCNt+hXhCL2etHVJmrZyPqtP+Vs+FVb0RERERVEsnlcrkqD7h3714sWLAAK1asgL+/vyoP3aT4+fkBgGBIKjVu65cF4VF4kuKxmaUJ3vz8OejocMVWosr8/kMgYh7Wfu6eg7MFXv9gqAorIiIi0k4qH/Zpb28PX19fzJs3Dz179kSHDh1gamoKiaT8l5oxY4aqSyBSuceRyYLgBwA+/u0Y/IiqoSC/sE77x0Y9wbqfjsK1rS3c2trCvpUF/+0RERHVgsrD39SpUyESiSCXy3Hx4kVcvHix3MUw5HI5RCIRwx9phDNHhHP9mrUwRKceLmqqhkiz6OnX/VfN48hkPI5MxskDt6FvqAsXdxu4tbWDa1tbmFuZcNElIiKialB5+Js7dy5/CVOTEh+divDQOEFbn8GekOjqqKkiIs1i19KsTsM+y8rPleLuzRjcvRkDAGhhYawIgi4eNjAy1lfZaxERETUlKg9/b731lqoPSaRWZ44I7+tnZKKPbn1bq6kaIs3Tzac1Lp+uv0Vb0p9k4+q5CFw9FwGIAHsnc7i1tYObpy0cXSwhkfCLGiIiIkAF4S8xMRE2NjaqqEWlxyJSheSEDNy58VjQ1mtgW5UMYyPSFrYOZnBys8LjyOQa79vS1RL9hrVH5N14PLibgKS4jMp3kANxj1IR9ygVZ46EQldPAuc21or5glZ2zTk6hYiItFadr2CHDRuGmTNnYsaMGTAwMKjVMbKzs/Hrr79i06ZNuHHjRl1LIlKZs4F3gFLr4eob6KJ7vzbqK4hIQ/mP64INS4NQWCir9j4SiRhDx3eFo7Ml2njZAwCepufgwb0EPAhLQOTdBGRn5lV6DGlBIcJD4xRDt5s1N1QEQde2tjAxrfnN54mIiDRVnW/18O+//+Lrr7+Gnp4eXnzxRYwbNw4ODtW76fW9e/fwzz//4N9//4VYLMbnn3+OESNG1KUcjcFbPTR+aU+ysOKLfZDLnv0T8R3qhcGjO6mxKiLNdT8kFtvXnkFRNQKgRCLGxNd94d6+4t8ncrkciXHpiiD4KCIJhdKiGtVk49CieL6gpy1auVlBV4+9+kRE1HSp5D5/SUlJWLJkCQ4ePAgAaNOmDbp37w53d3fY29vDxMQERUVFSE9PR1JSEm7duoUrV64gNjYWIpEII0eOxAcffABra+s6vyFNwfDX+B3YflkwT0miq4P5X4+BcbPa9XATERATlYLAXdcrHQLq5GYF/3Fd4OhsWaNjS6VFiH6QjMiwBDy4G4/4mDRBz31VdCRiOLlZwc3TDm5tbWHjYAaxmENEiYio6VDpTd7v3r2LP/74A4GBgcjPz69wXoVcLoehoaFiyKiLi/Ytmc/w17hlZuRi2ed7BT0UPQd6YPiEbmqsiqjpSIxNx5Wz4UiISUN+XiH0DSSwdTSDt08b2Di0UMlrZGfl4eG9RETeTUBkWDyepuXUaH8jE324ehQPD3XztEVzM2OV1EVERKQuKg1/JfLz83H16lVcvnwZCQkJSE1NRWFhIZo3bw4nJyd07twZPXv2hKGh9s61YPhr3AJ3X8f5oDDFY7GOGPO+HI3mZkZqrIqIaksul+NJUiYiw4oXjnkYnoiCvJrdfN7SxlQRBJ3b2EDfQLeeqiUiIqof9RL+qGoMf41XTnY+ln22FwX5zy4Mu/Zxw+iAnmqsiohUqahIhpiHKXhwt3i+YOyjJ4L5vVURi0VwdLGEm6ctXNvawd7JHDo64nqsmIiIqO44s52ojOCT9wXBTyQSoe+QdmqsiIhUTUdHjFatrdGqtTUGPtcRebkFeHg/UTFfMDU5q9L9ZTI5Hkcm43FkMk7svw19Q124uNso5guaWzVroHdCRERUfQx/RKXk50lx8eQ9QVv7bk6wsOaFHFFTZmCoB89OLeHZqSWA4tV+H9xNKA6D9xKQl1NQ6f75uVLcvRmDuzdjAAAtLIyLVxFtawsXDxsYGevX+3sgIiKqCsMfUSlXzoQrXeT5DPVSUzVEpC5mFibo1rc1uvVtDZlMhvjoNEWv4OMHKZAVVX67ivQn2bh6LgJXz0VAJBLB3skcrp7F9xd0dLGERKLTQO+EiIjoGYY/ov9IpUU4f+yuoM2joyNs7FuopyAiahTEYjEcWlnAoZUF+g3zQn6eFI8ikhTzBZPjMyrdXy6XI/bRE8Q+eoIzh0OhqyeBs7v1fzeat4OVrWmFq2MTERGpEsMf0X+uX4hEdmaeoM13KOf6EZGQvoEu3Ns7KG5A/zQ9RxEEH9xNUDqPlCUtKER4SBzCQ+IAAM1aGMLVwxZunsXDRE14L1EiIqonDH9EKF7579zRMEGba1vbGt9kmoi0j2kLI3Tu5YrOvVwhl8uRGJeOB2EJiLwbj0cRySiUFlW6f2Z6Lm5eeoiblx4CAGwcWhTPF/S0RSs3K+jq8Vc1ERGpRp1/o3h6emL06NFYsmSJKuohUovbl6OQkZotaPPlXD8iqiGRSARbBzPYOpihj58npNIiREcm/9crGI/46LQqj5EYm47E2HScPxYGHUnxqqSubYvnC9o4mEEs5hBRIiKqnTqHP7lcDt4qkDSZTCbDmcA7graWrpZwbmOtpoqIqKnQ1dWBa1tbuLa1BdAZ2Zl5eHAvQTFM9GlaTqX7FxXK8OC/4aRBAIxM9BVB0LWtHZqbGTXI+yAioqaBY0lI64XdiMGTxKeCNt+hXlyAgYhUzriZATp4O6ODtzPkcjmeJGUiMiwekXcTEHU/UXCP0fLkZOUj5MojhFx5BACwtDVVBEHnNtbQN9BtiLdBREQaiuGPtJpcLseZI6GCNhuHFmjjZa+miohIW4hEIljamMLSxhQ9B3igqEiGmIcpiiGisVGpVY6sSUl4ipSEp7h08j7EYhEcXSwVN5q3b2UOsVjcQO+GiIg0AcMfabXw0DgkxAjn4LDXj4jUQUeneH5fq9bWGPRcR+TmFCDqfiIi7yYgMiweaSlZle4vk8nxODIZjyOTcWL/LRgY6sLFo3jIqZunHcwtTRronRARUWOlkvAXFBSEwYMH13g/kUiEoKAgVZRAVGPl9fpZ2JiiXZeWaqqIiOgZQyM9eHZuCc/OxeektJQsRa/gg3uJyMspqHT/vFwpwm5EI+xGNADAzNJEMV/QxcMWhkZ69f4eiIiocVFJ+MvJyUFOTuWT1svD3hVSp0cRSYh+kCJo8xnSjsOkiKhRMrM0gbdPa3j7tIZMJkPc41TFwjHRD1IgK5JVun9aShauno3A1bMREIlEsG9lrpgv6OhiAYlEp4HeCRERqYtKwt+QIUPw0UcfqeJQRA3m9GFhr19zMyN07OGsnmKIiGpALBbD0dkSjs6W6DesPfLzpHgUkVTcMxiWgOSEjEr3l8vliI16gtioJzh9OBS6ehI4u1vDra0d3DxtYWljyi9oiYiaIJWEP0NDQzg4OKjiUEQNIvbREzy4myBo6zukHXR02OtHRJpH30AX7u0d4N6++Hfx0/Sc4l7BsOIhotmZeZXuLy0oRHhIHMJD4gAAzVoYFt9o/r/bVJg0M6j390BERPWPC76QVio718+4mQG69HZVUzVERKpl2sIInXu5onMvV8hkciTFpSvmCz6KSEahtKjS/TPTc3Hj4gPcuPgAAGDraKaYL+jkZgVdPV4+EBFpIp69SeskxqXj7s0YQVvvwW15MUNETZJYLIKtoxlsHc3Q188TUmkRHkcm48Hd4vsLJkSnVXmMhJg0JMSk4XxQGCS6OnBys1LMF7RxaAGxmENEiajpSohNw9WzEYiPTkNBfiH09CWwa2kGb582sHFooe7yaoRXu6R1zgbeETw2MNJDd982aqqGiKhh6erqwO2/XrwhALIy8/DwXgIiwxLw4G4CnqZXvoBbobQID+4m/Dd0/gaMTPT/6xUsni9o2sKoQd4HEVF9i4lKQeCu63gcmaz83MMUXD4dDic3K/iP6wJHZ0s1VFhzInlVd5CtQnBwMCwsLODm5lbjfePi4mBvr5030/bz8wMA3uqigaUmZ2Lll/sFN07uP6I9Bo7sqMaqiIgaB7lcjpTEp4r5glHhSSjIL6zRMSxtTRW9gs5trKFvoFtP1RIR1Z/7IbHYvvYMigorX0kZACQSMSa+7quYd92Y1Tn8lVZQUIDMzExYWFhUup1UKsXatWuxdu1aXL9+XVUvr1EY/tTj362XcO1cpOKxrp4E878eAyMTfTVWRUTUOBUVyRDzMEUxXzA2KhU1uWwQ64jR0sVSMV/QvpV5nW+n05SGXxFR4xQTlYL1S4OqFfxKSCRiTJ/v1+h7AFUS/u7evYslS5bg0qVLkMvlMDc3x8yZM/Hyyy8rbXv27Fl8/fXXePz4MQAgLCysri+vkRj+Gt7T9Bws+/xfwb2w+gz2hP+4LmqsiohIc+TmFODh/UQ8CCueL5iWklWj/Q2M9ODiblPcM+hpB3NLk2rvW9nwqxKaNvyKiBqndT8drfRcUxEnNyu88u6QeqhIdeo85+/BgweYPHky8vLyFN8GPnnyBIsXL0Z+fj5mzpwJAEhNTcUXX3yBo0ePQi6Xw8DAALNmzarryxNV2/mgMEHw05GI0XtwWzVWRESkWQyN9NCuc0u069wSAJCakqUIgg/vJSAvV1rp/nk5BQi7EY2wG9EAim9cXxIEXdxtYGikV+5+1R1+9TgyGRuWBmnM8CsianwSYtNqFfyA4nNQYmx6ox6FUOfw99tvvyE3Nxd9+vTBJ598Ant7e5w6dQqff/45Vq9ejSlTpuDhw4eYM2cOnjx5ArlcjiFDhmDhwoVaO9+PGl52Zh6unosQtHXp7YZmzQ3VVBERkeYztzSBuW8bePu2gUwmQ9zjVMXCMdEPkiGTVT64KC0lC1fORuDK2QiIRCLYtzIvXozG0w6OLpbQ0REjJiql2vNuAKCwUIa/157RiOFXRNT4XD0bUfVGlbhyNhwjJ3VXUTWqV+fwd+3aNTRr1gzLli2DqakpAGDYsGHIzMzE559/jh07dmD16tXIyMiAo6Mj/ve//8HX17fOhRPVxMWT9yAteHZfK5FYhL5DPNVYERFR0yIWi+HobAlHZ0v0H94e+XlSPIpIQuR/PYMpCU8r3V8ulyM26glio57g9OFQ6OlL4NzGGknxGTWadwMUB8DAXdcb/fArIlIvmUyGtJRsJCdkIDk+A0nxGbh7M7pOx0yIqfr2OepU5/D35MkTtG/fXhH8SvTr1w9yuRw//fQTCgoKEBAQgA8++AAGBgZ1fUmiGsnLLUDwqfuCto7dnWFmUf25JkREVDP6Brpwb++gGH6ZkZbz3y0iisNgTlZ+pfsX5BfifkhcrV9fE4ZfEVHDkMlkSH+SjaT4ZyEvOSEDKQlPUSgtqvoANZCfV7MVkhtancNfTk4OrK2tldotLYuHWkilUnz22WcICAio60sR1crl0+HILz0PRQT4+LdTX0FERFqouZkRuvR2RZferpDJ5EiMTVcEwceRySq/AAMa//ArIlItmUyO9CdZipCXHJ+BpHoKeRXRN2jct1Gvc3VyuRwikUipXUdHBwDQunVrBj9Sm4KCQlw4flfQ1q5zS1jZNldTRUREJBaLYNfSDHYtzdB3SDtICwrxODL5v1tKJKhs2FR4aBzCQ+NgYd0Mzc2NoaNTt9tMEFHjIAh5CRlIjmv4kFcRW0cztb5+Veo9mrq7u9f3SxBV6Nq5CKWhRb5DvdRUDRERlUdXTwI3Tzu4edoBALIy8/DwXgIObL+CvJyCWh83/Uk2tvxyEkBx4GxhaQJzSxNYWDeDuVXxfwyGRI1XSchLTvhvqGbcf2FPxSHP0Fgf1nbNYWXXHAaGujgbeKfWx/L2aaOyuupDvYe/kh5AooZWWFiEc0HC+0i2bmcHu5bmaqqIiIiqw6SZATp4O+PSyfuIeZiikmPKZHKkJmUiNSkTEXfiBc8xGBKpl0wmR3pqNpLj0wVDNusz5FnZmsLavgWs7JrD2ERfMJLxcWRyre/z19jnGTfuQalEdXDz0kNkpucK2tjrR0SkOexamqks/FWmNsHQ3KoZWlgwGBLVROmQlxz/FEnx6fUb8mxNYWXXvDjk2ZrCuJlBudPVyvIf1wUblgahsAYrDUskYviP61KXshuESsLf+fPnMW3atBo/JxKJsHHjRlWUQCRQVCRT6rJv1doarVorL05ERESNUzef1rh8OrzW+1vbNcfTjNw6DR2tMhhaGAt6ChkMiUqHvJLVNdORnPAUKQkZgltv1ZWhsR6sbJs/682zK/5zdUNeRRydLTHxdd9q32NUIhFj4uu+GnFvUZWEv5SUFKSklP/NXGXP1eWHQlSZO9cfIy0lS9DmO4y9fkREmsTWwQxObla1Hn5Vcp+/nOx8pCZl4klyJlKTi4NcanIWniRn1j0YJmchNTkLAIMhaR+ZTI6M1Ge3UCiZm6cpIa8y7u0dMGO+HwJ3Xa/0HOTkZgX/cV00IvgBKgh/mzZtUkUdRCojk8lx5kiooM3OyRxubW3VVBEREdWWKoZfGRnrw8hFH44uyhdnJcEwNbkkHGYpgiKDIVExQcgrdUP0+gp5JeGueG5ec5iY1l/Iq4yjsyVeeXcIEmPTceVsOBJi0pCfVwh9AwlsHc3g7dOm0c/xK0skl8vl6i5CG/n5+QEAgoKC1FxJ03P3Vgy2/Xpa0DbpdV94dm6ppoqIiKgu7ofE1nj4VcnN5euiomCYmpKJ3OzaB8PKlA2GpcMhgyHVt5KQp1hds9TCK9IC1d283MBITxHurP8LeFZ26gt52oQLvlCTIpfLceawsNfPyrY5PDo6qqkiIiKqK3UNv6qyx7DMEFJVBMPKegxFYhHMyg2GJmhhYcJgSNUmk8mRkZat6MGr95BXpjePIU99Y7dokQAA1p9JREFUGP6oSXlwLxGxj54I2nyGtoNYzBMMEZEma2zDr4yM9WFkrF9u0Cw3GP73X12CobyKYNjC3FjpVhUMhtqtdMgTBD1VhzxDXVjZtRD25jHkNUoMf9SklJ3rZ2ZpgvbdWqmpGiIiUjUbhxYYOam7usuolLqCYVpK1n+LnVUdDM2tim9dwWDYNJQb8hIykBxfnyHPVPFnhjzNwfBHTUb0g2RE3U8UtPUd0o6/1IiIqNGoVjAsmVuY/GyFUgZDAopD3tO0HMH98ZL+u2defYQ8KzvT/4IeQ15TwfBHTcbpMr1+zZobonNPFzVVQ0REVDO1C4ZZyM3Or/VrVicYlh5CWvJnBsP6JZfLkZGao7g/Xsm98lISnqIgX3UhT99Qt8xQzeKboTdrbsiQ10Qx/FGTEB+dhvCQOEFbHz9PSHR11FQRERGR6lQWDHNzCorDYNKz+xiqOhhGhlUvGJpbNYOZJYNhdZWEPOXVNTPqLeSVvl8eQ572YfijJuFsoLDXz9BYH936tlZTNURERA3H0EgPDq0s4NDKQum58oJhakomniQ1TDAsGULaGIJhQmwarp6NQHx0GgryC6GnL4Fdy4ZZLEgulyMjLaec1TXrKeSVWV2TIY9KMPyRxktJfIrQ648Fbb0GekBPnx9vIiLSbuoPhsLn1BEMY6JSKrxNSMzDFFw+Ha6y24SUDnnC1TVVHPIMdIU3Qv/vzwx5VBVeHZPGOxt4B5A/e6xnIEGP/u7qK4iIiEgDVCcYCsJhsvqCYQsLY0gkNZ/KcT8kFtvXnkFRoazS7R5HJmPD0iBMfN0X7u0dqn4f5YW8hP9CXh5DHjVeTSL8xcbGYtSoUfD398fixYsV7Xl5eVi1ahUOHDiA1NRUtG3bFu+88w569+4t2L+oqAjr1q3DP//8g4SEBDg7O2P27NkYMWJEQ78VqqH0J9m4FfxQ0NajnzsMjfTUVBEREZHmq00wTE3OQk5WfQdDkzL3Maw4GMZEpVQr+JUoLJTh77VnMH2+n6IHUC6X42l6DpLinvXglQS9+gh5gqBn2xymLRjySLU0PvzJ5XJ8/PHHyM7OVnruvffew4kTJzBlyhS4urpix44deO2117Bx40Z4e3srtluyZAk2btyIsWPHonPnzjh8+DDmz58PmUyG5557riHfDtXQ+WNhkMmedftJdHXQa1BbNVZERETUtFU3GArDoSqDYYLgOZFIhBYWysHwxP5b1Q5+JQoLZdix7hxc3G3qMeQ9uz+elW3xnxnyqKGI5HK5vOrNGq8///wTixcvhlQqxdixYxU9fxcuXMD06dOxcOFCTJ8+HQCQk5OD0aNHw9TUFLt27QIAREVFYfjw4QgICMCnn34KoLgnMCAgADExMTh+/Dj09FTfi+Tn5wcACAoKUvmxtUXW01ws+/xfFEqLFG09B7hj+AvelexFRERE6lB+MMxCanJmnYJhY6RnIBHcOqHkzwx5pG4a3fP3+PFj/Pjjj3jzzTexdOlSwXP79u2Drq4uJk6cqGgzMjLChAkTsHTpUkRFRcHZ2RkHDhyATCZDQECAYjsdHR0EBATg/fffx+XLl9G3b98Ge09UfReO3xUEP7GOGH38PNVYEREREVWk5j2GjT8YKkJemdU1TVsYMeRRo6Sx4U8mk+Gjjz6Ch4cHXn75ZaXwFxISAhcXFxgZGQnavby8FM87OzsjJCQEJiYmcHFxqXA7hr/GJzenAJdPhwvaOvV0QXMzYzVVRERERLVVk2CYmpylGE7aUMFQz0AiuD+elW1zWNsz5JHm0djwt3HjRoSEhGDPnj0Qi5WXBU5MTETHjh2V2q2trQEAcXFxiu1sbGyq3I4al0sn7wmWTBaJRPAZwl4/IiKipqaqYJiWkoUnSU8FwTD20RPIZbWf2WRgpId+Q72Ke/MY8qgJ0cjw9+DBAyxbtgzz5s2Dq6sr8vOVv/XJzs6GoaGhUruBgQEAIDc3V7GdsbFyb1HZ7epLQUFBvR6/KSrIL8SlE/cEbZ6dHdGshQH/PomIiLSIjgSwtDWBpa2JoH3j8uOIjUqt9XEtrZvBu5+b4rFUKq31sYjqU03XJtG48FdUVISFCxfC09MTM2bMqPVxSn97U9k3OfX9LY9MVrNVqAi4ei4SuTnCkNdrkDv/LomIiAgAYGPfok7hz9q+Oa8rqEnSuPC3bt06hISEYNOmTUhPTwfw7NuYgoICpKamwsTEBEZGRsjLy1Pav6TNxKT4G6LqbldfyhuyShUrlBYh+KRwrl8bLzvYOpqpqSIiIiJqbLr2dcW18w/qsL8br9GoSdK48Hf69GkUFhZiypQpSs8dOHAABw4cwLfffgt7e3skJycrbZOUlAQAinl+9vb2uHz5cpXb1Zf6uI1EU3bzUjiyM4Vhvf/wDvx7JCIiIgVHZ2s4uVnhcaTytWBVnNys4OhsVQ9VEamfxoW/BQsW4OnTp4I2qVSKmTNnwsfHB6+++ipat26Nq1ev4t9//0VeXp5i/h4AhIaGAgA6dOgAoHhVz6CgIERHR6Nly5YVbkfqV1Qkw7mjdwRtLh42cHSxVFNFRERE1Fj5j+uCDUuDUFiDG71LJGL4j+tSj1URqZfG9We3b98effr0EfzXq1cvAICVlRX69OkDa2trDBs2DAUFBdi2bZti35ycHOzYsQMdO3aEk5MTAGDo0KEQiUTYtGmTYruioiJs2bIFNjY28PbmDcMbi9tXopD+JFvQ5jvUS03VEBERUWPm6GyJia/7QkdSvctdiUSMia/7wtGZXypT06VxPX/V5evrC19fX3z//feIj4+Hi4sL/v77byQkJGDx4sWK7dzc3DBp0iRs2rQJ2dnZ6Ny5Mw4ePIjr169j6dKl0NXVVeO7oBIymRxnjwh7/RxdLODiXr/DcomIiEhzubd3wIz5fgjcdb3SIaBOblbwH9eFwY+avCYb/gBg+fLlWLp0Kfbt24fc3Fx4eHjgjz/+UOrN++yzz2BpaYmdO3fiwIEDcHFxwYoVKzB06FA1VU5l3b0ZjZRE4XBf36Htec8dIiIiqpSjsyVeeXcIEmPTceVsOBJi0pCfVwh9AwlsHc3g7dMGNg4t1F0mUYMQyeXy2t8Bk2rNz88PABAUFKTmSho/uVyOX5ccRkJ0mqLNxqEFZi8czvBHRERERFRNGjfnj7RPxJ14QfADiuf6MfgREREREVUfwx81emeOhAoem1s3Q7suLSvYmoiIiIiIysPwR41aVHiS0gRtnyHteONVIiIiIqIa4hU0NWple/1MzYzQsYezeoohIiIiItJgDH/UaMU+eoLIsHhBW18/T0gkOmqqiIiIiIhIczH8UaN1NlB4Xz/jZgbo2sdNTdUQEREREWk2hj9qlJLiMxB2I1rQ1ntQW+jqNelbUxIRERER1RuGP2qUzpaZ62dgqAtv3zZqqoaIiIiISPMx/FGjk5qShdtXHwnaegzwgIGhrpoqIiIiIiLSfAx/1OicO3oHcplc8VhXT4JeAzzUWBERERERkeZj+KNG5Wl6Dm5cfCBo8/ZpDSMTfTVVRERERETUNDD8UaNy4dhdFBXKFI91JGL0HtxWjRURERERETUNDH/UaGRn5eHK2XBBW+derjBtYaSmioiIiIiImg6GP2o0Lp24B2lBkeKxSCyCz5B2aqyIiIiIiKjpYPijRiEvV4pLp+4L2jp4t4KZpYmaKiIiIiIialoY/qhRuHzmPvJzpYI2H38vNVVDRERERNT0MPyR2hUUFOLCsbuCNs/OLWFt11xNFRERERERNT0Mf6R2189HIicrX9DmO5S9fkREREREqsTwR2pVWFiEc0fDBG1unnawdzJXU0VERERERE0Twx+p1a3gKDxNzxG09RvGXj8iIiIiIlVj+CO1kclkOHv0jqDNyc0KrVpbq6kiIiIiIqKmi+GP1Cb02mOkJmUK2jjXj4iIiIiofjD8kVrI5XKcOSLs9bNraYbW7ezUVBERERERUdPG8EdqcT8kFklx6YI236FeEIlE6imIiIiIiKiJY/ijBieXy3H6cKigzdLWFG07tVRTRURERERETR/DHzW4h/cTERv1RNDm6+8FsZi9fkRERERE9YXhjxrcmTK9fi0sjNHeu5WaqiEiIiIi0g4Mf9Sgoh+m4OH9REFb3yHtoKPDjyIRERERUX3iFTc1qDNHhL1+Js0N0bmXq5qqISIiIiLSHgx/1GASYtNw/3asoK3PoLbQ1dVRU0VERERERNqD4Y8azNky9/UzNNZDN5/WaqqGiIiIiEi7MPxRg3iS9BSh1x4L2noN9IC+ga6aKiIiIiIi0i4Mf9QgzgbegVwuVzzWM5CgR38PNVZERERERKRdGP6o3qWnZuPmpYeCtu6+7jA00lNTRURERERE2ofhj+rd+aAwyGTPev0kujroPYi9fkREREREDYnhj+pV1tNcXDsfKWjr2scNJqaGaqqIiIiIiEg7MfxRvbp44h4KpUWKx2KxCH38PNVYERERERGRdmL4o3qTm1OA4NP3BW0de7ighbmxmioiIiIiItJeDH9Ub4JP3UdBXqHisUgkgo9/OzVWRERERESkvRj+qF7k50lx8cQ9QVu7ri1haWOqpoqIiIiIiLQbwx/Vi6vnIpCbnS9o8/X3UlM1RERERETE8EcqVygtwvljdwVt7u3tYetopqaKiIiIiIiI4Y9U7sbFB8jKyBW0+Q5rr6ZqiIiIiIgIYPgjFSsqkuHs0TuCNmd3G7R0sVRTRUREREREBDD8kYqFXH2E9CfZgrZ+QznXj4iIiIhI3Rj+SGVkMjnOHhH2+jm0soCLh42aKiIiIiIiohIMf6Qy927FIDkhQ9DmO8wLIpFITRUREREREVEJhj9SCblcjtNHQgVt1vYt4N7eQU0VERERERFRaQx/pBKRYfGIf5wqaPMd2g5iMXv9iIiIiIgaA4Y/UokzZeb6mVuZwKurk5qqISIiIiKishj+qM4eRSThUUSSoM3H3wtiMT9eRERERESNBa/Oqc7OlJnrZ9rCCB17OKunGCIiIiIiKhfDH9VJ3ONURNyJF7T18fOERKKjpoqIiIiIiKg8DH9UJ2V7/YxM9NG1r5uaqiEiIiIioopodPi7d+8eZs6ciZ49e6J79+54++238ejRI8E2eXl5+OGHHzBw4EB06tQJkyZNwoULF5SOVVRUhLVr18Lf3x8dO3bE6NGjcfDgwYZ6KxopOSEDYTejBW29B7WFnp5ETRUREREREVFFNDb8PXz4EJMnT0Z4eDhmzZqFmTNn4tq1a5g4cSLi458NQ3zvvfewbt06DB48GAsWLIBUKsVrr72GK1euCI63ZMkS/PDDD+jatSs+/vhjmJubY/78+di/f39DvzWNcTbwDiB/9ljfUBfd+7VRX0FERERERFQhkVwul1e9WeMzb948nDx5EgcOHICjoyOA4p7A0aNHY9q0afjkk09w4cIFTJ8+HQsXLsT06dMBADk5ORg9ejRMTU2xa9cuAEBUVBSGDx+OgIAAfPrppwCKewIDAgIQExOD48ePQ09PT6X1+/n5AQCCgoJUetyGkpaShRVf7oNc9uzj4zvMC4NHdVJjVUREREREVBGN7fmTSCQYOXKkIvgBgIeHB1q0aIG7d+8CAPbt2wddXV1MnDhRsY2RkREmTJiA0NBQREVFAQAOHDgAmUyGgIAAxXY6OjoICAhAcnIyLl++3DBvSoOcCwoTBD9dPR30GuihxoqIiIiIiKgyGjs568cff1Rqi4+PR3p6Ouzt7QEAISEhcHFxgZGRkWA7Ly8vxfPOzs4ICQmBiYkJXFxcKtyub9++9fE2NFJmRi6uX4gUtHXzaQ1jEwM1VURERERERFXR2J6/0p48eYJTp05h5syZMDIywiuvvAIASExMhK2trdL21tbWAIC4uDjFdjY2NlVuR8XOHwtDUaFM8VhHIkafwZ5qrIiIiIiIiKqisT1/pY0fP16xyMv7778Pd3d3AEB2djYMDQ2VtjcwKO6hys3NVWxnbGxc5Xb1oaCgoN6OXR9ysvNx5Uy4oK1D91YwMJJo3HshIiIiItJkNV2XpEmEv/nz50NPTw+HDh3CDz/8gJiYGHz55ZdV7icSicr9c2XbqZpMJqt6o0bk8qlwSAuKFI9FIqDXQHeNex9ERERERNqmSYS/MWPGAACGDx+Od955B9u2bcNLL70EIyMj5OXlKW1f0mZiYgIA1d6uPojFmjPyNj9PiqtnhXP92nV1grlVMzVVRERERERE1dUkwl9pI0eOxKFDh3Dnzh3Y29sjOTlZaZukpCQAUMzzs7e3L3dFz7Lb1QdV30KiPgWfikBerlTQ1n9Ye416D0RERERE2kpzup1KycjIwNChQ/F///d/Ss9lZ2cDKJ6v5+XlhYiICKVevdDQUABAhw4dABSv6pmRkYHo6OhKt9Nm0oJCXDh2V9DWtpMjrO1bqKcgIiIiIiKqEY0Mf82bN4euri727dv3/+zdd1QU99cG8GeXBQQRaQLSLIANuyBRQRNFLLH3hrFGTdREE6PxTS8aTdFYokaNNUZN7F2xgqiIYsMGSBcFBBSkLrvvH/5YGRaQPsA+n3M8x707M3tZht25822Clr2srCxs3boV+vr6cHV1Re/evZGVlYWdO3eqtklLS8N///2H1q1bw87ODgDQq1cvSCQSbN26VbVdTk4O/v77b1hYWMDZ2bnyfrgq6rpfKF6mCIto915OImVDREREREQlVW27fX777bcYP348Ro8ejdGjR0MqlWLv3r0IDg7GDz/8ACMjI7i7u8Pd3R0///wzYmNj0ahRI+zevRtPnjzBTz/9pDqWvb09Ro4cia1bt+Lly5do27Ytjh49isDAQCxbtgza2toi/qTik8tzcNH7niBm39wS1g1MRcqIiIiIiIhKSqJUKpViJ1FaV69excqVK3Hr1i0AQMuWLTFt2jS4u7urtnn58iWWLVuGo0ePIj09HU2bNsWcOXPg6uoqOJZcLseaNWuwZ88eJCUloVGjRpgxYwZ69epVIbl7eHgAALy9vSvk+OUp8FIoDmy/IohN+LgHGjpW3FhIIiIiIiIqX9W6+KvOqkvxp1AosPr7I3gWl6KK2Tauh0lzPSp0CQwiIiIiIipf1XLMH1Weu4FRgsIPALr2dmLhR0RERERUzbD4o0IplUr4nAgSxCxtjeHQor5IGRERERERUWmx+KNCBQc9xtOYZEHM3ZOtfkRERERE1RGLPyqQUqnEhePCVj8zC0M0b2srUkZERERERFQWLP6oQOHBcYgOSxDE3DxbQCplqx8RERERUXXE4o8KlH+sX12T2mjl0lCcZIiIiIiIqMxY/JGa6PAEPLr/RBDr0rM5tLR4uhARERERVVe8mic1PvnG+hkY1kK7TvYiZUNEREREROWBxR8JPI1JxoPbMYJYpx7Noa2tJVJGRERERERUHmRiJ0DiehKThGu+IYiNSkJWphwpz9MFz9fS14Gzm4NI2RERERERUXlh8aehosMTcHJvICJD44vcrkVbW+jW0q6krIiIiIiIqKKw26cGengnBpuWeb+x8AOAm/5heHgn5o3bERERERFR1cbiT8NEhydg13of5MgVxdo+R67A7vU+iA5PePPGRERERERUZbH40zAn9wYWu/DLJZcrcHJvYAVlRERERERElYHFnwZ5EpNUrK6eBYkMjcfTmOTyTYiIiIiIiCoNiz8Ncs03pEz7B/gGl1MmRERERERU2Vj8aZDYqKQy7f8kumz7ExERERGReFj8aZCsTHmZ9s/MKNv+REREREQkHhZ/GkRHt2zLOurW4rKQRERERETVFYs/DVLf1rhM+1valG1/IiIiIiISD4s/DdLBzaFM+zu7OZZTJkREREREVNlY/GkQS2tj2NnXK9W+dvb1YGFtVL4JERERERFRpWHxp2E8h7SDTFayX7tMJoXnkHYVlBEREREREVUGFn8axqahGUZMdYdWMQtAmUyKEVPdYdPQrIIzIyIiIiKiisTiTwM1aWmNiXM83tgF1M6+HibM8UCTltaVlBkREREREVUUzt2voWwammHS3J54GpOMAN9gPIlOQmaGHLq1ZLC0MYazmyPH+BERERER1SAs/jSchbUR3h3pInYaRERERERUwdjtk4iIiIiISAOw+CMiIiIiItIALP6IiIiIiIg0AIs/IiIiIiIiDSBRKpVKsZPQRB07doRSqUTdunXFToWIiIiIiKqhunXrYs+ePcXeni1/IpFKpZBIJGKnQUREREREGoItf0RERERERBqALX9EREREREQagMUfERERERGRBmDxR0REREREpAFY/BEREREREWkAFn9EREREREQagMUfERERERGRBmDxR0REREREpAFY/BEREREREWkAFn9EREREREQagMUfERERERGRBmDxR0REREREpAFY/BEREREREWkAFn9EREREREQagMUfERERERGRBmDxR0REREREpAFY/BEREREREWkAFn9EREREREQagMUfERERERGRBmDxR0REREREpAFY/JHK119/jREjRhRr25UrV6Jp06YIDQ2t4KyoIv3555/o0qVLmY6hVCqxfft29OvXDy1btoSLiws+/PDDYp0bXl5eZX59qjy3bt3C1KlT4ezsjFatWmHQoEHYv39/uR1/06ZNaNq0Ka5cufLGbXnuVG8xMTFo3749FixYUKbjhISEYMaMGXB2doarqyumTZvGz54aKCMjA8uWLUP37t3Rpk0b9O/fH/v27SvTMf/55x/07dsXLVu2hJubG77//nu8fPnyjfvx3NFcly9fxpgxY9CmTRt06NABH374ISIiIt64X1W7ZmbxRwCAf//9Fzt37hQ7DapE58+fx4oVK8p8nFWrVuH777+HpaUlPv/8c4wfPx4BAQEYPXo0IiMjyyFTqgpCQ0Ph5eWFBw8eYMqUKfjss8+gp6eH+fPnY9OmTeVy/GXLlpVDplTVKZVKLFy4sFgX2kUJDg7GqFGjcP/+fXzwwQeYPHkybt26hTFjxuDp06fllC2JTaFQ4IMPPsD69evRvXt3zJ8/H8bGxliwYEGpr1v+/PNPfPPNNzA2Nsbnn38OT09P7NixA9OmTYNSqSznn4BqgoCAAEyePBmxsbH4+OOPMXnyZPj7+2P06NGIi4sTO70SkYmdAFWc1NRUGBgYFLmNXC7HypUrsW7dukrKisSmVCrx999/46effkJ2dnaZjhUXF4e1a9fC09MTK1euVMU9PT0xZMgQrF69GkuWLClrylQFLFmyBFKpFP/++y8sLCwAAGPHjsWYMWOwYsUKjBgxArVr1y7VsXNycvD5559DoVCUZ8pURf3999+4du1amY/z3XffQUtLCzt27ED9+vUBAG5ubhg8eDC2bduGTz/9tMyvQeLbv38/Ll68iK+++gpjx44FAIwaNQpDhw7FqlWrMHLkSEgkkmIfLzs7G+vWrYOjoyO2bNkCmezVpbCJiQlWrlyJCxcuoFu3bhXys5B4inNNXJR169ZBKpVi27ZtsLGxAQA4OzvDy8sLmzdvxmeffVZeqVY4tvzVQH5+fpg2bdobu9M8f/4c/fv3x9q1azFo0CDVBR3VbCNHjsT3338PV1dXODk5lelYAQEBkMvlGDp0qCDetGlTODo6lssFHokvJycHV69ehbu7u+BzQiqVok+fPkhLS8O9e/dKffyNGzciJCQEEydOLI90qQqLjIzEr7/+ipkzZ5b5OP7+/vDy8lIVfgDQokULzJkzB82bNy9rqlRF7NmzB3Z2dhg9erQqJpVK8fHHH2PUqFFIS0sr0fGSkpKQmpoKV1dXVeEHAF27dgUAPHjwoHwSpyqla9eu+PHHH0vdIykyMhINGzZUFX4A0LFjR+jr61e7c4bFXw2Rnp6OnTt34t1338XEiRMRFBT0xjtXKSkpyMnJwcqVK/HTTz8JPgSLKyYmBrNnz0b79u1V/Z9jYmJK+2NQJXj8+DG+++47bNiwodQtNbneeecdHDp0CC4uLmrPJSUlQUtLq1jHuXLlCkaNGoXWrVvDzc0NixcvRkZGRplyo/IjlUpx8ODBAu9sJiYmAkCxf9f5PXz4ECtWrMC8efNgZWVV4v157lQfCoUCCxYsQNOmTfHee++V6Vi5N5bc3NwAvLpBkZ6eDgCYPn063n333WIdh+dP1ZadnY2bN2+iU6dOkEpfXbK+fPkSSqUS3bp1w8yZM0v8PWZiYgJDQ0M8evRIEI+KigIAmJubF+s4PHeqFw8PD+zcuRO9evXC9OnTcenSpRLt36hRI8TGxqo+Z4BXvZ/S0tKKfc5UlWtmFn/V3OPHj/Hzzz+jW7du+Prrr1GnTh38+uuvOHv2LIYPH17kvpaWljh+/Dg8PT1L/fqzZ8+GQqHA/PnzMWjQIJw9exbTp08v9fGo4p05c6bE3WQKo6enhyZNmqh9+Z44cQJPnjyBs7PzG4/x/PlzTJ8+Ha1atcLChQvh5OSEzZs3Y+nSpWXOj8qHRCKBra2t4I4nAKSlpWHPnj3Q19dHixYtSnxcuVyOBQsWoEOHDhg1alSJ9+e5U71s2bIFd+7cwaJFi1QX8qUVFhYGAKhVqxY++eQTtG3bFm3btsWgQYOK3eOA50/VFx0djezsbFhbW2Pz5s3o2rUr2rdvj7feegtr1qwp1fg8mUyGhQsX4sqVK1i1ahWioqLg4+ODpUuXolGjRsW6JuK5U/0sXboU58+fx+zZs3Hv3j1MmDAB/fr1w65duwQFXWE+/vhjaGlp4dNPP0VISAju3buHuXPnQk9Pr9g3s6rKNTPH/FVjs2fPhre3N7S1tfHuu+/Cy8urRF1dStPSl1/fvn2xaNEi1eO0tDTs3bsXoaGhsLe3L/Pxqfzp6OhU6PFjYmLw3XffQUdHB5MmTXrj9tnZ2fjhhx8waNAgAMCIESPQu3dvnDhxAl999VWF5kqlp1Qq8cUXXyA+Ph4ffvghdHV1S3yMtWvXIiwsDIcOHSrVzQieO9XHo0ePsHz5cnz00Udo3LgxMjMzy3S8Fy9eAAA++ugjWFpa4qeffsKLFy+wZs0aTJw4Ebt370azZs2KPAbPn6ovJSUFALB37148f/4cM2bMgLm5OQ4cOIDly5cjPT0dc+fOLfFx3377bdVY9dzx6ubm5li/fj309fXfuD/PnerJxMQEM2bMwNSpU+Ht7Y2///4bX331FX777Td89NFHGDNmTKH7Ojo6YuLEiVi+fDm8vb0BvLqOXrVq1Rs/a3JVlWtmtvxVYydOnIBEIsGcOXPwzTffiDLGoX///oLHrVq1AoBqN/MRlY/Y2FhMmDABCQkJ+OKLL4r1YSaTydC3b1/VY6lUihYtWuDZs2fIycmpyHSplJRKJb755hscOXIEHTt2xIwZM0p8jHv37mHt2rWYN2+eWoticfHcqR5yJ/Rp3rx5uY3rzMrKAgAYGhpi06ZNePfddzF69Ghs3boVCoUCy5cvf+MxeP5Ufbm/56ioKGzevBnvvfce+vTpg7Vr16Jjx47466+/kJCQUKJjpqWlYezYsThx4gTGjh2LVatWYeHChVAqlRg7dmyxpu7nuVO9yWQy9O7dG7/88gs8PT2RnJwMX1/fIvf5/PPPsWzZMri7u+O3337DkiVL0Lx5c8yaNUtVDL5JVblmZstfNbZ69Wps3rwZixcvxrp16zBixAiMGTOmUiduMTMzEzyuVasWAJR5FkkST3JycrF+f/r6+oLunqGhoappkD/55BOMHDmyWK9Xp04dtdbIWrVqQalUQi6Xl3osGVWM7OxsLFiwAIcPH0br1q2xZs0aaGtrAyj+uZO7RETz5s3Ru3dv1bjB3K43KSkpSExMhImJSZHH4blTPfz111+4c+cOtm7diuTkZACvvyOysrKQmJgIAwMDpKWlFfuzJ7d1ZtiwYYIupA0bNkS7du2KtVYkz5+qT09PDwDQunVrtdaVIUOGwN/fH9euXYOrq2uxz52DBw8iNDQUc+fOxbRp01TPde/eHf3798ePP/6IP//8s8jj8Nyp3q5fv45t27bh5MmTkEqlGDJkSJE9lUJDQ3HgwAG4ublh/fr1qnjfvn0xbNgwfPHFF+jSpYvqfC1MVblmZvFXjXl4eMDDwwNBQUHYvHkzNm7ciA0bNqBnz54YN25cscZblVVZx21Q1TNr1iz4+/u/cbuZM2di1qxZAF4v/v38+XP83//9H8aPH1/s1+OXZPWRnp6OWbNmwcfHBx07dsSaNWsEU2cX99wZPHiwana0Tp06qT3/4YcfAnjzrHs8d6qHCxcuQC6XF9il6siRIzhy5AgWL16Mffv2FfuzJ/cmp6mpqdrzpqamyMjIgEKhKPI7iudP1WdpaQkABd4Iyo29fPmyRN9buTebcrts5rK1tYWLiwuuXLkCpVJZZFd0njvVT1ZWFo4cOYJt27YhKCgIZmZmmDFjBkaPHl3g50heDx8+BAAMHDhQENfR0UH//v3xyy+/4OHDh2jTpk2Rx6kq18ws/moAJycn/Pzzz/j000+xY8cO7Ny5E8eOHcOIESPw/fffi50eVTPz589Xjacpiq2tLQDg/v37mDRpEtLS0rB48WIMHjy4olMkEWRnZ2PmzJnw9fXFO++8g99//11tnF9xzx1zc3MMGDBALX727Fls3boV8+fPL/YYCqr6CjovsrOz8f7778PNzQ2TJ0+Gg4MDmjRpUuzPnujoaABASEgIPDw8BM9HRUXBwsKiylxoUemZmprC0tISoaGhas/lngP169cv0ffW33//DQAFds9UKBRQKBTlMiEaVS3dunVDYmIimjZtikWLFqF///7FngMh97uuoLVocycdqk7r1LL4q0EsLCwwZ84czJgxAwcOHFB9MBKVRMuWLYu9bW5LUGpqKn777TfBGAiqWVasWAFfX190794dK1asUHX1zKsk546Dg4NaLHesjZOTE1xdXUufLFUpBZ0XuRO+1KtXD507dwZQ/Cn2gVcX/JaWlti5cyfGjBkDQ0NDAK/WHr1z506Jeh9Q1da/f3+sX78eJ0+eVM3EmZWVhR07dsDExATOzs4Ffh4VpkuXLti0aRO2b98uWL4mNDQUV69e5WdPDdW6dWtMmDChwN4mb9KhQwfo6elh586d6Nevn2rCxMzMTOzfvx+GhoalmvFaLCz+aqBatWoVe7wVUVns3LkTkZGRcHJyQnZ2Ng4cOCB4vlatWujVq5dI2VF5iYuLw6ZNmyCTyeDm5oajR4+qbdOpU6cSXbwTlYVMJsN3332HDz74ACNGjMDo0aPx4sULbNq0CZaWlvjggw/ETpHKyfTp03H69Gl8+umnGDt2LKytrbF//36Ehobi119/LVHhBwDu7u7o3bs3Nm7ciOjoaLi5uSE2NhZ///03ZDJZgeuZUvW3bt26Uu9bt25dzJs3D9999x1GjhyJQYMGITs7G3v27MGjR4+wePHiUs14LRYWf0RUapcvXwYABAUFFfiFaWZmxuKvBrh+/bpqQPp3331X4Dbr169n8UeVqlu3btiyZQtWrFiBZcuWQVdXF++88w4+++wzGBsbi50elRMDAwPs2LEDv//+Ow4ePIiUlBQ0adIEa9aswTvvvFOqY/72229wcnLC3r17cebMGdSuXRtvvfUWPvroIy5TRQUaO3YsLCwssH79evzyyy+QSCRwcnLCunXr0K1bN7HTKxGJsjQrZBIREREREVG1wtHQREREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPwRERERERFpABZ/REREREREGoDFHxERERERkQZg8UdERERERKQBWPyRxoiOjkbTpk3V/g0fPrzQfWbNmlXgPleuXKnEzKmmWrlypeC8io6OLnC7qKgobNiwQS1+5coVwf579+6t6JSJSqV79+6q83T06NFip1MiFfV3lv87aeXKlYLnvby8VM917969XF6TqrbU1FT8/PPPBT6X91xZsGBBJWdGNQmLP9J4QUFBePHihVpcoVCwyCNRpaWlYdmyZejbty/Onz8vdjpERFQBlEol9u3bh969exd4o4+oPMnEToBIbDk5OfD394eHh4cgfvfuXTx//lykrEgTaGtrQ19fX/VYKhXejxs7dizu3r1b6P5aWlqC/WUyfqQTVRdSqVTw96utrS1iNiSmn376CZs3by5ym7znio6OTgVnRDUZrxSIAPj5+akVf5cuXRIpG9IU06dPx/Tp0wt9/k03H5ydnREYGFjeaRFRJbCysuLfLwF482c9AJ4rVG7Y7ZM0lqWlper/fn5+as9fvnxZ9f/69etXSk5ERERERBWFLX+ksVxcXHDo0CEAQFhYGJ4+fQoLCwsAQFZWFq5duybY9uDBg0UeT6lU4tixY9izZw+CgoKQmpoKY2NjtG3bFsOGDUO3bt0K3Tc0NBRbtmzB1atX8eTJE2RkZEBPTw9WVlZwcXHBlClTYG1tLdjnypUrGD9+vOrx+fPnYWBggA0bNuDEiROIiYmBvr4+2rVrh0mTJsHFxaVE74+Xlxf8/f0BAIMHD8aMGTPwzTff4Pr165DJZHBwcMCmTZtUXVHS09Px999/4/jx4wgLC4NcLoeFhQVcXV0xYcIE2NvbF/pacrkcBw8exJEjR3Dv3j08f/4cenp6aNSoETw8PDB27FgYGBgUun9AQAD27NmDwMBAPH36FFKpFFZWVujcuTO8vLxgY2NT6L7Z2dnYsWMHDhw4gLCwMMhkMrRu3RpTpkxBp06d0K9fPwQHB6veh59++qnA92jYsGH48ccf4efnhy1btuDmzZtIS0uDra0t+vTpgwkTJqj9DCtXrsSqVatUj0+fPg0bGxssWLAA+/btE2zr7++Ppk2bAgC2bt0KV1dXtXNg8eLFGDJkiNrPmJ6ejiNHjuDw4cMICwvDs2fPYGhoiKZNm6Jnz54YNmxYgd2I8uZnZ2eHU6dOITw8HOvXr4evry+ePXsGMzMzuLu74/3334etrW2h73NhkpOTsXXrVpw/fx4RERFIS0uDTCaDmZkZWrduDS8vL3To0KHQ/YOCgrB9+3YEBAQgLi4OSqUSlpaWcHZ2xvjx49GsWbNC9718+TJ2796NwMBAJCQkQEtLS3XevPfee2o/T3He77179+Lzzz9XPc79XQGvJvjo0aOH4LnY2FisWbMGMTExMDIywsiRIzFr1iwAr/4u9u7diyNHjiA4OBjPnz+HRCKBkZERmjRpggEDBmDgwIGQSCQF/nxxcXHYunUrfHx8EB0djczMTBgbG6Nly5YYPny4YBKR/fv3Y/78+arHH330ET744AO1Y544cQKzZ89WPf78888xYcKEQt/jwiiVSvz333/4559/EBoaCl1dXTg5OWH06NHw9PRUbZeWlgY3Nze8fPkSANCgQQOcPHlS7XjZ2dlwc3NDcnIyAKBZs2Y4cOBAsfOJj4/H+vXrce7cOcTGxsLQ0BBdunRR/S7e5MmTJ9i8eTP8/PwQFRWFjIwM6OrqwsLCAu3bt8fEiRPRpEkTwT75z4eZM2e+8fWUSiV69uyJqKgoAEDt2rXh5+eHWrVqqW3bv39/PHz4EABgYmKCCxcuFKtraUZGBv755x+cPn0aISEhSElJgZaWFszMzNCyZUsMHTq0yO+zjIwM7N69GydPnkRwcDBSU1NhYGAABwcH9O3bF8OHD1f7vKnM75vnz59j06ZNOH36tGqSLSsrK3Tp0gUTJ04s8GZvRX0W5v+8yJX7WZ/3nMiN5b5Heb+LunfvjpiYGADAJ598gsmTJ2PHjh3Yu3cvwsLCoKenBxcXF8yePRsODg4AgFOnTmHz5s24e/cutLW10bRpU0yaNAnvvPNOgbmW5RqHqhYWf6SxGjRoAEtLSzx58gTAq9a/wYMHAwBu3ryJ9PR0AK/GYbRr167I4i8tLQ1z587F2bNnBfG4uDicPHkSJ0+eRP/+/bFo0SK1L72zZ89i9uzZyMrKEsRfvnyJ4OBgBAcHY//+/di4cSPat29faA4RERH4/PPPVV8AAJCZmYkzZ87g7NmzWLRoUYGFQXHExcVh3LhxiIuLU8XyjleJiIjA+++/j/DwcLWcIiIisGfPHixYsEBw4Zz32B9++CFu3boliKekpODWrVu4desWdu3ahb/++gsNGzYUbJOeno7vvvuuwNn3Hj58iIcPH+Lvv//GZ599VuBrP3/+HNOmTVPrTuPr64uLFy8KLoaLY9myZVi7dq0gFhISgpUrV+LEiRPYtWuXYNxGZbh37x4+/vhjtd/Ns2fP4OfnBz8/P2zevFk182hRvL298emnn6r+NgAgNjYWu3fvxrFjx7B9+/Yii638oqKiMG7cONXfYK6cnBzExMQgJiYGx48fx4IFCwosMJYvX461a9dCqVQK4rnn3f79+/Hll1+qzS6ZnZ2Nr7/+Gnv27FE7ZmhoKEJDQ/Hvv//i119/VesOXp72798vOHfj4+NVPRKysrIwZcqUAiedio+PR3x8PC5evIjTp09jxYoVagWgt7c35s2bh7S0NEE8Li4OZ86cwZkzZzBgwAAsWbIEUqkUvXr1wvfff4/U1FQAwNGjRwss/o4ePar6v7a2NgYMGFDin1sul2PWrFk4deqUKpaRkaE6HwcPHoxFixapPmP69u2Lf//9F8Cr3+3t27fRqlUrwTH9/PxUhR8A1Wd5cdy8eRPvv/++YP+EhAQcOHAAp06dwsSJE4vc/9atW5g8ebLaxGHp6ekIDw9HeHg4Dh06hF9++QW9e/cudl4FkUgkGDp0KJYvXw7g1ffEuXPn1I4bEhKiKvwAoF+/fsUq/BISEvDee+8hJCREEJfL5aq/yRMnTmDWrFmYOXOm2v6PHj3C9OnTERERIYgnJycjICAAAQEB+Pfff7Fx40aYmpoWmENFft/cunULM2bMQEJCgiAeEhKCkJAQ7Nq1C0uWLHnj76m8PwvL08uXLzFhwgRVMQ28OhdPnDgBHx8fbN++HXv37sX27dsF+/n7+8Pf3x/fffcdRo4cKXiuLNc4VPWw2ydptLytYXm7fubt8tm6desC76rmtWDBArUPRS0tLcHjQ4cOYcmSJYJYUlIS5s2bJyj8pFKp2r5paWn4/vvvi8xh9uzZqsIv/8QfSqUSixcvRmZmZpHHKMzFixdVX8S5ufXv3x/AqyJtypQpal/EeX+GnJwc/Pjjjzhx4oRgm6ysLMyYMUOt8Mv/88fExODDDz9Edna2ID5v3jy1wk8mkwkuhLOzs/Hjjz8WOJh+/vz5aoWfVCqFRCKBUqnEkiVLEBkZqbZfQby9vVWFX+4x8nr48KHal21hdHR0oK+vLzhG7sWPvr6+2vtTmOjoaIwfP17td5P/IjAiIgLjx48v8mdNSEjAnDlzVBc7+XNISUnBL7/8Uqy8cs2fP1+t8Mufm1KpxM8//4ykpCRBfNOmTVizZo2g8JNIJIL3LCcnB9999x0CAgIE+y5ZskSt8Ms/2U5GRgY+/fRTtfeuPOWeu7mvraOjg169egEAVq9erVb4FXTxfvLkSZw5c0YQu3HjBj7++GO1wi//7+zgwYNYt24dAEBPTw/vvvuu6rng4GA8ePBAsH16erpg1tmuXbvCxMTkzT9oPrdu3VIVfvnfdwDYt28f1qxZo3o8bNgwwfNHjhxR2+fYsWOq/5ekKE1MTMQHH3wgKPzy5pWWlobVq1cXun9WVhbmzp0rKPwkEonaZ3DuDQeFQlGsvIoyZMgQwe/yTe9H7j7FsXjxYrXCT1tbW+3zbOXKlWozECcnJ2PKlClqhV/+8+7evXv49NNPC82hor5vHj9+jKlTp6oVfnnPwYyMDHzyySe4efNmofmV52ehTCaDvr6+2vmS+1lfmkmANm7cqCr88h83LS0N48aNU30XFfT3t2TJEtVNoFylvcahqonFH2m0jh07qv6ft+DLO9lL3m0KcunSJcGXTKtWrbB//37cuXMHx44dE+y/fft2hIaGqh7v2bMHKSkpqsfff/89bt26haCgIBw+fFjQdeTevXtqrYN5JScno3fv3vD29kZQUBB27twJMzMz1fMvXrzA7du3i/xZitKgQQOcOHECt27dwrp169C3b18Ar75o8hYNgwYNwoULF3Dr1i1s3rxZ0IVm0aJFyMnJUT3+77//cOfOHdXjVq1aYd++fbh9+zbOnj2Lrl27qp4LCQkRtL7u379f0HJgbW2NjRs34vbt2wgMDMS3334LXV1d1fM///yz4ILh2rVrgi8zfX19LF68GNeuXcP169fxySefQCKRFLtgTk5OhqGhIZYtW4abN28iICAAY8aMEWxT0NjSgnz33XcIDAyElZWVKpY7uUtgYCCcnZ2LdZyFCxcKLkr79OmD06dP486dOzhz5gz69OkjyP///u//Cj1WWloasrOzMWvWLFy9ehW3b99Wtc7kunz5crEvbm/duiXoWj1ixAgEBATgzp078PHxEXRJlMvlgllPk5KS8Pvvv6se5/3d3bx5E1988YXqYlWhUKhaSYBX51HeItzMzAx//PEHbty4gWvXrmHatGmq59LT0wVFSEUYPXo0rl+/Dn9/fyxbtgyGhobIysrCjh07VNu0bt1a9XsLDAxU6xqY/+bJokWLBDdKpkyZAj8/P9y+fRubN2+GkZGR6rk///xTdaGXf83TvK18wKteCnlbOkrbkwAA6tWrhzVr1uDGjRu4ePEiJk2aJHh+w4YNqnO3bdu2cHR0VD137NgxQdGflZWF06dPqx6XpCjdsmWLoBiws7PD1q1bcevWLZw7dw4DBw4scv/Tp0+rumACr7rp3bhxA0FBQfD29kbbtm1VzyUnJxf7ZlJRLCws4O7urnp8/vx5tYv148ePq/7frFkzNG/evFjHzvuZ6OnpifPnz+POnTu4desWlixZIihG8t94W79+vaDniZubG44fP46goCAcPXoULVu2VD3n5+cn+M7NryK+b5YtWyYo8qdMmYLLly/j5s2bWLlyJQwNDQG8+rxZtGhRobmV52fhgAEDEBgYqCpuc+V+1hc1IVhhsrOz0aRJE+zduxd37tzBgQMHVD9bbv7a2tr49ttvcfPmTZw9e1bQSvny5UvBtUJZrnGoamLxRxot74dWXFwcQkJCkJaWJriYyh2vU5i8X4AymQwrVqxA8+bNIZVK0bhxY/z++++ClsO820+YMAGHDh3Czz//jG+++QYjRoxQ3WV1dHRUtQIAr1pA8rd+5NWkSRMsW7ZMVTC2a9dOrbtS3m40JfXxxx+jYcOGkMlkePvtt1UXkHnHpjk4OGDRokWwsLCATCZDp06d8PXXX6uef/LkCXx9fVWP9+/fr/q/rq4u/vzzT7Ro0UI19mrJkiUwNTWFi4sLxo0bpxqTCbwaL5VLKpVi9erVcHNzg1QqhZ6eHkaNGiW4uyyXywX75L8rvHDhQgwZMkR1x/X999+Hl5dXid6jH374AX379oWOjg4MDAywcOFCwZduWd7/knr48KGg5cjJyQnLli1TjX+0trbGsmXL4OTkpNrG39+/yBsEY8eOxcyZM2FoaAgtLS0MHTpUcBGanZ1d5DmaV6tWreDt7Y3Vq1fj448/xv/93/+hTp06AABzc3OMGjVKsH1iYqLq/8ePHxcUIZ988gmGDBmC2rVrQ1dXF15eXujduzeaNGmC/v374+2331ZdiO3fv19QOPzwww/o0aMHdHV1YWBggLlz56Jdu3ZwcnLCkCFDiuxqXVZ169bFwoULoaenh7p166q6mOro6ODEiRPYtGkTFixYgMWLF6t+b/r6+pgyZUqh701oaKig1aJXr16YN28eTE1NoaWlhU6dOmHmzJmwtbVFjx49MGHCBNV4ulatWgm6/uZvUcpbUJiYmJRpjM/ixYvRvXt36OrqwszMDPPnzxe01qWlpQk+K/K2/j158kTQmnvx4kXBTY6SFKV5byBJpVKsXLkSrq6u0NbWRv369bF06dIib7b06tULx44dw/LlyzFv3jzMnDlT9Xlva2urVjzm/V2VRd73IzMzE97e3qrHDx8+FLTelaQLbN7WHJlMpvpZdHR0MGjQIKxduxbbt2/HpUuXBDdgAAjGWFpYWGDNmjVo1KgRJBIJ7O3t8eOPP8LU1BSdO3fGhAkTiuwCX97fN+np6YLWUDc3N8ybNw/GxsbQ0dGBp6cnPvroI9XzN27cKLKIKc/PwoqwfPlyODk5QSKRoFmzZmrd18eOHYtRo0ZBR0cHVlZWat91z549U/2/LNc4VDVxzB9ptIYNG8Lc3Fx1UX7p0iXY2dmp7prnjveLjY0t9Bh5uw1aWFggPT1d7Uujfv36CAsLU9teJpOhSZMmqokAMjIycO/ePdy+fRsBAQGCix/gVQFTmB49eqh14WjcuLHgcVEth2/SuXNntVhsbKyg256jo6Nad5z84zoCAwPRrVs3ZGdnIygoSBVv166d2t16ExOTAlvLEhMTBft27ty5wDvbY8aMwbJly1Td3/IeK+/+Wlpa6Nevn9r+Q4cOxZYtW9TiBdHS0lIbKK+trQ1bW1vVa5W2221pXLhwQfB40qRJal23JBIJJk2ahE8++UQVu3Tpktp4qlwFjX9r3LixoPtXcX9GiUQCW1tb2NrawsPDAwqFAg8fPsSdO3dw/fp1tfzznvv5u2TlnTQjV97Wvrzy7qutrS24YMu1c+fOYv0MZdW+fftCx8eYmJigc+fOqr+7mJgYBAUFITAwEBcvXhRsW9R7k7cFNZeXl1ehNzaGDx+OH374AcCrMZm3bt1C69atkZaWJvg9F3cMWUHq1atX4Pver18/Qev+/fv3VS0+AwYMwC+//KL6bD5y5Iiq237ei/qSFKVZWVl49OiR6rGTk1OB47T69u2r1nU4V+4FcO5nbXZ2Nh48eIA7d+7g2rVrRZ7HZfHOO+/AzMxM1Wp55MgRDBo0CEDpu8ACr/7Gcy/ejx49ipMnT6JVq1bo0KED2rdvjw4dOghajnNFR0cjPj5e9djNzU3t3G7WrFmxez+U9/dNUFCQoDXcwcFB7Xs6781FALh+/XqhE8eU52dhebOxsVHLO28vIAB4++23BY/zzn4OQPBeleUah6omFn+k8Tp27IjDhw8DeFUcPH78WPVcccb75f3Ci4mJUV2sFCb/eIj09HTVIPE7d+6ojWvLK//EFnmZm5urxfT09ASPSzveRFdXt8Av/Lw/O/DqoiP/WJP8cn/+58+fCy6E6tWrV+x8cmdoy9WoUaMCt5PJZLC1tVWNXcp74ZD3DryJiYnaewVAbYKZohgZGRV4IZ/3uEX9/spb3u5XgPqNgMLiRd3oqIhz7Pjx49i/fz+uXr2q1nUtr7zvXf4xOyU5d/Lua2JiojYmpqzydjN7k/wXm/ndunULO3fuhI+PT5GtxkW9NwX9zorSv39/LF26VHWj6PDhw2jdujXOnj2LjIwM1XZl6fJZ2Oy7+eN5u+iZmJigR48eqtbHEydO4IsvvoBCoRCMeSxJUfr8+XPBe1dYXm+auVEul2P//v04fPgwAgMDBe9TfuX1GSCTyTBw4EBs3LgRwKvvrqSkJBgbGwtaaEs6LvPzzz9HdHS0asyYXC5XdUEEXt3kcnFxwfjx4wU3XfK2FAEl+5vMryK+b/L//WzevPmNi6rn/67OqyK/b8uqoPc+/3dT/s+egsZa5yrrNQ5VPSz+SOPlLf78/f0FF81vGu8HlOxiD4Cge1JCQgLGjh0ruHvp6OiI1q1bo23btrh9+zZ2795drOPmHd+Wq6DB3KVR2DILJf3ZAajNiFeaYxX0sxYm/4QguYrzxVySO7eF5VRev4OSKu57lP99KCrfgorb0v58OTk5+OijjwTd7iwtLdG2bVu0bt0a2tra+PHHH4t9rNIUcaU5f9+0f0la14tavuSvv/7C0qVLVeevgYEB2rVrp2qFmTx5crFeo6QtTUZGRvD09FR9Jh47dgwLFiwQXGSXZAxZSeQ/l/L/TocPH64qbBITE3Hp0iVkZWUJxk2XpCjN/3qFnctF3ZBLS0vDpEmTBK0ddnZ2qvM4ISFBbQbg8jJs2DBV8SeXy3HixAm0bdtW0JpZ0iLd0NAQW7duxYULF3D48GH4+voKbpTl5OTg8uXLuHz5MsaNG4cvv/yywOOU5W+rIr5vSlOIFfZdBZTvZ2F5K87Nj5LMyFmWaxyqmlj8kcbLW+ClpqYKZrh703g/4FU3k9wWJUdHR9VFU3H89NNPqsLPxMQEmzdvFoy5yTuRwJsUttZXeSjsiyJ/F5uxY8fiq6++KtYx69atC5lMpro4zd9Slevs2bMwMDCAvb296g52/ruWud1N8svOzha8h3nXSjQxMVG998+ePUNaWpraGJSS3MGsyPe/NPK/R48ePUKLFi3Utsv/3uWdZCa/8vwZ9+7dKyj8li1bJrij7OPjU+i++c+76OhotW5OISEhiIyMhL29PWxsbFRjmUxNTVUXx4mJiUhPT1e7Y3/r1i0kJyfD3t4eVlZWqp87/8VdQTcHnj9/Xmje+RX2dxUWFiYo/Ly8vDB//nzVRV1RBWb+96agv6sXL17A19cXjRs3RqNGjdRuFAwbNkz1ORYXF4fz588Lui+WZAxZQSIiIqBUKtXOp7y9LgCotVh17twZVlZWqu2OHDkiKG5LWpQaGhoKPoMK+7wt6nN43bp1qsJPV1cX69evF3xvVGQX4saNG6NDhw6qiZOOHDkiaLkv7bhMiUSCbt26oVu3blAqlXj48CFu3LiBq1ev4uTJk6rzfvv27Rg1ahQcHR3VfleFfZ4fPXoUVlZWaNy4sWA8dF4V8X2Tf9/PPvus2DdQClLVPu8rUlmucahqqhq3KYhE1KhRowK7SeSO93uT1q1bq/4fHh6uNptbYmIipk2bpppePnfBcEB4gdu+fXu1ddbyjksTU2F3NG1tbQXdc/z8/NTukvv5+WH27NlYsWIFjh49iqdPnwJ49f7mnWzkzp07ahd/qampmDNnDsaNG4dOnTqpJrowMjISvFd+fn64d++eWn47duwQTAzi5uam+n/ecW0KhUJtZkMA+Pvvvwv8uStLSVsq88p/4+Kvv/5S63KmVCqxadMmQSzve1SR8hYThoaGal2Jijr3886gCAgn7ci1bt06zJgxA56enmjbtq3q3Mq7r0KhEEyUkeunn37C1KlT0b17d7i6uqoudmvXri3YrqCumDdu3Cg07/wK+7vy9fUV/K6GDRsmuJufd4bc/Irz3pw4cQJz5szBwIED0bZtW7WLubfeekvQBfLbb79VvQelXdsvr8TExALf9/x55B97KpVKBS1Z3t7egtkpS1qUamtrC4rFoKAgtZshOTk5qjUGC5L3M7xx48Zqf3cV/Rmed+KXgIAAwWQbJR2XGRoaio0bN2LhwoUYNWoULly4AIlEgqZNm2LkyJH45ZdfMGfOHME+uWsJ2traCsaV+fn5qSYSyhUZGYk5c+Zg5MiRcHFxEUzOkldFfN/kTiSWK/9YTODV0ieffPIJ1qxZg1OnTqkt/1GR8heTYnUZLUhZrnGoamLxR4SCu3cWZ7wfAMFsbtnZ2fjwww9x7do1yOVyJCQk4P/+7/9w7tw5/PXXX1i4cKFg4dW8LQe+vr44f/48FAoFnjx5gm+//VZtYoeiuh+JQSKRCC4Ew8LCMGfOHERGRkKpVOLBgwf45ptvcOLECaxevRpz584VfKHmTlAAvLrImjZtGm7evAm5XI6nT59i3rx5guIt713sESNGqP6vUCjw4Ycf4uLFi1AoFMjIyMCuXbvw22+/qbbR0dERLPqbd00zAPjxxx9x4MABZGRkICEhAb/++qtgNlIx5G2RiY6OxosXL5CYmFisbjUtWrQQFNdBQUGYO3eu6o58TEwM5s6dK7g47dq16xsXei8vec/9Fy9e4I8//kBWVhZSU1Oxfft2/PHHH4Lt8577vXv3FrTW/fHHH9ixYwdSU1ORlZWFXbt24dChQ6rnHR0dVS2agwYNElxoff/99zh69CjS09ORlpaGlStXCpagcHV1Vf0e8k+KsH//flVLS05ODjZt2qS29llp5G9RXLlyJRITE5GdnY1z586prZGW972xt7dHmzZtVI8vXryIb7/9FnFxcVAoFPD39xf8XWhra6NTp06C4+UuJJ4rb2tSadf2y+/zzz/HkSNHkJ2djeTkZCxbtkwwk6OpqalaXsCrSZhyi4OUlBTVONHSFqV5J3rKycnB9OnTERgYCKVSiZiYGMyZM0dt3bu88v6uHjx4gD179kAulyMxMRErV67Ef//9J9i+vD/D+/Tpo+omqVAoBDckStrlMzk5GUuXLsWePXsQGBiIr776CpcuXYJcLodCocCDBw/UZknOe+M07+d5cnIy3n//fQQHB0OhUCA8PByfffaZYN+StkqW5fumbt26gklOLl++jK+++gpPnz6FUqlEQEAAFi1ahMOHD2P58uX47LPPytwtvCTyt74HBQUhPT1dbR1UMZTlGoeqJnb7JMKr4i//tObFGe8HvJr1q1OnTqq1AR8+fIgxY8ZAS0tL7cujYcOGgrW0nJ2dVXeOMzIy8P777xe4X66q2Jd+xowZOHr0qGqiiVOnTuHUqVMF/hyDBw8WFBfDhg3Dnj17VC0ZDx8+xIgRI4r13o0ePRqnTp1SrRUVExODSZMmQSaTIScnR62V6+uvvxZ0aWzTpg08PT1x8uRJAK/G7nz22WdYsGCB6q6rtra2qAV3/fr1VbOqPXnyBK6urlAoFFi5ciU8PT3fuP+SJUswYsQI1WynR48exdGjRwv8uerVq4fvv/++/H+IQjg7OwsKpd9//x0rV64s9I533u6UxsbG+Oijj/DTTz8BeHUB/u233+K7776DRCIRHEMikQiKJQcHB4wbNw7btm1THXfOnDmQSqVQKpWC80ZXVxezZ89WPTYxMYGTk5OqYH769Cl69eoFBwcHPH36FAkJCdDX11dbXL2kcmexzOXt7Q1vb+9CPxvydzVduHAhxo0bp/od79ixAzt27Chw/8mTJ6t1iQNeFQ6rVq1S274sE73k0tfXR0pKCubOnVvozzRnzpwCu/9ZWVmhc+fOajMhl7YoHTlyJHbu3Klq8QsPD8eoUaMEeenr6yM9Pb3AyVqcnZ1VxaFCocDChQvx5ZdfVtpnuJ6eHt59913s2rVLEC/NuMwOHTrAw8ND1SobGxuLCRMmQCqVQiKRqP1MTZo0QYcOHVSPp06dimPHjqluMAUEBKBfv34F/o5dXFzUZkcujrJ833z66afw8/NT3VDctWsXdu3aVaK/i4qSv7v9sGHDIJVKMXbsWHzxxReVlkdBynKNQ1UTW/6IoH6xBRRvvF+uVatWqa0Flf9DsUGDBtiyZYvgguazzz5TG9yed7+8LTfA6y42VYmJiQn++usvtTFm+X/+7t2749tvvxXEdHR0sGbNGsHivwXta2Njg3Xr1glaYrW0tLBy5Uq1JRrkcrnaBfyPP/4o6B6Va/HixWrvcW7hoKOjo7bQb2UP6M9f4OXmVtSMnHk5Ojpi48aNsLOzE8TzF36Ojo74+++/1Vq2KtK4cePUWhnzFm22traCMUH5uxJNnDhRbQFkpVIpOIZMJsNXX32lNm38/Pnz1YoYhUIhOG/09PTw22+/CRYXB4AvvvhC0OqYmZmJoKAgJCQkwNTUFD///HORP3dxtGnTRtDylitvMZJ3htv8703btm2xfPlytTGsBV0cz5w5s8AcLC0t1boAl3Vtv1xeXl6q4xRUJE2ePLnIC8iC/pZLW5Tq6elh7dq1gvHAefPS19fHihUrCv3b//DDD9X+bvL+TLnroeWqiM/wgt6P0o7LXLJkidoyHAqFosCL/D/++EPQldLIyAjr169Xmx01/75OTk74/fffSzVurizfN40bN8aaNWvUxhrm33f06NH48MMPS5xbWXTv3l3wXgKv3vfiftZXtNJe41DVxJY/IrzqKlWvXj3VlMbFHe+Xy8DAANu3b8ehQ4dw5MgRBAUFITk5Gdra2mjcuDF69uyJcePGqRV6TZo0wZ49e7B69WpcunQJSUlJ0NfXh6OjIwYOHIhhw4ahR48eqi+AY8eOVcm7ak2bNsXx48fx999/4/Tp0wgPD0dKSgoMDAzQokULDBw4EAMGDCjwAsrc3By7du3Cvn37cOTIEdy/fx8pKSnQ09ODg4MDPDw8MGbMmAIXBDY0NMSvv/6KUaNGYf/+/bh27ZpqjIeNjQ3c3d0xfvz4QosaAwMD7Ny5E5s2bcKhQ4cQFRUFPT09dOzYETNnzlS7wChoOYiKNHLkSFUX1sjISOjr66Nx48YlWoKiffv2OHjwIA4fPozjx48jJCQEz549Q506ddCsWTP07dsXgwYNKvWabaWlr6+PHTt2YM2aNTh58iRiY2Ohra0NGxsb9OjRA5MmTcIPP/ygWjj63LlzapOzzJkzBz169MCOHTvg7++P+Ph4SCQS1K9fH66urvDy8lIr3oBXf9+LFy9Gv379sHv3bgQGBiIxMVG1NEjnzp0xfvx4tYIAePV+7t69G2vXroW/vz+eP38OKysreHh4YPLkyWVaSzOvH3/8Ea1atcK///6L0NBQKBQKWFhYwNXVFZMnT8b169fxf//3fwBetQpfv35dsCC9h4cHjh8/js2bN8PX1xfR0dHIzs6GiYkJ2rRpg2HDhr2xkHv77bcFrbPvvvtuuZwn2traWLduHf777z/s3r0bwcHB0NbWRuvWrTFhwoQC1wDMq1u3bpBKpapC39jYuExFacOGDXHgwAGsX78eJ06cwOPHj2FkZISuXbti+vTpRS71YG5ujv/++w+rVq3C+fPnER8fD11dXTRq1Ah9+vSBl5cXJk2apFon8NixY/joo4/KdcKQ1q1bw9TUVLXcgkwmK/W4TAMDA2zYsAHe3t44ePAgbt++jYSEBCiVShgaGsLR0REeHh4YPnx4gcMi7O3tcejQIezatQsnTpxASEgI0tLSYGBggKZNm6Jv374YOnRomc6jsnzfdOrUCSdOnMC2bdtw/vx5REdH4+XLlzAyMkKrVq0wYsSIAtfGrGgODg74888/sXr1aty9exdSqRRWVlaCv2kxlfYah6omibIyF54iIqoioqKiEB0dDTMzM5iamsLY2FjtguzRo0fo06eP6vHcuXMxbdq0yk6VSBRTpkwRTGiyZ88etVZ6MRw9elQw8UhRSw5ogps3bwrGQL/zzjsVtrwEEVV/bPkjIo0UGBiIefPmqR4bGxtjy5YtaNq0KZRKJcLCwrB48WLBPnlnPSOqaeRyuWrpg02bNgkKv6ZNm4pW+OXk5Ki6xN2+fVvt77I8xiFWJwqFAhKJBBKJBOHh4aoW4FwFdRkmIsrF4o+INNJbb70FXV1d1Wx9SUlJGDBgALS1tZGTk6M28YiDgwPeeustMVIlqhRffvklTp8+jbS0NLVxoWK2eAcEBGDq1KnQ0dERLOgOvFqaJP+43Zru8ePH6N27N/T19dUm+3FwcECPHj1EyoyIqgNO+EJEGsnc3Bw//PADZDLhPbDs7Gy1ws/c3BzLli3TqIV9SfNYWlri+fPnaoXfkCFD1JZGqUxWVlbIzMxUK/ysrKzw3XffiZSVeCwsLJCTk6NW+NWtWxc///xzpU9MRUTVC1v+iEhjDRgwAC1btsSuXbtw7do1REVFqRYmrlOnDho3boyuXbti1KhRqFu3rsjZElWsZs2awdraGvHx8ahTpw7s7OzQv39/jB49WtS8LCwsVMtp5OTkwMrKCh07dsT06dPVJmXSBNra2nB2dsbDhw+RkZEBS0tLtGnTBtOmTYO9vb3Y6RFRFccJX4iIiIiIiDQA+wYQERERERFpABZ/REREREREGoDFHxERERERkQZg8SeSoUOHci0eIiIiIiKqNJztUyT5p2gmIiIiIiKqSGz5IyIiIiIi0gAs/oiIiIiIiDQAiz8iIiIiIiINwOKPiIiIiIhIA7D4IyIiIiIi0gAs/oiIiIiIiDQAl3ogIiKiauNJTBKu+YYgNioJWZly6OjKUN/WGM5ujrCwNhI7PSKiKo3FHxEREVV50eEJOLk3EJGh8erPhSXg6oVg2NnXg+eQdrBpaCZChkREVR+7fRIREVGV9vBODDYt8y6w8MsrMjQem5d54+GdmErKjIioemHxR0RERFVWdHgCdq33QY5cUazt5XIFdq/3QXR4QgVnRkRU/bD4IyIioirr5N7AYhd+ueRyBU7uDaygjIiIqi8Wf0RERFQlPYlJemNXz8JEhsbjaUxy+SZERFTNsfgjIiKiKumab0iZ9g/wDS6nTIiIagYWf0RERFQlxUYllWn/J9Fl25+IqKZh8UdERERVUlamvEz7Z2aUbX8iopqGxR8RERFVSTq6ZVuOWLcWlzMmIsqLxR8RERFVSfVtjcu0v6VN2fYnIqppWPwRERFRldTBzaFM+zu7OZZTJkRENQOLPyIiIqqSLK2NYWdfr1T72tnXg4W1UfkmRERUzbH4IyIioirLc0g7aMlKdrkikQCeg9tVUEZERNUXiz8iIiKqsmwamqFFW9sS7aNUAhGlXByeiKgmY/FHREREVVZmRjaC78aWeD/v/TcQ9vBpBWRERFR9sfgjIiKiKivAJxgZaVmCmFN7O9g2NoO5lRFsG5vBpasj+o50BiSvt1Eqlfh3oy+eJ6VVcsZERFUXF8AhIiKiKik7Owd+p+8LYk1bWWP4ZLcCt09LzcS5I7cFj//d6IMJH3tAJtOq0FyJiKoDtvwRERFRlRR4KRQvUzIEMfdeToVu37V3Szg6WQli0WHPcHJvYIXkR0RU3bD4IyIioionJ0eBi6fuCWKNmlrAppFZoftIpRIMmdAZxmYGgrj/+Ye46R9WIXkSEVUnLP6IiIioyrl9NRzPE18KYl17t3zjfnr6OhgxxR0ybWE3z0M7/PEkJqlccyQiqm5Y/BEREVGVolAo4HPyriBm08gMDR3Ni7V/fVtj9BvtIojJs3Ow608fpOebPIaISJOw+CMiIqIq5d6NaDx7+kIQc+/lBIlEUsge6tq6Noazm4MglpSQin1bL0GhUJZLnkRE1Q2LPyIiIqoylEolfE4ECWIW1kZo0tKqkD0K13tYB1g3MBXEHt6OgW++VkUiIk3B4o+IiIiqjOCgx3gSLRybV9JWv1wybS2MmOoGfQNdQfzM4ZsIuVfyheOJiKo7Fn9ERERUJRTU6mdqXgct2tmW+ph1jWtj2MQuwuJRCezZ5IfkZy8L35GIqAZi8UdERERVQkRIHKIeJQhibp4tIJWW7XKlcTNL9BjQRhBLf5mJ3Rt8kJ2dU6ZjExFVJyz+iIiIqEq4cFzY6lfXWB+tOzYql2N36dkczdrYCGKPIxNx7N+Acjk+EVF1wOKPiIiIRBcT8QyP7j8RxDp7NIeWVvlcqkgkEgzyegsm5nUE8esXQ3HdL7RcXoOIqKpj8UdERESiyz/Wr3adWmjf2b5cX6OWng5GTnWHto5wAfgju67icWRiub4WEVFVJBM7gYoUHR2NHj16FLnN4sWLsWrVKsTExBS6zeDBg/HTTz+Vd3pEREQE4OnjZNy/GS2IdereDNo65X+ZYmFlhAFjXbFnk58qliNXYPcGH7z/WW+1mUGJiGqSGl38mZiYYOnSpWpxhUKBRYsWQalUwsXFBQsXLsTLl+ozfm3btg23b99G9+7dKyNdIiIijZR/3b1aetpwdnessNdr5dwQ0eHPcOXsA1Us+dlL7Nnsh7EfdCvzBDNERFVVjS7+9PX1MXDgQLX46tWr8eLFCyxfvhy2trawtVWfQvrq1asICgrCmDFj4OnpWRnpEhERaZzE+BTcCYgQxFzfbopaetoV+rqeg9vhcUQioh7Fq2Kh92Jx/ugdvNOvdYW+NhGRWDTu1lZkZCTWrFmDbt26oU+fPgVuI5fL8eWXX8LU1BSffPJJJWdIRESkOXxP3YVSqVQ91taRwfXtphX+ulpaUoyY4obadWoJ4ueP3cGD24UPBSEiqs40rvhbtmwZlEol5s+fX+g2//77L8LCwvDRRx/BwMCgErMjIiLSHC+S03Djcpgg5uzuUGnj7urU1cPwyW6QSCWC+L4tfkhMSK2UHIiIKpNGFX+PHj3CsWPHMGDAANjbFzyDWE5ODtatWwdbW1sMHTq0kjMkIiLSHH7e96DIUagea8mk6NyjeaXm0NDRHJ6D2wliGenZ2PXnBWRlySs1FyKiiibqmD+lUonbt2/D398fT548QWJiIuRyOYyMjNCgQQO0a9cObdq0gZaW1psPVgw7duyAUqnEhAkTCt3mzJkziI2NxRdffFEpA76zsrIq/DWIiIiqmpepmbh2MUQQa92xIXT1tCr9u7F9l0aIDI3DvRuvZxx9GpOMQ39fQb8xzpBIJEXsTUQkHh0dnRJtL0rxFxUVhc2bN+PQoUNISUkR9PXPSyKRwNjYGAMHDsTEiRNhbm5e6tfMysrC/v374erqiqZNCx9LsGvXLtSuXbvSWv0UCsWbNyIiIqphrp5/iOysHNVjiVQC17cdRfte7DOiPeJin+PZ0xRV7HZABKwaGKNd58ai5EREVN4qtfh78eIFfvvtN/z333+Qy+WwsrLC22+/jSZNmsDa2hp16tRBTk4OkpKSEBcXh5s3b+L69evYtGkTduzYgeHDh2P27NkwNDQs8Wv7+/sjJSUFffv2LXSbly9f4vLly/D09IS+vn5ZftRi43TSRESkaTLSs3HN95Eg1rK9HUzq1REpo1cLwA+d2Ambl51BVubr7p6n9t+Epa0xrBuYipYbEVF5qbTi7+zZs/i///s/ZGVlYezYsRg6dCiaNGlSrH0DAgKwe/du/Pfffzh58iR++OEHdO3atUSvf/78eUilUvTs2bPQbS5duoTs7Gz06tWrRMcui5I21RIREVV3V84GIzMj+3VAAnTt01L070QrWzMM8noLuzf4qmKKHCX2bb6C9xf0hkG+mUGJiKqbSmt2mj17NgYOHIjTp0/j888/L3bhBwDOzs5YunQpzpw5Aw8PD3z44Yclfv1r166hSZMmMDUt/M7dtWvXAABvvfVWiY9PREREb5aVJcelM/cFseZtbFHPsq5IGQm1aGeHzh7CSWdeJKdhz18XkZPDoRpEVL1VWvF35MgRzJ8/H3Xrlv7D3cTEBF999RUOHTpUov3kcjmCg4Ph5ORU5HZ3796Fra1tmXIkIiKiwl2/GIK01ExBzL1X0d/Pla3HgDZo6CicZyDs4VOcPXxLpIyIiMpHpRV/dnZ25Xashg0blmj72NhYZGVlwcrKqsjtIiIi3rgNERERlY5cnoOL3vcEMYcW9WFlZyJSRgXT0pJi2KQuqGOkJ4j7nryLezeiRMqKiKjsNGK2kaSkJABAnTpFDyRPSkp64zZERERUOjevhCElOV0Qq2qtfrkMDPUwYrIbpFrCS6V92y4h4ekLkbIiIiobUdf5y+/69evYtm0bIiIiIJVK4ejoiEmTJsHR0bFMx23dujUePHjwxu1u3rxZptchIiKiguXkKOB78q4gZmdfDw0cSr+MU0WzbVwPvYe1x9FdAapYVoYcu9b7YMqnntCtpS1idkREJVdlWv527tyJMWPG4NKlS9DW1kZWVhYOHTqEwYMH4/z582KnR0RERGVwNzASSQmpgljX3lWz1S8vF3dHtHZpKIjFxz7HoR3+ha5TTERUVVWJ4k+pVGL58uXo27cvfHx8sGvXLhw8eBDHjx9H3bp18csvv4idIhEREZWSQqGEz4kgQay+nQnsm9cXKaPik0gk6DemIyysjQTxO9cicOXcQ3GSIiIqpUor/opqvUtJSUFycjJ69eoFbe3XXShsbGzQpk0bhIeHV0KGREREVBEe3olB3OPngph7LydIJBKRMioZHR0ZRkxxh66esJvnyb3XERESJ1JWREQlV2nF37Rp0zB27FgEBASoPWdoaAgTExP8+++/SE5OVsVv3rwJf39/ODg4VFaaREREVI6USiV8jgtb/epZ1kWz1jYiZVQ6puZ1MOS9ToKYQqHEvxt9kfI8vZC9iIiqlkor/jZt2oSsrCx4eXlhypQpuHtXOOh7wYIFuHTpErp06QI3Nze4urpi1KhRyMrKwoIFCyorTSIiIipHjx48RUzEM0HMrVcLSKXVo9Uvr6atbNTGKaa+yMC/G325ADwRVQsSZSWPVj516hR+//13hIaGwtPTEx999BEaN24MAAgLC8Pu3bsRFhYGpVIJBwcHDB8+vMTr+lUHHh4eAABvb2+RMyEiIqo4m38/jfCHT1WPjUxrY9bX/aGlVSWmHSgxhUKBv/84h9B7TwTxt7o3Re+hHUTKioioeCq9+ANedQHZv38/Vq1ahSdPnmDAgAGYPXs26tev+gO/ywuLPyIiqumiHsVj46+nBLF+o1zg7F62JZzElpaaiXU/HcPzpDRBfNikLmjZoYFIWRERvZkot90kEgkGDx6M48ePY8GCBfDx8UGvXr3www8/IDExUYyUiIiIqJxdyDfDp0FdPbR5q7FI2ZQffQNdjJjqDi2Z8DLqwPYriIt9XsheRETiE7XPhba2Nry8vHDq1CnMmDEDBw4cQI8ePbBs2TKkpKSImRoRERGVQWxUEoLvPBbEOvdoBm1tLZEyKl/WDUzRd4SzIJad9WoB+Iz0bJGyIiIqWqUWf9euXcPs2bMxcOBAjB49GkuWLMHz58+hp6eHGTNmwNvbG2PGjMGWLVvg4eGBP//8ExkZGZWZIhEREZUD35PCVj+92rro0KVmzd7doYsD2nW2F8SePX2BA9svcwF4IqqSKq348/b2xrhx4+Dr6wsdHR28ePECmzZtwrBhw/Dy5UsAQN26dTFv3jycPHkSvXv3xooVK+Dh4YHt27dXVppERERURglPXyAoMFIQe+udJtCtpV3IHtVX3xHOqG9nIojduxEFP+97ImVERFS4Siv+Vq9ejXr16uHUqVP4999/ceTIEfzyyy+IiorCv//+K9jW3Nwc3377LY4ePQpXV1csWrSostIkIiKiMvI9eRfI0/ClU0uGjt2aipdQBdLW1sKIKW7Qq60jiHsfuIlHD54UshcRkTgqrfgLCwtDmzZtYGpqqor16NEDABAeHl7gPnZ2dvj111+xb9++ykiRiIiIyij52Uvc8g8TxDp2bQI9fZ1C9qj+jE0NMOS9zkCepQuVSiX+++ui2oygRERiqrTir379+vD390doaKgqtnPnTkgkEjg4FD0GoGnTmnm3kIiIqKbxO30PCsXrZj+Zthbeeqfmf487OlnhnXdbCWJpqZn4d6MP5PIckbIiIhKqtOLvk08+wcuXL9G/f3906dIFzs7OWLJkiWohdyIiIqreUl+k47pfqCDWvrM9DAz1RMqocrn3agnHllaCWHTYM5zYc12kjIiIhGSV9UIeHh44fPgwduzYgYiICNSpUwetWrXC6NGjoaNTc7uCEBERaYpLZ+5Dnv26lUsqlaBLz+YiZlS5pFIJhrzXGX8uOY6khFRV/OqFYNg0NEMb10YiZkdEVInFHwA0bNgQCxcurMyXJCIiokqQnpaFqxeCBbE2ro1Q17i2SBmJQ09fByOnumPDLycFhfChf/xhYW0ESxtjEbMjIk1Xad0+09PTq+SxiIiIqOyunHuArEy56rFEIoGbZwsRMxKPpY0x+o12EcTk2TnYtd4H6WlZImVFRFSJxV/v3r1x8ODBMh1DqVRi165d6NmzZzllRURERGWVmZGNK+ceCGIt2tvC1NxQpIzE19a1MZzdHQWxpIRU7NviJ5gQh4ioMlVa8Tdq1CgsXLgQAwYMwN69e0vUepeUlIRNmzahd+/e+PHHHzF+/PgKzJSIiIhK4ppvCNJfClu03Hs5iZRN1dF7aHtYNzQVxB7eeQzfk0EiZUREmk6iVCor7fbT/fv38c033+DGjRvQ09NDp06d4OzsjCZNmsDKygoGBgZQKBRISkpCXFwcbt26hYCAAFy/fh3Z2dlo164dvvnmmxqx9IOHhwcAwNvbW+RMiIiISi87Owe/f3UAqS8yVLEmrawxZno3EbOqOp4npWHdT8eQlpr5OigBxn34Dhya1xcvMSLSSJVa/OU6c+YMNmzYgOvXX019LJFICtwuN7WOHTtixowZ6NSpU6XlWNFY/BERUU1w1ScYR3ZeFcQmf+oJ20ZmImVU9Tx68ATbVp5F3ksuvdo6eH9+bxibGoiYGRFpmkqd7TNX9+7d0b17d0RHR+PSpUu4evUqYmNjkZSUhOzsbBgZGcHOzg5t27ZFt27dYGNjI0aaREREVIScHAUunroriDVqYsHCL5/GTS3RY2AbeO+/oYqlv8zC7g2+mDS3J7S1tcRLjog0iijFXy4bGxsMHz6ci7wTERFVQ7cDwpH87KUg5t6bY/0K0sWjOaLDEnD/ZrQqFhuZiGO7AzBgrKuImRGRJqm0CV+IiIio5lAolPA9IWz1s25oikZNLETKqGqTSCQY5PUWTM3rCOLX/UJx3S9UpKyISNOw+CMiIqISu38zCglPXwhiXXs7FTqOn4Baeq8WgNfWEXbzPLLrKh5HJoqUFRFpEhZ/REREVCJKpRIXTgiXK7CwNkKTltYiZVR9mFsZqXXzzJErsGu9j3BGUCKiCsDij4iIiEok5G4snkQlCWJuni3Y6ldMrZwb4q13hMtWPU98iT2b/aBQKETKiog0AYs/IiIiKhGffK1+JvUM4NTeTqRsqqeeg9vBzr6eIBZ6Lxbnjt4RKSMi0gQs/oiIiKjYwoPjEBkaL4i5eTpBKuUlRUloaUkxfLIbDAxrCeIXjt3Bg9sxImVFRDWdaJ/UW7duRWIiBzcTERFVJ/lb/QyN9dG6Y0Nxkqnm6tTVw/DJbpBIhd1l923xQ2J8ikhZEVFNJlrxt2jRInTt2hUzZszAyZMnkZ2dXe6vER0djaZNmxb5b+/evart9+zZg4EDB6J169bo0aMHfvvtN2RkZJR7XkRERNVRTMQzhN6LFcS6eDSHTMZFykurgYM5PAe3E8Qy0rOxa70PsrLkImVFRDWVaIu8f/LJJzh48CDOnj2Lc+fOwdDQEH369MGgQYPQtm3bcnkNExMTLF26VC2uUCiwaNEiKJVKuLi4AAD++OMP/P7773jnnXcwevRo3Lp1C+vWrUN0dDR+++23csmHiIioOvM9KVzXT99AF+0624uUTc3x1jtNER2egKBrkarY05hkHP7HH4PHd+JEOkRUbiRKpVIpZgL379/HgQMHcPjwYcTHx0MikcDOzg6DBg3CwIEDYWVlVe6vuXr1aqxYsQLLly9Hnz59EB4ejn79+sHDwwPLli1Tfcj++OOP2Lp1K44ePQp7+/L9cvPw8AAAeHt7l+txiYiIKkJc7HP88cMRQazHwDZw93QSKaOaJTMjGxt+Pon4J88F8XdHusClq6NIWRFRTSP66OxmzZph/vz5uHDhAjZu3IiBAwciOTkZv//+Ozw8PODl5YV9+/YhLS2tXF4vMjISa9asQbdu3dCnTx8AwIEDB5CdnY158+YJ7q6NGTMGM2bMgMj1MRERkeh8843109XThot7E5GyqXl0a2lj5Pvu0Kkl7JR17L9riApLECkrIqppRG/5K0hKSgqWL1+Of/75BwqFAhKJBHp6ehgwYACmT58OS0vLUh97zpw5OHnyJA4ePKhqzfPy8kJ8fDyOHz8OAMjIyIBMJoNMVnG9YtnyR0RE1UViQipWfnsISsXrS4auvZ3QvX8bEbOqme7eiMLu9T6CWB0jPUxb0AcGdWoVshcRUfGI3vKXKzMzE0eOHMH06dPh5uaGHTt2QCKRwN3dHbNmzYKtrS127tyJ/v3749q1a6V6jUePHuHYsWMYMGCAoBtnWFgYrK2tcfHiRQwcOBBt2rRBu3bt8NlnnyElhbNtERGRZrt46q6g8NPW0YJrvkXKqXy0aGuLLj2bC2Ipyen476+LyMnhAvBEVDaiTfgCAEqlEhcvXsShQ4fg7e2NtLQ0KJVKNG7cGIMHD8bAgQNhbm4OAPjggw+wbds2/Pjjj/j++++xf//+Er/ejh07oFQqMWHCBEE8JSUF4eHh+OCDDzBu3DjMnDkTAQEB2Lp1K6Kjo7Ft2zZoaVXMTGZZWVkVclwiIqLykJKcjhuXHgli7To3hraOlN9hFcS9V3NEhyUgIuT1eorhD5/Ce38g3unfSsTMiKiq0dHRKdH2ohV/ixYtwtGjR/Hs2TMolUoYGhpixIgRGDJkCNq0KbgbiZeXF3755ReEhYWV+PWysrKwf/9+uLq6omnTpmrPRUdH46uvvsLYsWMBAD179kSdOnWwcuVKnD59Gp6eniX/IYtBoeBdPCIiqroun3sgaHHS0pLCpasDv78qkgQYMM4Fm5edQcrz10tOXTrzAJa2Rmja2lrE5IioOhOt+Nu6dSukUim6dOmCIUOGwMPD442Va2ZmJuzt7QstDovi7++PlJQU9O3bV+05PT09pKenY9iwYYL44MGDsXLlSly5cqXCij+ptMr0vCUiIhJIS83EjUvCG66tOzZEXePaImWkOerU1ceQCZ2wbdU5KHJed7k9svMazK2MYGpeR8TsiKi6Eq34mzt3LgYOHAgLC4ti76OrqytYlL0kzp8/D6lUip49e6o9Z2lpibi4OOjq6gripqamAICXL1+W6jWLo6RNtURERJXF9+I9ZGflqB5LpBK4927J765K0qhJffQe1gFHdwWoYlmZcuzddBlT5nlCt5a2iNkRUXUkWrPT+++/DwsLC9y/fx/Hjh0TPHf79m388ssvuHv3biF7l9y1a9fQpEkTVUGXl5OTE1JSUvD06VNBPCoqCgBQv379csuDiIioOshIz8aV8w8FsVYdGsDEzECkjDSTi7sjWndsKIjFP3mOgzuucCkqIioxUfscLlmyBIMHD8batWsF8bt372LDhg0YPnw41qxZU+bXkcvlCA4OhpNTwQvR9u/fHwCwfv16QXzTpk0AUGBrIRERUU121echMtOzBTG3XlzQvbJJJBL0G90RFtZGgnjQtUhcOfdAnKSIqNoSrdvngQMHsGnTJlhYWGD06NGC53r27AltbW2sWrUKK1asgI2NjapAK43Y2FhkZWXBysqqwOe7du2Kfv36Ydu2bXj27BlcXV1x6dIlHD9+HKNHj0aLFi1K/dpERETVTVaWHJdO3xfEmrWxgXn9uiJlpNl0dGQYOdUd65YcFxTkJ/cGor6tCRo4mIuYHRFVJ6K1/G3fvh0GBgbYvXs3Ro0aJXjOxMQEQ4YMwT///AM9PT1s27atTK+VlJQEAKhTp/DB0UuWLMGnn36Ku3fv4ocffsC9e/cwf/58fP3112V6bSIiouom0C8UaamZgljX3i1FyoYAwKReHQx5r7MgplAo8e9GX6Q8TxcpKyKqbkRr+QsLC0PHjh2LnPDFwsICzs7O8Pf3L9NrtW7dGg8eFN01QiaTYerUqZg6dWqZXouIiKg6k8tzcPHUPUHMvnl9WNmZiJQR5Wrayhpd+7TEhWN3VLHUFxn4d6Mv3vuoB7S0OIM4ERVNtE8JmUyGjIyMN28IVNgC60RERCR0yz8cL5LTBDF3jvWrMt7u2xL2zS0FscjQeJzaFyhSRkRUnYhW/Dk5OeHq1asIDQ0tdJuoqChcuXKFY+6IiIgqgUKhgO8p4Uzbdvb10NCRY8qqCqlUiqETuqCuiXCtxctnH+DOtQiRsiKi6kK04s/LywvZ2dmYMGEC9u3bh8TERNVzSUlJOHToEN577z1kZWXBy8tLrDSJiIg0RtD1SCTGpQhibPWrevQNdDFiihu0ZMLLuAPbryDucbI4SRFRtSDamL+3334bM2fOxOrVq7Fw4cJXychepSOXywEASqUS06ZNg6enp1hpEhERaQSlUgmfE8JWv/q2xnBowbVuqyLrBqZ4d6QLDv59RRXLzpJj13ofTP2sN2rpcQF4IlIn6sjgmTNnYufOnRg0aBBsbW0hk8kgkUhQv3599O3bF9u2bcOcOXPETJGIiEgjPLwTo9Zq5N7LCRKJRJyE6I3ad7ZH+872gtizuBTs33aJC8ATUYFEa/nL1aZNG7Rp00bsNIiIiDSWUqnEheNBgpiZhSGatbEVKSMqrj4jnBEbnYTYyNfDZ+7fjMZF73tw68k5E4hIqFrMCZycnCx2CkRERDVW2MOniAl/Joi59WoBqZStflWdtrYWRkxxg15tHUH89IGbePTgiUhZEVFVJWrLX2xsLA4ePIjHjx8jOztb0EVBqVQiMzMTCQkJuHHjBm7fvi1ipkRERDWXT75WPyPT2mjl3FCcZKjEjE0NMHRCZ2z/4xzwv0sppVKJ//66iGkL+qCusb6o+RFR1SFa8RcaGoqRI0fi5cuXqqJPIpEI/g+8+vAyMzMTK00iIqIaLSosAWEPnwpiXTxacMHwasahhRXeebc1zh6+pYqlpWZi9wYfTPzYAzJtrplMRCJ2+/zjjz+QmpqKjh074ocffkD//v0hkUiwePFifP/99+jZsyeUSiUcHR1x/vx5sdIkIiKq0XxOCFv9DOrqoW2nxiJlQ2Xh3ssJTVpaCWIx4c9wYu91kTIioqpGtOLv6tWrMDU1xbp16zBs2DAMHToUCoUCJiYmGD58OFasWIF58+YhJCQEO3bsECtNIiKiGutJTBIe3o4RxDp3bwZtthJVS1KpBIPf6wxjMwNB/OqFYNy48kikrIioKhGt+EtMTISTkxNq1aoFAGjevDkACMb2TZo0CRYWFjhw4IAoORIREdVkvvnW9dOrrYMObg4iZUPlQU9fByOnuqt18zz8z1XERiWJlBURVRWiFX96enrQ1dVVPa5bty4MDQ0RGhqqikkkErRs2RJhYWFipEhERFRjPYt7gaDrkYKY69tNoVuLi4NXd5Y2xug32kUQk2fnYPcGH6SnZYmUFRFVBaIVfw0aNMDdu8I7jo0bN8adO3cEsYyMDCgUispMjYiIqMbzPXlXMMu2jq4Mrm83FTEjKk9tXRvDpaujIJaUkIp9W/ygUHABeCJNJVrx5+HhgZiYGCxcuBBxcXEAABcXF0RHR+Po0aMAgPv37+PKlSuwsbERK00iIqIaJznxJW5eEfaqcenqCD19nUL2oOqo19D2sGlkKog9vPNYbZIfItIcohV/48ePh6OjI/bu3Ysvv/wSAODl5QVdXV188skn8PDwwLBhwyCXyzF06FCx0iQiIqpx/LzvCVp/ZNpa6NS9mYgZUUWQybQwfLI79A10BfGzR24h5O5jkbIiIjGJVvzp6+tj165dmDNnDrp06QIAMDc3x5o1a2BtbY3o6GjIZDJMmjQJ48ePFytNIiKiGiU1JQPX/UIFsfad7WFgqCdSRlSR6hrrY/hkN9X6yQAAJbBnsx+SnqWKlxgRiUKizNvhvxLdu3cPDg4O0NYueGB5YmIijIyMIJXWzEVmPTw8AADe3t4iZ0JERJrE+8AN+J58PeZeKpVg9rcDYGRSW8SsqKL5nroL7/03BLH6tsaY9Iknl/Yg0iCiVVYffvgh+vfvX+jzJiYmNbbwIyIiEkN6Whb8LzwUxFp3bMTCTwN08WiOZm2EcyjERiXh6O4AkTIiIjGIVl3Fx8fD0dHxzRsSERFRufA//xBZGfLXAQng5tlCvISo0kgkEgzy6gRT8zqCeKBfKK5dDBEpKyKqbKIVf82bN8e9e/eQlcX1ZoiIiCpaZkY2Lp99IIg5tbODmYWhSBlRZaulp42RU92hrSMTxI/uDkBMxDORsiKiyiTamL9Hjx5hxowZ0NbWxtChQ9GkSRMYGhoW2tXTycmpkjOsWBzzR0RElcnv9D2c3BsoiE3/vA8sbYxFyojEcudaBP7766IgVtdYH+8v6I3aBrVEyoqIKoPszZtUjL59+0IikUCpVGLp0qVFbiuRSNQWhCciIqLikWfnwO/0fUHMsaUVCz8N1bJDA0SHJ+Dymdctwc+T0rB3sx/GfvA251wgqsFEK/5cXFzEemkiIiKNcuPyI6Q+TxfEuvaqWT1qqGR6DmqHxxGJiAyNV8VC7z3BuSO30b1/GxEzI6KKJFrxt23bNrFemoiISGPk5Cjge0rYe6ZhEwvYNq4nUkZUFWhpSTF8shvW/XQMqS8yVPELx4Ng3dAMTVtZi5gdEVUUtusTERHVYHeuRSD52UtBzJ2tfgSgTl09DJ/sBqlUIojv3eKHZ3EpImVFRBVJtJa//fv3l2j7QYMGVUgeRERENZVCoYTvCWGrn3UDUzRuaiFSRlTVNHAwh+eQdjj+33VVLDM9G7s3+GDyp57Q0RHtUpGIKoBof9ELFiyARCJ543ZKpfLV2jQs/oiIiErkwa1oxD95Loi593Yq1vcvaQ7Xt5siOuwZ7lyLUMWexiTj8A5/DH6vE88XohpEtOJvzJgxBX6Y5OTkICUlBbdu3UJUVBTeffdduLm5iZAhERFR9aVUKnHhRJAgZm5VF01aciwXCUkkEvQf0xFPY5IFNwtuXQ2HTWMzdOzaRMTsiKg8iVb8ffXVV2/cZtWqVVi7di3GjRtXCRkRERHVHKH3YhEbmSiIufdyUhvfRQQAurW0MfJ9d/y59DiyMuSq+PH/rqO+rQlsG5mJmB0RlRfRFnkvrl69esHKygqbNm0SO5VyVVUWeX8Sk4RrviGIjUpCVqYcOroy1Lc1hrObIyysjUTNjao2njtEVdumZd6ICIlTPTY2M8DMr/pBS4tzvVHh7t2Iwq71PoJYHSM9TFvQBwZ1uAA8UXVX5UfxNm3aFBcvXizVvtHR0ejRo0eR2yxevBhDhgzBb7/9hnXr1hW4zdWrV2FoaFiqHKqq6PAEnNwbKFjfR/VcWAKuXgiGnX09eA5pB5uGvNtHr/HcIar6IkLiBIUfALh5tmDhR2/UvK0tuvRsgYt5lgdJSU7Hf39dhNfMd3gOEVVzVbr4UygUePDgAbS0tEq1v4mJCZYuXVrgcRctWgSlUqlabP7hw4ewtbXFrFmz1LbX09Mr1etXVQ/vxGDXeh/kyBVFbhcZGo/Ny7wxYqo7x4gQAJ47RNWFT76xfoZG+mjj2kikbKi66d6/NR5HPEPYw6eqWPjDpzhz6CZ6DmonYmZEVFaiFX9BQUGFPpeTk4PExET8/fffiIyMfGPrXWH09fUxcOBAtfjq1avx4sULLF++HLa2tgBeFX9t2rQpcPuaJDo8oVgX77nkcgV2r/fBhDkebMXRcDx3iKqHx5GJCLkbK4h19mgGmax0N1JJ82hpSTF0Uhf8+dNxvEhOU8UvnroH6wamaNHOTsTsiKgsRCv+hg4d+sapg5VKJQwMDPDxxx+X2+tGRkZizZo16NatG/r06QMASE1NxePHjzFkyJBye52q6uTewGJfvOeSyxU4uTcQk+b2rKCsqDrguUNUPeRv9dM30EX7Lg4iZUPVlUGdWhgxxQ1/LfOGIuf1Z//+7ZdRr35d1LOsK2J2RFRaohV/ud0tCyKVSqGvr48mTZpgxIgRsLYuv25jy5Ytg1KpxPz581WxkJAQKJVK2NvbAwDS09Ohq6sLqbRm9Wt/EpNU4Dit4ogMjcflsw9gZFK7nLOi6iD5WWqZzp2nMcmcBIaoEsQ/eY57N6MEsU7dm3GhbioVm0Zm6DOsA47suqqKZWXIsWu9D6bO6wXdWtoiZkdEpSHat8G2bdsq/TUfPXqEY8eOYfDgwapCD3jV5RMAfHx8sGTJEsTGxqq6jM6fP7/GjPm75htSpv2P/3etnDIhTRPgG4x3RxZ+w4eIyofvybtAnjm8dfW04dLVUbyEqNpzdndAdHgCbl4JU8USnrzAwR1XMGxiFy4AT1TNiH4rMDk5GSEhIXB2dlbFQkND4e/vjx49esDc3LzcXmvHjh1QKpWYMGGCIJ5b/N2+fRszZ86EgYEBzp8/j3/++QehoaHYsmVLhbUCZmVlVchxC/I48lmlvRZRXrGRiZV6rhNpouRnL3Hrargg1sHNHlKtyv2uoZrHc0gbxEYlIu7x6wXgg65For6tMTp2480FIjHp6OiUaHtRi7+///4bixcvRpMmTbB3715V/MaNG/j222/x888/4+uvvy6XSViysrKwf/9+uLq6omnTpoLn3N3dUadOHUydOhX6+voAgN69e8PY2BgbN27EqVOn0KtXrzLnUBCFomRjqMoiK1P+5o2IKkBmZnalnutEmujSmftQKl43+2nraMHZzZ5/e1RmWjIpBr/nis3LzyIzPVsVP33wFiys68K2MSf1IqouRCv+zp07h++//x61a9dG165dBc+5uLjgww8/xNatW7FgwQKYmJjA3d29TK/n7++PlJQU9O3bV+25bt26oVu3bmrxMWPGYOPGjbh8+XKFFX+VOa5QR7dsv24tmRSGRjWjCyyVzIvk9BJP9pKXrq52jRtDS1SVpD5Pxy3/CEGs7VuNYGDIz2wqH6bmhhg4tiN2b3i99rJSocT+rf6Y/EkPGNTluUZUHYhW/G3cuBE6Ojr4559/0KRJE8FzdnZ2mDVrFvr06YPBgwdj/fr1ZS7+zp8/D6lUip49iz/roKmpKQAgLS3tDVuWXkmbasvCys4UMeGJpd6/fWd7jtvSUEd2XcXVC8Gl3r++nUmlnutEmuaqzx3BDRqplhTuvVry747KVYt2DdC1z3NcOHZHFXuZkoF9W/0x4eMeXACeqBoQ7a80ODgYnTp1Uiv88nJwcICLiwtu375d5te7du0amjRpoiro8powYQImTZqkFn/06BEAqNYCrO46uJVtqm9nN/br11Q8d4iqrrTUTAT4CCf0avtWIxga6YuUEdVkb/dtCfvm9QWxqEfxOLkvUKSMiKgkRCv+cnJyirVdrVq1yvxacrkcwcHBcHJyKvB5IyMj+Pn5ITDw9QeXQqHAqlWroKWlVWBX0erI0toYdvb1SrWvnX09TtWvwcpy7tg2NuO5Q1SBrpx7gOys12O6JRIJ3Hq2EDEjqsmkUimGTuiMuvmWfrpy9gFuB4SLkxQRFZtoxZ+joyP8/f0RFxdX6DaJiYnw9/eHg0PZWh1iY2ORlZUFKyurAp//9NNPVRO+/P7779i2bRvGjx+PM2fOYNasWWjcuHGZXr8q8RzSDjJZyX7tMpkUnkPaVVBGVF2U5twBgNp1yn4Dh4gKlpGejSvnHghiLZ0bwKReHZEyIk2gb6CLkVPdoZXvO+Hg31cQ9zhZnKSIqFhEK/5GjhyJ9PR0TJo0Cf7+/mrPX79+HZMnT8bLly8xYsSIMr1WUlISAKBOnYK/DG1sbLBjxw64urpi27Zt+Pnnn5GWloYlS5ZgxowZZXrtqsamoRlGFPCBXRiZTIoRU91h05AzeWm6kp47ue7fjEZAGdeYJKKCBfgGIyPP7IsA4ObJVj+qeFZ2JmrzAGRn5WDXeh9kpHNpEaKqSqJUKpVv3qxifP7559i3bx8kEgn09PRUa/rFx8cjLS0NSqUS/fr1wy+//CJWihXGw8MDAODt7S3K60eHJ+Dk3kBEhsYXuo2dfT14DmnHwo8EinPu5CfVkmLCxz1g17h0XUeJSF12lhzLvzqIlykZqlizNjYY9X7XIvYiKl8Hd1zB9YuhglizNjYYOdWdC8ATVUGiFn8AcPToUezcuRPXr1+HXP5qzIJMJkPLli0xatQoDBo0SMz0KozYxV+upzHJCPANxpPoJGRmyKFbSwZLG2M4uzlynBYVqahzJy42GXs2+Qm2NzCshffn9+YkFETl5Mq5Bzj27zVBbOpnvWDdQH1iM6KKkp2dg79+O4XYSOFs4h4D27IVmqgKEr34y6VUKpGUlASFQoG6detCW1tb7JQqVFUp/ogqyqn9gbh46p4gZt3QFBM/9oBMW0ukrIhqBrk8Byu+OYQXSa+XImrczBLjZ3UXMSvSVMnPXmLdkmNIf/m6u6dEIoHXrHfQuKmliJkRUX6iL8hy//59HDt2DBKJBCYmJjAzM8ODBw/wyy+/4N69e28+ABFVST0GtIF9c+GXfkz4MxzZHYAqcs+JqNq6fTVcUPgBQNfeBc9oTVTRjExrY+jELkCeXp5KpRL//XURz5NeipcYEakRtfhbunQpBg8ejLVr1wriQUFB2LBhA4YNG4Y1a9aIlB0RlYVUKsXQiV1gbGYgiAf6haqtSUZExadQKOB78q4gZtu4Hho4mIuUERHg0Lw+uvdrLYilpWZi9wZfyLOLt7wXEVU80Yq/AwcO4K+//oK5uTlGjx4teK5nz55YtGgRLCwssGLFChw6dEikLImoLPRr62LU+12hrSMTxI/9G4CIkMKXeSGiwt0NjMKzuBRBzL1XC06uQaJz83RCk1bWglhM+DMc33NdpIyIKD/Rir/t27fDwMAAu3fvxqhRowTPmZiYYMiQIfjnn3+gp6eHbdu2iZQlEZWVhbURBnm9JYgpFErs3uCL5/m6rRFR0ZRKJXxOBAliljbGcHQqeB1bosoklUoweHwntR4fAT7BuHH5kUhZEVFeohV/YWFh6NixIywsLArdxsLCAs7Oznj48GElZkZE5c2pvZ3arG8vUzKwa/0FZLM7EFGxBQc9xtOYZEHMvZcTW/2oytDT18HIqe5qE3sd3nkVsVFJImVFRLlEK/5kMhkyMjLevCEALS3ODEhU3XXv3xoOLeoLYo8jEnH4H39OAENUDEqlEheOC1v9TC0M0bytjUgZERXM0sYY/cd0FMTk2TnYvcEH6WlcAJ5ITKIVf05OTrh69SpCQ0ML3SYqKgpXrlxBixZcJ4aousudAMaknrA70M0rYfA/z9Z9ojcJD45DdFiCIObu2QJSqegTdxOpadOxEVy6OgpiSQmp2LvFDwoFb/gRiUW0bwwvLy9kZ2djwoQJ2LdvHxITXy8OmpSUhEOHDuG9995DVlYWvLy8xEqTiMqRnr4ORr3fFTq6wglgju+5jrCHT0XKiqh6yD/Wr65JbbRyaShOMkTF0Gtoe9g0MhXEgu88hs+JOyJlRESiLvK+atUqrF69WvVYJnt1QSiXywG86uIybdo0zJkzR5T8KhIXeSdNdu9GFHat9xHE9A108f783jAyqS1SVkRVV3R4Ajb8fFIQ6zvSGR27NhEpI6LieZ6Uhj+XHMfLlDxDfSTA2Blvc6IiIhGIWvwBwM2bN7Fz505cu3YN8fHxyMnJgZmZGdq1a4dRo0bBxcVFzPQqDIs/0nRnDt/ChWPCu7/1bY0xaW5PtaUhiDTdP2vP48HtGNXj2nVq4ePvB0Jbm2PiqeoLe/gUW1ecEYzvrqWvg2nze6vNDEpUFT2JScI13xDERiUhK1MOHV0Z6tsaw9nNERbWRmKnVyKiF3+aisUfaTqFQomd687j4Z3Hgnhrl4YY/F4nzl5I9D9PY5KxZtFRQaznoLbo0pPj4an6uHjqLk7tvyGI1bc1xqRPPHkTg6qs6PAEnNwbiMjQ+EK3sbOvB88h7WDT0KwSMyu9ajFKPDk5WewUiKicSaUSDJnQGaYWhoL4ravhuHz2gUhZEVU9PieFY/1q6evA2d2xkK2JqqbOHs3RvK2tIBYblYSjuwNEyoioaA/vxGDTMu8iCz8AiAyNx+Zl3nh4J6bI7aoKUftWxcbG4uDBg3j8+DGys7MF3QGUSiUyMzORkJCAGzdu4Pbt2yJmSkQVoZaeDka97471P59AVoZcFT+5LxAWVkZo3MxSxOyIxPcsLgVB1yIFsbfebgrdWtoiZURUOhKJBAPHvYW42Od49vSFKh7oFwqbhqbo0MVBxOyIhKLDE7BrvQ9y5IpibS+XK7B7vQ8mzPGo8i2AohV/oaGhGDlyJF6+fKkq+iQSieD/wKsi0Mysar+JRFR69SzrYsh7nbFz3QVVTKlQ4t+/LuL9+b1gbMrxIKS5Lp66K7gxqqMrQ8e3OckLVU+19LQxcqo71i89geys1zf8ju4OgKWNMawbmBaxN1HlObk3sNiFXy65XIGTewMxaW7PCsqqfIjW7fOPP/5AamoqOnbsiB9++AH9+/eHRCLB4sWL8f3336Nnz55QKpVwdHTE+fPnxUqTiCpBs9Y2ePvdVoJY+stM7Fx3AVl5LhCINMnzpJe4cSVMEHN2d4R+bV2RMiIqO/P6dTFwnKsglvO/VpOXqRmF7EVUeZ7EJL2xq2dhIkPj8TQmuXwTKmeiFX9Xr16Fqakp1q1bh2HDhmHo0KFQKBQwMTHB8OHDsWLFCsybNw8hISHYsWOHWGkSUSXp2rslmrWxEcSexiTj4PYr4LxUpIn8Tt+HIuf1nWctmRSdujcTMSOi8tGyQwO81b2pIPY8KQ17NvlBoShZawtRebvmG1Km/QN8g8spk4ohWvGXmJgIJycn1KpVCwDQvHlzABCM7Zs0aRIsLCxw4MABUXIkosojlUowyKsTzCyFE8DcuRYBv9P3RcqKSBypKRlqFyDtO9ujTl09kTIiKl89B7WDnX09QezR/Sc4e4RzPJC4YiMTy7T/k+ikcsqkYohW/Onp6UFX93XXlbp168LQ0BChoaGqmEQiQcuWLREWFlbQIYiohqmlp41R73eFrp5wMgvv/TcQei9WpKyIKt/lM/chz85RPZZKJejiwaUdqObQ0pJi+GQ3GOS7oeFzPAgPbkeLlBVpIrk8B5GP4uFzIgjbVp1BdMSzMh0vM6NqD1cRrfhr0KAB7t69K4g1btwYd+4IF33OyMhgFwAiDWJmYYihEzoDeZb5UypfTQCTmJAqXmJElSQ9LQtXLwi7DbVyaQgj09oiZURUMerU1cPwSV0glQrXdd275RKexaWIlBXVdPLsHESExOH8sTvYuvIMlsz7D3/9egqnD95E6L0nQBlHmujWEnUxhTcSrfjz8PBATEwMFi5ciLi4OACAi4sLoqOjcfToq8Vs79+/jytXrsDGxqaoQxFRDdOkpTW692stiGWkZWHnugvIzMgWKSuiynH1wkPheS4B3Hs5iZcQUQVq4GAOzyHtBbHM9GzsWu/DCb+oXGRn5yA8+CnOHbmNzb+fxk/z/sOmZd44e/gWHt1/guysnDcfpAQsbYzL9XjlTaIUaSaFtLQ0jBw5EsHBwejWrRvWrVuHuLg4eHp6IjMzE9bW1njy5AlycnIwf/58TJgwQYw0K4yHhwcAwNvbW+RMiKompVKJ3Rt8ce9GlCDeop0thk92Uy0HQ1STZGXKsfyrA0hLzVTFWrSzw4gpbiJmRVSxlEol9mz2w52ACEG8tUtDDH6vEz/vqUSys+SICktARHAcwoPjEB2eUOJlG8pixsK+sLA2qrTXKynR2iX19fWxa9cubNu2DXp6r/p7m5ubY82aNfjyyy8RHR2NWrVq4b333sP48ePFSpOIRCKRSDDI6y0kPH2B+NjnqvjdwCj4nroLd0+2hFDNc+1iiKDwAwD3XhzrRzWbRCLBgDGueBqTLPi8v3U1HDaNzNCxG9e2pMJlZb4q9sKDnyIiOA7R4c8EMyUXl7mVERo6mqOhozkuet9DTHjJx/7Z2der0oUfIGLL35skJibCyMgIUqloPVMrFFv+iIrnWVwK1i89jox0YTe4sTPehqOTlXiJEZUzeXYOfv/6IFKep6tijk5WGPvB2+IlRVSJEp6+wJ9LjyMrz4QZUi0pJn7cA7aN6xWxJ2mSzIxsRD2KR/j/WvYeRzyDQlHCckYCWFobo8H/ir0G9ubQN3g9EWV0eAI2L/OGvAQthjKZFBPmeMCmoVnJcqlkVbb4q+lY/BEVX3DQY/y95pxgEHYtPW1M/awXTM0NC92PqDq5djEEh3b4C2KTPukJO170kga5dyMKu9b7CGJ16uph2oLeMDDkUieaKCM9G5GhcYgI+V+xF5kIZQmLPYlEAktbYzR0MEcDR3M0cDCHnr5Okfs8vBODXet9itVlVCaTYsRUdzRpaV2ivMTA4k8kLP6ISsb35F14H7ghiNWzrIsp8zyhW0u74J2IqomcHAVWfXcYSXlmtG3gaI6JH3uImBWROLwP3IDvSeGM8A0dzeE1qzu0tGpmjzB6LT0tC5Gh8f8bs/cUsVFJKGm5IpFKUN/WGA0dLdDQ0Rx29vVQS6/oYq8g0eEJOLk3EJGh8YVuY2dfD55D2lX5Fr9cVXsuUiKi/+nSszlioxIRdD1SFYt/8hz7tl7CiCnualOFE1UnQdciBIUfAHTlDJ+kod7p1xoxEc8Q9uCpKhYeHIfTB2/Cc3A7ETOjipD2MhORIfEID3k1Zi82OqnEyy1IpBJYNzBBA4dXxZ5t43qopVf2G8M2Dc0waW5PPI1JRoBvMJ5EJyEzQw7dWjJY2hjD2c2xyo/xy4/FHxFVCxKJBAPHvZoA5mlMsip+/2Y0fE4EoVufluIlR1QGCoUSPvlaOazsTNC4maVIGRGJS0tLimETu2DdT8fxIjlNFffzvgebhqZo0c5OxOyorNJSM//XhfMpwoPj8PRxcomLPamWFNYNTNDQ0QINHM1h28isQnsBWVgb4d2RLhV2/MrE4o+Iqg0dXRlGvt8V65ceR/rLLFX87JFbsLQxRtNWVb+vPVF+D25HC2Y4BAD33k6c3p40Wu06tTBiihv+WuYtmLlx/7bLqFe/LupZ1hUxOyqJ1JQMRATHqQq+uMfP37xTPloyKawbmP5vNk4L2DQ2g44Oy5jS4LtGRNWKiZkBhk1yw/ZVZ1+PAVACezf7YepnvWBmwQlgqPpQKpXwOR4kiNWrXxdNW9mIlBFR1WHTyAx9hnfAkZ1XVbGsTDl2rffB1Hm9ON67ikp9ka6aiTMiOA7xT0pX7Nk0Mntd7DU0hTaLvXJRo9/F6Oho9OjRo8htFi9ejCFDhghicrkcI0aMQHJyMs6cOVORKRJRKdg3s0TPQW1xcl+gKpaZkY2d6y5gyrxe5dLPn6gyPLr/BI8jEwUxd88WHMNK9D/Obg6IDkvAzSthqljCkxc4+PcVDJvUhS3kVcCL5DTVTJzhwXF49vRFiY8h09aCbSOz/y29YAHrhqbQ1taqgGxJ1OIvNTUVhw8fRkhICNLT06FQFDyVqkQiwaJFi0p8fBMTEyxdulQtrlAosGjRIiiVSri4qPffXbt2LYKCgmBtzS5kRFVVpx7NEBuViNsBEapYwtMX2LfFDyPf78qLZ6oWLpwQtvoZmxnAqUMDkbIhqnokEgn6jXLB05hkPIlOUsWDrkfCppEZOnVvJmJ2mul5Uhoi/jdeLzwkDolxKSU+hraOFmwb13u1xp6DOawbmELGYq9SiFb8RUdHY8yYMYiPj3/j9K2lLf709fUxcOBAtfjq1avx4sULLF++HLa2toLn7t69i7Vr10Jbmy0HRFWZRCJB/7GuiH/yQnBB8OB2DC4cu4O3320lYnZEb5Y7lXlebp4tOJU9UT7aOjKMmOqOP386hoz0bFX85L5A1Lc1QUNHcxGzq/mSn71UzcQZHhynNjNxcWjryGBnX+9/3TjNUd/OBDIZiz0xiFb8LV++HHFxcWjevDkGDRqEevXqQUur4k+CyMhIrFmzBt26dUOfPn0Ez2VlZWHBggVwc3NDYmIiEhISKjwfIio9HR0ZRr7vjj+XnED6y0xV/NzR27C0MUazNhw3RVWXT75WvzpGemjTsZFI2RBVbSZmBhgyoTN2rDmviikVSvy70RfTFvSGoZG+iNnVHEql8lWx97+WvYiQOCQ/e1ni4+jUkqGB/asF1Rs6vCr2eGOrahCt+PP19YW5uTl27NgBPT29SnvdZcuWQalUYv78+WrPrV69Gk+ePMGGDRswc+bMSsuJiErP2NQAwyd3wbZVZ6FUvO5FsHfLqwlgOCMcVUWxUYkIDnosiHXu0ZzdnoiK0KSlNbr1aYnzx+6oYi9TMvDvxouY8HEPFheloFQqkRifKlh64UVS2pt3zEdXTxsN7Oupll6wtDHm76OKEq34y8jIQMeOHSu18Hv06BGOHTuGwYMHw97eXvDcrVu3sH79eixatAjm5uw+QFSdNG5qCc/B7XBiz3VVLCtTjn/WXcDUeb2gp68jYnZE6nxOCNf10zfQRYcuDiJlQ1R9dOvbEjERzxByN1YVi3oUj5P7AtFnWAcRM6selEolnsWl/G8mzqcID4lDSnJ6iY9TS18HDRzMVWP2LG2MIJWy2KsORCv+7O3tERkZWamvuWPHDiiVSkyYMEEQz8zMxIIFC9C1a1cMGjSoUnPKysp680ZE9EbtuzRCTEQC7gS8/lxJjEvBnk2+GD65CyScAIaqiISnL3D3hvD7z6WrAyBR8DuBqBj6j3HBX79543ni6xaqK2cfwNKmLpzacwH4vHKLvciQeESExiMyJAEvUzJKfBy92jqwbWyGBg71YGdfD+b16wq+V+VyeXmmTSWgo1OyG9yiFX+TJ0/G3LlzcfDgQQwYMKDCXy8rKwv79++Hq6srmjZtKnhu+fLliI+Px6ZNmyo8j/wKm+GUiEqu17B2SHjyAk+ik1WxkLtPcP7YHXTt4yReYkR5+HnfB/LMc6ZbS4Z2nRvx+4ComHT1ZBj8niu2rTyPHPnrv5uju67BzKIO6tXX3O7+SqUSCU9fFXtRjxIQGZqAtNTMN++Yj76BLmwbm8HO/tU/MwtDQbGnhFIw1IKqD9GKP2NjY3Tv3h0LFizAgQMH0Lp1a9SpU6fQ9VomTpxYptfz9/dHSkoK+vbtK4gHBgZi8+bN+Oyzz6CtrY3ExFfrLcnlcigUCiQmJkJXVxe1a9cu0+sXhk3kROVHV1eKoZM6Y9NvpwVfdn7eD2Bpa4Jmrbl8C4krOfElgq5HCWId3OyhX7uWSBkRVU9WdqboPaw9juwMUMWys3Kwb8sVTJjTQ2PWe1UqlIh/8hwRIQmIDI1HZGg80l+WvAdB7Tq6sLOvB7v/teyZWRR+TU7Vm0T5pnUWKkizZs0gkUgEyzwUdJIplUpIJBLcu3evTK/3448/Yvv27fD19YWpqakqvnLlSqxatarIfQcPHoyffvqpTK+fn4eHBwDA29u7XI9LREB48FNsXXEGijx3JbV1ZJgyzxMWVkbiJUYa78iuq7h6IVj1WKathTnfD0TtOiz+iErj4I4ruH4xVBBr2toGI6e618j1XhUKBZ7GJKtm4owIiStVsVenrp5qJs6GTSxgas5iT1OI1vL34YcfVupJdu3aNTRp0kRQ+AHAoEGD0KGD+gDhH374Ac+fP8fPP//MCWCIqpmGjhboNbQ9jv17TRXLzpJj57oLeH9+b04AQ6JIeZ6O637Ci9QObg4s/IjKoM9wZzyJSsLjyERV7MGtaFz0vgt3z+rf3V+hUOBJdLJqJs7IkDjBWofFZWik/2pylv+ts2dSj8WephKt+Js1a1alvZZcLkdwcDD69++v9pytra3aQu8AYGBggIyMDHTu3LkyUiSictaxWxPERiXhxuVHqlhSQir2bLqIMTO6scs1VbpLZ+4LxidJtaTo3KO5iBkRVX/a2loYMcUd65YcF6z3eubgLVjbmaJxM0sRsyu5nBwFYqMSXy2oHhKHyJB4ZGaUvNira1JbNRNnwyYWMDatzWKPAIhY/OWVkZGB27dvIz4+Hjo6OjA1NYWTk1OJZ68pTGxsLLKysmBlZVUuxyOiqk8ikeDdUS6Ij32OmIhnqnjI3VicOXQLHgPbipccaZy0l5kI8AkWxNq6NkJdYy5MTVRWRqa1MWxiZ2xbfVY1mZJSqcR/my5i2oLeqGtcMfM2lIecHAUeRyYiPPgpIoLjEBkaj6zMks+caWRaGw0dLVSte8amBhWQLdUEohZ/WVlZ+O2337Br1y5kZAinndXX18eQIUPw6aefQldXt0yvk5SUBACoU6dOmY5DRNWLtrYWRkx1x59LjgumtvY9eReWNsZo2aGBiNmRJvE/91BwQSeRSNClZwsRMyKqWeyb10f3fm1w5tBNVSwtNRO71/ti4hwPyLS1RMzuNbk8B48jEhEe/GpR9ahHCcjOKnmxZ1LPAA3+V+w1dDSv0gUuVS2iTfiSnZ2NSZMmISAgANra2nBxcYG1tTUUCgWio6Nx7do1yOVyODs7Y8uWLTWuixYnfCGqPBEhcdjy++l8E8BoYfKnnrC0NhYxM9IEmRnZWPblAWSkvZ6UoaVzAwyb2EXErIhqHoVCiZ1/XsDD2zGCuLObA/qN7ihKTvLsHMREPFON2Yt6lAB5dk6Jj2NqXgcNHS1UY/YMjdhrgEpHtJa/7du34+rVq+jYsSN+++03mJmZCZ5PSEjAp59+iitXruCff/7B2LFjRcqUiKq7Bg7m6DPCGUd2XlXFsrNyVBPA6NcuW+8CoqIE+AQLCj8AcO9V/SeiIKpqpFIJBo/vhD+XHEdSQqoqHuAbAptGZmj7VuMKzyE7OwfRYQmvxuwFP0V0+LNSFXtmloaqmTgbOJijTl29CsiWNJFoLX+DBg1CbGwsTp8+DQODgvslp6amokePHrC1tcV///1XyRlWLLb8EVUupVKJQzv81WZbbNzMEmM/eBtaWjWrdwFVDdnZOVj+5QFBt+OmrW0welpXEbMiqtmexCRhw88nBUWXTFsLg7zeQkRIHGKjkpCVKYeOrgz1bY3h7OYIC2ujUr1WVpYc0Y8SEB4Sh4jgOESHJwgmdiouc6u6ryZncbRAA4d6MDBksUcVQ7SWv7CwMHTt2rXQwg94NeNmx44dcfHixUrMjIhqIolEgr4jnBEXm4zosNcTwDy6/wSnD9yE55B2ImZHNVXgpVBB4QcA7r041o+oIllaG6P/mI7Yt+WSKibPzsF/f6lfT0aHJeDqhWDY2deD55B2sGloprZNXlmZckQ9iv/fmL04xEQ8gyKn5MWehbWRaibOBvb1uOQLVRrRij+ZTIa0tLQ3bpeWllbjxvsRkThk/5sS/M8lx5H64vUFud/pe6hvZ4xWzg3FS45qnJwcBS6euieINW5m+caLSyIquzYdGyEm/Bn8zz8s1vaRofHYvMwbI6a6o0lLa1U8MyMbkaHxiAh5Vew9jngmGD9eLBLA0sYYDR1ezcTZwN4c+gYcbkDiEK34a9GiBQICAhAZGQk7O7sCt4mIiMDVq1fRpk2bSs6OiGoqQyN9jJzqjk3LTwvu1h7YfgVmFnVR35YTwFD5uH01HM8TXwpiHOtHVHmcOtgVu/gDALlcgV3rfdBjQBukvshARHAcHkclQlnCYk8ikcDS1lg1E6edvTn09Mtn+TKishKt+PPy8sLs2bMxceJEfPXVV3B3d1e18CkUCly4cAHfffcdsrOzMWbMGLHSJKIayLZxPbw70hmHdvirYvLsHOz88wLen98LtQ3Y/YbKRqFQwOfkXUHMppEZGjqai5QRkeY5feDmmzfKJ0euwMm9gSXaRyKVwMrWRDUTp519PdTSY7FHVZNoxZ+npyfGjx+PrVu3Yvr06ahVqxbMzV99KcbFxSEjIwNKpRLjxo1Dnz59xEqTiGqoDl0cEBuZiADfEFXseeJL/LfxIsbNfIcTwFCZ3LsRjWdPXwhiXXs7QSKRiJQRkWZ5EpOEyND4Cjm2VCqBVQOT/03O8qrY062lXSGvRVTeRF3kfeHChXB2dsbWrVtx8+ZNREREAAC0tbXRoUMHeHl5oVevXmKmSEQ1WO/hHfD08XNEPXp9gRD28ClO7Q9E76EdRMyMqjOlUgmfE0GCmIW1ERydrETKiEjzXMtzY6+spFpSWDcwVXXjtGlkxmKPqi1Riz/gVQugp6cncnJykJycDKVSCSMjI8hkoqdGRDWcTKaFEVPc8OeS40h5nq6KXz7zAPVtTNDGtZGI2VF1FRz0GE+ikwQx915s9SOqTLFRSW/eqAg6tWR4651maOhgDpvGZtDR4XUp1QxVpl+TlpYWTE1NYWZmxsKPiCpNnbp6GDnVHVoy4cfhoX/88TgyUaSsqLoqqNXP1LwOWrSzFSkjIs2UlSkv0/5GJgbo3q81GjezZOFHNUqlnc3Tp0+HRCLBN998AwsLC0yfPr3Y+0okEqxZs6YCsyMiTWbTyAz9RrngwPYrqtjrCWB6w4DrL1ExRYTEIepRgiDm5tmCSxYRVTId3bJd4urWYsFHNVOlndnnzp2DRCJRre137ty5Yu/LrjJEVNHadbJHbFSSYFrwF0lp+HejL8bP6s4JYKhYLhwXtvrVNdZH647sPkxU2erbGiM6LOHNGxbC0obL/lDNVGnF39atWwEAVlZWgsdERFVFr6Ht8TQmGREhcapYRHAcTuy5jr4jnEXMjKqDmIhneHT/iSDWpWcL3jggEkEHNwdcvRBc6v2d3RzLMRuiqqPSir+OHTsW+bgwGRkZiIqKqoiUiIgEtLSkGD7FDf/f3n2GRXVvbQO/Z+iIKEWKiA0FETvNQlHsvSWKEluMNZYUoyZPTswxT2yJ5VgeVDQYjQRjJJocjVhiFLAgqIkFRQGlq0gXpM1+P/g6ZkuvG5j7d118mLXbMtnXzF7733avO4nM9BxlPPR8JMwtDdGzT3sJs6P67s2xfk2aavOeIZKImYUBWlu1qNJyD62tWsDUonnNJ0VUD0j2OtLW1hYrVqwod7/ly5dj+vTpdZARERGg11Qbk+cWnwDmv/6hiH9Y9S5E1Lg9TkzH3b/iRbE+AztBgxNFEElmyISeUFev3KOuurocQyb0rKWMiKRXZ8Vfenq68i8tLQ2CICAvL08Uf/MvLi4ODx48QG5ubvkXICKqIRZtjDB6qrh3QlGhAod8gkRLQhC9Enzqjuizto4GHF3ZbYxISq3aGmNSCbM5l0ZdXY5Jc1zRqq1xLWdGJJ06eyX5wQcf4MqV1zPpyWQyBAYGIjAwsNxje/XqVZupEREV08O5PZLi0nDl3D1lLCs99+UEMEs8oK6uJmF2VJ+kPs3CrbBHophzfxsuAk1UD1h3scCsDwfhVMD1MruAtrZqgSETerLwo0avzoq/f/3rX5g7dy4EQQAAJCUlQVtbGwYGJc+mJJPJoKWlhTZt2mDlypV1lSYRkdKQ8T3xOCEdDyMfK2OxUU9x8udrGOXpKGFmVJ8En76j/G0DAA1NdTj3t5EwIyL6p1ZtjfHuR4PxOCEdYcH3kRyfhrwXhdDSVodZKwM4uHTkGD9SGXVW/FlZWeHs2bPKz506dcLgwYOxYcOGukqBiKhS1NTkePvdfti9/iQy0l5PABMWdB/mlgaw79dBwuyoPshMz8GNyzGimINrB+jqaUmUERGVxtSiOUZO5os7Um2STfiyf/9+zJs3T6rLExFVSJOm2vCc5wZ1DXE3zxM/hSGuGmtIUeNw8UwEFEUK5Wc1dTn6DrSVMCMiIqLSSVb8OTk5wcrKSqrLExFVmLmlIcZ4OYtinACGnme9QHjIA1GsZx8rNG2mI1FGREREZauzbp+9evWCTCZDQEAA2rRpU6lJXGQyGcLDw2sxOyKisnVzbIukuFRcOntXGcvOyMUhnyDMXDqwWMsgNX6X/7yHgvwi5WeZXIZ+g9jqR0RE9VedFX85OS/HyygUCtFnIqKGYtDYHkiOT0PMvdcTwMTHpOD3w+HFloagxu1Fbj5Cz0eKYt0c28LAWE+ijIiIiMpXZ8Xf3bt3y/xMRFTfvZwAxgW7N5xE+rPnynh4yAOYWxrAgeu6qYyrF+4jL7fgdUAGuAzpLF1CREREFSDZmD8iooZIV08LnnNLmADmcHiZa0hR45GfX4hLf4hfYNp2t0QLs2YSZURERFQx9aL4y8jIQHJyMhITE0v9IyKqL8xaGWDctN6imKLo5QQwmens0t7YXQt5gJzsPFHMbZidRNkQERFVXJ11+yzJ3r174evri2fPnpW5n0wmw507d+ooKyKi8nWxb4OkuFSEnI5Qxp5nvcCh3UGY+eEgaHACmEapsLAIIWciRLEOnc1hbmkoUUZEREQVJ1nxd+jQIXzzzTcAAH19fRgZGUFdXdJalIioUgaO6Y7k+DRERSQrYwmPnuHEoasY4+UMmUwmYXZUG/66EoOsdPHyHq5D2epHREQNg2TVlp+fH+RyOTZs2IBRo0ZJlQYRUZXJ5XJMnNUPPhsCkZaSrYxfvxQNc0tDOLlbS5gd1bSiIgWCT4l7obTpYII2HUwkyoiIiKhyJBvzFxMTAwcHBxZ+RNSg6TbRguc8N2hoit+lnfw5HA/vP5EoK6oNd67Hiop8AHAdyhk+iYio4ZCs+NPX14eOjk6tXiM+Ph42NjZl/gUEBAAAUlNT8cUXX8Dd3R09evTA1KlTERwcXKv5EVHjYNqyOcZPf2MCGIWAn/YEISPteSlHUUOiUAgICrwtipm3NoSVrblEGREREVWeZN0++/fvj1OnTiEtLQ0GBga1cg1DQ0Ns2LChWFyhUGDNmjUQBAGOjo7Iy8vDrFmz8OjRI0yfPh2mpqY4evQo3nvvPXh7e2PAgAG1kh8RNR6de7aG61A7UYGQk50H/91BePfDQcVaBqlhibyVgCeJGaKY21A7juskIqIGRbKnkY8++gihoaF4//33sXz5cnTp0qXGJ3zR1dXF2LFji8V37NiBzMxMbNmyBZaWljh48CDu3r2LzZs3Y8SIEQCACRMmYPjw4diyZQuLPyKqkAGjuiI5Pg33b79eniYpNhX/9b+KcdN6s1BooARBQNBJcatfC7NmsOnWSqKMiIiIqkay4m/x4sXQ0tLC9evXMWXKFMhkMmhpaZX4cCSTyRAeHl4j142NjYW3tzfc3d0xfPhwAEBubi66dOmCoUOHKvfT0dFBt27dcPr0aQiCwIc2IiqXXC7HhJl94fNNIFKfZCnjf12JgbmlIXoPsJEwO6qq6HuPkfBIvCSRy9DOkMv5u0BERA2LZGP+wsPDcf/+fQiCAEEQoFAokJubi5ycnGJ/z5/X3JiZzZs3QxAErFixQhl77733cOTIEaipvV6Xq7CwEJGRkTAzM2PhR0QVpqOrCc+5btDUEr9bCwy4hpjIxxJlRdXx5li/5kZN0MW+jUTZEBERVZ1kLX93796t82tGR0fj999/x/jx42FlZVXiPtnZ2YiKisKuXbsQExODr7/+uo6zJKKGzsS8GcbP6INDu4OUMUEh4PDeYMxdPgzNjZpImB1VRlz0Uzx8o2h3GdwZamqSvTslIiKqMpWagcDPzw+CIGDmzJml7rN69WocO3YMADB06FCMHDmyVnPKz8+v1fMTkTSsbE3hMsQWwacilLGc7Dz8uOs8pi/pzwlgGojzv98UfdZrpo3O9q343U1ERPWCpqZmpfaX7OkjMTGx3H1kMhnU1dWhp6dX7WUh8vPzcfToUTg7O8PGpvRxN6NGjcKQIUNw7do17N+/H15eXjh48GCtLUuhUChq5bxEJL1+gzshOT4ND+4kK2OPE9Jx4lA4Rk11YJfyeu5xQrro/x0AOLl3hFwu43c3ERE1SJIVfx4eHpV68DEyMoKHhwc+/vhjNGvWrNLXCw0NRVZWlnI2z9K4ubkBAAYNGoRWrVrh3//+NwICAuDl5VXpa1aEXM6uQ0SNlhwY844z9m35QzQBzO1rcTCzNIBzf2sJk6PyXP4jUvRZp4kmevW14vc2ERE1WJIVfxMnTsStW7dw7949qKmpoWvXrrCwsIAgCEhOTsbff/+NwsJCGBkZwdTUFImJifjpp58QFhaGw4cPo0mTyo2ZOX/+PORyOQYPHlzhY0aOHIl///vfuHPnTmX/eRVW2aZaImpYNDU1MWWeG3y+CUT+i0Jl/I9fb6Jla2NYdTKTMDsqTcrjTET8FS+K9R7QCXpNdSXKiIiIqPoke33p6emJmJgYODo64syZM/D398fGjRuxadMm+Pn54cKFC3B3d8eLFy+wdu1ahISEYOHChYiOjoavr2+lrxceHg5ra2sYGRkV2zZ//nxMnDixWPzVLKPa2tqV/wcSEf1/LcyaYeLMvqKYIAj4+btgpKVkS5QVlSX41B1AeP1ZU1sdTu5sqSUiooZNsuJv06ZN0NPTw86dO2Fubl5su6GhIbZu3QodHR18++23UFNTw5IlS2BpaYnAwMBKXauwsBD379+HnZ1didtbtmyJW7duITg4WBTfs2cPAHCRdyKqNpuurdB/ZFdRLPd5Pvx3X0B+XmEpR5EU0p89x9+hMaKYk5s1dHTZU4OIiBo2yYq/GzduwMHBoczum1paWrC3t0dYWJgy1qlTJyQkJFTqWklJScjPz0fLli1L3L548WKYmZlhyZIlypbH+fPn4+DBgxg3bhxcXFwqdT0iopK4DeuCTt1biWKPE9Jx7OBlCIJQylFU1y6ejYBC8fr/h7qGGnp7dJIwIyIiopohWfGnq6uLJ0+elLvfkydPoK7+emhiUVGR6HNFpKWlAQCaNm1a4nYDAwP4+flhwIABOHToENasWYP4+Hh8/vnnWLduXaWuRURUGrlchvHT+6CFmXjSqtvhsQg5E1HKUVSXsjNzce1ilCjWq68V9Jqy+z8RETV8kk340rNnT5w9exYnTpwodQbO06dP4/r168oZOIuKinDz5k1YWFhU6lrdunXDvXv3ytzHwsICGzdurNR5iYgqS0tbA57zXLF7QyDycguU8bPH/oKZRXN06FxyDwWqG5f+uIvCgiLlZ7maHP0G20qYERERUc2RrPhbtGgRQkJCsGzZMpw7dw4DBw6Eubk5FAoFkpKS8Oeff+L48ePQ0NDAokWLkJeXh4ULFyIlJQXTp0+XKm0iomozMtHHxJl94bfzvHJSkZcTwIRg7ophMGxRci8Fql25Ofm4euG+KNbduR2aGVRudmkiIqL6SiZIONDkypUr+PTTT5GYmFhszT9BEGBiYoI1a9bAxcUFUVFRGDlyJDp37owDBw5UeqmH+mbQoEEAgDNnzkicCRFJ5cLJ2/jjt79EMZOWzTD74yHQ0taQKCvV9eeJm/jz+E3lZ5lMhkVfjISRib6EWREREdUcyVr+AMDZ2RknT57EH3/8gcuXLyM5ORmFhYUwMzODk5MThg4dCi0tLQBA8+bNsXv3bvTp0wcaGnwoIqKGz3VoZyTHp+LO9Thl7EliBo79cBlvz3Yp9lKMak/eiwJc+VM8PMCuV2sWfkRE1KhIWvwBLxdAHjZsGIYNG1bmfkZGRsqxf0REjYFMJsPYd3oj5XEmniRmKON3rsch+NQduA4teXkaqnnhwQ+Q+zxfFHMZ2lmibIiIiGqH5MVfXl4ejh8/jqtXryIlJQWampowMjKCo6MjBg4cCF1dXalTJCKqNVraGvCc64bd60/ixT8ngPntL5haNId1l8pNcEWVV1BQhItnxbOtWne1gJmFgUQZERER1Q5Ji78bN25g6dKlePLkSbE1rg4fPgxTU1Ns3LgR9vb2EmVIRFT7DFs0xVvv9sPB/zv/+rtQAI7su4i5y4ey62Etu3E5GtmZL0QxtroSEVFjJFnxFxcXhzlz5iArKwseHh4YMWIELCwsoFAoEB8fj5MnT+LcuXNYuHAhfvnll1IXaCciagw6dG6JgWO748zRG8pYXm4B/HcF4b1POAFMbSkqUiDk9B1RrJ21KSzbGUuUERERUe2RbJF3b29vZGVl4fPPP8f//d//YdSoUejZsyfs7e0xduxYeHt741//+hcyMjKwd+9eqdIkIqoz/QbZws6+tSj2NDkDv+y/BIVCsomZG7WbYQ+R/uy5KOY6jK1+RETUOElW/IWEhMDa2hrvvPNOqft4eXnB2toaf/75Z90lRkQkEZlMhrFevWFq0VwUv/tXPIICb0mTVCOmUAgIDhS3+rVqZ4R21qYSZURERFS7JCv+nj17hvbt25e7X/v27fH06dM6yIiISHqaWurwnOsGnSaaovi5/97EvZvxEmXVON39Kw4pjzNFMdehdlxig4iIGi3Jij9DQ0PExMSUu19MTAyaN29e+wkREdUTBsZ6eOvd4uv8Bey7hKfJGaUcRZUhCAIuBN4WxTi7KhERNXaSFX/9+vVDZGQkfvrpp1L3OXToEO7du4d+/frVYWZERNKz6mSGweN6iGJ5LwrgvzsIL3LzSz6IKuzBnSQkx6WJYmz1IyKixk6y2T4XLlyIkydPYtWqVQgJCcGQIUOUM3omJCTg1KlTOH36NHR1dTF//nyp0iQikkyfgZ2QFJeKm2GPlLFnjzMR8P0leM51g1zOQqWqgt5o9TM0aYrOPS0lyoaIiKhuSFb8WVpawsfHB0uXLkVgYCBOnTol2i4IAoyNjbFp0ya0adNGoiyJiKQjk8kw2ssZTx9nilqpIm8m4PyJmxgwqpuE2TVcD+8/QWyUeCy5y+DOkMsl6wxDRERUJyRd5N3BwQFnz57F8ePHER4ejqdPn0IQBJiYmMDe3h4jRoyAjo6OlCkSEUlKU1MdnnPcsHvDSeRk5ynj53+/BTNLA9h2Z2tVZb3Z6qdvoItuTm2lSYaIiKgOSVr8AYC2tjYmTJiAiRMnKmPZ2dkAwMKPiAhAc6MmeHu2C/Zv+wPCP9b7++X7SzD6RB8m5s0kzK5hSXj0DFERSaJYv0G2UFdXkygjIiKiuiNpH5eEhAQsWrQI8+bNE8WDgoLQp08fLFq0CM+ePZMoOyKi+qOdtSmGTugpiuXnFcJ/9wXk5nACmIoKPiVe169JU2306mslUTZERER1S7LiLzExEW+//TbOnDmDx48fi7Zpa2vDxMQEZ86cwYQJE4ptJyJSRc79bdDduZ0olvokCwH7LkKhUEiUVcPxJCkDETfiRLHeHjbQ0JS8EwwREVGdkKz427ZtG1JTU7Fo0SIEBASItg0YMABnz57FBx98gMePH2Pbtm0SZUlEVH/IZDKM8nSEeWtDUfz+7UScO35ToqwajuA3xvpp62jA0dVaomyIiIjqnmTF39WrV2Fra4tFixZBTa3ksRbz589Hx44d8eeff9ZtckRE9ZSGpjo857pCV09LFA86eRt3rsdKlFX9l5qSjZvhj0Qxp/420NbRkCgjIiKiuidZ8ZeSkoLWrVuXu1/79u2RkZFRBxkRETUMzQyaYNJ7rsXW+ftl/2U8TkyXJql6LuT0HdFkORqaanDuz1Y/IiJSLZIVf6amprh9+zYEQShzv8jISLRo0aKOsiIiahjadjTBsLfsRbGC/EL477qAnOd5pRylmjLTc3DjcrQo5uDSEU30tCXKiIiISBqSFX+DBw9GQkIC1q9fX2oBuHnzZjx8+BAeHh51nB0RUf3n6NYRPXq3F8XSUrJxxDeEE8D8w6Wzd1FU+Pq/h5q6HH0GdpIwIyIiImlINsXZ7NmzceLECXz//fc4e/YsXFxcYG5uDgB4/PgxQkJC8OjRI5iammLBggVSpUlEVG/JZDKM9HTE06QMJDx6vSxOVEQyzv76NwaP6yFdcvXE8+wXCAu+L4r16N0e+s11JcqIiIhIOpIVfwYGBjhw4ABWrVqF4OBg/Pjjj8X2cXJywtdffw0jIyMJMiQiqv80NNQwea4rdq07iedZL5TxkNN3YG5pgC72bSTMTnpXzt1DQX6R8rNMLoPL4M4SZkRERCQdSRc3srCwwJ49e5CUlISrV6/i6dOnKCoqgrGxMXr27Il27dqVfxIiIhWn31wXk+e4Yt9/zkJR9Lp747EfLsPYVB9mrQwkzE46L3ILcOV8pCjW1aENDIz1JMqIiIhIWvViZVtzc3OMGTNG6jSIiBqs1lYtMPxtexz3v6qMFeQXwX/3BcxdPqzY0hCq4GpQJPJyC0QxlyF2EmVDREQkPckmfHlFEAScP38e3377LT755BPs378fAHD8+HHExnLNKiKiinJw6YBe/axEsfRnz/GzbwiKilRrApj8/EJcOntXFLPtYQkT82YSZURERCQ9SVv+7t69i48++ggxMTEQBAEymQwy2ct1q/bu3Yt79+5h1apVmDRpkpRpEhE1CDKZDCPedsCTxAzEx6Qo49F3k3Hm2A0MndBLwuzq1vWLUcjJFi954TqUrX5ERKTaJGv5S0xMxIwZMxAdHQ0PDw+sWrVKtORD3759IZfLsWrVKoSFhUmVJhFRg6KuoYbJc1yh10xHFL909i7+vvpQmqTqWGFhEUJOR4hiVrbmaNnaUKKMiIiI6gfJir/t27cjMzMT69atw44dOzBlyhTR9mXLlmHHjh0QBAF79uyRKEsiooanaTMdTJ7jCjV18Vf8rwevICkuVaKs6s7foQ+RmZ4jirkNY6sfERGRZMVfUFAQbG1tMW7cuFL3cXNzQ48ePRAREVHqPmWJj4+HjY1NmX8BAQEAgKdPn+LTTz+Fi4sLunTpgoEDB2Lz5s3Iz8+v0rWJiKRk2c4YIyY5iGKFBUXw33VBtCREY6NQKBB8+o4o1tqqBdp0MJEoIyIiovpDsjF/6enp6NmzZ7n7GRsb486dO+XuVxJDQ0Ns2LChWFyhUGDNmjUQBAGOjo548eIFZsyYgfj4eEydOhVt2rRBWFgYdu7cicjISHh7e1fp+kREUrLv1wFJcWkIC3q9yHlGWg4OfxeCaYsGQE1N8jm/atzta7FIfZIlinGsHxER0UuSFX8mJia4d+9emfsIgoCIiAiYmFTtja2uri7Gjh1bLL5jxw5kZmZiy5YtsLS0xJ49exAVFQVvb294eHgAAKZMmQJzc3P4+Pjg8uXL6N27d5VyICKS0rC3euFJYjpio54qYw8jH+P0L9cx7C17CTOreYIgIChQ/LLQ3NIAHTqbS5QRERFR/SLZa18PDw/ExsZi9+7dpe6za9cuJCYmon///jV23djYWHh7e8Pd3R3Dhw8HAFy+fBkGBgbKwu+VUaNGAQDCw8Nr7PpERHVJXV0Nb892QdPm4glgLp+7hxtXoiXKqnZE3krAk8R0Ucx1qJ1yFmkiIiJVJ1nL34IFC3D69Gls3rwZwcHBcHJyAgAkJCTA19cXQUFBuHTpEgwNDTF37twau+7mzZshCAJWrFihjK1btw5paWnF9k1NfTkxgrq6pCtiEBFVy6sJYHw3n0FR4ev1/n7zC0ULs2awaGMkYXY1QxAEXDh5WxQzNtNHp+6WEmVERERU/0jW8mdoaIgDBw6gW7duCA0NxY4dOwC8bGXbsGEDLl68iA4dOsDX17fK3T7fFB0djd9//x1jxoyBldXrhZCNjY3RsWPHYvu/WnDe3r5xdY0iItXTqq0xRnk6imJFhQoc2h2E7MxcibKqOTGRj5Hw8Jko5jrEDnI5W/2IiIhekbRJy9LSEocOHcL169cRGhqK5ORkFBUVwcTEBPb29ujTp0+NXs/Pzw+CIGDmzJnl7vvjjz/i3LlzcHR0hIODQ7n7VxVnEyWiumJnb4n4hykID45SxjLTc3BoTxCmLnBr0BPAnP/9puhzM0NdWHcz53csERE1apqampXav170Z+zZs2eZM38mJiaiZcuW1bpGfn4+jh49CmdnZ9jY2JS577Fjx7B69Wq0aNGixNlCa5JCoSh/JyKiGuIxpiueJGYgLjpFGYuLSsHpX25gyIQe0iVWDQmPUvHo/lNRrPcAa8hk/I4lIiL6J0mKv/z8fGRlZcHIqOxxJgUFBfDx8YGPjw+uX79erWuGhoYiKysLI0aMKHO/AwcOYM2aNWjevDn27t1b7aKzPHJ5w33TTkQNj1wux4SZveG76Swy019397wWEg1zS0N0d24rXXJVdPmseOZoPX1tdHdux+9XIiKiN9Rp8Xf37l2sX78eV65cgSAIyslcZsyYUWzf4OBgfPXVV4iNja2Ra58/fx5yuRyDBw8udZ+tW7dix44dMDU1ha+vr2hcYG2pbFMtEVF1aRppwnOeO77bdBqFBUXK+Mmfr8G8lSFatTOWMLvKSU5Iw/3bSaJY34G20G2iU8oRREREqqvOXotGR0djypQpuHz5MhQKBQRBwLNnz7Bu3TrRcg+pqalYsmQJ5syZg0ePHkFLSwtLliyp9vXDw8NhbW1damvj9u3bsWPHDrRp0wZ+fn51UvgREUmlZWtDjJ7iJIoVFSpwyCcIWRkNZwKY4DfW9dNpogl7lw4SZUNERFS/1Vnxt3v3buTm5qJPnz44fvw4rl+/ji1btqBp06bw9vZGdnY2bt68iTFjxuD06dMQBAGDBw/GiRMnsGDBgmpdu7CwEPfv34ednV2J24OCgrBt2zZYWlrihx9+QKtWrap1PSKihqC7czv0HiAeA52VkYuf9gSjsLColKPqj2dPMnH7mrh3iHN/G2hpa0iUERERUf1WZ90+r127hqZNm2LLli3Q19cHAAwbNgxZWVn44osv8PPPP8Pb2xsZGRlo1aoVVq1aBVdX1xq5dlJSEvLz80sdv/dqUpcBAwbg0qVLxbZbW1vD1ta2RnIhIqpPBo/viccJ6YiJfKyMxUU/xcnD4Rj1RstgfRN86g4EQVB+1tRWh3P/sif0IiIiUmV1Vvw9e/YMXbp0URZ+r7i5uUEQBGzatAn5+fnw8vLCJ598Am1t7Rq79qsF3Js2bVpsW2pqKiIjIwG8XtfvTXPmzGHxR0SNkpqaHG/N7ofd6wORkfpcGQ8LfgDz1oaw71c/u1Cmpz7HX1diRDFHV2vo6HIcNRERUWnqrPjLyckpcbF2Y+OXEwsUFBTgX//6F7y8vGr82t26dcO9e/dK3GZoaFjqNiIiVdBETxuec12xd6N4Apjjh8JgYt4Mlu1bSJhdyS6eiYBC8brVT11DDX082OpHRERUljob8ycIAmQyWbG4mpoaAKBDhw61UvgREVH5zC0NMfYdZ1FMUaTAoT3ByEzPkSirkmVnvcC1i1GiWK++VtDT5wyfREREZak3iyBZW1tLnQIRkUrr6tAWfQeKu7hnZ+Tipz1BohZBqV3+464oH7lchr6D2DWfiIioPPWm+HvVAkhERNIZOLY72ncyE8XiY57hxE9hoslVpJKbk4/QC5GiWDendmhu2ESijIiIiBqOelP8ERGR9NTU5HhrVj80NxIXU9cuRiEs+IFEWb0Wej4S+S8KXwdkgMuQztIlRERE1IDU2YQvAHDx4kVMnz690ttkMhm+//772kyNiIj+P109LXjOc8Peb0+hIP9198rff3o5AUybDsUn76oLeS8KcPmceIIuu56tYWyqX8oRRERE9E91WvylpKQgJSWl0ttKmiiGiIhqj5mFAca+0xs/fxeijCkUAn7aE4y5K4ahmYFunecUHvIAuc/zRDHXoXZ1ngcREVFDVWfFX2lr6BERUf3Uxb4NkuLSEHL6jjL2POsFDvlcwKwPB0NDo+7GahcWFOHi2buimHWXljBrZVBnORARETV0dVb8OTk51dWliIiohgwc0w3J8WmIikhSxhIfpeK4/1WMfce5znpm3LgcjeyMXFGMrX5ERESVwwlfiIioVHK5HG+92w8Gxnqi+I3L0Qg9H1nKUTWrqEiB4H+0PgJAW2vTern4PBERUX3G4o+IiMqko6sJz3lu0NAUdxYJPHIND+8/rvXr3wp/hPRnz0UxN7b6ERERVRqLPyIiKpdpy+YYP723KPZqApj01OelHFV9CoWA4EBxq59FGyO0szGttWsSERE1Viz+iIioQjr3bA3XYeIWt5zsPBzyCUJBfmEpR1XPvb/j8TQ5QxRzHWbHWaCJiIiqgMUfERFV2ICRXdGxS0tRLCk2Fb/9GApBEGr0WoIg4ELgbVHMpGVzWHexqNHrEBERqQoWf0REVGFyuRwTZvSFoUlTUfzv0Ie48ue9Uo6qmqiIJCTFpopirkM7Qy5nqx8REVFVsPgjIqJK0dHVxJR5btDUfmMCmIDriL6XXGPXCXpjrJ9hCz3Y9WpdY+cnIiJSNSz+iIio0lqYNcOE6X1FMUEh4PDeEKQ9y672+R89eIJHD56IYv0Gd4Zczp8tIiKiquKvKBERVUmn7q3gPqKLKJb7PA+Hdgchv5oTwAS9MdZPv7kuuju3q9Y5iYiIVB2LPyIiqjL34V1h01U8AUtyfBp+PXilyhPAJMam4sGdJFGs7yBbqKurVTlPIiIiYvFHRETVIJfLMH5GXxib6ovit8Ie4dLZu1U655utfrp6WujVz6rKORIREdFLLP6IiKhatHU04DnPDVraGqL46aM3EBWRVMpRJXuanIGIv+JEsT4enaCpqV7KEURERFRRLP6IiKjajE31MWFmX+AfqzAIgoCffUOQmlLxCWCCT90B/tFbVEtHA45uHWswUyIiItXF4o+IiGqETVcLDBjZVRTLfZ4P/10XkJ9X/gQwaSnZ+PvqQ1HMyd0a2jqaNZkmERGRymLxR0RENcZ1aBd06t5KFHuSmI5jP1wudwKYkDMREBSv99HQVEPvATa1kicREZEqYvFHREQ1Ri6XYfz0Pmhh1kwUv30tFiGnI0o9LisjF9cvRYli9i4d0ERPu1byJCIiUkUs/oiIqEZpaWvAc54rtHTEE8Cc+fUG7t9OLPGYi2cjUFSoUH5WU5ej70DbWs2TiIhI1XD6NCIiqnFGJvp4a1Y/HPT+8/UELgJwxDcEc5YPQ0FBIcKDHyApLg15uflIeZwpOr6Hc3voN9et87yJiIgaMxZ/RERUKzratcTA0d1x9te/lLEXuQXwXnMChQVFZR5r1dm8ttMjIiJSOez2SUREtcZlSGd07mkpipVX+AFAgG8IIm8l1FZaREREKonFHxER1RqZTIax7/SGgbFepY4rLFTgJ58gxD9MqaXMiIiIVA+LPyIiqlVa2hrQ1q38Wn2FhQqcCrheCxkRERGpJhZ/RERUq5IT0pAUm1qlY2OjnuJxQnrNJkRERKSiGnXxFx8fDxsbmzL/AgICih13/fp1dOrUCVFRUSWclYiIKiM8+EG1jg8Lvl9DmRAREam2Rj3bp6GhITZs2FAsrlAosGbNGgiCAEdHR9G2+Ph4LF26FIIgFDuOiIgqLykurVrHJ8dX73giIiJ6qVEXf7q6uhg7dmyx+I4dO5CZmYktW7bA0vL1LHShoaH48MMPkZLCCQaIiGpKfl5htY7Pe1G944mIiOilRt3tsySxsbHw9vaGu7s7hg8frox/8803mDZtGnR1dTFixAgJMyQialw0tar3nlFLu1G/pyQiIqozKlf8bd68GYIgYMWKFaJ4ZGQk3n33XRw9ehTt27eXKDsiosbH3NKgWsebtare8URERPSSSr1OjY6Oxu+//47x48fDyspKtG3Hjh3Q1Kz8VORERFQ2e5cOuHqh6pO2OLh0rMFsiIiIVJdKFX9+fn4QBAEzZ84stk2qwi8/P1+S6xIR1RXDFk3Qqp0R4mOeVfpYy/bGMGihy+9KIiKiElS2hlGZ4i8/Px9Hjx6Fs7MzbGxspE5HSaFQSJ0CEVGt8xjTFQd3XEBRYcW/89TU5Rgwugu/J4mIiGqIyhR/oaGhyMrKqneTucjlKjfskohUUKu2xpg4sw+O7LtUoQJQXV2OCbP6oFVb4zrIjoiISDWoTPF3/vx5yOVyDB48WOpURDjOkIhUReeebaBv0ASnAq4jNuppqfu1tmqBIRN6svAjIiKqYSpT/IWHh8Pa2hpGRkZSp0JEpLJatTXGux8NxuOEdIQF30dyfBryXhRCS1sdZq0M4ODSEaYWzaVOk4iIqFFSieKvsLAQ9+/fx+jRo6VOhYiIAJhaNMfIyY5Sp0FERKRSVGLAWVJSEvLz89GyZUupUyEiIiIiIpKEShR/aWlpAICmTZtKnAkREREREZE0ZIIgCFInoYoGDRoEADhz5ozEmRARERERkSpQiZY/IiIiIiIiVceWP4k4OTlBEAQ0a9ZM6lSIiIiIiKgBatasGY4cOVLh/dnyJxG5XA6ZTCZ1GkREREREpCLY8kdERERERKQC2PJHRERERESkAlj8ERERERERqQAWf0RERERERCqAxR8REREREZEKYPFHRERERESkAlj8ERERERERqQAWf0RERERERCqAxR8REREREZEKYPFHRERERESkAlj8ERERERERqQAWf0RERERERCqAxR8REREREZEKYPFHRERERESkAlj8ERERERERqQAWf0RERERERCqAxR8REREREZEKYPFHRERERESkAlj8ERERERERqQAWf0RERERERCqAxR8prVq1CpMmTarQvtu2bYONjQ2ioqJqOSuqTbt370a/fv2qdQ5BEPDDDz9g1KhR6NKlCxwdHfH+++9X6N6YNm1ata9Pdefvv//GnDlz4ODggK5du2LcuHE4evRojZ3f19cXNjY2uHLlSrn78t5p2BISEtCrVy+sXLmyWud58OABFixYAAcHBzg7O2PevHn87mmEXrx4gc2bN8PDwwPdu3fH6NGj8csvv1TrnD/++CNGjBiBLl26wMXFBV999RWeP39e7nG8d1TX5cuXMXXqVHTv3h329vZ4//338ejRo3KPq2/PzCz+CABw+PBh+Pv7S50G1aHz589j69at1T7P9u3b8dVXX8HMzAyffvoppk+fjrCwMEyZMgWxsbE1kCnVB1FRUZg2bRru3buH9957D8uXL4eOjg5WrFgBX1/fGjn/5s2bayBTqu8EQcBnn31WoQftsty/fx+enp64e/cuFi5ciNmzZ+Pvv//G1KlT8fjx4xrKlqSmUCiwcOFC+Pj4wMPDAytWrICBgQFWrlxZ5eeW3bt348svv4SBgQE+/fRTDBkyBH5+fpg3bx4EQajhfwE1BmFhYZg9ezaSkpLwwQcfYPbs2QgNDcWUKVPw5MkTqdOrFHWpE6Dak52dDT09vTL3KSwsxLZt27Br1646yoqkJggCDh48iHXr1qGgoKBa53ry5Al27tyJIUOGYNu2bcr4kCFDMGHCBOzYsQPr16+vbspUD6xfvx5yuRyHDx+GqakpAMDLywtTp07F1q1bMWnSJDRp0qRK5y4qKsKnn34KhUJRkylTPXXw4EGEh4dX+zyrV6+Gmpoa/Pz8YG5uDgBwcXHB+PHjceDAASxbtqza1yDpHT16FCEhIfjiiy/g5eUFAPD09MTEiROxfft2TJ48GTKZrMLnKygowK5du9CxY0d8//33UFd/+ShsaGiIbdu24cKFC3B3d6+VfwtJpyLPxGXZtWsX5HI5Dhw4gFatWgEAHBwcMG3aNOzbtw/Lly+vqVRrHVv+GqGLFy9i3rx55XanycjIwOjRo7Fz506MGzdO+UBHjdvkyZPx1VdfwdnZGXZ2dtU6V1hYGAoLCzFx4kRR3MbGBh07dqyRBzySXlFREa5evQpXV1fR94RcLsfw4cORk5ODiIiIKp9/7969ePDgAWbNmlUT6VI9Fhsbi40bN2LRokXVPk9oaCimTZumLPwAoHPnzvjwww9ha2tb3VSpnjhy5Ahat26NKVOmKGNyuRwffPABPD09kZOTU6nzpaWlITs7G87OzsrCDwDc3NwAAPfu3auZxKlecXNzw9dff13lHkmxsbFo27atsvADACcnJ+jq6ja4e4bFXyORm5sLf39/jBw5ErNmzcLt27fLfXOVlZWFoqIibNu2DevWrRN9CVZUQkIClixZgl69ein7PyckJFT1n0F1IDExEatXr8aePXuq3FLzyoABA/Dbb7/B0dGx2La0tDSoqalV6DxXrlyBp6cnunXrBhcXF6xduxYvXryoVm5Uc+RyOX799dcS32ympqYCQIX/X78pMjISW7duxSeffIKWLVtW+njeOw2HQqHAypUrYWNjgxkzZlTrXK9eLLm4uAB4+YIiNzcXADB//nyMHDmyQufh/VO/FRQU4K+//kKfPn0gl798ZH3+/DkEQYC7uzsWLVpU6d8xQ0ND6OvrIzo6WhSPi4sDAJiYmFToPLx3GpZBgwbB398fQ4cOxfz583Hp0qVKHd+uXTskJSUpv2eAl72fcnJyKnzP1JdnZhZ/DVxiYiK++eYbuLu7Y9WqVWjatCk2btyIc+fO4e233y7zWDMzM5w8eRJDhgyp8vWXLFkChUKBFStWYNy4cTh37hzmz59f5fNR7fvjjz8q3U2mNDo6OrC2ti724xsYGIjk5GQ4ODiUe46MjAzMnz8fXbt2xWeffQY7Ozvs27cPGzZsqHZ+VDNkMhksLS1FbzwBICcnB0eOHIGuri46d+5c6fMWFhZi5cqVsLe3h6enZ6WP573TsHz//fe4desW1qxZo3yQr6qYmBgAgLa2Nj7++GP06NEDPXr0wLhx4yrc44D3T/0XHx+PgoICWFhYYN++fXBzc0OvXr3Qu3dveHt7V2l8nrq6Oj777DNcuXIF27dvR1xcHIKCgrBhwwa0a9euQs9EvHcang0bNuD8+fNYsmQJIiIiMHPmTIwaNQqHDh0SFXSl+eCDD6CmpoZly5bhwYMHiIiIwEcffQQdHZ0Kv8yqL8/MHPPXgC1ZsgRnzpyBhoYGRo4ciWnTplWqq0tVWvreNGLECKxZs0b5OScnBwEBAYiKioKVlVW1z081T1NTs1bPn5CQgNWrV0NTUxPvvvtuufsXFBTgf//3fzFu3DgAwKRJkzBs2DAEBgbiiy++qNVcqeoEQcDnn3+Op0+f4v3334eWllalz7Fz507ExMTgt99+q9LLCN47DUd0dDS2bNmCpUuXon379sjLy6vW+TIzMwEAS5cuhZmZGdatW4fMzEx4e3tj1qxZ+Omnn9CpU6cyz8H7p/7LysoCAAQEBCAjIwMLFiyAiYkJjh07hi1btiA3NxcfffRRpc/bv39/5Vj1V+PVTUxM4OPjA11d3XKP573TMBkaGmLBggWYM2cOzpw5g4MHD+KLL77Apk2bsHTpUkydOrXUYzt27IhZs2Zhy5YtOHPmDICXz9Hbt28v97vmlfryzMyWvwYsMDAQMpkMH374Ib788ktJxjiMHj1a9Llr164A0OBmPqKakZSUhJkzZyIlJQWff/55hb7M1NXVMWLECOVnuVyOzp0749mzZygqKqrNdKmKBEHAl19+iePHj8PJyQkLFiyo9DkiIiKwc+dOfPLJJ8VaFCuK907D8GpCH1tb2xob15mfnw8A0NfXh6+vL0aOHIkpU6Zg//79UCgU2LJlS7nn4P1T/736/xwXF4d9+/ZhxowZGD58OHbu3AknJyd89913SElJqdQ5c3Jy4OXlhcDAQHh5eWH79u347LPPIAgCvLy8KjR1P++dhk1dXR3Dhg3Dt99+iyFDhiA9PR3BwcFlHvPpp59i8+bNcHV1xaZNm7B+/XrY2tpi8eLFymKwPPXlmZktfw3Yjh07sG/fPqxduxa7du3CpEmTMHXq1DqduMXY2Fj0WVtbGwCqPYskSSc9Pb1C//90dXVF3T2joqKU0yB//PHHmDx5coWu17Rp02Ktkdra2hAEAYWFhVUeS0a1o6CgACtXrsR///tfdOvWDd7e3tDQ0ABQ8Xvn1RIRtra2GDZsmHLc4KuuN1lZWUhNTYWhoWGZ5+G90zB89913uHXrFvbv34/09HQAr38j8vPzkZqaCj09PeTk5FT4u+dV68xbb70l6kLatm1b9OzZs0JrRfL+qf90dHQAAN26dSvWujJhwgSEhoYiPDwczs7OFb53fv31V0RFReGjjz7CvHnzlNs8PDwwevRofP3119i9e3eZ5+G907Bdu3YNBw4cwKlTpyCXyzFhwoQyeypFRUXh2LFjcHFxgY+PjzI+YsQIvPXWW/j888/Rr18/5f1amvryzMzirwEbNGgQBg0ahNu3b2Pfvn3Yu3cv9uzZg8GDB+Odd96p0Hir6qruuA2qfxYvXozQ0NBy91u0aBEWL14M4PXi3xkZGfif//kfTJ8+vcLX449kw5Gbm4vFixcjKCgITk5O8Pb2Fk2dXdF7Z/z48crZ0fr06VNs+/vvvw+g/Fn3eO80DBcuXEBhYWGJXaqOHz+O48ePY+3atfjll18q/N3z6iWnkZFRse1GRkZ48eIFFApFmb9RvH/qPzMzMwAo8UXQq9jz588r9bv16mXTqy6br1haWsLR0RFXrlyBIAhldkXnvdPw5Ofn4/jx4zhw4ABu374NY2NjLFiwAFOmTCnxe+SfIiMjAQBjx44VxTU1NTF69Gh8++23iIyMRPfu3cs8T315Zmbx1wjY2dnhm2++wbJly+Dn5wd/f3/8/vvvmDRpEr766iup06MGZsWKFcrxNGWxtLQEANy9exfvvvsucnJysHbtWowfP762UyQJFBQUYNGiRQgODsaAAQPwn//8p9g4v4reOyYmJhgzZkyx+Llz57B//36sWLGiwmMoqP4r6b4oKCjA3Llz4eLigtmzZ6NDhw6wtrau8HdPfHw8AODBgwcYNGiQaHtcXBxMTU3rzYMWVZ2RkRHMzMwQFRVVbNure8Dc3LxSv1sHDx4EgBK7ZyoUCigUihqZEI3qF3d3d6SmpsLGxgZr1qzB6NGjKzwHwqvfupLWon016VBDWqeWxV8jYmpqig8//BALFizAsWPHlF+MRJXRpUuXCu/7qiUoOzsbmzZtEo2BoMZl69atCA4OhoeHB7Zu3ars6vlPlbl3OnToUCz2aqyNnZ0dnJ2dq54s1Ssl3RevJnxp0aIF+vbtC6DiU+wDLx/4zczM4O/vj6lTp0JfXx/Ay7VHb926VaneB1S/jR49Gj4+Pjh16pRyJs78/Hz4+fnB0NAQDg4OJX4flaZfv37w9fXFDz/8IFq+JioqClevXuV3TyPVrVs3zJw5s8TeJuWxt7eHjo4O/P39MWrUKOWEiXl5eTh69Cj09fWrNOO1VFj8NULa2toVHm9FVB3+/v6IjY2FnZ0dCgoKcOzYMdF2bW1tDB06VKLsqKY8efIEvr6+UFdXh4uLC06cOFFsnz59+lTq4Z2oOtTV1bF69WosXLgQkyZNwpQpU5CZmQlfX1+YmZlh4cKFUqdINWT+/Pk4e/Ysli1bBi8vL1hYWODo0aOIiorCxo0bK1X4AYCrqyuGDRuGvXv3Ij4+Hi4uLkhKSsLBgwehrq5e4nqm1PDt2rWrysc2a9YMn3zyCVavXo3Jkydj3LhxKCgowJEjRxAdHY21a9dWacZrqbD4I6Iqu3z5MgDg9u3bJf5gGhsbs/hrBK5du6YckL569eoS9/Hx8WHxR3XK3d0d33//PbZu3YrNmzdDS0sLAwYMwPLly2FgYCB1elRD9PT04Ofnh//85z/49ddfkZWVBWtra3h7e2PAgAFVOuemTZtgZ2eHgIAA/PHHH2jSpAl69+6NpUuXcpkqKpGXlxdMTU3h4+ODb7/9FjKZDHZ2dti1axfc3d2lTq9SZEJVVsgkIiIiIiKiBoWjoYmIiIiIiFQAiz8iIiIiIiIVwOKPiIiIiIhIBbD4IyIiIiIiUgEs/oiIiIiIiFQAiz8iIiIiIiIVwOKPiIiIiIhIBbD4IyIiIiIiUgEs/oiIiIiIiFQAiz8iIiIiIiIVwOKPiIiIiIhIBbD4IyIiIiIiUgEs/oiIiIiIiFQAiz8iIiIiIiIVwOKPiIiIiIhIBfw/RD7QNNQ2TUIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 936x1320 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "screentime_means = (\n",
    "    df_perf_demo\n",
    "    .groupby(\"screentime_label\", as_index=False)[\n",
    "        [\"mean_accuracy_percent\", \"mean_rt\", \"mean_recognition_accuracy\"]\n",
    "    ]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "screentime_means[\"screentime_label\"] = pd.Categorical(\n",
    "    screentime_means[\"screentime_label\"],\n",
    "    categories=screentime_order,\n",
    "    ordered=True\n",
    ")\n",
    "screentime_means = screentime_means.sort_values(\"screentime_label\")\n",
    "\n",
    "fig, axes = plt.subplots(3, 1, figsize=(7.8, 11))\n",
    "\n",
    "axes[0].plot(\n",
    "    screentime_means[\"screentime_label\"],\n",
    "    screentime_means[\"mean_accuracy_percent\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[0].set_title(\"Mean accuracy by daily screen time\")\n",
    "axes[0].set_ylabel(\"Accuracy (%)\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "axes[1].plot(\n",
    "    screentime_means[\"screentime_label\"],\n",
    "    screentime_means[\"mean_rt\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[1].set_title(\"Mean reaction time by daily screen time\")\n",
    "axes[1].set_ylabel(\"RT (ms)\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "axes[2].plot(\n",
    "    screentime_means[\"screentime_label\"],\n",
    "    screentime_means[\"mean_recognition_accuracy\"],\n",
    "    marker=\"o\",\n",
    "    color=purple_main,\n",
    "    linewidth=2.5\n",
    ")\n",
    "axes[2].set_title(\"Mean recognition accuracy by daily screen time\")\n",
    "axes[2].set_ylabel(\"Recognition accuracy (%)\")\n",
    "axes[2].grid(axis=\"y\", alpha=0.15)\n",
    "axes[2].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4ba08a7-a8d1-42f6-8197-3592bbb594b1",
   "metadata": {},
   "source": [
    "### Accuracy and Reaction Time Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "e0f6c851-bd7a-4f9a-8517-61aa80951029",
   "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>block</th>\n",
       "      <th>trial_in_block</th>\n",
       "      <th>correct</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.223881</td>\n",
       "      <td>22.388060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.402985</td>\n",
       "      <td>40.298507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.477612</td>\n",
       "      <td>47.761194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.402985</td>\n",
       "      <td>40.298507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.492537</td>\n",
       "      <td>49.253731</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   block  trial_in_block   correct  accuracy_percent\n",
       "0      1               1  0.223881         22.388060\n",
       "1      1               2  0.402985         40.298507\n",
       "2      1               3  0.477612         47.761194\n",
       "3      1               4  0.402985         40.298507\n",
       "4      1               5  0.492537         49.253731"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_accuracy = (\n",
    "    df_trials\n",
    "    .groupby([\"block\", \"trial_in_block\"], as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "trial_accuracy[\"accuracy_percent\"] = trial_accuracy[\"correct\"] * 100\n",
    "trial_accuracy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "2ed2b829-55e4-4f05-8398-974f3215b789",
   "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>participant</th>\n",
       "      <th>correct</th>\n",
       "      <th>accuracy_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>0.430556</td>\n",
       "      <td>43.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>0.725694</td>\n",
       "      <td>72.569444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>0.885417</td>\n",
       "      <td>88.541667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>0.871528</td>\n",
       "      <td>87.152778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>0.774306</td>\n",
       "      <td>77.430556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant   correct  accuracy_percent\n",
       "0       13351  0.430556         43.055556\n",
       "1       14312  0.725694         72.569444\n",
       "2       15899  0.885417         88.541667\n",
       "3       22599  0.871528         87.152778\n",
       "4       23765  0.774306         77.430556"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "participant_accuracy = (\n",
    "    df_trials\n",
    "    .groupby(\"participant\", as_index=False)[\"correct\"]\n",
    "    .mean()\n",
    ")\n",
    "\n",
    "participant_accuracy[\"accuracy_percent\"] = participant_accuracy[\"correct\"] * 100\n",
    "participant_accuracy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "7d4a4134-91f9-497e-a387-f68f5a6613c6",
   "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>rt</th>\n",
       "      <th>trial_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>705.0</td>\n",
       "      <td>Correct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>90.0</td>\n",
       "      <td>Correct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>430.0</td>\n",
       "      <td>Correct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2144.0</td>\n",
       "      <td>Correct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>607.0</td>\n",
       "      <td>Correct</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       rt trial_type\n",
       "0   705.0    Correct\n",
       "1    90.0    Correct\n",
       "2   430.0    Correct\n",
       "3  2144.0    Correct\n",
       "4   607.0    Correct"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rt_data = df_trials[\"rt\"].dropna()\n",
    "\n",
    "rt_correct = df_trials.loc[df_trials[\"correct\"] == True, \"rt\"].dropna()\n",
    "rt_error = df_trials.loc[df_trials[\"correct\"] == False, \"rt\"].dropna()\n",
    "\n",
    "rt_compare = pd.DataFrame({\n",
    "    \"rt\": pd.concat([rt_correct, rt_error], ignore_index=True),\n",
    "    \"trial_type\": [\"Correct\"] * len(rt_correct) + [\"Error\"] * len(rt_error)\n",
    "})\n",
    "\n",
    "rt_compare.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "3a778d09-1a98-4555-99a4-046ce0f9b56d",
   "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>participant</th>\n",
       "      <th>hits</th>\n",
       "      <th>false_alarms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13351</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14312</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15899</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22599</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23765</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  participant  hits  false_alarms\n",
       "0       13351   3.0           1.5\n",
       "1       14312   3.0           0.0\n",
       "2       15899   7.5           0.0\n",
       "3       22599  11.5           0.5\n",
       "4       23765   5.5           0.0"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recognition_summary = (\n",
    "    df_recognition\n",
    "    .groupby(\"participant\", as_index=False)\n",
    "    .agg(\n",
    "        hits=(\"hits\", \"mean\"),\n",
    "        false_alarms=(\"false_alarms\", \"mean\")\n",
    "    )\n",
    ")\n",
    "\n",
    "recognition_summary.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a56a2af-8eb2-498f-ab57-8b4e88e1d1e3",
   "metadata": {},
   "source": [
    "### Accuracy Distribution Across Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "2b983ba2-5245-459f-aec2-45a17886ef79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.histplot(\n",
    "    trial_accuracy[\"accuracy_percent\"],\n",
    "    bins=20,\n",
    "    color=purple_mid,\n",
    "    edgecolor=purple_main\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy distribution across trials\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Accuracy (%)\")\n",
    "plt.ylabel(\"Number of trials\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()### Accuracy Distribution Across Participants"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dfaf4d8-598b-4252-9319-c937cbf864bb",
   "metadata": {},
   "source": [
    "### Accuracy Distribution Across Participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "8cb1747f-b766-4a89-8ffb-b9cba665288f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.histplot(\n",
    "    participant_accuracy[\"accuracy_percent\"],\n",
    "    bins=15,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main\n",
    ")\n",
    "\n",
    "plt.title(\"Accuracy distribution across participants\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Accuracy (%)\")\n",
    "plt.ylabel(\"Number of participants\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b886259d-b22e-4a20-ad89-01b1c565da8e",
   "metadata": {},
   "source": [
    "### Reaction Time Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "eee7786d-6cc3-4431-b72b-e792d8257d47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.histplot(\n",
    "    rt_data,\n",
    "    bins=40,\n",
    "    color=purple_mid,\n",
    "    edgecolor=purple_main\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time distribution\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\")\n",
    "plt.ylabel(\"Number of trials\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2899a2e8-8fd7-4e13-9112-e4efb60e7282",
   "metadata": {},
   "source": [
    "### Reaction Time by Block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "aaf8de5d-736d-4f9c-956a-76e2828d76d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAIvCAYAAACC+MFmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AACHlUlEQVR4nOzde5yM9f//8efMng8sa1nWIUvO56g+ihLKIUkqYiOdVOhTSqnoJInSxzE+KWVJJ4cOok1SIvqElCxZycphWSzLHmd3Zn5/+M313dmTXbNjZncf99vtc/vsXNf7mus12Yt5Xu/r/X6b7Ha7XQAAAACAMmX2dAEAAAAAUBERtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGvp4uAADKg2bNmhW732w2KyAgQGFhYWrQoIG6dOmiu+++WyEhIZeowkvj0KFD+uabb/TAAw84bf/f//6n4cOHG69fe+01DRw48FKX57K0tDTNnz9fTz31VIF9eX8HbrvtNk2dOvVSluYW3bt315EjRyRJV1xxhT766CMPV3TenDlzNHfuXOP12rVrddlll5X4+MOHD6tHjx7G6zFjxujRRx8t0xov1jPPPKPPPvvMeL13714PVgPA3ejZAoAyYLPZlJmZqWPHjumXX37Rf/7zH/Xu3Vv//POPp0srExkZGZoxY4b69u2rDRs2eLqcMme32/XZZ5+pd+/eevfddz1dDgCggqBnCwBKyWQyKSgoyHhtt9tls9lksVhkt9uN7cnJyRo9erS++OILmc3l+95WTEyMdu/eXeR+Hx8fBQcHG699fcvXPy9Tp07VokWLim2T9/P5+/u7uSIAQEVQvv41BAAvEBUVpfXr1xfYbrFYtGbNGr3wwgvKzs6WJCUkJOiHH35Q9+7dL3WZZSo1NbXY/Z06ddKOHTsuUTVl70KfT1K5/nwAAM8o37daAcCL+Pv7a8CAARo8eLDT9t9//91DFQEAAE+iZwsAylijRo2cXp8+fbrQdjt37lRsbKy2bt2qlJQUhYSEqGnTpurbt6/uuOMO+fn5FXrcmTNntHjxYm3YsEEHDx5URkaGfH19FRERobZt22rYsGHq2LFjkfXFx8frgw8+0LZt25ScnCy73a7atWurU6dOGj58uJo3b260zT+YX5J++eUXY7KIxYsX6+qrry7xBBmZmZlavXq1vvrqKx04cECnTp1S1apV1axZM91444264447Cn1EL++ECQ0aNNC3336rxMREvfPOO9q0aZNOnTqliIgIde3aVSNHjlT9+vWL/Px5rVy5Us8++2yB7Y7Pl3diheImyMg70cSTTz6p+++/Xx9++KFWrlypAwcOKCgoSFdeeaX+/e9/6/LLL5ckffvtt1q0aJF2794tPz8/NWvWTPfdd59uuOGGQmu12+36+uuvtWLFCsXHxystLU3Vq1dX+/btdccdd+j6668v0Wcujt1u1/Lly/XRRx9p//79CggIUKtWrTRkyBDddNNNRruMjAx16dJF6enpkqTLLrtMa9euLfB+OTk56tKli86cOSNJat68ub744ouLqm3Pnj2aN2+efvnlF2VlZal+/fq66aabdN999yk0NPSi3jM3N1dr167Vl19+qYSEBJ04cULBwcFq1KiRunfvriFDhhT73rm5ufryyy+1evVq7dmzR6mpqQoKClJ0dLR69uypmJiYUtUWHx+vu+++WxkZGZLOT7wzY8YM9e7d+6I+HwDPI2wBQBlLSEhwel27du0CbebOnau5c+c6jfE6c+aMfvnlF/3yyy/65JNP9PbbbysyMtLpuEOHDunuu+/WsWPHnLZbrVYdOXJER44cUVxcnJ555hmNGDGiwHlnzpyp//73v07nlaSDBw/q4MGD+vzzz/X8889ryJAhpf3YF7Rnzx49/vjjSkxMdNp+6tQpbd68WZs3b9aiRYs0Z86cC87+uG7dOo0bN06ZmZnGtqSkJH366af6+uuv9cEHHziFxkspPT1dI0aM0C+//GJsy8zM1DfffKONGzfqgw8+0MqVK/XBBx84Hef4s580aVKB3tGMjAw98cQT+v777522Jycna+3atVq7dq1uueUWTZky5aLHk+Xm5urRRx/Vt99+a2zLysoy/mxuu+02TZkyRWazWcHBwerbt6+WLVsm6fzvzx9//KE2bdo4vefmzZuNoCWdD6kXY/Xq1XrrrbeUm5trbNu3b5/27dunL774Qu+9916pZiuUzs9Y+MQTTxToebZYLPr111/166+/6v3339fMmTN11VVXFTjeMSZz586dTtvPnTunnTt3aufOnfrkk0/03nvvqWHDhhes5+jRo3rooYeMoCVJL7/8MkELKOd4jBAAykhKSoo++ugj4wuoQ/7xWkuXLtWcOXOcAo+Pj49Tmz179uiRRx5RTk6O0/bx48cXCFr5e8DsdrveeOONAj1q77//vubPn+90XpPJJJPJZLy2Wq2aNGmStm3bJun8o5HBwcFObRxftoODgwvUXZTDhw9r+PDhBYJW/toPHjyo4cOHFzuL48mTJzV27FgjaOWv4dy5c5o+fXqJ6vL19VVwcHCBCT0cn6+o3sXiLFy40Aha+d83IyNDd999txG0Cps4Zdq0aUpLS3Pa9swzzxQIWvk/96pVqzRt2rRS1+uwc+dOI2gVVtdnn32m+fPnG6/vuOMOp/2rV68ucMzXX39t/Ozn56f+/ftfVG2zZs0yglb+2g4fPqxRo0YZ4yRL4uzZs7rnnnsKBK38f96nTp3S/fffr99++81pu8Vi0SOPPFIgaOX/Mzly5IhGjx5d4DrO79y5c3rooYd04sQJY9uTTz6pQYMGlfQjAfBShC0AKKWjR4+qQ4cOxv/atWunFi1aqHPnznrppZecvlgNHTrUqYfl7NmzevPNN43XNWrU0H//+1/99ttv2rJli2JiYox98fHxWrFihfF6586d2r59u/F60KBB2rZtm3bt2qWNGzc6hbrc3Fyn2QNPnz6tWbNmGa+Dg4P12muvafv27fr99981ceJEI1DZbDbNnDlTkjRp0iTt2LFDUVFRxrGOyTB27NihTp06lei/2XPPPaezZ88ar/v06aPvvvtOu3bt0vr169WnTx9j35kzZzRhwoQi3ysjI0M5OTl69NFHtXXrVv3xxx9Gj4vDzz//LJvNdsG6+vfvrx07duiWW25x2u74fA8//HCJPl9eOTk5atq0qVauXKldu3bpiy++UNWqVZ3q9/Pz08svv6zff/9d33//vdPvSHp6uv744w/j9ZYtW/TNN98Yr9u0aaPPP/9cu3bt0tdff+3U6/LBBx9o//79pa7ZoWbNmpo/f75+++03/fTTT7rvvvuc9r/77rvGn2P79u3VpEkTY9/XX3/tFOQtFou+++474/V1112n8PDwi6rLZDLpwQcf1ObNm/Xbb7/prbfeUo0aNYz9f/31l7788ssSv99rr72mw4cPG6+vvvpqffXVV9q1a5c2b96sYcOGOX2Op59+2qlXbfny5dq1a5fxuk2bNvrss8/0xx9/6Pvvv9d1111X4tpycnL073//26lH/L777tPIkSNL/HkAeC/CFgCUkt1uV0ZGhvG/rKysAl/s/f39NWrUKD3//PNO27/55htjnIt0PoTccMMN8vf3V3h4uJ5//nmnR7Hyhq02bdpo3bp1euutt/T4449rwoQJqlKliiSpVq1auuuuu5zOlZKSYvwcFxfn9Mjdk08+qYEDByokJEQBAQEaNmyYevfuraZNm+qWW25Rt27dShRWSiIhIUH/+9//jNetWrXSjBkzVK9ePUlS3bp1NWPGDLVq1cpo88svvzgFjvxiYmI0ZswYVa1aVT4+Prr99tvVtWtXY39OTk6RY+UuhZkzZ6pVq1YymUxq3ry5evbs6bQ/JiZGd911l/z9/RUVFeX05V4636PisHLlSuNnX19fzZ49Wy1atJDZbFajRo00a9YsBQYGFtq+tF577TV1795dAQEBioiI0Pjx4516ozIyMrRp0ybjdd7erWPHjhk9opL0008/OQVsVxa57tu3r8aNG6caNWooICBAPXv2dLppIanQMWOFOX36tL766ivjde3atfX2228bwbFGjRqaOHGibrzxRqPNwYMHtW7dOuP1559/bvwcEBCgBQsWqGXLlvLx8VFUVJSmTZumGjVq6Morr9Tdd99d4HHgvF544QVt3rzZeD1w4EA9/fTTJfosALwfY7YAoAyFh4dr3Lhx6tGjh6pVq1Zgf/7pw2vXrl2gJ6JRo0ZG0NizZ4+ys7MVEBAgk8mk+vXrq379+urZs6dsNpsSEhK0a9cu/frrr/rxxx+d3ifvnfj8j0v16NGjQG2O3qyylr+u++67z+mxROl8z8V9992nJ5980ti2ZcuWAmOAHPKHF+n8f7e8Cy6X5rGyslSvXj01btzYaVtERITT627dujm9zj+uL2/vaN7fmcjISGVmZhb4nalTp44OHDhQoH1p1KxZ0ymwOvTr18+pZ+bPP/9U3759JZ3vGZw+fbpR7+rVq3XllVdKcn6EMDw83KUJPAoLap07d1aNGjWMYLpnz54SvdfPP/8si8VivB46dKjTunkO999/v9P4tc2bN6t3797KyclRfHy8sb1Dhw4FeuzCw8OdAlRx8ofj3r17F7g+AJRfhC0AKKW6detq/fr1ysjI0N69ezVt2jTjC25KSoo+/fTTImeUyzsmQ5LTY4OFycnJ0eHDh52+vMfFxenzzz/X1q1bC4ztySvvI10nT5502lezZs1iz1uWHLP0OeSfrbGo7UlJSUW+Z61atQpsy/+Fuax65kqrsP+2+SetyN/TUdi4O4e8vzNHjhwxgk5RDh48WOJa83L0NF5oe94JL8LDw9WjRw/FxcVJOt9zO3HiRNlsNqe16Pr163dR499KUpsjbOWtqzgX+/voGCuZmprqdCOjrK+l119/XV26dCnxeEgA3o3HCAHgIgUHB6tDhw5677331LRpU2P7b7/9prvvvlvnzp0rcMzFBADH+1itVo0ZM0aPPfaYvv/+e6Wlpal27drq3bu3nn766WLHOeVntVpLXcfFCggIKFG7/P9tCpukwaGwGfeKa38plSRUlGbGwNL+WeV9dK8s5P/vmn/SjzvvvNP4OSUlRVu2bNHGjRudfv9deYSwpLWVNMyV9e9jWVxLjseBpfNjvD7++GOX3xOAd6BnCwBcFBwcrDfffFO333678XjS/v379fzzzxd4NC//40Zbtmwp8aQBK1eudHqsacaMGU69HBs3bizy2LyTCUgq0Fsmnf+S988//6hx48aqV69emd1Zz9+L8/fff6tly5YF2jkeg3PIOylHfpXpMasaNWoYvSpNmjRxGm9Ulg4ePCi73V7gv+3Ro0edXuf/fb3mmmsUFRVltFu9erVTz0/z5s3VokULl2o7cOBAodOn5+2lKul1VNjvY1HnzMvx+xgWFiZfX1/jM+bvKXP4/vvvFRoaqsaNGxdbW4MGDRQbG6t7773XmK1zzpw5uuWWW5wmVgFQPnnHbUAAKOeaNm2qxx57zGnb119/7TRuRZLatm3r9Dr/eCZJevbZZ/XSSy9p6dKlTms15W1btWrVAo+T5R1Hkl/79u2dXucNbQ5vv/22HnnkEd10001q376905fsvF/AS9s7d/XVVzu9fu+99wqs82W32/X+++87bevSpUupzuOK/AHDU48gFibv70xiYmKBafFTUlL00EMPadq0aVqxYoX27dt3UedJSUlxmgTCIX+4yz+Ozmw2O/VcrVu3zmma+otdWyuvTz/9tMC2X375RcnJyUXWVZSOHTs69c59+OGHTpPHOCxcuNDpteP30c/Pz2kyl127dhUIpGlpaRo7dqzuvvtude7cWQ888ECR9bz//vuKiorSU089ZWw7ffq05s2bV6LPA8C7EbYAoIzcd9996tChg9O2yZMnF5jyPO8jZFOmTNFXX32lzMxMZWVlac6cOVq5cqU++ugjTZo0yWnh27wTPpw9e1bz5s2TxWJRWlqaPvjggwJfzvJOstC7d2+nMU3z5s3Thx9+qLS0NFksFn3yySdatWqVsb9JkyZOPUt5H706fPiwzp49q5SUlBI9stayZUunL6fx8fF64oknjB6BI0eO6IknnnAKi9ddd90FFzYuS/kfLYuPj1dmZmaBNc084dZbbzV+zsnJ0ejRo7V9+3bl5ubq5MmTmjBhgn744Qe99957eu6555wCemk9++yzWr16tXJycnTmzBnNmDFDn332mbG/Ro0a6ty5c4Hjbr/9duMxu3PnzhljCV1ZWyuv9evX64UXXtCpU6eUk5OjDRs26IknnnBq069fvxK9V40aNZwmiDl27Jgefvhh/fXXX5LOzwQ5efJkp+DZtGlTp0lNBgwYYPxstVr10EMP6ffff1dubq6OHz+up556yinAFTc5iGM8Ws+ePdWxY0dj+wcffHDR4+8AeA8eIwSAMmI2mzVlyhQNGDDACEYnT57U9OnTNWnSJEnnZ6V75JFHjDWvUlNT9eSTTxqLC+ftUQkKCnLqLevUqZPTbHuzZs3SnDlziuyFSU1NNX6uXr26HnvsMU2dOlXS+eD28ssva9KkSQXOazKZNG7cOKf3qlOnjjED3rFjx3T11VfLZrNpzpw5uummmy7432batGkaNGiQMjIyJElr1qzRmjVr5OfnV2DB15o1a+qVV1654HuWpfyPLN5xxx0ym82KiYnRxIkTL2kt+fXs2VOdO3fWli1bJJ2fSn/o0KHy8fEpMF6oYcOGTmOoSiM4OFjnzp3TE088Ueh7S9LYsWMLHW8WFRWla665xmlaeMm1tbUcAgICZLVa9cknn+iTTz4ptLZOnToVWDy8OBMnTtSvv/5qTD7y888/6+abby709zE4OFhvvPGG05itO+64QytWrDDW2kpISNCgQYNc/jMZP368sZBxTk6Opk2bRg8XUM7RswUAZahRo0YFHif89NNPnRYjHjVqVIF1lex2e4GgNX/+fKdxVXfffXeB3p68x9SvX99pjEf+x8nuvffeAov05j+vr6+vXnjhBV1zzTVO7fIHKscxxc0YmFeTJk20cOFCNWjQwGl7/i+2TZo00dKlSwtMhe5u3bt3LzBGzWazlfjzudvcuXMLLCCd/0v9ZZddptjY2FJNvpHXsGHDjB6YwoLW/fffX2xoyLvmlkNZTIwRERGhV155xZgAI39tTZs21cyZM0s1QUqtWrUUGxvr1OMqFfx9rF27tmJjY50WnZbOT3Ayf/58tW7d2ml7/trq1aunt99+22kdtOK0a9fO6fHg7777Tj///HOJjgXgnQhbAFDG7r33XqfHCe12u1544QWnL3ITJ07Uhx9+qAEDBqhevXoKDAyUv7+/GjZsqLvvvlurVq0q8LhWcHCwPvzwQz3wwANq0KCB/Pz8FBwcrKZNm+qRRx7RypUrnaac/+GHHwqMRRk7dqyWLVum2267TXXr1pW/v78CAgLUsGFDDR48WJ9//rmGDh1a4DMNHjxYzz33nBo3biw/Pz+FhYWpQ4cOhU5aUJQrrrhCX375pSZPnqwuXbqodu3a8vPzU3h4uK655hpNnjxZn332mS677LISv2dZufzyy7VgwQJdccUVCgwMVHBwsC6//HJdccUVl7yWwoSGhuqDDz7QG2+8oW7duqlmzZrGn3/r1q01duxYrVy50qWQ6ufnp7fffluTJ09W27ZtFRQUpKpVq6pLly569913L7jQ7vXXX+8UeKpXr+7S2lp5DRw4UJ9++qn69Omj8PBwBQQEqEmTJnriiSe0bNmyi5p+vXHjxvrkk080Y8YM9ejRw7gewsLC1LFjRz3zzDOKi4srMM7SoVatWvrkk080efJkde7cWdWrV5evr6+qVKmiDh066KmnntKqVatKdY1I0hNPPOE0s+Jrr73mVWMIAZSOyZ5/lDIAAEAprVmzRmPHjjVe33333Xr++ec9WBEAeB49WwAAoNTyPjL3xx9/6LXXXnPa7661tQCgPGGCDAAAUGrbtm3Tgw8+KH9//wILeHfp0qXAeCgAqIwIWwAAoNSioqKUnZ3ttCSBY7tj9k0AqOwIWwAAoNQiIyN1+eWX6/jx47JarYqKitJVV12lhx9+WJGRkZ4uDwC8AhNkAAAAAIAbMEEGAAAAALgBYQsAAAAA3ICwBQAAAABuQNgCAAAAADcgbAEAAACAGxC2AAAAAMANCFsAAAAA4AaELQAAAABwA8IWAAAAALgBYQsAAAAA3ICwBQAAAABuQNgCAAAAADcgbAEAAACAGxC2vMjtt9+u22+/3dNlAAAAACgDvp4uAP8nNTXV0yUAAAAAKCP0bAEAAACAGxC2AAAAAMANCFsAAAAA4AaELQAAAABwA8IWAAAAALgBYQsAAAAA3ICwBQAAAABuQNgCAAAAADcgbAEAAACAGxC2AAAAAMANfD1dQEnt3btXb775pn7//XfZbDZ17txZTz75pC677DKjTVZWlubOnavVq1crJSVFzZs31+OPP67OnTs7vZfVatV7772nZcuW6dixY2rYsKEefvhh9e3bt8B5ly9frkWLFunQoUOqXbu2hg8frpiYGLd/XlRsiYmJWrt2rQ4cOKCsrCwFBgYqOjpavXr1cvqdBgAAQPllstvtdk8XcSEHDhzQ7bffrrCwMA0bNkxWq1WxsbHKycnR559/rjp16kiSRo8ere+//15Dhw5Vo0aNtHz5cu3du1exsbHq1KmT8X5TpkxRbGysbrvtNrVv315xcXHasmWL3nzzTfXr189oFxsbqylTpqh79+667rrr9PPPPysuLk5PPPGEHnrooTL/nD179pQkrVu3rszfG95h3759WrRokfbs2SNJCgsLU3BwsDIyMpSamipJatGihUaMGKEmTZp4slQALuCGCgBAKidh67HHHtMPP/yg1atXq169epLO93T1799fw4cP14QJE7RlyxaNGDFCzz77rEaMGCFJysjIUP/+/VW1alWtXLlS0vl/APv06aOYmBhNnDhR0vmerpiYGB0+fFjr16+Xv7+/zp49q+uvv16dO3fWW2+9JZPJJEkaO3as1q9fr++//17h4eFl+jkJWxXbtm3bNH36dNlsNnXp0kW9e/dWkyZNZDKZZLfbtW/fPsXFxWnTpk0ym80aN26c000CAN6PGyoAgLzKxZgtX19f3XzzzUbQkqRmzZqpWrVq+vPPPyVJq1atkp+fnwYNGmS0CQ4O1h133KH4+HglJiZKklavXi2bzeb0KKCPj49iYmJ04sQJbd26VZK0fv16ZWRkaOjQoUbQkqRhw4YpKyuLQIRS2bdvn6ZPn67AwEC9+uqr+ve//62mTZsav1smk0lNmzbVv//9b7366qsKDAzU9OnTtW/fPg9XDqCktm3bpueff1779u1Tt27dNHXqVL333nt666239N5772nq1Knq1q2b9u3bp+eff17btm3zdMkAADcrF2HrzTff1JQpU5y2JSUl6cyZM4qKipIk7dq1S9HR0QoODnZq16pVK2O/4/9DQ0MVHR19wXaS1Lp162LbASWxaNEi2Ww2TZgw4YJ3s5s0aaIJEybIZrMpNjb2ElUIwBXcUAEAFKbcTJDhcOrUKe3atUvTp09XcHCw7rvvPknS8ePH1bZt2wLta9WqJUk6evSo0S4yMvKC7ZKTkxUYGKhq1ao5tQsICFC1atWMdsCFJCYmas+ePerWrZsRtC40nqNJkya69tprtWHDBh08eJAxHoCXy39Dpbhr3HFDZcKECYqNjdXkyZM9XT4AwE3KXdi6/fbblZSUJEkaN26cmjZtKklKT09XUFBQgfaBgYGSpMzMTKNdSEhIido5tuUXEBBgtHMHi8XitvfGpRcXFydJ6tGjh3bv3q0lS5Zo7969ks6P5wgKCtKZM2e0d+9excXFqVmzZho2bJh69uypDRs26OuvvzZuKgDwPgcPHtSePXt03XXXKScnR88++2yJrvHOnTtr48aN+uuvv9SgQQMPfwoAQEn4+/uXqn25C1tjx46Vv7+/vv76a02fPl2HDx/Wyy+/fMHj8o67yvtzUe3sdnuJ2rmDzWZz23vj0jtw4ICqVq2q1NRUzZo1S3a7XVdccYV8fX2VkpKi7OxshYaGqlmzZsrNzdXOnTs1adIk/fvf/1bVqlWVmJjI7wTgxRxjeOvXr6+XX35ZdrtdXbt21Y033qjGjRsbk+Ds379f3377rbZs2aJJkybpzjvvlCR9++23uvfeez35EQAAblLuwtatt94qSerTp48ef/xxffzxx7r77rsVHBysrKysAu0d20JDQyXJ5XaSjC/H7mI2l4uhdCih7Oxs+fn5adasWfLz81NERIR+/fVXSf931/vs2bP666+/JEkNGjTQyZMnNXv2bFWpUkVZWVn8TgBeLDExUSEhIfr0008VGBioZ555Ro0bNy7QrmnTpmratKl69eqladOmadmyZQoJCdHBgwe5xgGggip3YSuvm2++WV9//bV2796tqKgonThxokCb5ORkSTLGaUVFRRkzDl6oXWZmptLS0pyCVXZ2ts6cOWOM8XKH0nZPwrsFBQXpyJEjstvtstvtOnr0qLp161bs1O/S+R7OM2fOKCIigt8JwItZLBZZLBbZ7XZNnDjxgpPgtGzZUhMnTtSECROUk5Oj7OxsrnEAqKC8/lZaamqqevXqVegA4vT0dEnnx1u1atVKf/31V4HeqPj4eElSmzZtJJ2fTTA1NVWHDh26YDup4KyD+dsBFxIRESGr1Sq73a7g4OASzVQWHBwsu90uq9WqiIgID38CABeSk5OjLl26lHjtLMckOBaLxa2PpQMAPMvrw1ZYWJj8/Py0atUqp54ri8WixYsXKzg4WFdffbV69+4ti8Wijz/+2GiTkZGh5cuXq23btsbg4169eslkMmnx4sVGO6vVqqVLlyoyMtJYRLZbt24KCgrSkiVLnOpZsmSJAgMDjQWIgdLIO1PZggUL9Oyzz2rs2LF69tlntWDBAh08eNCYqQxA+WC32yWd77EqDUd7xmQCQMVVLh4jfPnllzV8+HANGTJEQ4YMkdls1sqVK7Vv3z5NnjxZ1apVU9euXdW1a1e98cYbSkpKUnR0tD799FMdO3ZMU6dONd6rcePGGjx4sBYvXqz09HS1b99ea9as0Y4dOzRjxgz5+flJOh/yRo0apTfffFOjR49Wt27dtGnTJsXFxWncuHGqXr26p/5zoJw5cuSI8fOhQ4e0aNEi7dmzR9L537Pg4GCnmcpatGihHj16FHo8AO/jGG8VHx9fqhtxjiclGK8FABVXuQhbHTt21KJFizRnzhzNmTNH0vnFht955x117drVaDdr1izNmDFDq1atUmZmppo1a6aFCxcavVUOzz//vCIiIrRixQqtXr1a0dHRmj17tnr16uXUbuTIkUbv1o8//qh69erppZde0pAhQ9z/oVFhnDx5UtL5L1Rz586Vj49PsWO2Nm7cqD179sjHx0dWq9U4HoB3stvt8vf3108//aS+ffuW6FHCffv2afPmzfL39zd6xgAAFU+5CFuSdOWVVzo9+leYkJAQTZw4URMnTiy2na+vrx599FE9+uijFzzvsGHDNGzYsFLVCuSVm5sryXm5AMdkGXnl3+Zo7zgegHcKDAyUv7+/srOz9eqrrxqPCxdl3759evXVV2UymeTn51fkmo4AgPKv3IQtoLzy9T1/mdntdo0ZM0br16/Xhg0btGHDBvn4+Bg9W1arVdL5cRzdu3fX/PnznY4H4J2io6O1d+9e3XPPPfroo480YcIEXXvtterdu7cxEY7dbldCQoLi4uL0008/yWw2KyYmRosWLVJ0dLSnPwIAwE34Fge4WZUqVZSWlqaIiAjVr1//go8M2e121a9fXxERETp+/LiqVq16iSoFcDFuuukmxcXF6eDBg3rllVcUGxt7wRsq99xzj9asWSNJBR5hBwBUHIQtwM0ck64kJycbswxeaJ2tiRMnGo8P0rMFeLeGDRuqRYsW2rRpk1q3bl2iGyqHDh3STz/9pJYtW+qyyy67RJUCAC41vsUBbuaYacxxZ3v06NFq1KiR1q5dq/fff19ZWVkKDAxUdHS0br31VrVu3VpvvfWW8YWNmcoA7zdixAhNmDChVJPg+Pr66p577vF06QAANyJsAW5mt9uNL1smk0lz58419uV9xMgx9bt0PmDlPQ5A+VKSSXAAABUfYQtws7yBKf/ipVar1ZjiPS9HO0fgAuDdFi1aJEkFJsGpWrWqQkJClJ6errNnz0r6v0lw/vvf/yo2NlaTJ0/2YOUAAHcibAFu5ghOeUNXeHi46tSpo5ycHGVnZysgIEB+fn5KSkpSSkqKU/v8AQ2Ad0lMTNSePXvUrVs3de/eXd27d9fBgwf1zTff6MCBA8rKylLVqlV1zTXXqFevXsYYrT/++EMbNmzQwYMHGbcFABUUg0EAN3P0TNntdmNsVkpKiuLj47V//34dOXJE+/fvV3x8vFJSUhQdHa3AwEDGbAHlxNq1ayVJvXv3NraV5HFBR/tvvvnGPYUBADyOni3AzSwWi/HzLbfcol27dhXbPjAwULfccouWLVsmScrOznZrfQBcc+DAAYWFhalJkybat2+fFi1apD179hRo5xiX2aJFC40YMUJNmzZV1apVdeDAAQ9UDQC4FAhbgJudO3dO0vkermXLlsnHx0edOnWSr6+vTp8+bcxGWL16deXm5mrHjh3as2eP8RhhWlqahz8BgOJkZWUpODhY27dv17Rp05zGYJpMJpnNZtlsNqO3a8+ePXruuec0fvx4hYSEKCsry1OlAwDcjLAFuFneni3p/KQY27ZtkyRj8Pzp06e1d+/eQo+nZwvwboGBgTp16pRee+01I1BFRkbq9ttvV/fu3Y2wtX79eq1YsULHjx+X1WrVa6+9puDgYNWrV8/DnwAA4C6ELcDNHF++7HZ7gZkH09PTlZGRUWB8R952TBUNeLfo6GinmyVjxoxR9+7dndqYzWb17NlTPXv21Pr16zV37lzZ7Xalp6crOjr6UpcMALhECFvAJeTn56f69esrMTFRkgpM+S5JDRs21LFjxwrdB8D7tG7d2lgjr7CglZ9jv2PNvTZt2ri3QABlLjExUWvXrjVmHHVMgJV3xlFAImwBbpd3naysrCwjaEkqdA2evPvzHw/A+6xbt874uX79+iU6Jm+7b7/9Vp07dy7zugCUvfyT4Pj4+BhjrPNPgtOkSRMPVwtvwJzSgJv5+PgU2BYeHq7WrVurdu3a8vf3V+3atdW6dWuFh4cXaOvryz0RwJvt3r1b0vlr9dVXX9W+ffuKbb9v3z69+uqrxrXtOB6Ad9u2bZsmTJjgNNtoaGioatasqdDQUGPbnj17NGHCBGN8Nio3vsUBl5Cvr698fHyUkpJiLF6cX0BAgKxWq3JzcyUxZgvwdjk5OZKkp556Sm+++aYmTJig9u3by9fXVykpKcbC5eHh4crNzdVvv/0ms9msp59+WlOmTDGOB+C99u3bp9dff125ubny8fFR165d1bt3bzVp0sTo2dq3b5/i4uK0ceNG5ebm6vXXX9err75KD1clR9gC3Mxmsxk/5+bmGiGqKPlnH8x7PADv1alTJ40cOVILFy407mgXNvV7UFCQ7r//fnXs2NGT5QIohfnz5ys3N1chISF64YUXCgQok8mkpk2bqmnTpurTp48mTZqk9PR0/fe//9Wbb77poarhDQhbgJsVN9FFYV/ESnM8AM8zm82yWq364osv9PHHH8tmsxW7lt5vv/2mBQsWKDU11TgegPdKTExUYmKiTCZToUErvyZNmuiFF17QM888owMHDujgwYNMmlGJEbYANyuuZyo0NFShoaFKS0szFj8uzfEAPK9mzZo6duyYFi9erKpVq2rChAny8/PT2rVrdfr0aaNdtWrV1KtXL91555169dVXtWTJEuN4AN5rxYoVkqQOHToYQeuLL77QihUrlJ6eLrvdLpPJpJCQEN1xxx3q37+/mjRpovbt22vHjh1avny5nnzySU9+BHgQYQtws/w9VlFRUTp69Kgk6dy5cwVCVt79hR0PwLvcfffdmj59uiSpV69eJZqprFevXlq2bJkkadiwYR6rHcCFxcfHS5LuvPNOffTRR1qxYkWBG6F2u11paWlatGiRFi9erNtvv12DBg3Sjh07jONRORG2gEvI399f/v7+xuu8X8Qcjws62lgsFk+VCaAUoqKijJ8dAao4e/bscZrNLO/xALxPZmamzGazVq9erU2bNkmSAgMDdfPNN+uuu+6Sj4+PrFarPv74Y61evVpZWVlatmyZkpKSZDablZmZ6eFPAE8ibAFulrdnymKxKDExUeHh4apTp45ycnKMmcr8/PyUlJRUYJ0terYA77Z27doi94WGhio4OFgZGRnGGK38vvnmG40cOdJd5QFwkd1ul81mM4LWnXfeqSFDhji18fHxUUxMjGJiYvTRRx9p2bJlRnv+Ha/cCFvAJebv729M/V7YBBn0agHly4EDB4zrOD/H7KNFzUJqNpt14MABt9YHwDXBwcHGv8uOoLV582Z9+umnSk5OltVqlY+Pj2rVqqXBgwcbQczR0x0cHOyx2uF5hC3gErNYLKpRo4Zq164ti8Uii8ViPDp47NgxnTp1ytMlAiiFs2fPGkHL399fJpPJWMIhPT1d6enpTu0DAgJkt9tlsVhks9l09uzZS14zgJILCwvTmTNnZDabFRkZqZiYGOPRQMdN09zcXP3zzz964403jOUdHDdhqlWr5tkPAI8ibAGXmGMCjFOnTqlq1aoKCQnR6dOnjS9c+SfIAODd0tLSJJ3/0vXKK6+oSZMm2rJliz755JNC73p37txZ+/bt0zPPPGMMqgfgvU6cOCHp/OzAc+fOlXQ+gDnGY1mtVvn5+SkoKEg2m02pqalGO0lKTk72SN3wDoQt4BI7fvy4OnbsKD8/P2MNnqpVq6ply5bKycnRb7/95ukSAZSC4w53kyZNjGmh69Spo5YtWyooKMhYZys6OtqYDMPRNiEhgcHzgJfLf436+voaYzDz9mxlZWUZ+/M+Osw1XrkRtgA3y/uXrmPGou3bt0uSU8/W3r17jWMc7RzHA/BejkcIQ0NDtW/fPqep38PCwhQcHKwzZ844Tf0+YsQIhYSEOB0PwDvln+AiNzdXgYGB6tu3r4YMGWL8m/3RRx9pzZo1Rugq6nhULnyLA9wsb9jy8/NTgwYNjAHx6enpysjIcPqLODo6WklJSYQtoJxwXL87duzQzp07JUmdOnWSr6+vUlJSlJ2drSpVqqhFixbKzc3Vb7/9pokTJxp/L/BFDCh/srKytHLlSn377bcKDQ1VWlpagXUzAYmwBVxSWVlZ+ueffwp8EQsICFB4eLhyc3O1Y8cOI2gB8H6OtfLsdrtyc3NVp04dbdu2TZJzz1ZCQoKk848YJiUlOR0PwHvlnW30zjvvVHx8vHbv3i1JOnfuXIGQ1bJlS7Vq1cqYjdBsNl/aguFVCFuAm+XvmbJarcYXsbyLGju+iF3oeADeJSQkxOnLVlJSkiIjIzVw4ED16NHD+KL23XffaeXKlU5By3E8gPKhU6dO2rVrV7Ft7Ha7OnXqVKJFzlHx8S0OcLOIiAilpaWpQYMG+ueff5z2FdeD5WgfERHh7hIBuKBx48bGxDaBgYGqU6eODhw4oPnz52vp0qUKCQlRenq6MeOo41Fhx7iOxo0be6p0ACWQd1zlM88847TPMfY67zX+559/6tlnny30eFQ+hC3AzZo3b67ExEQdPnzY6MW6EJPJpMOHDxvHA/Be+XumHn74Yfn7++ubb77RgQMHjBlHr7nmGvXq1UsWi0UvvvhikccD8F6Of8MLG5fZsmVL5ebmatu2bYzFhIGwBbjZTTfdpLi4OOPOltlsVvPmzXXq1CmlpqYaa/CEhYWpRo0a+vPPP2Wz2Yy/qHv16uXJ8gFcwJEjR4yfs7Ky9Nxzz6lp06ZKSUlxusbPnDmjf/75R3v37nXq1c57PIDywTEcIDQ0VFWqVNGpU6eKHA6Ayo2wBbhZw4YNFRAQoOzsbEnne62CgoIUHR1trLMVGBio6tWrKycnx2mwfEBAgC677DJPlQ6gBE6ePCnp/5ZssFqtxtTvDjk5OcrKytLx48eNbY72juMBeKe8swrnf0IlLS2t0IXJ87Zj7HXlxp8+4GaJiYlG0PL395fJZDLW2SpMQECAfHx8ZLFYlJ2drYMHDxK4AC+Wm5srk8mkq6++Wps3by7xcVdffbW2bNnitPgpAO/j7+9vXKcBAQF6+eWXtWfPHi1fvlzp6emy2+0ymUwKCQnRHXfcoRYtWujFF180xmX6+/t7snx4GHNRAm62YsUKSVLt2rWNAOVgMpnk6+vr1JuVnZ0ti8Wi2rVrS5KWL19+aQsGUCq+vr6y2+2FBi0fHx/5+vrKx8enwL7NmzfLbrdz1xsoR7KysnTo0CFFREQoPDxcAQEB8vPzM5ZwqVmzpg4dOlRgYWNUXvwND7hZfHy8JOnEiRMF9lWpUqXALEYOjvaO4wF4pxo1ahiPEQUGBurll1/WyZMn9cknnyg5OVlWq1W+vr6qW7euBg8erIiICKe73sw4Cni3nJwcp9dz5851eu3j46OcnBz9888/euONNy54PCoXwhbgZpmZmZLOT/MeEhKiF154Qbt379aKFSt07tw5nT17ViaTSaGhocbjB5MmTVJ6errT8QC8U/Xq1XXw4EFJ0i233KJFixYZY7YcixpnZGQYX8RatGihW265xViDp1q1ap4qHUAJFLdMi+PJlOJmGy7ueFR8hC3AzRx/yZpMJvXt21cvvfRSgQBlt9uVlpamRYsWKSgoSP369dPy5ctlt9v5SxrwcocOHTJ+XrZsmXx8fNStWzf17t1bTZo0Mb6E7du3T3Fxcdq4caPTBBp5jwfgffI+6u8QGhqqnJwcZWdnG/9OOx4pzD9hRmHHo/JgzBbgZo6/ZKtXr65ly5ZdsKcqMzNTy5YtU/Xq1Z2OB+Cdzpw5U2Cb3W4vcJe7sG1FHQ/Ae+Sd4KJTp04ym81KS0tzGoMtnR9znZaWJrPZrE6dOhV6PCoferaASyQlJcX42d/fX/Xq1ZOvr6+ys7MVEBCg3NxcHT58WBaLpUB7AN7LsYaedH7MVp06dbRhwwZt2LBBVatWLTAuMzo6WklJScaYrbzHA/A+ISEhxo3S33777YLrZSYkJOi3334zjg8NDfVQ5fAGhC3gEouIiNDJkyf1999/G+M5zpw5o9TUVKf9AMoHR29V69atlZCQoEOHDqlly5bGF7HMzEz5+PgoMjLS+CJmNpvVunVr7dq1q8hxHgC8Q96ZBXNzczVmzBg1atRIa9eu1YEDB4z1MqOjo9WrVy/t37/faRINxl5XboQtwM3yf5E6ffq08UXszJkzysjIkNlsVmRkpCIiIvTnn38WezwA72I2m2Wz2dS0aVN169ZNCxcu1O7du53a5F3UOCgoSPfff7+OHDmiXbt2yWzmiX7AmxU3G6HZbDb+Dti7d6/i4uIueDwqF8IW4Gb5J7iwWq0FvohJ0vHjx3X8+PELHg/AuwQGBiojI0PffPON02D5omRlZentt982xnEEBQVdijIBXKTirmnHWMzibozy73jlRtgC3OxCPVM+Pj4X/IscgPcKCwtTRkaGsVxDXoWN2bLb7crJyTHudletWvWS1gugdIr7d7gkswbz73jlRtgCPMhsNstkMhmPIAAof6pWraqkpCTjtclkUseOHeXr66uUlBRlZ2erSpUqatmypXJzc7V9+3anL1+ELcC7XeimaEmOR+VF2AIusTFjxqhx48b65ptvSjSwFoB3i4iI0N69e43Xdrtd27ZtkyRVqVJFoaGhSklJUUJCQpHHA/BewcHBxkzB+YWGhqpKlSo6d+5cgfW18h6PyouwBVxi8+fPV5cuXdS7d289+OCDxoKnCQkJ+vzzz7Vp0yZPlwigFAp7fNAhLS1NGRkZxfZcF3c8AM/L36s1ZswYBQUF6ZNPPlFycrJOnjwpHx8fNWjQQIMHD1ZmZqbTTVPGbFVuhC3gEjGZTPLx8VFubm6xa/BIkq+vr6xWK895A+XA/v37jZ8d62wdOHBAUuHjOfKvs5X3eADeJ//ixStWrDAeHXYs4ZKRkaF//vlHb7zxhurUqVPs8ahcCFvAJWK323XbbbcpPj7emI0wPT1dGRkZTqGqZcuWatWqlZYtW+apUgGUQv6eqQvdJMm/n54twLs5bpg4xlcnJSUpMDBQffr00dChQ40xXR9++KG+/vprI4g52tOzVbkRtoBLaNmyZRozZoxuvvlm4/EDq9UqX19f1a1bt9DHDwB4N0d4atCggf755x8lJiY67c8/uN6x39GeHmzAuzmuX5vNJn9/f5lMJmVlZemzzz7T559/boQqx7UcEBAgu91ujPMibFVu5SJs7dy5U3PmzNGOHTuUnZ2txo0ba8SIERowYIDR5j//+Y/efvvtQo/funWrMduT1WrVe++9p2XLlunYsWNq2LChHn74YfXt27fAccuXL9eiRYt06NAh1a5dW8OHD1dMTIxbPiMqj8IWQ7RYLMbjBwDKF8cXrEOHDhW6v6gvWo72hC2g/PDz89MLL7ygkydPOt009fPzU61atTR48GBFRERo0qRJRU6qgcrF68PW/v37NWzYMIWFhemBBx5QSEiI1qxZo/Hjx+v06dO69957JUkJCQmqX7++Hn300QLvkXfByGnTpik2Nla33Xab2rdvr7i4OI0dO1Y2m039+vUz2sXGxmrKlCnq3r27YmJi9PPPP2vSpElKS0vTQw895P4PjgrD39+/yL9wbTbbBad8dyx8CsA75b+r7efnZ6yhVRjHfkd7s9l8SeoEcHEcE1mFhobKYrFowoQJuvbaa/XII4+oadOmThNdxcXF6aeffpLZbFZoaKjS0tJkMpk8/RHgQV4ftqZNmyaz2axly5YpMjJSkhQTE6OhQ4dq9uzZGjRokEJCQpSQkKB27drp1ltvLfK9EhMTtWTJEg0bNkwTJ06UJN15552KiYnR1KlTddNNN8nf319nz57VzJkz1aNHD7311lsymUwaMmSIxo4dq3nz5unOO+9UeHj4Jfn8KP9atmyp3377zaXjAXgvPz8/pwHwOTk5qlGjhmrXri2LxSKLxSJ/f3/5+/vr2LFjOnXqVIHjAXgvR5hKS0vTmDFjtH79+mInumrZsqW6d+9uPMlC2KrcvPp2mtVq1datW9W1a1cjaEnn7wL26dNHGRkZ2rNnj9LS0nT06FE1bty42PdbvXq1bDab06OAPj4+iomJ0YkTJ7R161ZJ0vr165WRkaGhQ4c6XSDDhg1TVlaW1q1bV8afFBXZ8OHDnV77+PioXr16BRY5LGr7Pffc4/YaAVy8/F+katSooVOnTik+Pl5///23jhw5or///lvx8fE6deqUatSoUezxALyLr+//9U28//77uueee/TUU0+pQYMGslgsOnnypCwWixo0aKCnnnpK99xzj95///1Cj0fl49V/+mazWV9++WWh/xClpKRIOv8F9a+//pLdbjfCVmZmpgICAgo8mrFr1y6FhoYqOjraaXurVq2M/ddee6127dolSWrdunWR7QYNGlQGnxCVkY+Pjw4fPlxgu9Vq1eHDh+Xv789gWqAcyf+YcN6eK7vdbtwVL2x/YccD8C5Vq1bVyZMnJZ2fPXT8+PHGvsKmfi/seFReXt2zZTKZVL9+fdWrV89pe0ZGhlasWKHg4GC1bNlSCQkJkqSNGzeqW7duat++vTp27KiXXnpJmZmZxnHHjx936iFzqFWrliTp6NGjkqTk5GQFBgaqWrVqTu0CAgJUrVo1ox1QEitWrHB6faEvVvn3L1++vMxrAlB2iht3abPZlJube8E2ALxX/t7ovBw3R4u7SVrc8aj4vLpnqzB2u10TJ07UiRMnNHr0aAUEBBhh648//tCYMWMUGhqqDRs26KOPPtL+/fsVGxsrs9ms9PR0hYSEFHjPwMBASTKCWXp6urEtv4CAAKcA5w7c5axYHD2ljkH0JeVov2vXLn4ngAqOaxzwXpdddpn27t1rvHY8KixJaWlpSktLc2qfd7/jeK7xiqO0E5eVq7Blt9v10ksvafXq1brqqqv0yCOPSJK6du2qKlWq6MEHH1RwcLAkqXfv3qpevboWLlyob7/9Vr169ZJU/LPxjn2Oxz4u1M5duMtZsTjCeWn/XB3tMzMz+Z0AKjiuccB7de/eXWvXrjVe538UOL/8+7t37841XomVm7CVk5OjZ555Rl999ZXatm2r+fPnGzM4XX/99br++usLHDN06FAtXLhQP//8s3r16qXg4GBlZWUVaOfYFhoaKklFtpOk7Oxso527MA1wxZL3L1jHYoh5Zy7LL/9iiDabjd8JoJzy8fExxmwV95gR1zjgvRw32fOPvyzJMXa73VhTE5VTuQhbmZmZevTRR7Vx40ZdddVVmj9/fokCj+MZ2YyMDElSVFSUMeNgXsnJyZJkjOeKiopSZmam0tLSnM6TnZ2tM2fOGGO83IV1lSqWvD2hjgBVmmmhTSYTvxNAOZH3C5Z0/uadY62dc+fOGW1MJlOBGzEAvNP3338vSU5r4zVv3lynTp1SamqqrFarfHx8FBYWpho1aujPP/90ur7Xr1+vkSNHeqR2eJ7Xx+ycnByNGTNGGzdu1A033KB33323QNAaMWKE7rvvvgLH/v3335Kk+vXrSzo/m2BqaqoOHTrk1C4+Pl6S1KZNG6Od9H9jbYpqB5RE/rtgderUMaaFTk5OlsViUXJysjEtdJ06dYo9HoD3stvtGj16tG655Rb5+fnp3LlzSkpK0rlz5+Tn56dbb71Vo0eP5pEioBw5cOCAU8+UyWRSUFCQoqOjddlllykqKkqXXXaZoqOjFRQU5HST1Ww268CBA54oG17C63u2Zs+erU2bNql79+6aPXt2oYs/VqtWTXFxcdqxY4c6dOgg6fyjV3PnzpWPj4/69u0rSerVq5dmz56txYsXa8KECZLOzx6zdOlSRUZGqlOnTpKkbt26KSgoSEuWLNG//vUv4zxLlixRYGCgevbs6e6PjQok75cqs9msEydOqFOnTvL19dXp06eVlZWlqlWrqkWLFsrNzdVvv/3mNJkGX8qA8sWxkGl+OTk5+uKLLy5xNQBcdfbsWdlsNplMJt1xxx366quvtH379iLbBwUFqV+/flq+fLlsNpux2DEqJ68OW8nJyXr//ffl6+urLl26aM2aNQXadO7cWePGjdNPP/2kBx98UMOGDVN4eLi++eYbbd26VY8//rgaNWokSWrcuLEGDx6sxYsXKz09Xe3bt9eaNWu0Y8cOzZgxwwhyYWFhGjVqlN58802NHj1a3bp106ZNmxQXF6dx48apevXql/S/A8q3vGHJZrMpMjJS27Ztk/R/63OcOXPGmOmoTp06SkpKKvR4AABwaTlmG2zUqJE+++wzp/GXjvFYNpvN+Pc6KytLn3/+uaKjo/X3338XmK0QlYtXh61ff/1VOTk5kqRJkyYV2uadd97Rddddpw8//FAzZ87UkiVLZLFYdPnll2vatGkaMGCAU/vnn39eERERWrFihVavXq3o6GjNnj3bmK3QYeTIkUbv1o8//qh69erppZde0pAhQ9zyWVF5JCUlFRizFRoaqnr16unYsWNOQQsAAHiWY1KrAwcOyGazycfHR127dlXv3r3VpEkTY+KMffv2KS4uThs3blROTo4SExOdjkflZLIzIMRrOB5PXLdunYcrQVkaOHCgy++xcuXKMqgEgDsUdo0Xta5eUdu5xgHvNXjwYOPmf0hIiF544QU1adKkyPb79u3TpEmTlJ6eLkny8/PTJ598cklqhffx+gkyAADwZoWtvVjU47+FbXf32o0Ays69995bbNCSpCZNmujee++9RBXB23n1Y4QAAACAt1i8eLHq168vPz8/rV27VgcOHFBWVpYCAwMVHR2tXr16yWKxaPHixZ4uFV6CsAW4WVGPDZXmeADey9Wn8XmaHygfoqKilJycrPHjxxvb8k90FRcXJ0ny9fUtMOEVKie+xQFu5mpYImwBAOA5jhsiR48eld1ud3r0t7BlWhz7HUGLGyqVGz1bgJsV95esyWSSj4+PrFZrke34SxoAAM/x8fFRbm6upPPrs44ZM0aNGzfWN998YzxGGBUVZTxGuH//fqf19nx8fDxVOrwAYQtws7zrcUjnHzlITU2VdD5IOf4CL2x/YccDAIBLJygoyGn69vnz56t9+/bG+qwOZ86c0QcffKDffvutwPGovAhbwCWWN0hdzH4AAHDpNGzYUL/99ptCQ0OVmZkpq9Wq7du3F3uMr6+vAgMDlZaWpoYNG16aQuGVGAwCAAAAFCEkJESSlJaWVuJH++12u9LS0pyOR+VE2AIAAACKcPLkSWPSi5LOLuwYAmAymXTy5Em31Qbvx2OEgAdVqVJFoaGhSktL07lz5zxdDoAyFBYWplq1asliscjf31/Jyck8JgyUQ1lZWTKbzYWOofbx8ZHJZJLdbi90v9lsVlZW1qUoE16KsAVcYj4+Pqpdu7aOHTumc+fOGSHLx8fHWJODSTGA8i81NZVwBVQQRf27bLVajVmFi9qfd6p4VD6ELeASMplMslqtOnLkSIF9VqtVhw8fNtox5TsAAJ6XdybCwlzoBik9W5UbYQu4hBwBymQyKSgoSFarVTabTWazWT4+PsrMzJTdbidoAQDgJc6ePWv8XFwvVl552zFMoHIjbAEeYLfblZGR4ekyALhZSRYuB+Dd8vZMlfQx/7ztMjMzy7wmlB+ELQAA3KSwhcsBlC/FzUAYFham4OBgZWRkFDlGs6QzGKJiImwBAAAApVCjRg3Vrl1bFotFFotFoaGhqlevno4dO6ZTp055ujx4EcIWAAAAUAJ+fn4ym806deqUTp06JZPJJLPZLJvNZjwqHBAQIJvNppycHA9XC2/AosYAAABACdhsNlmtVrVs2VKRkZEKCAiQ2WxWQECAIiMj1bJlS2PyK0CiZwsAAAAoEavVqjp16mj37t2SnMdsHT9+XMePHzfWzAQkwhbgUWaz2Xj8gLtgAAB4v6SkJEVGRur2229X9+7djX/H169frxUrVhC04ISwBXgQIQso/0q67k5xxwMoX44fP6558+Zp3rx5ni4FXo6wBQCACwICAgpdNy8gIMBYpNxkMslkMik7O7vQdgCAiomwBVxCZrNZfn5+hX7hcggICFBOTg49XkA5UVTPVHHXeUmOB1A++Pr6sp4eisRshMAlZLPZLvgFLDs7m6AFlCOuPEJYFscDcK8L3RC5UNDihkrlRtgCAMAFrq6lw1o8gHfLH5YuFJ5K2x4VG2ELAAAX0LMFVGyOxYodLnTN5t+f/3hULoQtwAOCgoJkNjtffmazWUFBQR6qCMDFyv9Fymw2q1GjRgoKCpLJZJIkmUwmBQUFqVGjRgWufb6IAd6NGypwBWEL8IDMzExjXJbj8QKbzabMzExPlgXgIuQNS506dVJAQID+/vtvZWZmGvvsdrsyMzP1999/KyAgQJ06dSr0eADex9Vx1IzDrtyYjRDwMO54ARXHtm3bLtgmMzOzRO0AAOUfYQsAAAAohY4dO8rPz0+nT59WVlaWAgMDVb16deXk5Gj79u2eLg9ehLAFAICbmM1mmc1m2Ww2HiUCKgCz2azLLrvMCFRVq1ZVSEiITp8+rb1790qSoqOjdfDgQa55SCJsAQDgNoQsoGLx9fXVoUOH1LJlS506dUqpqanKzMyUj4+PIiMjVaNGDSUkJMjX11cWi8XT5cILMEEGAABuxBo7QMXRtm1b+fn5affu3Tp+/Liys7Nls9mUnZ2t48ePa/fu3fLz81Pbtm09XSq8BD1bAACUMT8/PwUGBspischms8nX11f+/v7KyspiEWOgHNu2bZtMJpM6deokX19fpaSkKDs7WwEBAQoPD1dubq62b9/OJDgwlEnYslqtio+P1/Hjx3Xq1ClZrVaFhYXpsssuU4sWLeTrS6ZD5eXn5+fSlys/P78yrAaAu5lMJuXk5BS47rOzs439TPcOlF92u107d+5U3bp1nZZvOX78uI4cOcL1DScXnYJsNpu+/fZbffbZZ9q6dasyMjIKbRcYGKguXbro9ttvV7du3S72dEC5Va1aNZ04ceKij69evXoZVgPA3S70RYsvYkD51bx5c/3555+yWCw6cODABdsBFxW21qxZo1mzZumff/6R3W5X7dq11bFjR9WtW1dVqlSR1WpVSkqKTpw4oT/++EPffvut1q1bp2bNmmnUqFG66aabyvpzAF7r9OnTRe4ryUxlKSkp7ioNAABcQN7e6JIGqLztTCaTW+pC+VCqsHX8+HE9++yz2rx5s1q0aKEJEyaoW7duqlevXrHH7du3T2vXrtWKFSv02GOPqWvXrnr11VdVs2ZNl4oHyoPc3Nwi95VkprLijgcAAO5Vu3ZtJSUlXfTxderUKcNqUN6UKmzdcsstatCggd5//3117ty5xMc1adJETZo00ahRo/TDDz9oxowZ6tevn/73v/+VumAAAADgUqlatapLYatKlSplWA3Km1KFreeee04DBgy46JOZTCbdcMMN6tatmz777LOLfh8AAADgUjh79qxHj0f5Vqp1tlwJWnmZTCYNHDiwTN4LAAAAcJfU1FSPHo/yzW2LGjsmyQAAAADKq6ysLI8ej/LN5bB14sQJzZkzR7t37za2LVmyRFdeeaWuvfZa9ezZUxs2bHD1NECFZDKZ5Ovry0xFAAB4qQtNZOXu41G+ubTa8OHDhzVo0CCdPn1aERERatmypX7//Xe9+uqrks7P3nL06FGNGjVKn3zyiVq3bl0mRQPlnWPl+dOnTysrK0uBgYGqXr26cnNzWXUeAAAvZjKZ1KJFC506dUqpqamyWq3y8fFRWFiYatSooT179rCeHgwuha23335bKSkpuv3229W9e3dJ0scffyyTyaRRo0bp0Ucf1datW3XPPfdowYIFmj17dpkUDZR3jkDl4+NjrN9htVo9XBUAALgQX19fpye6JCknJ0dZWVk6fvy4/Pz8lJOT46Hq4G1cCls//fSTGjVqZPRk2e12rV+/XiaTSUOHDpUkXXnllerYsaO2b9/uerVABUPAAgCgfLlQkCJoIS+XxmydPHlSTZo0MV7//vvvSk1NVbNmzVSjRg1je/Xq1ZmJBQAAAECl4lLYql69us6cOWO8/v7772UymXTttdc6tUtMTFS1atVcORUAAAAAlCsuha3mzZtr+/bt+uWXX5SYmKiVK1dKkm688UajzdKlS5WQkKArrrjCtUoBAAAAoBxxaczWgw8+qJ9++kn33HOPpPNjtq666iq1a9dO0vlFkPfu3augoCA99NBDrlcLAAAAAOWESz1bnTp10jvvvKOrrrpK0dHRGjRokObOnWvs9/PzU4cOHbR06VK1atXqos+zc+dOPfjgg+rUqZPatGmjAQMG6PPPP3dqk5WVpenTp+uGG25Qu3btNHjwYG3ZsqXAe1mtVr3zzju66aab1LZtW/Xv319r1qwp9LzLly9Xv3791K5dO/Xq1UtLly696M8A5BUcHCyz2fnyM5vNCg4O9lBFAAAAKGsu9WxJUufOndW5c+dC9y1ZskSBgYEuvf/+/fs1bNgwhYWF6YEHHlBISIjWrFmj8ePH6/Tp07r33nslSU8++aS+//57DR06VI0aNdLy5cv1wAMPKDY2Vp06dTLeb9q0aYqNjdVtt92m9u3bKy4uTmPHjpXNZlO/fv2MdrGxsZoyZYq6d++umJgY/fzzz5o0aZLS0tLopYPLMjIyCmyz2WyFbgdQPjn+/XOswSOdvzEIAKg8THYvX3Vt5MiR2rp1q+Li4hQZGSnp/JfSoUOHau/evdq0aZN27typESNG6Nlnn9WIESMknf8y279/f1WtWtUYS5aYmKg+ffooJiZGEydOlHT+H8GYmBgdPnxY69evl7+/v86ePavrr79enTt31ltvvSWTySRJGjt2rNavX6/vv/9e4eHhZf5Ze/bsKUlat25dmb83PGfgwIEuv4fjdxiA9+EaByo2rnG4wuWerf379+uLL77QwYMHlZ2dXWQ7k8mk+fPnl+q9rVartm7dqq5duxpBSzr/uFWfPn20Y8cO7dmzR6tWrZKfn58GDRpktAkODtYdd9yhGTNmKDExUQ0bNtTq1atls9kUExNjtPPx8VFMTIzGjRunrVu36tprr9X69euVkZGhoUOHGkFLkoYNG6Y1a9Zo3bp1TucCAAAAgPxcClvbt2/Xvffeq5ycHF2ogyxvaCkps9msL7/8stBjU1JSJJ0PS7t27VJ0dHSB8S6OcWK7du1Sw4YNtWvXLoWGhio6OrrIdtdee6127dolSWrdunWR7QhbAAAAAIrjUtiaPn26LBaL+vfvr5tuuklVqlS5qFBVFJPJpPr16xfYnpGRoRUrVig4OFgtW7bU8ePH1bZt2wLtatWqJUk6evSoJOn48eNOPWRFtUtOTlZgYGCBtcECAgJUrVo1ox0AAAAAFMWlsJWQkKBWrVrp9ddfL6t6Lshut2vixIk6ceKERo8erYCAAKWnpysoKKhAW8fg5MzMTElSenq6QkJCStSuqIk9AgICjHbuYrFY3Pr+KH/4nQAqNq5xoGLjGq84/P39S9XepbAVHBysmjVruvIWpWK32/XSSy9p9erVuuqqq/TII4+U6Li8vW3F9bw59tnt9hK1cxebzebW90f5w+8EUD5VrVpVwcHBysjI0NmzZ4tsxzUOVGxc45WXS2GrV69eWrVqlVJSUtwyO19eOTk5euaZZ/TVV1+pbdu2mj9/vvz8/CSdD32FTafr2BYaGlom7SQpOzvbaOcu+ddfAvidAMqns2fPFhuyHLjGgYqNa7zycilsPfHEE/r99991zz336NFHH1WzZs0UFhZWZPv8Y6BKKjMzU48++qg2btyoq666SvPnz3cKPFFRUTpx4kSB45KTkyXJGKcVFRWlrVu3lqhdZmam0tLSnM6TnZ2tM2fOGGO83KW03ZOo+PidALyXj4+PrFarS8dzjQMVG9d45eVS2AoKClLHjh21aNEiPfbYY8W2NZlM2r17d6nPkZOTozFjxmjTpk264YYbNGvWLAUEBDi1adWqlb788ktlZWU5jbWKj4+XJLVp08Zot27dOh06dMhp4o3C2knnZx3817/+VWQ7AABcCVplcTwAwHu51Kc5Z84cxcbGSjo/yUSdOnWK/F/t2rUv6hyzZ8/Wpk2b1L17d82ZM6dA0JKk3r17y2Kx6OOPPza2ZWRkaPny5Wrbtq0aNGgg6fxjjyaTSYsXLzbaWa1WLV26VJGRkerUqZMkqVu3bgoKCtKSJUuczrNkyRIFBgYaiw8DJeHqGD93jxEEAACAe7jUs/XZZ58pMDBQM2fO1PXXX19WNRmSk5P1/vvvy9fXV126dNGaNWsKtOncubO6du2qrl276o033lBSUpKio6P16aef6tixY5o6darRtnHjxho8eLAWL16s9PR0tW/fXmvWrNGOHTs0Y8YMYwxYWFiYRo0apTfffFOjR49Wt27dtGnTJsXFxWncuHGqXr16mX9WVFwXWoPO3ccDAADAM1wKWykpKercubNbgpYk/frrr8rJyZEkTZo0qdA277zzjmrVqqVZs2ZpxowZWrVqlTIzM9WsWTMtXLjQ6K1yeP755xUREaEVK1Zo9erVio6O1uzZs9WrVy+ndiNHjjR6t3788UfVq1dPL730koYMGeKWzwoAAACgYjHZXbhtPmDAAAUHB+vDDz8sy5oqLcfjievWrfNwJShLAwcOdPk9Vq5cWQaVAHAHrnGgYivqGs8/OU5xk+VwjVdeLo3Zuvfee/Xrr79q7dq1ZVUPAAAA4PXyBysmu0FhXHqMMCoqSl27dtVjjz2mq6++Wm3atFHVqlXl61v42957772unA4AAAAAyg2XwtawYcNkMplkt9v1888/6+effy505jS73S6TyUTYAgAAAFBpuBS2Ro8ezbTUgAvMZrPMZrNsNptsNpunywEAAEAZcilsPfroo2VVB1ApEbIAAAAqrlJNkHH8+PEyO3FZvhcAAAAAeJtSha3evXtr/vz5ysrKuugTpqen6z//+U+Bda0AAAAAb+PqkBmG3FRupQpbL7/8st577z316NFDc+bM0ZEjR0p87N69ezV58mTdcMMN+vTTTzVlypRSFwsAAABcSkXNsn2pjkf5Vqo//f79++tf//qXpk2bpnnz5mnevHlq0qSJrrzySjVt2lRRUVEKDQ2V1WrVmTNnlJycrJ07d2rbtm06cuSITCaTbr75Zj311FOqVauWuz4TAAAAUCZycnI8ejzKt1JH7Vq1aunNN9/Ugw8+qIULF2rt2rVKSEgosovUbrcrKChIAwYM0MiRIxUdHe1y0QAAAADg7S66X7N58+Z64403NHnyZG3fvl1bt27VsWPHlJKSotzcXIWFhalBgwZq3769rr76agUFBZVl3QAAAADg1Vx+iDQgIEDXXHONrrnmmrKoBwAAAAAqhFJNkAEAAAAAKBnCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBuUediyWq3Kzs4u67cFKpz8C4EXtTA4AAAAyqcyCVu//vqrHn/8cV177bVq3bq1XnjhBUnS+PHjNXfuXFkslrI4DVCh2O32Yl8DAACgfHN5UeP58+drzpw5stlsMpvNstvtxpfGHTt26Msvv9TWrVv1zjvvyN/f3+WCAQAAAKA8cKln67vvvtOsWbMUFRWlt956S1u3bnXaP2PGDDVv3ly//PKLPv74Y5cKBQAAAIDyxKWwtWjRIgUGBio2NlY9evRQSEiI0/5WrVrpvffeU0hIiD7//HNXTgUAAAAA5YpLYWv37t266qqrVLdu3SLbVK9eXZ06ddKhQ4dcORUAAAAAlCsuhS2bzSabzXbBdtnZ2bJara6cCgAAAADKFZfC1uWXX67ff/9dp0+fLrLNiRMntHPnTjVp0sSVUwEAAABAueJS2Bo8eLDOnTunMWPG6MiRIwX2Hz58WI899pgyMjJ02223uXIqAAAAAChXXJr6/Y477tDPP/+sr776SjfeeKPq1Kkjk8mkLVu26JZbblFiYqJycnLUrVs3DR48uKxqBsoVk8nk0hpaLHYMAABQPrm8ztb06dPVqVMnvf/++zp48KCk848OnjhxQrVr19bdd9+t++67jy+MqLRcXayYxY4BAADKJ5fDliTddddduuuuu5ScnKxjx47JZrOpZs2axc5SCAAAAAAVWZmELYdatWqpVq1aZfmWAAAAAFAuuRy2Tp8+rbVr1+rgwYOyWCzFtp04caKrpwMAAACAcsGlsLVv3z7dfffdOnv27AXHlZhMJsIWAAAAgErDpbA1depUpaam6sorr1SPHj1UtWpVJsIASsnHx4dFvwEAACogl8LWrl271LhxY8XGxspsdmnJLqDSaNGihS6//HLFxcUpJyfHCFp+fn7q27ev9u7dqz///NPDVQIAAMBVLoUtk8mk6OhoghZQCgkJCdqzZ0+B7Tk5Ofriiy/k4+PjgaoAAABQ1lxKSd26ddPvv/+ujIyMsqoHqPAu9MggjxQCAABUDC6FraeffloBAQEaNWqU4uPjlZOTU1Z1AQAAAEC55tJjhOHh4brzzjs1Y8YM3XHHHTKZTAoMDCy0rclk0vbt2105HQAAAACUGy6FrQ8++EAzZ86UJNntdtntdh4pBAAAAAC5GLaWLFkiHx8fPffcc+rdu7fCw8PLqi4AAAAAKNdcCltJSUm6+uqrNXTo0LKqBwAAAAAqBJcmyKhbt67sdntZ1QIAAAAAFYZLYeuuu+7S//73P/32229lVA4AAAAAVAwuPUbYs2dPbdq0ScOHD9ctt9yiNm3aqGrVqvL1Lfxtb7rpJldOBwAAAADlhkthq0ePHjKZTLLb7VqxYoVWrlxZbPs9e/a4cjoAAAAAKDdcClsDBgyQyWQqq1oAAACAcsFsNhtLH5lMJplMJtlsNk+XBS/jUtiaOnVqWdUBAAAAlBt5g5UjdAH5uTRBBgAAAACgcKXq2Zo8ebIkadSoUQoPDzdel9TEiRNL1R4AAAAAyqtSha0PPvhAJpNJMTExCg8P1wcffFDiY00mE2ELAAAAQKVRqrD12muvSZJq1qwpSZoyZcolnyBjwYIFio2N1U8//VRg33/+8x+9/fbbhR63detWVa1aVZJktVr13nvvadmyZTp27JgaNmyohx9+WH379i1w3PLly7Vo0SIdOnRItWvX1vDhwxUTE1O2HwoAAABAhVOqsHXbbbc5vR44cGCJjz137lxpTlWoDRs2aPbs2QoLCyt0f0JCgurXr69HH320wL6goCDj52nTpik2Nla33Xab2rdvr7i4OI0dO1Y2m039+vUz2sXGxmrKlCnq3r27YmJi9PPPP2vSpElKS0vTQw895PLnAQAAAFBxubzO1k033aTx48cX2+7pp5/W5s2btWnTpos6j91u19KlSzV16lTl5OQU2S4hIUHt2rXTrbfeWmSbxMRELVmyRMOGDTMea7zzzjsVExOjqVOn6qabbpK/v7/Onj2rmTNnqkePHnrrrbdkMpk0ZMgQjR07VvPmzdOdd96p8PDwi/o8AAAAACo+l2YjPHLkiE6dOlVsm9zcXO3fv19nz5696PMMHjxYr7zyiq6++mq1atWq0DZpaWk6evSoGjduXOx7rV69WjabzelRQB8fH8XExOjEiRPaunWrJGn9+vXKyMjQ0KFDnR6VHDZsmLKysrRu3bqL/jwAAAAAKr5S9Wzdfffd2r17t9O2NWvWFBs8LBaLrFarmjdvfnEVSjp69KgmTZqkQYMGafjw4YW2+euvv2S3242wlZmZqYCAAJnNznly165dCg0NVXR0tNN2R4jbtWuXrr32Wu3atUuS1Lp16yLbDRo06KI/EwAAAICKrVRh66mnntLgwYON1yaTSbm5ucrNzS3ymICAADVq1Egvv/zyRRe5fv16+fv7F9smISFBkrRx40ZNmzZNSUlJCg4O1q233qrx48cbY7aOHz+uyMjIAsfXqlVL0vlgJ0nJyckKDAxUtWrVCnyeatWqGe3cwWKxuO29UT7xOwFUbFzjQMXGNV5xXCiT5FeqsNWuXTv9+eefxuvmzZurf//+ev3110t10tIqyYdyhK0//vhDY8aMUWhoqDZs2KCPPvpI+/fvV2xsrMxms9LT0xUSElLg+MDAQEnne8QkKT093diWX0BAgNHOHfKuSA5I/E4AFR3XOFCxcY1XXi5NkPHaa6+pfv36ZVWLS7p27aoqVarowQcfVHBwsCSpd+/eql69uhYuXKhvv/1WvXr1kqRip6t37LPb7SVq5w75H30E+J0AKjaucaBi4xqvvFwKW/mngvek66+/Xtdff32B7UOHDtXChQv1888/q1evXgoODlZWVlaBdo5toaGhklRkO0nKzs422rlDabsnUfHxOwFUbFzjQMXGNV55VfiYXaNGDUlSRkaGJCkqKkonTpwo0C45OVmSjPFcUVFRyszMVFpamlO77OxsnTlzxhjjBQAAAACFqTBha8SIEbrvvvsKbP/7778lyXjcsVWrVkpNTdWhQ4ec2sXHx0uS2rRpY7STZMxKWFQ7AAAAAChMhQlb1apV0+bNm7Vjxw5jm81m09y5c+Xj46O+fftKknr16iWTyaTFixcb7axWq5YuXarIyEh16tRJktStWzcFBQVpyZIlTudZsmSJAgMD1bNnz0vwqQAAAACUVy6N2fIm48aN008//aQHH3xQw4YNU3h4uL755htt3bpVjz/+uBo1aiRJaty4sQYPHqzFixcrPT1d7du315o1a7Rjxw7NmDFDfn5+kqSwsDCNGjVKb775pkaPHq1u3bpp06ZNiouL07hx41S9enVPflwAAAAAXq7ChK169erpww8/1MyZM7VkyRJZLBZdfvnlmjZtmgYMGODU9vnnn1dERIRWrFih1atXKzo6WrNnzzZmK3QYOXKk0bv1448/ql69enrppZc0ZMiQS/jJAAAAAJRHJrvdbvd0ETjP8WjiunXrPFwJytLAgQNdfo+VK1eWQSUA3IFrHKjYuMbhCpd7tg4dOqRPP/1Uf/31lzIzM4tctM1kMik2NtbV0wEAAABAueBS2Przzz8VExOjjIwMXaiDzJ2LAAMAAACAt3EpbM2aNUvp6enq2rWrBg8erJo1a8rHx6esagMAAACAcsulsLVt2zY1aNBAb7/9tszmCjOLPAAAAAC4zKWEZLVa1bx5c4IWAAAAAOTjUkpq2bKlEhISyqoWAAAAAKgwXApbo0eP1sGDB7VgwYKyqgcAAAAAKgSXxmwdOXJE3bp104wZM7Ry5Uq1bdtWVapUKXLmwYkTJ7pyOgAAAAAoN1wKWxMnTpTJZJLdbldiYqISExOLbGsymQhbAAAAACoNl8LWa6+9VlZ1AAAAAECF4lLYuu2228qqDgAAAACoUFwKW3kdOnRI27dv14kTJ+Tv768aNWqoU6dOql27dlmdAgAAAADKDZfD1unTp/XCCy9o3bp1kiS73e40QcYNN9ygV155RTVq1HD1VAAAAABQbrgUttLT0zVs2DD99ddfioiIUPfu3VW3bl3ZbDYdPnxYGzZs0Pr163X48GF9+umnCgwMLKu6AQAAAMCruRS2Fi5cqL/++kv9+vXTq6++qoCAAKf9FotFEyZM0FdffaXFixdr5MiRLhULAAAAAOWFS4saf/3116pVq5amTJlSIGhJkr+/v1599VXVrFlTq1atcuVUAAAAAFCuuBS2jhw5og4dOsjf37/INv7+/urQoYMOHz7syqkAAAAAoFxxKWwFBQXp9OnTF2x3+vTpYgMZAAAAAFQ0LoWtdu3a6ddff9XOnTuLbLNz505t375dbdu2deVUAAAAAFCuuBS27rvvPlmtVj344INaunSpTpw4YexLTk7W0qVL9eCDD8pms+m+++5zuVgAAAAAKC9cmo3wX//6l8aPH69p06Zp8uTJmjx5snx9z79lbm6uJMlkMumpp55S586dXa8WAAAAAMoJlxc1HjFihDp16qQlS5Zo+/btOnHihOx2u+rWrauOHTsqJiaGRwgBAAAAVDouhy1Jat26taZNm1YWbwUAAAAAFYJLY7YAAAAAAIUrVc/WLbfcIpPJpPnz56tu3bq65ZZbSnysyWTSl19+WeoCAQAAAKA8KlXY2rdvn0wmkywWi/G6pEwmU+kqAwAAAIByrFRh67vvvpMkRUZGOr0GAAAAADgrVdiqW7eu02uTyaTg4GBVq1at2OMOHz6sAwcOFDgeAAAAACoqlybI6NGjh1577bULtnv99df1xBNPuHIqAAAAAChXStWztXv3btntduO13W7XmTNnFB8fX+Qx586d065du4xFjgEAAACgMihV2FqwYIG++eYb47XJZNKPP/6oH3/8sdjj7Ha7rr/++ourEAAAAADKoVKFrWeffVYpKSlG79bWrVtVo0YNNWrUqND2JpNJAQEBuuyyyzRq1CjXqwUAAACAcqJUYSsyMlKLFy82Xjdv3lzXXnutXn/99TIvDAAAAADKs1KFrfy+++47BQcHSzr/qGDetbTS09Nlt9sVGhrqWoUAAAAAUA65NBth3bp1lZGRoTFjxuihhx5y2vfjjz+qc+fOGjNmjE6dOuVSkQAAAABQ3rgUto4ePao777xT69at0/Hjx532BQYGqlatWlq3bp0GDhxYYD8AAAAAVGQuPUY4Z84cpaSkaMyYMXrkkUec9t1www264YYb9N///lczZ87UnDlzNHnyZJeKBRyys7MrVYD/559/PF3CBUVGRiogIMDTZQAAAHgNl8LW1q1b1aJFC40ZM6bINg8//LBWr16tH374wZVTAYbs7GyNGjVKp0+f9nQpl8zjjz/u6RIuqHr16po3bx6BCwAA4P9z6THCkydPqkGDBhds16hRI6WmprpyKgAAAAAoV1zq2YqMjFR8fHyBmQjzS0hIUM2aNV05FWAICAjQvHnzys1jhGXRKzVz5kyX38PdeIwQAADAmUth68Ybb9TChQs1bdo0jR8/vtDANWPGDCUmJiomJsaVUwFOAgICStSr6g1MJpOxEPjFHl9ePiuA/2M2m2Wz2Yp8DQCo+FwKW/fff7/WrFmj2NhYfffdd+rSpYvq1KkjSTp+/Lh++uknHTx4UJGRkQUm0AAqi379+mnVqlUXfXz//v3LsBqgfKgIk+DkD1bFBS0mwQGAislkd+WWu6QjR47oxRdf1KZNmwrdf9VVV+nVV19V/fr1XTlNpdCzZ09J0rp16zxcCcrawIEDL/rYlStXlmElgPerjJPglAdMgoPKypV/wx34t7zycqlnSzq/sPG7776rpKQkbd26VSdOnJDValVERIQ6dOig6OjosqgTKNd69Oih77777qKOAwAAQPnkcthyqFOnDo87AUUYPXq0kpKStHv37hIf06pVK40ePdqNVQHeiUlwvBOPEQJA6ZVJ2LJarTp9+rRycnKcJgKw2WzKzs7WyZMn9f333+uZZ54pi9MB5dLkyZP11ltvlaiHq0ePHgQtVGrlaRKcslCZPisAVCYuhS273a7XXntNy5YtU1ZW1gXbE7ZQ2Y0ePVqjR49WbGysVq9erdzcXGOfn5+f+vbtq3vuuceDFQIoreuvv14bNmy46ONvuOGGMqwGAOBNXApbS5Ys0eLFiyVJtWvXVnZ2ts6cOaPGjRvr7NmzSk5OliRddtllGjFihMvFAhXFPffcoxtuuMF4/GjmzJnc2QbKqccee8ylsPXoo4+WYTUAAG/iUtj64osvZDKZ9Pbbb+u6667T559/rmeffVazZ89Wo0aNtG/fPj3xxBM6ePCgOnbsWFY1AwDgVTp16qRt27Zd1HFAZVQRlncoDZZ3qLxcCluJiYlq06aNrrvuOklS27ZtZbfbtW3bNjVq1EhNmjTRW2+9pT59+mjBggWaPn16mRQNAIA3ee655/TYY4/p0KFDJT6mQYMGeu6559xYFeCdKuPyDmUxkY67sbyDe5hdOdhisSgqKsp4fdlll8nX11d//vmnsa1Bgwbq0KHDRd3xK8yCBQt07bXXFrovKytL06dP1w033KB27dpp8ODB2rJlS4F2VqtV77zzjm666Sa1bdtW/fv315o1awp9z+XLl6tfv35q166devXqpaVLl5bJ5wAAVCyzZs0qcU9Vp06dysUMhAAA17jUsxUeHq6UlBTjtY+Pj6KiorRv3z6ndjVq1NDvv//uyqkkSRs2bNDs2bMVFhZW6P4nn3xS33//vYYOHapGjRpp+fLleuCBBxQbG+v0D+C0adMUGxur2267Te3bt1dcXJzGjh0rm82mfv36Ge1iY2M1ZcoUde/eXTExMfr55581adIkpaWl6aGHHnL58wAAKhZHT9WcOXP0ww8/OM3Qazabdf311zNGC5Ueyzt4Jx4jdA+XwlaHDh20bt06JSQkqGnTppKkpk2batOmTTp79qyqVq0qu92uvXv3qlq1ahd9HrvdrqVLl2rq1KnKyckptM2WLVu0bt06Pfvss8ZkHAMGDFD//v01ZcoUY+XuxMRELVmyRMOGDdPEiRMlSXfeeadiYmI0depU3XTTTfL399fZs2c1c+ZM9ejRQ2+99ZZMJpOGDBmisWPHat68ebrzzjsVHh5+0Z8JAFBxPfroo7r11luZBAcoAss7oLJw6THC4cOHy2q16q677tKCBQsknQ84WVlZevjhh/X555/rySef1MGDB9WuXbuLPs/gwYP1yiuv6Oqrr1arVq0KbbNq1Sr5+flp0KBBxrbg4GDdcccdio+PV2JioiRp9erVstlsiomJMdr5+PgoJiZGJ06c0NatWyVJ69evV0ZGhoYOHSqTyWS0HTZsmLKysrRu3bqL/jwAAAAoH66//nqXjmd5h8rNpbB1xRVX6NVXX5WPj4/x6GDPnj3VtWtX/frrr3r22We1Zs0aVa1aVWPHjr3o8xw9elSTJk3Su+++q5CQkELb7Nq1S9HR0QoODnba7ghnu3btMv4/NDRU0dHRF2wnSa1bty62HQAAACquxx57zKXjeXS4cnPpMUJJGjhwoPr27auTJ08a295++2198cUX2rlzp2rXrq0BAwYoMjLyos+xfv16+fv7F9vm+PHjatu2bYHttWrVknQ+sDnaFVZL/nbJyckKDAws8PhjQECAqlWrZrQDAABAxcbyDrhYLoctSQoMDFS9evWM12azWbfddptuu+22snj7CwYtSUpPT1dQUFChtUlSZmam0a6w3rHC2jm25RcQEGC0cweLxeK294b3yDv+MCcnhz93oILhGgcqjnHjxmncuHE6fPhwiY+pX7++xo0bx7VfwZQkl+RVJmHLbrfrxx9/1NatW3X8+HG1adNGw4cP1+rVq9WmTRuvGBSYd9xV3p+Lame320vUzh1sNpvb3hveI+8sZXa7nT93oILhGgcqltdff11vvPGGduzYccG2HTp00FNPPcV1D9fD1p9//qknnnhCBw4cMAKKI4gsXLhQe/fu1Ysvvug0cYU7BAcHKysrq8B2x7bQ0NAyaSedX4zP0c4dzGaXhtKhnMh/A4A/d6Bi4RoHKp7x48dLkubNm6eNGzcWWN6hS5cuGjVqlKfKgxdyKWwdPXpU99xzj1JTU9WjRw916dJFL7/8srH/mmuu0b59+/Tiiy+qUaNGbn1uNSoqSidOnCiwPTk5WZKMcVpRUVHGjIMXapeZmam0tDSnYJWdna0zZ84YY7zcobTdkyif/Pz8nH7mzx2oWLjGgYrr8ccf18CBA1neARfk0m22uXPn6uzZs5o6dareeustDRkyxGn/uHHj9NZbb8lut+vdd991qdALadWqlf76668CvVHx8fGSpDZt2hjtUlNTdejQoQu2kwrOOpi/HQAAAAAUxqWwtXHjRrVo0UIDBgwoss11112n9u3ba8+ePa6c6oJ69+4ti8Wijz/+2NiWkZGh5cuXq23btsbdhl69eslkMmnx4sVGO6vVqqVLlyoyMtLofevWrZuCgoK0ZMkSp/MsWbJEgYGB6tmzp1s/DwAAAIDyzaXHCM+cOaMOHTpcsF1ERIR2797tyqkuqGvXrurataveeOMNJSUlKTo6Wp9++qmOHTumqVOnGu0aN26swYMHa/HixUpPT1f79u21Zs0a7dixQzNmzDAe+wgLC9OoUaP05ptvavTo0erWrZs2bdqkuLg4jRs3TtWrV3fr5wEAAABQvrkUtmrVqqW9e/cW28Zut2vPnj1uHePkMGvWLM2YMUOrVq1SZmammjVrpoULFxYYK/b8888rIiJCK1as0OrVqxUdHa3Zs2erV69eTu1Gjhxp9G79+OOPqlevnl566aUCj0sCAAAAQH4uha3u3bvrgw8+0IIFCzRy5MhC27z99ts6evSoYmJiXDmVIf9jfXmFhIRo4sSJmjhxYrHv4evrq0cffbREK3oPGzZMw4YNK3WdAAAAACo3l8LWI488om+//VYzZszQpk2bdNVVV0mSjhw5ovfff18bN27Uli1bFB4eXmQYAwAAAICKyKWwFR4eriVLlmjcuHH65ZdfjCnVt2/frl9//VV2u11NmjTRm2++eUkeIwQAAAAAb+Hyosb169fXJ598oh07duiXX37RsWPHZLVaVatWLXXs2FGdO3cuizoBAAAAoFxxOWw5dOjQodiZCY8ePaqoqKiyOh0AAAAAeLWLXmfLYrHo1KlTF2yXk5OjefPm6eabb77YUwEAAABAuVPqnq0///xT06ZN0//+9z/Z7XZj8ot77rmnQNtNmzbplVde0T///FMmxQIAAABAeVGqsPX3339ryJAhysrKkt1ulySdOnVKU6dOVXZ2tjHjYEpKil566SV9++23stvtCgwM1EMPPVT21QMAAACAlyrVY4QLFixQZmamOnfurNWrV2vHjh2aOXOmqlSpovnz5ystLU1//PGH+vfvbwStG2+8UWvWrNEjjzzirs8AAAAAAF6nVD1bv/76q6pUqaKZM2eqatWqkqTevXvr3LlzeuGFF7R8+XLNnz9fqampqlevnl588UV17drVLYUDAAAAgDcrVdg6deqUWrdubQQth+uuu052u13/+c9/ZLFYFBMTo6eeekqBgYFlWiwAAAAAlBelClsZGRmFLk4cEREh6fzMg88//7xiYmLKpjoAAAAAKKdKNWbLbrfLZDIV2O7j4yNJuvzyywlaAAAAACAX1tkqTNOmTcvy7QAAAACg3CrTsOXo4QIAAACAyq5MwxYAAAAA4LxSTZAhSZs3b9bw4cNLvc9kMik2Nra0pwMAAACAcqnUYevkyZM6efJkqfcVNrEGAAAAAFRUpQpbixcvdlcdAAAAAFChlCpsXXXVVe6qAwAAAAAqFCbIAAAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADXw9XQAuHYvFomPHjnm6DPx/SUlJhf4Mz6pdu7b8/f09XQYAAKgACFuVyLFjx/T44497ugwUYtq0aZ4uAf/fzJkz1aBBA0+XcVG4oeJduKHinbihAuBSImwBQAXBDRXvxQ0V71Geb6gAKH8IW5XUwJvvU/VqEZ4uA/AKp8+c1MrV73m6DAAAUMEQtiqp6tUiVLNGHU+XAcBNunQcrCoh1T1dBuAVzqWf1qbtn3i6DACVUIULW3fddZd27NhRYHvz5s31xRdfSJJOnz6tGTNmaP369UpPT1e7du309NNPq2XLlk7HZGVlae7cuVq9erVSUlLUvHlzPf744+rcufMl+SwAcLGqhFRXWJVani4DAIBKrcKFrYSEBHXr1k19+/Z12l6tWjVJ5weQP/TQQ9q7d69GjBihiIgILVmyRHfffbdWrFih6Oho45gnn3xS33//vYYOHapGjRpp+fLleuCBBxQbG6tOnTpdyo8FAAAqOSbB8S5MguOdvG0SnAoVto4cOaL09HR169ZNt956a6FtvvjiC/3++++aO3eubrzxRklS79691adPH82YMUOzZ8+WJG3ZskXr1q3Ts88+qxEjRkiSBgwYoP79+2vKlClauXLlJflMAAAAEpPgeDMmwfEe3jYJToVa1DghIUGS1Lhx4yLbfPXVV6pVq5YRtCSpZs2a6tOnj/FYoSStWrVKfn5+GjRokNEuODhYd9xxh+Lj45WYmOieDwEAAACgQqhQPVv79u2TJF1++eWSpPT0dIWEhDi1iY+PL/QRwFatWunTTz9VQkKCOnTooF27dik6OlrBwcEF2knSrl271LBhQzd8CgAAgOJF17pS/r4hF24IVAKW3HQdSN7q6TIKVaHC1t69exUQEKBZs2bpq6++UlpammrVqqUHH3xQw4cPV3p6us6dO6fatWsXOLZWrfMDyZOSktShQwcdP35cbdu2LbLd0aNH3fY5LBaLW943JyfHLe8LVCQ5OTluuwbdjWscuLCKco37+4YoyL+KB6sBvJO7r/HSjgerUGFr3759ys7O1vHjxzVlyhRlZmZq2bJlevXVV3XmzBndddddkqSgoKACxwYGBkqSMjIyJJ3vFSuuXWZmprs+hmw2m1ve1263u+V9gYrEbre77Rp0N65x4MK4xoGKzduu8QoVtgYPHiyr1arhw4cb2/r3768hQ4ZowYIFGjx48AXfw2QylehcJW13Mcxm9wylc2fNQEVhMpncdg26G9c4cGFc40DF5m3XeIUKWzExMQW2mc1mDR48WM8++6w2b94s6fz6Wfk5toWGhko6PxlGSdq5g7umq/Tz83PL+wIViZ+fn1dNGVsaXOPAhXGNAxWbt13j3hP73KhGjRqSzj+eV7VqVZ04caJAm+TkZElSZGSkJCkqKqpE7QAAAACgMBUmbB09elQ333yzZs2aVWDf33//LUmqX7++WrVqpfj4+AJt4uPj5evrqxYtWkg6P+vgX3/9VaB3y3FsmzZtyvojAAAAAKhAKkzYqlOnjlJTU7Vs2TKlpqYa21NTU7Vo0SLVrVtXV1xxhXr37q2jR49q3bp1RpsTJ07o66+/1o033qiAgABJ5xc6tlgs+vjjj412GRkZWr58udq2betVi6UBAAAA8D4VZsyWyWTSiy++qDFjxmjQoEEaMmSILBaLPvnkE506dUrvvPOOfH19dfvtt+vDDz/UuHHjdN999yk8PFyLFy+WyWTSv//9b+P9unbtqq5du+qNN95QUlKSoqOj9emnn+rYsWOaOnWqBz8pAAAAgPKgwoQtSbrxxhs1f/58LViwQP/5z3/k6+urDh066D//+Y/atWsn6fyguffff1+vv/66PvjgA1mtVrVr106zZs1So0aNnN5v1qxZmjFjhlatWqXMzEw1a9ZMCxcuLHRRZAAAAADIq0KFLUnq3r27unfvXmybGjVqaNq0aRd8r5CQEE2cOFETJ04sq/IAAAAAVBIVZswWAAAAAHgTwhYAAAAAuAFhCwAAAADcgLAFAAAAAG5A2AIAAAAANyBsAQAAAIAbELYAAAAAwA0IWwAAAADgBhVuUWMAgHQuPcXTJQBeg+sBgKcQtiqp02dOeroEwGtUxOth0/ZPPV0CAACVHmGrklq5+j1PlwAAAABUaIQtAKiAunQcpCoh4Z4uA/AK59JTKlxvb3ZOuqdLALyGN18PhK1KauDN96l6tQhPlwF4hdNnTla43t4qIeEKq1LL02UAcJPEE1s9XQKAEiBsVVLVq0WoZo06ni4DAAAAqLAIWwAAAOVMw5pXKsAvxNNlAF4hOyfda3t7CVsAAADlTIBfiIL8q3i6DAAXwKLGAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbuDr6QIAAGXvXPppT5cAeA2uBwCeQtiqpE6fOenpEgCvURGvh03bP/F0CQAAVHqErUpq5er3PF0CAAC4SJbcdE+XAHgNb74eCFsAUEHUrl1bM2fO9HQZ+P+SkpI0bdo0SdL48eNVp04dD1cE6fx1UhEcSN7q6RIAlABhqxLhi5h34YuYdyrPX8T8/f3VoEEDT5eBQtSpU4c/GwCohAhblQhfxLwXX8QAABfCTVPvwk1T7+RtN00JWwAAAOUAN029FzdNURTW2QIAAAAANyBsAQAAAIAbELYAAAAAwA0IWwAAAADgBoQtAAAAAHADwhYAAAAAuAFhCwAAAADcgLAFAAAAAG5A2AIAAAAANyBsAQAAAIAbELYAAAAAwA0IWwAAAADgBoQtAAAAAHADwhYAAAAAuAFh6wKOHj2qsWPH6l//+pc6duyo0aNH69ChQ54uCwAAAICX8/V0Ad7szJkzGj58uNLS0nTPPffI399f7733nmJiYvT5558rPDzc0yUCAAAA8FKErWIsWrRIhw8f1vLly9W6dWtJUteuXTVgwAC98847Gj9+vIcrBAAAAOCteIywGF999ZXat29vBC1Jatq0qf71r3/pq6++8mBlAAAAALwdYasIqampOnTokFPQcmjVqpWSk5OVnJzsgcoAAAAAlAc8RliE48ePS5IiIyML7KtVq5YkKSkpyfgZl1Z2drbxZ1ReJSUlFfpzeRUZGamAgABPl4EKgmvc+3CNoyxxjXsfrnH3IGwVIT09XZIUFBRUYF9gYKAkKSMjwy3ntlgsbnnfisJiseixxx7T6dOnPV1KmZk2bZqnS3BZ9erVNWvWLPn7+3u6FJRzXOPeiWscZYVr3DtxjZdMaf/7ELaKYLfbJUkmk6nINsXtc4XNZnPL+1YUNpvN+POB97Db7bLZbPz+wmVc496JaxxlhWvcO3GNuwdhqwjBwcGSpMzMzAL7srKyJEmhoaFuObfZzFC64gQGBmr27Nnl/vGDiiYyMpK7YSgTXOPeiWscZYVr3DtxjbsHYasIdevWlSSdOHGiwD7HxBiFjecqC/yiX5i/v7/bwi4Az+MaByo2rnFUFnShFKFKlSpq0KCB4uPjC+yLj49X7dq1VbNmTQ9UBgAAAKA8IGwVo3fv3tq+fbtT4EpISNDPP/+sfv36ebAyAAAAAN7OZGeEYpHOnDmjW265RTk5Obr//vtlNpv1/vvvy8/PTytWrFB4eHiZnq9nz56SpHXr1pXp+wIAAAC49OjZKka1atX04Ycf6oorrtC8efO0YMECdejQQYsXLy7zoAUAAACgYmGCjAuoX7++5s2b5+kyAAAAAJQz9GwBAAAAgBsQtgAAAADADQhbAAAAAOAGhC0AAAAAcAPCFgAAAAC4AWELAAAAANyAsAUAAAAAbkDYAgAAAAA3IGwBAAAAgBsQtgAAAADADQhbAAAAAOAGJrvdbvd0ETjvqquukt1uV1hYmKdLAQAAAJBPWFiYVqxYUeL29Gx5EbPZLJPJ5OkyAAAAAJQBerYAAAAAwA3o2QIAAAAANyBsAQAAAIAbELYAAAAAwA0IWwAAAADgBoQtAAAAAHADwhYAAAAAuAFhCwAAAADcgLAFAAAAAG5A2AIAAAAANyBsAQAAAIAbELYAAAAAwA0IWwAAAADgBoQtAAAAAHADwhYAAAAAuAFhCwAAAADcgLAFAAAAAG5A2AIAAAAANyBsAQAAAIAbELYAAAAAwA0IW4CHLViwQNdee62nywBQhnbu3KkHH3xQnTp1Ups2bTRgwAB9/vnnni4LQBnZu3evRo4cqauvvlpXXnml/v3vf+vgwYOeLgteyGS32+2eLgKorDZs2KDRo0crLCxMP/30k6fLAVAG9u/fr4EDByosLExDhw5VSEiI1qxZo19//VXPPPOM7r33Xk+XCMAFBw4c0O23366wsDANGzZMVqtVsbGxysnJ0eeff646dep4ukR4EcIW4AF2u11Lly7V1KlTlZOTo4iICMIWUEGMHDlSW7duVVxcnCIjIyVJNptNQ4cO1d69e7Vp0yaFhIR4uEoAF+uxxx7TDz/8oNWrV6tevXqSzvd09e/fX8OHD9eECRM8XCG8CY8RAh4wePBgvfLKK7r66qvVqlUrT5cDoIxYrVZt3bpVXbt2NYKWJJnNZvXp00cZGRnas2ePBysE4CpfX1/dfPPNRtCSpGbNmqlatWr6888/PVgZvJGvpwsAKqOjR49q0qRJGjRokIYPH+7pcgCUEbPZrC+//FImk6nAvpSUFEmSj4/PpS4LQBl68803C2xLSkrSmTNnFBUV5YGK4M0IW4AHrF+/Xv7+/p4uA0AZM5lMql+/foHtGRkZWrFihYKDg9WyZUsPVAbAHU6dOqVdu3Zp+vTpCg4O1n333efpkuBlCFuABxC0gMrDbrdr4sSJOnHihEaPHq2AgABPlwSgjNx+++1KSkqSJI0bN05Nmzb1cEXwNoQtAADcxG6366WXXtLq1at11VVX6ZFHHvF0SQDK0NixY+Xv76+vv/5a06dP1+HDh/Xyyy97uix4ESbIAADADXJycjRu3Dh9/PHHatu2rebPny8/Pz9PlwWgDN16663q06ePZs+erT59+ujjjz/Wvn37PF0WvAhhCwCAMpaZmalHHnlEX331la666iq9//77Cg0N9XRZANzo5ptvliTt3r3bw5XAmxC2AAAoQzk5ORozZow2btyoG264Qe+++y5BC6ggUlNT1atXL02ePLnAvvT0dElSYGDgpS4LXoywBQBAGZo9e7Y2bdqk7t27a86cOUyIAVQgYWFh8vPz06pVq3TixAlju8Vi0eLFixUcHKyrr77agxXC2zBBBgAAZSQ5OVnvv/++fH191aVLF61Zs6ZAm86dO6tWrVoeqA5AWXj55Zc1fPhwDRkyREOGDJHZbNbKlSu1b98+TZ48WdWqVfN0ifAihC0AAMrIr7/+qpycHEnSpEmTCm3zzjvvELaAcqxjx45atGiR5syZozlz5kiSWrdurXfeeUddu3b1cHXwNia73W73dBEAAAAAUNEwZgsAAAAA3ICwBQAAAABuQNgCAAAAADcgbAEAAACAGxC2AAAAAMANCFsAAAAA4AaELQAAAABwA8IWAAAAALgBYQsAAAAA3ICwBQCotFauXKlmzZoV+F+rVq107bXXauTIkdqwYYPTMYcPH1azZs3Ur1+/S1rjpEmTLsn5AABlx9fTBQAA4Gn169dX+/btjdfZ2dk6ceKEfvrpJ23YsEEvvPCCYmJiPFcgAKBcImwBACq9Tp06aerUqQW27969W0OHDtW0adPUp08fhYeHe6A6AEB5xWOEAAAUoWXLlrrxxhuVnZ2tTZs2ebocAEA5Q9gCAKAYkZGRkqSMjIwLtt29e7cee+wxde7cWa1bt1aPHj306quv6tSpU4W2T0hI0NNPP63rrrtO7dq1080336w5c+YoPT39gudatmyZmjVrpi5duigxMbFUnwkAcGkQtgAAKEZ8fLwkqV27dsW2+/rrrzVo0CDFxcWpfv366t69u0wmkxYvXqzbbrtNBw4ccGq/YcMGDRo0SF988YVq1qyp6667Tunp6Zo7d67uv/9+WSyWIs/17bff6sUXX1T16tW1aNEiNWzY0OXPCQAoe4zZAgAgn5ycHCUnJ+uDDz7Q5s2bdfPNN6tFixZFtj9+/LjGjx8vSZo/f766d+8uSbJarZo+fbree+89PfHEE1q5cqVMJpPS0tL03HPPKTs7WzNmzFDfvn0lSRaLRY888og2bdqkDz/8UCNGjChwri1btuiJJ55QSEiI3nvvPV1++eVl/x8AAFAmCFsAgErvs88+02effVbovo4dO+q1114r9vhPPvlE2dnZuvfee42gJUk+Pj56+umntWXLFu3evVs///yzOnfurHXr1unkyZO69dZbjaAlSf7+/nr66af1zz//6OTJkwXO88cff2j06NHy8/PTu+++q5YtW17kJwYAXAqELQBApZd/6ner1aqzZ88qPj5e27dv16BBg/Tf//5XderUKfT4bdu2SZJuuummAvtMJpN69+6tPXv2aNu2bercubO2/r/27h8k1S+O4/inW8jTIlESapFtjmHR0BLRv6FaWiIaaigNIWiJQPozhbWYBAXR0iKBTc0F0dKSQRGV0BRpRERjg0X6Gy7KlbR7u/c+3R/0fi3i9znncM748ZznGItJktra2t60d7vd2tvbe1O/vr6W1+vV09OTAoHAT481AgD+PcIWAODLK3b1+/PzsxYXF7W1tSW/31909+vh4UGSVFNTU/B5tp5tl/202+2/PMfDw0OVlpZKkiKRiAYHB2UYxi/3BwB8Pi7IAACgCIvFokAgoIqKCsXjcZ2enhZsl8lk3h0nnU7nxpO+75x9VFlZmVZWVtTe3q5EIqG1tbUPjwEA+FyELQAA3mGxWORyuSRJd3d3BdtUV1dLkpLJZMHn2XpVVZUkyWazSfp+sUYh29vbOjg4yKv19/erq6tLMzMzMgxDm5uburq6+thiAACfirAFAMA7Xl9fc2Gp2LG/pqYmSSr4rlUmk8nVm5ubJUkej0eSCv5RcjKZ1NzcnFZXV/Pq2V2x2tpa+Xw+vby8aH5+/qe7agCAf4ewBQBAEel0WuFwWI+Pj28u0fjRwMCADMNQJBLR/v5+Xv9QKKR4PC63263GxkZJUk9Pj6xWq3Z2dvJ2sFKplBYWFiRJfX19Refl9Xrlcrl0cnKiaDT65wsFAJiCCzIAAF/e8fGxpqam8mqpVEoXFxe6vb2VYRgKBoP69q3wb5QOh0PBYFDT09Py+/1qaGiQw+HQ5eWlbm5uZLfbFQ6Hc/2tVquWlpY0OTmp8fFxeTwe2Ww2nZ2d6f7+Xi0tLRoeHi46X4vFotnZWXm9XoVCIXV2duaOJgIA/j8IWwCALy+RSCiRSOS+l5SUqLy8XE6nU0NDQxoZGVF9ff27Y/T29qqurk4bGxuKxWKKx+NyOp0aGxvT6OioKisr89p3dHQoGo1qfX1dR0dHOj8/l9Pp1MTEhHw+X9Fgl9Xa2qru7m7t7u4qGAxqeXn5t9cPADBHSYbD3gAAAADw1/HOFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACf4DmrL4Vm8Kda0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_trials,\n",
    "    x=\"block\",\n",
    "    y=\"rt\",\n",
    "    hue=\"block\",\n",
    "    palette=[purple_light, purple_mid, purple_main],\n",
    "    linewidth=1.4,\n",
    "    legend=False\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time by block\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Block\")\n",
    "plt.ylabel(\"Reaction time (ms)\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e74a44e0-9e87-447a-a009-df4e84dd39e1",
   "metadata": {},
   "source": [
    "### Reaction Time by Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "bb6a83db-58a6-4ec5-b234-d310a6b73d63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df_trials,\n",
    "    x=\"condition\",\n",
    "    y=\"rt\",\n",
    "    hue=\"condition\",\n",
    "    palette={\n",
    "        \"no_notifications\": purple_light,\n",
    "        \"regular\": purple_mid,\n",
    "        \"irregular\": purple_main\n",
    "    },\n",
    "    linewidth=1.4,\n",
    "    legend=False\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time by condition\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Condition\")\n",
    "plt.ylabel(\"Reaction time (ms)\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1301d6ba-ed42-44a5-aad8-3777e7db6a99",
   "metadata": {},
   "source": [
    "### Reaction Time for Correct vs. Incorrect Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "50461ee8-8346-427f-ac3e-cf7bc8502648",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.boxplot(\n",
    "    data=rt_compare,\n",
    "    x=\"trial_type\",\n",
    "    y=\"rt\",\n",
    "    hue=\"trial_type\",\n",
    "    palette=[purple_mid, purple_light],\n",
    "    linewidth=1.4,\n",
    "    legend=False\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time: correct vs incorrect trials\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Reaction time (ms)\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "95a29b11-354b-49f8-9ab7-f3711747f946",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.kdeplot(\n",
    "    rt_correct,\n",
    "    color=purple_main,\n",
    "    linewidth=2.5,\n",
    "    label=\"Correct\"\n",
    ")\n",
    "\n",
    "sns.kdeplot(\n",
    "    rt_error,\n",
    "    color=purple_light,\n",
    "    linewidth=2.5,\n",
    "    label=\"Error\"\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time density: correct vs incorrect trials\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\")\n",
    "plt.ylabel(\"Density\")\n",
    "\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "plt.legend(frameon=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.histplot(\n",
    "    rt_correct,\n",
    "    bins=40,\n",
    "    color=purple_main,\n",
    "    alpha=0.7,\n",
    "    label=\"Correct\",\n",
    "    edgecolor=None\n",
    ")\n",
    "\n",
    "sns.histplot(\n",
    "    rt_error,\n",
    "    bins=40,\n",
    "    color=purple_light,\n",
    "    alpha=0.7,\n",
    "    label=\"Incorrect\",\n",
    "    edgecolor=None\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time distribution: correct vs incorrect trials\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\")\n",
    "plt.ylabel(\"Number of trials\")\n",
    "\n",
    "plt.legend(frameon=False)\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "c8ed9360-7094-47df-b03a-cdd928515701",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7.5, 5))\n",
    "\n",
    "sns.histplot(\n",
    "    rt_correct,\n",
    "    bins=40,\n",
    "    color=purple_main,\n",
    "    alpha=0.7,\n",
    "    label=\"Correct\",\n",
    "    edgecolor=None\n",
    ")\n",
    "\n",
    "sns.histplot(\n",
    "    rt_error,\n",
    "    bins=40,\n",
    "    color=purple_light,\n",
    "    alpha=0.7,\n",
    "    label=\"Incorrect\",\n",
    "    edgecolor=None\n",
    ")\n",
    "\n",
    "plt.title(\"Reaction time distribution: correct vs incorrect trials\", fontsize=16, pad=12)\n",
    "plt.xlabel(\"Reaction time (ms)\")\n",
    "plt.ylabel(\"Number of trials\")\n",
    "\n",
    "plt.legend(frameon=False)\n",
    "plt.grid(axis=\"y\", alpha=0.15)\n",
    "plt.grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "248e2cfe-5126-433a-bf36-c0c4218137ec",
   "metadata": {},
   "source": [
    "### Recognition Performance Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "f5500b4a-01b5-4c30-829e-4b469fee3c62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x960 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(7.5, 8))\n",
    "\n",
    "sns.histplot(\n",
    "    recognition_summary[\"hits\"],\n",
    "    bins=15,\n",
    "    color=purple_mid,\n",
    "    edgecolor=purple_main,\n",
    "    ax=axes[0]\n",
    ")\n",
    "\n",
    "axes[0].set_title(\"Distribution of hits per participant\", fontsize=15)\n",
    "axes[0].set_xlabel(\"Hits\")\n",
    "axes[0].set_ylabel(\"Participants\")\n",
    "axes[0].grid(axis=\"y\", alpha=0.15)\n",
    "axes[0].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.histplot(\n",
    "    recognition_summary[\"false_alarms\"],\n",
    "    bins=15,\n",
    "    color=purple_light,\n",
    "    edgecolor=purple_main,\n",
    "    ax=axes[1]\n",
    ")\n",
    "\n",
    "axes[1].set_title(\"Distribution of false alarms per participant\", fontsize=15)\n",
    "axes[1].set_xlabel(\"False alarms\")\n",
    "axes[1].set_ylabel(\"Participants\")\n",
    "axes[1].grid(axis=\"y\", alpha=0.15)\n",
    "axes[1].grid(axis=\"x\", visible=False)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.9.23"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}