{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1587aa08",
   "metadata": {},
   "source": [
    "# Lesson 28: TensorFlow/Keras neural network demonstration - part 1\n",
    "\n",
    "## Notebook set up\n",
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "39b9bf45",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Third party imports\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers, Model\n",
    "\n",
    "tf.random.set_seed(315)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98f5eab8",
   "metadata": {},
   "source": [
    "## 1. Data preparation\n",
    "\n",
    "### 1.1. Load California housing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e94bf1e5",
   "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>MedInc</th>\n",
       "      <th>HouseAge</th>\n",
       "      <th>AveRooms</th>\n",
       "      <th>AveBedrms</th>\n",
       "      <th>Population</th>\n",
       "      <th>AveOccup</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>MedHouseVal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.3252</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.984127</td>\n",
       "      <td>1.023810</td>\n",
       "      <td>322.0</td>\n",
       "      <td>2.555556</td>\n",
       "      <td>37.88</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>4.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.3014</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6.238137</td>\n",
       "      <td>0.971880</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>2.109842</td>\n",
       "      <td>37.86</td>\n",
       "      <td>-122.22</td>\n",
       "      <td>3.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.2574</td>\n",
       "      <td>52.0</td>\n",
       "      <td>8.288136</td>\n",
       "      <td>1.073446</td>\n",
       "      <td>496.0</td>\n",
       "      <td>2.802260</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.24</td>\n",
       "      <td>3.521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.6431</td>\n",
       "      <td>52.0</td>\n",
       "      <td>5.817352</td>\n",
       "      <td>1.073059</td>\n",
       "      <td>558.0</td>\n",
       "      <td>2.547945</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.8462</td>\n",
       "      <td>52.0</td>\n",
       "      <td>6.281853</td>\n",
       "      <td>1.081081</td>\n",
       "      <td>565.0</td>\n",
       "      <td>2.181467</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.422</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MedInc  HouseAge  AveRooms  AveBedrms  Population  AveOccup  Latitude  \\\n",
       "0  8.3252      41.0  6.984127   1.023810       322.0  2.555556     37.88   \n",
       "1  8.3014      21.0  6.238137   0.971880      2401.0  2.109842     37.86   \n",
       "2  7.2574      52.0  8.288136   1.073446       496.0  2.802260     37.85   \n",
       "3  5.6431      52.0  5.817352   1.073059       558.0  2.547945     37.85   \n",
       "4  3.8462      52.0  6.281853   1.081081       565.0  2.181467     37.85   \n",
       "\n",
       "   Longitude  MedHouseVal  \n",
       "0    -122.23        4.526  \n",
       "1    -122.22        3.585  \n",
       "2    -122.24        3.521  \n",
       "3    -122.25        3.413  \n",
       "4    -122.25        3.422  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_df = pd.read_csv('https://gperdrizet.github.io/FSA_devops/assets/data/unit2/california_housing.csv')\n",
    "housing_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0561763f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   MedInc       20640 non-null  float64\n",
      " 1   HouseAge     20640 non-null  float64\n",
      " 2   AveRooms     20640 non-null  float64\n",
      " 3   AveBedrms    20640 non-null  float64\n",
      " 4   Population   20640 non-null  float64\n",
      " 5   AveOccup     20640 non-null  float64\n",
      " 6   Latitude     20640 non-null  float64\n",
      " 7   Longitude    20640 non-null  float64\n",
      " 8   MedHouseVal  20640 non-null  float64\n",
      "dtypes: float64(9)\n",
      "memory usage: 1.4 MB\n"
     ]
    }
   ],
   "source": [
    "housing_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d5716bd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = 'MedHouseVal'\n",
    "features = ['MedInc','HouseAge','AveRooms','AveBedrms','Population','AveOccup','Latitude','Longitude']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdce7333",
   "metadata": {},
   "source": [
    "### 1.2. Train test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "43267e58",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_df, testing_df = train_test_split(housing_df, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cea0e509",
   "metadata": {},
   "source": [
    "### 1.3. Standard scale\n",
    "\n",
    "#### Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "63115680",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_scaler = StandardScaler()\n",
    "feature_scaler.fit(training_df[features])\n",
    "\n",
    "training_df[features] = feature_scaler.transform(training_df[features])\n",
    "testing_df[features] = feature_scaler.transform(testing_df[features])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e5cc0ca",
   "metadata": {},
   "source": [
    "#### Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "83959886",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_scaler = StandardScaler()\n",
    "label_scaler.fit(training_df[label].to_frame())\n",
    "\n",
    "training_df[label] = label_scaler.transform(training_df[label].to_frame())\n",
    "testing_df[label] = label_scaler.transform(testing_df[label].to_frame())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9b8caf6",
   "metadata": {},
   "source": [
    "### 1.4. Handle outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8d570725",
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in features:\n",
    "\n",
    "    q1 = training_df[feature].quantile(0.25)\n",
    "    q3 = training_df[feature].quantile(0.75)\n",
    "    iqr = q3 - q1\n",
    "\n",
    "    lower_bound = q1 - 1.5 * iqr\n",
    "    upper_bound = q3 + 1.5 * iqr\n",
    "\n",
    "    training_df[feature] = training_df[feature].clip(lower=lower_bound, upper=upper_bound)\n",
    "    testing_df[feature] = testing_df[feature].clip(lower=lower_bound, upper=upper_bound)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bccff99",
   "metadata": {},
   "source": [
    "## 2. Linear regression baseline\n",
    "\n",
    "### 2.1. Fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d8e85966",
   "metadata": {},
   "outputs": [],
   "source": [
    "linear_model = LinearRegression(n_jobs=-1)\n",
    "fit_result = linear_model.fit(training_df[features], training_df[label])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31d5c9c2",
   "metadata": {},
   "source": [
    "### 2.2. Test set evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b9eea129",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear regression R² on test set: 0.6586\n"
     ]
    }
   ],
   "source": [
    "linear_predictions = linear_model.predict(testing_df[features])\n",
    "linear_rsquared = linear_model.score(testing_df[features], testing_df[label])\n",
    "print(f'Linear regression R² on test set: {linear_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01f45893",
   "metadata": {},
   "source": [
    "## 3. Keras Sequential API model\n",
    "\n",
    "The Sequential API is the simplest way to build a neural network in Keras. It allows you to create models layer-by-layer in a linear stack.\n",
    "\n",
    "### 3.1. Build model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d285821c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dense (Dense)               (None, 64)                576       \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 64)                0         \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 32)                2080      \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 32)                0         \n",
      "                                                                 \n",
      " dense_2 (Dense)             (None, 1)                 33        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 2689 (10.50 KB)\n",
      "Trainable params: 2689 (10.50 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "sequential_model = keras.Sequential([\n",
    "    layers.Input(shape=(8,)),\n",
    "    layers.Dense(64, activation='relu'),\n",
    "    layers.Dropout(0.2),\n",
    "    layers.Dense(32, activation='relu'),\n",
    "    layers.Dropout(0.2),\n",
    "    layers.Dense(1)\n",
    "])\n",
    "\n",
    "sequential_model.compile(\n",
    "    optimizer=keras.optimizers.Adam(learning_rate=5e-4),\n",
    "    loss='mse',\n",
    "    metrics=['mae']\n",
    ")\n",
    "\n",
    "sequential_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04aa4af3",
   "metadata": {},
   "source": [
    "### 3.2. Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5178fc7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/75\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
      "I0000 00:00:1769127524.126340   50161 service.cc:145] XLA service 0x735d495bc990 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n",
      "I0000 00:00:1769127524.126377   50161 service.cc:153]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n",
      "I0000 00:00:1769127524.126399   50161 service.cc:153]   StreamExecutor device (1): NVIDIA GeForce GTX 1070, Compute Capability 6.1\n",
      "I0000 00:00:1769127524.232846   50161 device_compiler.h:188] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "774/774 [==============================] - 26s 6ms/step - loss: 0.5085 - mae: 0.5348 - val_loss: 0.3405 - val_mae: 0.4189\n",
      "Epoch 2/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3612 - mae: 0.4414 - val_loss: 0.3133 - val_mae: 0.4126\n",
      "Epoch 3/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3312 - mae: 0.4187 - val_loss: 0.3027 - val_mae: 0.4075\n",
      "Epoch 4/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3146 - mae: 0.4092 - val_loss: 0.2965 - val_mae: 0.3935\n",
      "Epoch 5/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3022 - mae: 0.3974 - val_loss: 0.2862 - val_mae: 0.3813\n",
      "Epoch 6/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2925 - mae: 0.3897 - val_loss: 0.2839 - val_mae: 0.3839\n",
      "Epoch 7/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2891 - mae: 0.3866 - val_loss: 0.2838 - val_mae: 0.3806\n",
      "Epoch 8/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2841 - mae: 0.3836 - val_loss: 0.2780 - val_mae: 0.3768\n",
      "Epoch 9/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2799 - mae: 0.3803 - val_loss: 0.2758 - val_mae: 0.3738\n",
      "Epoch 10/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2749 - mae: 0.3757 - val_loss: 0.2710 - val_mae: 0.3718\n",
      "Epoch 11/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2711 - mae: 0.3717 - val_loss: 0.2716 - val_mae: 0.3763\n",
      "Epoch 12/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2689 - mae: 0.3694 - val_loss: 0.2635 - val_mae: 0.3632\n",
      "Epoch 13/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2663 - mae: 0.3687 - val_loss: 0.2661 - val_mae: 0.3741\n",
      "Epoch 14/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2649 - mae: 0.3666 - val_loss: 0.2610 - val_mae: 0.3642\n",
      "Epoch 15/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2632 - mae: 0.3652 - val_loss: 0.2585 - val_mae: 0.3624\n",
      "Epoch 16/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2588 - mae: 0.3640 - val_loss: 0.2571 - val_mae: 0.3601\n",
      "Epoch 17/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2578 - mae: 0.3620 - val_loss: 0.2556 - val_mae: 0.3604\n",
      "Epoch 18/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2567 - mae: 0.3596 - val_loss: 0.2623 - val_mae: 0.3689\n",
      "Epoch 19/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2552 - mae: 0.3594 - val_loss: 0.2553 - val_mae: 0.3561\n",
      "Epoch 20/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2543 - mae: 0.3597 - val_loss: 0.2489 - val_mae: 0.3452\n",
      "Epoch 21/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2544 - mae: 0.3578 - val_loss: 0.2503 - val_mae: 0.3459\n",
      "Epoch 22/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2490 - mae: 0.3538 - val_loss: 0.2454 - val_mae: 0.3453\n",
      "Epoch 23/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2485 - mae: 0.3547 - val_loss: 0.2474 - val_mae: 0.3508\n",
      "Epoch 24/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2505 - mae: 0.3550 - val_loss: 0.2488 - val_mae: 0.3465\n",
      "Epoch 25/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2480 - mae: 0.3531 - val_loss: 0.2469 - val_mae: 0.3510\n",
      "Epoch 26/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2490 - mae: 0.3533 - val_loss: 0.2450 - val_mae: 0.3463\n",
      "Epoch 27/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2476 - mae: 0.3521 - val_loss: 0.2413 - val_mae: 0.3456\n",
      "Epoch 28/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2457 - mae: 0.3501 - val_loss: 0.2436 - val_mae: 0.3468\n",
      "Epoch 29/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2471 - mae: 0.3521 - val_loss: 0.2418 - val_mae: 0.3400\n",
      "Epoch 30/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2459 - mae: 0.3511 - val_loss: 0.2429 - val_mae: 0.3477\n",
      "Epoch 31/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2445 - mae: 0.3502 - val_loss: 0.2410 - val_mae: 0.3463\n",
      "Epoch 32/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2449 - mae: 0.3502 - val_loss: 0.2379 - val_mae: 0.3385\n",
      "Epoch 33/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2440 - mae: 0.3496 - val_loss: 0.2408 - val_mae: 0.3492\n",
      "Epoch 34/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2419 - mae: 0.3484 - val_loss: 0.2373 - val_mae: 0.3370\n",
      "Epoch 35/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2430 - mae: 0.3493 - val_loss: 0.2374 - val_mae: 0.3413\n",
      "Epoch 36/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2430 - mae: 0.3475 - val_loss: 0.2393 - val_mae: 0.3313\n",
      "Epoch 37/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2422 - mae: 0.3496 - val_loss: 0.2355 - val_mae: 0.3390\n",
      "Epoch 38/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2417 - mae: 0.3462 - val_loss: 0.2356 - val_mae: 0.3337\n",
      "Epoch 39/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2431 - mae: 0.3495 - val_loss: 0.2366 - val_mae: 0.3379\n",
      "Epoch 40/75\n",
      "774/774 [==============================] - 3s 5ms/step - loss: 0.2406 - mae: 0.3469 - val_loss: 0.2343 - val_mae: 0.3307\n",
      "Epoch 41/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2372 - mae: 0.3441 - val_loss: 0.2350 - val_mae: 0.3385\n",
      "Epoch 42/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2378 - mae: 0.3456 - val_loss: 0.2370 - val_mae: 0.3399\n",
      "Epoch 43/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2376 - mae: 0.3451 - val_loss: 0.2338 - val_mae: 0.3347\n",
      "Epoch 44/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2384 - mae: 0.3448 - val_loss: 0.2329 - val_mae: 0.3390\n",
      "Epoch 45/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2387 - mae: 0.3439 - val_loss: 0.2328 - val_mae: 0.3383\n",
      "Epoch 46/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2335 - mae: 0.3414 - val_loss: 0.2317 - val_mae: 0.3346\n",
      "Epoch 47/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2386 - mae: 0.3463 - val_loss: 0.2296 - val_mae: 0.3320\n",
      "Epoch 48/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2388 - mae: 0.3459 - val_loss: 0.2361 - val_mae: 0.3412\n",
      "Epoch 49/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2370 - mae: 0.3421 - val_loss: 0.2323 - val_mae: 0.3354\n",
      "Epoch 50/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2375 - mae: 0.3434 - val_loss: 0.2313 - val_mae: 0.3365\n",
      "Epoch 51/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2358 - mae: 0.3421 - val_loss: 0.2283 - val_mae: 0.3268\n",
      "Epoch 52/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2357 - mae: 0.3417 - val_loss: 0.2332 - val_mae: 0.3333\n",
      "Epoch 53/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2293 - mae: 0.3394 - val_loss: 0.2295 - val_mae: 0.3318\n",
      "Epoch 54/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2314 - mae: 0.3407 - val_loss: 0.2291 - val_mae: 0.3317\n",
      "Epoch 55/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2302 - mae: 0.3394 - val_loss: 0.2289 - val_mae: 0.3308\n",
      "Epoch 56/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2337 - mae: 0.3408 - val_loss: 0.2295 - val_mae: 0.3348\n",
      "Epoch 57/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2318 - mae: 0.3393 - val_loss: 0.2262 - val_mae: 0.3271\n",
      "Epoch 58/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2309 - mae: 0.3391 - val_loss: 0.2274 - val_mae: 0.3292\n",
      "Epoch 59/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2349 - mae: 0.3416 - val_loss: 0.2300 - val_mae: 0.3308\n",
      "Epoch 60/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2312 - mae: 0.3400 - val_loss: 0.2258 - val_mae: 0.3245\n",
      "Epoch 61/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2314 - mae: 0.3393 - val_loss: 0.2286 - val_mae: 0.3301\n",
      "Epoch 62/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2293 - mae: 0.3364 - val_loss: 0.2238 - val_mae: 0.3281\n",
      "Epoch 63/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2313 - mae: 0.3382 - val_loss: 0.2252 - val_mae: 0.3258\n",
      "Epoch 64/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2297 - mae: 0.3381 - val_loss: 0.2248 - val_mae: 0.3214\n",
      "Epoch 65/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2305 - mae: 0.3385 - val_loss: 0.2245 - val_mae: 0.3265\n",
      "Epoch 66/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2283 - mae: 0.3355 - val_loss: 0.2231 - val_mae: 0.3222\n",
      "Epoch 67/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2296 - mae: 0.3382 - val_loss: 0.2271 - val_mae: 0.3373\n",
      "Epoch 68/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2308 - mae: 0.3390 - val_loss: 0.2271 - val_mae: 0.3220\n",
      "Epoch 69/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2304 - mae: 0.3391 - val_loss: 0.2226 - val_mae: 0.3231\n",
      "Epoch 70/75\n",
      "774/774 [==============================] - 3s 5ms/step - loss: 0.2266 - mae: 0.3355 - val_loss: 0.2261 - val_mae: 0.3311\n",
      "Epoch 71/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2251 - mae: 0.3339 - val_loss: 0.2274 - val_mae: 0.3318\n",
      "Epoch 72/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2244 - mae: 0.3332 - val_loss: 0.2229 - val_mae: 0.3237\n",
      "Epoch 73/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2286 - mae: 0.3368 - val_loss: 0.2294 - val_mae: 0.3327\n",
      "Epoch 74/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2275 - mae: 0.3363 - val_loss: 0.2229 - val_mae: 0.3231\n",
      "Epoch 75/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2264 - mae: 0.3365 - val_loss: 0.2257 - val_mae: 0.3350\n",
      "Training complete.\n",
      "Final training loss: 0.2264\n",
      "Final validation loss: 0.2257\n"
     ]
    }
   ],
   "source": [
    "sequential_history = sequential_model.fit(\n",
    "    training_df[features],\n",
    "    training_df[label],\n",
    "    epochs=75,\n",
    "    batch_size=16,\n",
    "    validation_split=0.2,\n",
    "    verbose=1\n",
    ")\n",
    "\n",
    "print('Training complete.')\n",
    "print(f'Final training loss: {sequential_history.history[\"loss\"][-1]:.4f}')\n",
    "print(f'Final validation loss: {sequential_history.history[\"val_loss\"][-1]:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d74f3b7e",
   "metadata": {},
   "source": [
    "### 3.3. Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e0f48c27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "\n",
    "axes[0].set_title('Sequential API: loss')\n",
    "axes[0].plot(sequential_history.history['loss'], label='Training')\n",
    "axes[0].plot(sequential_history.history['val_loss'], label='Validation')\n",
    "axes[0].set_xlabel('Epoch')\n",
    "axes[0].set_ylabel('Loss (MSE)')\n",
    "axes[0].legend(loc='best')\n",
    "\n",
    "axes[1].set_title('Sequential API: MAE')\n",
    "axes[1].plot(sequential_history.history['mae'], label='Training')\n",
    "axes[1].plot(sequential_history.history['val_mae'], label='Validation')\n",
    "axes[1].set_xlabel('Epoch')\n",
    "axes[1].set_ylabel('Mean absolute error')\n",
    "axes[1].legend(loc='best')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9f32761",
   "metadata": {},
   "source": [
    "### 3.4. Test set evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fa2e6fa3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequential API model R² on test set: 0.7860\n"
     ]
    }
   ],
   "source": [
    "sequential_predictions = sequential_model.predict(testing_df[features], verbose=0).flatten()\n",
    "\n",
    "ss_res = np.sum((testing_df[label] - sequential_predictions) ** 2)\n",
    "ss_tot = np.sum((testing_df[label] - np.mean(testing_df[label])) ** 2)\n",
    "sequential_rsquared = 1 - (ss_res / ss_tot)\n",
    "\n",
    "print(f'Sequential API model R² on test set: {sequential_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a8be77f",
   "metadata": {},
   "source": [
    "### 3.5. Performance analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "97451643",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n",
    "\n",
    "axes[0].set_title('Sequential API predictions')\n",
    "axes[0].scatter(\n",
    "    testing_df[label], sequential_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "axes[0].set_xlabel('True values (standardized)')\n",
    "axes[0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1].set_title('Residuals vs predicted values')\n",
    "axes[1].scatter(\n",
    "    sequential_predictions, testing_df[label] - sequential_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[1].axhline(0, color='red', linestyle='--')\n",
    "axes[1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27dfbd83",
   "metadata": {},
   "source": [
    "## 4. Keras Functional API model\n",
    "\n",
    "The Functional API provides more flexibility than the Sequential API. It allows you to create models with non-linear topology, shared layers, and multiple inputs or outputs.\n",
    "\n",
    "### 4.1. Build model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6e3eb1bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_mlp\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input_features (InputLayer  [(None, 8)]               0         \n",
      " )                                                               \n",
      "                                                                 \n",
      " hidden_1 (Dense)            (None, 64)                576       \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 64)                0         \n",
      "                                                                 \n",
      " hidden_2 (Dense)            (None, 32)                2080      \n",
      "                                                                 \n",
      " dropout_2 (Dropout)         (None, 32)                0         \n",
      "                                                                 \n",
      " output (Dense)              (None, 1)                 33        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 2689 (10.50 KB)\n",
      "Trainable params: 2689 (10.50 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Define input layer\n",
    "inputs = keras.Input(shape=(8,), name='input_features')\n",
    "\n",
    "# Define hidden layers\n",
    "x = layers.Dense(64, activation='relu', name='hidden_1')(inputs)\n",
    "x = layers.Dropout(0.2, name='dropout_1')(x)\n",
    "x = layers.Dense(32, activation='relu', name='hidden_2')(x)\n",
    "x = layers.Dropout(0.2, name='dropout_2')(x)\n",
    "\n",
    "# Define output layer\n",
    "outputs = layers.Dense(1, name='output')(x)\n",
    "\n",
    "# Create model\n",
    "functional_model = Model(inputs=inputs, outputs=outputs, name='functional_mlp')\n",
    "\n",
    "functional_model.compile(\n",
    "    optimizer=keras.optimizers.Adam(learning_rate=5e-4),\n",
    "    loss='mse',\n",
    "    metrics=['mae']\n",
    ")\n",
    "\n",
    "functional_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58042a68",
   "metadata": {},
   "source": [
    "### 4.2. Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "50a40114",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/75\n",
      "774/774 [==============================] - 6s 6ms/step - loss: 0.4852 - mae: 0.5254 - val_loss: 0.3320 - val_mae: 0.4089\n",
      "Epoch 2/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3506 - mae: 0.4347 - val_loss: 0.3098 - val_mae: 0.4046\n",
      "Epoch 3/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3272 - mae: 0.4171 - val_loss: 0.2975 - val_mae: 0.3959\n",
      "Epoch 4/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3100 - mae: 0.4052 - val_loss: 0.2922 - val_mae: 0.3885\n",
      "Epoch 5/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.3001 - mae: 0.3957 - val_loss: 0.2846 - val_mae: 0.3800\n",
      "Epoch 6/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2923 - mae: 0.3884 - val_loss: 0.2815 - val_mae: 0.3791\n",
      "Epoch 7/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2866 - mae: 0.3833 - val_loss: 0.2789 - val_mae: 0.3776\n",
      "Epoch 8/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2813 - mae: 0.3814 - val_loss: 0.2743 - val_mae: 0.3728\n",
      "Epoch 9/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2769 - mae: 0.3768 - val_loss: 0.2750 - val_mae: 0.3722\n",
      "Epoch 10/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2714 - mae: 0.3732 - val_loss: 0.2705 - val_mae: 0.3687\n",
      "Epoch 11/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2673 - mae: 0.3701 - val_loss: 0.2682 - val_mae: 0.3692\n",
      "Epoch 12/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2689 - mae: 0.3711 - val_loss: 0.2601 - val_mae: 0.3551\n",
      "Epoch 13/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2646 - mae: 0.3664 - val_loss: 0.2620 - val_mae: 0.3679\n",
      "Epoch 14/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2607 - mae: 0.3632 - val_loss: 0.2556 - val_mae: 0.3549\n",
      "Epoch 15/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2594 - mae: 0.3616 - val_loss: 0.2545 - val_mae: 0.3569\n",
      "Epoch 16/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2581 - mae: 0.3620 - val_loss: 0.2552 - val_mae: 0.3546\n",
      "Epoch 17/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2564 - mae: 0.3600 - val_loss: 0.2519 - val_mae: 0.3550\n",
      "Epoch 18/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2566 - mae: 0.3611 - val_loss: 0.2595 - val_mae: 0.3634\n",
      "Epoch 19/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2510 - mae: 0.3561 - val_loss: 0.2512 - val_mae: 0.3493\n",
      "Epoch 20/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2523 - mae: 0.3585 - val_loss: 0.2472 - val_mae: 0.3431\n",
      "Epoch 21/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2487 - mae: 0.3561 - val_loss: 0.2465 - val_mae: 0.3440\n",
      "Epoch 22/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2496 - mae: 0.3543 - val_loss: 0.2433 - val_mae: 0.3455\n",
      "Epoch 23/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2495 - mae: 0.3552 - val_loss: 0.2456 - val_mae: 0.3467\n",
      "Epoch 24/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2487 - mae: 0.3540 - val_loss: 0.2448 - val_mae: 0.3439\n",
      "Epoch 25/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2478 - mae: 0.3533 - val_loss: 0.2442 - val_mae: 0.3465\n",
      "Epoch 26/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2466 - mae: 0.3513 - val_loss: 0.2422 - val_mae: 0.3437\n",
      "Epoch 27/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2493 - mae: 0.3537 - val_loss: 0.2393 - val_mae: 0.3406\n",
      "Epoch 28/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2474 - mae: 0.3532 - val_loss: 0.2421 - val_mae: 0.3442\n",
      "Epoch 29/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2434 - mae: 0.3498 - val_loss: 0.2406 - val_mae: 0.3398\n",
      "Epoch 30/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2434 - mae: 0.3491 - val_loss: 0.2410 - val_mae: 0.3449\n",
      "Epoch 31/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2427 - mae: 0.3481 - val_loss: 0.2394 - val_mae: 0.3443\n",
      "Epoch 32/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2472 - mae: 0.3523 - val_loss: 0.2373 - val_mae: 0.3370\n",
      "Epoch 33/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2414 - mae: 0.3487 - val_loss: 0.2364 - val_mae: 0.3407\n",
      "Epoch 34/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2406 - mae: 0.3467 - val_loss: 0.2361 - val_mae: 0.3338\n",
      "Epoch 35/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2399 - mae: 0.3480 - val_loss: 0.2384 - val_mae: 0.3366\n",
      "Epoch 36/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2406 - mae: 0.3465 - val_loss: 0.2402 - val_mae: 0.3319\n",
      "Epoch 37/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2406 - mae: 0.3475 - val_loss: 0.2336 - val_mae: 0.3347\n",
      "Epoch 38/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2405 - mae: 0.3466 - val_loss: 0.2367 - val_mae: 0.3353\n",
      "Epoch 39/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2394 - mae: 0.3462 - val_loss: 0.2353 - val_mae: 0.3405\n",
      "Epoch 40/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2379 - mae: 0.3453 - val_loss: 0.2327 - val_mae: 0.3286\n",
      "Epoch 41/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2398 - mae: 0.3454 - val_loss: 0.2334 - val_mae: 0.3400\n",
      "Epoch 42/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2379 - mae: 0.3452 - val_loss: 0.2334 - val_mae: 0.3384\n",
      "Epoch 43/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2399 - mae: 0.3466 - val_loss: 0.2314 - val_mae: 0.3357\n",
      "Epoch 44/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2364 - mae: 0.3437 - val_loss: 0.2321 - val_mae: 0.3425\n",
      "Epoch 45/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2356 - mae: 0.3430 - val_loss: 0.2331 - val_mae: 0.3401\n",
      "Epoch 46/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2362 - mae: 0.3440 - val_loss: 0.2330 - val_mae: 0.3326\n",
      "Epoch 47/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2384 - mae: 0.3437 - val_loss: 0.2256 - val_mae: 0.3272\n",
      "Epoch 48/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2358 - mae: 0.3432 - val_loss: 0.2362 - val_mae: 0.3371\n",
      "Epoch 49/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2348 - mae: 0.3411 - val_loss: 0.2255 - val_mae: 0.3269\n",
      "Epoch 50/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2323 - mae: 0.3394 - val_loss: 0.2261 - val_mae: 0.3292\n",
      "Epoch 51/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2357 - mae: 0.3426 - val_loss: 0.2268 - val_mae: 0.3234\n",
      "Epoch 52/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2350 - mae: 0.3407 - val_loss: 0.2318 - val_mae: 0.3334\n",
      "Epoch 53/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2327 - mae: 0.3400 - val_loss: 0.2307 - val_mae: 0.3285\n",
      "Epoch 54/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2316 - mae: 0.3400 - val_loss: 0.2273 - val_mae: 0.3293\n",
      "Epoch 55/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2338 - mae: 0.3416 - val_loss: 0.2303 - val_mae: 0.3301\n",
      "Epoch 56/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2314 - mae: 0.3402 - val_loss: 0.2260 - val_mae: 0.3320\n",
      "Epoch 57/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2312 - mae: 0.3403 - val_loss: 0.2236 - val_mae: 0.3249\n",
      "Epoch 58/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2303 - mae: 0.3392 - val_loss: 0.2250 - val_mae: 0.3273\n",
      "Epoch 59/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2348 - mae: 0.3429 - val_loss: 0.2267 - val_mae: 0.3293\n",
      "Epoch 60/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2333 - mae: 0.3423 - val_loss: 0.2261 - val_mae: 0.3262\n",
      "Epoch 61/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2309 - mae: 0.3394 - val_loss: 0.2265 - val_mae: 0.3303\n",
      "Epoch 62/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2309 - mae: 0.3384 - val_loss: 0.2241 - val_mae: 0.3272\n",
      "Epoch 63/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2285 - mae: 0.3372 - val_loss: 0.2272 - val_mae: 0.3264\n",
      "Epoch 64/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2319 - mae: 0.3412 - val_loss: 0.2256 - val_mae: 0.3242\n",
      "Epoch 65/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2309 - mae: 0.3396 - val_loss: 0.2221 - val_mae: 0.3237\n",
      "Epoch 66/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2298 - mae: 0.3379 - val_loss: 0.2259 - val_mae: 0.3283\n",
      "Epoch 67/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2287 - mae: 0.3391 - val_loss: 0.2255 - val_mae: 0.3348\n",
      "Epoch 68/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2286 - mae: 0.3383 - val_loss: 0.2266 - val_mae: 0.3245\n",
      "Epoch 69/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2292 - mae: 0.3396 - val_loss: 0.2226 - val_mae: 0.3282\n",
      "Epoch 70/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2286 - mae: 0.3360 - val_loss: 0.2251 - val_mae: 0.3303\n",
      "Epoch 71/75\n",
      "774/774 [==============================] - 4s 6ms/step - loss: 0.2273 - mae: 0.3361 - val_loss: 0.2247 - val_mae: 0.3336\n",
      "Epoch 72/75\n",
      "774/774 [==============================] - 4s 5ms/step - loss: 0.2286 - mae: 0.3374 - val_loss: 0.2245 - val_mae: 0.3271\n",
      "Epoch 73/75\n",
      "774/774 [==============================] - 3s 4ms/step - loss: 0.2276 - mae: 0.3375 - val_loss: 0.2305 - val_mae: 0.3299\n",
      "Epoch 74/75\n",
      "774/774 [==============================] - 4s 6ms/step - loss: 0.2284 - mae: 0.3377 - val_loss: 0.2268 - val_mae: 0.3262\n",
      "Epoch 75/75\n",
      "774/774 [==============================] - 4s 6ms/step - loss: 0.2276 - mae: 0.3370 - val_loss: 0.2232 - val_mae: 0.3311\n",
      "Training complete.\n",
      "Final training loss: 0.2276\n",
      "Final validation loss: 0.2232\n"
     ]
    }
   ],
   "source": [
    "functional_history = functional_model.fit(\n",
    "    training_df[features],\n",
    "    training_df[label],\n",
    "    epochs=75,\n",
    "    batch_size=16,\n",
    "    validation_split=0.2,\n",
    "    verbose=1\n",
    ")\n",
    "\n",
    "print('Training complete.')\n",
    "print(f'Final training loss: {functional_history.history[\"loss\"][-1]:.4f}')\n",
    "print(f'Final validation loss: {functional_history.history[\"val_loss\"][-1]:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15632d7d",
   "metadata": {},
   "source": [
    "### 4.3. Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "72ba22ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "\n",
    "axes[0].set_title('Functional API: loss')\n",
    "axes[0].plot(functional_history.history['loss'], label='Training')\n",
    "axes[0].plot(functional_history.history['val_loss'], label='Validation')\n",
    "axes[0].set_xlabel('Epoch')\n",
    "axes[0].set_ylabel('Loss (MSE)')\n",
    "axes[0].legend(loc='best')\n",
    "\n",
    "axes[1].set_title('Functional API: MAE')\n",
    "axes[1].plot(functional_history.history['mae'], label='Training')\n",
    "axes[1].plot(functional_history.history['val_mae'], label='Validation')\n",
    "axes[1].set_xlabel('Epoch')\n",
    "axes[1].set_ylabel('Mean absolute error')\n",
    "axes[1].legend(loc='best')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de85777b",
   "metadata": {},
   "source": [
    "### 4.4. Test set evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "001e2f1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Functional API model R² on test set: 0.7852\n"
     ]
    }
   ],
   "source": [
    "functional_predictions = functional_model.predict(testing_df[features], verbose=0).flatten()\n",
    "\n",
    "ss_res = np.sum((testing_df[label] - functional_predictions) ** 2)\n",
    "ss_tot = np.sum((testing_df[label] - np.mean(testing_df[label])) ** 2)\n",
    "functional_rsquared = 1 - (ss_res / ss_tot)\n",
    "\n",
    "print(f'Functional API model R² on test set: {functional_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9a0827c",
   "metadata": {},
   "source": [
    "### 4.5. Performance analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "322b1929",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Boihs3boVW7du5T1GUVER+vbti507d2LOnDlwdHTEsGHDMH36dCxbtgzDhw+Xev6srCxoaWm1Gr8UGRNk0dYx+v3330dERAQ8PDwwaNAgTJs2DUuWLMG4ceNkns/KygpeXl44fvw4Pv30UwAt47qOjg7mz5/P7NeWe8Smu4/THSEjAIwYMQIvvPACjh07htdffx1Ay/dlZWXFLOiBltzHXbt24fDhw8jLywNFUcx7bTEi8vHw4UPcv39f7jUvWrQIP/74I1avXo0PPvgAXl5emD9/Pl555ZVWSlxXhygWhFZwE1pptLW1ebezf6yaRp6MGRkZ8PLywgsvvICvv/4a/fv3h56eHv744w/s3bu3TZaEo0ePAoDUySszMxP29vYS2yZOnNjmXJf2wFdZpLm5GVOnTsW///1v3s84OjqqWyy1I+25YGNtbY3bt28jLCwMFy9exMWLF3H48GG89tprvImCBIKmYRuO5s6di/Hjx2PJkiX466+/YGxszIxnmzZtamUBpxk0aBCAljEpIyMDZ8+exeXLl/Hjjz9i7969OHDgAFavXt1uWaVZvLnzTXvGaCcnJ/z111+4cOECLl26hJCQEOzfvx/btm3jTc5ms3jxYqxcuRK3b9/GyJEjcfz4cXh5eUmM0+q+RzRddZzuSBkXLVqEzz//HMXFxTAxMcG5c+fg7+8vUeXqnXfeweHDh7FhwwZ4enrCzMwMAoEAixcvljvXy3pe2fNJc3MzXFxc8PXXX/Pu379/fwAt3+n169dx5coVhIaG4tKlSzh27BimTJmCy5cvKzRHdRWIYvEc07Nnz1ZVGOrr61FQUNCm49FWq7t37zKTFR+Khr4MGDAAQEsiG5cHDx7AyspKajlXaZw/fx51dXU4d+6chHeDdlcqi0gkwp9//om3334bkyZNknivubkZy5Ytw2+//YaPP/64TcdXlIcPH+Kll15iXldWVqKgoAAvv/yy3M86ODigsrIS3t7eMvcbMGAAIiMjUVlZKWFp4vt++M7R3NyMtLQ0jBw5Uup+bXk22BYqehv9vrLo6elh1qxZmDVrFpqbm7F+/XocPHgQW7dulflMEwiaRltbG7t27cJLL72EH374AR988AFj0NDV1ZX7+wYACwsLrFy5EitXrkRlZSUmTpyITz75ROqiecCAAWhubkZGRoaEtZlvTOCbb4B/vI807R2jjYyMsGjRIixatAj19fWYP38+Pv/8c2zZskVmyeq5c+di3bp1TDhUeno6tmzZ0mo/Ze8Rm+4+TneEjDSLFi3Cjh07EBISgt69e6O8vByLFy+W2OfkyZNYvnw5vvrqK2ZbbW2tQtWnZD2vbEOhg4MD7ty5Ay8vL7nzl5aWFry8vODl5YWvv/4aX3zxBT766CNcuXJFod9nV6F7+V8ISuHg4MDEPNIEBgZK9VjIY9q0aTAxMcGuXbtQW1sr8R7bq2FkZKSQG7JPnz4YOXIkfv75Z4kf+N27d3H58mWFBmMutFWA6xI9fPiw0scC/vFW/Pvf/8Yrr7wi8c/Pzw+TJk1i9lEngYGBaGhoYF4HBASgsbFRZpM+Gj8/P8TGxiIsLKzVe6WlpWhsbAQAvPzyy2hsbJQo+9jU1ITvv/9e7jnmzp0LLS0t7Ny5s5WliPtsKDLov/jii7C2tsaBAwckSvpdvHgR9+/fb1NVmpKSEonXWlpaTIgDt2wggdAZmTx5Mjw8PPDNN9+gtrYW1tbWmDx5Mg4ePMhrMGKXC+c+/8bGxhg0aJDMZ58eX7777juJ7XT1HzYODg4oKytDSkoKs62goACnT5+W2K89YzT3GvT09ODs7AyKoiTGRz7Mzc3h4+OD48eP4/fff4eenh7mzp0r8/iK3CM23X2c7ggZaZycnODi4oJjx47h2LFj6NOnDyZOnCixj7a2dquIiu+//16hNY6DgwPi4uJQX1/PbLtw4QJycnIk9vPz80NeXh6CgoJaHaOmpgZVVVUAWvKduNDKW3ebX4jH4jlm9erVTHO2qVOn4s6dOwgLC2tziI6pqSn27t2L1atXY9SoUViyZAl69uyJO3fuoLq6mgkncXd3x7Fjx/Dee+9h1KhRMDY2xqxZs3iPuWfPHsyYMQOenp54/fXXmXKzZmZmvD045DFt2jTGKr1u3TpUVlYiKCgI1tbWbfLUHD16FCNHjmTcnVxmz56Nd955B0lJSXBzc1P6+IpSX18PLy8v+Pn54a+//sL+/fsxfvx4zJ49W+5nN2/ejHPnzmHmzJlYsWIF3N3dUVVVhdTUVJw8eRKPHz+GlZUVZs2ahXHjxuGDDz7A48eP4ezsjFOnTimkJA4aNAgfffQRPv30U0yYMAHz58+Hvr4+EhISYGtri127dgFoeTYCAgLw2WefYdCgQbC2tm7lkQBaLLBffvklVq5ciUmTJsHf358pNztw4EBs3LhR6Xu4evVqiMViTJkyBf369UNWVha+//57jBw5Ek5OTkofj0DQBJs3b8bChQvx008/4Y033sC+ffswfvx4uLi4YM2aNbC3t8eTJ08QGxuL3Nxc3LlzBwDg7OyMyZMnw93dHRYWFrh16xZOnjyJt99+W+q5Ro4cCX9/f+zfvx9lZWUYO3YsIiMjJXLNaBYvXoz3338f8+bNw7vvvovq6moEBATA0dFRIpG2PWP0tGnTYGNjg3HjxqF37964f/8+fvjhB/j6+sLExETuvVu0aBGWLl2K/fv3w8fHR6JkdVvvEZvuPk53hIxsFi1ahG3btqFHjx54/fXXW+UqzJw5E7/++ivMzMzg7OyM2NhYREREKFTWffXq1Th58iSmT58OPz8/ZGRk4MiRI63yiZYtW4bjx4/jjTfewJUrVzBu3Dg0NTXhwYMHOH78ONOPZOfOnbh+/Tp8fX0xYMAAFBUVYf/+/ejXrx/Gjx+v1HV3ejRUjYqgZhQpV9rU1ES9//77lJWVFWVoaEj5+PhQjx49klpulnssvhJtFEVR586do8aOHUsZGBhQpqamlIeHBxUcHMy8X1lZSS1ZsoQyNzenADAlCPnKzVIURUVERFDjxo1jjjdr1iwqLS1NYh+6bB63lBstu0gkkpBv+PDhVI8ePaiBAwdSX375JXXo0KFW+8krN5uYmEgBoLZu3Sp1n8ePH1MAqI0bN8qUk4uy5WavXbtGrV27lurZsydlbGxMvfrqqxIleimqpXyetFKJFRUV1JYtW6hBgwZRenp6lJWVFTV27Fjqv//9r0R5xJKSEmrZsmWUqakpZWZmRi1btoxKTk6WW8aQ5tChQ5Srqyulr69P9ezZk5o0aRIVHh7OvF9YWEj5+vpSJiYmFADm/kt71o4dO8Ycz8LCgnr11Vep3NxciX2WL19OGRkZtZKFK+PJkyepadOmUdbW1pSenh5lZ2dHrVu3jiooKOC9ZwSCppA1PjQ1NVEODg6Ug4MDUzo5IyODeu211ygbGxtKV1eX6tu3LzVz5kzq5MmTzOc+++wzysPDgzI3N6cMDAyoF154gfr8888lfv98v+uamhrq3XffpSwtLSkjIyNq1qxZVE5ODm8588uXL1PDhg2j9PT0qCFDhlBHjhzhPWZbx+iDBw9SEydOpCwtLSl9fX3KwcGB2rx5M1VWVqbQfS0vL6cMDAwoANSRI0dava/IPeLjeRmn1SGjLB4+fMiU0Y+Ojm71/rNnz6iVK1dSVlZWlLGxMeXj40M9ePCg1RpH2vzy1VdfUX379qX09fWpcePGUbdu3eJdF9TX11NffvklNXToUOaeubu7Uzt27GCevcjISGrOnDmUra0tpaenR9na2lL+/v6tSvN2BwQU1YkybwkEglLQTeISEhJUVv2LQCAQCKqDjNOE5wmSY0EgEAgEAoFAIBDaDVEsCAQCgUAgEAgEQrshigWBQCAQCAQCgUBoNyTHgkAgEAgEAoFAILQb4rEgEAgEAoFAIBAI7YYoFgQCgUAgEAgEAqHdPFcN8pqbm5Gfnw8TExO5rdcJBALheYGiKFRUVMDExASmpqbP5fhI5gcCgUDgh54jbG1tWzUi5PJcKRb5+flSOyQTCAQCASgrK4OpqammxehwyPxAIBAIssnJyUG/fv1k7vNcKRYmJiYAWm7M8zhxEggEAh/l5eXo378/cnJymHHyeYPMDwQCgcAPPUcoMj88V4oF7d42NTUlEweBQCBweF7DoAAyPxAIBII8FJkfSPI2gUAgEAgEAoFAaDdEsSAQCAQCgUAgEAjthigWBAKBQCAQCAQCod0QxYJAIBAIBAKBQCC0G6JYEAgEAoFAIBAIhHZDFAsCgUAgEAgEAoHQbohiQSAQCAQCgUAgENoNUSwIBAKBQCAQCARCuyGKBYFAIBAIBAKBQGg3RLEgEAgEAoFAIBAI7YYoFgQCgdBNyM/PR0hICPLz8zUtCqELQ54jAoHQVohiQSAQCN2E2NhYBAcHIzY2VtOiELow5DkiEAhtRUfTAhAIBAJBNXh6ekr8JRDaAnmOCARCWyGKBYFAIHQTbG1tsWDBAk2LQejikOeIQCC0FRIKRSAQCAQCgUAgENoNUSwIBAKBQCAQCARCuyGKBYFAIBAIBAKBQGg3RLEgEAgEQpcnICAAw4cPh6mpKUxNTeHp6YmLFy9qWiwCgUB4rugyigWZNAgEAoEgjX79+uE///kPEhMTcevWLUyZMgVz5szBvXv3NC0agUAgPDd0GcWCTBoEAoFAkMasWbPw8ssvY/DgwXB0dMTnn38OY2NjxMXFaVo0AoFAeG7oMuVmZ82aJfH6888/R0BAAOLi4jB06FANSUUgEAiEzkZTUxNOnDiBqqoq0ouBQCAQOpAuo1iwIZMGgUAgELikpqbC09MTtbW1MDY2xunTp+Hs7My7b11dHerq6pjX5eXlHSUmgUAgdFu6lGKhzKQBkImDQCAQnieGDBmC27dvo6ysDCdPnsTy5ctx7do13nli165d2LFjhwakJBAIhO6LgKIoStNCKEp9fT2ys7OZSePHH3+UOmkAwCeffMI7cZSVlcHU1FTd4hIIBILayc/PR2xsLDw9PWFra9umY5SXl8PMzKzbjY3e3t5wcHDAwYMHW73HZ3jq379/t7sHBAKB0F6UmSO6TPI2AOjp6WHQoEFwd3fHrl27MGLECHz77bdS99+yZQvKysqYfzk5OR0oLYFAIKif2NhYBAcHIzY2VtOidDqam5sllAc2+vr6TJVB+h+BQCAQ2keXCoXiImvSAFomDn19/Q6UiEAgEDoWOs/sec8327JlC2bMmAE7OztUVFTgt99+w9WrVxEWFqZp0QgAkpKSEBwcDH9/f7i5uWlaHAKBoCa6jGJBJg0CgUBoja2tLRYsWKBpMTROUVERXnvtNRQUFMDMzAzDhw9HWFgYpk6dqmnROi2qCKNTlODgYAQHBwMAUSwIhG5Ml1EsyKRBIBAIsunIhWJn43//+5+mRehy0GF0ANSunPr7+0v8JRAI3ZMuo1iQSYNAIBBk05ELRULXpyPD6Nzc3CQ8Fc+zEkwgdGe6jGJBICgCmawIzzMk34KgDJoMoyNKMIHQPSGKBaFbQSYrwvMMybcgdBWIEkwgdE+IYkHoVpDJivA8Qzx2hK4CUYIJhO5Jl+pjQSDIg56syKKK8DwSGhqK//73vwgNDdW0KAQCgUB4DiGKBYFAIHQTSktLUVJSgtLSUk2LQiAQCITnEKJYEAgEQjfB3NwclpaWMDc317QoBEK7yM/PR0hICPLz8zUtCoFAUAKiWBAIBEI3wd3dHePHj4e7u7umRSEQ2gVdiCM2NlbTohAIBCUgydsEAoHQTRCJRMw/0t2Y0JUhhTgIhK4JUSwIBAKhm0AWY4TuAqkaRSB0TYhiQSAQCN0EshgjEAgEgiYhORYEAoHQTSAJrwQCgUDQJESxIBAIhG7C0aNHsWXLFhw9elTTohAIBALhOUTpUKi6ujrEx8cjKysL1dXV6NWrF1xdXSEUCtUhH4FA6OKQbtAdR3x8PLKzsxEfH69pUQiEDiMpKQnBwcHw9/cnRQsIBA2jsGIRExODb7/9FufPn0dDQwPMzMxgYGAAsViMuro62NvbY+3atXjjjTdgYmKiTpkJBEIXgi4bCYDE/6uZmpoaNDc3o6amRtOiEAgdRnBwMI4cOYL09HQEBAQQAwaBoEEUCoWaPXs2Fi1ahIEDB+Ly5cuoqKhASUkJcnNzUV1djYcPH+Ljjz9GZGQkHB0dER4erm65CQRCF8HT0xP+/v6kUlEHYGBgAC0tLRgYGGhaFAKhw/D394eHhwcqKytJ3wsCQcMo5LHw9fVFSEgIdHV1ed+3t7eHvb09li9fjrS0NBQUFKhUSAKB0HUhlYo6jn79+sHAwAD9+vXTtCgEQofh5uaGgIAAJuSSQCBoDoUUi3Xr1il8QGdnZzg7O7dZIAKBQCC0jdzcXNTU1CA3N1fTohAIHQoxYBAInQNSFYpAIBB46IqlWymKgkAgAEVRmhaFQCAQCM8hCnksevbsCYFAoNABxWJxuwQiEAiEzkBXTDrX09NDc3Mz9PT0NC0KgUAgEJ5DFFIsvvnmG+b/JSUl+Oyzz+Dj48PEMsbGxiIsLAxbt25Vi5AEAoHQ0dDjW5eI2W5uBr74AnVhYaivr8eVK1c0LRGB0KkgZa8JhI5BQCnpM1+wYAFeeuklvP322xLbf/jhB0RERODMmTOqlE+llJeXw8zMDGVlZTA1NdW0OAQCgdB+KiqA114DzpzBUwCOAGp79FCq5CwZG8k96O6EhIQwvS66igeSQOgsKDM+Kp1jERYWhunTp7faPn36dERERCh7OAKBQCC0lfR0YPRo4MwZQE8POwwNUQqQcrMEAgd22euumD9FIHQVlFYsLC0tcfbs2Vbbz549C0tLS5UIRSAQCAQ5hIYCHh7A/fuArS1w/Tou9ekDALCwsNCwcARC54KuGmVra8vkT5GeFwSC6lG48zbNjh07sHr1aly9ehWjR48GAMTHx+PSpUsICgpSuYAEAoFA4NDUBHz4IVBWBowbB5w8CdjYoEePHgDA/CUQCK1h50+R3AsCQbUo7bFYsWIFYmJiYGpqilOnTuHUqVMwNTVFdHQ0VqxYoQYRCQQCgSCBtjYQEgK89x4QFQXY2AAAzM3NIRAIYG5urln5CIRODNd7cfjwYezdu5eERhEIKkBpjwUAjB49GkePHlW1LAQCgUCQxqNHQHQ0QBtwBg0CvvpKYpempiYIBAI0NTV1vHwEQhfE09MTcXFxSEtLQ2hoKCwsLIj3gkBoB21qkJeRkYGPP/4YS5YsQVFREQDg4sWLuHfvnkqFIxAIBAKAS5eAUaOA118HwsOl7ta7d29oaWmhd+/eHSgcgdB1sbW1xcaNG7Fq1SoAILkXBEI7UVqxuHbtGlxcXBAfH4+QkBBUVlYCAO7cuYPt27erXEACgUDorKi9ugxFAf/5D/Dyy0BpaUsFqGHDpO6ekpKCxsZGpKSkqEceAqEbQodG+fr6MpWjgA74fRMI3RClFYsPPvgAn332GcLDwyW6u06ZMgVxcXEqFY5AIBA6M2qtLlNZCSxaBGzZ0qJgrF0LXLkC/F35iY/6+nqJvwQCQXHYuReAmn/fBEI3Rekci9TUVPz222+ttltbW6O4uFglQhEIBEJXQG3duTMygLlzgbt3AV1d4IcfWhQLOZSWlkr8JRAIrVG0EpTaft8EQjdGacXC3NwcBQUFEAqFEtuTk5PRt29flQlGIBAInR3awqlyIiNblAobm5bqT2PHKvSxxsZGib8EAqE1tCcCgMzfr9p+3wRCN0bpUKjFixfj/fffR2FhIQQCAZqbmxETE4NNmzbhtddeU4eMBALhOYDEM7NYswbYvRtITJSrVLDvm83fZWfpvwSCuumKv1t2F24CgaBalFYsvvjiC7zwwgvo378/Kisr4ezsjIkTJ2Ls2LH4+OOP1SEjgUB4DlAmnrkrLmZkUlXV0pPi2bOW1wIBsHlzS0dtObDvm4ODA7S1teHg4KBmgQmEFrpiHgI3l4JAIKgOpUOh9PT0EBQUhG3btiE1NRWVlZVwdXXF4MGD1SEfgUB4TlAmnlnRUIYuQWYmMG8ekJLSkltx9qxSH2fft//85z9obm5GeXm5OiTt1OzatQunTp3CgwcPYGBggLFjx+LLL7/EkCFDNC1at+Z5zUMgHbsJBH6UViyuX7/OeCz69+/PbG9oaEBsbCwmTpyoUgEJBMLzgTLxzF11MdNqMRIR0VL5SSwGevdu8VIoCfu+ZWVlgaIoZGVlqVr0Ts+1a9fw1ltvYdSoUWhsbMSHH36IadOmIS0tDUZGRpoWr9vyvOYhdCvjBoGgQpRWLCZPnozevXvj9OnTGDNmDLNdLBbjpZdeIh1fCQSC2umMixlFLJjMYoSisODxY+D994HmZsDDoyVJu1+/dp2rR48eEn+fJy5duiTx+qeffoK1tTUSExOJwYugcrjGjaSkJAQHB8Pf3x9ubm6aFI1A0ChKKxZASwK3l5cX9u3bhxUrVjDbKYpSlVwEAoHQpeBaMPkW/56entCuq8O0o0eBM2daPrhyJbB/P6CEMiDNWvr06VOJv5oiOzsbWVlZqK6uRq9evTB06FDo6+t3qAxlZWUAAAsLC9736+rqUFdXx7x+HsPHCG2Ha9wIDg7GkSNHkJ6ejoCAABIeRXhuUVqxEAgE2LJlCyZMmIDXXnsNKSkp+Oqrr5j3CAQCoTOjrthorgWTb/Fva2uLudOmAR9+CEpHB7eXL0fvHTtgq6SHQVoomImJCWpra2FiYtKua2kLjx8/RkBAAH7//Xfk5uZKGJr09PQwYcIErF27FgsWLICWltJ1Q5SiubkZGzZswLhx4zBMSqfyXbt2YceOHWqVg/D84O/vj/T0dFRWViI2NrbTeVQJhI5CQCnpZtDS0kJhYSGsra2RnJyMOXPmwNnZGd9++y2cnZ07dShUeXk5zMzMUFZWBlNTU02LQyAQNEBISAgTsqDOyV+mAnP7Nq6dO4fvU1JUKoe9vT1EIhGEQiEyMzMV/lx7x8Z3330XP//8M3x8fDBr1ix4eHjA1tYWBgYGEIvFuHv3Lm7cuIHff/8d2traOHz4MEaNGqX0eRTlzTffxMWLFxEdHY1+UsLL+DwW/fv3J/NDNyU/Px+hoaEAAF9fX7V4FNi/eQAkuZvQbVBmjmhTKBSNq6srbt68iblz58LLy6s9hyIQCIRWqMO70FGJ30yoBEUBX38N9OzZEvYEACNHYrC1NfxZixBV8NJLL+HJkyd46aWXVHZMRTAyMkJmZiYsLS1bvWdtbY0pU6ZgypQp2L59Oy5duoScnBy1KRZvv/02Lly4gOvXr0tVKgBAX1+/w8OzCJojNjYWhw4dAtASHqcOowI7PIo2YAAkuZvwfKG0YrF8+XIYGBgwr21sbHDt2jWsXbsW169fV6lwBALh+UYdlVc6KvE7Pz8fN69exbSQEBieOgXo6QETJgCDBqlNDjoctaPDUnft2qXwvtOnT1eLDBRF4Z133sHp06dx9epVCIVCtZyH0LlQ1Pjg6emJVatWMf9XN/Q5hEIhgoKCAKjPU0IgdCaUViwOHz7capu+vj5+/vlnlQhEIBAINJ2xrKyiC5k7585h+JYtMCwtBbS1gT17AFbjOu5xVOGdiYyMRHV1NSIjI9v0+a7MW2+9hd9++w1nz56FiYkJCgsLAQBmZmYSxjBC90JR44OtrS3WrFnTUWIxhoOQkBC1e0oIhM6EQopFSkoKhg0bBi0tLaSkpMjcd/jw4SoRjEAgEDRVVlbWIl+hhcyVK5j20UfQLi1Fk4UFtENCgMmTZR5HFd4ZbW1tib8dhaurq8JekqSkJLXIEBAQAKClJDqbw4cPS1QvJHQvOqPxgU1He0oIBE2jkGIxcuRIJmF75MiREAgEEhU/6NcCgaBTJ28TCITuTVut/tzPyVrksxcyvOf7/ntg40ZoNzUBbm7QPn0asLNrdU7ugkjaAkmZa6It8x1toZ87dy7z/9raWuzfvx/Ozs7MtcTFxeHevXtYv3692mQg5c47L6r6XfLRGXvasOloTwmBoGkUUixEIhF69erF/J9AIBA6I221+rM/5+npCbFYDB8fH14Lo9wEzWfPgKYmYOlSIDAQkLLI5y6IbG1t4enp2Wohpcw12dnZ4cGDB7DjUWTUyfbt25n/r169Gu+++y4+/fTTVvvk5OR0qFyEzoEqfpedWXkgEAj/oJBiMWDAAN7/EwiE5wt19YCQdy4AUktFsvdra1gE+3OxsbEICwuDj4+P3Gvl814IX34ZtVVVGPjuu7BVwHPAlp9vIaXMNZmZmUFbWxtmZmbyL1pNnDhxArdu3Wq1fenSpXjxxReZeHNC50aVv3VV/C67Kx05phIIHYFCisW5c+cUPuDs2bPbLIwsdu3ahVOnTuHBgwcwMDDA2LFj8eWXX2LIkCFqOR+BQGiNMhbE9k6Y7HMBkJoAyZWpLZZNtveAXsSIxWK512pra4sFVlbAqlU489prCD51CkKhECKRCP5xcQrJwvWWsP/S5+DzZPCRkJCAuro6JCQkKHDV6sHAwAAxMTEYPHiwxPaYmBj0ULIRIEFzqNJb0NZwpc4e5qQK6DK4cXFx2LhxI1EuCF0ehRQLdvwsAN4cCxp15Vhcu3YNb731FkaNGoXGxkZ8+OGHmDZtGtLS0mBkZKSWcxIIBEmUsSC2d2HCPRdfAmR+fr7MsKW2QC9m8vPzYWFhIf24FAXs2wds3Ag0NsJryBA0+fszioWi8rCvU9pCStF7aW5uLvFXE2zYsAFvvvkmkpKS4OHhAQCIj4/HoUOHsHXrVo3JRVCO58Fb0Bnw9PREXFwc7t+/j9DQUGbMIQoGoctCKUl4eDjl5uZGXbp0iSorK6PKysqoS5cuUS+++CJ1+fJlZQ/XZoqKiigA1LVr1xT+TFlZGQWAKisrU6Nk3Z+8vDzq5MmTVF5enqZFIXRi2vqcKPO5kydPUgsWLKBOnjzZVjHbRk0NRa1YQVEt6gVF+ftT+Y8eqe13wXdP+LYNGzaMAkANGzZMqeOremw8duwYNXbsWKpnz55Uz549qbFjx1LHjh1TybHVBZkfCJqC/i0HBgZqZjwjEOSgzPiodB+LDRs24MCBAxg/fjyzzcfHB4aGhli7di3u37+vIpVHNmVlZQBawiKkUVdXh7q6OuZ1eXm52uV6HiAJdc8H7Q1lamsYg7Tni0+ejrKqSpy7uRmYPx9ISAClpYXyjz6C2Y4d+PPUKQm5VRk7zXcv+e5TTU2NxF9N4efnBz8/P43KQOgePA85CFwvqVAoREhISLe+ZkL3RUvZD2RkZPC62c3MzPD48WMViCSf5uZmbNiwAePGjcOwYcOk7rdr1y6YmZkx//r3798h8nUG8vPzERISgvz8fJUf29PTE/7+/sRF3s2hF66xsbES29vybPF9RtpxpD1ffPLQE7KyJSyVkT8/Px979+7F4cOH8eCXXwB3dyAhAXXGxtg5diwiRowABIJWcku7f6qC7z51FsWitLQUP/74Iz788EOIxWIALf0r8vLyNCoXoXOhyG9R3b8jZVDnvAr8M56JRKJOc80EgrIo7bEYNWoU3nvvPfz666/o3bs3AODJkyfYvHkzE0+rbt566y3cvXsX0dHRMvfbsmUL3nvvPeZ1eXn5c6NcqNOr8Dwk1BGkewPa8mzxfSY0NBSHDh3CqlWrJOq8S3u+VOWdUDYBfe/evUhOToarqyuGenkBX38NjBiB0gMHMCwvj5GHK7e6vSl898nCwoKxemqKlJQUeHt7M8am1atXw8LCAqdOnUJ2djZ++eUXjclG6DgU8TQo8lvsTLke3EIL6vKkdKZrJhCURWnF4n//+x/mz58POzs7ZpGek5ODwYMH48yZM6qWrxVvv/02Lly4gOvXr6Nfv34y99XX14e+vr7aZeqMkIGJ0F5UscBnSrAKhe32cimq0Mpb0CibgH7/3j24urpi48aN6G1rC0REAA4O6G1kBFnSKKOAqyrcw8HBAQ8ePICDg0Obj9Fe3nvvPaxYsQK7d++GiYkJs/3ll1/GkiVLNCYXoWNRldLQmQxZ3LLUxHhHILRGacVi8ODBSElJQXh4OB48eAAAcHJygre3t0R1KFVDURTeeecdnD59GlevXoVQKFTbuboDZGDqPnS2GGNlni168vX392/1GV9fX9lVl5QgPz+f6XMBAGFhYQD4J3y2/PLu7biBAzE5IwOCV16BBf3+8OGtzs09hiLfmbz+FW0hLS0NjY2NSEtLa/Mx2ktCQgIOHjzYanvfvn1RWFioAYkImqCrKQ2KwFeWmhjvCARJlFIsGhoaYGBggNu3b2PatGmYNm2auuRqxVtvvYXffvsNZ8+ehYmJCTNBmZmZwUCBJlQEQlelKyfLy5p8FVlUKKpU0bXggZaytIp6R2Te25gY2LzyClBYCOzc2dJJW0+vlXx79+5lilbQx1DkO5PXv6It9O/fHxkZGRoN+dTX1+ctlJGeno5evXppQCKCJuhqSoM8kpKSGCOJm5tbt7s+AkFVKKVY6Orqws7OTm29KmQREBAAAJg8ebLE9sOHD2PFihUdLg+B0FF0NcsYO/yJ7udga2vbJs+LokqVp6cn0+eC25mbLRM7sVpmp+6DB4F33gEaGgAXF+D0aeQXF7eSPzY2FmlpaXB2dpY4Bv1/WdVdZPWvkCavvPs2bNgwJCUlySxqoW5mz56NnTt34vjx4wBa+hxlZ2fj/fffJwsxQpclODiYGYvc3Nw0LA2B0HlROhTqo48+wocffohff/21QxMEKVZDPgLheaKrWcZoZYBWLIAWpYDeLhaLFW4CpahSZWtrK5EALk0mGq6ngKGuDnj3XSAwsOX1woXAoUOAsTFiQ0JaKTlc5YAtz4IFCxDC8xnuPkBrz4w0eeU9B3fv3kV5eTnu3r0rcz918tVXX+GVV16BtbU1ampqMGnSJBQWFsLT0xOff/65xuQidA06W+gnjb+/v8RfAoHAj9KKxQ8//IBHjx7B1tYWAwYMaNX1OikpSWXCEQiEzomsyZ9trReJRIzVnk7gFovFCi+UFc2HUCRhWywWQywWw93dnQmVkvCI+PoCU6YAsbGAQADs2gX8+9/ILyhAbFgYbwK6PKVPUcWI65nh+5wiHquCggI0NzejoKBA7r7qwszMDOHh4YiOjkZKSgoqKyvh5uYGb29vjclE6LwLdi6aCP2Ud2/y8/MhEomwcePGTnnvusp3S3g+UFqxmDt3rhrEIBAIitBZJhBZkz97se3m5sZY7ekEbrocKr1QViaPQto55ZWBtLW1hYWFBYKDg2FhYcGfgNmjB/Dii8D9+0BwMDB9OgDpZXEVQVFvE1eR4H5O0QXW5MmTkZWV1SpktCPJzs5G7969MX78eIlGqhRFIScnB3Z2dhqT7XmmM+dqsccARZVxVY6F8u5NZ753wD85ZmfPnoWRkRHWrFlDwrUIGkNpxWL79u3qkINAIChAZ5nglMn7kLdoVrTTNvs4st6Tdjxpn1/g69uiVADAV18B770HDByo9D3hk5u+PnmLH1WFuyUkJKC2thYJCQntPlZbGThwIJycnHDu3DmJsrdFRUUQCoUaydEjaCZXq61GA0V+C6ocC+Xdm86e5+bp6Ym4uDiEhISgrKwMFEVh6tSpGjdAEZ5PlFYsCASC5tD0BCexIFdwMudbNCtioeQuHNjH4eYuKFIGkvv5E0ePwjUwEKivBy5fBnR1W/5xlAply+Jy8yMOHz6MuLi4DgmjmDt3LnJycjTuWXZycoKHhweOHz8OLy8vZjvJlXu+UKb4AvuvIqjSsyFPse/seW62trbYuHEjrK2tkZmZCUtLS/z3v/9tk5eVQGgvSisWTU1N2Lt3L44fP47s7GzU19dLvC8Wi1UmHIFA6FyoykqoiIVS1sKhvWVsxzk4YNL9+7B68KAln+LqVeQPHSrV00CHcNEVntjvc/dly1ZYWAhtbW0kJSVJ9KxQ1JKobLhHaWkpdHR0UFpaKndfdSEQCLB//34cPXoUvr6+2L17N959913mPYJmUPa3q4pQI2WKLyg7nkj7jKxCCJ1ZOWgvtra22Lx5MwAgKChIw9IQnmeUVix27NiBH3/8Ef/617/w8ccf46OPPsLjx49x5swZbNu2TR0yEgiEv9H0JKkqj4ki5ViVXWwovBCKj4fN/PlAfj5gZgb89hswdapE1SdAshIT3a+C3XhO2r5suWNjY9HU1AQ3NzeZYVrSZFf2+/b29kZ6erpGE6Vpr8TGjRvxwgsvwN/fH6mpqWR+0DCyQgn5UMVYowlLvyKFELo7bC9rZ8nLIzw/KK1YHD16FEFBQfD19cUnn3wCf39/ODg4YPjw4YiLi2MsUwQCQfWocpJsy4Sj6EJB3rFpyz5fczlF4EuoVmgh9L//AevXt4Q/OTkBZ88i38gIsayqVXyVmGJjY3H//n2p/Sq4/+duY3sz6OpU+fn5Ev0w5OWFKMKNGzdw8+ZNuLi4wMfHR6HPqJMZM2bgzz//xOzZs3Hz5k1Ni/NcIyuUkI+usCDnG2fk5XQ9Dyj7XRMIqkRpxaKwsBAuLi4AAGNjY5SVlQEAZs6cia1bt6pWOgKBIIGqJklpHaNVAde6L6vzdFJSEoyNjSEUCtt9XrkLoc8/Bz7+GACQ5+EBrV9/RZ/BgxlPBV21ikbaAp9ewChStYn7fXGrU9FeDD6lhu/z8vjjjz/w5MkT/PHHH/jss88U/pwqmTRpEvRYHcqdnZ0RHx+P+fPnkxyLToIiSkN7x5qOsJTzKeSKlqh+XlDWU0UgtBctZT/Qr18/pka6g4MDLl++DKClGom+vr5qpSMQCGqB7hjt5OSklEWSzjPIz8+XeWw+6z4XT09PuLm5oampiWmkx3d8vm2+vr7YtGkTfH19mW30gkLqhDlvHmBqinuLF2NDv374MzWVkYNvUc+G9jbExsbKvHZFYJ+PXhglJia265idiStXrsDc3Fxim6WlJa5du4bm5mbNCEWQQO5vRQXQz3ZsbGy7jsP+/XPHAnm/XVXJ0NEoMs4qCvu7jo2NxeHDh7Fz504EBQWp5PgEAhelPRbz5s1DZGQkRo8ejXfeeQdLly7F//73P2RnZ2Pjxo3qkJFAILBQpJmTPKsU1wKvil4S9DGEQiFWrlzZ6ljcc9CVTLhJ0Nzjy7NKykQsBiwsWv7v7Aw8eoSeDQ2YFhoqEY7UkeUt+SpYKdM0UBa9evWCQCBAr1692nyMtlBeXg5TU1Pm/7Kg9yN0b1QVSqVIF/rCwkLe8astMrTVqt+RfTXaCl2W9tKlS7h8+TISExOxbds24r0gqBSlFYv//Oc/zP8XLVoEOzs7xMbGYvDgwZg1a5ZKhSMQOpqu4CpWRTMnRXtJAIo3r6KPwQ4pYn+Wew7uvc7Pz0dmZiasrKwkQqPavED56SfgnXeA0FBg4sSWbb16wRbgbZYnD3XEnLMrTqki2fL27dtobm7G7du3VSajIvTs2RMFBQWwtraGubk5b/UniqIgEAhIH4s20BXGJS6qCtvk+91xDRFCoZDxevKdU5riAQBJSUnMuOXm5tbmRX1H9tVQFGnGnIqKCly+fBnXrl3Dm2++ie3bt5OGegSV0e4+FuzFBoHQ1dFE1SVFFw1sj4As97+qa8Ir2ryK7xjszwqFQuYf33FjY2Nx6tQpAIBIJGImOnYYkiL3KO7GDUy7fBnGhw61bPzlF+QPGiS1JCz7s/ISzmUpXe1Z8Kkq2dLExARFRUUwMTFpsyxtISoqChZ/e4auXLnSoed+HujM45K6kdWFnl1dTiQStRq/FFE8goODmXtLV29jH1tRVGl4aKtSpkipXVtbW2zbtg3u7u44ceIE4uPjERwcTBQLgspQSLE4d+6cwgecPXt2m4UhEDSNJiqhKLpo4PMIqApZE1l7atGzPxsbGwuRSMQoDdzjenp6YtWqVbzn4qsCxUfSpUsY8v77MC4ubtnwySfA1q2IPX1aaklYmrYs3hQtH6vMIq09z6CdnR0eP34MOzs7pT/bHiZNmsT7f4Jq6MzjkjpQ9PfC/h3zLYzlKR4A4O/vL/FXGUOGNFkURdXKm6Kldm1tbeHr64vS0lI4ODgw104gqAKFFAtuF1eBQNCqugft+iZubkJXRhOlCRVdNCi6n6JhTdyJTNp73HvC9pzQk7WsY0nriM1XMYlWGvLz85kmT+wEbZkkJmL61q3QKS5Gs7Exnn3/Pa6amMCzsLDVuRUpU6lsrgr72rkVtxRRQAC0umfKQo/NHd2ILiUlReF9hw8frkZJuiedeVxSB+rIZ+JTPPLz8yESibBx48Z29Y+hj6WsktCe62xvqd3Y2FjEx8czIWD0MUNDQwG0jLtdJeyO0LlQSLFgV/KIiIjA+++/jy+++EJiMvz444/xxRdfqEdKAkGDqDskQNFFg6L7cUOO2MiayJT1nMgKL2hXwjVaPBR79uyBiYkJLCwsJBo+8VF05Qosp0+HTn094OiI4qAg7Dl/XqLkrbycEmXyTmikeT7S0tIkqmJJW6QpkpiqzPNXVFSE5uZmFBUVydxP1YwcOVJhpYYYn7oGmuz/IE+pkfabUHasVlX/GFnHkkV7lLf2jrF8hpS9e/ciMjISAoEA6enprRQuAkERlM6x2LBhAw4cOIDx48cz23x8fGBoaIi1a9cyVjoCobug6W7XsuCbSOlwI3aeAg07NIDb8VrWJMeXwC0rvEAV1k4TExOMGjWKkVHWvb9RUoLe1tZw6N0bfSIjcfb4cURFRTGfb4t8qoi1pu+tNPllJabS0CUi4+LiOu1ETyuYAJCcnIxNmzZh8+bNEsanr776Crt379aUiIR20B7jijoacUobk5X9rcgKFZJ2fmnX05bxoj0NR9s7xvIZUu7fv4/Ro0eDoijcv38foaGhjEGnM447hM6J0opFRkZGqxrlAGBmZobHjx+rQCQCoXOhyZAAefBNpIrIm5iYiLCwMACKWbukJXBLS/hjVzviKjCKwPZQSP3c06dAjx6AiQk8x45F/O7dsJ8wATAzAwDo6enB3d1d4URsNu1ZSEk7tiJ5F9KUj7i4OKSlpSE2Nlam3D169JD421EMGDCA+f/ChQvx3Xff4eWXX2a2DR8+HP3798fWrVtbhdYSOgeynvn2GFdUGe4jr4AF+7eiyKK4LV4ZadejTg9PRzQC5M4bsbGxKiuDTXi+UFqxGDVqFN577z38+uuv6N27NwDgyZMn2Lx5Mzw8PFQuIIGgaTQZEiAPvkWnIgqCj4+PzMpS3IlKUeVKmdKNssIZ6DhfaTwNC4Ph0qXQ8vCAwYULsLW1xTxWAqK80Cl5KNqvQyQSwdjYGBERERKxyoocU9EFF1+/D2mUlZVJ/NUEqampvGF4QqGQCU0jdD5kPY/tMa6oMtxHXgEL9m+FXhSLxeI2W93V4SloC/LOqQqvOl/1LVWVwSY8XyitWBw6dAjz5s2DnZ0d+vfvDwDIycnB4MGDcebMGVXLRyCojO44MCqz6AT4w3T44E5UiipXsko3KlIKkT73ob9LxfL2mThyBBavvw7t+npUJiUBRUXA30YOvqRxNoo+A7Imcm6OSUNDA9M5W5ZiIS3fQtb3Ju96uDg7O0MkEsHZ2VnuvurCyckJu3btwo8//gg9PT0AQH19PXbt2gUnJyeNyUWQjaznsT3GlfZ8ti2/GW5vmPZY3dubx6Aq5J1TVoirqs4bFBSkUGU+AkFAccs7KQBFUQgPD8eDBw8AtEwk3t7eHV6JRFnKy8thZmaGsrIy0v31OYTuD6COcq0dCV/lDlUrTW09HtdjwT4eXSlp5cqVvA3yZF0fAKCxEfj3v4G9ewEABW5uwJEj6MNarMr7jkNCQnDo0CE4Ozsrla/AV72J67Hw9vZGZWWlShVXZZ9Zd3d3JCcnw9XVlVF2FEGVY+PNmzcxa9YsUBTFVIBKSUmBQCDA+fPnO61nu7vND93RkNIWFKliJ+uzXalKkirmOGnPDa1YeHl5oa6uTq6HltC9UGZ8bFODPIFAgGnTpmHatGltEpBA0ASdOVdCGfgs+qpOMG+rVc7GxgZjxoyBjY1NK5nT0tJgaWmJiIgICIVCuLm5SQ1n4FrECu/ehZa/P6zv3m3Z8NFHoNatQ+zNm/A0M5MZpsBNPI+Li8P9+/eZ0DFpyhBXfvr+enp6QiwWQywWM4sNHx+fdjW2kwZf5RZZi8WysjJQFKXRUCgPDw9kZmbi6NGjjPFp0aJFWLJkCYyMjNR23uvXr2PPnj1ITExEQUEBTp8+/Vznc3TmohPtQdmGorS3j/379PRUrE+Fra0tLCwsEBwczO89VYPcsj4vT8lRxRwn7bmhw0vDw8Nx5swZpKenIyAgoNMrW4SOp02KRWRkJCIjI5nShmzoBQ+B0NlorwtbVRbA9h7H07N1IzlNKU184U18VVloucLDw3H+/HkYGxsrbu2iKOi88gqs/voLjT16QOfIEWDBAsTKWMgXFhYyctGKGC0TN3SMG77FB/v+SgvVUsd3oGwJ3Pr6eom/HU1DQwNeeOEFXLhwAWvXru3Qc1dVVWHEiBFYtWoV5s+f36Hn7gy0NS9KVefrqHMoUxabPRZxf8OKKl2quo9t7S/E/rzMEFGoJkxLnnFGKBSioKAAVVVVpGoUgRelFYsdO3Zg586dePHFF9GnT59OH/5EIKgK7sTQ1om1vZZEPot+R8T98lnMuIt22iOQlJSEvXv3MsoFLZ9QKISJiYnMTq98YUdDt2yB3scfo/bnn2E9ZQoA/gmQr8cGn5eCfa+4nXf5YN9fPsWOvQ9dCUuZ0AtV5H4AgIuLCwoKCuDi4iLzfOpCV1cXtbW1Gjn3jBkzMGPGDI2cuzMgLy9K3V2e1QHfORRd6PMVtmiLEUBVY6sieVuA9HspbdxRNXzXGxoaKpFfERAQwCTIBwQE4LvvvsOAAQOwYcMGEh5FUF6xOHDgAH766ScsW7ZMHfIQCJ0GbogMXzm+tkysXdWSyGcx41u0b9y4EXv37kVycrKEcgG0eASkTTy03GKxGOEXL8IsMxNl9vY4fPgwnJycsPHPP2H7d8EIgH8CZCcxshf1shLcZcnEB59ix71PfA0EVVHOU16JyXfffRc6OjpYv369wtejat566y18+eWX+PHHH6Gj0yaneIdQV1eHuro65nV5ebkGpWk/HVE5SJnzKYOivSGUGdtk/e7bqiyooww1oHhSuqqTptt6PbRHLDQ0FNra2oiJiUFMTAxu3bqFI0eOEOXiOUfpUb++vh5jx45VhywEQqeCGyLDnRjaOrGq0rsgLVSA7UVQlXLBZzGjJ+/Q0FCIxWLk5+fD1tYW/v7+uHPnDsLCwuDo6KjQhEgvfGaPG4fvMzLQ6+JFFJ87hzgnpxar482bWPC3YsFOyKSTlGkvCl+PDXo77Ulpa+KhIhMxn3LDvj5A+XKeioaEZGdno6ioCNnZ2Upfm6pISEhAZGQkLl++DBcXl1Z5FadOndKQZJLs2rULO3bs0LQYKkPRykGqMmiochxTtDeEsuFEbZFRFQYARcYJrgdYE3kwinrh+cp3x8bGIiwsDN7e3sjNzUV6ejoyMzOxdOlSuLu7Y+PGjUTBeE5RWrFYvXo1fvvtN2zdulUd8hAInQY6NMbb25u3hJ+6w48UjbvlCxXgehFUJQtf0iD9mvZmrFmzBiKRCCUlJVLDYqTVhzd7/BiTv/kGOtnZgKEhrGtrea2ObK9AdHQ0ADATn6x7Ji2fQlHLnayJmH6fThblnkPWwk7es6RoSEhpaSlKSkpQWloq9VjqxtzcvEskC2/ZsgXvvfce87q8vJwpod4dUXa86shKc8qEN/Htx646B0gu+pW9DlX081BEAVEkZ0LdeSyKeuH5PKXsJoVeXl745ptvcOvWLYhEIohEIsTGxmLfvn3w8fFRudyEzo3SikVtbS0CAwMRERGB4cOHQ1dXV+L9r7/+WmXCEQiahA6RUUe1H0WgB3lZDZ74Jjple1soAjfGFmidC8GV64033gDQYu2Sdm0Aqz58dDRst20DqqtRZW2NqqNHYe3tDVv8s4inFTyhUAihUAhvb284OjoCaPEQSFtc0EjLp5CWdM53XfRf7mIGgMznRJX1/Nt7PHVy+PBhTYugEPr6+tDX19e0GB1CWxaoqg6dkuVJVfRZlrYfXXXOzs4OmZmZCAoKksgDU+Y62mMAUOQY7H3k5UyoO49FES+8tP5D7JK2tra2+OWXX5CUlIRvvvkGUVFRyMrKwrp16/DWW2/h1VdfJcndzxFKKxYpKSkYOXIkAOAuXfrxb0giN6E7wg5taWvzobZM7PR5uQ2e+Kq/qCIEQBF5S0tLmXvAnvS4rnJbW1v4+voiNjZW5rV5enoiPycHFe+8gyFnzwIAngwfjvcHDMCssjKwr4B9PgAQiUSorKxkFJ2QkBCkpaXB2dlZ6kQtLZ9CKBRCW1sbSUlJrbw83HtBfwd0Homrq6vE+dSRO8M+b1BQEICuUVef0DloS+GJtoZOycqXULUnlSurWCzmzQNj7yOP9oydshpa8nk32b9hvvtGG1DoTvZt9WDI+py0+YQO5RSLxQgLCwMAqfeTfYxffvkFYWFheOutt5Cfn4/PPvsMKSkp+PLLL8l49ZygtGJx5coVdchBIHRa6IlGUc+FrHh4Wd4HaeelO8jyWcnpHhaKWNsVkZOGvRChJxDausbenpmZyfSl4N4TadY27nkT16+H+99KxV9z5qDqww8xKyen1UKAb0Jj/9/Y2Bg6OjpwdXWVOfnyXbdIJEJTUxMGDx4skSsi7TpoC6mrq6vEPW/vYknewkFe+IS5uTksLS1hbm7eLjnay8mTJ3H8+HFkZ2e3Kn2blJSklnNWVlbi0aNHzGuRSITbt2/DwsICdnZ2ajlnZ0RamCH7ryKW8LYusGWF0yjqSVVmAS3Nc8o2crQ3H0JRZN1XrmGEb0zhbqPDikQiEdzc3NrswVBULnZPJFqx8PHxYUKeAP77yT2Gj48Pjh8/jpUrVyI9PR3h4eFITEyEs7MzPvzwQ5J70c3pvCU7CIRORnvia6V5HwDpExtfeVc+qzxtCWSXVWTDnXjpYwJAWFgYr7LDPjadpEdPLux9i4qKJPpSsCtpccOGaBm4YVV9tmxBXmIiHgwfjoBnz+Cfk6NQYiZ3n9OnTyM6OhrPnj1DQ0MDc3xprnxp309YWBizaM/Pz4dYLIaPjw+vQqPq2Gd5Cwd54RPu7u5IT0+Hu7u7ymRSlu+++w4fffQRVqxYgbNnz2LlypXIyMhAQkIC3nrrLbWd99atW3jppZeY13T+xPLly/HTTz+p7bydDd4wQxUVnlAEVYQSKeJhYVeRY1vU+QpFqCIhmw/uGC3r2uUZRmS9L+2votBeD2Nj41Zed2nHVqZcNp9cbm5uOHz4MAIDA3H9+nWkp6cjIyMDWVlZOHjwIFEuujFtUixu3bol1RrVWSp+EAiqRtG68LLi4dneBxppExufdZo96LPPzbYEylpIA/8kWa9atQr+/v4KhVrR18NN4tPX18fQoUPh7e0NoMUK9+uvvzJdWel92d4eAPAoLYVWQ0PLC21txG3eDKG9PfxZVZTYKDL5Ozg4wNLSEtbW1sjLy2O2cxUZZb4ftlIlLSa8LZ2ApYU/yFs4yCs5ybVwaoL9+/cjMDAQ/v7++Omnn/Dvf/8b9vb22LZtG8RisdrOO3nyZFAUpbbjdxUUWXwqssBvTynS9nruFPGw0Nu4FnU+VJGQLe24Bw4cQEVFBYCWwhXcfDBp4alcOfjuW1vGGT4SExMRHR2NiooKFBcXS5yfe172WEiXy5aHtO/czc0NBw4cQFhYGL744gvk5+cjPT0dfn5+JLG7G6O0YvH777/jtddeg4+PDy5fvoxp06YhPT0dT548wbx589QhI4HQaWBbqABIWMpoZE2sfO9Jm9j4rNPSwrLYx+W+x1ZGEhMTMX/+fJibmzNeEL7FtKxGW/R92Lt3L6KioqCnp4fs7GyEhITA29sb6enpqKqqwtGjR1FUVARvb+9/rP4eHjDZvRsmDx6gODwcIdbWED97hrNnz7b0qmCFFbEnUkUm/1dffRX29vatyrwq8h1Ie0+R8/ItWhQNh1PkXiuDsbExGhoaYGxs3OZjtJfs7GymJLmBgQGz6Fq2bBnGjBmDH374QWOyPQ+oKqm/vYnDyi6E8/PzcfToUWRmZjILdBp51nxpIY+hoaFMhTSu15GmPaFSQqEQVlZWaKCNJH+j6Jgg7/jyjqmMrECL8WXq1KlMviDXK8H+vLzzKXM9Pj4+8PHxQVJSEvz8/JCVlQV/f39MmTKFhEZ1Q5RWLL744gvs3bsXb731FkxMTPDtt99CKBRi3bp16NOnjzpkJBA6DWwvAm3xb284gayJTZlqUNz32Mnmnp6eTG7GnDlzYGFhAUCxeGwadpnB4OBgJCcnY9SoUUzYDR0CRXdljYiIwPnz55Geng5dXV28NmsWbNetAy5eBACIxGJ8uGULFi5aBCe6VwUrlIs7sclb3LDvI3ui4qvBzr0maROxIos07v2SVvqSLxzO09MTYrG4VV4HH4osQOhwsD59+mjMGmhjYwOxWIwBAwbAzs4OcXFxGDFiBEQiEfEodAH4yolK24e7IGUvVBXNsaKJjY1FUFAQSkpKmNBKGmmWe1kL7L179yIyMhKVlZWwtLTEpk2blMrXoK+L/i1zQ0bz8/MRHByMxsZG+Pj4MNXvpIVPyvNMK1ORThrSzsEeA+mQWr4mnrGxsdi/fz9++eUXrF+/Xub8Jut6pOUTurm5Yd++fVi+fDmePn2Ks2fPory8HD/99BNJ7O5GKK1YZGRkMD8gPT09VFVVQSAQYOPGjZgyZUq3ajhEUB3qrsfdUbC9COqsyiOrLrs8+LwaAJjcjNLSUiY0yMLCQmo8Ntedz07qS0tLw6BBg+Du7g53d3dERkaiV69eTPUSAJgwYQLy8/OxaNEiWBUVYconnwCPH6O5Rw9cffVV7Hj4EE+ePkV2djYmTJgAR0dHuTHH7PvDrbAiTzngC09or1WWfXya2NhYJCcnw8jISOJ+8IVb2draMt+BtFr27OPKW6jR4WAODg5tuhZVMGXKFJw7dw6urq5YuXIlNm7ciJMnT+LWrVuYP3++xuQiKAb9nLHLiUrbB+BP+KVD3vi8BNKeY09PT6xZswaZmZmtykEr8nnuPvfv38fo0aNhb28Pc3NzmQtyafkadJEGZ2dnAGh1zffv34ebm5uEQiAtfFKWZ1patSy+inSykHYOaZ5YrnfX07OlqtPNmzfh6OiIPXv2KH0utgGFT2Hy8fHBzz//jPfeew8FBQVIS0vD2LFjMXfuXPz73//u0usDQgtKKxY9e/ZkXNt9+/bF3bt34eLigtLSUlRXV6tcQEL3QBULuM6AvBh3VcFdnCqSgMyFb+AXCoUIDAxkcqPY+3CtjmKxGGfPnmUmBvZkFBkZifDwcDx69Ajp6emIiopCRUUFY2U8dOgQRo4cCV1dXQiTk+EZEABUVQEDBiDq7bexNSQElZWVmDRpElxcXBAWFgYfHx+Ja5QWgsVdAACQsJBJSzqUlbStqNeJzzLL502ik+n5ch3amkgrbT/2ddHhYO31orWHwMBANDc3AwDeeustWFpa4s8//8Ts2bOxbt06jclFUAxFnkfuPtyFKv375C6u5R3f3t4eXl5eEIlEsLGxaXNYJF+Ohiyk5WsIhUI4OzvD398fNjY2Ep5PaaFY0ryQ0hQDWdWylJ03FQ2Dk+bdtbW1xfbt2xnFsi3nYhtQ0tPTeRUmHx8fhIeHIzQ0FJ9//jmys7Nx+PBh6OrqKlXZkNA5UVqxmDhxIsLDw+Hi4oKFCxfi//7v/xAVFYXw8HB4eXmpQ0ZCN6A9CXLdDXblJGmxpdzFqUgkapU3QZd6NTY2RmVlZasJjj3As+Nmc3NzMWXKFMbjws7NOHToEHR0dNDU1IQ5c+agX79+iIqKgqOjo0Tcc3BwMFJTU+Hh4QF/f39UVFQgISFB4hr09fWhV12NFw8caFEqpkwBjh2DRXY2BqekAAA2bNgAGxsb2Nvb81bM4sJdAAiFQpw6dQoVFRXIyspCWFhYK/c++56y/yoKX9yxtHPQ911WMj2XtiwG2HAXOJpW3LW0tKClpcW8Xrx4MRYvXqxBiQg0ivYzUCbskPvazc2Nt0iFtM/S0EUWRowYIZFgnJ+fj507dyIhIQFvvPGGxDgkLSSLfQ2KlAmXpiRwiyFwPZ/SFtZsT7Cs8uJchUnRsFQ+2hMVwP6stF4/yp5PlsJEv79mzRoYGRnhyy+/RL9+/aRWNiR0LZRWLH744QfU1tYCAD766CPo6urizz//xIIFC/Dxxx+rXEBC90DZBU9nDp2SNZkpImtwcDAz6UgbwOlBOTQ0FGKxGO7u7q1qidOlXvPz86GrqyvVYs+2egmFQjg5OTHWKHZoEK3MxMXFMbX/ExMTeeVjd7B2c3PDtm3bmKR2d3d3WFhY4OzZswiLj0fAhAl494UXgN27AR0diK5dw8OHDwGAmbA9PVvK0EpLsKThLgBCQkJw/PhxlJSUMDHhdJK6IhZDRcMquD09uCEE3GdAVjK9qmGfSxGlVR2k/K0oKsLw4cPVKAlBFrKed2Wt4/LGwbY+63SCMa2U7927FzExMairq5N6PXToVWJiInJycphrSEpKQkREBEaPHi31twpIn5/YDeqkhUvxwZdPxbcvt2KfrDLBivS4aes4w62cp8icpsj5FHkOlixZgiVLljDnNDY2xubNmzt8DCOoDqUVCzrpE2ixTH3wwQcqFYhAADp36JS0+GIAvFYnQHJSYC/KpUHvD0CirwL7fWtra0yZMgUWFhYQi8W4ceMGSkpKYGdnh9u3b/OWV42NjZWwwnErEm3cuJHJ7YiIiJDwbrBxc3ODjY0NYmNjmZAF2ko3oLoaC0aMwA0LCzQ3NyPT0RH4+mvms+w8FfbiIS0tDatWrZKpnPGFEdFx2WvWrGEmIvra2P0o+L4XZcMqpIUQKFvOsr2Ks7TPBwYG4sSJE6ioqMCBAweUPm5bGTlyJAQCASiKgkAgkLlvU1NTB0lF4CLreVfWoydrHJS1GJb27HITjIEWpfz+/fsYP3483NzcJMYhdpI00BJ+WV9fjylTpjDXEBwcjPPnz0uEZCkzt5w6dQq//PILMjMzMX36dCZkU17RDr58Kj747rk0BUie3O3xyCYmJkq0DmhrqG17oO/Z5s2bceTIEURHR8PExAT/+te/SFnaLobSioW2tjYKCgpgbW0tsb2kpATW1tZk0iCohM4cOiUtvpgdKgNIDsi0RWj+/Pmwt7dn4kilJSHzxfxyQ3KuXr0KHR0d3L59G0+fPkWvXr3g4+MDa2tr3L59WyHZ2f+nyzPq6+ujX79+8Pb2xpgxY6RaJLnX6unpCdubNzH6448BXV2YTJ8OLS0tiMVixjNCXyM78Z1ePLCb/ikCLc+rr74qN45b2vfCVVSUsWYqGvfdVk+JLKR9vkePHmhubkaPHj2UPmZ7YNe7T05OxqZNm7B582aJ+//VV19h9+7dHSoXQRJZFmRlvQxs7x1dupT2GO7ZswcZGRlwcHBAfHw8s78siz+fdV4oFGLlypW8CjidJE0vOrlltAEw5a+9vb3lVrvi++3fvHkTJSUliI6OxpgxYyAUCuHu7q6wJV3ePeW+z1ddid4ub05U5vuTFR7LPkdb59/2ePX9/f2Rnp7O9N2ora1FREQE8WB0IZRWLKSVC6yrq4Oenl67BSIQANXVYlcHsuKL2a5zPjIyMiQmWnblJ7qKxqpVqyQGePYCnB3SpKOjA7FYjD59+oCiKIwbNw4bN24EAIkEXmnl//Lz8yVko8sePnnyBDo6OnB3d5dIVOd6ZiRKKjY3w+S//4Xn3r0tO0+ahIWrVqG2b19YW1vj8OHDiIuLg6OjY6tFhbT4ZkB+x1z6uNyEv7YmSCuz4Ofu25ZFWVsnbmmfF4vFaGxsVGsjOj4GDBjA/H/hwoX47rvv8PLLLzPbhg8fjv79+2Pr1q2YO3duh8rWVejM4Z980L+xoKAgiTCakJAQpmysn58fs4iXliDNhyKVqdjhRmfOnEH//v0lOs4nJSVh//79qKqqQmVlpdxj8v32//WvfwEAPDw8YG5ujvj4eCZ8U9731ZbvU5axoi1zorQFPlu54xt/ZZ1LkZAw7lxBe6Tp17Lui5ubGwICArB//37cvHkTurq6CAwMRGhoKFauXMlrSCJ0LhRWLL777jsAgEAgwI8//ijRgKmpqQnXr1/HCy+8oHoJCQQl0eQEzQ4zsrGxaZV3wK3zTpcypHMMaKRZ72iLYHBwMKqqqjBmzBj4+/tLxPtzr93Y2BgVFRUICwtDTU0NAP7QBTpE6caNG7h79y5KS0tb5WAA/0wMdNWXoocP8XTsWIzIygIAPHr5ZRju34/4y5fh6OgId3d3FBUVIS0tDY6Ojq0WFbImMVnhFUKhEP3790dkZCSsra0ZZUqZBGllO1+zoZUrRXpQKCpPez9vZ2cHY2Nj2NnZtfnY7SU1NZVXsabLFBNaaEult46SpT3HEYvF8PPzQ3FxsUR4oiwDAhdZv0NugnZSUhIuXLiAa9euISoqCkBLB+zg4GDcvHkTHh4evB5aRc5JN3ajz8sOa+LmJXDhfp+KNJRrj7GCD2nhamzlTllPB60kzJ07Fz4+PrzjH3euYHukFc3N+OyzzwAAe/bswZ9//gmRSISAgAAUFRWRylGdHIUVi71/WyIpisKBAwegra3NvKenp4eBAwd2aEwvgSANVU3QbZlsuQMq3UyPnSMhbaJlxxjzTTa0pS0kJARpaWlwdXVlPBR0KAp9TrYVPyIiArdu3YKRkRFcXV2ZRERuEye6Soevry9CQ0ORmJiIq1evMveRnoCSkpIQHh6O0aNHY0KvXmieMwc2paWoBXBmxgxMDApqde3s6iDKTAh8kz37fri5ueH27dsSniBlvnPus6LMJEvnlRw+fBjp6emdYrIbMGAABg4cKOFB6GicnJywa9cu/Pjjj4wXu76+Hrt27YKTk5PG5OpsKBvqoghtVRDaM2ayxy22wYGvWpo8Kzjb8MIXokgbVdj9fejythUVFaAoium0TYdBrV+/nrkX0spXS1tgc0NV2ZSWlqKkpASlpaW8952b+C2tLxFfcQhpeRbKIitsV5nj0XJkZmYiKioKo0aNgq+vLyM7NweQNtLwhbMp+5y/+uqrAFoMFtXV1Th//jzu3LmD//znPyQ0qpOisGJBL1xeeuklnDp1Cj179lSbUARCe1Bk4FJkwG5LpQz25OTp6Yn58+cjMzOT14IrK6SKHfYkb3Lg7stttuTv748nT54gKysLVVVVjEeFr3cELYeFhQUePXok0eSNvv6IiAhcuHAB/v7+sD5xAigtRb62Ng76+GBdUBAzebATtNkTjTKTGt9kz70PXE+QMpOxspMcdwFEV9nqLGUS3d3dkZ6eLhES0tEcOHAAs2bNQr9+/ZgKUCkpKRAIBDh//rzG5OpsqCLUhYbOj0pMTERubi5v12NlZFEG7pin7HHYVnBnZ2feMs70Apb2erHzsTw9W5q6paSkwNDQEObm5gCAyspK6OrqorKyUu55uefjnpeGrXyZm5vD2NgYmZmZCA0NRVhYmMR9Z3uvRSIRIzedk8K30OY+A+01ksmaY5SBlqNXr17Q09ODu7u7XCVBWugZO7Gd27BUWo7b5s2bAQBBQUGIiYlBTEwM5s+fj6VLl0oojoTOgdI5FleuXJF43dTUhNTUVAwYMIAoG92Qrhb3Cyg2eLZlwJaWqwBIHxDt7e0l4nIVRdZkw12kc/fl1g53c3ODi4sLoqOjMX78eIlJQFo5RFpBSUtLQ2JiokTDPAsLC8ycObOlqpWzMyqrq5E0bhzWTZ8uce3c8ABlFTVp70tLeKTvr6zyrrLKwioCe4EjEong7+8vs1a7qlD0d8itu68JPDw8kJmZiaNHj+LBgwcAgEWLFmHJkiUwMjLSiEydEVXmkdEeQroqEtC6dGlHyKLscejFfXJyMlxdXeHt7c305uFbfPM1prS1bWnq1qdPHzg4OCicgMwN0eGDfd7ExEQJD6+vry/TAM7NzQ3+/v4S4yn3/OySuHTjUfp6+RoJKnINqkJemJaxsTGEQiG8vb3h7e3NqwwrG1bKNwfLm5d9fX1RWlqKffv2ITc3F99++y1u3rxJvBedDKUViw0bNsDFxQWvv/46mpqaMHHiRMTGxsLQ0BAXLlzA5MmT1SAmQVNoMu5XnUgb9NiDI9vFz96XbzEu7T611SLODQXgIisWl29yT01NRVFREfOam/vBlY9WUEJDQ5GUlIScnBzMmTMHI+3tMTgsDMaffsoM5Mb/+x9mKnR1ktepiLXw8OHDiIiIYEpNttf62t7nWdoCR92/DUXl7qiFiDyMjIywdu1ajcrQ3ZClXLI9hPTCWlaZU1XKoUjugKycgvv378PV1RX+/v4IDg5mxgS254IdhhkXFwehUChxTBsbG0ydOhVCoZDxKCYmJqK0tBRisZh37FAkLIg+b0hICM6ePQsnJyfm/nKNOPS9YBud2L9Vuhy3j48P4+VMT09negWpc2GsaA8MrtGMa0iprKyU6m2QFVbKd36+sUre+EV7L4YPH473338fjx8/xvXr1zF//nwcPHiQlKXtJCitWJw4cQJLly4FAJw/fx6PHz/GgwcP8Ouvv+Kjjz5CTEyMyoUkaI7OslDpKPjiXbnwLcal3ae2WsSBti0gpU0gLi4uiIuLg4uLi9TcD77StwCQnp4OY2NjjLWywrLz59Hj8WP8GRiI/PHjZS706fCM0tJSmJubSySws62UsqyFcXFxiIyMxO3bt1vF8UpD1j1v7/PMPnZHWsgUlbuwsJB34dXRPHz4EFeuXEFRURGam5sl3tu2bZuGpOrayBob+DyEqlB2+cYTaQnB3EWptORmaTkFbA8CtyAFTVBQEI4fP47KykoEBAQw248ePYqgoCCMGTMG1dXVEAqFiI6ORn5+Purr61FaWsqE07DvmSIFHWj5aA+urJBHRcced3d3BAcHw9XVlSlowXd+VRn2ZBXBYHu9uUYzPkOKtOMpa9Bhh0QFBQUBaFGKFblOHx8fuLi44P3330dISAhyc3OxYsUKODo64sMPPyQKhoZRWrEoKSmBjY0NAOCPP/7AwoUL4ejoiFWrVuHbb79VuYBsrl+/jj179iAxMREFBQU4ffo0KV2oZjrCGqsJFPEwSJtAuTGjylrsZME3OPMlNkpLNNy7dy9j1WMnE7/66qsSJWjZ+Q989wQAY11zc3OD8dWrcFy6FLrV1SjS08OPT57AlzXBSluAHDp0CCUlJbC0tGQUA7pvBZ18LstauHHjRjg6OraSta101edZUbkV6equboKCgvDmm2/CysoKNjY2Eg3zBAIBUSzaiCqMPMo0rAP4Kx9x5eBblHp6euL69et48uRJq+RmT89/qqkB0stO8z2/9vb2MDMzQ1VVlUQlori4OGRnZ0NPTw8TJkyAt7c3HB0dcejQIdy5cwepqamMoQOATO+ntEUwX8ijtHmEPWbTHgn2ojk0NBTR0dFwdHTEnj17pJ6ffa/kVZ6T59Fi/+WTnV7ks41m7MU/u1cN93hJSUnM3FhYWIi9e/dK9J2Qp3TwGbrkXZutrS2+/PJLDBgwAEeOHEFeXh6ePHmCdevW4dSpUyQ0SoMorVj07t0baWlp6NOnDy5dusRYDaqrqyUqRamDqqoqjBgxAqtWrcL8+fPVei5C90YRD4O0CZT7GWmTS1usTXwLSG7iYnh4ONzd3eHu7i6haNAWP2NjY4nkbb5Bma88Il88se+MGVj08CFMEhMhoCjUeXjgsp8fPE1N4en5T6I0X01zOjyD9ljw3Ud5ChefJVZdqCufSJnjtlcGV1dXXL16Fa6urm0Vt9189tln+Pzzz/H+++9rTIbuiDJKsbTniE9R4KskRy8U9fX1AUCi9DRNYWGhRNgmvSgVCoX49NNPERUVhcbGRpSXlzMVkWivBgCEhYW1WkiKxWKEhoYy4Ubca3j11VeRkZGBhIQEHD16lDGW1NbWoqGhAbm5ubh9+za8vb3h6+vLKDeyPLVc5ClwhYWFEqGkfD052GN2dHQ0s51etLMrSsk6P11Ig6/yEhd5Hi3aWEYfl3ud8noGcZ8R9jnYBo2KigqcOHECFRUVOHDggISSxXd8T0/ZRU5kXZutbUtZ2gkTJuCdd95BdnY2njx5gvnz52PZsmV48803u0xuaHdCacVi5cqV8PPzQ58+fSAQCODt7Q0AiI+PV3sfixkzZmDGjBlqPQfh+UCRSZqvegXfZ6RNRLImKGW8HOwFf3BwMKKionDnzh2kp6dLxCHT1i3uQp7OVWBPCrI6TIeEhCAsLAzL5s6F7bvvAqdPtwi3fj1KNm+GQWIipvx9bHrBMGnSJInGgPTx+SyD3NhbRayIsu6Zskg7jrryiZQ5bntluHjxIh48eICLFy9iyZIlygurAp49e4aFCxdq5NyEfzyX3NKm+fn5SExMRH19vcT+dJgP2xhBLxRnzpyJTZs2SXgjxGIxDhw4AEtLS+jq6jLnYI8fN2/eRGNjI4yMjFBcXIz09HRoa2vj+vXrePbsGebMmdOqBwJ34Q9AwnJPjxMODg5ISEhAREQEdHR0mP319PRgbW2N+fPnM4tosViMBQsWMCVL2Z7apKQk7N27FwKBABs2bGAs3HyLcHaSuZGREXJzc5lSyhYWFhJKFjfZnPa4sq/H3NwclpaWTAUrWWVtFfVUyduPq1Ry5zdZDe/ohqzJycm8oWB0KJe/vz9OnToFPT09WFlZAWhd8IJ7fEWKnMjz3FRWVmLw4MEYPXo0bty4gby8PAQEBCAlJQXbt28n3osORmnF4pNPPsGwYcOQk5ODhQsXMhYNbW1tfPDBByoXsD3U1dWhrq6OeV1eXq5BaQgdgaqtzrLCi2i4Sgo3AVuRRDcaebGojo6OsLa2ZnIW2HGvtra2yM7Oxv/+9z+8/vrrzLmEQiG0tbUlJgU+CxSNp6cnMjMzkXr2LGaGhgI6Oqj4z39g/q9/IZZVcQkA0tLSYGdnh4yMDOTk5DATg7T4aq4iwV1McCd0NuqMN6avm/1XVSgTztBeGQQCASiKkgg/6mgWLlyIy5cv44033tCYDN0RRce22FjJxptsr2Jubi5GjRrFHI/e39/fH4mJicwzyl4o0l2m6d9naGgoKioqUF9fj+nTp0ucQygUQiwWY/HixQBaFtB2dnbYv38/MjMzUVJSgilTpvD2QKA9nEDL819YWAgDAwMEBwfj0KFDSEhIgI2NDd555x2MGjUKV69eRe/evZGZmYmlS5eivLwcJSUlKCoqQmFhIcRiMebOnQt3d3eJghyhoaFMUYozZ86Aoij07t1bYvEZGhqKAwcOYNSoUdi2bRtzT7W1tZGZmQlXV1dMmDABAHgXzdxcLHrcY1eVYoccsfNU0tPTJYpaKJILQh+jLfMefW5ZHdFFIhGampqk5sS5ubnBxsYGsbGxMDMzk+ilIy1Pg428MVKe54Y9bqampuLrr79GeXk5rl+/Dj8/P+zbt4/kXXQgSisWAPDKK6+02rZ8+fJ2C6Nqdu3ahR07dmhaDEIHomqrc2hoKKKiomBpaYnk5GTs3btXbiM07qJamUQ39iC8Z88epKamws7Ojhmkz5w5A2dnZ7z66qu8ccg3b95EcXExwsPDUVtbyyRBNjY2SkwKtJWS75psbW2RmZmJ41FRoJycUN2zJ14cOBCePE31ADBlaNllG/lc/bSSFhUVBT09PWZiZS8mZH1/qlr4KxIGp0qUCWdorwwbNmxA7969JZJBO5pBgwZh69atTLEA2qpN8+6772pIsq4NN/ZeXjw9HXpC/z779++PSZMmITMzE2fPnkVpaSmio6MhFosxZswYODo6SoQnSbPy0mFK9P9tbf/ppUMvHtmLuOzsbFRVVaFnz54YOHAgvL29GSWEvZClwx7ZilBMTAzy8/Ohq6uL5uZm9OzZE6WlpaiurkZ1dTXu3buHnJwcbNmyBQEBAYynJjg4mCkHnZiYyIzHFhYWTFleoVCIoUOHol+/fq2SpxMTE/Hs2TPExMQw+QJz587FjRs3UFxcjAkTJjCycvvocGF7kObMmdPKQ0s3Kx09ejQSExPx6NEjppGprD4PfDlxAH+uB61U0bJyS/nS+S58zxMt35w5c5jvnisX+/n08fHBpk2bWuVpANLzvmSNkWylVZriwz6Hra0tfHx8kJSUBD8/Pzx+/BhLly7FunXrSM+LDkIhxeL3339nLBDyyMnJQXZ2NsaNG9cuwVTBli1b8N577zGvy8vL0b9/fw1KRFA3bVl8yrME6unpYerUqSgqKmKqgkib2PnCDZSJZWWHEwQFBSEvLw9aWlowNDTEmjVr4Ozs3EoZYA+8tDXSxMSEmWjo7tzcsKeNGzcyJV9jY2OxYP58lH/8MW6ZmMDS0hKWlpaomzkTL/6tkMTG/tNVlz4ON+GP3s519QP/1I0fNWoU3N3dmf1p66W8709VC39NJHAr47VoD25ubhp3+wcGBsLY2BjXrl3DtWvXJN4TCAREsWgj7N+GNI8gIDmGBAcHY/To0dDW1mYSmCsrK+Hm5oaMjAzExsbC1NQUycnJcHR0bBWeRMNV+Nm/WbZs9AJbLBYznshVq1bB1dUVkZGRePjwISIiIiSUj9DQUAnvK3uBOn78eERFRcHa2hr29vYwNDTE77//DqClwzvdJ6W0tBRHjx5FYWEhRo4cCTMzMzg6OsLY2BiBgYEoLS1FUlIS1qxZg1WrViEpKQk3b96Enp6eRJIxfa25ubmYNm0agBavrEgkYhSx8ePHw93dHSEhIUzop42NjcQx2GN8aGgoLl26BFtbW5SWluLUqVMA/snzoMdVoVCInJwcpqgFn5FFWkWtwsJCiVBUWgZuSJynp6dUDzz9fdHPEzd/jh73pfUJ4uaGcJE3z7I7lbORVjRFHm5ubti3bx+WL1+O4uJifPXVV7hx4wb27t2r8TGyu6OQYhEQEIAdO3Zg5cqVmDVrFpycnCTeLysrQ0xMDI4cOYLw8HD873//U4uwyqKvr8+EahGeD/jyIuQt4mRZydm9LAoLCxmrHF8oET2Q37t3D/369WO6H3MXsrIWBWwlYc2aNTh16hRSUlJQXl7ONAICIKFccGNY165dC2NjYzQ0NMDb21vqQppWLkJDQ1Gen4+aWbNgGhqKEQYGSN2yBXPmzMH8+fMZFzdtMeJavPhikrk9QADpEw9fdZLuhjJei64Ou3oMQXUoqxDTvzexWIympiZYWlqiqqqKaeYWGRmJkSNHorq6GoMGDWI+d+bMGaSnp0uUfOUu+mTF6ycmJiIrKwuDBw+GnZ0dgJaQKn19fdy4cQP19fWMUnHgwAFUVFTAy8sLT58+ZSznPj4+zPhpaGiIhw8foqGhAZmZmbCysoK3tze8vLwQGRmJ1NRUxMfH48aNG6irq8OkSZPQ1NQEJycnJCYm4s6dO7CxsUF0dDQoisK8efOQmJiIGTNmwMzMrJUixTVuhIaGQiwWIzU1FWVlZTA0NIRIJGoVAsXOA6EVCNobW1VVhYcPH8Lb27tVRT6+UCFucjW3UR1dTpqtcHAbY8bGxiIpKYn5DL2NW+BDKBTi5MmTrTqU07l5/fv3l/BSt9XjKy+aQCQSMd4mGxsbqd+HLLjKi4+PD37++WesW7cOeXl5SEhIwI4dOxAQEEA8F2pEIcXi2rVrOHfuHL7//nts2bIFRkZG6N27N3r06IFnz56hsLAQVlZWWLFiBe7evYvevXurW24CQSaKhg3Q77P/suEO3vTA5+/vD2dnZ4mERzoO18LCAo2NjRCJRMyiXBEFJz8/Hzt37kRCQgLeeOMNbN68Gebm5vjuu++gra2N5uZmJCYmwtHREZWVlRITg4GBAUQiEUaPHs1cr66ubqvJgo/sK1fw2unTMKitBaWri6zXXoOhjQ1Ed+4wk9Xhw4fh5OQEb29v7NixA1VVVQCkNwjkm2SkTTzqym3obDwv10loH4rkUvAp7vRn2aE2np6eOHr0KCwsLDBgwACYmprC3NwciYmJiI+PZzyx1tbWCAsLg4+PD+zs7BAVFYUnT57g3r17jIdRXkf3pKQk7NixAyKRCLW1tbC0tETv3r2Z8Kq6ujrcvXsXBQUFmDhxIjw9PZGYmIiEhATY29vD29sbYrEYx44dg5GREUpLS3Ht2jVYWFhAW1sbhYWFqKurQ3l5OczNzeHm5obExETExcWhtrYW+vr6GDlyJNavX4+IiAgkJSXB1tYWc+fOhZWVFY4fP46YmBgkJiYiNzcXc+fORV1dHa5evSqh7HPHKdogMHr0aIkwQ7oTdXZ2NjIzM3HmzBnExMSgZ8+ejOeY/h6SkpIQHx/PHI/+3rhFQdj3lm2wocPZtLW10dTU1Op74POI0uGu9+/fZ/bnU2LopPQBAwYwyhx9TLp3B22gas8zK2/8Y5+PnSDOLfZBz3ncDuwAv/Li4+ODU6dO4ZtvvsHjx49RVVWF3bt348qVK3jppZfw73//mygZKkbhHIvZs2dj9uzZKC4uRnR0NLKyslBTUwMrKyu4urrC1dUVWlpa6pQVlZWVePToEfNaJBIxjbNoywiBAMjuR8FFUUsge+ATiUSt6przDdp855a2KIiNjUVCQgKePXuGGzduAGgpZ/jJJ59IhBjQCwBvb2/mHDExMSgqKoKVlZVSpQQz9+/H5uPHYdrUhGpTUxhevAi3sWNhw6lnTl93eno6bt68ieHDh7eaxKSF+shLMtREaBIXZZP+21IkoDNcZ0eRm5uLc+fOITs7u1UVoq+//lpDUnUNuGOGtApufAYTvspKv//+O/ObdHZ2Rnx8PPz8/ODv7w+xWIz4+HgmDApo6RVx+/ZtAC0Vvv744w9UV1dj9OjREIvFSEpKAgCm5Ptvv/2GY8eOQVdXlxkbvL29UV5ejsePHzPGDqFQiIqKCjg4ODBjAV02m51vcOHCBcTHx8PMzAza2tr4888/UVFRgb59+yInJwdGRkbIysrC5s2boa+vDxMTEwwfPhyGhoZwcXFh/tFhQBMnTgTQEuKTkZGB5ORk9OvXD1ZWVkhOTpbIDVOkQzSd+J2dnQ1HR0ekp6cjKioKz549AwCMGjUKa9eulVj4bt26lVEQ5OVFsKE9Q/Pnz4eTkxOSkpIkFARa5qNHjyIiIgJNTU2MkkR7pNljL1++g7+/P9LT01FVVYXExEQJuelu6OzwJD5vPdeDJavqoDTY8vLll9DnllVhSpry4ubmhl9++YWR69NPP0VKSgru3buH+Ph47Nu3j4RHqRClk7etrKw01pTu1q1beOmll5jXdP7E8uXL8dNPP2lEJoLmUGRxR1cH4SYct+W43IGWO1DyDdp8A50sy/0bb7zBWPGSk5Nha2sLb29v1NXV4dixY1i0aBGTwMau+tSvXz80NTVBX18fmzdvbhWPyq46YmFhAc8xY2C8bx/G/ec/EFAUntjbgzpxAqU2NojlKa1LD/jGxsZMZSp2omdhYSEuXLiAqqqqVtWdFEkybC+KLvTbU2pWHR1xuyORkZGYPXs27O3t8eDBAwwbNgyPHz8GRVFk8lYA7pihaAW5pKQkREREwMvLCwMGDGA+P2rUKMTExGDUqFEoLi5Gfn4+Hjx4AFdXV7i7uzMJvUFBQbh58yZmzJiB8ePHw9vbG0ZGRggLC8Pt27dRWFiInJwcCAQC6OjoYOTIkbh37x5KSkpQUFAABwcHzJ07F2vWrIGbmxvefPNN/PHHH6ipqUFRURG8vb0xdepUJpQ0MzMTp06dwvz58xEaGsoUehg4cCBT/IFueldfX4/a2lo0NjbCwsICDx48QGRkJIRCIXr16gUnJydERETg4cOHTG8LepyilQC6QhTQkgtqZ2eHkSNHMmMBHcrKrsgESI7Xe/bswddffw1zc3PMnDkTAHD//n0MHToUFEVh+PDhvIU12KFi9P2mewXxzUv0WEPfE3Nzc3h5eQGARI4b/RwEBQXh6dOnjCeIe16+Y9PX7ebmhoCAgFaKz4IFC5CYmIioqChUVFRg27ZtrTwhbM8CG2UiBthw84PY3wN9LEB6hSnu9XKvlX6/rq4Ob7zxBioqKhAXF4fVq1fjwoULxHOhItpUFUpTTJ48GRRFaVoMQidB1uKOa9ngDsZtPS4dDiArJICGtiRlZGQwigi9XdpAa2FhgXnz5gFombDi4uKQmJgIgUDAlEs+e/asxDmCg4Ohp6cHPz8/VFRUICQkBABaucoBVnfc5mZ4RkTAlKIQ7+KC/mfPwvZvK5GsBbOLiwtTcaOoqAjGxsYICQlBeHg44uPjJUKxaKuWv79/q2oeqg4HUnSh355Ss9ISJwH1NdfrimzZsgWbNm3Cjh07YGJigpCQEFhbW+PVV1/F9OnTNS1ep4e7OJKW1CoUCmFlZYXMzExmHDh//jz8/f0lrMbz5s2DiYkJk1eRkpICQ0NDJqSTDoe5cuUKysvL8eDBA+Tl5cHR0RFbt26Fm5sbwsLCEBERgerqamhpacHMzAxZWVmMlb5nz54wNjaGm5sbIiMjERgYiB49esDMzAwpKSmIjIzEzZs3UVlZCUtLS+jp6TGFVDIzM3Hz5k3k5+fDwMCA6U3R2NgIHR0d+Pn5oa6uDq6urvj555+ZMrk6OjpIS0uDQCBATU0NvL29UVxczCguYWFhsLKyQkJCAoRCIX799Vc8e/YMr732GqZOnSqhuNE9gpKTk5nqeXRYGXtxn5qaipqaGgwfPpwpimFhYcF4ku3t7aX+/tlhauyEaABMIrhIJGJkSUtLw9y5c5kKS6GhoYiMjERlZSW2bt0q4VFZs2YNMjMzmXwXWfCNgbTCcPToUVhZWUk8a8+ePcPly5fh7u7OHJ/rCeF64ZWJGGDfH/qY3GeeW8IdkF5hSt61AsCSJUtgaWmJBQsWoKqqCvfu3YO7uzv69OmDXbt2kdK07aRLKRYEAhu+5DZu4pusMoCKHFeZ92jY1TSCgoJQUlICExMTZiBku7dp6xrwT7M5JycnFBcXY+bMmaAoCsnJyWhqakL//v2xfv36VudIS0vD4MGD4ejoCDs7O5iYmMDb27tVgjW3gpNg+HAEv/cejlAUViUlYYFQKPX6aEWB7voNtChZdIWX0aNHY9myZYwCx43vZQ/q3HhZaSFSyqBo/gLffooqBezPchd/xIPxD3QeEtCy+KupqYGxsTF27tyJOXPm4M0339SwhJ0DRZ87acYMkUiEO3fu4M6dO7C3t5foPQH885ttaGhAQUEBKioqsHbtWpibm+Pu3bvIysrC9evXER4ejkePHqF3796or6/Hs2fPkJWVhezsbBQWFiI9PR3Pnj1DRUUFtLS0YG1tjebmZpSVlWH8+PF48uQJqqurMWbMGABgrOceHh4YP348IiMjmYZpIpEIjx8/hq+vL9asWcMspCsrK5GdnY3y8nJYWVnBwcEBrq6uGDBggETjzKqqKhw4cAA1NTXQ19dHWVkZtLW1kZ+fj0uXLsHMzExivM/MzERCQgITvko3taN/o7QhpVevXrh58yZGjRoFf39/xqMSFBSE2tpaVFdXQ1tbG4sXL8aaNWtkVsaT9h2zw9RWrVrFKHVcI5hQKGQa8bm7u8PNzQ1JSUk4ceIESkpKcPPmzVaeAnt7e8ZTQkN3T/f29kZlZWWruZFvjKcrVtHPmq+vLxITE/Hnn38iMTGR+S6k5T2wn2d5pdW5zz/Xs81+5ts6vsqaF3x8fBAYGIjdu3ejoKAAhYWFKCwsxFtvvYXjx48T72o7IIoFocvCHry4lna+sCRljsvnvmVbnAoLC3k7RrPd6ZMnT8bo0aMhEAh4+wpkZGQwCX0AmMmETggEgFmzZuHZs2ewsLDAzJkz0atXL4SEhCA5ORnHjx+Hn58fVq1aJWEB27NnD3M/mNAnT0/Y3rsH23PnsOC774C/G6hNCgqCHk8MLruqFgDmOJcvX2aSy+kKUfRkmJiYiMTERKaiB9eqxUVWiBTfoktemV5lXO7S5GhrjwlFFZvnASMjIyavok+fPsjIyMDQoUMBAMXFxZoUrVOh6HPn6dnSsDI8PBxCoVCiStv8+fORkpKCzMxMeHp6Ys+ePRKfi4uLw4ULF5Cfn894F9zd3XHx4kXk5ubi9u3bMDMzw8svv8wkOFdXV6Oqqgrnzp3D/fv3ceXKFVhYWEBfXx+9e/dGbW0tnj59Ch0dHbi4uCAvLw8WFhbw9vZGSkoKXFxcUFxcjMbGRgBAU1MT9PT04ObmhkePHqGkpAR37tzB06dPGVkFAgEqKipQV1cHsViM0tJS6OjoMHkcQUFBjOxTpkzB8ePHUVJSAktLSzg7O0MkEjE9f+h7QY8jRUVFuHDhAvT19WFkZIS4uDi88cYbWLt2LZMbdubMGeTm5uLll19m+l4MGjSIqSpZUlKChoYG5OXlwcfHR2KckzYusecCutoVfT3098Ne6BsbGyMiIgLe3t4AWuYD+vnYsWMHbt++jZEjR2LhwoUSxjRafm75WLp7enp6Om+HdL7njFuxytbWFtu2bWOug57zgH/mPdpQNmLECOTm5raSQ9r5uM8//V2IxWK4u7tLeLmVGV/lJXizWbJkCZYsWYLffvsNn3zyCUpLS/H06VOsWrUKr776aitljaAYRLEgdCraGlKi6oUdXwIlu7lbeno6oqOjAUCiokhoaCjCwsLQs2dPpKam4tmzZ1i5ciVjdaItSJs2bWImEnqxEBERgfj4eGRnZ0tUIpk+fTqsra0RHx+PoqIiiEQipstscXExIx8AJnmaXoycPHkS1VVV0P/uO/SJjoaguRnw8ACWLQOg2KAPgAkroCuesJUpNzc3hISESCSNKpoMz/7L/j/fokveQkyRhRrfPqp4djpLYnZnCMkaM2YMoqOj4eTkhJdffhn/+te/kJqailOnTjFWbYL85469QIqOjsbNmzdhYmKCMWPGMGFM5ubmiI+PR1paGszNzVs1a9u4cSMqKipw/vx5lJWV4Y8//oCDgwP8/Pxw6tQpiMVi6OjowMHBASkpKWhsbISHhwcaGxuRlZUFMzMzpieEt7c3qqqqcPr0aWhrawMAwsPD0bdvX+Tn5+Orr77Co0ePYGxsjBEjRkAgEDCN7Kqrq3H06FHU19dDIBDg0aNH2LhxIwwMDDB06FBER0czxV8oikJzczNu3ryJ4OBgjBkzRmJs8fb2RmhoKPT19dHQ0MCMh01NTRCLxTh16hTs7e2Z3K8nT55g6NCheOWVV5CWlobw8HDU19cz5VQtLCxw//59VFZW4ubNm6AoCiUlJfDy8oKRkRH++OMP9OjRA8bGxjA0NGw1ztFduj08PCRClOgqgs7OzgAgEfrELjtNjx179uzB2bNnYW1tjY0bN2Lnzp1MdS662/euXbsYxZJdyIPb3wgArK2tMXPmTMybN4/xWMjC1ta2VflzejttJGL3J+GO8w4ODjAxMWlV1Ynvmfb09Gz1/NvaSi/JzWfwkja+yUvw5pNJX18fV69eRWFhIVauXIkHDx5g27Zt+Pbbb7F7924sWbJE5r0jSNJuxaKpqQmpqakYMGAAevbsqQqZCF2c9ixu+Bb0fJ4BvvPIW9gpE3rDl0CZlpbGlF50d3eHo6MjSktLW1VCqq2tRU5ODsRiMezt7Zk4UdqCVFlZyVj3oqOj4ejoiDVr1sDe3h6RkZEoLS1lOpxmZmYiOjoa8+fPl/AQ0EqJv78/c11Ay+QFtAz6GRkZeHj7NvbV1WFGWRkAoGrxYhgtXCj3e+Bef2ZmJlJTU7F48WJ4eXnxVk7hWrv4+nXI+s7k5TzIW4gpoiDw7aNupaAjF/udISTr66+/Zsoc79ixA5WVlTh27BgGDx5MKkKxkPfcsRdIYrEY1tbW0NfXl+hlIBaLYWJigqFDhyIpKQmpqamoqKhAc3Mz3n33Xfj6+sLKygpGRkaoqqqCQCCAubk57O3tkZycjIkTJ8Ld3R2lpaWIiopivjc/Pz9kZmZiwoQJOHbsGKqqquDt7Q2hUIiSkhKkp6ejR48eiI+Px4gRI2BtbY2oqCg0NzejR48eiI2NZTwKVlZWePLkCZqbm5Gfn4+amhro6elBJBLBwMAAFEWhsbERL730Eh4+fIjc3Fy4uLjA2NgYrq6uEIvF8PLyYvIngoOD8fTpUxgYGKCurg4DBw6EQCCASCRCnz590KdPH9y+fRtisRjXr1/HyZMnoaenh9GjRwMAqqurIRAI8PjxYwQGBsLd3R1LlixBQkICmpqaUFxcDBMTExQXF8PKygo6Ojp46aWXmN4aiYmJAMBULsrOzkZBQQGio6MRGhrKeIjpohrW1tZMkrysPLOMjAyUlJQgIyMDtra2cHBwQFRUFKqrq6GnpyfhraIbCNJWfV9fXyaUlh3G5efnx3i/+ZA1NvGN1bQBiy2/u7s70tPT4eXlJVFeXdYzDbTuWZSfn4/MzEz06tWrVT6RtM/zwQ2DllZhStoxly5dis8//xxlZWXIy8vD66+/jvj4eLz//vvEe6EgSisWGzZsgIuLC15//XU0NTVh0qRJ+PPPP2FoaIgLFy5g8uTJahCT0JVQdnEjy4rBLZ/Ynrh2ZaoTcSd92k0L/KPguLm5ISgoCAcOHGC6ugL/dC5NSUlBWloaEhMTmaZUlZWVqKqqwqFDh5jkxdLSUgQFBSE1NRX6+vrIyMhgqlmlpKSgsrISGRkZraqN0AlmQUFBOHToELy8vCAUClFaWoqwsDBMGzwY2ygKtmVlaADwVf/+GLxgARb06CH3XnGvv6ioCFFRUejduzfTHIp976RZu2R9B8qGHSlSrlDec6AJz0JHLvalJfp2JPb29sz/jYyMcODAAY3J0lGoo1wxe4EEAFFRUYiMjERdXR0Tf04nzWZmZuL3339HY2MjMjMzoaOjw3Sj3rdvH2pra2FkZIQXXngB7u7usLGxYY4tEomQlZWFyspK1NXV4fjx49DT08Pbb78NfX19NDU1YdCgQcjMzIRYLEZlZSWysrLQr18/aGlpMX0cKioqQFEU8vPzYWpqisrKStTX18PCwgJ6enrM+0BL07va2lrU1dXh3r170NHRgYGBAb7//ntERERAX18fkZGRuH79OnJzc5k8kerqalhYWKBnz57Iy8tDU1MT0tPTUV1djcrKShQWFiI3NxdJSUnQ0dHB4MGDAQA1NTW4evUq04Xa0tISQ4YMgZWVFeNJWL9+PeMhAoCEhAQMHToUvXv3ho+PD3x9fSWMXPTvulevXujTpw88PDxQWlrKGFMsLCyQkJCAqKgomJubSyTUc/MRAGDt2rVMkj3QkixuaWmJ0aNHQygUMp4AoVAIQ0NDXL9+XaI5q7W1NSoqKiAUChEeHs7kY0RGRgLg9yRLa9bK17Wblp1WrkJDQ5kcDLaBTFYVKlnGH74cD2m/CfqvvLK2tDdd1vjLPearr74KAPjll19w79491NbW4ocffgAAfPvtt60+T2iN0orFyZMnsXTpUgDA+fPnIRKJ8ODBA/z666/46KOPEBMTo3IhCV0LZUNLZFkx+CzhbT2PLCs4wD9IsT0mACRKrNJdZouLixEWFgaKolBcXAwfHx+UlpYiOzsbDQ0NzGfd3Nzg5ubGuM3p5EXavVxVVYUePXrg3r172LFjB3JzcwG0DJQJCQkIDQ2Vunivr69HQkICdHV14ejoiHddXDD+m2+gVVqKJisrnHzlFTymKEyzt5cZE8zn0QH+cav7+/szixJp947+rCwrnbzwD0UsaIrQGUKDOjL/QpmqZerC3t4eCQkJsLS0lNheWloKNzc3ZGZmakQuddIeI4e8/W1sbLBx40Y0NDTg8uXLePbsGXx8fJjFqbGxMcLDw1FVVYVhw4bB3Nwcz549g7m5Oa5fv466ujr06dMHvXr1wl9//YWVK1di9+7d8PT0xAcffIDo6GjY2tqiqakJurq6ePr0KQQCAVJTU5lFFj1G1dfXg6Io6OnpobGxEZaWlqitrcWTJ0+YnApagWhqamKSni0sLGBiYgItLS306tULr7/+Ou7evYuwsDCIRCI0Njbixo0bGD16NMaMGYPk5GSUlJTAysoKAoEAoaGhqKurQ3R0NHR0dFBWVobm5mbo6ekxuSMA0NDQwBQLaG5uRkFBAbS1tWFgYIDKykoUFBSAoihUVVXh2bNnKC4uZvpzAP9UMdLX10d+fj7Gjx/PVGViG7loaC+Im5sb3N3dERgYyPSDWLt2LUaNGoWEhIRW3zu3Yzc9RrFzZLiVluh9QkNDER4ejtraWtjY2DDJzexFOa2ksPP15I0/3ETztLQ0iR4ftOxWVlaIioqCiYkJ0ytFFrLmdzay5nq2fGylTBkPhrTr5ysbv3nzZrz66qv48ssvERgYiNraWhw6dAgmJiZYv3498VzIQWnFori4mFlY/PHHH1i4cCEcHR2xatUqos0RAChvFZb1w5dlCeerTCFrASkt9IadBBcWFsYkKguFQgQGBuLy5cswMjLCuHHjmEmI/kxOTg6GDBmCkpISODg4YOrUqUw1qCdPnsDR0RHu7u4Sdcn19PRgb2/fqlpVUlISrl+/jocPH8La2hp9+vTBgAEDYGdnx1iduNCu6aFDhyI5ORnjxo1r8aj89Rfw6afAiy9C+9QpVF66hDuHDiExMZGJY2XfA0Cy8ZGjoyMTVgUA8fHx8Pf3Zxar0sr7Av8sQrhWML7vgIusiYL9nqKJ2p0hNKgjvSSdwWPx+PFjNDU1tdpeV1eHvLw8DUikflRh5ODCfXZFIhEePnyIvLw81NXV4caNG7h37x6MjY1x+/Zt9OzZE0+ePMGwYcMYr9HAgQNhZWWFHj16oLy8HEVFRcjNzcUXX3wBJycnnD9/HhUVFXj69Cmqq6uhr68PbW1t6OjooLq6GkBLUvG3334LbW1tPHv2DEVFRairq0NJSQmcnZ2ZcqxsqqqqoKurC4qiUFNTwyRlV1dXM+VmJ0yYgNDQUMZb0dDQgKtXr+L333+HsbExtLS0cOPGDfTq1QuGhobo27cvbG1bmvxRFIUbN24gLy+PUT6ePn3KKDl0OFNhYSFqa2vh4uKCdevWoaKiAo8fP0Z9fT0qKysRExMDgUCAhw8f4sKFCxg/fjzi4+NRXl7OVMiiEQqFGDFiBPT19fHjjz+ioKAAkydPRnV1Nfz9/SESiZCTkwOhUIhHjx4hODgYa9eulShtyw3ToRUFbpVAbuUl+hmgMTc3h56eHlxdXZlStfPnz0dqaioTBsZOoGbDNpaxjT/c8ZX+yw53pcPL9PX14eHhwexHH0ORBoPSsLW1ZTxBtJx8VaO4Spkix24Ltra2+PbbbzF69GisX78eFRUVOHDgAK5fv46BAwdiw4YNpHKUFJRWLHr37o20tDT06dMHly5dQkBAAAAwlgkCQVlUsfCiE/G4FSloZCke7JhVuuJHTk4OnJ2dERMTg6qqKvTv3x+5ubkwMTFBfHy8hCVJKBQiMjISGRkZ8PLygqenJ7KysvDbb78hIyMD+/btQ3FxMcRiMYYOHcpYZdiLBtpNPnHiRJSXlzPJgvfu3YOhoSFWrVrF5F2wCQ0NRUBAAIyNjSXfeOkl4I8/gAkTAAMDAC1ejaSkJMydO5d38enp2VJFJjk5GRUVFa2aN3EHb2kubraHR1lkTRTcc0hTXhQ9XmfwZqgadlhCR096586dY/4fFhYGMzMz5nVTUxMiIyMxcOBAtcuxb98+7NmzB4WFhRgxYgS+//57eHh4qPWcyo5hiuxPL+RoQ8aiRYtw584d1NbWSkQG6OnpQV9fH7q6uhCLxQgNDcXkyZNRUlICOzs79O3bF7dv30b//v0xdOhQ3L17F0+ePEF6ejoqKyvR1NSE2tpa6OjooHfv3igpKYGuri5u376NOXPmoLa2FmlpadDR0UFjYyOam5uhpaUFU1NTjB07FmKxGA0NDXjy5Alqa2vR3NwMoCXcqLS0FI2NjRCLxTA1NYWFhQWqqqoYy3xubi4EAgFqa2vR1NSEe/fuobCwEFpaWrCxsUFCQgIMDQ3h5uaGgoICpKamYsyYMYzi9MsvvzDhWTU1NbC0tISWlhYaGxtRUVEBPT09aGtro2/fvrh+/TpycnJQXl4OgUCAoqIiGBkZMb1Arl+/DlNTU/j7+6Ourg4GBgaws7OTMJjcuXMHJiYmuHPnDhoaGlBSUoK5c+ciMzMTZWVl6N+/P1xcXBAYGIgTJ04gJSUFu3bt4q0eZWNjg9DQUNy4cQP19fUSVQJlJT67u7tj5syZuH//PpKTk5k+Tfb29jh16hTi4uJgaWkptYhGaGgo9uzZAxMTE3z44YeMUiEUCuHj4wOxWIzCwkLeZ9bCwgLPnj3D9OnTJeZZadUZlfWOc8OV2b2Q6Ea37u7uEtWe5P2O2mtcontefPXVVygvL0diYiJu3bqF+/fv4+DBg0S54EFpxWLlypXw8/NDnz59IBAImNJo8fHxeOGFF1QuIIGgCPSiWFpFClmDC3fBmpCQgFGjRsHb2xt37twBALi6uiI5OZkpI0sPavRgmJmZiTNnzqCgoAABAQFwdXXFgQMHmEosNTU1GDhwIHJzcxkLFjdMyNbWFjt37sTevXsxd+5c/PXXX8jKysKjR48wdepUAJKNlOjPVlZWwrq6Gt8XFWFrVBQ+FQhaqpNMm8Yc293dHf369UN6ejrTe4IbLkNX/6BLC06dOrXVxCHrntL7cF34wD811dleD0B6Z1R57ykDvdjiJv+3ZcLpjsqIqpg7dy6AltKhy5cvl3hPV1cXAwcOxFdffaVWGY4dO4b33nsPBw4cwOjRo/HNN9/Ax8cHf/31F6ytrdV6bnkoEuZHl20GwBgSDh06hNLSUhQVFaFfv34wNDSEk5MTnj17hurqaqSnp2P69OkwNDTE+fPnUVxcjLt378LKygp3795FXl4eamtr8fDhQxgZGaGpqQlFRUVoampCc3MzBH+XngaA5uZm1NfXw9bWFsXFxXj8+DHMzc2hpaXFVGHS0dFBjx49oKuri5s3b2L+/PlMYz2RSMSEf9JhUg0NDaivr2fyNcrLy6GtrQ09PT0IBAIIBAJGlqdPn6Kurg5Ai4eLVpqmTp2KjIwM/PnnnwgPD4eenh769euHuro6FBYWMgng5eXl6Nu3LyorK1FbW4uhQ4fC0NAQz549Yxr86erqok+fPqirq4O+vj7s7OxAURQSExPx8OFDZnzV1dWFmZkZrKyskJycjOzsbNTV1cHLywsikQjZ2dkwMDCAhYUFDh06xCSrFxQUIDs7G/X19SgrK0NQUBC8vb0Zj3hmZiaKiopgbW2NU6dOob6+HlOmTIG3tzdTJZAPeryiG45ye1QUFhZi5MiRsLKygp2dHa8hiFZkevTogVGjRjHz1+HDh+Hk5ARra2smb4RuVCitqAafoiAUCiXKxMbGxmL//v345ZdfsH379lYVrWjocZjtcbWxsWF6IQUHBzMKFB1SrOhvSxVeDdromJSUhL179yIuLg53797F/PnzcfDgQdJQj4PSisUnn3yCYcOGIScnBwsXLmTqPGtra+ODDz5QuYAEgiJI65sgbcDjLnTZg6eenh7c3d1RWVkJPT09TJ8+HZWVlUhKSgJFUXB2dpYoKUiXLBwxYgQKCgrw5ptvYv369Zg8eTJu3LgBZ2dn5OTkYObMmRgwYAATz8utiBEbG4vJkydjyZIlCAkJwYULF1BaWgp9fX3GvX3mzBk0NjaiuLgYb7zxBtzd3fHmkCFYFxUFw+pqbKupwdq4OAkLkKenJ0QiEZqampgkcmlNA+XdRz4Xt7yqG8A/FbEAyb4iioY+cd/jU174kJX835YJpzOEVslC0fuiDmhLtVAoREJCAqysrDpchq+//hpr1qzBypUrAQAHDhxgvFsKz09VVQCf911bG2AXPqiqkn4MLS3AwID53YwdMQI34+Nx6sQJaNfWYuDAgUwfmpFubhK9AJKio1FSXIyqoiIAQPXTp0iOjkZGRgYam5pQUlLCLMa1amtR/+wZKgoL0WRoiAFWVhBUV6MwIwNPRCIY9eqFkpISAEAPAFRVFXpoaUG7thbjPT2ho6PDVCOqaG6GmZkZiouLUVpQgIaqKhgCsNDXR31zM7Rra2FAUTDW18eLEydi0KBBqKurQ8a9e0i4erVl0d7YCANtbWhra6O2pARN5eWg/r4l+fn50KMoaAPQ1dFBs7Y2DP8uLUujq6PDJHY3VFZCt6EBffv2hejuXdxJToaguho1xcV4wdUV/e3t8eKLLyI+Ph4D+/RBQU4OGhoaUFVUBKq5GdqNjdCtr0fps2coKC1F1d/fl7mhIUYOHoyqqirY29sjPioKNTU1MNHSgujuXaxasQIzZ8+Gj48PtBobcSYuDvn5+RAIBLC2tsbkUaNgZWCAw4cPY8zfi/NVq1ahvLgYFiYmMDQ0BFVZyXTk7mNqilO//oqXZsyAv78/IiIicPHcOcyePh1r/85hmT59OuLj45GRkoKT9fWwsbKCrZ1dy01paEBBVhbKCwrgO3kyxo4Ygfj4eOQ/fIiakSOxYNEiQEenpRLXkyfwGT+eUfLZz+jNK1fw848/oqaxsaWi1MKFuHnlChwGDsRwBwc8SElBvoEBnmRmoqa4GE4jRkAoFLY8w9HRGOvmBts+fbBg+nQUFBTgzNGjGD16NPr06YO469cRfPIk/P39sWDuXKC2FqiqwtgRI3CsRw/ciovDyZ9/hoeHB06EhMDr73shHDAAd+LiWl1X9v37cBsyBBvfeguxiYktyl5GBsaOGMH7u7t55QpOnDwJ4G9PSV4ebl69itGjRzMys+9HflERYpOSWuasPn2Av8P+eGH97t3c3PDrgQP45ptv8Pnnn0Ock4M3X3sNgwcPxubNm+Ht46P0GNGmfaurAYri31cgAAwN27ZvTQ3A+j1KIEs+LlQ7qKmpac/HO5yysjIKAFVWVqZpUQgUReXl5VEnT56k8vLy1HbckydPUgsWLKBOnjwpsc+mTZuovn37Ups2beL97KVLl6h169ZRH330ERUYGEhdunSJWrp0KbVs2TLq0qVLzPHz8vKoTZs2US+//DIVGBhIzZ49m7KxsaHWrVtHBQYGMp/dtGkTlZiYKFWekydPUr6+vsx+u3fvppYuXUqNGTOGMjQ0pIRCIRUYGEht2rSJcnFxoQYPHkwFHjxI/ennRzW0DBtUpZMTtWH+fGrZsmWtzpWXl8fII+9+830v0uTmys6+54GBgcxxEhMTmWuTdy5F3lN0H2WuWxHU9cxqGnWPjc+ePVPLcdnU1dVR2tra1OnTpyW2v/baa9Ts2bNb7V9bW0uVlZUx/3Jyclruwd+/p1b/Xn5Z8gCGhvz7ARQ1aRJFUf/8bmpNTaXuW+nsTAUGBlJjxoyhdu/eTeXr60vd976WFmVqakoNGTKEmj17NvVQT0/qviKA0tXVpQwMDChdXV3qpjRZAUqso0P17duXGjZsGNW3b1/qiox9KwHKysqKWrZsGTVmzBjqiqz7AFDGxsYUAAoAdVzGfhRA9bewoAwNDakePXpQPwkEMvcdYWtLvfzyy5RQKKRO9u4tc19/T09qwYIF1IIFC6gzgwfL3NfDyKhlfA0MpG7NnClz36LQ0H+eh927Ze7718GDzNxyystL5r4/zpv3zxhz+LDMfUsOHKACAwOp3bt3U+Fr18rc9+TMmdSyZcuo3bt3UydXrpS5767+/ZkxfNvEiTL3Lf3443/GxZs3Ze57b+FC5trC9u6VuS/Fnp9FIpn73p38/+y9e1yUdd7//5wZYDgM54OAAg4I5TEBFSkxS1x2005WW2Tblvfqnf1229s2d9v73uprtbW77Wb3vXun6b3aVi5ZabpJZR4yD3FQQERAkYOcQYZhgBkOwzDz+wOvTzPjcDJQLF6Phw9kuOa6Ptfp/fm8D6/Xe5HY7zt/+cuA21YsWvTNfKbXDzyG+++3fe8H2DZ/0iTbuWEINkIgIKD/befMsd02IqL/badNs9122rT+t42IsN12zpx+t23187MMdY4Ydsait7eXV155hU2bNok6zcjISJ577jkmT57Mv/3bvw13l+P4jmC4ZSIjHf21J2HD5XXK0rgkST/7jthSuc26devYu3cv8fHxnDp1iqlTp7J27VqRApf2f99994kIvyT1GhISQlRUFLt37xbNkSoqKkSJgzUBXLoOarWasLAwDh48iF6v59SpUxiNRlQqFf7+/ixYsIClS5eydOlSgoKCqDp3juV79uD/6acAnJ8/nzO/+AWZf/2rOJ51RsG6z4U1WW8gzon1fenvOkp/sy5Dk45bXl5uw4NwVIs6UHnTSNTPDlUGd6gYK43wxjL++Mc/MnnyZB588EEAHnjgAXbu3ElISAiffvopN91006gcV6PR0Nvby4QJE2w+nzBhAmfPnr1s+1dffZX169ePylgkSO+C05df9rtNZWUllZWV3HTTTSxevBj3V1+FS+VA9jBbLEDfOT344IM4HzwIl7qcO0JPT89l5U4O92s2o9VquXjxoihR4tKxHEGn07Fjxw48PT3puaQG1R+MVuMbeBR95U9Go7FvzINse/HiRVybmzEYDDRfygL3B29vb1RqNcnJych+/esBt/Xy8mJGUhIAZ8+eJX6AbZubmwkcZJwSSkpKeDMvD5VKxas33AD9CHJAn+186aWXiIuL4369noE6hKWnp/P6+fO0traycfHiAcdQXlHBscJCCgsLeXyQ0kCnS1m7xMRElBkZcORIv9u2t7eL/zc1NQ14TaZNmwaX5o/ZI2gLXJXKIZenBgUGkvrggyOe2a2uqWHrn/7EG2+8MaL7vd4wbMfi97//Pf/4xz/405/+ZDNhz5gxgzfeeGPcsfgeY7iOwkgrOjhqHNRfN09HdZrWkBwOqe61qKhI1HlKuuL2tbA5OTns27cPDw8P7r33Xi5evEhxcTFBQUHC6cjKykKtVgsCOGBTkpWdnY3BYGD58uWUlZVRWlrKgw8+SGpqqli0B8vl3Pn++/gbDJjlcjIfeIDJf/kLEY2N3HTTTURFRdkQ2yRCnfV1GUhhyZGykGSwpbIiSb1D+o51+ZR03C1btojvXyk3YbDvXU0p13EMDZs2bWL79u1AX2fmAwcO8Pnnn/PBBx+wbt06vvjii2s8wj789re/5emnnxa/t7W19fWWqasDL6/Lv2BfHnWpVMkhLnWRFo6oVIpxCbt37+aZZ56hsbERF7MZy5tvIpfLqa6uJuSHP6T0/Hny8/NFw7kpU6bQ3t5OzaXeDQUFBbzwwgsog4LwuqR+pNFoMJvN35CsLx2rt7cXV1dXkmUyVO7uokStqalJyLPKLBaMRiMuLi4YjUbucnJCZumTlXVyckKv12OxcjQkadmWlhbuUyhws2rAZ7ZzSKwdi0eAf1cqhfPS2tYG9DkcFqDTYMDJ2Rmz2cwqYI3Vfry9vOjs7MR4icMhVyqJjIykrKyMtRYLTwOenp4sXbqU3Nxcampq6OjoICQkBP/mZgo3beqbB1QqZtx1FwEBAdxyyy387W9/o7y8nLCwMNra2jhXVUX4oUO0trbS4OvLn6OjiY+PZ8aMGbS2tlJdXU1paSnnz5/n7mPHePMnP6Guro7MsDASz5/n1VdfFY60i4sL06ZNo6ysjAUuLrS1tVFQUMDvEhJomTuXjo4OTCYTra2tLFq0iJdeeqnvuv7pT+zbt4/s7Gz8f/1rll8KNn3wwQeiS/Tdd9/NxYsXOVlQgIuLC52dnXzh7s7dl7bdunUrHR0daLVaFi5cyKFDh8gvLsbi5MTcuXO5eeVKti1dSl5eHidPnkSpVPLoo4/i6+vL5MmTiaypYXJ0NBkZGbRER7Pi7rtJTk7G19dXyOz+9a9/5ezZs8TI5ZRKpOveXnbdfTcPPPAA99xzD7t37+bDDz/kgQceICEhgYyTJ5l/KTgVdOutcKkpozXq6+vJyspi3i23IKx+ePjA2958s/hs8YMPsnvCBFGqJb1z0jjuuf9+7rtUxo/F4nC/Avbvvd229fX1vPTSS2zfvp3u3l78PviArq4uVq9eTdwQbITAhQtD37aoqH/H3z6IcOLE0Lc9cqT/Uqi2NuEQDoZhOxbvvPMOmzdvZvHixTzxxBPi85tuuslhVGgc3x8Md5Fn3c1zsBr94R7fPqI+nHGBreMxc+ZMkVWQ+k5kZWUJ8rO0SE9ISKCpqYkTJ07g7e1NUlISQUFBZGVlkZuby5133olarSY2NhZAENSsx1ZSUkJRURGRkZGsWLHCoVpGt7s7nXI5eldXXps7l1kPPMDNEyeSkZmJRqOxIV33d12ssxkSWRv6HEJHykJSzw5pkWDvRDq6l1JH1vj4+CvOTvX3PWuHYzgd17/rhOuxcK4NDQ2i+ePevXv58Y9/zA9+8AMmT54sFiSjgYCAABQKBY2NjTafNzY2ivfMGkqlUnAEbeDh0fdvMAxlGwfb1tXV0dTRwexbbuHw4cNYLBa6u7owGo189dVXyGQyUlJSuHPqVI4dO0Z1dTXZhYUoFArc3d1Rubhw8eJF2tvbUalUNLa3o9PpsMhkuLi5YejpoVcms3EEurq66ALa29poNZmwWCx4eXnR0dZGl1zep/RkseDh4YGTkxMXL17sc2qcnPB2c6OrsxOZTEZPT4/Nft3c3HBycaGtsxOlt7fo8C1FsGUyGVhJD/c6OdHW20uvXt/nhFz6XH5pDNL/nZ2dMfb0YJ2L6by0T+noso4O0S1b4e6Oh4cH3t7eGJ2daWhvp623F7mbG/7h4TQ2NtLZ2UlHRwfdfn4Ed3by5aef8ulXX9Hc3IzS1RVNZyeNWi0WmYz6+no+++wzIXt7KCuLvJISJk2ahMlkInzqVOpaW1FPmSKayWVkZODv78/kyZMxu7mh6ezER6nkbHU1JRcu4F9Sgre3N4mJifz7k0+K/hJHjx5l165d7P/6a3zfeovk5GQKz52ju7u7r9N5Wxt1ra2UNTRQUltLSkoKP7+U9c46dAiVpye/+dnPyMvLIzk5mZ2ff05iYiIz58/nr3/9K8HBwfS4uFCr06FwdeWWW27pa5I4aRLBkyZhUirxCglBo9Gg6ewk/fBhUlJS8PPzIycnhz179hAWFsaipUtJsRLA2LlzJ6fLypg6axY/tuftKRTMS0wEDw/m3XYbva6uzEtM5OuMDNI++giLs3Of3ZbLHb5HX+fnk/bxx/S6upLo4tKvslR6ejo6nQ4fHx+wepdDJ05k3m238XVGBonu7oSGhtqMw3pbZDLqWluHbjftxhsyZQpv/uMfLEhJ4fnnn0ev15OWlkZOTs7wVKOGY0+seREjua01j8MeDiTE+8OwHYva2lqmTJly2edms9mmGdg4rm9cyQLlSstEhrvo7G9s/R1/OOOy37f973FxcaKESSoLkoypVqvFaDQil8vp6Ohgz549QuK1s7OT4uJivLy8aG9vJz8/32GnUkfE6YaGBrTNzfzQSg/9YEcH2RoNky7pnkP/DlR/SktSNqO4uNimEVJlZSUXLlzgzJkzwknIyMigpqaG22+/3Ub21v5Y9nKBkvrUlWYW+vvecJ6ZsU64HkkMVYZ3NOHr60t1dTVhYWF8/vnnvPzyywBYLBaH/S1GCpLowsGDBwV51Ww2c/DgQX7+85+P2nGHi4yMDPbt20dKSgoJCQkUFBRQW1tLXl4ebm5uGAwGzp07xw033MDUqVNFPwmdTmfTV8HNzQ1PT0+6u7tFBsFoNA54jS0WiyAx9/b24uPjg0KhoLOzk97eXrRarWguBwgZ2AkTJjBx4kRyc3Nt5vnOzk6xP+grvZIUo0wmE0qlks7OTiwWCwqFArPZLPZtsVhwd3fH2dmZ1tZWoM+psFzKlEjHsf6//blcvHiRzs5O3N3due222ygsLKSnp4fIyEh6e3vx9PTkwoULmM1m4RBFRUWRkJBAV1cXdXV1RERE4OnpiUwmQ6/X95GvLRYmTZpEZGQk3t7eFBUV0d3dTVFREWq1mhUrVnD33XeTmJgoVI/c3d0pLCzEy8uLF198kffee4+TJ08ivxRtdnNzs8mk79u3jzfffJMfXFLvq6ysJDc3l5KSEk6fPo2rq6voDC6Vr1o38oO+QFRxcTFKpZLXXntNZKe1Wi05OTno9XpB3p87dy5RUVH4+PiIfUJfeaxarUaj0RAVFYVarebMmTN89tln/OhHP0KhUHD+/HmhACrNCWq1mqlTpzpUarJvOGddUmv9sz9Yb9ef/ZaEOSQ1Lntxjv6CX44wEnPEww8/zKJFi9i+fTvvvfcelZWVbN68WahAfteDWtYYtmMxbdo0jh49SkREhM3nH330kYjEjuP6x9VcjA130Wk/toG0sqWeCtJi2JF2trUDYc3PuO+++/q9DpJBl4yZNI4jR45w/PhxbrzxRrq7u9m7dy8Wi4U5c+bwq1/9Cr1eL7rK6nS6Abtdv/jii5w4cYLZN97I8i++IPymmwj9938HwH3yZPZkZJA6Z444Z8lwSpJ4jqRdN2zYQHFxsTgfR9kMjUaD0WikuLhYNDSz3q6hoUGUbw1F2m+oeuOO0N/3hvPMjJdLXV0sX76chx9+mOjoaJqbm/nRj34EQF5ensOg1Eji6aef5qc//Slz5sxh3rx5vPHGGxgMBqESNRZgnS3csmULZ86cITIyEmdnZ9rb20XfiOLiYtHcrrGxUciwSmhvb0d/KfIvwZFT4eTkRG9vr02mAfr4DFJ2R3Ypw2GxWGi7VJ4kwWQy9QU3LvWrkMlkKJVKIU0LiI7aNTU1wpGAPsdELpejUCiEkyE5Fk5OTiLQIsFsNqNQKOjt7UUmk+Hs7IxMJsPJycmhcyGVEnV2dpKfn09JSQnnzp0TzpJOpxPlYS4uLvj4+BAZGck777wjjiOp9b3//vu0t7fj7u6Op6cngYGB6HQ6KisrOXv2LL29vbi7u+Pl5SUkXt988002btxIa2srHh4euLq6EhERwapVqygsLBQBJF9fXx555BEbWdLXX3+dQ4cOceHCBX7+85+j1WqZNGkSSqUSnU5HbGwsEydOJCoqSjgU9mW9a9euJT093WGQq6amhh/84AfEx/exRKRstiR1LkkbS70hcnJyyM3Npbq6GqPRSHNzM8XFxTg7OxMbG3vZIh9wKFs+EIY6DwzFGZHUuKSMhaO/O/qehP76MH0bSF27Fy9eTFpaGkFBQWzcuFHI7X5fel4M27F4/vnn+elPf0ptbS1ms5ldu3Zx7tw53nnnHfbu3TsaYxzHNcBoLcYcOQHDKYmqq6sTjXKsF+P2i39pEX3w4EGUSqWQ/pOiufbdpx3xM+yvgzT2vLw8du7cyYIFC2w+V6vVYpL39vZmxYoVtLe3c+LECZYtWyZS397e3vj7++Pj40N6ejqbNm1i7ty5xMfHC53zY8eOUVhYiHdbG7+tqGBKSwvmL7/k4pEjHG1qQqVSicZO1mTquro61q9fLxotSbrh0qRQVFRkk51wZOhXr16Np6enjUa69XYbNmxwKB3bn5PUX/fXb1OyMxxH5ftEuLYuP7tW2LBhA5MnT6a6upo//elPonljfX09Tz755Kge+8EHH6SpqYnnn39e6Pp//vnnlxG6ryWsOUj79u0TkXWpUZzUgE5aVDc0NAinwrpkCPqi9lLXaplMhtlsFtkL6HMYvLy8RKZD2q+9k2LvdMisSqkslr4eEb29vcjlclxdXUUWxcXFBbPZTEREBLW1teI7kh20Lm8KDw+npKREHMPJyYnGxsbLjh0XF8cNN9zAvn37hJMyceJEGhsbaWlpwdnZGejLjlhnampra3F1dcVkMuHk5IRCocDT0xOTyYTpUvmXTqfjyy+/FKVeKpWKqqoqNBoNeXl5dHZ24uXlxdSpUykoKCA0NBS9Xo+3tzetra1Mnz6dZcuWid44f//732ltbSUgIIC77rqLrKwsIiIi2LdvHx999BFdXV0YDAaCgoLQ6/U25TsmkwkXFxeR8Xn88cfFHAV9vV/sOXn285LEIdy2bRslJSWsXbtWBJdKSkpEcEn6Xa1W23Dv9u3bJ7aRSmBDQ0N57LHHuOmmmy6bA/oLHFnDPqD3bSL11nOrdTmyNJ6BsrKD2f3++jCNBKQMTl1dHceOHePYsWM88sgjzJkz53vRsXvYjsXdd9/NJ598wosvvoiHhwfPP/88cXFxfPLJJ6KJ1ziuf4zWYmywvgVSp01H3bOlbSRjaM8XsDZwGRkZFBcXk5CQQFxcHImJ33SE1ul0ADbOiXUUsaKigoaGBmHIJEhOQGdnJy0tLbhfql3csGEDubm5qFQq0c22oKAA6HPEpUzI1q1bMRqNzJs3j+XLl6PT6Th8+DClpaWiFCAlJYWjR49y+PBhkl1c2NzSgn9vLwZXV+pef53TTU1s3boVk8nE+fPn8fX1JTIyUlzLjIwMDAYDCQkJgvBtTdKWflo7IvYGe7AGRP0patlHswbKePVXsjMUh2Ms8AjGKqQI4nCiiCMNZ2dnnnnmmcs+X7t27VU5/s9//vMxVfo0EHx9fQkICMBkMuHp6YlWq8XPzw9nZ2d6enpE+ZAEswNiZccAGvwKhcLG0TCbzZc5FfZQqVS4uLiIKLn9/iRnxmzV96KystImEyHxMST09PRQWVlpU9bU1dXl8Pjnz58nPj6etrY2urq6uOGGG/Dx8cHDwwOZTIafnx9nzpyhu7sbvV4vFuatra24uLjg5+dHV1cXKpVKlItZLBa8vb1FPx9prGazmby8PFpbW3Fzc0Ov16NQKKioqODixYsiIxIcHMzEiRNZuHAh0CdQMH36dH784x9TXFzMr371K8HFS0xMZM2aNTQ0NIisyNSpU0VwZ9OmTdTU1NDd3Y1cLmf27NliAS6V2QKiw7RKpeLAgQN0d3eLTPRAqnz33XffZXagoqKCvLw8SkpKRKM6+wAd9GWxNBoNBoOBmJgYjh49ikajQaVSOeS09dc41b530JXadWlOkeYn6Wd/xx7qfqXrZv1zNBAaGsoLL7zAv//7v1NYWEhlZWWfetfGjd/puWvYjgVAUlIS+/fvH+mxjON7gIFeZslAFhcXO+yePdj37beTJkbJaEvNw6RyJ2sDba+gZG3IiouLyczMJCgoiPb2dnp6evD29sZkMvHSSy9x5swZ2tvbqa2tZcKECXR3d1NYWEh6erpIOZeXlzNlyhRkMhnV1dWoVCqOHTtGeXk5JpMJDw8PSktLAegwGFhjNvOSRoMzUO3vz/+bNYv5Tk7oLm1fVVWFyWTC39/fxvmxdx6syeGOnEV7ww1D67LtaNE6lGiWPXQ6nU2WaiC1qv7GMo5vcK3KvjIzM5k/f/6Qtu3o6KCiooLp06eP8qjGNiR7JL17aWlp1NXVERUVxbx588jOzqasrOxbcRctFgv+/v4YjcZ+F/ISnJycBA9Gr9cTFBRER0cHBoMBi8WCUqkkMDDQplmclMWQMhxS1sQ+CwGg1+uF02GxWC7Lvki4ePEimzZtEmVWUkahubkZZ2dnQkNDcXd3JyQkhMLCQpvvms1mdDqdKMHq6uqipaWFG264QXAEjh49itFopLOzk7vuuktwDjo7O3F2diYgIACDwUDvpWaE0Fd25u3tTVNTU5/cd1UVtbW1zJo1iz/84Q/CHkrZAonnER8fj7e3t5hrEhMTmT59OhUVFXR1dSGTyWhra6OhocFhlD8uLo6dO3dSUVFBSUmJkCyXouGSfbTn5jn6+c4775CVlUVaWhrz58+/bA708PDAzc2NpEtSu1u3buXChQsYjUbq6+tFpmgwmyuVKEFfoO61117jwIEDmEwm4Tg7cjAclThLzk94eDgHDhywyaD0B3tHor/5Qrofox2kiouL46233uKNN96gsrISvV7f7/rmu4IrcizGMY4rxWB9C1JTU8VC1xoDqQD1txi1r0e1LrmCPq3wLVu22Bhy68xFTk4OOp1OdN2Ojo5m1apV7N+/nxMnTvDpp58SHBxMWFhYn6KGRoOzszNBQUEie7dt2zYUCgXV1dUolUpRhqVSqWhvbychIYHu7m7uueceDhw4wKFDh3imuprUS5J2pXPn8ms/P6JmzgRg165dGI1G5s6dS0NDA2azmZycHJv0cH/EOftrqVarheGWomP9GWz7iWqgkjYJAxlOayfP2ugPhbQ3zpkYe/jJT35CZGQkP/vZz7jjjjvwcKBwUlRUxHvvvce2bdv44x//+L13LKzfl7i4ONRqdV/naIOBs2fPUlBQgFwuF/KxVwJPT08bwvRAkDgEkoOQlJTExYsXycjIwGQy0dXVRX19vXAc6uvrbUqfJCdGyiTI5XK8vLxEuVRHRwcKhYL29nbkcjkqlYru7m7Ra8Ma1tyNtrY22tvbkclkmEwmKioqCAwMxGAwoLeT/pRKnqxLsbq7uzlz5gw1NTUsWLAArVbL1KlTiY6O5j/+4z/Ed8vLyzl58iSTJ0/GycmJ6upqcd0tFoso6ZM4CGazmRMnTpCWlkZwcLAocTpw4IAoXero6KC9vV1kDkJDQ0lKSuLYsWO4ubkRGBiI2WwmLS2NY8eOAdiQkHNzc9m/fz8JCQlMnDgRQDhI9vOeVJ4lzWf288ALL7zA5s2bhfy5dckvwI4dOygpKWHy5Mn8+te/RqfTkZmZiYeHBytWrBh0QW99LCkLvXPnTrZs2UJTU5PI9jgqW5bmI+sxWVcn6PV6Kioq0Ov1wxbrGGi+uFpBqri4ON55553LyoW/qxi2YyFFJ/rDaKp+XGuMl2A4xkhel/5KOfork7I2vPaL0f4MilSXap+utUdOTg4nTpzgjjvuoK6ujtLSUpYsWcIf/vAHNmzYIKIvjzzyCB9//DEff/wxJSUluLi4EB0djUajwc/Pj7q6OlGSJRn9nTt3UlpailwuZ8mSJcycOZOZM2cSExNDQF4els2bkf3hD7inppL4z39SXl5OeHg4y5cvp7y8nMjISDFBguOyI0f3ReKeSFyLiooKh6oe9rBXlrIngQ8X1k6ede3wUEh736ZMbyCi/3fh3d6+fTtbtmxh1apVrFu37qodt6ioiI0bN/K73/2Ohx9+mJiYGEJDQ3F1daWlpYWzZ8+i1+u59957+eKLL5h5yVEexzeIi4tj48aNgsd1/vx5goKCqK6uFoIKw4FcLhclSGDLm7DfTnIWpLKigIAAvL29+eKLL0SDPYlrIUFawEukbycnJyIiIqiqqsJgMODs7IxCoaC5uRknJyfkcrmNI2A0Ggcty7JWkJJI3GazGY1GI0jkrq6uIsMgqU95enrS2tqK0WjEyalvmdPS0sJnn30myqKam5vJycnBz8+Pqqoq8vPz0Wq1fP755wQGBhIYGCjI7N3d3cybN4+EhAT27t1LXV0d/v7+xMTEkJqaSnp6Oq+99ppQwoqIiCA6OprGxkb8/Pzo7u5m3bp1pKamEh8fzw9+8AOioqJYvHixKHeS+CYqlUpkcTdv3syOHTuYNWsW06ZNo7e3l6NHj/Lmm2/y4IMPkpKSQnl5uQh2AYJrIYlsWEf5lyxZQlpaGj4+Pvj5+dlkSh588EE6OzuZOXMmDQ0NlJWVceHCBZ544gkb0nlubq5N7yX7z6x5fYmJiaxatYry8nJWrVpFcHCwjb0H2/5TklIVDC0D7shuWwcHpevY33xxtYNU3xe+37Adi48//tjm956eHvLy8vjHP/4x6l1MrzXGSzAcYySvy0AKEI7KpNLS0ti7d69NqlnafqCX2Dpd68jIqdVqTpw4QXt7OxqNBr1ej8lk4p///Cfz589n1qxZbNmyBaVSiUqlIjAwkDlz5lBfX09kZCQymYxPPvmEZcuWsWbNGhvDl5uby549e6irq6OmpobS0lK0tbX84te//oZv8Mwz1Lm6kpGRQVlZGXv37kWlUjF//nyysrKIi4vj8ccft1H2sL9m0rnY10pL8rKpVtrjw1lYOyKBXykGy2CN9Hs2kHThd+HdLisro7m5mbKysqt6XGdnZ5566imeeuopTp48ybFjx6isrKSzs5ObbrqJtWvXctttt9ksHMZhC3uVmtjYWFQqFbt376akpIQTJ04MaTEuwWw220jBSuVMcrncRpbWOlsgk8lEOdORI0dEYzxJBtYacrkcPz8/3NzcaGtrQ6FQoNVqReZDJpMJFaje3l6bcZvNZoelWf05P9J3JCfG09OTKVOm0NHRQVRUFPX19Zw/f16UWyUmJnL27Fk0Gg0BAQHI5XIaGxtFJsXFxYXGxkZRwhcWFkZdXR09PT02Za0333wzPj4+lJaWcuONNwJ9JV0SqVsqG3rvvfdoaWnp6+txSe0qJSVF9CXasWOHKGOaP38+Go3GJkv85ptv8vHHH6NQKCgtLcVoNPLEE0+IZoalpaW0t7ezePFisrOzOXLkCHV1dfz4xz9my5YtuLq6cvOlBnHSHJmZmUlaWholJSX09vaSmZlJamoqqamp5OXl8dprrzFz5kwKCgpQKpX88Ic/ZMmSJezatQuNRiPmP51OJ5qdLl26lLS0NNLS0tDr9SQnJ5OYmEhaWhrvvvsuJSUlLFu2zEZZ0T7A0V+mwj57bV+qNJQSXbAta962bduAnM2xsND/rgS1rHFF5G173H///UyfPp0dO3Z8pztvj5dgOMZIXpeBelE46vFgTyQeqsKUvaKEvZGTSpWkqNLmzZvZuXMnbW1tHDt2jJSUFDw9PQkICOD48eNoNBpcXV2ZMGECqampqNVq8X/rCA7A+vXrOXLkCJ6eniTOn89Dra0se+stTkydKuRkiYwk4xLfIyEhgWXLlokUthQ9UqvVbN68mRMnTvDEE09cdp5S92ydTseuXbsAWLlyJY8//rgNB8ORzO5Axs4RCXy4sG9u9G3VQ4aKgRxXR59fb5AUveyJ9VcTc+bMYc6cOdfs+NcrHKnU7Ny5k6amJkwmE0ajEVdXV2QyGUajEYVCMSz+hUKhQKFQcOutt6LVajl79qwQjQDEgrurqwutVmsTkHDEiZD4DPPmzaOnp4ewsDAOHjwoFt5eXl4EBgZSUVGBXC5Ho9EIB0Qid7u4uODh4UFnZyddXV24ubnh7e1NT08Pnp6e6HQ6jEajOF/JGens7CQkJISKigqOHj1KR0cHbm5uBAcHExAQQE1NDbfccgvHjx+nt7eXBQsWUFNTQ0ZGBp6ennh7e9PQ0MDJkydpbW0lISEBT09PlEolf//732lubqatrY1Dhw4xb948qqur2bZtG0qlEq1Wi6+vLwqFgvfee4+tW7eSn5+PxWIRqlXBwcHk5OSI8h8fHx8uXLhAT08PKpVK2GXJ5mZnZ4vO5SWXGukdPXoUgLCwMGbPnk1SUhJLly6loKCAlpYWZDIZ+/fvR6lUEhMTg0wm45577hHZCbVaTXt7OwEBATQ3N1NUVERFRQX33Xcf+/fvp7m5GY1GI+axoqIiGhsbaW5uJiAgwKYBspTdh77GktOmTSMgIEAs3JOTkykpKcFgMKDT6cTc4wj20u6pqamXZa/7k3+3x0B2W61Wo1AoyM3NHdOcBusAYH/8k+sNI8axmD9/PqtXrx6p3Y1JjAXvdixiuNflSj106+NIqdfk5GTmz59PcHCwzX77k6C1J8hZG7AdO3bg4eHBCy+8QEVFhdD9jouLIz4+nk8//VQQ7iorK3nooYdYvHgxW7ZsEZ2qAwMDUavVNnJzzz77LMeOHWPNmjVERkZiMBiYN28eKYsW8e9nzuBxSQgh6dw5m/N1xDeIjIwU3BEpimmtA28NqaQsJiZG6H1L+7NX3bCX2XXEW5HUSaQa3+HA/toP1txotDASTRTHMoKDg8X7MI7rC44WSdICbeLEiVRXVxMbG4tMJiMjIwOFQiFk3+Eb8rUU2beP/svlcm688UZkMhkXL1687PgDKUZJmQIJfn5+eHh4oNfrqa+vp6ysjJKSEnx9fQWx2tXVlebmZtrb2zEYDLi6uuLr6yvskIeHhyCL+/n5UV9fLzIcM2bM4J577uGDDz7AYDBQXV3NlClTcHV1paioCKVSycmTJ9Hr9eJ8e3p66OnpQavV0tXVhV6vx8fHh56eHqEo5e/vj1arZebMmURGRvKDH/yAgoICCgoK0Gq13H333dxzzz2kp6fT29vLjBkzmDdvnsiGaDQa0TcjJCSEU6dOYTabcXFxwcXFBYBJkyah0Wj46KOPyMnJwdvbm7q6OsrKyqirq6O5uZnS0lKWL18ubK5KpaKrqwtnZ2eUSiUGg4G8vDxcXFy4+eabiYqKEtc+JSWFmTNnsmHDBvLy8vjhD39IY2Mj77//PuXl5Wzbto3Q0FBCQ0OJj48XClb33HOPWLRHRUXxwAMPcO+991JVVUVlZaXI7pw/f1704gAEJ1Gn04nyYBcXF8LDw+nq6iIvLw9AzJtarZasrKx+lekkRUDr8wdbGyyJqNjPS9J4rNcP/dltSQFMUoUcq5DGptVq2bZtG/v37yc+Pv6qBdtGAyPiWHR2dvI///M/glw0jnEMhIHKThzJn0rfsV4Qb968mQ8//JD8/Hy8vLzE99PS0igvL6e8vFzwLqyPa8+rsF5Ye3h4kJGRwfr163nhhRdsDJrUYK+yspJdu3Zx6tQpIiIiiIyMZNWqVUIHvLCwUHw/Li6OjIwMjh07xsWLFykrK2Px4sXExsayNDaWmevX41FSAjIZvPoq55OT2Xwp/e3t7Q30RbrgG3KeVqslPj5eZEViYmJsxmcNaVESHh4uapuljquOeAz9SfFJ16inp4ecnBxKSkqGrBDS37WXStH6a250PeNapra/KyVd30c4WiRJwYGUlBQWLlwoSh8DAgLYvXu32E4iNkuE6d7eXpHlkByP3t5eampqqK2tRafT4eLiclkWwsPDg66urkHJ4nK5nKVLl3Lq1Cnc3d3p6OhAr9fj4uLCzJkz+eyzz0STO6lBnpRtkDgbKpVKcHDc3d1tek9UVlby+uuv09bWJsjrFRUVREVFERMTI2Rhg4KCcHNzE0Rrd3d3IiIiyM/Pp7KyEoPBwKOPPipEQc6ePYvZbMbV1ZWYmBgaGho4dOgQSqWSW265BUDYc/jGrlosFg4ePIi7uzsXL16kvr6exYsXU1NTQ2VlpRDomD9/PpGRkXz44YfI5XKampro6ekRP6VrYo+UlBRSUlLYsmULr776KkajkaioKJKSkmhubmbr1q1cvHiRDRs2sGHDBmbOnElQUBDR0dGkpqZy8OBB9u/fT319vVAjlGxqe3s7p06dshFUyMrKIjU1lZSUFHbu3Cls88qVK3nmmWds7LGU3d+5cydfffWV6Lm0dOlSli5dyksvvcTBgweJiYlh1apVl/HmrgT9zUvWHEEY2MaNRGb9asC6yqKkpIRDhw6Rn59/1YJto4FhOxa+vr42L4bFYhHdKt97770RHdw4rh1Ga3HkqMGdNaRoRnR0NOfPn3fYzA4gKioKf39/pk6diouLC2q1WkRpDxw4wCeffOJQ79ueV2H9Mz4+nvXr16PX60U9bHp6uqiFlbqTtrW1CcLgn//8Z5YvX05ZWZlIu585c4bNmzezadMmEhP7NM3LyspYvXo1FRUVWL7+mll//St+3d10KJV0bt2K/8MPk7ZuHR9++CEuLi54enoC2ETzra+Dn58fwcHBNlEl+9IvaVFy4MABsTiRnCVrst1gEXzpGllnLKwVQobyrNhf+8GaG10Jxkqt6rVc3H9XSrrG0Qf7xZHU1CwlJYXs7Gw0Gg0hISF0dXWJZnISLwL6yp+k7tYKhYLo6GiKi4sFV0NqoBcTE4O7uztTpkzhk08+EcRnCdKcLzkKgYGBNDU1sXz5cgoKCoTy1IULF4R6Uk9PD25ublgsFjo7O4E+Ls6ECROYMmUKarWaH/3oRxw5coSenh6KiorQ6/WUlZWJzLCbmxtGo1Hs4+zZs6hUKtEdXFqP6PV65syZw7Jly2htbcXZ2Znq6mqSkpIICgoiJyeH1NRUlEolR44cQavV8vbbbxMYGEhXVxfz588nPj5e8Fmkmnwp05qdnc2FCxd45JFHCAoKYsuWLdx44438f//f/8eGDRs4ceIEFouFadOmMW/ePD7//HPa2tpEaZSvry9ms5n58+cLoY6ysjIOHz4MfFN+mpOTg8lkoru7W5D2a2pqcHFxQafTodVqeeWVV3jqqaeEQqBKpSI1NVUEoXQ6ncgI+Pj4sGrVKjE/HTx4kFWrVol5QJqPly9fbvPMORK2UKlUTJ061Ya0XVdXZ6PCBYNnf/tTBLRGf/uQhA08PDz6LbUa6jjGGqRybylYeD3b8GE7Fhs2bLB5iCQjk5CQgK+v74gObhzXDqO1OHLU4M4ROjo6aG5uRqfTiaiR9Yu2ePFiLl68SFBQkE3a9b777kOtVqNSqUhOTrYhnQGX1TBaRwsqKips0rlSFOfo0aOC5JednU17eztLliwR3VkLCgooLCyku7ubmTNnYjKZCAgIEAv9FStWkJGRQXBwMJ7Z2dyVkYGzxUKlpycvxcXxI6WS+0CQqWtqapgxYwbd3d3MmjXLZnGh1WrJycmhpqZG3Jvc3Fx++9vfUldXx1NPPSWiRvYa4PHx8YJTsX//fvbu3QvQrxqUI4lfa3UQ63s62LMyFEfi2zoGYyVaL2WKBpv4RgPX22Q6joFhfz+tbcGRI0c4f/48N998MykpKeh0OrKyssjMzMRgMNDW1oa3tzd33XUXe/fuRSaTceHCBTo6OvD29qa3t5eenh4sFgvx8fEsWbKE8vJyTpw4wYQJE2htbeXixYt0d3djsVhwdnYWylBnz56lqqqK9vZ2brzxRiZOnEhdXR0mk4kzZ87g7u4unAlXV1fxPamzuNSE7u2338bZ2Znjx4/T3d2NUqm0kXj19vZm9uzZFBcXU11djVwut+mbERERQW9vL5WVlYJIvWXLFnp7ewkJCaGmpoYvv/wSpVIp+hBVVVWhUqlQKpXU19fj5eUlVMrCwsJsBEKkTKter2fevHmkpqaSk5ODv78/Pj4+VFRUkJWVxYULFwCEqpTU98HPz4/IyEjq6urw8PCgtraWffv2ERsbS01NDWFhYUL2HPqkbBctWkRlZSUtLS0EBATg6enJj370I1588UVRWqZWq1m+fDkHDhwgMzMT+KYB5YsvvojRaKS8vJympiZSU1NZsWIFL730EocPH+aTTz7hzjvvFNloaT4GbOTZJUh2NSAggPz8fGJiYsSckZ6ezokTJ5g7d66YYx1VHTiy5/Hx8f1mNvrbh7WIy9VqAno1A1aO5smxEjAbDobtWDz22GOjMIxxjDWMVuRzsP1K0Yzy8nJqa2uBy8ugwJY/YB19kYzR/Pnzqaqqsim/AfolSdlL3sXHxwPfNHCrra2lo6ODiIgIGhsbcXd3p6mpCaVSCcBDDz2Ej4+PyGrk5OSwceNGMjMziYmJEQQ0hacnMjc3yp2d2Z+aSsIl/XppYgkICCAzM1NEGRcuXGjjBPn5+VFdXW2jyJSWlkZWVhZubm6AbbpY6o8hGeKcnBy2bt3K4sWLSU1NJTk5uV+Su6OGRdb3wp7wbi3vdy0cg6sVrXckt2iNsdD9eqxBKnkbx7eDdSBk1qxZqFQqIeOZkZHBrFmzCAgIoKenh5MnT+Ll5cX8+fOZP38+H374IcePH0cul/Poo4/i6enJwYMHCQ0NJSoqSti/m2++mS+++AInJydCQkJoaGjAaDTi4uJCcHAwVVVVgjReVlbG6dOnRSaiubmZ7u5uoQzl4+PDhAkTuHDhglBkMplM5ObmEh4eTn5+vuhlAX19NyIjIzl79izd3d00NTXh7+/PLbfcwpEjR5gxYwZ6vZ6TJ0/S2dlJa2srJpMJlUqFRqMRzo5CoQD6bIpSqcRoNFJWVkZvby8KhQJfX1+am5vp6enBx8eHbdu24efnx09/+lOWLFkibJlarRaZVutyUynCr1KpSEhIQKlUijlCIrpLi8TFixeTk5PDe++9R15eHkFBQYKnFhQUxLvvvktjYyNJSUksWrRIjFOtVuPt7c3hw4c5ffo0Tk5OuLu7o9FoOHjwIOXl5dTX1xMSEiK6bgPU1NRw++2326j+hYaG8txzz1FXV8eRI0doaGggMjLSJghi3UwVLhc0KS8vJz8/36apKYCLiwvx8fHC5ktVBzfddBMajQaw5TlKUuWPP/54v3a+v8at/Ym4jCaudcDqWh//SjAkx+L06dND3uGsWbOueDDjGDsYrchnf/u1j47X1dWJXg2OSNhSNN6a4CTVijo5OaHX64mOjhYTgMRNSElJIScnh+rqapt9WhOotm7dir+/Px4eHkRGRtLa2oqLiws33ngjy5cvJy0tjaCgIPbt24erqyt1dXXcfffdqNVq0tLSUCqVnDhxApVKxaFDhwj38CD1oYdITEykoKCA+/z8OHfxIqH79vFacjIVFRXCAZIIbUqlkoMHD9pI/YWHh7N//35iY2OJiIgQ1y41NVUoWEnEaElSVqfTcejQIebOnUtiYqIgUEvkPOmaOZLks1+o2xs46XepnEoi3Flf1+HA/njDjdSM5DM70LEluUVwnO35vpcj/fGPf2Ty5Mk8+OCDAPz4xz9m586dBAcH8+mnn3LTTTdd4xFe/8jIyBB18lJ3Zsn2SaUzP//5z20CKPHx8axdu5YLFy4wadIkLl68SHV1NQsWLGDFihVioZmbm4tKpWL27Nm4u7vz0Ucf0dXVRU9PD3q9HqVSiUwmw9nZGTc3NzQaDW5ubkRHR5OXlydUq6DPnhqNRnx8fMSi29XVFbPZLFSouru7RTZEkpINDQ0VHb8rKyvp7e1l9uzZTJ48mY8//hh/f386OjqIjo4WpVNnzpzh7rvvprKyUnS27uzsxMvLS/TZUCgUglgulWo1NTXR3d1NdHQ0OTk53HvvvUJt76GHHiIyMvKyUjS1Wk1WVhZqtZrOzk5iYmKoqamhsLCQlStX0t7ezvnz59m2bRutra08+eST6HQ66uvrmTdvHgcOHKCoqIigoCBMJhMtLS1kZ2cTEBAg5g4pKz1t2jT27duHUqlkypQpolzs+PHjNDQ04O7uTnJyMlqtlvDwcJtyJeuSpYyMDJ588klCQkIICAgQnD0pCCI5Fg0NDZepNknZcsnJkuxffHw8JSUlIhBnjaioKJYsWXIZz9FeqnywXhT2jVuvdlb2Wtvza338K8GQHIvZs2cPqC8tQSaTfacb5I1jdOCIkNVfAzXov5xKSpNmZmbS1dUlGtpZlzX5+flRU1MjDJu9WhH0NRjauXMnLS0tzJs3j7lz51JYWIi3tzcff/wx2dnZ+Pr6Ulpaio+PD7GxsSQmJvLiiy+yY8cOQkJCUCgUWCwWZuj1rPzv/8bjmWfg/vt58cUXKdFokMnlNmoV9lGx9PR0wd34+uuv0ev1eHl50dDQQEJCAmfPnhUp6+DgYBsDLqmbLF26lPT0dJuIkpQRsjZWjvqDgG10dMuWLeh0OhtujH3JjzXBvK6ubthZC/sJo7+O6lcjHTxQlMhe4tge3/dypE2bNrF9+3YA9u/fz/79+/nss8/44IMPWLduHV988cU1HuH1D0ccsczMTPLy8mzItdbvSlxcHI888oiwhUqlkunTp5OcnExoaChqtZpnn32WqqoqbrvtNp577jmgr5Tpo48+Eg33TCaT6Cqt0WgwGAwieyDxO6SMRUREBHq9nu7ubtGozsnJCScnJ9H0LygoiKCgIBobG4Wq08SJEzl37hwymYxz587R0dFBZGQknZ2dtLS04OfnxwMPPEBkZCQ9PT2CRA59WQSDwcCECROYPn06U6dO5fDhwygUCsxms+CXyOVyent7kcvlBAQE4Orqyu7du6mvr6empob29nZOnz7N+++/z9y5c1m9erUIaEm8u+7ubkpKSjCZTEIdatasWZSXl5OVlYVer+fvf/87ERERNnyH0tJSQkJC2L9/v1DJ8vb2JiAgQCguSfPL4sWLbaTPDx48KDpid3d3k5OTg8ViISwsjMDAQE6dOmVTrgS2GXlpTpS4OpLjkJ6ezsaNGwkMDMTZ2Zm7776blJQU0dHb2snw8/MTgTT7siTrOca6MauU/Vi5ciVqtdpGwXHjxo288847QvTEviv9tcS1tufX+vhXgiE5FlIqahzjGGlITkVeXp5YoFvD/qXqj/wtGS5psZeXl0d0dLQw8HV1dezbt4+EhASx6JYiUPZKUampqTQ2NlJZWYnJZCIpKYmZM2eya9cu8vLyRIRNcqKlY3Z0dODk5ERraytTpkxhUVkZv6uvx9lshvffh2eeISoqCi8vL5RKJQkJCcK4SrwI60iRWq2muroaX19fGhsbkcvlJCQk8OSTT9qQp60XwZITtXLlSoeOhP31lFLL6enpDh2Curo6XnzxRT777DMUCgW//e1vLyOH5+TkiKiSRDAfCUULR8pUcHXSwQNFiQbrUn4tMRbqcRsaGggLCwNg7969/PjHP+YHP/gBkydPJiEh4ZqM6bsGR4uNmJgYYmJiBpSplAIXubm5ZGdn4+LiIhTjNm/ezPHjx1GpVERGRornKCkpiYKCAtra2mhqasLFxYVp06YJPoVCocDDwwODwYBcLsfT05OgoCCWL1/OggUL2L17N01NTWRnZ9PR0UF3dzddXV3cdNNNyGQyzp8/T1tbG1OmTBF8zYKCArKysoS6FfSV0/3xj38UTmtkZCSHDx/Gy8uL2bNnM2/ePN5//33Onz9PR0cHBQUF+Pj4YDQaMRgMYnxRUVGEh4fz1Vdf0dHRgdlspqOjg7a2Nm666SZmzZrFggULAPj8888pLi6mtbUVT09PKioqRDYgODiYNWvW8PXXXzNlyhQmT56Ml5cXBw4coKqqiltuuYULFy6wZMkSAPbs2YNCocBgMBAbGyvUmrq6uujt7aW+vp7m5mZWrlxJeHg4H3/8sZB4tZY+T0tL4/Dhw3h7e+Pl5YXBYKClpYWf/exn6HQ6srOzycnJEfdaIl5b985wJC+u0+nQ6/X09PTwwx/+UGS/7WVfrRvQOWqU6ujZtM5uJyYm2gQSExMTeeedd8jKyiItLW1InD9Hz/dwbN9YsJPfZQzJsbAuuxjHOEYSUtlObGysjRJHfy99f9mKjIwMtm3bJtLA8+fPF4vsxsZGjEYj2dnZnD59mnXr1tmkXO2VonJycjh//rxQ1dDpdBw4cEA4FQqFAm9vb9HlVVpgnz17FgAvV1eeb2hg8SWOSO28ecjffRdLczM+Pj4888wzot7cmvNhH0WS1FWMRiPV1dXcfPPN/OEPfxiwYZ2UfZEwlGiHxN3oj7h34sQJurq6bOQKrY9rXa42kmlbR8pUVysdfD1GiWBs1OP6+vpSXV1NWFgYn3/+OS+//DKAiGSPY+QxVFEM6V2vqqpi+vTpeHh4oFKp2LlzJ66urri7uzNp0iQKCgqEYpF1NkTK1Op0OqZNm0Zubi5ms5mIiAh0Oh2hoaE0NjYyefJk7r33XioqKmhqahJyqoWFhaSnp9PR0cF9991HQUEBp0+fJigoiJaWFqqrqwkICGDFihVYLBYbYvT06dMJDAxkwoQJ5OXl4e7uTnh4OIcPH0aj0aDRaHBxccHd3V10FtdqtRgMBiGGAZCUlMTy5cuJiIjg6NGjtLW1UV5eTmRkJPfff78NmfnMmTOCXyJlVqQATEZGBgaDgcmTJ2MwGHBycmL+/PmC4J2Tk4NMJmPhwoUkJiZSUlJCbm4ucXFxrF27lsOHD3PgwAFUKhV+fn5ERUVx+PBhysrKWLJkCfn5+eTn57N8+XICAgIoLy+nrq7OpvR14sSJbNiwAVdXV/z8/Fi6dCllZWWcOHFCyM5acxWsOYmhoaHk5uYKJcSHHnqIdevW2fCh7FXJrDHQ3+xhHySSSnWl777wwgvC8ZBgvw4YzLbZN5obiDw+Fuzkt8FYd4yuuI9FUVERVVVVNpJ0AHfddde3HtQ4ho6x/oANBkfGSSJ/rVy50iaSn5iY2G+5jTT5WXcXraurQ6fTUVBQgJ+fH3l5ebS0tNgc31qFITc3lxdffJHq6mpqa2spKCggKSmJ999/H41Gg6+vLxqNRtTqenl5cdNNNwn+hsViwa21lX92dRGr12ORyfhkzhy2BATwWEEBgJi01Go1b7zxBu7u7uh0Onbv3k1YWJgNb2Tnzp1UVFQQEBDAhAkTSEpKuuweW18bCRKvRLo+Q5WDtf5p/fkTTzxh0yHb+trZl6tdTW6O/blfz+/BSGEs1OMuX76chx9+mOjoaJqbm/nRj34E9GURp0yZcs3G9V3GcO67dUBg3759Qo7azc0NJycnmpqaKCws5Pbbbxfvk0SYlfpoAIK/pdfriY2Nxc/Pj+zsbCoqKqisrBQlp+fPn+e2227DxcWF3NxcLl68SEJCAosXLyYrKwt3d3fUajVubm4cPXqU48ePs2TJEt59911yc3PZsmULVVVVFBQUsHbtWjo6OmhqaqK2tpaVK1dSWFhIaWkpra2tTJo0iXvuuQelUsn+/fuF4EZSUhIajYYTJ07w2Wef0d3dTUNDA2fOnOG2224jOTmZ1NRUgoODxaI0JyeHO++8k5MnT3LrrbcKTkVWVpbYJjY2luTkZKqqqoBvGq9KjeTmzZt32TWUrv+OHTtoa2sjIiICLy8vnJyc0Gq1NDQ0EBwczOzZs4mMjMTHx0c4GZGRkdx3331s2rRJ3M9FixbZ2L74+Hjy8/Nt7nV/i+y0tDSys7OZN2+eGPuWLVtEFj8+Pp4DBw5QXl7OihUrbL47HFvfX5BI2p8jPoh91+3+nnF7krkU6LInfjt6B64n3oI1xrpjNGzHory8nHvvvZeCggIb3oUkQTsekbq6GOsP2GCwNjiSgZBqTiXYn6Oj6Lojwx0aGkpkZCRZWVlMmDABlUrFvHnziI+Pv0y9qK6ujvXr14sonbOzM8eOHWPmzJnMnTuXEydOcMcdd5CVlUV5eTkuLi44OTkRGBjInj17OHr0KP4qFbuAML0eo6srmxct4mOjkbhLkZmGhgbBSUhLSyM9PR1/f3+SkpKYNm0aeXl5eHp6Eh8fb2MoVSqV+Nwe1tcGsCEW2jcBlK7fYPfB/vPBZGKHMsGMhgNsf+7X83vwXcKGDRuYPHky1dXV/OlPfxKZt/r6ep588slrPLrvJq5kkWfdUTkmJgadTidKW2bNmoWPj48g8kqiGtC3CJS4aYsXL+bEiROcPHmSwMBAFi5cSHd3N5WVlZw7d44zZ84gk8l4++23MZvNVFVV4eTkRHBwMDk5OZw7dw6j0UhBQYGQ6u7q6kKlUgkJ8Oeee44XX3yRr776CplMRlBQEM3NzcjlcgoKCli4cCEXLlwgICCAGTNmiH5BZWVl+Pn50dDQwJ49e0S/o6KiIvbu3cv06dPx9/dn0qRJtLe3c/DgQVasWCHKfCRbOmXKFCZNmoSLiwuTJ0+mpKQElUpFTk4Ox44ds2kMZz3/uLi4iMWyNN9IEXutVivKWZ988kmREU9KSqKtrY3w8HBOnTqFxWIhKipKZM8dLYSt7+fOnTttZFytn4vg4GCR0Y6Pj+fgwYMUFRURExPDk08+KeyyTqcTUu9paWl88MEH+Pv7C6fmSjDUbtlgywfprzO3o+0lEREp0OWI+G1/za5XjHXHaNiOxS9/+UvUajUHDx5ErVaTnZ1Nc3Mzv/rVr/jzn/88GmMcxwC4Gg/Y1cqKpKens2nTJqZPn87KlSuFA6BWq0lJSRF631LnaUd8DKkcSIqwW3eployMIxnVDRs2CNJgfX09nZ2dODs7s3//fiGxXFdXR1tbGwEBATg5OTFjxgyUSiXl5eV8/fXXdHd385avL78wmfg3f39O5Obygx/8QJR4ZWRkiLIpicchacgvXbpU1J2mpaWJbaRJrj/5Ukf3396gDuUZGco9/jbPwWg4wI7Oa6wa2quFsRBocHZ25plnnrnsc0lnfxzXFtbvsZ+fn8iiLl26VCggSVljqb4fbJ+njIwM9uzZQ1hYGD4+Ppw6dYqenh7uvfdeZs+ezRtvvEFubi7d3d24urri6emJn58fPT09BAcHo9VqAYiNjaWhoUE0uTMYDHR1dXHgwAH0er14llevXg30KQ3NmjWL119/nTNnznDs2DHWrFkj7Pe+ffuoqKhApVKhUChobm4WgaUbbrhBZDrc3d1JSEggNTWVPXv2sGvXLoKCgsTiWbIjUlPQ1tZWDh06RG9vLw0NDYLPYg3rd8+a22YfANm2bRuTJk3ioYceElmCmTNnkp6eztGjR6moqMDb2xtXV1fS0tIIDQ1l5cqVQn2pvyy0/QLbHlJPDujLzu/cuZPW1lYmTpwoeDYAPj4+ok/HrFmzOH36tFAVvNLnrL8qBGmusp6zhlNiJW1n/XMsEb9HC2PdMRq2Y5GRkcGhQ4cICAgQzWoWLFjAq6++ylNPPUVeXt5ojHMc/WC0HjBro3A1Fyvt7e0UFhZy9913CxnWadOmERMTw65du8R2Ul8K+zFv2LCBQ4cO0d7ejr+/v9g2ODhYaL1Ljop1rWxeXh5+fn4sWrSI119/nY6ODgBOnTrFjh07qKmp4ezZs3R1dREQEMC9994LwGf/+hey+np6nJ2ZMWMG3vffz+kbb6T8N7+hra2N0tJS0tPTWbp06WUG8+6772bjxo2sX7+eJ598UjRwklLr0vgGcgzs778jgzqUZ2Sge9xfano4GA0HuL9zHwqu9xLC/nCtmvP961//GvK24+Wy1waO3mN7m2T/DjmSDJW2l0pPnZ2dAdDr9WJxuH//fvLz80UlQ1ZWFnPmzOEnP/mJzX5mzpzJmTNnSEhI4J577mH79u10dHQQFBQkMrbS2KzLf2bOnMmLL77IiRMn8PHxscnAlJeXc+DAAU6fPi34oRqNhtzcXDw8PJg/fz7JycmitKe8vJxjx44RFxcnbK6EqqoqKioqcHd3p76+3sYhkcqmrK+hVKYL39gjlUpFT08PKpWKmTNnkpmZSW5uLp6enhiNRt5++23hdB8+fFhwQdra2oTiVlZWFl9++SXt7e1s2rTpMj6B/YLc+n5L18+aT6jT6XB2dkapVKJWq9m/fz9qtZq4uLjLnCJPT09iY2OHbCcdPWf2sO9TYV+2NBxbPtYX2d9HDNux6O3txdPTE+hr5lVXV8cNN9xAREQE586dG/EBfl9xrRc+1hEGR52vvy0cnZ91/b50LEkKNSgoiIkTJ9LU1ERlZaXNAjc3N5fNmzfT0dHB2bNn6ezsJDo6mkWLFgHflMhYKyZZl1NZkxM1Gg2pqamkp6djNBqZOnUqTz75JB9//DFarZauri7i4uKIioriyEcfsf3iRUItFh4KC+Ou++8nMjKSCw0NODk54erqSm1tLZs2baKkpOQyeVK1Wk1ra6voE3Px4kUAlixZclm512gbzoEW/v2lpofzjI6U8R+sOd1QMRYi+6MB6/KMqxmtu+eee4a03bgk+bXDQAo/9nAkGWoPKWofHh7O7t27bfo9xMfH8+mnn+Lk5ISPjw/t7e20tLRQVlZGfn6+aJ6WkpLCf/3Xf4nvpaSksHPnTrZt28bFixfFglvKXFtnYqOioujo6KCyspLXXnsNQBCXjUYj8+bNY+bMmaJ7eFhYGElJSURERBAeHs5LL71EZGQkixcvxsfHhyNHjgjnRbK/0rUqLy8XDtBzzz1HQ0MDGzZssCHL9yeCceDAAXJycjhw4AApKSmsXbuW3/zmN+zcuROj0Uh9fT1//OMfxXlJIhkJCQk0Njbi5eWFm5sb/v7+REVF2Sgjgm0JaH9y3ZKEu6T0FB4ezowZM6irq8PJyUnI7G7cuNGmtMqRAuOVPGfSNbWfZxxlLBxhuOuhkZonxnFlGLZjMWPGDPLz81Gr1SQkJPCnP/0JFxcXNm/eTGRk5GiM8XuJsbTwGY2IgKTilJmZadMhVDJ80nEl3oRWq+X06dM0NzcL5SfJCG3evJl33nkHd3d3goKCqKyspKuri3vuuQedTkdgYCAqlYr9+/djNBoFh0MymNJxpFKklStX0t3dze7duwkPDyclJYXAwEDq6+s5d+4c58+f58GoKLadPk1AVxcdTk7c4udHa2urMKi/+MUvxHHKysooLi4WJU7Qd0+llPfs2bOZOXMm3t7eNnW0/fWEqKurY/v27ZSVlbF69epB5fkGUseQMNA97i81PdrPqKPJZLDmdEPFWK9Rvd5gNpuv9RDGMQiGU2IylDp4qYQqJSWFmTNnCrsN3wSJcnJyKC0tJTQ0FA8PD5FFts6EOFIbkrIhku2XOjnX1NSQmZlJTEwM7777LtXV1UK+W5KlnTp1KiaTiSeffFLY1U8++QStVktzczNnz56lvb2dr7/+Gl9fXy5evEhMTAyFhYVC3nX16tU2JbSLFy+2cZw2bNgg7JCUCbfOGkiduxMTEy/reyNdi9bWVmbPnk1AQAATJ06ksLCQqVOnkpycjI+PD1lZWaLJoX0pr31PicTERIcZCuv7bt0vatq0aTg7O/PDH/6Q5ORk3nzzTQwGg00vo6Eqjdmjv+fMUY8k+MaOO7Ln0jmVl5eza9cuUUrV33bSsdevX09WVla/+x3H6GLYjsXvfvc7DAYDAC+++CLLli0jKSkJf39/duzYMeID/L7iWi18pBfUmgA2GrCePKQFt1arFWoaTzzxBKtWrRIGKDc3l4SEBCHfl5mZKco9Ojo6RDdXhUKBUqnEw8OD9957D61Wi0qlEp1Mb7/9dnx8fNizZw9Tp04VE6C98klHR4do8FRXV0daWhp6vZ7w8HDml5Tw8MaNOJlMXPTz4y8LFvBOdjYz3d2ZOnUqH374IY899piYECSuh9RUyf7e2nc4ta5/lqJfEuFbkjJ8/fXX6erqwtPTs1/DaZ9uhitzAPpbZIz2M+rIcRmsOd1QMdbT51easRyoE+44vr+wbgQ6ErB/9x1Fx1etWkV8fDybN28WSlMPPfQQzzzzjHiuJcKx9e9SPyLJVkrjDggIoL6+nszMTNrb23F3d6e7u5vg4GDuv/9+Tp8+TWFhISaTicLCQpEhiIyMxGAw0N3dTWRkJMnJyZw6dYrz588TFhYmCMxr1qwhJyeH6upqcnJy8PPzIycnR0iAW5ffWtsh+3OXeHHWpUoSz07C6tWr8fT0JDk5WRC3/fz8MBgMXLx4kcWLF9s4FMHBwcLO91e+Jh3T+h7YZzAkmVfr62vN8bAOZF2pfR9J2ypd24CAAJvPB5KiBTAYDKJkbRxXH8N2LKT0G8CUKVM4e/YsWq0WX19fUU85jm+Pa7XwsU5jOuIxwMg0qnEkYZiTk8NXX32FTqezUYaSFvYtLS08/vjjZGZmkpaWRnt7OzKZjFOnTnHDDTdQXl5OY2Mj3d3dVFdXU15ezpw5c3jkkUeIj48XXbNjY2OZNGkShw4dslH0ePPNN/nss89oaWmho6MDDw8PIiIiSE9P59ChQ8yaOpWfX7hAfGUlAEWRkRi3buVBT0/Orl8vOpTW1NTQ0tJCREQEarWa4uJiMUmtXr3aJnUuOU0lJSWo1Wq2b9/Oli1bWLVqFStWrAD6ol/r168nOzsb6CtBCAgIICQkZEDDaZ9uHmkHYLTVoBxNbGO5Od1I4kqzQRLJ3xHR/2rCYDDw1VdfOZQkf+qpp67RqL6/sCbujkTzSvt3v79FaEVFBfn5+dTW1tLd3c3p06dtZEulcWVmZor5wH7+sc5+NDc3093dTWlpKdHR0Wi1Wu6//37WrVsnbI1KpeLjjz8mKChIcNSeeOIJAMLDwwWPY82aNcyaNYsDBw4QHx9PcHAwgHDKrct5JAlT6x4J8+fPB3BYLiTxLY4cOUJRUZEIlEmQ7NjOnTtFH6fY2Fg2bNhAZmYm8+fP57777hPSr9aRensVKOsA1UBlS/YOibVKlFT6Zl3G5eg4I1GWPZxMujWJ3loZ0f656U/I47vEnxsJXK0S+2E7Fu+99x733nuvTbOs/hag4xgdjObDIb2Y5eXllxk0CUNtVCPtz3qsubm5vPHGG1gsFtauXSsMV0lJCaWlpYSFheHu7k5rayvr1q0TkZXc3FzRPVTKVCiVSt555x26urpISkrCaDTS2dlJd3c3gYGB9Pb2kpSUJMjbp0+f5siRI3R1dQHQ1NSETqcjNzeXZ599loyMDKGO4erqypIlS1i6dKkwvj84fpz4S82a3ouM5NcGA3e//z7Jyck8+eSTvPnmm2i1WiZNmsTtt9/O2bNniY2NRa/X8+GHH2IwGKioqGDbtm02962iokJkbhobG2lubqa8vFz8PScnB4PBwLx584Qj8cMf/nDQ+tGB1DGuloH5NuVSYz2rMJq40mjhWCjxysvL44477qCjowODwYCfnx8ajUaUKo47Flcf1sTdkX42BrIl0nGPHj3KsWPHKCoqYvv27Vy8eFGUGjk5OZGXl2dTymK9kAc4evQoJ06cwMXFBVdXV+RyOREREUIWNzc312aRWlVVxdatW/Hx8WHVqlViDlu3bh0ff/wxFosFtVpNVVWV4CT5+fmxe/dupk2bRnJyMmq1mvj4eCGvKzUxlbLAxcXFKBQKent7efzxx22ky6WysMLCQhvFJXuo1WomTZpEUFAQn3/+OefOnSMyMhK1Wk1ubq6YNxxBUlGcO3cu8fHxg5Yt2TsKUomZNRw5Jo5UFL/N3DGcTLo0ZntlRKniobi4WJRvXamQx0jiWnNjB8PVKrEftmOxdu1annjiCe666y4eeeQRUlJSUCgUozG2cfQDRw/HSLWzl17kLVu29Pv9wRYv1so09pGFtLQ0du3ahUwmE+ndjIwMioqKRLOhAwcOcPbsWb788ksaGhpYuHAh0dHRlJaWsnnzZiEhu3nzZrq6umhvb0en0/HQQw/R2tpKVVUVvr6+aLVaqqqqyMvLo7y8HJPJhFqtRqVScfz4cdzc3AD47W9/y9GjR5HL5fj7+9PZ2Ymrqys5OTls3LiRe++9l9tvv50PsrNJ0Gr534AA9shkuLi6UlJSwrFjxwgNDcVkMjFp0iQqKyvZsWMH7e3tdHV1MWHCBJycnJDJZJSVlQnSn7W8nmQkb731ViZMmGCTYk9JSWHNmjXiekt1st8mKn01DMyVkv+uZ1iXnEhSkleC69mpWrt2LXfeeSebNm3C29ubzMxMnJ2deeSRR/jlL395rYf3vcRQ+tFYYzjzyUC2RDqudYAmJyeHvXv3AjB//nz0er0IGllLhickJJCbm0tWVhY6nY7Ozk4CAgIIDg6mpqaGgwcPsmDBAg4fPszevXsxGAxinunvnIKCgkhJScHd3V2UlUqwFvEoKSkRC/rg4GCbRbmfnx8qlYrTp09TVlbGokWLLuMxFBcXc/fdd7NmzRrAVpjEGlJG58SJE6hUKtzc3DCbzVRUVJCZmcmpU6eIiIjot7SxpaWFL774gqioKIcS7P3dr61btxIWFib6YwCXOSbWmQV7FcXhzB39cT+Gk0m3XlM4KpcbKkZ74T+WuLGOcLUCT8N2LOrr6/n8889JS0vjxz/+Me7u7jzwwAOsWLGCm2++eTTGOA47OHo4hvNAD2Vba1UQewyWIrUux7CPLEjGoKmpieTkZHEeUmRKkveDvoxEZ2cn+/bt48YbbyQzM5OzZ8/y9ddfExwcTH19PQqFgu7ubvLz84mLixNRpDNnzqDT6ejt7SUkJIQ333yTuro6JkyYwKJFiwgLCyMqKgofHx/RNVWpVLJmzRosFgt//etfKS4u5tif/0x4eDhr164lPT2dbQsWUHnuHC5FRSK7IJfLMZlM3HrrrWg0Gurr6+nt7SU4OJi6ujpxXFdXV0wmE5mZmeI6SecfFBREY2MjgKjHlVLz1tdXSp1Pu9R0byAMFkm0/jmc7w4VV0r+G+tRn4Ew0iUnV3L8az2xnTp1irfeegu5XC7ez8jISP70pz/x05/+VHSGH8fYxXCeo6EsVqwdm/j4eDw9PYVkqzQ/SIESyW6o1Wqqq6tJSEgQwjASX01yCOLj40lLSyMvLw8PDw9B+HY0f2VkZPDVV18xderUy2ysBEnEQ8qQS/OWdeZdiqA3NTXR3d0tmgRLx5DI0dI4dTqdkBx3tGiXMjp5eXmkpKSQlJREYmIiarVaODgSz8LaLi5dulRwEq0xmP20npOXLFlyWTmu/TOQmpp6mYoi2BLUByqJtpcpv5I+E9ZrioqKikHLtfvDaNvHsZAxHghXK2A1bMfCycmJZcuWsWzZMjo6Ovj444/55z//yW233cakSZMoKysbjXGOwwqOHo7hPNBDnQiu1EGxr+W05lJUVFSQkpLCnj17OHDgAIGBgYJfUVpaypQpU0hJSUGn01FbW0tCQgI+Pj589NFHVFRU4OrqSkhICJWVlbS2tjJt2jTMZjNJSUmkpqaKSSYhIQG9Xs9XX31FQUGBKH9SqVQsXryYFStWiHpcaVGvUqkIDw8nNzeXLr2e14G1XV0cPXIEli6lpKRE9MhQKpVERUXR1NSEk5MTc+fOpampiSNHjqBUKgkJCWH16tWcOXMGg8FAXV0dLi4uVFZW4ubmRlBQEDExMWLC2rVrF83NzeTl5XHs2DFeeOEF4uLiBrzP3yaSaI+ByHBXkhWzH+twMJRxj1XnYzRLToZ6/Gt1bAnOzs7I5XIAgoKCqKqqYurUqXh7e1NdXX3NxjWOoWM4z5GjuaK/91Pqpm1NZpbmB/tjOqrBd5QRtO5PZL29/ZjUajUKhUKUXUmLXHtugf18Jdloa5uUmJhoQ/aWtt+/fz+LFi0S88vWrVtpbm7G39/fJtAgqSJKTg7A+fPnmTlzplgsx8XFsXHjRhvHxp7nIYmCwDeys9b/789+Sj2TJEfCuhxX+l3qIyI1RA4ICBBZJWuCen/HkSTrly9fPuRsinSPrZ8H6dra70MqSxvoPO0x2vbxes40jySG7VhYw93dnZSUFFpaWqisrKS4uHikxjWOYWI4D/RA2w5nwSZlGuwlUe33b2+IUlJSmDp1KpmZmRw+fJj29nY6Ojrw8/PDYrGwZMkS4uPjhTpGRUUFHR0dTJw4kWnTprF8+XLeeust2tvb8fX15eWXXxapZklbXYoWdXZ28umnnwLg4uKCVqvl4MGD+Pj4sHHjRlQqFWVlZcjlchYtWsTSpUvprq3loJMTCy6RTo2VlWzfvp1Dhw6hVquxWCzIZDJuvPFG2tvbKS4uxtfXl71799LW1kZkZCSTJk3iwoULNDU1kZCQgLu7O0qlkvj4eKKiosjKyiI1NZWGhgb279/P4sWL8fb25sCBA2RnZ5OWliZqe+07iQ8G62hYamoqKpVK8FWkCJH9RGnfGXWoWbGRWOAPlCrvLyI2FiLzjjDckpPROP61vh6xsbGcOHGC6Ohobr31Vp5//nk0Gg3vvvsuM2bMuKZjG8fQ8G2fo/7eT0ef9zdfwOURbUcZwaFyySoqKjCZTMTGxl5G8rX+6Wh/jmySNOfEx8eTmJjIhg0b2Lt3L8uWLbPJRki227pcSuLi2WdYBlos2/NPJJ6HJL9un6Hpb/EsBbIAh5wFSaVR6uC9c+fOy7YfTpmr1MCwv/sykG0HHHYTty5LG46TMNhzPVYDVtcbrsixkDIV27dv5+DBg4SFhZGamspHH3000uMbx1XGcBZsjqI9A8HagC9dupQ1a9aQkZFBSEgIRqMRs9lMdHQ0eXl5vPXWW5jNZmJiYgDw8vLi1KlTtLa2EhgYiF6vx2w2i/St1P9ix44deHh4UFlZycGDB5k4cSLu7u6YzWaMRiPNzc0UFBSQlJSETqejurqa3t5e5HI5HR0d7H7hBR5MSyPQaKTLyYl/d3Ulo6GBxeXluLi4EBgYyPHjx6murhbHLioqQiaTidKPmTNn8vDDD4uIl1arJT8/H0BMNIGBgUJCdu/evaSmprJu3ToWL17M5s2bhaKJNJE2Njbi5OTE4sWLaWpqEtfROrJjLScplSDdd999rFu37rLeD/ZOoaN7O5SsmD2HxtoY2zsr/cGRVOVgEbGxEJkfh2O88sortLe3A/D73/+eRx99lDVr1hAdHX0ZWXQc3030935+m/dWWsxKvIDExESbIIp9ozX7zKv9sa2DFv3NXdaN1iSbJPVfiomJsSn1lIQ1goKCxHcc2T2p1CslJcWml4ejxbIjKVtpG2n+kPh2A5GXrRfMjrKqjioLpOtrf82tz2GgMlfJWXIUIBponeHoGRmoJHskMVYDVtcbhu1YPPTQQ+zduxd3d3d+/OMf89xzz13Vyf1///d/ee2112hoaOCmm27ir3/9K/Pmzbtqxx8rGC3PeriG39H2/XW9tDYEubm5eHt7s3DhQm688UbRHO7MmTP85S9/wWw2i87Z+/bto7a2lo6ODmQyGQaDgYceeoiamhr279/PJ598QkxMDEuXLuWdd94hKyuL6upqSktLqampQaVSIZfLaW9vF+VIN9xwA2azGaVSiZubGy0tLYQePsxjzc24A5UuLny9bh0Xjh4lWqWip6cH6OOAuLu7YzKZ6O3tZfLkyYSEhHDvvfdy+vRpysvLWbVqlYjqVFRUXJZlsI7+pKam0t7eLhyJuLg4lixZQlpamlAHkbrUVlRUCB12+/Q8IBZtK1eutEkb2/d+sFYt2bdvH35+fgNyahzdP+v7b6/OMVxcySJkLETmx+EYc+bMEf+X1G7GMXYxGnNJf+/nYGVTwICRbOuACXzTu8HesYBvSpYAISQi7XewMh4JUkPO9vZ2lixZIlScPv/8cxoaGkTE3rrECxDN9OzPzxF52f76WAeMrG2g9X4kByMoKAi9Xm/DjXB0P+0XzNaNaB3dG2nediR3K43H+qej4w4UIBqObb+adn48YDUyGLZjoVAo+OCDD66JGtSOHTt4+umn2bRpEwkJCbzxxhukpKRw7tw5goKCrupYrjVGy7O2VuWAwZVtHE0U1t2Rpd+Tk5PR6/XC6KSlpXHo0CHi4+M5e/as6I/y2Wef0dXVhVKpZMKECYSHhxMQEIC3tzeurq5AnxTuhAkT6O7upr6+HhcXF/bt20dubi4PPvggMTExfP7557S3t9PZ2SmUnjw9PQkJCaG4uJhz586JWlUnJyducnXljdpa5MDncjmPARM++QSFQkF9fT3Z2dmCqH3rrbeKMqjs7GxWrlyJXq+30WcHW/KbZJTr6urQ6XSUlZWhVqsvcySsJ0NpgtFoNIKoZj1Z2BtBKQplf8/sez9Yq01JDoj9fRzqYsM60mVvjMPDwwkKCiI8PLzf70v7GHcSxjGOa4NrHaWV+AbWWQBHY3G06JOUgqT5xV5pqL/F7VAXkI6yEPHx8XzxxRccP36chQsXCkdFOgdJRt36/OwzslLpVHFxsZiHHGVZrGVU7c/BUUmTo+NZn6dUFqtUKjl48CArV64UTsZgtt5+TrC/P0PhXEoYLZv/bZ3k8bloZDBsx2L79u2jMY4h4fXXX2fVqlU8/vjjAGzatEmUWzz77LPXbFwjgatFjB0KHNWxOhpff2NOTk6mpKSE5ORk4WScPn1a8A2ee+45YbClCUGr1bJp0yaam5tRqVTMmDGD5uZmtm/fzr59+1Aqldxxxx3U1NRgNBrZt28fMTExLFu2DJlMxsGDB9FoNBQVFbFhwwYOHTqEXC7H3d0db29vnJ2dmTVrFnfccQdvv/02HR0doulOYGAgS5YsobS4mK/37eMXLS2YZTJobEStVhMZGcmZM2dobm7GYrHQ0dGB2Wxm3rx5JCUlAdiQ6uwjU/aRKx8fHzQaDTk5OZeR5CSZ3/j4eBueRH/RLWsjaO28DKTWYT0u+79LYywvL2fXrl2DljE5GoeEAwcOkJOTIzrgDhfXesEzjiuDWq0esFmqdY+WcVx7XM0oraM5Q8p6Sh2w+yP62kfzQ0NDhUqQXq+3sRGSpLejbtXSvoZiU6SgTF1dnU0Wwl6NyfocpMytPdfNeh6QlKek8VnbOWtpVWvYn0NiYiLLly+nrKwMlUolbP5AWQ6pLHbatGkYjUahWtWfrbfOZA9mj4eSxbDHSMlzSxifM8YGvhV5+2pCegl++9vfis/kcjnJycmXpfQkdHd3093dLX5va2sb9XFeKYb7QoymZy3VYOp0ugG1q/sbc1VVFTU1NXz88cfce++9QF/DuR07dpCdnS2MrV6vF51YGxoaCAgIoKOjg1tvvZXVq1dTUVHBnj17RIOhqKgoAgIC2LVrF62trVRUVPDEE09QWVmJ2WzGZDJx8uRJfvKTn9DS0oJcLsfT0xM3Nzeqqqo4efIkYWFhTJgwgUmTJjGjt5fs4mJqe3uJjIxky8WLvKnTYertZcqUKXR2dlJXVyf4DQqFAicnJyZMmEBjY6NQkAoICBAL561bt7J//37i4+NZunSpjSyvtFhfvnw5KSkpHD16lMLCQh566CEiIyPJyclh06ZNtLS0MGXKFJydnVm5ciX33Xcfr732Ghs3bmTBggX8x3/8h5BbtDbGUglaUFAQWVlZl90XCf09O9Ya7GFhYd/6ObIvwbI/1mCO9HhaevgYC+TD//iP/7D5vaenh7y8PD7//HPWrVt3TcY0jv5xNaO0/ZG3rbOeAz239t93tAi3zphLC3frc7ySd8T+Gj3//PM2WVpHmVvrzLC1LGpGRgbFxcXExcWJ0inrMlRrWdX+Soml3yMjI8nKyuK9994jKyuLVatWsW7dun6zHFLQ78EHHyQvL4+ioqIhn7c9L28o2Q17qVl7OApifhuMzxljA9eNY6HRaOjt7WXChAk2n0+YMIGzZ886/M6rr77K+vXrr8bwvjUGeyGu5oJBUraRjJK10XOUhraPrAC0t7dz4sQJlixZwmuvvUZdXZ0oiVGpVDz++OOcP3+e4OBgIiMj0Wq1aDQa0UVUQkJCAqdPn+bWW29lxYoVrFmzhrKyMgIDA5k+fTo6nY5t27YJ2dfu7m7Onj0rektYLBbuvPNO6uvrcXV1JSoqiqioKDq2buXfzp3jdoWCtQkJlJeXExsbS0xMDM3NzQQHB5OYmCg6s8rlctzc3NDr9RQVFXH77bezf/9+CgoK8PT0FMpUkiStRNaWlD52795NT08PRqMRHx8f/Pz8OHPmjHCu3n//fSZPnoxKpaKpqYn6+np++MMfiutdVlbGxYsXOXbsGO7u7hw6dAhPT08bYyxNqMuWLRuWvJ+EjIxvNNivpPmQPexLsOyPNZgjPZ6WHj62b9/Oli1bxALjWqC/Jnj/+7//y8mTJ6/yaMZxJbjaHL6hvuv2c46jRfhAAQ0Ymai2o/Hafyado73Sk6OM8WClQ/1B2mbPnj00NzcLuf/+siV6vR5nZ2eUSqVDsrY97J+DgcRarMU6pO2sy237y1Z9G3nu/ngdV4qxEJj5LuC6cSyuBL/97W95+umnxe9tbW0jEokdDQwWURmNFJ+9ooZ9mZO1nJy1aoV1V25roy7tLzw8nMWLF9ukjuGbqMyGDRsoLy9HJpMRFxcn9L87Ojo4efIkeXl5LFiwgKqqKi5evEhjYyMtLS28+OKLuLu7ExQURE9PD4WFhcycOZPu7m56e3vp7e3F1dUVo9GIyWQC4OLFixw4cIA777wTnU7Hmfx87j1xgntKSgCot1iovXCB999/H39/f6qrq2ltbaW5uZno6GgiIiK4cOECCxcupKGhgZ07dxIdHU1+fj41NTVYLBbMZjMffvih6Aje3t5OQEAAubm5VFdXc+utt9LT0yP+L8kUSl1ZdTodWVlZ5OXl4evry9KlS4mLixPZiLq6OqKioli+fDkzZ84EIDs7m3nz5tlcX+sJdaDGQ/0ZT/sJ70q7eg/lmMOJfl0LXK8TTFlZmc0CYyzhRz/6Eb/97W/Ztm3bqOz/97//Penp6Zw6dQoXFxd0Ot2oHOf7gNHk8H2b/dk7Eo4W4QMFNKy3vdKgyUC2wREPwV7paTA+25VIx6vVaiZMmCDmgP6yJY7OPTg4eMgBoKFeO8m+S//vjzD/beW5R/o5HS+lGhlcN45FQEAACoVCdCeW0NjYeFn3TAlKpRKlUnk1hjeiGIh8NRRjONRFkXQceyUN6W+O5OSsU5crV64kISGBAwcOoFarycnJYevWrUyZMoXS0lJhrHbu3GmTEk1NTeX06dPU19eTkpJCRUWFUG86d+4cHh4eBAQEUFdXh1wuZ968eXR0dLBr1y48PDxEB2uLxcKuXbswGAw25yWXyzGbzQCYTCZOnDjR52hotfypqorbLjkd74SG8kdPTwImTEClUpGdnY3JZMLDw4PQ0FBcXV3ZvHkz7e3tuLm58fTTT+Pk5IRSqaSlpQU/Pz8KCgpQqVQUFBSQlpbG/Pnz0Wg0eHp6UlJSgkqlAvo61ut0OgICAsS9seZE+Pj4CL1z+1rTjIwM0fdCmqh8fHwAaGhoEPvrb0IdSvM7GN0MgSMC42BSxddycX+9TjCrV68WXY3HGj766KNhd8odDoxGIw888ACJiYn8/e9/H7XjfB8wVktKhsuVcGRDRqtHR39/G+x4A0l2Dwbr83vttdfE5/1lS6zHMhRlrOFcb2s+hiP73h/349vY9pF+Tsfqc3+9YUiOxXC4CV5eXlc8mIHg4uJCfHw8Bw8e5J577gHAbDZz8OBBfv7zn4/KMa8Vvq2KwlAXRdL+HaVC+yMeS01/oM+QvPjii+zYsYOysjKWLFkCIIibOp1OkNSio6Ntmuncf//9AOKeWiwWent7SUpKIjY2Fo1Gg8Fg4IYbbhDN5cTza0gAAGzcSURBVIKCgoiNjUUmk/Hll19y/vx5TCYT7u7uBAcH09vbi0ajwWw24+rqiouLC3K5nMDAQO6LiWHlJ58QZDLR7eTEsccfZ8YTT3DHJR1wk8mEyWRi1qxZBAYGcuLECTIzM3FycsLZ2Vlkag4ePIi7uzt+fn7I5XJ8fHyYN28e+fn5No2XpFR9cXExPj4+3HLLLXz99ddkZ2eTl5dnc28Gi9o4Mu6S0S4pKbnMKRzseRhp43mlfInBxnEtF/fX6wQzWLT2akB6RyVYLBYaGhpoamrizTffHLXjSmWvb7/99qgd4/uCsVqGONxxjYYNGWiBbG3/BxLQsN/flUp2DxQkSkzsU3dMSUlxOJ6h2DhHhPmBth2opGu4Ts1QMNLP6Vh97q83DMmx8PHxGVDlwxq9vb3fakAD4emnn+anP/0pc+bMYd68ebzxxhsYDAahEvVdwWBa30MxVNY/h3IcaTFi7UBYQ6qfXL58uShxCg0NJSoqCldXV+rr6/Hx8eGZZ55BpVLx8ccfk5WVRUlJCb6+vpw4cYL4+HhCQ0OFNvby5ctJS0tj3759lJeX093djVKpZN++faJMqri4mFOnTjF79mwefvhhqqqq6OjoENKzM2bMYPHixWg0Gg4fPixKk0wmE0qlEg8PD8LCwli0Zw9BBgMXZDKeDAri31JSmBocLDp1h4eH8/HHHxMVFUVBQQFarZaenh6CgoJ44IEHmD59On//+99pa2sjICCAkJAQ8vLyuPnmm3F2dqa+vp68vDwefvhhYYhTU1MFyXr16tUAHD9+nNjYWLRaLbm5uZeVoDm6146eB+sJLCcnZ8CSopGI8g2EK+VLDDaOa7m4H59grhxS4EeC5NwvWrSIG2+88doMygGuJ3GPcVwZHNmQb6tENNAC2Vre1lp+9kolu6/k/CRYVx1UVFQ4zKQMxWm4UudsIBs6krbdfr66XstYv0sYkmPx5Zdfiv9fuHCBZ599lscee0w8FBkZGfzjH//g1VdfHZ1RXsKDDz5IU1MTzz//PA0NDcyePZvPP//8MkL3dxHDebn742tI+xmKEXFUHmU0Gtm7dy9arZZbbrmF559/nhUrVoiyHMlI79y5k/z8fFG25uvrK/ZfV1fHkSNHqKurY+/evZjNZmQyGQEBAXh4eKDRaKisrCQ0NJTz58+L8qTKyko6OjoEMXvq1KkYjUaRPfnss8/w9fXlwoULQF8JVHt7O62trTQ1NbHK3Z0XXFz4jZsbE6OiRMMkyfCmpKRQVVXF1q1bWbx4MY888gjFxcWUlJTg7OzM0qVL2bdvHxUVFSxdupSJEycSGRkpGuPdfvvtosmdtRN28eJFioqK8PPzIz4+nhMnTlBZWUlhYSFz585Fo9GIazxUJQ37eyxNGv2VFA2kAuXoeejvWRsKN2Mo+x8qxhf31ydeeOGFaz2EIeF6EvcYh2MMZmMc2ZCRVCLqz/ZJWQhr+dmBMBRb1x8ncjiLd/txDmVdMRoBnpG07fbncL2WsX6XMCTH4tZbbxX/f/HFF3n99ddtanjvuusuZs6cyebNm/npT3868qO0ws9//vNrUvp0rb3gK0mxgu1LB1z2wg3WFVRqqJOcnMztt9/Ovn37uHjxIl988QXx8fGsWrXKpownNzeXAwcOkJycjJeXF2VlZZw/f57bb79dNOIpKirCaDSi1WoJCQmhqamJmJgYlixZwr/+9S96enro6uri+PHjdHd3I5PJMJlMNDQ0iJKpmJgY7r77blQqFf/v//0/KioqCA0NxcXFhZ6eHnwsFpZZLHzo5obZbEanUvGEQkF4eDgGg4GDBw/i4+NjkyaWyJ4RERG8/PLLNh3EMzIy6Ozs5N5770Wr1XLw4EFBMM/KyhIyuJKTBX16/dXV1UybNk1c15KSEvbt20dXVxdRUVGim6s1D8VaSWM4z8ZwDf9wGhoNtH1/k8S4gf/+YLTKZZ999ln++Mc/DrhNcXHxFWVCridxj+87hhsEGQiJibZy6lLm2JGIyWDoz/Z9myxEf+cqBaxuuukmm4DUt8FAyo4SrEnow1l7XC3Yz1fXaxnrdwnDJm9nZGSwadOmyz6fM2cOP/vZz0ZkUGMR13qRZJ1iHc44BotaOCLV3nfffeTm5pKZmUlDQ4PIWK1du5aYmBiOHDniUP+6rq6O9evXC6P4wgsv4OPjQ1RUFNBnGOPj43nooYfIysrCYrHQ1dVFS0sLvb297N+/n7vuuovW1lb+9re/YTKZcHV1JTAwEIPBgNFopKenh5CQEFasWEFKSgqPPvooJ0+epLe3F71ej0wmY7aTEx/09BBlsRAWHs7fGhqEc6JUKmlubqagoICOjg5RriRlKqKjozly5Ajx8fE29erBwcFotVpycnLIy8ujubmZw4cPU15eTnJyMtCn1HTkyBEiIiKYPXs299xzj023cetrCLYZHkedsK2va3p6er/k7sEUxYbzbNjvbyjbD3f/I4Fr7eiPwxajVS77q1/9iscee2zAbSIjI4e8P2tcr+Ie30cMNwgyEOzl1EtKSiguLkahUIhncyTm+MHUn/qD/blK35MCX1JAarBztg8qOiKI99czwxrDyaQPhoGUKK8U9td5PNN97TFsxyIsLIwtW7bwpz/9yebz//u///tOR3vGihc83HHYv2T91erb70/qiXD77beTmppKcnKyqEtdu3atQ93rjIwMDAYD3t7eHD16lJ/+9KcYDAZuueUWSktLgb7Uc2RkJO+//z41NTV0dnbS09ODh4cHOTk5NDY2Eh0dTVdXF729vXh6ehIQEIBGoyE4OJjW1lYsFgunT5/m9OnTZGZmAn2E8Z6eHpYD/wBUQIOrK12TJtFbW4vRaCQ6Opp58+aRnZ2Nr68vra2tdHd3k5OTg9FoRKPRkJmZKfpY2PNOAEpLSwkNDeWee+4hOzub3Nxcurq6CA8PR61Wc/z4cY4fP86ECRNITk52yCuwJ2pb3wNHRlZK3Tc3N+Pv7z9g+n6kHWBH8olD3fZqqkyN49pitMplAwMDCQwMHNGxjuP6w3CDII4wUHY+LS1NdMIeLVGL4YqqWL87UuDpmWeeGVJZs71cPOCQID6U9YT18R1l0ocT5Bmo1Hoc3x0M27HYsGED9913H5999hkJCQlAX6T2/Pnz7Ny5c8QHOFYwVrzg0VZBkIyEFIWXeiLs3Llz0LpUyeC88sorlJWVodfrkcvlaLVaoqOjsVgsIuVqsViEk2AymfDx8cFoNFJYWEhZWRkKhQLoK084d+4cCoWCO++8k9raWo4ePUpWVpaQrA0ICKC7o4On29r43aWxHHVx4Rf+/iyaMYNHoqNpamri3LlztLS0sHLlSnJycgSx2mQyCQcqKiqKsrIyUepn3Y06NjaW1tZWXF1dmT17Nvfeey/r168nJydHTEoqlQpfX1+WLVt2xc6f9X1ITEy0Sd37+PgMuN/hOJ5DmeiGs4C/mov9wc7z+5rRuFbnPRbKZauqqtBqtVRVVdHb28upU6cAmDJlipB9HsfYwlCf15GY9/rLzkNfRnqk35srVeMbSF1JGttglQuO5OIdlWYN5boOJfA1VLtvX2p9rQO14xgdDNuxuOOOOygpKWHjxo2i4/Wdd97JE0888Z3OWHxXYU/u3rBhA0VFRaxcuVLoYkvRj+XLl+Pj49Mvz0OKAhmNRmQyGX5+figUCioqKjh37hwGg4FZs2YRGRlJbW0tPT09REREEB0dzdSpU3n77bfp7e2lo6ODkJAQenp6BN/C19eXGTNmUFtbS0tLC8eOHaO3t7evP4VOx3tdXdxxaRx/dXbm956etLe0MKG4mKeffpq//OUvtLa2curUKSZMmMDChQupr6/nBz/4AWfOnCEoKIjg4ODLuhWnp6dz6NAhQbSurq4mISFBnPvGjRt59tlnOXbsGElJSXR3d1NUVERkZKS4NoNNnkNpiNifHO23yRIMZaIbDrfnamb1hqIN/33MaIyF875W5bLPP/88//jHP8TvsbGxQF82ZdGiRaN23HFcORw9r1diL4eCgezTaAQO7Y83VK6CNbcvLi7O4fcGs7WO/j7Uc3SkmjVS6n2OlCjH8d3DFTXICwsL45VXXhnpsVz3uBKDdy0jq9bReAnFxcU2ZGP4hjS2cuVKm9pUuHzxkp6eTn19PU5OTkyePBkvLy9Onjwp+kRs3LiRoKAgbr/9drRarSiX2r17N52dnWI/MpmM0NBQKisrUSgUzJs3T/zNYrHQ1NQkmuAtkMm4A+iSyfiVlxdbu7sJdHfHy9mZ8vJyXnnlFU6dOsWkSZOYPXu24Ic4Oztz4cIFsrOzBZlbIphLEZXKykra29uJiopi8eLFWCwWwRmBPkP5hz/8waHyloTBFnuO/j4UUt1Q9j0QhjLRDIfbM9zJeTSf/bFSuni1MRbO+1qVy7799tvjPSyuMzh6Xq/EXg4FV7vq4EpFLaQyZLBdfNt/b6BzuVLenXScTZs20d7eDjBoZ+yxUs0xjrGDK3Isjh49yltvvUV5eTkffvghEydO5N1330WtVrNgwYKRHuN1gysxeKMVYRyKMZEUmiRHoqGhgalTp17WbVtCZWWlUIhKTU29LIpdV1dHbm4ugYGBTJw4UTSXk8lkGI1GPD09qampobKykq6uLj799FPS09N56aWXqK+v78s+0Oc4yOVyXnnlFf74xz+KDMjzzz/PokWLSEzsa0xUU1MDwF6ZjBd6e7lwww0c7+yE2loaGxsxm810dHQQExODh4cHcrmc8PBwWltbiY2NJSgoiMOHD9Pe3o5cLhcN/YqLi5k6dSpFRUXo9Xoxrri4OJYsWUJaWhqRkZE2xDrr62xv0FUq1YBOgqPJ1Z5UZx/FGui7o4HROM5oRte/r5PdWDjv72u57DiGj4F69AwnGn+tMZJ9pqQSQutSwsG+N9Dxh2tnExMTmTt3LidOnBh025HG97WE9buGYTsWO3fu5Cc/+QkrVqwgNzdXNBhqbW3llVde4dNPPx3xQY5FOHoBrsTgjZaRHK4+tUQuc6QQER8fT0lJCWfPnuXgwYNkZ2ezbNky9u/fT01NDVqtFj8/P8rLy8nKymLRokWsWrWKzZs38/HHH2MwGFAoFNxyyy1kZWWh0+mora0lNTUVlUpFS0uLWLxLaGpqori4mN/85jfs2LGD6upqmpubycnJobenh7W9vWz19+dCZyednZ28CoS0tXHjjTei0+loa2tDoVCgUqnw9/dn7dq1+Pj4kJOTQ0ZGBnV1dXh5eXH48GGcnZ259dZbhTRuXFwcqamponmfk5OTkJG1vmZSxkfKgCQm2jYbsieq9ae8Yd2oSNpWrVbbEOW2bNnCBx98gF6vZ+PGjTbfvRoLyatRKjCO7wbGy2XH0R+GsnAczNZcqdrSaOJK+0w5grUa4VC/N9Dxr0Tw5fnnn78iqdyBMNRg57Uu5RzHt8ewHYuXX36ZTZs28eijj/L++++Lz2+55RZefvnlER3cWIajF+BKFl8jtWDrT/FC+unopR6IJGYNaVHs7u6Oq6srFy5cEIvbBQsWkJubS3V1tfhbe3s7SUlJyGQyPD09kcvlmEwmTp48SU9PD2FhYVRXV5ORkYFSqaSrqwt3d3c6OzuxWCwAdHV18dprr2E2m3FycsLf3x9/f3+UXV28Wl3NMiDR3Z0lTk5YLBbc3d1RKBTMnj1bKEqZTCb8/f0pLCwkKSmJVatWER8fLxoXQV92xNfXlwkTJlBaWkpcXJyNHJ9UBrV06dLLrtnOnTttSsekZ0JytKRMRXJyspCd7Q/2TkhqaqrNvYmMjMTf339Qac2xMMkOdSxjIbo+jtHBeLnsOBxhNBaOV8LTGGmMVJBkuA1th3L8a7kuscZwg51jaS4bx/AwbMfi3LlzLFy48LLPvb29hc7y9wFjLdpqz4OwNwz9aWMP5GjYl/IkJyeTlJSETqcjKyuL3NxcoE+Nxd/fn8zMTFpbW2ltbWXDhg14e3vj6+uLs7MzdXV1tLe3ExwcTFBQkFB+6uzspLe3F5lMhkKhEJkLuVyO0WgUqlH19fVMlcnY2dtLDNAFbLFY6DQaMZlMtLW10dbWxv/93/+hUChQKBRotVpiYmIwGAwcPXqUpUuXEhwczKxZs6ioqKCnp4fw8HDmzJlDXV0dsbGxl2l8azQalixZ4tCw2Wd8pN+1Wq2Nk6DX67+1WsaKFSuIjIwc9HkbSxGfsTSWcYwuTp8+zYwZM5DL5Zw+fXrAbWfNmnWVRjWOsYbRmDcd8dFG09kYytx5pbDvPTFSWZBvi5G4dkO59/aBu/H54/rEsB2L4OBgSktLmTx5ss3nx44du+JGRdcjvs2LfC088cTERLRareg0mpaWJkjbjqRO09PTycnJobS0FIVCQX19PY2NjcycORMfHx8SEhI4d+4clZWVJCUlcfToUZG1iIiI4LHHHmPPnj3odDpCQ0MJCQkhMzMTjUaDq6srMplMdNEG6OnpsRlDQEAAcrmchoYGXF1d+VFPD2/39uJpsVAD3APkdHbi5OSESqWiq6tLqEhNmDCBCxcuCEUpJycnCgsLRS8KrVbLXXfdhYeHBwEBAXz66ackJCSIDtsqlUp0D3fEJZHgSK1D+t3Pz29YknqDqWUM9XkbSw7vcMYyHp26vjF79mwaGhoICgpi9uzZ4v22h0wmG1aDvHF8tzAaC2BHTd6uhBQ+VIxmwMTRuMeCLe/vnIdjt4d778fSXDaO4WHYjsWqVav45S9/ydatW5HJZOLBeuaZZ3juuedGY4zfOYyGYVq6dCl+fn79voShoaH4+fmJTqPWpG1H49u6dSsGgwGlUoler6e1tZVjx46RmZmJv78/ixcvprOzkzNnzuDq6kppaSlOTk6kpKTwP//zP2RkZFBfX49GoxFkbKPRiNlspr29HRcXF+RyOcBl/AqJZN3b20tjQwP/aTTyu0uLkSMyGY+6ulLV1QWX9is5FD4+PoSGhhIbG4vRaKSrq4s5c+bg7OzMzJkzbTIK0jVLT09HqVQSFxdHRUUFaWlp9PT0iB4Xr732moicSCVO9kZ0IH30qy2pN5bKi4YzlvHsxsjgWjloFRUVopGd1PhqHOO4GhiqtOpILVRHc8FrP+6xYgutM+rWQbZxAY5xOMKwHYtnn30Ws9nM4sWL6ejoYOHChSiVSp555hl+8YtfjMYYv3MYDcM00EsoLTYkQrB9JF0yFIDYbuXKlRw9epS8vDzmzJkjyhdaW1vRaDTk5eVRV1fH5MmTmTdvHufPnycwMJCUlBQaGhrYvXs3KpWKgIAA9Hq9kId1cup75MxmMy4uLnR1deHs7Az08R3c3NwwGAxUVVWRlJREQ2kpD+j1APyvQsF/KZXMiI3Fs7WVxsZG3N3d8ff3p6amhoceeogZM2ZQWFiITCbDYDCwf/9+IiIiuPvuu8VCS3Kw/Pz8bByyhoYG1Go1sbGxxMTECFUO+xInsDWi45GVb4/xazgyuFYOWkREhMP/j2Mcw8VwneOhLkCtRTK+jeP9bRe811pi/kqO3Z/s+LjdHocjDNuxkMlk/Nd//Rfr1q2jtLQUvV7PtGnTxjubDgNXYpiu1CBYKxetXLnyski6taEA2LZtG5MmTSI+Pp6ZM2dy/vx5IiIiKCgoAPoWDfn5+SL7MG3aNNasWYPFYuHTTz/l//7v/9i9ezdfffUVKpUKi8WCRqNBJpOJZ0TKGOj1elEW4eTkJEqXAgMD8fT0JDY2Fnd3d/5SWYlvSQn/3dKCj6cnkZGR7N+/n+7ubhITE3nhhRfIyclBp9Nx9OhR9u3bh06nw2w24+npSUBAAGq1+jIHS7qW0jWRVLHmz58vmgNa3y/rEifrqM1QnLr+7ttQ7uv3oUxoPDo1MhgLE/0//vEPAgIChODBr3/9azZv3sy0adNIS0sbdzzGMSC+jXM8mK0cC5nRazmGb3tse/sybrfH4QjDdixWrlzJf//3f+Pp6cm0adPE5waDgV/84hds3bp1RAd4vWC0F3+DGQT740u/a7VaG+Ui68V1RUWFTY+F4OBg9u/fzxdffMGJEyd44oknWLlyJe+99x6ZmZk4OTmxYMECjEYjBoMBmUxGS0sLDQ0NZGdnU1BQQG9vLx4eHvT09GAymWhpacFsNuPq6kpQUBCNjY309PTg7OyMXC7HbDZjNpsFUdtsNrOwrY0JGg3btm3Dzc2NpqYmWlpa6Onpwc/Pj4iICBQKBRMnTuTJJ58kODiY3Nxc/vWvf6HT6XB2dmb69OlERkbS2dlJQUEBb7zxBklJSezbt4+UlBQAtm/fLpriSdEsax6KlNWxJ+gNRCqzvw8j0ezJnpg/jnH0h4aGBjIzM1Gr1dfMCX3llVeEalxGRgZ/+9vfeOONN9i7dy9r165l165d12Rc4xjbcBT4GS4Gs6djwfG+lmP4tse2DrJt2bIF6JOjt58rRxPfh0Db9Y5hOxb/+Mc/+MMf/oCnp6fN552dnbzzzjvfW8ditKMQgxkE++NLi9HFixcTFhZGUFCQ2G7r1q04OTlhMpmYNm0axcXFbN68mfj4eKKiovD19WX69OnodDrKysqoqqpCLpcTFhaGk5MTLi4uFBcX09XVRV5eHm+88QY5OTm4ubmhUChoa2vDbDZjMBjw9fWlvb0dpVJJd3c3N910E1VVVSiVSurr65kwYQJ6vR69Xo9CJuM3JhPrOzsxAWVaLS033EBpaSlGoxEnJyduvvlmvvrqK7q6uvD19UWv15Oens6+fftob2/HZDKhUqlYs2YNS5cu5bHHHqO5uZljx46RlJREamoqWq2WrVu30tzcjKenJyUlJaxduxZA8E9yc3M5deqUw8X8QPfC/j4Mdt/GwkQ3VjE+gQwf/XXtvZqorq5mypQpAOzevZv777+f1atXc8stt7Bo0aJrMqZxjH1IttNeans4GMyejoUI+7Ucw0iqV0lrvZKSEsGruhrnNRayTuMYGEN2LNra2rBYLFgsFtrb23F1dRV/6+3t5dNPPxWL1+8jRnuBOJhBsD++TqejubmZyspKSktLOXXqFD4+Puh0OkwmExqNhuDgYJKTkwE4dOgQ+fn5rFy5kv/8z/+kvLycLVu2oFQq8fLyQqvVotfr+fLLL4Wyi1wuZ+LEiZw8eRKj0cjNN9/M1KlT2bhxI0ajEblcjo+PD66urmg0Gtrb21EoFDz66KPo9Xr2799PfX093d3dhKhU/K2tjbsuKcm86+bGIZ0O/6oqFi5cSHZ2NtOnT8doNJKfnw/ADTfcQHl5OZmZmZhMJmbNmoVWq2XJkiWEh4fz+OOPU15ezpw5c1i2bJnITNTV1QF9ncSl0qmYmBj8/PwoLi4mLCwMg8GA0Wgc9r0Ybqp4KIZ+MGJ+f7jeF+bjE8jw0V/X3qsJlUpFc3Mz4eHhfPHFFzz99NMAuLq60tnZec3GNY6xjZGYQ8eC4/B9QGJiIitXrgRsMxZX69jWP68HXO9z8XAxZMfCx8cHmUyGTCYjJibmsr/LZDLWr18/ooO7nnCtDVp/x4+IiGDWrFmUlZWh0+l4//33aWlpISwsjMLCQn7961/zm9/8hqCgIMrLy4mPjxclUXK5nJCQEB577DF27NhBfn6+cC7d3d258cYbcXFxobCwUGQzjhw5gpubG+7u7tx8882cP3+ehoYGZDIZSqUSjUbDwYMHqayspLu7m9bWVqLMZnZ3djIN6AbWurryrkJBt8VCQ0MDzs7OdHZ2kp+fj7e3N7NnzxY8jddff12MSavVotFouHDhArt37yY7Oxs3NzceeeQRVq1aZSMLu2rVKnbu3Mlnn31GV1cXYEvS3r17N7fffruoEx8M1oZjrKhjjMbC/GoayOtxArnW6K9r79XEkiVL+NnPfkZsbCwlJSXccccdABQWFl4mUz6OcUi41nOohLGwCBwLYxgIoaGhNpn8q2lzxspzMhx834JkQ3YsvvzySywWC7fffjs7d+7Ez89P/M3FxYWIiIgx+QJ8X+Hj44O/vz/Q12NEko5tbGyko6MDJycnGhsb6erqYseOHTz66KNkZWWRk5NDSUkJubm5mEwmOjs7qa2tJTQ0VDSi6+rqQqFQEB0dTV1dHdOnT0ej0fDll18KjkV4eDjBwcF89dVXmM1mLBYLCoUC6OtmbTAY6O3t5UcWC+8BPkAtsH7WLArc3eHMGZydnfHy8qK9vR2z2UxHRwcHDhzgkUce4Y477mDPnj10dXUREhJCV1cXZrOZkJAQIX0ZHh7ObbfdJpwD+87YarWaJ554QjR2bGhoQKvVotPpWLRoET4+PkO+3kMxHGO1G+xwxjUcA/ltz/d6nEDGAf/7v//L7373O6qrq9m5c6ewQzk5Odc0kzKOcQwFYyEg831biH7X8X0Lkg3Zsbj11luBPo3y8PBwZDLZqA1qHJdjuIZJKp/Zv38/2dnZREdHs2fPHhoaGlAoFHR1dXHjjTcSEBDAk08+SWBgIGq1Gp1OR15eHhcvXqSpqQkXFxf++c9/UlJSwg033CCkYd3d3bFYLKSkpHDgwAFqa2txdXVl2rRpNDY2UlZWRmNjI93d3SgUCsxmM729vfT29uLj40NHRwe1tbVMVSjwMZnIkMlY4erKlAkTaCwtxWw2M3XqVLq7u6mpqcHZ2VmMe9++fcyfP58VK1bg7u6OUqmkpaWFmTNnArBr1y6qq6tpbm6mu7tbXDeJpK7T6di3bx+pqaksXbqUDRs2sG/fPvbu3UtNTQ0uLi4sWLCArKws/Pz8+iXLb9++nbKyMlavXu3QcAyXyD3SGOrCfDjjGo6BHJ8cv5/w8fHhb3/722Wff58z2uO4fjAai8Dh2sLvykJ0rGderha+b0GyYZO3Dx06hEql4oEHHrD5/MMPP6Sjo4Of/vSnIza4cXyD4Rom6UFWq9V4enrS2NhIYWEhkyZNwtvbm5KSEnx9ffnDH/5ARUUFp0+f5tChQwQHB1NXV4fBYMDJyUn0oDCZTNTX1+Pn58f06dNpa2vjwoULVFZWUlZWhkKhQK/X09HRQXd3NwBdXV14enrS29tLW1ubKKXT6XRUV1djMpn4bycn2pRKvo6IIMjXF39/f9ra2lCr1fj6+tLZ2Ul1dTU9PT3MmzePmpoaurq62LRpE//5n//JkiVL+P3vf49erycpKYmlS5cSGRmJSqVi9+7dGAwGtm3bJq5LRUWF6FGhVqvZsGEDeXl5eHh4oNfrmTt3LvHx8TZ1o46MY0ZGBlu2bBEE8Ndee+2y+zIQkXssGdzhTGLDMZDflclxHMPH0aNHeeuttygvL+fDDz9k4sSJvPvuu6jVahYsWHCthzeOcQjY2+LRWAQO1xZ+Vxai48Gl7yeG7Vi8+uqrvPXWW5d9HhQUxOrVq8cdi1HClS7SpJrr3NxcJkyYQHJyMr/+9a/p6enh9OnTrF+/Hq1WS1tbGy0tLVRVVaHT6ZDJZCQlJfHDH/6Q1tZW9u7dS0VFBR4eHkycOJGKigoCAgIoLi4W2xuNRhobG/H09KStrY329nYmT55MW1sbrq6uTJw4Ef+WFtZfuMCDJhNtgJu7OzudnXFqbaWqoYH8/HzMZjN+fn50dHQwceJEfHx86OnpYdGiRTQ3N/Pll18SEBCASqWiqqqK6dOnU1RUBNg2QYqLi2P37t1CaldqgBcfH09cXBw7d+6kqKiIKVOmEBUVZSM9K107wKG8rMTTKCsrc1jeUVdXh1arJSUlxSGReyDJ2quN0ZrEviuT4ziGh507d/KTn/yEFStWkJubKwINra2tvPLKK3z66afXeITjGMc3uBqL3++rLRwPLn0/MWzHoqqqCrVafdnnERERVFVVjcigxnE5+jNMQ418Sw7Gli1bMBgMBAYGEhoaSmVlJQ0NDXR3dzNz5kx6enrIycmhp6eH3Nxc/u3f/g0fHx/uvPNO/vWvf1FTUyN4E56enkRHR9PT00Nzc7M4llwuFypizc3NuLi44O3tTWJrK/+j1eIL/AX4d7lcEK+9vLzQ6XSin4VOp6O3t5eamhoWLFhAQEAAlZWV1NfXc8MNN9Db28vu3bs5deoUy5cvZ+HCheh0OqGtLfWrWLlypTBqaWlpFBcXU1FRQVxcnA1ZWyqNcnQNHRnH0NBQVqxYQUZGBsHBwZd9JyMjY9j7HMc4vgt4+eWX2bRpE48++ijvv/+++PyWW27h5ZdfvoYjG8c4Lse4LR49fF8dqu87hu1YBAUFcfr06cvUPfLz8wVJbxwjj/4cCPtoS25urpCJ7erq4t5770Wv19t8T2pK19PTg1KppKenh4iICDw9PTl16hSenp5otVpaW1t5+eWXMZlMeHp6ctddd4kmdN7e3pw5c4b6+no6OjqQy+VCgripqUmoQN16661UV1WxoqaG/9BokAMZwKuurvhc4mk4OTkRHx+PRqMR0U0Ai8VCR0cHWq2W0tJSlEolt9xyi8gu6HQ6jh8/zv79+1myZIlovLVy5UqbztqAyE5I2Qv4JruRnp5uk1mwv+7p6ekO74n9tbe+R9eDnvo4xjEaOHfuHAsXLrzsc29vbyGUMI5xDBejVT46bovHMY6RxbAdi9TUVJ566ik8PT3F5PHVV1/xy1/+koceemjEBziOPvSXrrVfwKalpfHBBx9gMpkwm80UFRXR0tJCSEgIv/rVr6isrMTJyQmz2YyHhwfTpk3D19eXefPm8c9//pPm5mb8/f2Jjo5Go9Hg6upKT08P06dPp7i4WHAj3NzcCAoKor6+HkD8Hh0dTUFBgVCCmujtzTONjSxoagLg73I5T5rNmIxG5s2eTXR0NIWFhdTV1dHV1YX8UhbDzc2NkJAQ2tvbmTRpEh0dHYSEhBAVFUVWVhapqanEx8fzwQcfcOrUKSIjI4WutnU5k6PrZO+YDZRZsG4EZE/ktr/29vdofLK6OhhLfJVxQHBwMKWlpZcFn44dO0ZkZOS1GdQ4rnuM1+uPPMZt5zhGA8N2LF566SUuXLjA4sWLcXLq+7rZbObRRx/llVdeGfEBjqMP/UXApWiL1KMhOTkZvV5PVVUVZ86cwWg0UltbS0lJCd3d3dTX11NbW4uLiwt1dXVcuHCB0NBQIiIiePjhhzlw4ACTJk1i+fLl/OMf/6Cqqopbb72VqKgo/vznP9PW1iaOm5iYSH5+PgqFAicnJ8rKyrh48SKRkZHU1tYyyWTiqR07uKG7mx6ZjDdvvJG3lUrcL1xAr9czceJE/vCHP5CRkUFeXh7V1dW4uLhQU1PD5MmTefXVV9Hr9ajVatLS0igqKqK1tZX29nby8vLQarV9JVaJiaxevbpfLe2BjOdQOmNLDotarRZ9MByR/L5NSn3cwF85xhccYwurVq3il7/8JVu3bkUmk4ln+5lnnuG555671sMbx3WK8ZKlkcdI287xeWwccAWOhYuLCzt27OCll14iPz8fNzc3Zs6cSURExGiMbxyXYO9A2L+46enpbN26lZUrV7Jx40bq6uqE4lFISAjl5eVUV1czdepUZs2axY033kheXh6ZmZmo1WqWLl1KRkYGBw8epKKigr/+9a+cudRLIjMzU5RNubi40NnZSVFRETqdDrlcTmxsLLW1tTQ3N9PZ2Ymvry+enp506vV4m800yuWsCQig0s2NhLlziYyMJC8vj4kTJ7JhwwZiY2PRaDSsWbOG06dPU11dTU1NDVVVVTZNeLZs2cLRo0c5ffo0FRUVrFq1itjYWJKTk6moqCA4OFhcE2sDN5DxHEpnbGkM9oTrkVQTGV8cXznGFxxjC88++yxms5nFixfT0dHBwoULUSqVPPPMM/ziF7+41sMbx3WK8ZKlkcdI286x2M9pHFcfw3YsJMTExDjswD2O0cVwXtzU1FTmz5+PSqXiN7/5DWfPnqW5uZmnnnoKLy8vKioqMBqNNDU1sX37dgCWL19OVlYW6enpdHd34+zszOnTpykpKcHLy4u4uDhqamrQ6/WcOnVKNMrr7e2ltrYWXx8fSktLaW1tpRW4Uy7n5nvvJWziRFQtLVRXV5OdnY1SqaS0tJT8/Hz27NlDVVUVy5Yt4z//8z85f/48paWlHDp0iI8++oi5c+cSERHBqVOnMBgMzJ07lyVLluDj40NWVhYHDhygoqICQDgS5eXl7Nq1i5UrV4oGefYZh+FisNKnb4PxxfGVY3zBMbYgk8n4r//6L9atW0dpaSl6vZ5p06ahUqno7OzEzc3tWg9xHOMYByNvO4cyj40H0b77GJJj8fTTT/PSSy/h4eHB008/PeC2r7/++ogMbByO0d+LKzXEk3ozZGZm4u7uzrx58/Dy8mLKlCmUl5fT3d3Ntm3b6OzsxGg08v+3d+dxUVb7H8A/MwMzDNuwb8oqgppiuKPlkpikklq5IBWkWZn9Ms1c6qbmvdb1kpp2s8Wbem1BM7fUEvcdUUFQAkVgdFRAlmEdYNbz+4PmuQybIMug832/Xrxinnl8nvPM0HnO9znne45EIsG1a9eQlpYGJycneHp6cvuZm5tzOQ/6/VUqFV555RX88ccfKC0thZubG27fvo309HRY6HT4sqgIV7t2xZcSCSoqKpAhFkOZkQFftRo3btyATCbjErRtbW0xYcIEJCQkQKPRoKCgAG5ubrC1tYVWq8WZM2eQl5eH+Ph4TJo0CS+88ILBlLA5OTncNevXnNBXWk5OTtxno688WzvFa1sOfXrQsQl51AmFQvTq1QsAoFQqsXbtWvzrX/9CXl6ekUtGCGkPzbmP0UO0xx+PMcYetNOoUaOwZ88e2NnZYdSoUY0fjMfD8ePH27SAbamsrAwSiQSlpaWwtbU1dnHaxa5du7Blyxbcv38fGRkZAACRSAQHBwe4urpCJpNxq2Tb2dmhqKgI1dXVEIlE8PHx4XojGGPg8Xjc58Tj8VBRUQEAcHd3h1wuh1AoREBAANLT0+FeXY3tKhWeBFAOwJfPR9lfuRddu3aFWCxGTk4OKioq4O7uDgsLCzg4OGD+/PmwtrbGxo0b8fbbb6OiogLr1q1DRUUFzM3NkZqaCpFIhG7duuHDDz98YKWVlJSE2NhYLtekdu/Eo9QF+yiVlTz62qJuVCqVWLFiBY4cOQKhUIhFixZh0qRJ2LJlCz766CMIBAK88847WLx4cRuXvm2Ywv2BEEIeRkvqx2b1WJw4caLB30nnoW+I+vr6YuLEibh9+zaqqqpw8+ZNMMZgZ2eHiooKWFtbQ6vVgsfjQS6Xo7KyEkDN2hMCgQBWVlZQqVRQKpVgjKFnz5544YUXcPfuXfzxxx/Iz89Hfn4+1Go1nJyc4OvrC4ekJPygVsMRwH0AEWZmKNbpoFOrodFocO/ePXh7e4Mxht69e+Mf//gHtxCfXC5HSEgIvv76axw8eBCpqakoLy+HQqFAeXk5nJ2dMWLECAwfPpwbylS7h6Juo1sqlUIqlaKioqLF+RSdCXUXk0fNsmXL8O233yI0NBTnz5/HlClT8Nprr+HChQtYu3YtpkyZAoFAYOxiEkIIaUcPnWNBjKOxJ9m1k7cB4NixY1AqlVCr1dxaEVKpFCKRiOt9kEgkqKqqAmMMOp0OmZmZ3FSv+uliGWP49NNPUV1dDVdXV3h4eKCgoABmZmYQW1gg5Px5zFWrIQBwCcBkALk6HZ588kkUFBTg7t27UKvV6NWrF4YPH45u3bpBJpNh3759EAgEUCgUyMjIgIuLCzZt2oTS0lKoVCquV2P48OFYvXo1PDw8uKFM+sACMGx061e7Hjx4MORyOXJych7Zp/3UXUweNTt37sS2bdvw/PPPIzU1FUFBQdBoNEhJSQGPxzN28QghhHSAZgUWL7zwQrMPqF+kjLSPljzJ9vLyglQqNVhNWyAQwNzcHCqVCqWlpdyQJ41GAx8fH5iZmeHOnTvQ6XTQarW4fPkytFotAKC4uBiFhYWQSCQIfeYZTNm/HxNKSwEAh9zcsMjGBnnZ2RBbWOCJJ56Al5cXtm3bBh8fH3z44YeQSqWIjY3F2LFj0bNnTyQlJcHa2hrp6ekoLy83WMm7V69eOHPmDKysrLjr0Teya/dY1P1s4uLi4Ovri4SEhHrrTrRWRw5Pqt270tLzdmQ5acgW0bt79y769+8PAOjduzdEIhHmz59PQQUhhJiQZgUWEomE+50xhj179kAikWDAgAEAgMTERJSUlLQoAHnUPUyD6mEbiLUb0rWfZNc+nj55OyQkBHl5ecjIyIBarcbZs2eh1WpRXV0NANwwKD6fDz6fDxsbG/D5fPB4PMyePRtBQUH49NNPceHCBWi1Wuh0OlhYWIDH43HJ23Z2dlBpNLheXY0wAAsFAhxzdERpWRmCgoIgk8lw6tQpvPPOO1i3bh13vW5ubpDL5SgpKYGLiwumT5+O/v37QyqVwtfXF2PGjIFcLkdcXBy6dOkCR0dHnDt3DgcPHsTs2bMNGttubm7citj6ZO4HBR6t9aCgrr0a2S0dFtWRw6hoyBbR02q1EAqF3GszMzNYW1sbsUSEEEI6WrMCiy1btnC/L168GFOnTsU333zDjZfVarV4++23TSrh7WEaVA/bQKw79Ec/+5G+ES6Xy7nZkfTbpVIp1xvREHt7e3Tp0gVTpkzB4cOH4eTkhKCgIBw9ehT5+fnQaDQAwC1+V1VVBQsLC9jb2kKj0eDAgQP4RanETwCuMgbxrVsAgC5duoAxBoVCgbt37yIrKwvZ2dmIjIyEh4cHHBwcsGHDBty/fx9hYWEYP3483NzcuAa5PigqLS1FZmZmk59N3RWxawcejS2W11wNBQkPGp7UXo3slg6L6shhVDRkq3MxZg8SYwzR0dEQiUQAgOrqarz11lsGvY4A9WoT0hlR7zNpKy3Osdi8eTPOnj1rkIQnEAiwYMECDB06FDExMW1awM7qYRpUD9tA9PX1RWJiIpc3EB8fjy1btsDBwQHOzs4oKSnhhgClpaXB0dERzs7OkMlk4PF4sLCw4KZ4ZYzB0tISzs7OsLGxwcWLF5GcnAw+nw8rKytkZ2ejsLCQC0g0Gg2USiX4PB7e5/MRrlBgqlgMS2dnFPJ4uCUQwFKjgY2NDby9veHj44M///wTAoEAR44cQW5uLpydneHn58cFRfoF+86ePYuDBw8iIyMDaWlp3HVLpVJYWloCAIYNG8atQ1H3s9Hnk7RHo7ahIOFByd/t1chuadJ5RyapP0oJ8abAmD1IUVFRBq9ffvnlDj0/IeThUe8zaSstDiw0Gg2uX7+OwMBAg+3Xr1+HTqdrs4J1dg/ToHrYRpibmxtKSkqwadMm3L59GxKJBGq1GleuXIG1tTX8/Pzg6+uL0NBQAMDx48chFArh4eEBoVAIlUrFDX/SarWorKzErVu34OnpCWdnZ65H4vLly7CwsOByLwDA2toaA3v3xrzUVEwsLwcAzABwqksX9OnTB1KpFHfu3EFpaSmKiopgY2PDDaHKycmBs7Mzxo0bB7lcjqSkJCQmJmLQoEGwsbGBlZUVSkpKkJ6ejl69ehk0yLOzs3Hz5k0EBQU1+BSl9orYD+NBT2ceJkho7vdLT4ZIezFmD1Ltnm1CyKOFep9JW2lxYPHaa69h1qxZyMrKwqBBgwAACQkJ+Oc//4nXXnutzQtoymo/QcjKykJRUREuXryI8vJyqFQqDBs2jEuWTEhIgEwmQ0BAAIqLi3H+/HkuUZvH44HH43ENfv2PRqPB3r17UVFRAT6fj9zcXLi7u3P7AcAAFxdsuHIFvZVKaAD8TSzGzwIBxj3xBIYPH45vv/0WIpEIeXl5EIlE8PT0xMiRI5GUlISSkhJotVqYm5sjLi4OGRkZOHv2LACgb9++SElJQZ8+fTBx4sR61z569Gj4+flBLpdj8+bNuHDhAubPn99mycsPejrTnk/i6ckQaS/Ug0QIeRhUd5C20uLA4vPPP4ebmxvWrFmD3NxcADULpn3wwQd4//3327yAnVVHPHX29fXlft544w3Y2NggNDQUMpkMAAwSnx0cHCCXy7Ft2zakpKSgvLwcPB4PlpaWCAwMREFBAe7cuQOgJqlSp9NxjXx94OHo6IjIyEisXbsWcrkcIwDslslgr9GgxNwc77q5IV4kgrayEgqFAocOHUJiYiIEAgFUKhUKCgqgVCrRs2dPaDQaBAYGYsKECZBIJHBxcQEAbvXskpISpKSkwM7ODg4ODoiNjYWDgwMAIDY2FhEREXjxxReRk5ODjIwMXLlyBevWrWtWcNGchrsxn87Qk6HHG/VIEUI6A6qLiDG0OLDg8/lYtGgRFi1ahLKyMgAwqaRtvbZ+6tzQDFD6xd6kUilefPFFLslZPwvSpk2bsHnzZowePRpFRUVQq9VIS0tD+V9DlhhjqKysREZGBpeMDQCurq64f/8+1Go1+Hw+bG1t4evrC3Nzc+zduxd8Ph8zeDz8lzGYaTTItrPD7pdfBkpLoTx5EtXV1Th+/DiXZxMQEAA+nw8nJyeMHDkSXbp0AQBuJe3aCej6gCEpKQn5+flcj4s+gKr7u4eHB+bPn49169YhLS0N8fHxD/y8m9NwN+bTGXoy9HijHqmOd+vWLfz973/H8ePHkZeXBw8PD7z88sv46KOPDGaqIsSUUF1EjOGhFsjTaDQ4efIksrKyMGPGDAA1DWNbW1uTmV6wrZ86150BSi6XAwC32FtSUhJiY2ORlpaG7Oxs5OfnQyQSQaVSYf/+/ZDJZNDpdKisrOSmj9Wrrq7mcix4PB7Ky8u5oU48Hg9lZWWwsbGBnZ0dzpw5A0tLS6TZ2KCsrAxxAgE+srCA6+XL6NKlCyorKyGRSFBWVoby8nLw+XzY29vD1taWCxpiYmJw7do1bNq0CT169ICTkxNCQ0NRUVHBfV6JiYk4e/YsAgICANQs6FdRUYF+/fpxwZR+Zid9cKF/8vIgbdFw70xPejpTWciDUY9Ux9Pn+H377bfw9/dHamoqZs+eDYVCgc8//9zYxSPEKKguIsbQ4sDi9u3bCAsLg0wmg1KpxJgxY2BjY4PVq1dDqVTim2++aY9ydjpt/dS57hoM+qlk9Yu9ZWRkcEnOWVlZ2LlzJ8RiMVxcXFBaWgp3d3e4u7sjMTERCoUCPB4PZmZmUKlUsLS0hFarRVVVFQQCASoqKrjz6nMggoODMWHUKOTk5KCqqgoKS0tMd3ODebdueMbDA3fu3EFVVRWUSiW0Wi3GjRuHyspKWFpaIjIyEjKZjJu1KisrC/n5+Thz5gyuXr0KR0dHjBkzpsnPq6KiAhcvXkS/fv0QERFRryLs6Kf8nelJT2cqC3kw6pHqeGFhYQgLC+Ne+/n54caNG/j6668psCAmi+oiYgwtDizmzZuHAQMGICUlBY6Ojtz2yZMnt2qWHlNT9ym0vgLIycmBVCrlhgjdvn0bTk5O8PHxwdWrVyESieDj44Off/4ZJSUlKCsrg5WVFRwdHTF9+nRUVlbi0qVL0Ol0UKvVAAClUgkrKytUVVVBrVaDx+MZzOAlEAjQWy7HoMhIhHbrht8FAty6dQtSxvCsvz8uX76M7OxsBAUFwdHREaGhoVi5cqXB0/Ndu3Zxjd9u3bpxN/kuXbrg3r172Lt3L3x9fbleiNpTyHp5eeGZZ55Bt27duO1t9YT+YZ/2d6YnPZ2pLIQ8KkpLS7m8rYYolUpuGm4A3NBeQgghD6/FgcWZM2dw/vz5euNWfXx8cO/evTYr2OOodiO3safQ+u0RERHcYnJFRUVIT09HamoqpFIpfHx8oFarIRQKERQUBIFAgODgYAA1C99ptVqD86pUKggEAohEIu49tVrNTSn7tk6H6B9/hBljeOnWLcT5+XEJ2enp6SgoKIBOp0N+fj7y8vKQkpKCvLw8g5wQX19fREREQC6XIyEhgdsuFApx9epVFBUVwc3NzWAxPAcHB2zevBlmZmZQKBSwsbEx+AzqfjYP42GP1dCTns40JKkzlYWQziYzMxNffvllk70Vn332GT755JMOLBUhhDz+WhxY6HS6eg1XALh79y7XMDRl+lyIiIiIeqs/127kNvYUuu52Dw8PyGQylJeXo3fv3ujevTuuXbsGBwcHDBkyBIWFhUhOTkZJSQmuXbuG4uJi8Hg8LmgAAJFIBKFQCIFAAIVCAZVKBcYYxDweNgKIVqkAAHvEYkQpFKhKTYWtrS10Oh18fX3h6ekJqVSKp59+GpcvX0Z5eTmXTO3k5ASNRoN+/fph/vz5AMCtAp6YmIiSkhJMmzYNhYWFiIiI4Bb3u3DhAiIiItCrVy9cuXIFVlZWXHJ2Wz6hb8mxHtRYN9aQpIbOS8OjiClYsmQJVq9e3eQ+6enp6NGjB/f63r17CAsLw5QpU5rsRV+6dCkWLFjAvS4rK4Onp2frC00IISasxYHFs88+iy+++ALfffcdgJrk34qKCixfvhzjxo1r8wI+amJjY7kGX93AonYjt7Gxj7W35+TkYODAgZBKpcjOzoaVlRVkMhnu3r0LT09P3L9/HxcvXoROp8Pdu3ehVquRl5cHgUDAzQLF4/GgUqm4YVE6nQ6MMXjyeNhvbo6+KhW0ADb5+2MtgPLMTACAjY0NzMzMYG9vjx49enCL4AUFBSEtLQ1VVVW4e/cu8vLy4O/vj+PHjyMgIACzZ8+Gr68vYmNj4eLigoSEBIwdOxZPPvkk12Nx9OhRHDt2DAEBAVxSdu3ZsNpyXGhLjvWgxrqxhiQ1dF4aHkVMwfvvv4/o6Ogm9/Hz8+N+z8nJwahRozB06FDuHtUYkUgEkUjUFsUkhBDyl4daxyIsLAy9evVCdXU1ZsyYgZs3b8LJyYlrlJmyiIgIg//W1pxGbu2n5gcPHsTPP/+MgoICVFdXo6qqCkDNrFz6XAw9/ToSYrEYAQEByMvLw927dyEUCqFUKqHT6cDn88EYgwuAywBcVCoU8/mYotNBxuOhe/fuyMzKAmMM5ubm4PP5uHTpEu7duweFQoFLly7ByckJAwcOhEKhgEgkgpmZGby8vJD5V0CSk5ODTz75BBcvXsSkSZMQERGB7OxsbN68GTNnzsTs2bPRr18/JCcn1/tM6gZiHa2zNtYb+ruhpDxiCpydneHs7Nysfe/du4dRo0ahf//+2LJlC/h8fjuXjhBCSF0tDiw8PT2RkpKCHTt2ICUlBRUVFZg1axYiIyMhFovbo4wAgFWrVuHgwYNITk6GUChESUlJu52rNfr169eqBvLBgwe5RnhJSQnKy8u5noPS0lJuv9rJ10KhEK6urigqKoKXlxcCAgKgUCjg6uoKrVaL0tJSaDQarhcjH8A+AGEODljWpw/OJSRAUlaG4OBgiMViFBQU4M0338SZM2cQFxeHe/fuwcrKCk899RSefvppAMC+ffswcuRIWFpaYvLkydxUsvHx8VAoFBg0aBAXRGzatMngGsePHw8HB4dHogFfGw0/IqRzunfvHkaOHAlvb298/vnnKCgo4N5zc3MzYskIIcS0tCiwUKvV6NGjBw4cOIDIyEhERka2V7nqUalUmDJlCkJCQvD999932HnbU90x/Tk5OTh9+jTu3buHQ4cOwdLSEmZmZqiuroajoyOKi4uh0Wi4NSrMzc2h1Wq5HgylUomUlBRcuXIFYrEYjo6OyMvLg06ng5jPh52ZGUr/mhFqrlYLZ60WjnI5bG1tIRKJUFhYiA0bNnD5BSNHjoSfnx+uXr2KoKAgREZGcuXUr/QdFxdnEFT4+vpizpw5BnkKtWeAysnJafbn0dl01h4NQkzdkSNHkJmZiczMTHTt2tXgvdr5ZoQQQtpXiwILc3NzVFdXt1dZmqSfvWPr1q1GOX97qJvMvXLlShw/fhwVFRW4fPkynJycYG9vj8LCQmRnZ3M3SJFIBJ1OBzMzMwgEAm6Gp9q9GJWVldBoNDWrYN+7h190OpTrdHjHzw8FxcUoLi5GiVqNbnZ2mDhxIgoLCyGTyRAfHw9ra2usXbsWAwcOhLe3N6qqquDn58c19mtPjavveag9m1VDw3YcHBwQGxvLTf/Y1IxYdbe3VlsFLDT8iJDOKTo6+oG5GIS0l87+UIyQjtTiQahz587F6tWruWE1nZlSqURZWZnBT2fi6+vL/Rw8eBCHDx9GVVUVzM3NMXDgQDz33HOwsLAAYPjUjTEGxhgqKyuhVqshkUig+mtmp9qrbpubm+Nvo0YhRSjEEACD+HwsnzEDEyZMgIODAxhjSE9Ph62tLWbPno1evXrB19cXGzduxPHjx/HVV1+hpKTEYMG6nJwcbNq0iRveVLunoqGF7fRCQkK492v/XnefsWPHcgvttRV9wBIfH9/kfjk5Odi1a1ebnpsQQsjjrbn3GEJMQYtzLC5duoRjx47h8OHD6NOnD6ysrAze3717d5sVrrU6wzzltZ9kADU5FEDN8CCpVAqpVIrExEScPn0a5eXlYIzB3t4ePXv2xI4dO5Cdnc0FCnq1F3VijMHR0ZHLOeHxeHBxcUFRURFeU6nw2g8/wJwxSK2tMc/LC+FeXvjnnDkAgD179kChUODatWvIz8/HlStXAADTpk3D7du3oVQqYWdnV69XYfPmzQBg0PvQUE9FbXWf9ut/rzs9b+2ejbbqHWjuECbKoSCEENJSNEyWkP9pcWBRt6HZGg8zR3lLdIZ5yms3VgEYNMr1lVB2djaOHz8OuVwOnU4HCwsLHD58GFlZWdxsTg3h8Xhwc3ODTqeDjY0NKisrIRKJIObz8Q1jmPlXr9JpFxcsdHREiVqN8Fr/3traGvb29vDy8jJYS2LIkCHYvHkzYmNjuRXA9UJCQjBz5kzu99rbH0bd6Xnbo4Ju7hAmujkQQghpKRomS8j/tDiw2LJlS5udvKVzlLdUZ5invG5jtXajXF8ZxcTEoLS0lMuRKC4uRnl5Ofe6du5EbW5ubiguLkZOTg74fD6EQiG0Wi1iiorwokYDHYCVIhHujB8P+3v38OzAgRg/fjzi4+Px559/AgDEYjG8vb0RHBwMa2tr7N27F9nZ2ZDL5VxvSu31JTw8POotOtWaCrXu9LzGrKDp5kAIIYQQ8vCaHVjodDrExMTgt99+g0qlwujRo7F8+fJWTTHbkjnKH1V1G6v9+/fHd999h9u3b0MikcDOzg6lpaUGORRqtZpb0E4kEhkMfeLxeHB0dISzszMEAgHkcjmsra3B5/Ph5eWFwMBAJFZX4+kjR/CxqysO8XjwycpCVlYWl8tRUlKC6dOnA6jpgRo/fjw8PDywa9cuJCcnIzk5GS+88AJ8fX1RUlKCuLg4yOVyrpelLZPTWjs9LyGEEEII6RyaHVisWrUKK1asQGhoKMRiMdavX4/8/HxuaE97k8lkkMvlkMlk0Gq13AJr/v7+sLa27pAytFRDM0XExsZi586dEAqFEIvFMDMzQ58+fSAWi7mAQj/8Sb9qdm2MMbi5uUGhUKCyshJCoRCOjo7wVipRLhRySdFrY2Jw/uhRiJRK+Pv7c8Ok9N/XwoUL6z2drz3MCQASEhIQEBCAiIgIyOVyxMbG1gswaDYMQgghhBACtCCw2LZtGzZu3Ig333wTAHD06FGMHz8e//nPfzpkhdNly5bhv//9L/c6ODgYAHDixAmMHDmy3c//MBpKBo6IiEB5eTmcnJxw5coVXLx4EX/++SfUajXMzc25norGhj8BNQELYwwSiQQ8tRof3b2LKK0Wv0yeDGtra6xbtw6hYWHo1qsXAODMmTPIzs5Gjx49uIX39DMv1Q0O9MOcak8lW3ftitrXRAnPhBBCCCEEaEFgIZPJMG7cOO51aGgoeDwecnJy6i1I1B62bt36yK1hUTe/IicnB1KpFMuWLYOHhwfmzJmD06dP486dO6iqqmr2Qk4qlQoqlQouOh12azQI/iufwiwlBXu0Whw4cAAAMH/+fMTHx8Pe3h5CoRAODg7cTE5xcXHczEsNBQd1h3A1tHZFQ9dICCGEEEJMU7MDC41Gw62poFf7CTupr27jPD4+Hlu2bMGFCxfg4+ODU6dOoW/fvigtLcXNmzehVqthZWWF6upqaLVaWFhYwM/PD3l5eSgsLOSO4+PjgycqKrBOJoO7TodSAG9YW+NSTg6eHzAA/fv3R2hoKA4ePIhvvvkG1tbW8PDwgEqlQmxsLMaOHWuwXkRrgoOGEp4f1+FRj+t1EUIIIYS0hWYHFowxREdHG8yyVF1djbfeestgLYvOtI5FZxMSEoILFy4gLS0NO3fuhEwmg5eXFzQaDVQqFXg8HiwsLGBubo6SkhJUV1ejtLQUNjY2KCoqAlCTzD1NocCi27chZAy3LC3xAo+Hak9P2IvFUCqVMDc3R0VFBQCgvLwcKpUKw4YNg6OjIxhj8PLywtGjR5GWlsb1Wuh7I3bt2tVkw7k5Q58e1+FRj+t1EUIIIYS0hWYHFlFRUfW2vfzyy21amMdNQ0+4AwIC4OLigqqqKhQXFyMkJAS//fYbNwyKx+NxK4TrdDrcuXMHNjY26NKlC8rLy/GsToe/SaUAgJtPPIHtzz2HQeXlGD58OK5cuYLQ0FBUVFQ02PugT9y2sbFBeno6PD09DXItmtNwbk7vxuM6POpxvS5CCCGEkLbQ7MCiLdevMBV1G+rx8fGIi4uDr68vxGIxIiIiwOPxYG5uDgCQSCTQ6XRgjKF79+6Qy+UoLi6Gq6srpk+fjl9//RWpAK7xeFB27453798HO3sWCxcuBABIpVLIZDIuj6L2mhM5OTlcufr37w+pVAq5XG6Qa9GchnNz1np4XNeDeFyvixBCCCGkLbR4gTzSfHUb6r6+vvD19YWPjw8yMjLg5OSE5ORk+Pn54fr167CysoKlpSUYY5gyZQomT56MpUuXQpiWhosnTkAikeDGjRv4eto0/G3ZMrx28KDB8QHUm7WpoRmfgJr1I+omYlPDmRBCCCGEPCwKLNpR3Ya6VCqFVCpFRkYGEhMT4e7ujhEjRmDLli3g8XgAgLKyMvD5fNja2qJfv36YZ2eHZ+7exf7cXMx3dYWVlRUqKisBoMEVsOsGC00Nb/Lw8EBISAglJBNCCCGEkFajwKID6XssgoOD4e7ujm7duuHkyZPIzMyEvb09NBoNFAoFbG1tIc3IQMWsWRj3yy8AADuhEBqFAtZOTlwvREO9C3WDmQcNb2qPhGSaPYkQQgghxPRQYNEOGmtYJyYmIi4uDlevXsXAgQOxe/du5OXlQavVQiQSoaqqCgKBAL5WVnjj119hXVICAEibOhUF4eHwXL8ePB4PwcHBzU4gftDwpvZISKbZkwghhBBCTA8FFu2gqYZ1YWEh7ty5A8YYVCoV7O3tUV5eDolEAoVCgd5KJXZkZ6OLVgutlRUS5s6Fz7x5EMXHw8XFBb169cL8+fPbrCegPfIqaPYkQgghhBDTQ4FFO2isYe3l5YXu3bvDyckJL774Inbs2AG5XI5hw4YhOzsbFgIBflap0EWnQ4mrKy4uXYrvzpxBxF+9H/pjdvbhRZQETgghhBBieiiwaAd1G9b6oVH79u1DamoqpkyZApFIBI1GgyFDhiA0NBQ//fQTCgsLsamyEq8UFcFm5070trVFRNeuXDDxoMZ6R+U2UA4FIYQQQgipiwKLDqAfGiUWi+Ho6Ihu3bohJCQEcrkc0osX8cvbb+OMTge5XI5UiQReH3+M2T16AKg/lKqpRn1H5TZQDgUhhBBCCKmLAosOUHsdi8TERG67X0kJntu8GXY6HcLs7HBfrYZSqWzyWE016jsqt4FyKAghhBBCSF0UWHSA2sOYpFIpYmNj0Tc1Fc989x14Oh3uicV4e+5cnC4sRLdu3TB+/PhGj9VUo76jchsoh4IQQgghhNRFgUUHCxk4EH3++18EbNhQs+G558BfswaitDQsa0bOAjXqCSGEEEJIZ8Q3dgFMSmEhPGbORMD+/TWvP/wQ2L8f59PSEBsbi/j4eOOWjxBCCCGEkIdEPRYdaeNG4NgxwMoK2LoVeOklAJSzQAghhBBCHn0UWHSkDz+EIj0d5wcNwhNDh0I/6ImGNxFCCCGEPByaBr/zoKFQ7UmjqemlUKtrXpuZ4dBLL+Hbc+do2BMhhBBCSBvQz5hJbSvjox6L9iKXA9OnA0eOAOnpwJdfAqBhT4QQQgghbYnaVp0HBRbt4epVYNIkQCoFLC2Bp5/m3qJhT4QQQgghbYfaVp0HDYVqa7/8AoSE1AQVvr5AfDwwdaqxS0UIIYQQQki7osCirWi1wJIlwLRpQGUlMGYMcOkSEBTU4O45OTnYtWsXcnJyOrighBBCCCGEtD0KLNqKTFaTqA0AH3wA/P474OjY6O6UaEQIIYQQQh4nlGPRVnx9gZ9+AhSKmqTtB6BEI0IIIYQQ8jihHovW+PVX4MSJ/70OD29WUAH8L9GI5lsmhJDWe/755+Hl5QULCwu4u7vjlVdeoaGmhBDSwSiweBhaLfDhh8CUKTU/9+4Zu0SEEGLSRo0ahV9++QU3btzArl27kJWVhZdeesnYxSKEEJNCQ6FaqrgYiIwE/vij5nV0NODqatQiEUKIqZs/fz73u7e3N5YsWYJJkyZBrVbD3NzciCUjhBDTQYFFS/z5Z836FJmZgFgM/Oc/wIwZxi4VIYSQWuRyOX766ScMHTq00aBCqVRCqVRyr8vKyjqqeIQQ8tiioVDNtXs3MGRITVDh7Q2cO0dBBSGEdCKLFy+GlZUVHB0dIZPJsG/fvkb3/eyzzyCRSLgfT0/PDiwpIYQ8niiwaK69e4GKCmDUKODyZSA42NglIoSQx9qSJUvA4/Ga/Ll+/Tq3/wcffIArV67g8OHDEAgEePXVV8EYa/DYS5cuRWlpKfdz586djrosQkgbeJzXA3uUr42GQjXXt9/WLHb33nuAGX1shBDS3t5//31ER0c3uY+fnx/3u5OTE5ycnBAQEICePXvC09MTFy5caHBab5FIBJFI1NZFJoR0EP16YADw4osvGrk0betRvjZqITeXWAwsXGjsUhBCiMlwdnaGs7PzQ/1bnU4HAAZ5FISQx8fjvB7Yo3xtPNZYP/FjqKysDBKJBKWlpbC1tTV2cQghpFN41OvGhIQEXLp0CU899RTs7e2RlZWFjz/+GPfv38eff/7ZrJ6JR/0zIISQ9tKS+pFyLAghhDzSLC0tsXv3bowePRqBgYGYNWsWgoKCcOrUKRruRAghHYiGQhFCCHmk9enTB8ePHzd2MQghxORRjwUhhBBCCCGk1SiwIIQQQgghhLQaBRaEEEIIIYSQVqPAghBCCCGEENJqFFgQQgghhBBCWo0CC0IIIYQQQkirUWBBCCGEEEIIaTUKLAghhBBCCCGtZlIL5DHGANQsTU4IIaSGvk4sKyuDjY0NeDyekUvU8ej+QAghDdPXi/p6sikmFViUl5cDADw9PY1cEkII6Xw8PT1RWloKW1tbYxelw9H9gRBCmlZeXg6JRNLkPjzWnPDjMaHT6ZCTk2NyT+TKysrg6emJO3fumGSDoSn02TSOPpvGPW6fDWMM5eXlsLGxga2trUnVj3qP+v3hcfubbAm6drp2uvb2pb9HeHh4gM9vOovCpHos+Hw+unbtauxiGI2tra3J/c/XXPTZNI4+m8Y9Tp/Ng55CPe4el/vD4/Q32VJ07XTtpqYjr7259whK3iaEEEIIIYS0GgUWhBBCCCGEkFajwMIEiEQiLF++HCKRyNhF6XTos2kcfTaNo8+GdDam/DdJ107Xbmo687WbVPI2IYQQQgghpH1QjwUhhBBCCCGk1SiwIIQQQgghhLQaBRaEEEIIIYSQVqPAwsSsWrUKQ4cOhaWlJezs7IxdHKP66quv4OPjAwsLCwwePBgXL140dpE6hdOnTyM8PBweHh7g8XjYu3evsYvUKXz22WcYOHAgbGxs4OLigkmTJuHGjRvGLhYh9ZhaPW+Kdbkp19OmXBd//fXXCAoK4tavCAkJwR9//GHsYhmgwMLEqFQqTJkyBXPmzDF2UYxqx44dWLBgAZYvX46kpCT07dsXY8eORX5+vrGLZnQKhQJ9+/bFV199ZeyidCqnTp3C3LlzceHCBRw5cgRqtRrPPvssFAqFsYtGiAFTqudNtS435XralOvirl274p///CcSExNx+fJlPPPMM5g4cSL+/PNPYxeNQ7NCmaitW7fivffeQ0lJibGLYhSDBw/GwIED8e9//xsAoNPp4Onpif/7v//DkiVLjFy6zoPH42HPnj2YNGmSsYvS6RQUFMDFxQWnTp3C8OHDjV0cQuoxhXqe6nKqp029LnZwcEBMTAxmzZpl7KIAoB4LYoJUKhUSExMRGhrKbePz+QgNDUV8fLwRS0YeJaWlpQBqKnVCSMejupwAplsXa7VabN++HQqFAiEhIcYuDsfM2AUgpKMVFhZCq9XC1dXVYLurqyuuX79upFKRR4lOp8N7772HYcOGoXfv3sYuDiEmiepyYop18bVr1xASEoLq6mpYW1tjz5496NWrl7GLxaEei8fAkiVLwOPxmvyhSpaQtjN37lykpqZi+/btxi4KMRFUzxNSnynWxYGBgUhOTkZCQgLmzJmDqKgopKWlGbtYHOqxeAy8//77iI6ObnIfPz+/jinMI8DJyQkCgQD379832H7//n24ubkZqVTkUfHOO+/gwIEDOH36NLp27Wrs4hATQfV8fVSXmzZTrYuFQiH8/f0BAP3798elS5ewfv16fPvtt0YuWQ0KLB4Dzs7OcHZ2NnYxHhlCoRD9+/fHsWPHuGQ3nU6HY8eO4Z133jFu4UinxRjD//3f/2HPnj04efIkfH19jV0kYkKonq+P6nLTRHWxIZ1OB6VSaexicCiwMDEymQxyuRwymQxarRbJyckAAH9/f1hbWxu3cB1owYIFiIqKwoABAzBo0CB88cUXUCgUeO2114xdNKOrqKhAZmYm91oqlSI5ORkODg7w8vIyYsmMa+7cufj555+xb98+2NjYIC8vDwAgkUggFouNXDpC/seU6nlTrctNuZ425bp46dKleO655+Dl5YXy8nL8/PPPOHnyJOLi4oxdtP9hxKRERUUxAPV+Tpw4Yeyidbgvv/ySeXl5MaFQyAYNGsQuXLhg7CJ1CidOnGjwbyQqKsrYRTOqhj4TAGzLli3GLhohBkytnjfFutyU62lTrotnzpzJvL29mVAoZM7Ozmz06NHs8OHDxi6WAVrHghBCCCGEENJqNCsUIYQQQgghpNUosCCEEEIIIYS0GgUWhBBCCCGEkFajwIIQQgghhBDSahRYEEIIIYQQQlqNAgtCCCGEEEJIq1FgQQghhBBCCGk1CiwIIYQQQgghrUaBBXls8Xg87N2719jFwCuvvIJPP/3U2MVokI+PD7744osOOXZ7fx8nT54Ej8dDSUkJAODQoUN48sknodPp2u2chJD6oqOjMWnSJO71yJEj8d5773V4OerWCe3h1q1b4PF4SE5ObrdzNNfw4cPx888/G7sYDWrP+r/2sTvi+9i6dSvs7Oy419988w3Cw8Pb7XyPGgosCIfH4zX5s2LFCmMX8ZGTkpKC33//He+++26z9jfWDbgj5Obm4rnnnuuw84WFhcHc3Bw//fRTh52TkM4qOjqaq8uFQiH8/f2xcuVKaDSadj/37t278fe//71Z+3ZEMPA4+u2333D//n1Mnz69Wfu350MlY/L09ERubi569+7dYeecOXMmkpKScObMmQ47Z2dGgQXh5Obmcj9ffPEFbG1tDbYtXLiQ25cx1iE3pEfdl19+iSlTpsDa2trYRWkXWq222T0Cbm5uEIlE7VwiQ9HR0diwYUOHnpOQziosLAy5ubm4efMm3n//faxYsQIxMTEN7qtSqdrsvA4ODrCxsWmz45H6NmzYgNdeew18/uPZrGvu36NAIICbmxvMzMzauUT/IxQKMWPGDLrX/OXx/AskD8XNzY37kUgk4PF43Ovr16/DxsYGf/zxB/r37w+RSISzZ8/W6/IGgPfeew8jR47kXut0Onz22Wfw9fWFWCxG37598euvvzZajg8//BCDBw+ut71v375YuXIlAODSpUsYM2YMnJycIJFIMGLECCQlJTV6zIaegiUnJ4PH4+HWrVvctrNnz+Lpp5+GWCyGp6cn3n33XSgUCu79jRs3onv37rCwsICrqyteeumlRs+p1Wrx66+/1usibewY0dHROHXqFNavX889Wbx16xa0Wi1mzZrFfX6BgYFYv369wTH138Pnn38Od3d3ODo6Yu7cuVCr1dw++fn5CA8Ph1gshq+vb4NP8teuXYs+ffrAysoKnp6eePvtt1FRUcG9r+8C/u2339CrVy+IRCLIZLJmHbt2d/WKFSsa7BXbunUrgOb9zfz+++8ICAiAWCzGqFGjDL5HvfDwcFy+fBlZWVmNfk+EmAqRSAQ3Nzd4e3tjzpw5CA0NxW+//Qbgf3XIqlWr4OHhgcDAQADAnTt3MHXqVNjZ2cHBwQETJ040+H9Nq9ViwYIFsLOzg6OjIxYtWgTGmMF56/bEKpVKLF68GJ6enhCJRPD398f333+PW7duYdSoUQAAe3t78Hg8REdHA2i7OqG2GTNmYNq0aQbb1Go1nJycsG3bNgA1Qyqfeuop7vomTJjQZH1Sd5gMAOzduxc8Hs9g2759+9CvXz9YWFjAz88Pn3zyCfewjjGGFStWwMvLCyKRCB4eHk32ehcUFOD48eMG95qmjjFy5Ejcvn0b8+fP5+peACgqKkJERAS6dOkCS0tL9OnTB7GxsQbnGjlyJN59910sWrQIDg4OcHNzqzea4ebNmxg+fDgsLCzQq1cvHDlypF6ZFy9ejICAAFhaWsLPzw8ff/yxwf1qxYoVePLJJ/Gf//wHvr6+sLCwaNax6w6Fqt1TV/vn5MmTAGr+FhcuXIguXbrAysoKgwcP5t7T27p1K7y8vGBpaYnJkyejqKio3vWEh4fjt99+Q1VVVSPfkglhhDRgy5YtTCKRcK9PnDjBALCgoCB2+PBhlpmZyYqKilhUVBSbOHGiwb+dN28eGzFiBPf6H//4B+vRowc7dOgQy8rKYlu2bGEikYidPHmywXOnpqYyACwzM7Petps3bzLGGDt27Bj74YcfWHp6OktLS2OzZs1irq6urKysjPs3ANiePXsMyl9cXMy9f+XKFQaASaVSxhhjmZmZzMrKiq1bt45lZGSwc+fOseDgYBYdHc0YY+zSpUtMIBCwn3/+md26dYslJSWx9evXN/oZJiUlMQAsLy+P29bUMUpKSlhISAibPXs2y83NZbm5uUyj0TCVSsWWLVvGLl26xLKzs9mPP/7ILC0t2Y4dO7jjRkVFMVtbW/bWW2+x9PR0tn//fmZpacm+++47bp/nnnuO9e3bl8XHx7PLly+zoUOHMrFYzNatW8fts27dOnb8+HEmlUrZsWPHWGBgIJszZw73/pYtW5i5uTkbOnQoO3fuHLt+/TpTKBTNOnbt76O8vJy7xtzcXPb5558zS0tLdu3aNcbYg/9mZDIZE4lEbMGCBez69evsxx9/ZK6urvW+Y8YYc3V1ZVu2bGn0eyLEFDRUVz///POsX79+3PvW1tbslVdeYampqSw1NZWpVCrWs2dPNnPmTHb16lWWlpbGZsyYwQIDA5lSqWSMMbZ69Wpmb2/Pdu3axdXFNjY2BucaMWIEmzdvHvd66tSpzNPTk+3evZtlZWWxo0ePsu3btzONRsN27drFALAbN26w3NxcVlJSwhhr2zpB78CBA0wsFrPy8nJu2/79+5lYLObuJb/++ivbtWsXu3nzJrty5QoLDw9nffr0YVqtljHGmFQqZQDYlStXGGP1752MMbZnzx5Wu7l1+vRpZmtry7Zu3cqysrLY4cOHmY+PD1uxYgVjjLGdO3cyW1tb9vvvv7Pbt2+zhIQEg7q8rt27dzMrKyuuTA86RlFREevatStbuXIlVwczxtjdu3dZTEwMu3LlCsvKymIbNmxgAoGAJSQkGHyXtra2bMWKFSwjI4P997//ZTwejx0+fJgxxphWq2W9e/dmo0ePZsnJyezUqVMsODjYoP5njLG///3v7Ny5c0wqlbLffvuNubq6stWrV3PvL1++nFlZWbGwsDCWlJTEUlJSmnXsut9HSUmJwb1m3rx5zMXFhbvm119/nQ0dOpSdPn2aZWZmspiYGCYSiVhGRgZjjLELFy4wPp/PVq9ezW7cuMHWr1/P7Ozs6n3HCoWC8fl8duLEiUa/J1NBgQVpUGOBxd69ew32e1BgUV1dzSwtLdn58+cN9pk1axaLiIho9Px9+/ZlK1eu5F4vXbqUDR48uNH9tVots7GxYfv37+e2tTSwmDVrFnvjjTcMjnvmzBnG5/NZVVUV27VrF7O1tTUIXpqyZ88eJhAImE6n47Y96Bh1b8CNmTt3LnvxxRe511FRUczb25tpNBpu25QpU9i0adMYY4zduHGDAWAXL17k3k9PT2cADBr/de3cuZM5Ojpyr7ds2cIAsOTkZG5bc49d98aiFx8fzywsLLhAqTl/M0uXLmW9evUyeH/x4sUNNiKCg4O5GzYhpqp2Xa3T6diRI0eYSCRiCxcu5N53dXXlAgbGGPvhhx9YYGCgQR2mVCqZWCxmcXFxjDHG3N3d2b/+9S/ufbVazbp27dpoYKGvL44cOdJgORuqq9u6TqhdVicnJ7Zt2zZuW0REBFdvNqSgoIAB4B6CPExgMXr0aPbpp58a7PPDDz8wd3d3xhhja9asYQEBAUylUjVajtrWrVvH/Pz8DLY96Bje3t5N1v1648ePZ++//z73esSIEeypp54y2GfgwIFs8eLFjDHG4uLimJmZGbt37x73/h9//NFo/a8XExPD+vfvz71evnw5Mzc3Z/n5+dy25hy77vdR265du5iFhQU7e/YsY4yx27dvM4FAYHA8xmq+n6VLlzLGav4exo0bZ/D+tGnT6n3HjDFmb2/Ptm7d2ug1moqOG4RGHgsDBgxo0f6ZmZmorKzEmDFjDLarVCoEBwc3+u8iIyOxefNmfPzxx2CMITY2FgsWLODev3//Pv72t7/h5MmTyM/Ph1arRWVlJWQyWcsuqJaUlBRcvXrVYBgPYww6nQ5SqRRjxoyBt7c3/Pz8EBYWhrCwMEyePBmWlpYNHq+qqgoikcigC7ylx9D76quvsHnzZshkMlRVVUGlUuHJJ5802OeJJ56AQCDgXru7u+PatWsAgPT0dJiZmaF///7c+z169KjXZX/06FF89tlnuH79OsrKyqDRaFBdXY3KykqujEKhEEFBQdy/ae6xGyKTyTBp0iQsXLgQU6dOBdC8v5n09PR6w+VCQkIaPIdYLEZlZeUDy0LI4+7AgQOwtraGWq2GTqfDjBkzDIax9OnTB0KhkHudkpKCzMzMevkR1dXVyMrKQmlpKXJzcw3+XzQzM8OAAQPqDYfSS05OhkAgwIgRI5pd7rauE2qXderUqfjpp5/wyiuvQKFQYN++fdi+fTu3z82bN7Fs2TIkJCSgsLCQyymTyWQPnSCckpKCc+fOYdWqVdw2rVbL1bVTpkzBF198wd0nxo0bh/Dw8EbzBqqqqrihQnotPYa+DJ9++il++eUX3Lt3DyqVCkqlst79qXb9D9Tca/Lz8wHUfA+enp7w8PDg3m/oe9ixYwc2bNiArKwsVFRUQKPRwNbW1mAfb29vODs7c6+be+yGXLlyBa+88gr+/e9/Y9iwYQCAa9euQavVIiAgwGBfpVIJR0dH7pyTJ082eD8kJASHDh2qdw6619SgwIK0iJWVlcFrPp9f7wZSe5ykfnz+wYMH0aVLF4P9mkrkjYiIwOLFi5GUlISqqircuXPHYCxsVFQUioqKsH79enh7e0MkEiEkJKTRBC99QlvtstYup76sb775ZoNjWb28vCAUCpGUlISTJ0/i8OHDWLZsGVasWIFLly412Ih2cnJCZWUlVCoVd7O2sbFp0TEAYPv27Vi4cCHWrFmDkJAQ2NjYICYmBgkJCQb7mZubG7zm8Xgtmmr11q1bmDBhAubMmYNVq1bBwcEBZ8+exaxZs6BSqbibi1gsrjde+GEoFAo8//zzCAkJ4XJngIf/m2mMXC43uDkRYqpGjRqFr7/+GkKhEB4eHvUamXXr94qKCvTv37/BnKmH/X9KLBa3+N+0dZ1QW2RkJEaMGIH8/HwcOXIEYrEYYWFh3Pvh4eHw9vbGpk2b4OHhAZ1Oh969ezd5r2nqnqi/nk8++QQvvPBCvX9vYWEBT09P3LhxA0ePHsWRI0fw9ttvIyYmBqdOnapXzwM195ri4mKDbS09BgDExMRg/fr1+OKLL7hcu/fee6/etbb2XhMfH4/IyEh88sknGDt2LCQSCbZv3441a9YY7Ff37/Fh5eXl4fnnn8frr7+OWbNmcdsrKiogEAiQmJho8FAOwENNuEL3mhoUWJBWcXZ2RmpqqsG25ORkruKpneDbkidUXbt2xYgRI/DTTz+hqqoKY8aMgYuLC/f+uXPnsHHjRowbNw5ATYJhYWFhk+UEama+sre358pZW79+/ZCWlgZ/f/9Gj2NmZobQ0FCEhoZi+fLlsLOzw/Hjxxu8Qeh7FNLS0gx6F5o6hlAohFarNTjOuXPnMHToULz99tvctpYmI/fo0QMajQaJiYkYOHAgAODGjRsGyeyJiYnQ6XRYs2YNF4j98ssvbXLsuhhjePnll6HT6fDDDz8YBCrN+Zvp2bMnl3Sqd+HChXr76Z+sNtU7RoipsLKyarJ+q6tfv37YsWMHXFxc6j1N1nN3d0dCQgKGDx8OAFxd0K9fvwb379OnD3Q6HU6dOoXQ0NB67+sfwtSuB9uyTqhr6NCh8PT0xI4dO/DHH39gypQp3P2rqKgIN27cwKZNm/D0008DqJngoynOzs4oLy+HQqHgGsYN3Wtu3LjR5HchFosRHh6O8PBwzJ07Fz169MC1a9ca/FyDg4ORl5eH4uJi7v72oGM0dq+ZOHEiXn75ZQA1CfMZGRno1atXk9dcW8+ePXHnzh3k5ubC3d0dQP3v4fz58/D29sZHH33Ebbt9+3abHLuu6upqTJw4ET169MDatWsN3gsODoZWq0V+fj73/TZ0zroP8Ro6Z1ZWFqqrq+leAwosSCs988wziImJwbZt2xASEoIff/wRqamp3P9cNjY2WLhwIebPnw+dToennnoKpaWlOHfuHGxtbREVFdXosSMjI7F8+XKoVCqsW7fO4L3u3bvjhx9+wIABA1BWVoYPPvigySdh/v7+8PT0xIoVK7Bq1SpkZGTUezqyePFiDBkyBO+88w5ef/11WFlZIS0tDUeOHMG///1vHDhwANnZ2Rg+fDjs7e3x+++/Q6fTcbOn1OXs7Ix+/frh7NmzXGDxoGP4+PggISEBt27dgrW1NRwcHNC9e3ds27YNcXFx8PX1xQ8//IBLly7B19f3gd+PXmBgIMLCwvDmm2/i66+/hpmZGd577z2Dz8zf3x9qtRpffvklwsPDce7cOXzzzTdtcuy6VqxYgaNHj+Lw4cOoqKjgnkhKJJJm/c289dZbWLNmDT744AO8/vrrSExM5GaUqu3ChQtcbxYhpGUiIyMRExODiRMnYuXKlejatStu376N3bt3Y9GiRejatSvmzZuHf/7zn+jevTvXeGvqoYKPjw+ioqIwc+ZMbNiwAX379sXt27eRn5+PqVOnwtvbGzweDwcOHMC4ceMgFovbtE5oyIwZM/DNN98gIyMDJ06c4Lbb29vD0dER3333Hdzd3SGTybBkyZImjzV48GBYWlriww8/xLvvvouEhIR65Vi2bBkmTJgALy8vvPTSS+Dz+UhJSUFqair+8Y9/YOvWrdBqtdyxfvzxR4jFYnh7ezd4zuDgYDg5OeHcuXOYMGECADzwGD4+Pjh9+jSmT58OkUgEJycndO/eHb/++ivOnz8Pe3t7rF27Fvfv329RYBEaGoqAgABERUUhJiYGZWVlBgEEUHP/lslk2L59OwYOHIiDBw9iz549bXLsut58803cuXMHx44dQ0FBAbfdwcEBAQEBiIyMxKuvvoo1a9YgODgYBQUFOHbsGIKCgjB+/Hi8++67GDZsGD7//HNMnDgRcXFxDQ6DOnPmDPz8/NCtW7dmflKPMSPmd5BOrLHk7YaS4JYtW8ZcXV2ZRCJh8+fPZ++8847BrFA6nY598cUXLDAwkJmbmzNnZ2c2duxYdurUqSbLUFxczEQiEbO0tDSYtYOxmhmXBgwYwCwsLFj37t3Zzp076yWjoU6y2NmzZ1mfPn2YhYUFe/rpp9nOnTsNkrcZY+zixYtszJgxzNramllZWbGgoCC2atUqxlhNIveIESOYvb09E4vFLCgoyGBmpoZs3LiRDRkyhHv9oGPcuHGDDRkyhInFYq5s1dXVLDo6mkkkEmZnZ8fmzJnDlixZwvr27cv9u+bMzpWbm8vGjx/PRCIR8/LyYtu2bav3ma1du5a5u7szsVjMxo4dy7Zt22bwvTeUmNjcY9f+PkaMGMEA1PvRz97UnL+Z/fv3M39/fyYSidjTTz/NNm/eXO9v9I033mBvvvlmk98RIaagoTqiOe/n5uayV199lTk5OTGRSMT8/PzY7NmzWWlpKWOsJgF63rx5zNbWltnZ2bEFCxawV199tclZoaqqqtj8+fOZu7s7EwqFzN/fn23evJl7f+XKlczNzY3xeDwWFRXFGGu7OqEhaWlpDADz9vY2SFRnjLEjR46wnj17MpFIxIKCgtjJkycfmCy8Z88e5u/vz8RiMZswYQL77rvvWN3m1qFDh7jZ82xtbdmgQYO4WZv27NnDBg8ezGxtbZmVlRUbMmQIO3r0aJPXsGjRIjZ9+nSDMjR1jPj4eBYUFMREIhFXtqKiIjZx4kRmbW3NXFxc2N/+9rcHfpeMMTZx4kTue2Ks5j721FNPMaFQyAICAtihQ4fq3Y8/+OAD5ujoyKytrdm0adPYunXrDO4ty5cvN7jHNffYdb8Pb2/vBu81+tmb9LMu+vj4MHNzc+bu7s4mT57Mrl69yp3z+++/Z127dmVisZiFh4ezzz//vN598Nlnn2WfffZZw1+OieEx1kiGFSGk1aqqqhAYGIgdO3bQU/MOVlhYiMDAQFy+fLlFvTuEEPKoycvLwxNPPIGkpKRGezZI+/jzzz/xzDPPICMjAxKJxNjFMTpaII+QdiQWi7Ft27Ym8z9I+7h16xY2btxIQQUh5LHn5uaG77//vlUzI5KHk5ubi23btlFQ8RfqsSCEEEIIIYS0GvVYEEIIIYQQQlqNAgtCCCGEEEJIq1FgQQghhBBCCGk1CiwIIYQQQgghrUaBBSGEEEIIIaTVKLAghBBCCCGEtBoFFoQQQgghhJBWo8CCEEIIIYQQ0moUWBBCCCGEEEJajQILQgghhBBCSKv9P8MLxSAs+AfCAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n",
    "\n",
    "axes[0].set_title('Functional API predictions')\n",
    "axes[0].scatter(\n",
    "    testing_df[label], functional_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[0].set_xlabel('True values (standardized)')\n",
    "axes[0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1].set_title('Residuals vs predicted values')\n",
    "axes[1].scatter(\n",
    "    functional_predictions, testing_df[label] - functional_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[1].axhline(0, color='red', linestyle='--')\n",
    "axes[1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "717d75c2",
   "metadata": {},
   "source": [
    "## 5. Model comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "905307f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear regression R² on test set: 0.6586\n",
      "Sequential API model R² on test set: 0.7860\n",
      "Functional API model R² on test set: 0.7852\n"
     ]
    }
   ],
   "source": [
    "print(f'Linear regression R² on test set: {linear_rsquared:.4f}')\n",
    "print(f'Sequential API model R² on test set: {sequential_rsquared:.4f}')\n",
    "print(f'Functional API model R² on test set: {functional_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "74cc4e6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x900 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 2, figsize=(8, 9))\n",
    "\n",
    "# Linear regression\n",
    "axes[0, 0].set_title('Linear regression predictions')\n",
    "axes[0, 0].scatter(\n",
    "    testing_df[label], linear_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[0, 0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[0, 0].set_xlabel('True values (standardized)')\n",
    "axes[0, 0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[0, 1].set_title('Linear regression residuals')\n",
    "axes[0, 1].scatter(\n",
    "    linear_predictions, testing_df[label] - linear_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[0, 1].axhline(0, color='red', linestyle='--')\n",
    "axes[0, 1].set_xlabel('Predicted values (standardized)')\n",
    "axes[0, 1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "# Sequential API\n",
    "axes[1, 0].set_title('Sequential API predictions')\n",
    "axes[1, 0].scatter(\n",
    "    testing_df[label], sequential_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[1, 0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[1, 0].set_xlabel('True values (standardized)')\n",
    "axes[1, 0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1, 1].set_title('Sequential API residuals')\n",
    "axes[1, 1].scatter(\n",
    "    sequential_predictions, testing_df[label] - sequential_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[1, 1].axhline(0, color='red', linestyle='--')\n",
    "axes[1, 1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1, 1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "# Functional API\n",
    "axes[2, 0].set_title('Functional API predictions')\n",
    "axes[2, 0].scatter(\n",
    "    testing_df[label], functional_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[2, 0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[2, 0].set_xlabel('True values (standardized)')\n",
    "axes[2, 0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[2, 1].set_title('Functional API residuals')\n",
    "axes[2, 1].scatter(\n",
    "    functional_predictions, testing_df[label] - functional_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "\n",
    "axes[2, 1].axhline(0, color='red', linestyle='--')\n",
    "axes[2, 1].set_xlabel('Predicted values (standardized)')\n",
    "axes[2, 1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
