{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "absolute-lending",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Wizualizacja\n",
    "def autolabel(rects, values ,ax):\n",
    "    # Attach some text labels.\n",
    "    for (rect, value) in zip(rects, values):\n",
    "        ax.text(rect.get_x() + rect.get_width() / 2.,\n",
    "                rect.get_y() + rect.get_height() / 2.,\n",
    "                '%.3f'%value,\n",
    "                ha = 'center',\n",
    "                va = 'center',\n",
    "               fontsize= 15,\n",
    "               color ='black')\n",
    "        \n",
    "def plot_priori(labels, posteriori): \n",
    "    keys =[ r\"$\\bf{\" + (x.split('.',1)[0]).replace('_', ' ')+ \"}$\" +  '\\n' + x.split('.',1)[1] for i in range(1) for j in range(len(labels[i])) for x in labels[i][j].keys()]\n",
    "    aprori = [list(x) for i in range(1) for j in range(len(labels[i])) for x in labels[i][j].values()]\n",
    "    yes_aprori = np.array(aprori)[:,0]\n",
    "    no_aprori = np.array(aprori)[:,1]\n",
    "    \n",
    "    width = 0.55\n",
    "\n",
    "    fig = plt.figure(figsize=(25,10))\n",
    "    \n",
    "    ax1 = fig.add_subplot(121)\n",
    "    rec1 = ax1.bar(keys,yes_aprori,width, color ='lime', label= 'Positive stroke')\n",
    "    rec2 = ax1.bar(keys,no_aprori,width, color ='crimson', bottom = yes_aprori, label= 'Negative stroke')\n",
    "    ax1.set_yticks(np.arange(0, 1.1,0.1))\n",
    "    ax1.set_ylabel('Probability',fontsize=18)\n",
    "    ax1.set_xlabel('\\nFeatures',fontsize=18)\n",
    "    ax1.tick_params(axis='x', which='major', labelsize=12)\n",
    "    autolabel(rec1,yes_aprori, ax1)\n",
    "    autolabel(rec2,no_aprori, ax1)\n",
    "    ax1.legend(fontsize=15)\n",
    "    \n",
    "    ax2 = fig.add_subplot(122)\n",
    "    rec3 = ax2.bar(0, posteriori[1],capsize=1 ,color=['crimson'], label='Negative stroke')\n",
    "    rec4 = ax2.bar(1, posteriori[0], color=['lime'],label='Positive stroke')\n",
    "    ax2.set_ylabel('Probability',fontsize=18)\n",
    "    ax2.set_xlabel('\\nClasses',fontsize=18)\n",
    "    ax2.set_xticks([0,1])\n",
    "    ax2.set_yticks(np.arange(0, 1.1,0.1))\n",
    "    ax2.tick_params(axis='x', which='major', labelsize=15)\n",
    "    autolabel(rec3,[posteriori[1]], ax2)\n",
    "    autolabel(rec4,[posteriori[0]], ax2)\n",
    "    ax2.legend(fontsize=15)\n",
    "    \n",
    "    plt.show()\n",
    "\n",
    "\n",
    "#Wczytanie i normalizacja danych\n",
    "def NormalizeData(data):\n",
    "    for col in data.columns:\n",
    "        if data[col].dtype == object: \n",
    "            data[col] = data[col].str.lower()\n",
    "        if col == 'smoking_status':\n",
    "            data[col] = data[col].str.replace(\" \", \"_\")\n",
    "        if col == 'stroke':\n",
    "            data[col] = data[col].replace({1: 'yes'})\n",
    "            data[col] = data[col].replace({0: 'no'})\n",
    "        if col == 'hypertension':\n",
    "            data[col] = data[col].replace({1: 'yes'})\n",
    "            data[col] = data[col].replace({0: 'no'})\n",
    "        if col == 'heart_disease':\n",
    "            data[col] = data[col].replace({1: 'yes'})\n",
    "            data[col] = data[col].replace({0: 'no'})\n",
    "        if col == 'bmi':\n",
    "            bins = [19,25,30,35,40,90]\n",
    "            labels=['correct','overweight','obesity_1','obesity_2','extreme']\n",
    "            data[col] = pd.cut(data[col], bins, labels = labels,include_lowest = True)\n",
    "        if col == 'age':\n",
    "            bins = [0, 30, 40, 50, 60, 70, 80, 90]\n",
    "            labels = ['0-29', '30-39', '40-49', '50-59', '60-69', '70-79', '80-89',]\n",
    "            data[col] = pd.cut(data[col], bins, labels = labels,include_lowest = True)\n",
    "        if col == 'avg_glucose_level':\n",
    "            bins = [50,70,90,110,130,150,170,190,210,230,250,270]\n",
    "            labels = ['50-70', '70-90', '90-110','110-130','130-150','150-170','170-190','190-210', '210-230','230-250','250-270']\n",
    "            data[col] = pd.cut(data[col], bins, labels = labels,include_lowest = True)\n",
    "    data = data.dropna()\n",
    "    return data\n",
    "\n",
    "def count_a_priori_prob(dataset):\n",
    "    is_stroke_amount = len(dataset[dataset.stroke == 'yes'])\n",
    "    no_stroke_amount = len(dataset[dataset.stroke == 'no'])\n",
    "    data_length = len(dataset.stroke)\n",
    "    return {'yes': float(is_stroke_amount)/float(data_length), 'no': float(no_stroke_amount)/float(data_length)}\n",
    "\n",
    "def separate_labels_from_properties(X_train):\n",
    "\n",
    "    labels = X_train.columns\n",
    "    labels_values = {}\n",
    "    for label in labels:\n",
    "        labels_values[label] = set(X_train[label])\n",
    "    \n",
    "    to_return = []\n",
    "    for x in labels:\n",
    "        to_return.append({x: labels_values[x]})\n",
    "\n",
    "    return to_return\n",
    "\n",
    "data = pd.read_csv(\"healthcare-dataset-stroke-data.csv\")\n",
    "data = NormalizeData(data)\n",
    "\n",
    "#podział danych na treningowy i testowy \n",
    "data_train, data_test = train_test_split(data, random_state = 42)\n",
    "\n",
    "#rozdzielenie etykiet i cech\n",
    "X_train =data_train[['gender', 'age', 'bmi','smoking_status', 'work_type','hypertension','heart_disease']]\n",
    "Y_train = data_train['stroke']\n",
    "\n",
    "#rozdzielenie etykiet i cech\n",
    "# Dane wejściowe - zbiór danych, wektor etykiet,  wektor prawdopodobieństw a priori dla klas.\n",
    "\n",
    "# Wygenerowanie wektora prawdopodobieństw a priori dla klas.\n",
    "a_priori_prob = count_a_priori_prob(data_train)\n",
    "labels = separate_labels_from_properties(X_train)\n",
    "\n",
    "class NaiveBayes():\n",
    "    def __init__(self, dataset, labels, a_priori_prob):\n",
    "        self.dataset = dataset\n",
    "        self.labels = labels\n",
    "        self.a_priori_prob = a_priori_prob\n",
    "    \n",
    "    def count_bayes(self):\n",
    "        label_probs_return = []\n",
    "        posteriori_return = []\n",
    "        final_probs = {'top_yes': 0.0, 'top_no': 0.0, 'total': 0.0}\n",
    "        \n",
    "        # self.labels - Wartości etykiet które nas interesują, opcjonalnie podane sa wszystkie.\n",
    "        # [{'gender': {'female', 'male', 'other'}}, {'age': {'50-59', '40-49', '60-69', '70+', '18-29', '30-39'}}, {'ever_married': {'no', 'yes'}}, {'Residence_type': {'rural', 'urban'}}, {'bmi': {'high', 'mid', 'low'}}, {'smoking_status': {'unknown', 'smokes', 'never_smoked', 'formerly_smoked'}}, {'work_type': {'self_employed', 'private', 'never_worked', 'govt_job'}}, {'hypertension': {'no', 'yes'}}, {'heart_disease': {'no', 'yes'}}]\n",
    "        # Dla kazdej z klas - 'yes', 'no'\n",
    "        for idx, cls in enumerate(list(set(self.dataset['stroke']))):\n",
    "            label_probs = []\n",
    "            for label in self.labels:\n",
    "                label_name = list(label.keys())[0]\n",
    "                for label_value in label[label_name]:\n",
    "                    # Oblicz ilość występowania danej cechy w zbiorze danych np. heart_disease.yes\n",
    "\n",
    "                    amount_label_value_yes_class = len(self.dataset.loc[(self.dataset['stroke'] == 'yes') & (self.dataset[label_name] == label_value)])\n",
    "                    amount_label_value_no_class = len(self.dataset.loc[(self.dataset['stroke'] == 'no') & (self.dataset[label_name] == label_value)])\n",
    "                    amount_yes_class = len(self.dataset.loc[(self.dataset['stroke'] == 'yes')])\n",
    "                    amount_no_class = len(self.dataset.loc[(self.dataset['stroke'] == 'no')])  \n",
    "                    # Obliczenie P(heart_disease.yes|'stroke'|), P(heart_disease.yes|'no stroke') itd. dla kazdej cechy.\n",
    "                    # Zapisujemy do listy w formacie (cecha.wartość: prob stroke, cecha.wartość: prob no stroke)\n",
    "                    label_probs.append({str(label_name + \".\" + label_value):(amount_label_value_yes_class/amount_yes_class, amount_label_value_no_class/amount_no_class)})\n",
    "\n",
    "            # Suma prawdopodobienstw mozliwych wartosci danej cechy dla danej klasy, powinna sumować się do 1.\n",
    "#             print(label_probs)\n",
    "            label_probs_return.append(label_probs)\n",
    "            # Obliczanie licznika wzoru Bayesa (mnozymy wartosci prob cech z prawdop apriori danej klasy):\n",
    "            top = 1\n",
    "            for label_prob in label_probs:\n",
    "                top *= list(label_prob.values())[0][idx]\n",
    "            top *= self.a_priori_prob[cls]\n",
    "\n",
    "            final_probs[cls] = top\n",
    "            final_probs['total'] += top\n",
    "            \n",
    "#         print(\"Prawdopodobieństwo a posteriori dla klasy yes-stroke\", final_probs['yes']/final_probs['total'])\n",
    "#         print(\"Prawdopodobieństwo a posteriori dla klasy no-stroke\", final_probs['no']/final_probs['total'])\n",
    "        posteriori_return.append(final_probs['yes']/final_probs['total'])\n",
    "        posteriori_return.append(final_probs['no']/final_probs['total'])\n",
    "        return posteriori_return, label_probs_return\n",
    "\n",
    "labels = [{'age': {'70-79'}},{'hypertension': {'yes'}},{'heart_disease': {'yes'}},{'bmi': {'correct'}},{'gender': {'male'}},{'smoking_status': {'smokes'}}]\n",
    "naive_bayes = NaiveBayes(data_train, labels, a_priori_prob)\n",
    "posteriori, labels = naive_bayes.count_bayes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "molecular-ladder",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot_priori(labels,posteriori)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "future-child",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uvvhixo8fzyOPPLJdtbVo0YIRI0YwY8YMxo0bx8yZMznttNMIIQCU1TB16lQOPvjgKtdvDrCrc9hhh/Hss8+Sn5/PCy+8wKWXXsqZZ57JvHnztlrX5vffrLafE8C5557L2rVrOfHEE3nhhRcYMGAAkFgaJYTAxIkTq11qZffdd99qXZIkSVJl5513Hj/72c/K1pour02bNowaNYrrr7++yrnNS+p17Nix2kkpK1euJDMzs+z40UcfZfz48Vx55ZVlbbNnz65z3aNHj+anP/0pr732Gh9++CElJSWcfPLJFWrv378/v/71r6tcm5GRUeN9MzMzmTRpEpMmTeKDDz7gvvvu4+KLL6ZPnz5ly3zUpPLvAe3atSM9Pb3K7wJffvllWY3l/elPf2LkyJGcffbZPPTQQ6SkpJT169y5M08++eQW378+OeNakiQ1ad/61rdYsWIFr7zySllbXl4es2fPrrCb92atWrXizDPP5KSTTuKdd96p8b7NmjWr9ayLMWPG8PLLL/P000+zdOnSCrMs+vTpQ+fOnfnoo4/o379/lVd161tXlpWVxfHHH895551XoeZtqXFbP6f77ruPkSNHMnz48LJd3ps3b85hhx3G+++/X+2zGFxLkiSpLjIyMrj88suZNm0an3/+eYVzQ4YM4e2332a//farMv7cvB71oYceyhdffMH8+fPLrlu+fHmVpezy8/MrBMbFxcVVJrJsnq1cm3H2fvvtx/7778+MGTOYMWMGQ4cOrTC+HzJkCIsXL6Zbt25Vau/bt2+tPpvevXszZcoUMjIyyn4X2JYaU1NT6devX5U1qGfOnElKSgrf/va3K7T37duXZ555hj/96U/88Ic/rPAsX3zxBS1atKj2d4EdwRnXkiSpSTv22GM5/PDDGT16ND//+c9p27YtU6ZMIT8/nyuuuAKA+++/n7lz5zJs2DB23313PvjgAx599FHOPvvsGu+7995789xzz/Hcc8/Rtm1bevToUWPIfNxxx5Gdnc0FF1xAjx49ymYoQ2LDmV/84hecddZZrF27luHDh9OsWTOWLl3Kk08+yWOPPUZ2dnaVe86ePZtp06Zx4okn0q1bN5YvX87999/P4MGDK9Q4e/Zshg0bRosWLejTp0/ZrJO6fE7lpaSk8OCDD3LKKadwzDHH8Oqrr9KrVy9uu+02hgwZQkpKCqeeeiotW7Zk2bJlzJ49m5tuuqnaDXUkSZKkrbngggu4+eab+fvf/15hbeVLL72Uhx56iMGDBzN+/Hg6d+7Ml19+ycsvv8zAgQM544wzOO644zjwwAM5/fTTueWWW8jKyuLGG2+kQ4cOZTOGAY4++mjuueceevXqRZs2bbjnnnvYuHFjhTo2h+H3338/Y8aMITs7e4sh8+jRo7nzzjtZs2YNv/nNbyqcO/vss7nvvvsYNGgQl19+OXvuuSerVq1i/vz5dOzYkUsuuaTae5500kn069ePgw8+mKysLB577DGKioo48sgjgcTvAQB33nkngwcPrrCpZHVuvPFGjj32WM4991zGjBnDm2++yfXXX8/5559fZWNGSGxs+fTTTzN8+HBycnKYMmUKRx99NMceeyxHH300V111Ffvttx9r167ljTfeoKCgoMY1yreHwbWS3pLcIxq7hO3Sc+WrjV2CJFURqf3mHk3Bk08+yWWXXcbFF19MQUEBAwYM4K9//Su9evUC4IADDmDWrFlceumlrF69mk6dOnH++eczadKkGu953XXXlW2quHbtWn73u99xzjnnVNs3KyuLUaNG8fDDD3P11VdXOT969GhycnK4+eabmTZtGqmpqey5556MHDmywvpz5fXq1YsQAj/5yU9YsWIFubm5jBw5kptvvrmsz+TJk7nwwgsZMWIEeXl5vPjiiwwaNKjOn1NlaWlpzJw5k+OPP54hQ4bw2muvMXDgQF555RUmTJjAWWedRXFxMXvssQfDhg2rsm6eJEmSGk5Tzx+ys7O55JJLuPbaayu0t2vXjnnz5nHttddyySWX8M0339CpUycGDhzIAQccACSWx3jqqae44IILOPfcc+nQoQPXXnttlUkid999Nz/84Q+58MILycrKYuzYsZx00kmMGzeurM8ee+zBlClTuOuuu7j77rvp0qULH330UY11jxkzhuuvv56MjAxOPPHECucyMzN58cUXueGGG5gwYQJffvkl7du3Z8CAAYwaNarGex5++OHMmDGDyZMnU1JSwr777svjjz9eNrP5iCOO4IorruDOO+/kmmuu4cgjj+Sll16q8X7HHHMMjzzyCD/72c94+OGHad++PZdddhk33nhjjdccddRRPPHEE5xwwgm0bNmSCRMm8MQTT3DzzTdzxx13sGzZMtq0acNBBx3E+PHja7zP9gjbsitlU9C/f/+4o3ayVOMwuJakunv33XfZZ599GrsMqda29Hc2hPB6jHHHfA9RSc0xviRJ/+EYv3bWrFnDnnvuyUUXXbTFgFY7Xl3H+M64liRJkiRJktSk3XfffaSkpNC7d29WrlzJ7bffzsaNGznvvPMauzTVkcG1JEmSJEmSpCYtMzOTW2+9lY8//pgQAgMGDOCFF15gjz32aOzSVEcG15IkSZIkSZKatHPOOafGPWnUNKVsvYskSZIkSZIkSQ3H4FqSJEmSJEmSlFQMriVJkiRJkiRJScXgWpIkSZIkSZKUVAyuJUmSJEmSJElJxeBakiRJkiRJkpRUDK4lSVJSmzhxIiEEjj322CrnTj31VAYNGtTwRZVatGgREydO5JtvvqnQPn36dEIIrF+/vnEKK2f+/PlMnDixXu+ZTM8nSZKkpmfzGH/za/fdd+eUU05hyZIl9fo+IQR+9atflR1PnTqVJ598skq/7t27c/nll9fre9fVbbfdxksvvVSv90ym59sWaY1dgCRJanhLco9olPftufLVOl/7/PPPs2DBAg499NB6rGj7LFq0iBtvvJFzzjmH3Xbbrax9xIgRzJ07l+zs7MYrrtT8+fO58cYb6z28liRJUnIJhEZ530is03WtWrXi2WefBWDp0qVcf/31DBkyhLfffpvmzZvXS21z586lR48eZcdTp05l//3358QTT6zQ749//CNt27atl/fcXrfddhsXXXRRo07QSRYG15IkKem1adOGzp07c9NNN1U7QyLZ5Obmkpub29hlbJMYIxs3biQzM7OxS5EkSdIuIC0tjcMOOwyAww47jG7dunHEEUcwZ84cTjvttHp5j83335qDDz64Xt6vIeXn55OVldXYZexQLhUiSZKSXgiBa6+9llmzZvHmm29use+yZcsYM2YMbdq0ITs7m2OPPZb333+/Sp/hw4eTlZVFjx49mD59epVlR9577z3GjBlD165dyc7OZr/99uOOO+6gpKQEgJdeeonjjz8egB49ehBCoHv37kDVpTR69OjBFVdcUaXW0047jYEDB5Ydr169mnHjxtGhQwcyMzM5/PDD+cc//rHF5y0sLOTyyy+nW7duZGRksPvuu3PSSSexadMmpk+fzvjx48s+wxBC2TNOnDiRdu3a8dprr3HooYeSmZnJo48+CsDMmTPp27cvGRkZdO3alWuvvZaioqIt1jF58mQyMzOZNWsWAAUFBVx55ZV07dqVjIwMDjzwQObMmbPFe0iSJGnX1a9fPwA++ugjAL766ivGjh1L27Ztyc7OZtCgQSxcuLDCNbNmzaJfv340b96c1q1b861vfYuXX3657Hz5pUIGDRrE66+/zgMPPFA2Np4+fTpQcSmN6dOn06xZsyrLAb799tuEEHjhhRfK2p566in69+9PZmYmHTt25Morr6SwsHCLz/naa69xxBFHkJOTQ05ODgcddFDZOLx79+6sWrWKG2+8sazGzcuGhBC4/fbbufjii8nNzaVv3761/pwqW758OXvvvTdDhw4lLy8PgFdffZWjjjqK7Oxs2rZty/nnn8+6deu2eJ8dzeBakiQ1Caeddhq9e/fmpptuqrHP6tWrGThwIO+//z733XcfM2fOZMOGDQwdOpT8/HwgMbN41KhRvPvuu0ybNo3bb7+du+66q0pAvHz5cvr06cO9997LnDlzOP/885kwYQK33norAIcccghTpkwB4IknnmDu3Ln88Y9/rLau008/vWwwutn69euZPXs2Y8aMAWDjxo0MHTqUF154gcmTJ/Pkk0+Sm5vL0KFD+eKLL2p85ltuuYWHH36Yn/70p/z5z3/mjjvuoFWrVhQXFzNixAguu+wyIPE1yblz53LvvfeWXZuXl8fYsWP5wQ9+wLPPPsuAAQN4/vnnGT16NIcccghPPfUU48ePZ8qUKVx00UU11jBp0iQmTJjArFmzGDVqFJBYf3z69On85Cc/4emnn+bQQw9l1KhRvPHGGzXeR5IkSbuuzYF1x44dATjxxBN57rnnmDJlCjNmzKCkpITvfve7LF68GIAlS5Zw6qmnMnjwYJ5++mkefvhhRo4cyerVq6u9/7333svee+/NcccdVzY2HjFiRJV+J554IiGEKmP7GTNm0KFDB7773e8CickeJ598MgMGDGDWrFlMmDCBqVOncs0119T4jGvXrmXkyJHsueeePP744zz22GOcddZZZSH5H//4R1q1asX3v//9shoPOeSQsusnT57M559/zv/+7/9y11131epzqu5zPvLII+nZsyd/+tOfyM7O5m9/+xtDhw6lY8eOPPbYY9xxxx3MmTOHc889t8ZnaQguFSJJkpqElJQUrrnmGr7//e8zadIk9tprryp9fvnLX7JhwwbeeOMN2rRpA8B3vvMdunfvzrRp07jwwguZM2cO//rXv5g/f37ZetkDBgyge/fu9OzZs+xeQ4YMYciQIUAi7B44cCB5eXn85je/4ZprriEnJ4c+ffoAia8Wbp5tXZ0xY8Zw2223MW/evLKvKz799NNs2rSp7GuQDz30EG+99RZvv/02vXv3BmDo0KH06dOHX/ziF0yePLnae8+fP58zzzyTsWPHlrWdfvrpAGRlZZXVVd3XJPPz87n99ts54YQTytrGjh3LoEGDeOCBBwAYNmwYANdccw3XXXcdXbp0qXCPn/zkJ9x9990888wzHHXUUQD85S9/Yfbs2bz00ktlbccccwyLFi3ipptuqhLiS5Ikade0+Vt9S5cu5Uc/+hEtW7Zk6NChPPvss/ztb3+rMJ4cPHgw3bt3Z/Lkydx///3885//pGXLlhXGyccdd1yN77XvvvvSvHlzcnNzt7iEyG677cawYcOYMWNGheB2xowZnHrqqaSmphJj5IorruDss8+uMDEkIyODCy+8kGuuuabaNbMXLVrEmjVr+NWvfkXLli2BxDh5s4MPPpi0tDS6dOlSbY2dOnVixowZZce1+ZzKW7x4MYMHD+bQQw/lD3/4A82aNQPg6quv5vDDD69w786dOzNkyBDeeust9t9//xo/rx3JGdeSJKnJ+N73vke3bt245ZZbqj3/wgsvcPTRR5OTk0NRURFFRUW0bNmSfv36lX1dbsGCBXTs2LHCJo+dO3cu+2riZgUFBUyYMIFevXqRkZFBeno61157LR9++OFWl82o7OCDD2avvfaqMBCcMWMGRx11FB06dCirvV+/fvTo0aOsdoCjjjpqi1/1O+igg5g+fTq33XYb//73v4mx9pvjhBAYPnx42XFxcTH/93//V2VNwdGjR1NSUsLcuXMrtF966aXce++9PP/882UD5c3P0rFjR77zne+UPUtRURFDhgzZ6tcWJUmStGtYtWoV6enppKen06dPH5YuXcqMGTPo1KkT8+fPp3379hXGmM2bN2fkyJG89tprAPTt25c1a9YwduxYnn/+eTZs2FBvtY0ePZq//OUvrFq1CoA33niDRYsWMXr0aCARQC9btozTTz+9wnh38ODBFBQU8NZbb1V73549e9KiRQvOPPNMnnrqqSrLkWxN5WC+Np/TZu+//z5HHnkkAwcOZMaMGWWhdV5eHnPnzq3yLAMHDiQ9PZ3XX399m2qsTwbXkiSpyUhLS+PKK6/koYce4uOPP65y/quvvmLGjBllA+DNrxdffJFPPvkEgC+++KLajRMrt1111VVMmTKFcePGMWfOHBYsWMB1110HJELtbTV69GgeffRRYoysXbuWZ599tmyZkM21z5s3r0rtv/vd78pqr851113HhRdeyL333suBBx5I165dufPOO2tVU+vWrcsGrJtrKCwsLAvTN9t8XPlrl48//jj9+vWr8I8Am+/zxRdfVHmWiRMnbvFZJEmStOto1aoVCxYsYOHChXz66ad89NFHZZMqPv/8c9q3b1/lmg4dOpSNSfv06cNTTz3F0qVLOe6442jXrh1nnnkmK1eu3O7aRo0aRXp6Oo8//jiQmHTSpUuXsv1pvvrqKyARJJcf7/bo0QOgxjFv69at+fOf/0xhYSGnn346ubm5jBgxgqVLl9aqrsrj9Np8Tpv9/e9/5/PPP+cHP/gBaWn/WYTj66+/pri4mB/96EcVniUjI4PCwsJGHb+7VIgkSWpSzjvvPH72s5+VrTVdXps2bRg1ahTXX399lXObv4rXsWPHagezK1euJDMzs+z40UcfZfz48Vx55ZVlbbNnz65z3aNHj+anP/0pr732Gh9++CElJSWcfPLJFWrv378/v/71r6tcm5GRUeN9MzMzmTRpEpMmTeKDDz7gvvvu4+KLL6ZPnz5ly3zUJIRQ4bhdu3akp6ezYsWKCu1ffvllWY3l/elPf2LkyJGcffbZPPTQQ6SkpJT169y5M08++eQW31+SJEm7rrS0NPr371/tuU6dOlUZk0JiXFp+TDpixAhGjBjBmjVrmD17NhdffDHjx4/nkUce2a7aWrRowYgRI5gxYwbjxo1j5syZnHbaaWXj5801TJ06lYMPPrjK9ZsD7OocdthhPPvss+Tn5/PCCy9w6aWXcuaZZzJv3ryt1lV5/F7bzwng3HPPZe3atZx44om88MILDBgwAEgsjRJCYOLEidUutbL77rtvta4dxRnXkiSpScnIyODyyy9n2rRpfP755xXODRkyhLfffpv99tuP/v37V3htXo/60EMP5YsvvmD+/Pll1y1fvrzKV+Dy8/MrBMbFxcVVBsCbZyvXZgb2fvvtx/7778+MGTOYMWMGQ4cOrbDu3ZAhQ1i8eDHdunWrUvvmHcO3pnfv3kyZMoWMjAzeeeedba4xNTWVfv36VVmDeubMmaSkpPDtb3+7Qnvfvn155pln+NOf/sQPf/jDCs/yxRdf0KJFiyrPUtMvJ5IkSdJm3/rWt1ixYgWvvPJKWVteXh6zZ88um/VcXqtWrTjzzDM56aSTysbB1WnWrFmtvz05ZswYXn75ZZ5++mmWLl1a4duSffr0oXPnznz00UfVjnerW9+6sqysLI4//njOO++8CjVvS43b+jndd999jBw5kuHDh/Pmm28CiaVFDjvsMN5///1qn6Uxg2tnXEuSpCbnggsu4Oabb+bvf/97hfXcLr30Uh566CEGDx7M+PHj6dy5M19++SUvv/wyAwcO5IwzzuC4447jwAMP5PTTT+eWW24hKyuLG2+8kQ4dOpTNGAY4+uijueeee+jVqxdt2rThnnvuYePGjRXq2ByG33///YwZM4bs7OwthsyjR4/mzjvvZM2aNfzmN7+pcO7ss8/mvvvuY9CgQVx++eXsueeerFq1ivnz59OxY0cuueSSau950kkn0a9fPw4++GCysrJ47LHHKCoq4sgjjwRg7733BuDOO+9k8ODBFTaVrM6NN97Isccey7nnnsuYMWN48803uf766zn//POrbMwIiY0tn376aYYPH05OTg5Tpkzh6KOP5thjj+Xoo4/mqquuYr/99mPt2rW88cYbFBQU1LhGuSRJkgRw7LHHcvjhhzN69Gh+/vOf07ZtW6ZMmUJ+fj5XXHEFkBiDz507l2HDhrH77rvzwQcf8Oijj3L22WfXeN+9996b5557jueee462bdvSo0ePGkPm4447juzsbC644AJ69OhRNkMZEhvH/+IXv+Css85i7dq1DB8+nGbNmrF06VKefPJJHnvsMbKzs6vcc/bs2UybNo0TTzyRbt26sXz5cu6//34GDx5cocbZs2czbNgwWrRoQZ8+fcq+PVqXz6m8lJQUHnzwQU455RSOOeYYXn31VXr16sVtt93GkCFDSElJ4dRTT6Vly5YsW7aM2bNnc9NNN7HXXnvV+JnuSAbXkiTtgnqufLWxS9gu2dnZXHLJJVx77bUV2tu1a8e8efO49tprueSSS/jmm2/o1KkTAwcO5IADDgASX6976qmnuOCCCzj33HPp0KED1157bZXB5d13380Pf/hDLrzwQrKyshg7diwnnXQS48aNK+uzxx57MGXKFO666y7uvvtuunTpwkcffVRj3WPGjOH6668nIyODE088scK5zMxMXnzxRW644QYmTJjAl19+Sfv27RkwYACjRo2q8Z6bd/+ePHkyJSUl7Lvvvjz++ONlM5uPOOIIrrjiCu68806uueYajjzySF566aUa73fMMcfwyCOP8LOf/YyHH36Y9u3bc9lll3HjjTfWeM1RRx3FE088wQknnEDLli2ZMGECTzzxBDfffDN33HEHy5Yto02bNhx00EGMHz++xvtIkiSp7iK136S7KXjyySe57LLLuPjiiykoKGDAgAH89a9/pVevXgAccMABzJo1i0svvZTVq1fTqVMnzj//fCZNmlTjPa+77rqyTRXXrl3L7373O84555xq+2ZlZTFq1Cgefvhhrr766irnR48eTU5ODjfffDPTpk0jNTWVPffck5EjR1bYR6a8Xr16EULgJz/5CStWrCA3N5eRI0dy8803l/WZPHkyF154ISNGjCAvL48XX3yRQYMG1flzqiwtLY2ZM2dy/PHHM2TIEF577TUGDhzIK6+8woQJEzjrrLMoLi5mjz32YNiwYVXW1W5IYVt2nm8K+vfvH92tfueyJPeIxi5huzT1cEhS0/buu++yzz77NHYZSW/NmjXsueeeXHTRRVsMaLXjbenvbAjh9Rija43sghzjS5L0H47x1dTUdYzvjGtJkrTLue+++0hJSaF3796sXLmS22+/nY0bN3Leeec1dmmSJEmSJAyuJUnSLigzM5Nbb72Vjz/+mBACAwYM4IUXXmCPPfZo7NIkSZIkSRhcS5KkXdA555xT41p2krZPCGEYcCeQCvw2xvjzSuf3AKYBucBq4Hsxxk8bvNCtaOrL1UmqO5d7lKTkkNLYBUiSJEnaOYQQUoF7gOHAvsAZIYR9K3WbAjwYYzwAmATc0rBVSpIkqSkwuJYkaSe3s23ErJ2Xf1d3CgOAxTHGpTHGTcAjwAmV+uwL/LX05xerOS9JkrbCcZOaiu35u2pwLUnSTiw9PZ38/PzGLkOqlfz8fNLT0xu7DG2fzsAn5Y4/LW0r71/AyaU/nwS0DCG0rXyjEMK4EMLCEMLClStX7pBiJUlqihzjqynZnjG+wbUkSTux9u3bs3z5cvLy8pyVoaQVYyQvL4/ly5fTvn37xi5HO97lwFEhhH8CRwHLgeLKnWKMU2OM/WOM/XNzcxu6RkmSkpZjfDUF9THGd3NGSZJ2Yjk5OQB89tlnFBYWNnI1Us3S09Pp0KFD2d9ZNVnLga7ljruUtpWJMX5G6YzrEEIL4JQY4zcNVaAkSU2dY3w1Fds7xje4liRpJ5eTk2MYKKmhLAB6hxB6kAisxwBnlu8QQmgHrI4xlgDXANMavEpJkpo4x/jaFbhUiCRJkqR6EWMsAi4CngPeBWbGGN8OIUwKIYwq7TYIeD+EsAjoANzUKMVKkiQpqTnjWpIkSVK9iTHOAeZUaruh3M+PAY81dF2SJElqWpxxLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmS6k0IYVgI4f0QwuIQwtXVnO8WQngxhPDPEMK/QwjHNUadkiRJSm4G15IkSZLqRQghFbgHGA7sC5wRQti3UrfrgJkxxoOBMcC9DVulJEmSmgKDa0mSJEn1ZQCwOMa4NMa4CXgEOKFSnwjklP7cCvisAeuTJElSE2FwLUmSJKm+dAY+KXf8aWlbeROB74UQPgXmAOOru1EIYVwIYWEIYeHKlSt3RK2SJElKYgbXkiRJkhrSGcD0GGMX4Djgf0MIVX4viTFOjTH2jzH2z83NbfAiJUmS1LgMriVJkiTVl+VA13LHXUrbyvs+MBMgxjgXyATaNUh1kiRJajIMriVJkiTVlwVA7xBCjxBCMxKbL86q1GcZMAQghLAPieDatUAkSZJUgcG1JEmSpHoRYywCLgKeA94FZsYY3w4hTAohjCrtdhlwfgjhX8AfgHNijLFxKpYkSVKySmvsAiRJkiTtPGKMc0hsuli+7YZyP78DfKeh65IkSVLT4oxrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZJUb0IIw0II74cQFocQrq7m/C9DCG+UvhaFEL5phDIlSZKU5NIauwBJkiRJO4cQQipwD3A08CmwIIQwK8b4zuY+McZLyvUfDxzc4IVKkiQp6TnjWpIkSVJ9GQAsjjEujTFuAh4BTthC/zOAPzRIZZIkSWpSDK4lSZIk1ZfOwCfljj8tbasihLAH0AP4aw3nx4UQFoYQFq5cubLeC5UkSVJyc6kQNUkfFOUxacMS/lm4jpyUNE7P6MD47G6khrDF6xYVbeCmDR/yeuFaskIKwzPacVXzHjQPqWV9Xtv0NY8VfMk/i9axvGQj47O68t/N96hwn02xhNvzPuaNwnW8WbSejZSwuN3AHfKskiRJO6kxwGMxxuLqTsYYpwJTAfr37x8bsjBJkiQ1Pmdcq8lZU1LE2LVvEYD7cvbhoqyu/E/+cu7MW7bF69aVFHHWmrfYGEu4s2Ufrm7eg2c3ruKyde9X6PfKpq95rziPb6fvRlYN/xUpiCXMLPiCzJDCIekt6+vRJEmSmrrlQNdyx11K26ozBpcJkSRJUg2cca0m5/cFn1MQi7mn5T60TEn8FV4fi7krbxnnZ3Uua6vsoYLPKaCEqTn7klPaZ7eQxgXr3uXNwnX0LQ2gr27eg5+Uztz+y6ZV1d4rJyWN19scRgiBB/M/Y27hmvp+TEmSpKZoAdA7hNCDRGA9BjizcqcQwt5Aa2Buw5YnSZKkpsIZ12pyXtn0NUekt64QUI/MaEcBJczfQoD8btEG+qa1KAutAQY2a00AXiz8uqwtZSvLjWwWatlPkiRpVxFjLAIuAp4D3gVmxhjfDiFMCiGMKtd1DPBIjNElQCRJklQtZ1yryVlSnM9h6a0qtO2emkkWKSwtzmdIDddtpIR0KobNqQRSgCVFeTumWEmSpF1MjHEOMKdS2w2Vjic2ZE2SJElqepxxrSZnbSyqMGt6s5yUNNbEohqv2yMlk/eKNlAYS8ra3ipaTzHwzRaukyRJkiRJktSwDK61yxid2ZHVsZBJG5aysmQTi4o2MGH9YlLxvwiSJEmSJElSMnGpEDU5OSGNdbG4SvvakiJahZr/SvdMy+ZnLXpx04YP+UPBF6QAYzI7EkIgN6XZDqxYkiRJkiRJ0rYwuFaT0zM1i6WV1qT+rHgj+ZSwZ2rWFq89LbMjozLa81FxPm1T0mkd0um/eh6nZ3TYkSVLkiRJkiRJ2gaukKAm58hmrXm18BvWl/xnXeo5G1eSSQoDKm3aWJ2MkEKftOa0S2nGUxtXUAIcl9FuB1YsSZIkSZIkaVs441pNzpmZnXgw/zMuXPce47K68ElJAXflLeO8rM60LLdp4+DVCxmQ3oqft+wNwLqSIn6d/wmHprcilcC8wjVMy1/OTS16sVtKetl1y4sL+HfRegA2EVlcnM8zG78iO6RwVLM2Zf1e3rSavFjCu0UbAHhm41cAHJDWgs6pmTv8c5AkSZIkSZJ2VgbXanJapaTxYKu+3LhhCePWvkNOSOXcrM78OLtbhX7FREqIZcepIfB20QZmFHxJQSxhr7Rs7m65N0dntK1w3bzCNVy1/oOy42c2fcUzm76ic0oGL7f5T3B9w/olLC/ZWHY8ft17ANzaojenGFxL2gksyT2isUvYLj1XvtrYJUiSJEmS6sjgWk1S77RsHmrVd4t9Xm5zaIXj7JDKA6323+q9T8nswCmZW1/zuvL9JUmSJEmSJNUP17iWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZJUb0IIw0II74cQFocQrq6hz+khhHdCCG+HEH7f0DVKkiQp+aU1dgGSJEmSdg4hhFTgHuBo4FNgQQhhVozxnXJ9egPXAN+JMX4dQmjfONVKkiQpmTnjWpIkSVJ9GQAsjjEujTFuAh4BTqjU53zgnhjj1wAxxhUNXKMkSZKaAINrSZIkSfWlM/BJueNPS9vK2wvYK4TwtxDCvBDCsOpuFEIYF0JYGEJYuHLlyh1UriRJkpKVwbUkSZKkhpQG9AYGAWcAvwkh7Fa5U4xxaoyxf4yxf25ubsNWKEmSpEZncC1JkiSpviwHupY77lLaVt6nwKwYY2GM8UNgEYkgW5IkSSpjcC1JkiSpviwAeocQeoQQmgFjgFmV+jxJYrY1IYR2JJYOWdqANUqSJKkJMLiWJEmSVC9ijEXARcBzwLvAzBjj2yGESSGEUaXdngNWhRDeAV4ErogxrmqciiVJkpSs0hq7AEmSJEk7jxjjHGBOpbYbyv0cgUtLX5IkSVK1nHEtSZIkSZIkSUoqjRZchxCmhRBWhBDequF8CCHcFUJYHEL4dwjhkIauUZIkSZIkSZLU8BpzxvV0YNgWzg8nsbt4b2Ac8OsGqEmSJEmSJEmS1MgaLbiOMb4CrN5ClxOAB2PCPGC3EEKnhqlOkiRJkiRJktRYtjm4DiFk7YhCqtEZ+KTc8aelbVWEEMaFEBaGEBauXLmyQYqTJEmSdhYNOMaXJEmSaqUuM64/DyH8OoTQr96rqaMY49QYY/8YY//c3NzGLkeSJElqapJujC9JkqRdW12C678BPwDmhxDeCCFcFELYrX7LAmA50LXccZfSNkmSJEn1q6HG+JIkSVKtbHNwHWMcAewB3AC0AO4CPgshPBxC+G491jYLODskHAasiTF+Xo/3lyRJkkSDjvElSZKkWqnT5owxxs9ijDfFGHsBQ4AngJOAF0IIi0MIPwkh7L6le4QQ/gDMBfqEED4NIXw/hPDDEMIPS7vMAZYCi4HfAD+qS62SJEmStq4+xviSJElSfUnb3hvEGF8EXgwhtALuBr4H/BSYGEKYA9wcY5xfzXVnbOW+Ebhwe+uTJEmStG3qOsaXJEmS6kudZlyXF0JoG0K4hMS6eN8DNgC/IzFL+rvA30MI52/v+0iSJElqGI7xJUmS1NjqFFyXrjs9LITwKIkNE38BbCSxnMfuMcYfxBgvBLoBLwHX11O9kiRJknYAx/iSJElKJtu8VEgI4afAWKAziZkXDwBTY4yvV+4bY1wTQngAmL6ddUqSJEnaQRzjS5IkKdnUZY3ra4HXSaxx9/sY44at9P8/YFId3keSJElSw3CML0mSpKRSl+D6kBjjG7XtHGN8G3i7Du8jSZIkqWE4xpckSVJSqcsa17eHEIbUdDKE8N0Qwl+3oyZJkiRJDcsxviRJkpJKXYLrQUCHLZxvDxxVp2okSZIkNYZBOMaXJElSEqlLcL01u5HYfVySJEnSzmE3HONLkiSpAdVqjesQwgHAQeWajgghVHdtG+BHwDvbX5okSZKkHcUxviRJkpJZbTdnPAmYUPpzBC4ofVVnHfDj7axLkiRJ0o7lGF+SJElJq7bB9XTgJSAAfwVuBv5cqU8E1gPvxBgL6qk+SZIkSTvGdBzjS5IkKUnVKriOMX4MfAwQQjgXeCXG+OGOLEySJEnSjuMYX5IkScmstjOuy8QYH9gRhUiSJElqHI7xJUmSlGy2GlyHEM4u/fF/Y4yx3PEWxRgf3K7KJEmSJO0QjvElSZKU7Goz43o6ibXtHgE2lTsOW7gmAg5qJUmSpOQ0Hcf4kiRJSmK1Ca6/CxBj3FT+WJIkSVKT5RhfkiRJSW2rwXWM8eUtHUuSJElqWhzjS5IkKdmlNHYBkiRJkiRJkiSVV5vNGY+sy41jjK/U5TpJkiRJO5ZjfEmSJCW72qxx/RKJjVhqK5T2T61LQZIkSZJ2uJdwjC9JkqQkVpvg+twdXoUkSZKkhuQYX5IkSUmtNpszPtAQhUiSJElqGI7xJUmSlOzcnFGSJEmSJEmSlFRqszljN4AY47Lyx1uzuf9W7j0MuJPEWnm/jTH+vNL5PYBpQC6wGvhejPHT2ry/JEmSpOrtyDG+JEmSVB9qs8b1R0BJCCE7xrip9Lg2G7lsceOWEEIqcA9wNPApsCCEMCvG+E65blOAB2OMD4QQBgO3AGfV4r0lSZIk1ewjdsAYX5IkSaovtQmuJ5EYxBZVOt5eA4DFMcalACGER4ATgPLB9b7ApaU/vwg8WQ/vK0mSJO3qdtQYX5IkSaoXtdmcceKWjrdDZ+CTcsefAt+q1OdfwMkklhM5CWgZQmgbY1xVvlMIYRwwDqBbt1p9y1GSJEnaZe3AMb4kSZJUL5J9c8bLgaNCCP8EjgKWA8WVO8UYp8YY+8cY++fm5jZ0jZIkSZIkSZKkelSbpUKqFUIYQGIW9J6lTUuBJ2OM/6jlLZYDXcsddyltKxNj/IzEjGtCCC2AU2KM39S1ZkmStH0+KMpj0oYl/LNwHTkpaZye0YHx2d1IDaHGaz4tLmDQ1wurtI9o1o47c/YuO44x8uv8T/lDwResKtlEr9RsLm/enSObta5w3ZuF65iS9zFvFa0HYL+05lya3Z2D0lvW01NKu656GONLkiRJ9WKbg+vSTRWnAucAlX9LvTKE8CDwgxhjlZnRlSwAeocQepAIrMcAZ1Z6r3bA6hhjCXANMG1b65UkSfVjTUkRY9e+Ra/ULO7L2YdlxQXcsuFDSoBLm++x1euvzu5Ov/ScsuPWKekVzt+X/yl35y3j4uw92CetOU9tXMEFa99hRqsDOKA0lP6seCNnr32L/dJaMKXlXgD8Ju9Txq59izm7HUzn1Mz6e2BpF1KPY3xJkiSpXtRlxvV1wLkkNkq8jf9sprgfcCVwNoldyW/c0k1ijEUhhIuA50jsTj4txvh2CGESsDDGOAsYBNwSQojAK8CFdahXkiTVg98XfE5BLOaelvvQMiUxhFgfi7krbxnnZ3Uua6vJnmnZHFwuuC5vUyzhvvxPGZfVhQuyuwBwZLPWLC7K4+68Zfym1X4AvLRpNRtiMb8uV8MhaTkcunoeL236mv+X1am+Hlfa1dTLGF+SJEmqL3VZ4/o84M8xxpNjjPNijGtLX3NjjCcBfy3ts1Uxxjkxxr1ijD1jjDeVtt1QGloTY3wsxti7tM8PYowb61CvJEmqB69s+poj0ltXCKhHZrSjgBLmF67ZrnsvKy5gQyzmO812q9A+sFlrXiv8hk2xBIAiIqkEskJqWZ/skEIqgbhdFUi7vHob40uSJEn1oS7BdXtg1hbOP1naR5Ik7USWFOezZ2pWhbbdUzPJIoWlxflbvf6qdYvY66vX+Paqf3DT+qUUlFtxYCOJYDq90goF6QQKiXxSXADAsc3akhVSuGXDUlaVbGJVySZu2vAhrUIawzPabe8jSrsyx/iSJElKKnVZKmQR0HEL5zuV9pEkSTuRtbGInGqWA8lJSWNNLKrxumYhhe9ldmJg+m60CKn8o3ANU/OXs6ykgPtz9gWgW0omAXizaH2F5UT+XboB4+b7d0jN4KFWfTl/7Ts8UPA5AO1TmvG7VvvRttKa2ZK2iWN8SZIkJZW6BNe3APeGEB6LMf6r/IkQwsHAj4D/qo/iJElS09c+pRkTW/QsOz6s2W60S2nGhA1LeLdoPfuktaBlShrHZ+Ryb94n9E7NZp+05szauJK/F34D/GenuBUlmxi/9j32T2vBzZmJ9awfyv+MH6x9h0dbHcDubs4o1ZVjfEmSJCWVrQbXIYQbqmn+EFgYQngeeK+0bR/gaOBfwF71VqEkSUoKOSGNdeWW99hsbUkRrcK2/Vv4sIx2TNiwhLdKg2uAa5vvyX+XvMdZa98CoFNKBj/K7spdecvITWkGwG/yPqWIyK9a7k16SKx49u30Vgz9+nV+m7+cG8oF5JJqtiPH+CGEYcCdJDZg/22M8eeVzp8DTAaWlzb9Ksb42219BkmSJO3cavNb5sQtnBte+irvEOBg4Kd1rEmSJCWhnqlZLC3Kq9D2WfFG8impsvb11oSyP/+zpnXblHQeatWXz4s3si4WsWdqNtPzl5Mb0ulSOpN6aXE+vVOzy0JrSCxF0js1m2Wl62BLqpWJWzhX5zF+CCEVuIdE2P0psCCEMCvG+E6lrjNijBdtU8WSJEnapdQmuO6xw6uQJElJ78hmrflt/nLWlxTRonSt6zkbV5JJCgPSW23TvZ7d+BUA+5fOti6vU2oGnchgYyzh0Y1fcmpmh7JznVMzeGnT12yKJTQrDa83xhIWFecxuFmbuj6atCvaUWP8AcDiGONSgBDCI8AJQOXgWpIkSdqirQbXMcaPG6IQSZKU3M7M7MSD+Z9x4br3GJfVhU9KCrgrbxnnZXWmZblNGwevXsiA9Fb8vGVvAO7c8DEbYjH90nNoEdJYULiG3+Qv59hmbdk7rXnZdX8sWEERJXRNyeTzko1My/+MVAI/zO5a1uf0zI7MLPiSH619l/+X1YkIPJT/OStLNjGmXMAtact24Bi/M/BJueNPgW9V0++UEMKRJDZ8vCTG+EnlDiGEccA4gG7duu2AUiVJkpTM6rI5oyRJ2gW1SknjwVZ9uXHDEsatfYeckMq5WZ35cXbFQKmYSAmx7LhnWja/zV/OzI1fsjGW0Cklg/OzOvNf5QJpgEhkav5ylhcX0DKkcXRGWy7L3oPmIbWsz/5pLZiWsx935y3j8nWLANgrNZvpOfuVrZUtKek9DfwhxrgxhHAB8AAwuHKnGONUYCpA//79Y+XzkiRJ2rnVKbgOIaQBJ5KYPdEaSKnUJcYYv799pUmSpGTTOy2bh1r13WKfl9scWuF4ZEYuIzNyt3rvkzM7cHItZk0f3mw3Dm+221b7Sdo29TTGXw6U/1epLvxnE8bNN1lV7vC3wG11qVeSJEk7t20OrkMIbYAXgf1J7K0U+c8eS7Fcm8G1JEmS1ATU4xh/AdA7hNCDRGA9Bjiz0nt1ijF+Xno4Cni3Pp5BkiRJO5fKsyhq42fA3sAPgJ4kBrHHAvsAfyAxWG1bXwVKkiRJ2uHqZYwfYywCLgKeIxFIz4wxvh1CmBRCGFXa7cchhLdDCP8CfgycU8/PIkmSpJ1AXYLrEcCDMcbfAWtL24pjjO/HGL8H5AO31FeBkiRJkna4ehvjxxjnxBj3ijH2jDHeVNp2Q4xxVunP18QY94sxHhhj/G6M8b0d8DySJElq4uoSXHckMeMCoKj0z8xy558k8ZU/SZIkSU2DY3xJkiQllboE16uB5qU/rwMKqbgBSyGJzVwkSZIkNQ2O8SVJkpRU6hJcLwL2BYgxlgD/BM4JIWSEELKBs4Gl9VeiJEmSpB3MMb4kSZKSSl2C6+eBU0MIGaXHtwPfIjFLYwXQH/hl/ZQnSZIkqQE4xpckSVJSSavDNTcDU2KMGwFijDNDCEXA94Bi4LEY44x6rFGSJEnSjuUYX5IkSUllm4PrGGMENlZqewJ4or6KkiRJktRwHONLkiQp2dRlqZAKQghZIYSs+ihGkiRJUuNzjC9JkqTGVqfgOoTQPoRwbwjhM2A9sD6E8HlpW4f6LVGSJEnSjuYYX5IkSclkm5cKCSH0AF4DOgHvA/NKT+0D/BA4IYRwRIzRXcclSZKkJsAxviRJkpJNXTZn/AXQFjg5xvhk+RMhhJOAPwBTgJO3uzpJkiRJDcExviRJkpJKXZYKGQLcU3lACxBj/CPw69I+WxVCGBZCeD+EsDiEcHU157uFEF4MIfwzhPDvEMJxdahXkiRJ0pbV2xhfkiRJqg91Ca4j8MEWzi8q7bNFIYRU4B5gOLAvcEYIYd9K3a4DZsYYDwbGAPfWoV5JkiRJW1YvY3xJkiSpvtQluH4Z+O4Wzg8CXqrFfQYAi2OMS2OMm4BHgBMq9YlATunPrYDPtqlSSZIkSbVRX2N8SZIkqV7UZY3ri4GXQgi/AG6NMa6AxC7kwNXAt0gMbLemM/BJueNPS68tbyLwfAhhPNAcGFrdjUII44BxAN26davlY0iSJEkqdTH1M8aXGs0HRXlM2rCEfxauIycljdMzOjA+uxupIWzxukVFG7hpw4e8XriWrJDC8Ix2XNW8B81DaoV+f964il/mfcxHxfl0Tc3kx9ndGJGRW3b+0+ICBn29sMr9RzRrx505e9fPQ0qStAvZanAdQqhu5/AsEoPbi0MI35S27Vb65yrgL0DP7S+PM4DpMcZfhBC+DfxvCGH/GGNJ+U4xxqnAVID+/fv7FUZJkiRpCxp5jC/VuzUlRYxd+xa9UrO4L2cflhUXcMuGDykBLm2+R43XrSsp4qw1b9EjNYs7W/bhm1jErRs+YkXJJu7L+c9KlgsL13DRunf5f5mduL75nrxc+DUXr3ufnJDGEc1aV7jn1dnd6ZeeU3bcOiW93p9XkqRdQW1mXC9jx6xntxzoWu64S2lbed8HhgHEGOeGEDKBdsCKHVCPJEmStKvYUWN8qVH8vuBzCmIx97Tch5YpiV9z18di7spbxvlZncvaKnuo4HMKKGFqzr7klPbZLaRxwbp3ebNwHX3TWwLwq7xPODS9FTe0SPzbzbeb7cYHRXn8Ku+TKsH1nmnZHFwuuJYkSXWz1eA6xjhoB733AqB3CKEHicB6DHBmpT7LSOxePj2EsA+QCazcQfVIkiRJu4QdOMaXGsUrm77miPTWFQLqkRntuC3vI+YXrmFIRttqr3u3aAN901qUhdYAA5u1JgAvFn5N3/SWbIwl/KNwDdc337PCtSMz2nHV+g9YV1JUYzAuSZLqri6bM9aLGGMRcBHwHPAuMDPG+HYIYVIIYVRpt8uA80MI/wL+AJwTY3RmiCRJkiSpzJLifPZMzarQtntqJlmksLQ4v8brNlJCOhXXwE4lkAIsKcoDYFlxAYXEKvfvmZpNCfBhpftftW4Re331Gt9e9Q9uWr+Uglhc9weTJGkXVud/Fg4h9AROADb/s/NS4KkY45La3iPGOAeYU6nthnI/vwN8p641SpIkSaq9+hjjS41hbSyqMGt6s5yUNNbEohqv2yMlk6c3rqQwlpAeEvO63ipaTzHwTel1a0v/rHz/zceb798spPC9zE4MTN+NFiGVfxSuYWr+cpaVFHB/ufWyJUlS7dQpuA4h/JTE7uKplU7dFkK4uXz4LEmSJCn5OcbXrmh0ZkceKPiMSRuW8uPsbnxdUsiE9YtJZdu/ntw+pRkTW/xn/9LDmu1Gu5RmTNiwhHeL1rNPWot6rV2SpJ3dNi8VEkI4D7gW+AdwItC79HUiMBe4NoRwTr1VKEmSJGmHcoyvpi4npLGumiU51pYU0SrUPF+rZ1o2P2vRi6c3ruTbq+cz8pt/cmB6S/ZJa0FuSrOyewNV7r+2JDHTekv3H5bRDkjM4pYkSdumLjOuLyQxoB1Uuk71ZktCCHOAV4HxwPTtL0+SJElSA3CMryatZ2oWS0vXpN7ss+KN5FNSZW3qyk7L7MiojPZ8VJxP25R0Wod0+q+ex+kZHQDolppJOoGlRXl8K71V2XVLivNJAXps4f6h7M9QYx9JklS9umzOuA/wSKUBLVC24eIjpX0kSZIkNQ2O8dWkHdmsNa8WfsP6kv/8FZ6zcSWZpDCgXNhck4yQQp+05rRLacZTG1dQAhxXOls6I6TwrfRWPLPpqwrXzNm4koPTcmhZzdramz27MXHN/i4TIknSNqvLjOtNwJb+X7dlaR9JkiRJTYNjfDVpZ2Z24sH8z7hw3XuMy+rCJyUF3JW3jPOyOlcIlgevXsiA9Fb8vGVvANaVFPHr/E84NL0VqQTmFa5hWv5ybmrRi91S0suuuyi7K/9vzZv8bP1ShjZrw8uFX/NS4ddMy9mvrM+dGz5mQyymX3oOLUIaCwrX8Jv85RzbrC17pzVvuA9DkqSdRF2C6wXABSGE38YYvyx/IoTQHhhH4muGkiRJkpoGx/hq0lqlpPFgq77cuGEJ49a+Q05I5dyszvw4u1uFfsVESohlx6kh8HbRBmYUfElBLGGvtGzubrk3R2e0rXBd//RW/KrlPtye9zEPF3xO19RMftmyD0c0a13Wp2daNr/NX87MjV+yMZbQKSWD87M681/ZXXfsw0uStJOqS3D9U+AvwLshhP8B3ilt3w84l8RsjP9XP+VJkiRJagCO8dXk9U7L5qFWfbfY5+U2h1Y4zg6pPNBq/1rd/+iMtlUC7fJGZuQyMiO3VveSJElbt83BdYzxlRDCycCvgMsqnV4GjI0xvlofxUmSJEna8RzjS5IkKdnUZcY1McanQwizgX5Aj9LmpcD/xRhL6qs4SZIkSQ3DMb4kSZKSyTYF1yGEFsC/gLtjjHeQWAtvwQ6oS5IkSVIDcIwvSZKkZJSyLZ1jjOuBtsD6HVOOJEmSpIbkGF+SJEnJaJuC61LzgP71XYgkSZKkRuMYX5IkSUmlLsH11cDpIYRzQwihvguSJEmS1OAc40uSJCmp1GVzxtuBr4HfAreFEJYAeZX6xBjjkO0tTpIkSVKDcIwvSZKkpFKX4HpPIALLSo871F85kiRJkhqBY3xJkiQllW0KrkMIucBo4KsY45IdU5IkSZKkhuIYX5IkScmoVmtchxBSQgj3AZ8DfwcWhRBeKx3kSpIkSWpiHONLkiQpmdV2xvVFwDjgM2Au0Bs4HLgfOHnHlCYl9Fr5WmOXsF1iYxcgSZJUPcf4kiRJSlq1Da7PBt4FDosxrgMIIfwGOCeEsFuM8ZsdVJ8kSZKkHcMxviRJkpJWrZYKAfoA0zcPaEvdDaQCe9V7VZIkSZJ2NMf4kiRJSlq1Da6bk/gKYXmflTsnSZIkqWlxjC9JkqSkVdvgGqou1bv5ONRTLZIkSZIalmN8SZIkJaXarnENcFwIoWO542wSA9vTQggHVeobY4y/3N7iJEmSJO1QjvElSZKUlLYluD6z9FXZBdW0RWCrg9oQwjDgThLr6P02xvjzSud/CXy39DAbaB9j3G0bapYkSZJUs3of40uSJEn1obbB9Xe33mXbhBBSgXuAo4FPgQUhhFkxxnc294kxXlKu/3jg4PquQ5IkSdpF1fsYX5IkSaovtQquY4wv74D3HgAsjjEuBQghPAKcALxTQ/8zgAk7oA5JkiRpl7ODxviSJElSvdiWzRnrW2fgk3LHn5a2VRFC2APoAfy1hvPjQggLQwgLV65cWe+FSpIkSaqdEMKwEML7IYTFIYSrt9DvlBBCDCH0b8j6JEmS1DQ0ZnC9LcYAj8UYi6s7GWOcGmPsH2Psn5ub28ClSZIkSYIKywEOB/YFzggh7FtNv5bAfwP/aNgKJUmS1FQ0ZnC9HOha7rhLaVt1xgB/2OEVSZIkSdoeZcsBxhg3AZuXA6zsp8CtQEFDFidJkqSmozGD6wVA7xBCjxBCMxLh9KzKnUIIewOtgbkNXJ8kSZKkbbPV5QBDCIcAXWOMsxuyMEmSJDUtjRZcxxiLgIuA54B3gZkxxrdDCJNCCKPKdR0DPBJjjI1RpyRJkqT6EUJIAW4HLqtFX/exkSRJ2oWlNeabxxjnAHMqtd1Q6XhiQ9YkSZIkqc62thxgS2B/4KUQAkBHYFYIYVSMcWH5G8UYpwJTAfr37+8kFkmSpF1MU9mcUZIkSVLy2+JygDHGNTHGdjHG7jHG7sA8oEpoLUmSJBlcS5IkSaoX27AcoCRJkrRFjbpUiCRJkqSdS22WAyzXPqghapIkSVLT44xrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSMbiWJEmSJEmSJCUVg2tJkiRJkiRJUlIxuJYkSZIkSZIkJRWDa0mSJEmSJElSUjG4liRJkiRJkiQlFYNrSZIkSZIkSVJSadTgOoQwLITwfghhcQjh6hr6nB5CeCeE8HYI4fcNXaMkSZIkSZIkqWGlNdYbhxBSgXuAo4FPgQUhhFkxxnfK9ekNXAN8J8b4dQihfeNUK0mSJEmSJElqKI0543oAsDjGuDTGuAl4BDihUp/zgXtijF8DxBhXNHCNkiRJkiRJkqQG1pjBdWfgk3LHn5a2lbcXsFcI4W8hhHkhhGENVp0kSZIkSZIkqVE02lIhtZQG9AYGAV2AV0IIfWOM35TvFEIYB4wD6NatWwOXKEmSJEmSJEmqT40543o50LXccZfStvI+BWbFGAtjjB8Ci0gE2RXEGKfGGPvHGPvn5ubusIIlSZIkSZIkSTteYwbXC4DeIYQeIYRmwBhgVqU+T5KYbU0IoR2JpUOWNmCNkiRJkiRJkqQG1mjBdYyxCLgIeA54F5gZY3w7hDAphDCqtNtzwKoQwjvAi8AVMcZVjVOxJEmSJEmSJKkhNOoa1zHGOcCcSm03lPs5ApeWviRJkiRJkiRJu4DGXCpEkiRJkiRJkqQqDK4lSZIkSZIkSUnF4FqSJEmSJEmSlFQMriVJkiRJkiRJSaVRN2eUJEnJq9fK1xq7hO0SG7sASZIkSVKdOeNakiRJkiRJkpRUDK4lSZIkSZIkSUnF4FqSJEmSJEmSlFQMriVJkiRJkiRJScXgWpIkSZIkSZKUVAyuJUmSJEmSJElJxeBakiRJkiRJkpRUDK4lSZIkSZIkSUnF4FqSJEmSJEmSlFQMriVJkiRJkiRJScXgWpIkSZIkSZKUVAyuJUmSJEmSJElJxeBakiRJkiRJkpRUDK4lSZIk1ZsQwrAQwvshhMUhhKurOf/DEMKbIYQ3QgivhRD2bYw6JUmSlNwMriVJkiTVixBCKnAPMBzYFzijmmD69zHGvjHGg4DbgNsbtkpJkiQ1BQbXkiRJkurLAGBxjHFpjHET8AhwQvkOMca15Q6bA7EB65MkSVITkdbYBUiSJEnaaXQGPil3/CnwrcqdQggXApcCzYDB1d0ohDAOGAfQrVu3ei9UkiRJyc0Z15IkSZIaVIzxnhhjT+Aq4Loa+kyNMfaPMfbPzc1t2AIlSZLU6Bo1uK7Fxi3nhBBWlm7c8kYI4QeNUackSZKkWlkOdC133KW0rSaPACfuyIIkSZLUNDVacF3LjVsAZsQYDyp9/bZBi5QkSZK0LRYAvUMIPUIIzYAxwKzyHUIIvcsdjgA+aMD6JEmS1EQ05hrXZRu3AIQQNm/c8k4j1iRJkiSpjmKMRSGEi4DngFRgWozx7RDCJGBhjHEWcFEIYShQCHwNjG28iiVJkpSsGjO4rtXGLcApIYQjgUXAJTHGTyp3cOMWSZIkKTnEGOcAcyq13VDu5/9u8KIkSZLU5CT75oxPA91jjAcAfwYeqK6TG7dIkiRJkiRJ0s6jMYPrrW7cEmNcFWPcWHr4W6BfA9UmSZIkSZIkSWokjRlc12bjlk7lDkcB7zZgfZIkSZIkSZKkRtBoa1zXcuOWH4cQRgFFwGrgnMaqV5IkSZIkSZLUMBpzc8babNxyDXBNQ9clSZIkSZIkSWo8yb45oyRJkiRJkiRpF2NwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqBteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKgbXkiRJkiRJkqSkYnAtSZIkSZIkSUoqjRpchxCGhRDeDyEsDiFcvYV+p4QQYgihf0PWJ0mSJEmSJElqeI0WXIcQUoF7gOHAvsAZIYR9q+nXEvhv4B8NW6EkSZIkSZIkqTE05ozrAcDiGOPSGOMm4BHghGr6/RS4FShoyOIkSZIkSZIkSY2jMYPrzsAn5Y4/LW0rE0I4BOgaY5zdkIVJkiRJkiRJkhpP0m7OGEJIAW4HLqtF33EhhIUhhIUrV67c8cVJkiRJkiRJknaYxgyulwNdyx13KW3brCWwP/BSCOEj4DBgVnUbNMYYp8YY+8cY++fm5u7AkiVJkiRJkiRJO1pjBtcLgN4hhB4hhGbAGGDW5pMxxjUxxnYxxu4xxu7APGBUjHFh45QrSZIkSZIkSWoIjRZcxxiLgIuA54B3gZkxxrdDCJNCCKMaqy5JkiRJkiRJUuNq1DWuY4xzYox7xRh7xhhvKm27IcY4q5q+g5xtrTLvAEOAbGB34AageCvXTARCDa9bSvsUA7cCRwBtS1/HkPh+QGUfAKcAHYAc4HDg2To+jyRJkiRJkqQySbs5o1Sjr4GhJALnp0iE1r8AJmzluh8Acyu9rio9N7z0z3zg58ChwP8CDwHpwEDg9XL3WgccDSwFfg08RiJAPx6YX+cnkyRJkiRJkgSkNXYB0ja7j0TA/ASJmc5HA2tJzKi+srStOl1KX+X9FNgbOKj0OItEGN26XJ8hwF7Ar4Dflbb9DfgYeBroW9o2GOgMPA4M2NaHkiRJkiRJkrSZM67V9DwDHEvFgHoMiTD75W24zyrgz8AZ5dpSqRhaAzQD9gM+K9dWWPpnq3JtaUBzIG5DDZIkSZIkSZKqMLhW0/MeiVnS5XUjsd71e9twn8dJBNBnbKXfRuD/SMy63mwI0B24HPgEWA3cDKwAztmGGiRJkiRJkiRV4VIhanq+Bnarpr116bnaegQ4BOi9lX43kQimLyrXlg28BBxHIjSHxAzwp4B9t6EGSZIkSZIkSVU441q7ps9JLCuytdnWs0kE17cCfcq1bwBOIxGWP0ViyZGTgVOAf9Z3sZIkSZIkSdKuxRnXanpaA2uqaf+aqutT12QmibWoR2+hz4LS8z8ELq507n+Ad4BP+c/s76EkliqZAMyqZR2SJEmSJEmSqnDGtZqevam6lvUnQB5V176uySPAQKBrDecXASNIrGV9VzXn3wP2oOqSJQcDS2pZgyRJkiRJkqRqGVyr6RkOPAesK9c2A8gCjqrF9R8B86h5mZDPgWOBnsAfgNRq+uxRep/Ka2q/TmLTRkmSJEmSJEl1ZnCtpueHQAaJNaVfAKYCE4FLSWyQuFkv4PvVXP8IiUVyTqvmXD6JYPxr4Drg3yRC7nlUXLv6zNJ7HAf8kUSQfhYwH7iwTk8lSZK0UwghDAshvB9CWBxCuLqa85eGEN4JIfw7hPCXEMIejVGnJEmSkptrXKvpaQ38BbgIOJ7Ech2XkAivyysCiqu5/hESS4C0q+bcl8C/Sn8eWenc5lnWkFhi5EXgWuACoIDEMiWPkQizJUmSdkEhhFTgHuBoEruBLAghzIoxvlOu2z+B/jHGvBDCfwG3seWdRyRJkrQLMrhW07Qv8Net9PmohvY3tnBNdxKbNtbGIcAztewrSZK0axgALI4xLgUIITwCnEBiW2sAYowvlus/D/heg1YoSZKkJsGlQiRJkiTVl84kts3e7NPStpp8nxqmAoQQxoUQFoYQFq5cubIeS5QkSVJTYHAtSZIkqcGFEL4H9AcmV3c+xjg1xtg/xtg/Nze3YYuTJElSo3OpEEmSJEn1ZTmJ3UA261LaVkEIYSiJ3UKOijFubKDaJEmS1IQ441qSJElSfVkA9A4h9AghNAPGALPKdwghHAzcD4yKMa5ohBolSZLUBBhcS5IkSaoXMcYi4CLgOeBdYGaM8e0QwqQQwqjSbpOBFsCjIYQ3QgizaridJEmSdmEuFSJJkiSp3sQY5wBzKrXdUO7noQ1elCRJkpocZ1xLkiRJkiRJkpKKM64lSZIawZLcIxq7hO3Sc+WrjV2CJEmSpJ2YM64lSZIkSZIkSUnF4FqSJEmSJEmSlFQMriVJkiRJkiRJSaVRg+sQwrAQwvshhMUhhKurOf/DEMKbIYQ3QgivhRD2bYw6JUmSJEmSJEkNp9GC6xBCKnAPMBzYFzijmmD69zHGvjHGg4DbgNsbtkpJklTBO8AQIBvYHbgBKN7KNR8BoZrXmEr9qusTgIxyfTYBVwBHAFml5yVJkiRJO520RnzvAcDiGONSgBDCI8AJJH4lBiDGuLZc/+ZAbNAKJUnSf3wNDCXxz81PAUuAy4AS4Ge1uH4K8J1yx+0qnZ9bzTXHV7omD/gtiVHE4cBfa1O4JEmSJKmpaczgujPwSbnjT4FvVe4UQrgQuBRoBgyu7kYhhHHAOIBu3brVe6GSJAm4D8gHngBygKOBtcBE4MrSti3pAxy2hfOVzy0AvgLOKNe2G7CaxEzrX2FwLUmSJEk7qaTfnDHGeE+MsSdwFXBdDX2mxhj7xxj75+bmNmyBkiTtKp4BjqViQD2GRJj98g54vz+Q+L7V8ZXaXR5EkiRJknZ6jRlcLwe6ljvuUtpWk0eAE3dkQZIkaQveA/au1NaNxHrX79Xi+nOBVKATie9S5W+hbwRmklhELHubK5UkSZIkNXGNuVTIAqB3CKEHicB6DHBm+Q4hhN4xxg9KD0cAHyBJkhrH1ySW6qisdem5mmQAFwLHkJit/RJwK4k1sp+q4ZpX+c/oQJIkSZK0y2m04DrGWBRCuAh4jsT8q2kxxrdDCJOAhTHGWcBFIYShQCGJX4nHNla9kiSpjjqRWI96s0FAB+BHwL+AA6u55g8kAvFjd3RxkiRJkqRk1JgzrokxzgHmVGq7odzP/93gRUmSpOq1BtZU0/516bltcSqJ4Pp1qgbXRcDjwCkktmaWJEmSJO1ykn5zRkmSlCT2pupa1p8AeVRd+3prQqU/y/sLsBI4YxvvKUmSJEnaaRhcS5Kk2hlOYoGvdeXaZgBZwFHbeK/HSv/sV825P5BYXmTQNt5TkiRJkrTTaNSlQiRJUhPyQ+Au4GTgKmApMBG4lMSmi5v1IhFk/0/p8UQSYfd3Svu9Akwuvc8Bld5jI/AkcA41//P6M8AG4I3S480h+KHAHtv0RJIkSZKkJGVwLUmSaqc1iWU8LgKOB3YDLiERTJdXBBSXO94bmAL8FsgHugFXANdW8x7PkFhHe8wW6vgv4ONyx6eV/vk7EoG3JEmSJKnJM7iWJEm1ty/w1630+ajS8Ri2HESXdyIQt/H+kiRJkqSdjmtcS5IkSZIkSZKSijOuJUmSksQHRXlM2rCEfxauIycljdMzOjA+uxupIdR4zaZYwu15H/NG4TreLFrPRkpY3G5glX5XrlvEExtXVGl/brdD6JmWXXa8qGgDN234kNcL15IVUhie0Y6rmvegeUitn4eUJEmSpFowuJYkSUoCa0qKGLv2LXqlZnFfzj4sKy7glg0fUgJc2rzmXScLYgkzC77ggLSWHJLekrmFa2rs2zM1i5+36F2hrUtqZtnP60qKOGvNW/RIzeLOln34JhZx64aPWFGyifty9t3uZ5QkSZKk2jK4liRJSgK/L/icgljMPS33oWVKYoi2PhZzV94yzs/qXNZWWU5KGq+3OYwQAg/mf7bF4DorpHJwek6N5x8q+JwCSpiasy85pe+3W0jjgnXv8mbhOvqmt9yOJ5QkSZKk2nONa0mSpCTwyqavOSK9dYWAemRGOwooYf4WwmiAsIWlRLbFu0Ub6JvWoiy0BhjYrDUBeLHw63p5D0mSJEmqDYNrSZKkJLCkOJ89U7MqtO2emkkWKSwtzq+X91hclMeBq+ayz1d/Y/Q3/+YflQLxjZSQTsUQPJVACrCkKK9eapAkSZKk2nCpEEmSpCSwNhZVmOm8WU5KGmti0Xbff9+05hyY1pJeadmsLinkf/KXc86at3ik1QEcWLoEyB4pmTy9cSWFsYT0kJjf8FbReoqBb+qhBkmSJEmqLWdcS5Ik7QLOyerM/8vqxLfSWzE8ox3/22p/OqQ049f5n5T1GZ3ZkdWxkEkblrKyZBOLijYwYf1iUnHQKEmSJKlhOeNakiQpCeSENNbF4irta0uKaBXqf8iWFVI5qlkb/rppdVlbz7RsftaiFzdt+JA/FHxBCjAmsyMhBHJTmtV7DZIkSZJUE4NrSZKkJNAzNYulldaR/qx4I/mUVFn7ur6E0ld5p2V2ZFRGez4qzqdtSjqtQzr9V8/j9IwOO6QGSZIkSaqO3/qUJElKAkc2a82rhd+wvuQ/a0nP2biSTFIYkN6q3t+vIBbz0qbV7J/Wosq5jJBCn7TmtEtpxlMbV1ACHJfRrt5rkCRJkqSaOONaknagJblHNHYJ26XnylcbuwRpl3FmZicezP+MC9e9x7isLnxSUsBdecs4L6szLctt2jh49UIGpLfi5y17l7W9vGk1ebGEd4s2APDMxq8AOCCtBZ1TM1lXUsT5a9/hhIxc9kjN4utYyLT8z/iyZBN3Z3Upu8+6kiJ+nf8Jh6a3IpXAvMI1TMtfzk0terFbSnoDfRKSJEmSZHAtSZKUFFqlpPFgq77cuGEJ49a+Q05I5dyszvw4u1uFfsVESogV2m5Yv4TlJRvLjsevew+AW1v05pTUTJqFFNqkpHNP/iesKikkI6RwcFpLft+qL33TW5ZdlxoCbxdtYEbBlxTEEvZKy+bulntzdEbbHfjkkiRJklSVwbUkSVKS6J2WzUOt+m6xz8ttDq1VW3kZIYV7c/bZ6vtnh1QeaLX/VvtJkiRJ0o7mGteSJEmSJEmSpKRicC1JkiRJkiRJSioG15IkSZIkSZKkpGJwLUmSJEmSJElKKo0aXIcQhoUQ3g8hLA4hXF3N+UtDCO+EEP4dQvhLCGGPxqhTkiRJkiRJktRwGi24DiGkAvcAw4F9gTNCCPtW6vZPoH+M8QDgMeC2hq1SkiRJkiRJktTQGnPG9QBgcYxxaYxxE/AIcEL5DjHGF2OMeaWH84AuDVyjJEmSJEmSJKmBNWZw3Rn4pNzxp6VtNfk+8Ex1J0II40IIC0MIC1euXFmPJUqSJEmSJEmSGlpaYxdQGyGE7wH9gaOqOx9jnApMBejfv39swNKkJm9J7hGNXcJ26bny1cYuQZIkSZIkSfWsMYPr5UDXcsddStsqCCEMBa4Fjooxbmyg2qRd2gdFeUzasIR/Fq4jJyWN0zM6MD67G6khbPG6dSVF/GzDUv68aRUlwOBmbbi++Z60Tkmvtv+fN67iv9a9y/5pLXhyt4OqnH9u41fcl/8pi4ryyAop9E1rwT05+5AdUuvhKRtPXT7fTbGE2/M+5o3CdbxZtJ6NlLC43cAq/V7b9DWPFXzJP4vWsbxkI+OzuvLfzWve17YkRk5e8y/eKlrP1Jx9GdysTb08oyRJkiRJ0vZozKVCFgC9Qwg9QgjNgDHArPIdQggHA/cDo2KMKxqhRmmXs6akiLFr3yIA9+Xsw0VZXfmf/OXcmbdsq9eOX/ce/yhcw80tenNbi978u3Ad/7X23Wr7bowl3LxhKe1C9aH2jIIvuGTd+xyV3pr/ydmXm1v0ontqFsWxaX+poq6fb0EsYWbBF2SGFA5Jb1ljv1c2fc17xXl8O303smrxP/EzN37JF8X+m6AkSZIkSUoujTbjOsZYFEK4CHgOSAWmxRjfDiFMAhbGGGcBk4EWwKMhMRNxWYxxVGPVLO0Kfl/wOQWxmHta7kPLlMT/RKyPxdyVt4zzszqXtVX2f4Vrea3wG37fqi8D0lsB0CElg1PW/Iu/bfqG7zTbrUL/3+R/SoeUDLqlZrKoOK/CudUlhdy84UNuaNGTMZkdy9qPyWhXj0/aOOr6+eakpPF6m8MIIfBg/mfMLVxTbb+rm/fgJ6Uzt/+yadUWa1lTUsQvNnzEFc2785P1i7fjqSRJkiRJkupXY864JsY4J8a4V4yxZ4zxptK2G0pDa2KMQ2OMHWKMB5W+DK2lHeyVTV9zRHrrCgHqyIx2FPD/27vzMDmqsu/j33smk2SyTBIIRBIICWFLAEFIQJAdZFVBQATZFVERfFAQeFCRHUVBQBRFQPaHTWQREFkj8LIk7AQSIAtkhYRsk8kkmeV+/zink5qe7p6epad7Jr/PddXV3adOVZ2q6a7pvuvUfRp5NUuwNLXcYKtYHbQG2LaiPxuV9WL8qoVN6s5pWMHfamfzy36bZFzXYysXAHBYr/Xbsyslqa3HF8BaSNUCUJZHnZQ/LP+YHSqq2KViYN7LiIiItMTMDjCzKWb2kZmdm2H+7mb2upnVm9kRxWijiIiIiJS+ogauRaT0TG2oZZPyyiZlQ8t7U0kZ0xpqW7UcwKjyPs2Wu6xmOgf2HMzWPfplXNdb9dWMLK/kvhWf8pWFr7Llghc5fPGbvF63tA17VFraenw72uT6Gu5f8Snn9h3ZadsUEZHuz8zKgT8BBwJjgKPNbExatU+AE4G7Ord1IiIiItKVKHAtIk0s9XqqMqSrqCrrwRKvb/dyL61azAt1izkrx4CB8xtXMb2hlj/XzuTsPiP4a9UYKq2ck5ZOYkHjqlbuUWlp6/HtaBcum8pxlRswIsPFBhERkXbYEfjI3ae5+yrgbuCQZAV3n+HubwONxWigiIiIiHQNClyLSKepd+eimmmcWrkRg8t6Zq3nQI03cFm/zTik9/rs0XMQ1/cfTTlwe+3cTmtvd/WvlfOZ3lDLqZUbFbspIiLS/QwDZiZez4plIiIiIiKtosC1iDRRZT2o9oZm5Usb6xlg2cdzzWe5e1bMo9rrObz3+ixtrGdpYz11OA3u4bmHjlcDrAcGfDmRL7t/WQ+27tGPj9IGcuxq2np8O0qdN/Kbmumc0mdDPG53WWxPrTewrLHzen2LiIjkYmanmNlEM5s4f/78YjdHRERERDpZ4aMkItKljCqvZFp90+DwnIaV1NKYMYd1crmJK5oPLji1oZav9lwHgOkNtcxrXMVOC19tVm/7hS/z+36bc2jv9RlVXokDjjep40D+Qw+WprYe345S643Ma1zFZTXTuaxmepN5/1M9heFlvXlmnbEFb4eIiHRbs4HkLT0bxrJWc/cbgBsAxo4d6y1UFxEREZFuRoFrEWli956DuLF2Nssa6+kXczE/tnI+vSljx0QP6EzLXVc7k4l1Sxgb671TV83MxhXsEQPXx1ZuwL7xecpfa2cxq3ElF/cdxaY9+gCwd891+GPtTF6uW8KesX51Yz3v1i/j5MqufbdxW49vR+lj5dxRtXWTsgVexxnVUzizz8bsXDGw4G0QkWDT+S8UuwntoiiiZDEB2MzMRhIC1kcB3yluk0REpDWsy3cXEpG2Su9AWGwKXHeAqevtVuwmtMuo+c8XuwlSQr7TewNuq53Dj6snc0rlhsxsXMG1yz/hu5XD6J8YVHDvhRPZsWIAv+m/GQDbV1Sxa8VAfl79Aef2HUkZxhXLZzC2RxVf6TkQgBHllc0GA3xg5Wcs8nq+HOsAbFPRn317rsP/Vn/Iz/uOYFBZBTcsn0UPjGN7Dy34MSikth5fgPGrFrLcG3m/vgaAx1cuAOCLPfoxrLw3ALMbVvB2/TIAVuF81FDL4ysX0MfK2KPnOvQwa3KsAWY1rABgix592a6if8H2XUREuj93rzez04AngHLgZnefZGYXARPd/WEzGwf8ExgEfN3MLnT3rYrYbBEREREpQQpci0gTA8p6cNuAbbiwZiqnLH2PKivnpMph/KTP8Cb1GnAa067EXdt/Sy6tmca5yz6kkdBz+ld9N2lTO67svwW/jeksar2RHSr6c8eAbRhQ1rVPW+05vucvm8rsxpWrX59ePRmA3/bbjMNj4PrluiWcs+zD1XUeX7WAx1ctYFhZL8av07S3u4iISCG4+2PAY2ll5yeeTyCkEBERERERycrcS6sLeHuNHTvWJ06c2KnbVI/rwurqtymV2m0W6fT+LSwdX+nKdP4tLB3f1jOz19xdifjXQvqOLyKdaW3/DtzVv6OISNuV2nf8ss5ujIiIiIiIiIiIiIhILl37nnsRaTcNDiYiIiIiIiIiIqVGPa5FREREREREREREpKQocC0iIiIiIiIiIiIiJUWBaxEREREREREREREpKQpci4iIiIiIiIiIiEhJUeBaREREREREREREREqKAtciIiIiIiIiIiIiUlIUuBYRERERERERERGRkqLAtYiIiIiIiIiIiIiUFAWuRURERERERERERKSk9Ch2A0REurNN579Q7Ca0ixe7ASIiIiIiIiKyVlKPaxEREREREREREREpKUUNXJvZAWY2xcw+MrNzM8zf3cxeN7N6MzuiGG0UERERERERERERkc5VtFQhZlYO/An4KjALmGBmD7v7e4lqnwAnAmd1fgvb58P65VxUM5U36qqpKuvBkb2GcHqf4ZSbZV1mlTdy1fKPebOumnfql7GSRj4avGvO7Ty58nN+VP0+W/fox4MDt2sy74P6Gi6tmc5rdUuptDIO7DWYc/qOpK+Vd8QuioiIiIiIiIiIiBREMXtc7wh85O7T3H0VcDdwSLKCu89w97eBxmI0sK2WNNZzwtJ3MeAvVaM5rXIjbqqdzTXLP8m53Apv5N4V8+htZWxf0b/F7az0Ri6rmcZgq2g2r7qxnuOWvMtKb+Sa/ltwbt+R/Hvl55xZPaWtuyUiIiIiIiIiIqXmPWAfoA8wFDgfaMhjuSXAScAgYABwDPB5Wh0HLgWGA72B7YEn0urMACzDdFSr90SkiWIGrocBMxOvZ8WyVjOzU8xsoplNnD9/foc0rj3uWjGXFd7An/qPZteeg/hO5Qac3mc4N9fOprqxPutyVWU9eG2dL3PLgK35as91W9zO32pnMaSsF7v3HNRs3h0r5rKCRm6oGsM+vdbl8N5DuLzfpjy1aiHv1FW3a/9ERESkQNryo2MV8HNgN6CS8CMhm8+BHwBfiHW3BG5LzJ8EHBC33YvwA+VkYG4r90NEREREOsciYF/Cd8CHCN8frwR+nceyRwLPATcCtwATgEPT6vwGuAj4cVz/VsDXY910vwdeSkyXtGI/RDIoWqqQjuTuNwA3AIwdO9aL3Bz+u2oRu1UMon/ZmsP7tV6DuWL5DF6tW8I+vbIHpS1HKpGkOQ0r+FvtbO4csA231c5pNv/9+hq26dGPqkQbdu05CAOerVvENnn06BYREZFOlPrRMYbwo2AqcCbhvrNcX/qXE35s7AjsAjyTpd5SYHegH/BHYDAhUL4qUWcJMBI4nhC8ng5cCLxG+HHSLb45ioiIiHQjfwFqgQeAKkJC3qXABcDZsSyTl4D/AOMJ3xEhdCfdCXiK8L10FXB5XM85sc7+hO+QFwL/SlvnFsCX27k/IgnF7HE9G9go8XrDWNblTW2oZZPyyiZlQ8t7U0kZ0xpqO2Qbl9VM58Ceg9m6R7+M81fSSEVal6tyjDJgav3yDmmDdGOF7PF3IplvIZqcVi+fW5ZERLqT5I+OrwI/JPSUuYrw4yObgcBCwi2b38xR7zJgJaFXzbeAvQg9Z05O1NkFuB74DrAn4Tz8N+BN4O3W7IyIiIiIdIrHCcHkZID6KML3yvEtLDeENUFrCB0hRsZ5EDpSVBO+mybtBzxJ0w4QIgVQzMD1BGAzMxtpZj0JH6uHi9ieDrPU65v0dE6pKuvBEs+eKiRfL61azAt1izmr78ZZ62xc1pvJ9TXU+Zr04O/WL6MBWNwBbZBurK23GaV6/PUhBD5y2ZKmtw+9BIxIq5PPLUsiIt1JW390QO70ICl/B75HuLjYGqkbxfTDRERERKT0TCb8xk4aTvhtnt5BrKXlAEYnllsRH3um1elJ+G44La38JKAc2AD4GeF7rEg7FC1w7e71wGmE/kHvA/e6+yQzu8jMvgFgZuPMbBahX9BfzWxSsdpbKurduahmGqdWbsTgsvQzxxrf7v0FFnodF9VMY37jKj6or+HXyz6inOJerZAuoNA9/gD6Em4fSk69E/NTtyzdChwe13cH8ALhliURke6orT868jEd+Ixwrj6I8GNjPcIPikwB6cZYPgU4FxhH6IEjIiIiIqVlEeE7XrpBcV57ltuE0EEiPZ/1q/FxYXzsRbiT7ybgacKYKtejwRml3YqaqdDdHwMeSys7P/F8AiGFSJdSZT2o9uZ5FZY21jPA2nfI71kxj2qv5/De67M0DvRYh9PgztLGeiqtjAorY1SPPlzSb1MurZnO/62YRxlwVO8vYGaslyPgLZK1x985hB5/X8+xbH4p2vNrQ65blvbtoO2IiJSStv7oyMe8+Hg24Zz+b+At4DzCt8Er0uofxJrR4ncgfFvTlW8RERGRtcsA4GjgUmBrYFvgTtZ0KEt9P9wAuC6x3J6E3/SnEr5zbtsJbZVuSUPsFMCo8kqmpeWRntOwkloam+W+bq3pDbXMa1zFTgtfbTZv+4Uv8/t+m3No7/UB+FbvL/CNXuszo6GWdcsqGGQVjF34Mkf2GtKuNkg3NxnYO60s2eMvV+A6X+8RAuMrCb34LgX2SGtDS7csiYhI/lJDV29FyFkN4VxfTch9fQHhPJ/yR0IPmg8JA0MeCLxI07tjRERERKT4BhHGiEq3KM7Ltdz8PJa7Gvg2a+IEGwG/JHx//EKO9R9BCFy/hgLX0mbqO1MAu/ccxPN1i1nWuCaX9GMr59ObMnasGNCudR9buQF3VG3dZNqtYiAjyyu5o2prdu05sEn9XlbGFj36MrisJw+t/IxG4KBeg9vVBunmCtnjD+BLhJzZjxCu1DYQUpIkr8UUug3FVsjBL58kXBEfEetckGOdDxAuHFQSctgeANTk0X4RKYy2/ujId90QBmRM2ptwEXFqWvlmhBHljyX0vH4DuKudbRARERGRjrclzTt4zSSMQ5WpQ1iu5aB5R7L1gGfiOt8l5LXuSwhaj8ixfkt7FGkD9bgugO/03oDbaufw4+rJnFK5ITMbV3Dt8k/4buUw+icGbdx74UR2rBjAb/pvtrps/KqFLPdG3q8P0aPHVy4A4Is9+jGsvDcjyisZkdZr+4GVn7HI6/lyImhd3VjP9bUzGVcxgHKMl+uWcHPtbC7ttykDyyoKuPciLfiftNcHEXoAXgY82Omt6XypwS/HEAa/nAqcScgne0mO5VKDX+5IGPzymSz1/g28TQiM351jfTcSRhk4G/hdbNczgMZuFSmetv7oyMcoQl5rTytPvc7VlWFjYB2aD74jIiIiIsV3IOE3XTXQP5bdQ+igtEe2heJyFxPGkto1lk0kfOc7MEP9DeO0ArgZ+G4L7bo/Pu7QQj2RHBS4LoABZT24bcA2XFgzlVOWvkeVlXNS5TB+0md4k3oNOI1pvyDPXzaV2Y0rV78+vTr8gv1tv804vDz/+3PLzZhUX8M9Kz5lhTeyeY8+/LH/lny117rt2DNZKxSyx18mfQjB60fS2pDPLUtdUXLwyypCb/OlhJ7RZ9M0t3jSQMJt+0bIHZYtcP07Qo92CIHxTBYAPyWkAvh+orylQTVFpLDa+qMjHz0J55tn08qfJpyHN82x7BTgc8I4AyIiIiJSWn4IXAscRhibahrh9+XPaPr7clPCd8qb4uudgf2A44HfEzoynEMIYifHlbodqCMM1PgJ8AegHPjfRJ0LCN9hvxK3+V/C99rDgC92wD7KWkuB6wLZrEcf7hiwTc4649cZl1dZS67ov3mzsj5Wzq0Dtm71ukQK2uMvG6Pp7UNbAs9nqDcZOLRAbegshR78Mp8EUPfGxxPyqCsinaetPzognFtqgDfj61QPl3GEHtMQ0hLtCpxESCn0NvAb4FeEkeABziJ8O9yJcMHsfcLAjaPQqPAiIiIipWgQoTPCaYTfkwMJHZUuSKtXT/MUlffEut8l3AX8NcL30aRG4LfAx4TBGg8l3DHdL1FnS0Lw+0ZCR63hhFSXv2jjPolEClyLSFOF7PGXSS3wKE1vH2rtLUtdSWcMftmSV4AtCEGvS4FPge0JV8536YTti0hm7fnR8SPCj4mUb8XHvwMnxuc7Eu5u+V9Cvur1CT8mkr1lxhLuxriBcBvocODwWKdvG/ZJRERERApvDNnvyk2ZkaFsIOH74t9zLHcCLXd6Ogp1cpCCUOBaRJoqZI+/JYQruMfG5RcQgqVzgPsS68n3lqWuqBQGnpxHuPX/EkJPynXj4wHAh8CQTmqHiDTX1h8dmcoy2T9O2ehHh4iIiIiIlAgFrkWkqUL2+OtFGJH4EuAzoDchSD2e0MsvKZ9blqRtHFhGuFhwQCzbhXBx4TpCb3cRERERERERkSJS4FpEmitUj7/ehEEJ8zGQlm9Z6oo6e/DLbG0wYM9EWRUhXct7ndQGEREREREREZEc8hnGS0REOkoxBr9MN5rQ69rTyh39VxARERERERGRkqAQhYhIZzoQeIIw+GVKIQe/zORr8fHZRNkS4DVg205qQwG999577LPPPvTp04ehQ4dy/vnn09CQntemuSVLlnDSSScxaNAgBgwYwDHHHMPnn3/erN5DDz3ENttsQ+/evRkzZgz33HNPk/mTJk3igAMOYOjQofTq1Yvhw4dz8sknM3fu3A7bRxEREREREZHuTqlCREQ6UyEHv4SQY3xCfL6KkPrjfqAvIWgOIZ/4IcD3gN8AgwmDM1YAP27X3hXdokWL2HfffRkzZgwPPfQQU6dO5cwzz6SxsZFLLrkk57JHHnkkH3zwATfeeCNlZWWcc845HHrooTz//POr67zwwgscfvjhnHrqqVx77bU89thjHH300QwaNIj99tsPCAHwkSNHcvzxxzN06FCmT5/OhRdeyGuvvcaECRPo0UP/ekVERERERERaYu7p94p3bWPHjvWJEyd26janrrdbp26vo42a/3zLlYrIsGI3oV28WT6G0qLjW1gZj+97hMEvXyLk8j6ZELwuT9QZQchBfUtaWXLwy5TU4JfE+idlqLMxTXOQLwN+DtxLSFPyFeAPwDZNFyv145vu8ssv54orruDjjz+mqipcCbjiiiu44IILmDdv3uqydC+99BK77LIL48ePZ/fddwfg1VdfZaedduLJJ59k3333BWD//fenrq6OZ55ZkwT+oIMOYunSpbzwwgtZ2/Xkk0+y33778dprr7H99tt31O4WnM4PhaXj23pm9pq7pw/nK2sBfccXkc5U6r+RC62rf0cRkbYrte/4ShUiItLZUoNf1gJzgYtpGrSGEGS+JUOZZ5hOTNQ5MUudGWnr6gdcD3we2/EUzYLWXdHjjz/O/vvv3yRAfdRRR1FbW8v48eNzLjdkyJDVQWuAHXfckZEjR/L4448DsHLlSp599lmOPPLIJsseddRRvPTSSyxZkmnUzWDdddcFYNWqVW3aLxEREREREZG1jQLXIiLSbUyePJktt2w6yuXw4cPp06cPkyenj4qZezmA0aNHr15u6tSp1NXVNas3evRoGhsb+eCDD5qUNzY2smrVKqZMmcK5557LuHHj2HHHHdu6ayIiIiIiIiJrFQWuRUSk21i0aBErVqxoNjjjoEGDWLRoUc7l+vbt22xwxj59+qxebsGCBQD89Kc/Zd1112Xddddlv/32Y+bMmavXAXDLLbdgZpSXl9OrVy+23HJLnnzySSZMmMCPfvSjAh8BERERERERke5BI0SJiEi3cv311zNu3LgmgzOWl6fnYmluwoQJ9O3bt8ngjIsXL2bTTTcFQqoQgK222opLL70UM+O6667jqKOOarKegw8+mJdeeomZM2eydOlSZs6cyfXXX89nn33GPvvs0/E7LCIiIiIiItINKXBdIB/WL+eimqm8UVdNVVkPjuw1hNP7DKfccg9yUN1YzyU103hy1ec0Anv3XIdf9d2EQWUVq+u8sGoR96/4lDfqq5nduJLTKzfif/punHWdje4ctuQt3q1fxg1VY9i75zodtZsiIkXVbOCYXrB01VKefuBpnq56Gr4KLAXOgcsrL+dyLs+8okZgPsy/fz5H7H5EKBsG7ATzR84P2/lCKL7z+3dy5x53hhf7EAa+nAf7D9o/lK0Xpy8n1j8NuB2+vejbfJtvry4u9cEDRURERERERIpFqUIKYEljPScsfRcD/lI1mtMqN+Km2tlcs/yTFpc9vXoyr9Qt4bJ+m3FFv814u66aHy19v0md/65axOSG5excMZDKPP6E9678lHkNK9u6OyIiXUc5sD5QlShLjbeYa1zEOsJ/xN0TZTsSLu82xNebAxVAMlV2T2BIYn4mDcC/gV7AzNzNFxEREREREZFAPa4L4K4Vc1nhDfyp/2j6l4VDvMwbuHb5J3y/ctjqsnSv1y3lhbrF3DVgG3asGADAkLJeHL7kLV5ctZiv9BwIwLl9R3Je7Ln99KrPc7ZlSWM9V9bM4Od9R3Deso86aA9FREpUA/AZUA30j2UvxMeeOZarIPS6fgHYNZZNBOoJwXAIgee9gPuAH8SylYRA9gbAgCzrfhqYH5+PzHM/RERERERERNZy6nFdAP9dtYjdKgY1CVB/rddgVtDIq3VLci432CpWB60Btq3oz0ZlvRi/auHqsrIW0o0k/WH5x+xQUcUuFQNbtxMiIl3RCkIQ+jDgKeAG4AJCELs2UW9T4HuJ12WE9B7HAw8ADwLHxLJkeuxfAc8BZ8THvQjB64sTdc4CzgX+CTwL/DqufxTQNB22iIiIiIiIiGShHtcFMLWhli9XNO16N7S8N5WUMa2hlmxDc01tqGWT8spm5aPK+zCtoTbDErlNrq/h/hWf8q9BX2r1siIiXZIBpwKvAl8HBgI/BW5Oq1fPmhQgKeMIaUa+S+h9/TVCepE5iTq7AvcDvwT+FNdzHE2D4GOBPxKC5isIge1tCIH0vu3YNxEREREREZG1iLl3r4Ghxo4d6xMnTuzUbTYbHKwC+B2hR17ShoTefJdlWdFXCUGNB9PKjyUM7PX/MiwzGDiN0KMw3R7ATsAVwAzCLeqPEIIxCaU+OFiz49vF6PgWlo5vYXW547s+8GNCL+ekvoTz5M+zrOhIQjqPZ9PKD46Pj6aVTyD0tj6BEMDO5iHgUEIKkq80n93ljm8Xo+NbWMU4vmb2mruP7fQNS9EV4zv+1PV269TtiUjpGDX/+WI3oai6+ncUEWm7UvuOX9RUIWZ2gJlNMbOPzOzcDPN7mdk9cf4rZjaiCM3smu4GphB6BYqIrC22pOngiRAGRFwe57VmOWJZ+nIfEALa+wDXttCeu4HhwC4t1BMR6Ub0HV9EREREOkLRAtdmVk7op3YgMAY42szGpFX7HrDI3TcF/gD8tnNb2UaDgEyprBfFeR29XLo6Qq/Ccwi3uy8GlsZ5NYRBy0REuqMDgSdoep67B6gk3IWSa7l5rBnIEcLgjNPivJS5wP6EfNX/R9P81+lqgIcJea3VaUVE1hLd+ju+iIiIiHSqYva43hH4yN2nufsqQr+0Q9LqHALcGp/fD+xj1oqRCYulM3r85VIDzAJ+Rgh4DwK2jfOOApTyWkS6qx8CvWg+OOPPgKpEvfTBGXcG9qP54Iy7AvvGOrWEMMwiwt0sbwMvx+mNDG15hHDeP7q9OyUi0qV03+/4IiIiItKpipbj2syOAA5w95Pj6+OAndz9tESdd2OdWfH11FhnQdq6TgFOiS+3ICTJKKYvxOltQp9ngCHAUOCtRFm6voQQ9RRgWSzrA4wm3Jyeqa/0toTMrHPSyvunve4BbALMjuupyW9X1gqDgQUt1pK20vEtLB3f5noTEnT0IwyfuIDm58htCOfCGYmycmAjwpCORrhfpQb4LM7vGZfLZBXwTlrZqNiWSa3eg7WH3r+F1R2P78buvl6xGyHZdfPv+LJ26Y7nUBGRfOj8J50t63f8Hp3dkkJw9xsI/epKgpkNAt4DPifc+rgJcBVwubv/MlHvI2C8u38vUfYEsBlhCMfGuPwyd98iUWdjYFx8eTPh5vZ7gRp3fzxLm0YA04Efuvu/OmZPuwczm6iBngpHx7ewdHwLS8e3sHR8C0vHV7q6UvuOL2sXnUNFZG2l85+UkmIGrmcTeralbBjLMtWZZWY9gAGEYHBJc/dFZrYPcB3hZvHFhPx9F6RV7UHzDKnfjnVvJqRy+RfhBvWkvYC/J15/K04fAyPa234RERERkTbqtt/xRURERKRzFTNwPQHYzMxGEr68HgV8J63Ow8AJwEvAEcAzXqzcJq3k7u8Be7dQZ0SGssXASXECwtWutDq3ALe0sj0z0PBgIiIiIlJY3fo7voiIiIh0nqIFrt293sxOA54g9Dq+2d0nmdlFwER3fxi4Cbg9ptRYSPjiuzbSLZKFpeNbWDq+haXjW1g6voWl41tYOr7S6fQdX7oRnUNFZG2l85+UjKINzigiIiIiIiIiIiIikklZsRsgIiIiIiIiIiIiIpKkwLWIiIiIiIiIiIiIlBQFrkVERERERGStZ2ZjzOxpM1tuZnPM7CIzKy92u0RECs3MNjWzv5rZ22bWYGbPFbtNIqDAtUiXZWYepxHFbksmZnZLbN/VibKSbnOpKMRx0rEXERERyc7MBgFPAQ4cAlwEnAlcWMx2iYh0kq2Ag4ApwAdFbovIagpcF4mZ3WVms81spZlVm9kzZrZNYv6uZvaOmdWY2e1mdncyCGhmw2PZbDNbbGb/MbOti7ZDaRQka6o7HQ8zmxH3Zc82LH5NnJZ2aKMkH2vFse9Kn7XObmsXOzbNLnx1dy39fbrS309EpIv6IVAJHObuT7r7XwhB65+ZWVVxmyYiUnCPuPtG7v4tYFKxGyOS0qPYDViLbQw8BywGtgb2Au4FRpvZQOARYGCssz6wb2pBM+sDPANsAjwBzAeOAp4xszHuvqBzdqFrMrMZhOO/l7s/10mbvSY+dtmgoZlVuHtde9bh7md0UHOklXTsRbq8Tv8/0tb/l0X6Pysi0l4HAk+4e/I8ezfwW2APwu8zEZFuyd0bi90GkUzU47p4jgReBqqBt2PZlmY2FPgaIWg9Ddjb3fcH3kksezAwCphDuI1jIfAJsB5wRGc0visys4pibdvdz4jTwgKsfl8zez/23L/DzHpCy73y8+j1n+rdd4aZTQemJIIRAM/G+SfG+sm7BG4Deqc3NNlj0ILLzGxmbMM8M3vCzNZtb/vbu+4Ssp+ZfRjbeJOZVUKT43i2mU2P8882s93MbEp8fW1yReqtKWubYp7zC6HA/0dERAS2BCYnC9z9E2B5nCciIiKdTIHrIjCzzQhfiq4FzgFOS8xeDxgWn09xd4/P30/UGREfhwH/E6dRsWzTAjS5PZoFVc3shhhAOy9VycyuT5YlgmynmdnUDIG7FgOPrQm85hEkTbbngwxB4pYCpU2ChjFwe5+ZzTWzRWb2rJntlO/20lwOvAKUA8cAx9maXvlHEi6MPAzsSeiVPzgul+r1fyPwOmt6/ae7DPgv8B/gZsLFFoB/EHoAvmdr7hLYmnBBZjDwrQzrStoH+F+gAbgpbmMboH8HtL+96y4VFwHPA6uA7wKXpM0/E3gJGAD8BrifcPx7Aaeb2b50ohYuJtwa39NnJur/PZadZS2kR4r1W6yT1p4Rqc9SoiyVguKC+HrD2LaPzWxFPF+NSyyf63Pa0ue+VRdIctVv6fi1ZXv5aum4t7TdfM5n1sKFr3z2zTKc89u53y39fVt1Aaml91PatteL70U3s1+mbW9EG49rpr9d1n207P8vW7romW25lj6LOY+3iEgnGES4GzbdojhPREREOpu7a+rkCTiDMOjHG4SA0/rxtQPbAcfG5x8klnkjll1NCAg6MBGwRJ2BwKBi719sS2p/5gO3EHoqOPA9YKf4fFKsa8CsWDYybflPCcHSz+LrK4E+wEdAI/A4cBshsPcZMDhDG5YDtwJ/Ac4n3GbthCDf1cDuLa0vsa7P0/cnzt83vp4B/JkQQJ0DjEhbfgTQl9Cb3oHxhACwAzXAqHy2l1bnW/H1rfH1dYn3yKy4j1fHfXTgh7H+MOB0QsDzj4n1DU1b/3fT/rYzYvmeibLUe/ZD4nsSeC2WXZ2hzSMIt2M6YRCcPQmfAyNcUGtX+9u77mJPiX05JL4+JL6enzb/2LS/yRXxdeo99fNMx76A7X4RuBP4E+G97cD7cd4+8fUr8XUF4YdgPbBBfO7As4QUSA3J9w/h/JazTob32IjU68T8W2LZBYRzyQfx9RTgb8D/i8c7n89p1s89eZyn0tqas34ex69V22vF3zTncW/ldrOdP5PbeBp4rLXbyHbOb+f7Od/z+qfAXfF5Y3x9K1Aby/aldef9bQkX4xz4ZbbPcCuPa7bPVa73cKb/lzuS43Me15ltuayfxXyOtyZNmjQVegLqgDMylM8CLit2+zRp0qSps6b4He65YrdDkyZ3V47rIvk0Pm5O6LG6Xdr8fxGu9m9mZk8RAhNfTMx/DJgO7AC8aGZvA8MJAbqDCL1QS8Wp7n6fmRlwPPAld7/JzN4BtjGz7QnBxGHAS+4+PW35U9z9ITM7BHgwruNlQg/z2azpUfdJLDuCEKBOOs3db069MLPvAv2B69z9OTP7VivW98P0/YnlqVvSPyL82H6PELS3DMfkYGAkIYixl7s3mtk/gUMJgf3zEnWzbS/pjfi4OD72o3mv/KRNLfT6fz3WTbceIViQ8mKGOulSdwl86O4en38AbJ9jmf8QghPHEYIqEC7GfKMD2t/mdedobzGk7rRI3bY62Mx6ZZi/mNDDMfX+TfWK71vQ1jV3JHAY4di+TbgolEqB9CwwE9jRzEYCYwiBtScIQdmBrEmP5Gb2JiGAl5KeQilTndY6CNgMmEs4Ny2H1SkmvknLn9Ncn/vDad156uAW6t9AluPn7nNbeR5rjZaOe0vtzuf8mdrGR8C+cRuvseb80ZptQNo5vx3yPa+f6e53mNkuhM/hre5+tpn1I3wevgSsQ/7n/XsJ3w9+5e7pd1lk0tJxzfWZybqP7n5R+v9LADPL+jl39zmZlrP8UhS15v+oiEghLCJ0Kko3KM4TERGRTqbAdXHcSwjUHEnoYXQmYeAPANx9sZl9Hbge2Bl4gJDO4FBgpbvXmNnehBQOuxN+pM4B7qCdt0YXQKagKoT0DVcTeuoui2V3Zli+WeCOMCgl5B94bCnwOqIV68u2P7kCpXOzbG+KrxkAIbV/G+e5vaT6+OiJshnx8TVgXCqYbCGlhwEnxHW9Sbjg0Ys1F1TSgwQr0143xMdkqqHZ8XEzM7O4vc0ztDWpnJAm53RCQOd8QtDlZNYcj7a2vz3rLiWjCRcAUnkVF7j7yhCfAtb8LbK97jQtXUxw9zlmdgchhcuRhMArhJ6pw+Pz9PRIyQBbthRKrQ1clyeej4yP76SC1gDuXpcItOX6nHbkBZKc9WOgM9vxa3H5DNvLV0vHvTXbzXY+a+nCV2u2AfldbMtHvuf1fC4gjYjP8znvb07osXxHnu1s6bjm+sy05n9Xi59zml70bEl52utWtUVEpAAmk5bL2sw2Itz5MznjEiIiIlJQynFdBO7e4O4nu3uVu2/o7ve4u8XpzVjtHXffxt37EoJ0qS9RH8R1zHD378TlK919lLuf4u6l9uMuU1AVwg/ylcDRhJ6N9WTOrzw6Pq4O3BF6j0EIPJaljh2hN8SlGdbRUuB1RivWl21/UoHSgYRAym3AWEKgNF1qe5vbmgjkFvHx4zy315L0Xvl/MbPHCEGFbWne6/8/rVj3zPh4kZldHb/QPwosIez7U3FbmXqHJ+0S23gn8DPgK7F8cQe0vz3rLiV/NbObCCksAG4vZmNacDBrLiYMBIYk5qXe57fFx2MI6TiWEu6kSF34SAYh0wdByqdOuprVDTCrik+TeZFTd3hsYzF/fqzbg/w+p7k+96nl8z1P5VM/2/HLd/m2aOm4t2a72c5nTS58xefJC1+t2QY0P+e3Vb7n9XwuIM2Ij/mc928DqoD/mNn6ebSzpeOa6zPT0j6m/7/M53OeabmWPov5tEVEpNAeB/Y3s/6Jsm8TUj+NL06TRERE1m7qcV26bjSzekLvqD0IPzbnEPJidnnu/rmZPUj4MvgF4N/uPj9D1b+a2TeAr8fXt9P+VCkzCb22L4rr/kM71wchUHoLYaC8hTQNlKZ7lBCoGEUYuGoBIXhfS8jn3W559Mp/nhy9/ltwASGQujNhP+9w95nxWP45lj9MeK8ekWM9swk5sVNpIhYQbvm/IfYqbk/727PuUnI+8HNCj/JbgV8Wtzk5tZQCCXefbGYTgHGx6GZ3rzWzltIjQcsplJpx9/lmNgvYELjDzFaktesxwvtkM+ANMxtPONdeRX6f01yf+9aep1qsn+345bt8rmOVQ2ekrkq/8LWSphe+ipUeqzXn9Za05rz/a0IQ+gTgcTPb092rab18PjMt7WP6/8vXYnnWz3mW5a4k5IjN9lnMpy0iIoX2F+AnwANm9lvCeewC4Cp3X1rMhomIFJqZ9SF8t4Zw516VmaV+zz+WvENVpFN1ZMJsTR03EW4Hn0noOTaTEJTbtNjtakX70weRujq+viVRZ99EveOyLH8KIbC0hPCDtk+cP4IwGNYswg//qYQcsBtka0OifM+4ztQgVWNbWl9L+0MIfD1JGCxsFSEQej3QK8vymxAGPJhH+FH+HLBza46fJk2lNBF6S95I6AU8i3BRKvU+3i5R78eJ8j0S5bsC7xB6Zt4O/DPW+W0r66R/dvaLn+dFhPPogzQdEG4jQs/OT4AVhIuF4+K8lj6nLX3uW3teyVk/1/Fry/Za8bfNedzbsJ9X0/z/we7Au4QBBu8G7qPpIIL5HJs27V+O/c73vL5dfP1mfH1ifH0LTd9reZ/3Cfmen4yvnyFcvEo/jvkc15b+di3t4540/X+5E/l9ztOXG0vLn8WcbdGkSZOmzpgIqbieif9r5gIXA+XFbpcmTZo0FXoiMbB9hmlEsdunae2dzN0RKQYzKyP8+DVgiLsvS8xLvTFHuvuMIjRPRDqRmQ1w9yXxeRkwidD7+WR3vynfOtLxdNy7Lv3tRERERESkK1OqECmKeMvJAYRBq/6aDFqLyFopn/RI3TqFUgnTce+69LcTEREREZEuS4MzSrGcBhwPPE1IiyIia7fXCWkNfkHIn3sPIRXG4lbWkY6n49516W8nIiIiIiJdllKFiIiIiIiIiIiIiEhJUY9rEZFOYma3mNklHbzO3cxsSkeuU0RERERERESk2BS47iRmdoeZzTWzpWb2gZmdnJi3j5lNNrPlZvasmW2cYz17mdk7ZrbYzD43s3+a2bDE/GFm9pCZLTSzWWb2w0Lvm4gUj7s/7+5bpF6b2Qwz27c96zSz9c3s/8xsjpktMbMXzWyn9rdWRERERERERCQ/Clx3nsuBEe5eBXwDuMTMdjCzwcADwK+AdYCJhByU2bwH7O/uA4GhwIfA9Yn5dwDTgSHAwcBlZrZXB++LiHRv/YAJwA6E89KtwKNm1q+orRIRERERERGRtYYC153E3Se5+8rUyziNAg4DJrn7fe6+ArgA2NbMtsyynk/dfU6iqAHYFCAGlfYELnX3Ond/C7gf+G4BdknWcmb2czP7R1rZtWZ2jZkNMLOb4l0Gs83sEjMrj3U2NbPxsSfvAjPLdaGmSzKz0Wb2XLwzYpKZfSMxe7CZPWlm1fE4bJxYbss4b6GZTTGzIxPzDjKz9+Jys83srFi+p5nNis9vB4YDj5jZMjM728weNbPT09r3tpl9M1v73X2au1/l7nPdvcHdbwB6AltkW0bWHma2hZm9Gd+LP+nE7bqZbdpZ2+tuzOwCM7uj2O0QERERERHJlwLXncjM/mxmy4HJwFzgMWAr4K1UHXevAabG8mzrGW5mi4Fa4CzgitSstMfU8607aBdEku4ADjCzgQBm1gM4CrgNuAWoJ1xU+RKwH5BKj3Mx8B9gELAh8MfObHShmVkF8AhhH9cHTgfuNLNU0PcYwjEYDLwJ3BmX6ws8CdwVlzsK+LOZjYnL3QT8wN37Ez7Tz6Rv292PAz4Bvu7u/dz9CkJv6WMT7dsWGAY82op92o4QuP4o32U6i5n1ihdJPo6B1DfN7MA4b0QMdi5LTL9KW/bmmMJpnpn9rC3bifOPSdvO8rjtHeJ8M7PfxhRPn8fnlm17Je5s4Fl37+/u1xa7MSIiIiIiItI9KXDdidz9VKA/sBshPchKwi35S9KqLon1sq3nk5gqZDDwS0IgHHevBl4EfmVmvc1se+BwoE/H7okIuPtc4L/At2LRAcACYBZwEHCGu9e4+2fAHwiBWIA6YGNgqLuvcPcXOrflBfdlwuf6N+6+yt2fAf4FHB3nP+ru/413YPwC2NnMNgK+Bsxw97+7e727vwH8gzXHtw4YY2ZV7r7I3V/Psz0PA5ub2Wbx9XHAPe6+Kp+FzawKuB240N3Tz1WloAcwE9gDGEA4J95rZiMSdQbGQH4/d784UX4BsBnh/bgXcLaZHdCW7bj7nYlt9ANOBaYBqb/TKcChwLbAF4GvAz9o+24X1cbApGI3QkRERERERLo3Ba47Wbzt/gVCT9MfAcuAqrRqVUC1me2W6L3XLEjg7gsJvSkfir1dIfTmHEkIsFxP6BU7qzB707VYGLTurJgmYYmZ3WNmveO875vZRzFFw8NmNrTY7e0ikr15jyUEODcGKoC5MVXGYuCvhF7EEHprGvBqTKPR3VLZDAVmuntjouxjQi9nCJ9NANx9GbAwLrMxsFPqmMXjdgzwhVj9cMIFgY9jipGd82lMTEF0D3CsmZURAui357OsmVUSeo+/7O6X57NMZ4sXRy5w9xnu3uju/yLk+d8hj8VPAC6OFwLeB/4GnNhB2zkBuM3dPfH6Snef5e6zgSuzbauUmdkzhCD/dfF/0xZm9nsz+8TMPjWzv8T3zeo0NjFlzWcWUgcdaiHtzQfxfHteYt07mtlL8f0/18yuM7OeWdrRK9t2uyozO8dCGqBqC6mC9rGQ3uM+CwM8V1sYnHlzM/vfeExnmtl+iXUMjf/DFsb/ad/Psq0KCwOw/sPMesbl/mFm881suiVSwMS/y8R4Z8KnZnZVZxwPERERERERBa6Lpwchx/UkQg88YHW6gFGEvNfPJ3rwZUsd0oMQEKwCcPeP3f1r7r6eu+9E6JX9aiF3pIs5ktAzeCSh1+OJZrY3YfDMI4ENCEHGu4vWwq7lQeCLZrY1ocfwnYTA7EpgsLsPjFNV6j3s7vPc/fvuPpTQ4/TP1r3y1s4BNopB4pThwOz4fKNUoYW89OvEZWYC4xPHLNVL+EcA7j7B3Q8hfN4fBO7Nsn3PUHYrIQi+D7Dc3V9qaSfMrFfcziy6UM9gMxsCbE7THsEfxwDq3y0MiIuZDSJ83t9K1HuLHGma8thOat7GwO6EtDkpTdJCtWZbpcTd9waeB06LPct/SDgO2xFSAw0Dzk8s8gWgd6L8b4SLXDsQ7j76lZmNjHUbgJ8S/m/tTHi/npqlKb9pYbtdioVUQqcB42I6oP2BGXH21wkXmwYBbwBPEL6/DQMuIlwYTLmb8JkdChxBGKB577RtVRI+2ysJ//fqCReo3orr3Ac4w8z2j4tcA1wTB5ceRfZzj4iIiIiISIdS4LoTmNn6ZnaUmfUzs/L4Y/Bo4Gngn8DWZnZ47P17PvC2u0/Osq7DYg+3MjNbD7gKeCP2vk4NCtc/9qA6lpBbWL2j1rjW3efE4/UIIehxDHCzu78e0zf8LyF9w4jiNbNriL157yfkZX41prGZS8jvfKWZVcX36igz2wPAzL5lZhvGVSwiBFobM62/i3oFWE5IO1FhZnsSAk+piyEHmdmusSfpxYTezDMJ6UQ2N7Pj4nIVZjYufqZ7WsihPMDd64ClZD9mnwKbJAtioLqR0Mu3xd7WFvJ030/Io39CWu/xkhXbfSdwazyHLgDGEXqz70BIwXRnrN4vPibTn+RM05RjO+mOB5539+mJsvS0UEuAfmZdNs81se2nAD9194UxXdVlrEkLBCHFzaXxfXs3ISh9jbtXu/sk4D3ixVt3f83dX46pcmYQArJ7tHG7XU0D0IuQDqgi9uyfGuc97+5PuHs9cB+wHiEVUeqYjjCzgRZSDn0FOCemYXoTuJHwfkypAv5NGEvjJHdvIHxG1nP3i2J6o2mECwzJ9E6bmtlgd1/m7i8X8DiIiIiIiIispsB153BCWpBZhEDd7wn5fx929/mEFACXxnk7kfvH9zDCj85q4B1CMOqbifn7E/KqLiL0hDsgbkOCeYnnywnBpKGEXtbA6vQNn7MmtYPkdiuwDU0DoscTBvN7j/BevJ/QuxVCkOQVM1tGyL/8PzFQ0i3E3NFfBw4kBE7/DByfCHDeBfyakCJkB2KqlRh824/w+Z9DeK/+lhDMgpCbeoaZLSV8to/J0oTLgV/GdAtnJcpvI/yd7shjN3Yh9KDfD1hsa1IW7ZbHskURe7jfDqwi9FwlBtkmxkDop7F8PzPrT0jTBE1TNVURzq2Y2eOJ/T4m13YyOJ7wuUhKTwtVBSxLpBLpitYjjKHwmq1Jb/PvWJ7yeQyOQrgQAuHiComyfgAxBca/LAyUuZQQjB7cxu12Ke7+EXAGIe/6Z2Z2t61JWZV+vBZkOKap/2WpQH5KMk0RhBz8XyQEvlPvvY2BodY0TdF5wJA4/3uE3u2TzWyCmX2tXTsrIiIiIiKSpx4tV5H2ioHjZr3GEvOfArbMc11/BP6YY/7VwNWta+Fabw7hhzuwOl3LuqxJ7SC5fUIInvwjVRAH8ftRnJpw97MJea67rdiTtNln3t1PbGG5KcDBWWZnHDTQ3Z8j5MxPvX4IeChD1U+AF/O5SODu4wl5yLuE2AP3JkKg7aDYEzWTVKCuzN0XmdlcQm/fJ2P5tsTUH+5+YFu2Y2ZfIQQQ70+blUoLlUrdtHpbXdgCwmd/q5i3u72uJ6TCONrdq83sDEK6i0JvtyS4+13AXRYGRP0r4cLV1NxLNTEHWMfM+ieC18k0RRDuhnkbeNrM9owXdGYC0919MzJw9w+Bo+NFm8OA+81sXXevac3+iYiIiIiItJZ6XIvA/wEnmdl2Ma/vZcAr8VZ1ySEGMn4G3O3uS4vdHsnMzPoQcgXfUOy2FMj1wGjg6+6e6oGKme2USK20LnAt8Fy8sAKhF/ovzWyQmW0JfB+4pbXbSXMC8I+0Xq+pbf3MzIbFnrRntrCtkhdTyPwN+IOZrQ8Q92//3Etm1Z+QBmdZ/Hs0u/BVoO0WXXyf7h3/B60gBOZblaInphz6f8DlZtbbzL5I6C19R1q9Kwh3fjwdc76/ShgQ+hwzq4wpzbY2s3Gxbcea2XrxuC+Oq+kS6YNERERERKRrU+Ba1nqxx/uvCD2G5xIGn+rKuVI7ReyZvhT4KiH1hZSgGMybT0g3cFeifLdEKowmU9Ea2wYWBkL8ASFf/by09B6bsCa10ruEweiOTiz+a0KP1o+B8cDv3P3fbdhOqk5vwmB36WlCIPSgfYSQ4uld4FGaDqrXVZ0DfAS8HNN7PAVs0cZ1nQV8h/D3+htwTydttxT0Igw4uYCQJmh9wngLrXU0MILQ+/qfwK/j/7gm3P1iwgCNTwEDCKmBtgOmxzbcGMsh3O0xKZ4brgGOynHhRkREREREpMNY106vKSIiIiIiIiIiIiLdjXpci4iIiIiIiIiIiEhJUeBaREREREREREREREqKAtciIiIiIiIiIiIiUlIUuBYRERERERERERGRkqLAtYiIiIiIiIiIiIiUFAWuRURERERERERERKSkKHAtIiIiIiIiIiIiIiVFgWsRERERERERERERKSkKXIuIiIiIiIiIiIhISVHgWkRERERERERERERKigLXIiIiIiIiIiJtZGbPmdmMYrdDRKS7UeBaRERERERERCTBzPqY2Rlm9ryZLTSzOjP71MweM7MTzaxHsdsoItLd6UQrIiIiIiIiIhKZ2abAo8DmwFPA5cACYH1gX+DvwBjg7GK1UURkbaDAtYiIiIiIiIgIYGaVwL+ATYDD3f2BtCq/NbNxwLhOb5yIyFpGqUJERERERERERIKTgS2AKzMErQFw9wnu/udcKzGzHc3sFjP7wMyWm1m1mb1oZt/MUHcjM7vZzD42s5Vm9pmZ/T8zOyFRpyymLnk7rmupmU0xs5vMrCJtfWPN7J9mtiCub4qZ/SI9vYmZbWVm95nZ7Fhvnpk9a2YHt+aAiYgUinpci4iIiIiIiIgER8THG9q5nm8CWwL3Ah8D6wInAA+Y2THufhdADCY/CQwD/gx8AAwAvgjsBtwa1/cL4CLgEeAvQAMwEvgG0Auoi+s7GHgA+Ai4ElgI7ByX3Q74Vqy3LvBMXPdfYhsHA2OBnQipUkREisrcvdhtEBEREREREREpOjP7HOjh7gNascxzwAh3H5Eo6+vuNWn1+gBvAA3uPiaWfRF4CzjH3a/IsY3Xgd6p5bLU6Q3MIAS/93b3+sS8nwJXAXu5+3Nm9g3gIeDb7n5vvvsqItKZlCpERERERERERCSoAqrbu5Jk0NrM+sQezn0IvZxHm1lVnL0kPu5lZuvnWOUSYJiZ7ZqjzleBIYTBIwea2eDUBDwW6+yXtt0DE20RESkpClyLiIiIiIiIiARLgf7tXYmZrW9mN5jZp0ANsACYD/wwVhkI4O4fA5cSAspzzew1M7siDgCZdB6wAng+5qS+08y+Y2Y9E3VGx8eb47aS0+Q4b0jc7njgNuBEYEHMv32hmWXt0S0i0tmUKkREREREREREBDCz8cDuwCh3n5bnMs+RSBViZkZICTIauAaYSOjh3ACcBHwHGOnuMxLr2AQ4mJDXel9gEHCFu5+TqNMP2B/YK05jgPeBXd19oZmdA/wG+DnwZpbmznH39xLr3Bo4MG53b6A3cIa7X5fPvouIFJIC1yIiIiIiIiIigJn9hBBsvtzdz8tzmedoGrjelhA4vsjdf51W927g26QFrtPq9AaeIATQh7j7Z1nqnQr8CTjb3X9nZocB/wBOdffr82l72voGAq8QBors7woYiUiRKVWIiIiIiIiIiEhwIzAFOMvMDslUwcx2iEHjbBpSVdOW2xr4ZlrZADOrSJa5+wpCT2oIPa+JearTvR4f14mPTwCfAeea2Trplc2s0sz6x+frmFmTmJC7LwamE3Jx986xfyIinaJHsRsgIiIiIiIiIlIK3H25mX0NeBR40Mz+AzwJfA6sR0jRsT9wRY7VvA9MAs42sz6EQPjmwA+Ad4AdEnX3Am4ws3/Eesvi/JOBV9x9SmqdZvYyoUf0HGAD4BRgFXB3bHuNmR0PPAhMMbObgY8I+bS3BA4jBM6fA44Hfmpm/4x16oA94r7d6+61rTluIiKFoFQhIiIiIiIiIiIJMeD8A+BwYCugH7CQkK/6buAud2+IdZ8jkSoklm0M/B7YE+gLvAtcDmwL/JqYKsTMRgLnEILGw4By4BPgPuBKd18S13cucBAhAD2A0LP6ZUJKk1TP69S2twbOJQTF1wMWAVOBx4E/xXzY2wE/Bb5CCII3EHpb3wZc5+4r23cERUTaT4FrERERERERERERESkpynEtIiIiIiIiIiIiIiVFgWsRERERERERERERKSkKXIuIiIiIiIiIiIhISVHgWkQkT2a2p5l5junLBdz2GWZ2YqHWLyIiIiIiIiJSSnoUuwEiIl3Q/wGPZSj/qIDbPAOYAdxSwG2IiIiIiIiIiJQEBa5FRFrvdXe/o9iN6ChmVgGUu/uKYrdFRERERERERASUKkREpMOZ2bfN7AUzqzaz5Wb2ipkdkaXew2b2iZmtNLMFZvagmX0xrZ4DGwN7pKUmGZGab2a3ZFj/iXHenomyC2LZVmZ2lZnNAlYAX47ze5nZeWY2ycxWmNliM3vEzL6Utu6ymL7k7bifS81sipndFAPhIiIiIiIiIiJtph7XIiKt18fMBqeVrXT3ajO7BPgF8G/gV0Aj8E3gPjM7zd3/lFjmNOBz4AZgHjAKOAV40cy2d/cPY73jgD8AC4BLE8vPb8c+3AnUAlcCDsyNAed/A7sAtwPXAQOA78c27e7uE+PyvwAuAh4B/gI0ACOBbwC9gLp2tE1ERERERERE1nLm7sVug4hIlxB7Lj+bZfY9wBXAa8Dl7n5e2rIPAnsDw9y9Opb1dfeatHqjgTeBm9z91ET5DGCGu++ZoV0O3OruJ6aVnwj8HdjL3Z+LZRcAvwbGA/u6e32i/k+Bq4AD3P2JRHkV8C4wLbV9M3sd6O3uY7IcDxERERERERGRNlOPaxGR1rsBuC+tbB5wEqH38q0ZemQ/DBwC7Az8ByAVtDYzA/oDPQm9qKcAOxWq8dHVyaB1dCwwGXgtQ/ufBE4ws0p3rwWWAKPMbFd3f6HAbRURERERERGRtYwC1yIirfehuz+VXhh7Sxsh+JvNkET9LwEXA3sCfdPqTW9/M3P6IEPZaKCS3ClIBgMzgfOAB4HnzWwO8BzwKHC/u6/q0JaKiIiIiIiIyFpHgWsRkY5jhB7XBxJyPmcyCcDMhgP/BZYSgtdTgJq4/NVAvw5oT65z/PIMZQa8A/wsx3LzAdz9JTMbBewP7BWn7wC/jL2wF7atySIiIiIiIiIiClyLiHSkD4EDgE/c/f0W6n6TEJz+hrs3yZttZusCK9Pq5xqQYCGwTobyTVpoQ7oPgfWAZ9y9saXK7r4M+EecMLNTgT8B3wN+18pti4iIiIiIiIisVlbsBoiIdCO3x8fLzKw8faaZDUm8TPXItrQ63we+kGHdy8gcnIaQ9mNnM+uTWM8gQs7t1rgtbjtjj+tk+zPkwAZ4PT5ma6eIiIiIiIiISF7U41pEpIO4+wQzuwC4AHjTzO4D5gAbADsABxEGYAR4nJCu43Yzuw5YBHwl1plK8/Pzy8D3zOxi4H2gEXgkDvB4HXAH8IyZ3Q4MBL4PfEzmIHg21wBfBX5nZnsDzxBSmQwH9gFWEFKCALxvZi8DryT28RRgFXB3K7YpIiIiIiIiItKMAtciIh3I3S80s4nAT4AzCIMufga8G8tS9aaa2YHAZYSBDhuAF4E9CIHoEWmr/gWhJ/OPCYFpA0YCNe5+p5kNBU4DrgKmARcRgts7taLtdWZ2MHAqcBxwYZw1B3gVuDVR/UpCkP0nwIC4jy8Dl7v7W/luU0REREREREQkE3PPlTZVRERERERERERERKRzKce1iIiIiIiIiIiIiJQUBa5FREREREREREREpKQocC0iIiIiIiIiIiIiJUWBaxEREREREREREREpKQpci4iIiIiIiIiIiEhJUeBaREREREREREREREqKAtciIiIiIiIiIiIiUlIUuBYRERERERERERGRkqLAtYiIiIiIiIiIiIiUlP8PR8B3bDkGjSEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels =  [[{'age': {'60-69'}},{'hypertension': {'no'}},{'heart_disease': {'yes'}},{'bmi': {'obesity_1'}},{'gender': {'female'}},{'smoking_status': {'smokes'}}],\n",
    "           [{'age': {'70-79'}},{'hypertension': {'yes'}},{'heart_disease': {'yes'}},{'bmi': {'correct'}},{'gender': {'male'}},{'smoking_status': {'never_smoked'}}],\n",
    "           [{'age': {'70-79'}},{'hypertension': {'yes'}},{'heart_disease': {'yes'}},{'bmi': {'correct'}},{'gender': {'female'}},{'smoking_status': {'never_smoked'}}],\n",
    "           [{'age': {'30-39'}},{'hypertension': {'no'}},{'heart_disease': {'yes'}},{'bmi': {'obesity_2'}},{'avg_glucose_level': {'250-270'}},{'gender': {'female'}},{'smoking_status': {'smokes'}}]\n",
    "          \n",
    "          ]\n",
    "\n",
    "for i in labels:\n",
    "    naive_bayes = NaiveBayes(data_train, i, a_priori_prob)\n",
    "    posteriori, labels = naive_bayes.count_bayes()\n",
    "    plot_priori(labels,posteriori)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "latter-sister",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "animal-writing",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "union-haven",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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