Heart_Disease_Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6c43441d",
   "metadata": {},
   "source": [
    "For this project, I will be examining the Heart Disease dataset from the UCI Machine Learning Repository.  I will be looking for patterns in what causes people to get heart disease.  To do this, I will be using the Python libraries of Pandas, Numpy, MatPlotLib, and Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0f2c2d8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id  age     sex    dataset               cp  trestbps   chol    fbs  \\\n",
      "0   1   63    Male  Cleveland   typical angina     145.0  233.0   True   \n",
      "1   2   67    Male  Cleveland     asymptomatic     160.0  286.0  False   \n",
      "2   3   67    Male  Cleveland     asymptomatic     120.0  229.0  False   \n",
      "3   4   37    Male  Cleveland      non-anginal     130.0  250.0  False   \n",
      "4   5   41  Female  Cleveland  atypical angina     130.0  204.0  False   \n",
      "\n",
      "          restecg  thalch  exang  oldpeak        slope   ca  \\\n",
      "0  lv hypertrophy   150.0  False      2.3  downsloping  0.0   \n",
      "1  lv hypertrophy   108.0   True      1.5         flat  3.0   \n",
      "2  lv hypertrophy   129.0   True      2.6         flat  2.0   \n",
      "3          normal   187.0  False      3.5  downsloping  0.0   \n",
      "4  lv hypertrophy   172.0  False      1.4    upsloping  0.0   \n",
      "\n",
      "                thal  num  \n",
      "0       fixed defect    0  \n",
      "1             normal    2  \n",
      "2  reversable defect    1  \n",
      "3             normal    0  \n",
      "4             normal    0  \n",
      "The dataset contains 920 rows and 16 columns.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "dataset_path = '/Users/micah.isser/Downloads/heart_disease_uci.csv'\n",
    "df = pd.read_csv(dataset_path)\n",
    "\n",
    "print(df.head())\n",
    "\n",
    "print(f\"The dataset contains {df.shape[0]} rows and {df.shape[1]} columns.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6b61d0c",
   "metadata": {},
   "source": [
    "According to the source on Kaggle, the columns mean the following:     \n",
    "id (Unique id for each patient)\n",
    "age (Age of the patient in years)\n",
    "origin (place of study)\n",
    "sex (Male/Female)\n",
    "cp chest pain type ([typical angina, atypical angina, non-anginal, asymptomatic])\n",
    "trestbps resting blood pressure (resting blood pressure (in mm Hg on admission to the hospital))\n",
    "chol (serum cholesterol in mg/dl)\n",
    "fbs (if fasting blood sugar > 120 mg/dl)\n",
    "restecg (resting electrocardiographic results)\n",
    "-- Values: [normal, stt abnormality, lv hypertrophy]\n",
    "thalach: maximum heart rate achieved\n",
    "exang: exercise-induced angina (True/ False)\n",
    "oldpeak: ST depression induced by exercise relative to rest\n",
    "slope: the slope of the peak exercise ST segment\n",
    "ca: number of major vessels (0-3) colored by fluoroscopy\n",
    "thal: [normal; fixed defect; reversible defect]\n",
    "num: the predicted attribute"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff575d47",
   "metadata": {},
   "source": [
    "Now I will use the describe function to find out more about the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "50288ccf",
   "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>id</th>\n",
       "      <th>age</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>thalch</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>ca</th>\n",
       "      <th>num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>920.000000</td>\n",
       "      <td>920.000000</td>\n",
       "      <td>861.000000</td>\n",
       "      <td>890.000000</td>\n",
       "      <td>865.000000</td>\n",
       "      <td>858.000000</td>\n",
       "      <td>309.000000</td>\n",
       "      <td>920.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>460.500000</td>\n",
       "      <td>53.510870</td>\n",
       "      <td>132.132404</td>\n",
       "      <td>199.130337</td>\n",
       "      <td>137.545665</td>\n",
       "      <td>0.878788</td>\n",
       "      <td>0.676375</td>\n",
       "      <td>0.995652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>265.725422</td>\n",
       "      <td>9.424685</td>\n",
       "      <td>19.066070</td>\n",
       "      <td>110.780810</td>\n",
       "      <td>25.926276</td>\n",
       "      <td>1.091226</td>\n",
       "      <td>0.935653</td>\n",
       "      <td>1.142693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>-2.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>230.750000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>460.500000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>140.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>690.250000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>140.000000</td>\n",
       "      <td>268.000000</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>920.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>603.000000</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id         age    trestbps        chol      thalch     oldpeak  \\\n",
       "count  920.000000  920.000000  861.000000  890.000000  865.000000  858.000000   \n",
       "mean   460.500000   53.510870  132.132404  199.130337  137.545665    0.878788   \n",
       "std    265.725422    9.424685   19.066070  110.780810   25.926276    1.091226   \n",
       "min      1.000000   28.000000    0.000000    0.000000   60.000000   -2.600000   \n",
       "25%    230.750000   47.000000  120.000000  175.000000  120.000000    0.000000   \n",
       "50%    460.500000   54.000000  130.000000  223.000000  140.000000    0.500000   \n",
       "75%    690.250000   60.000000  140.000000  268.000000  157.000000    1.500000   \n",
       "max    920.000000   77.000000  200.000000  603.000000  202.000000    6.200000   \n",
       "\n",
       "               ca         num  \n",
       "count  309.000000  920.000000  \n",
       "mean     0.676375    0.995652  \n",
       "std      0.935653    1.142693  \n",
       "min      0.000000    0.000000  \n",
       "25%      0.000000    0.000000  \n",
       "50%      0.000000    1.000000  \n",
       "75%      1.000000    2.000000  \n",
       "max      3.000000    4.000000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09682aaa",
   "metadata": {},
   "source": [
    "And let's find if there are missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0cfce844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id            0\n",
       "age           0\n",
       "sex           0\n",
       "dataset       0\n",
       "cp            0\n",
       "trestbps     59\n",
       "chol         30\n",
       "fbs          90\n",
       "restecg       2\n",
       "thalch       55\n",
       "exang        55\n",
       "oldpeak      62\n",
       "slope       309\n",
       "ca          611\n",
       "thal        486\n",
       "num           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc373655",
   "metadata": {},
   "source": [
    "Okay, so it looks like each of the 920 entries have an id, age, sex, and type of chest pain, but many are missing fluroscopy results or the type of heart defect.  Now let's start plotting with some univariate analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fc0da559",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data=df, x='age', kde=True)  \n",
    "plt.title('Age Distribution')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cff7cc10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=df, x='sex')\n",
    "plt.title('Sex Distribution')\n",
    "plt.xlabel('Sex')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "254aa926",
   "metadata": {},
   "source": [
    "I'm curious about how these variables might relate to one another, so I am going to graph them in a Correlation Matrix, using a cool/warm color scheme to indicate correlation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "edd083e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_columns = df.iloc[:, [1, 5, 6, 11]]\n",
    "corr_matrix = selected_columns.corr()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", \n",
    "            linewidths=.5, cbar_kws={\"shrink\": .5})\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d93b0a8",
   "metadata": {},
   "source": [
    "I notice an interesting corelation between age and oldpeak (the heart's response to exercise) - I'll plot the data points on a scatter plot to see the pattern between them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6fea424c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(data=df, x='age', y='oldpeak')\n",
    "\n",
    "plt.title('Relationship between Age and Cholesterol Level')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Cholesterol (mg/dL)')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d2c45c1",
   "metadata": {},
   "source": [
    "Although this is the highest correlation in the correlation matrix, it still isn't particularly strong when graphed this way.  Since there are no clear linear relationships, I'll try using polynomial regression to find a non-linear relationship in the data.  When I initially tried to run the Linear Regression, it failed because of the Na values, so I'l use scikit's imputer method to replace Na values with the mean. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f37772c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error: 93.41773070810537\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "X = df[['trestbps', 'chol', 'oldpeak']]\n",
    "y = df['age']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "pipeline = Pipeline([\n",
    "    ('imputer', SimpleImputer(strategy='mean')),\n",
    "    ('poly_features', PolynomialFeatures(degree=2))\n",
    "])\n",
    "\n",
    "X_train_poly = pipeline.fit_transform(X_train)\n",
    "X_test_poly = pipeline.transform(X_test)\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X_train_poly, y_train)\n",
    "\n",
    "y_pred = model.predict(X_test_poly)\n",
    "\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "print(f\"Mean Squared Error: {mse}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3990f079",
   "metadata": {},
   "source": [
    "Now I've run a polynomial regression to try to use age as a predictor in the liklihood of heart attacks.  The Mean Squared Error shows how accurate this regression is.  Below, I'll graph how accurately the age-based regression could be used to account for heart attacks   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d710a9ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dOsmDBw+W16xZ43z+woUL8ogRI+SOHTvKzz77rCzLsmyz2eTMzEx5wIABzs/l2WeflQsKCiqV+fPPP5eHDBkid+rUSR4+fLi8adOmGr+TZ555Rr7sssvkixcv1vjZPPPMM3Lbtm3l33//XZZlWd62bZt88803yx07dpRvuOEG+fPPP5fbtm0rv/XWWy59bkREwU6QZRdW2BIREVHI+Prrr5GamlopscKxY8dw8803Y8WKFVUy4hERhTJOpSMiIgpTP/zwA7744gtMnjwZrVq1woULF/Dqq68iLS0NV199tb+LR0TkUxwxIiIiClNmsxlLlizBl19+iZycHMTGxqJfv3548sknq6Q7JyIKdQyMiIiIiIgo7DFdNxERERERhT0GRkREREREFPYYGBERERERUdgLuax0kiTBbrdDFEXn5nRERERERBR+ZFmGJElQKpUQxdrHhEIuMLLb7Thw4IC/i0FERERERAGic+fOUKvVtR4TcoFReSTYuXNnKBQKP5fGMw6HAwcOHAiJc6HAxDpGDY11jBoa6xg1NNax4Fb+/dU1WgSEYGBUPn1OoVCETOUNpXOhwMQ6Rg2NdYwaGusYNTTWseBWnyU2TL5ARERERERhj4ERERERERGFPQZGAU6j0fi7CEREREREIY+BUQATBAGNGjVi2nEiIiIiogbGwCjAWa1WfxeBiIiIiCjkMTAKcLIs+7sIREREREQhj4ERERERERGFPQZGREREREQU9hgYERERERFR2FP6uwDh6O6778auXbsqPSYIAiIjI5GWloZ7770XQ4YMcT53zz334Oeff0a3bt2wdu3aav/m448/ji+++AK33XYbFi5c6Hx89+7deOONN7Bnzx4YDAYkJiaiT58+ePTRR9G8eXPncdOmTcP69etrLHNsbCx27tzp0nnu2bMHr7zyCvbv3w+dTodrr70WTzzxBJKTk2t9XXZ2Nl588UX88MMPsNls6NKlC6ZMmYIOHToAqP7zq+jIkSMulZOIiIiIiIGRn3To0AHPPvus898OhwMXLlzA6tWr8cQTT0Cv1+Pqq692Pi+KIvbu3Yvz58+jUaNGlf6WyWTCd999V+U9fvrpJzzwwAMYMGAA5s6di+joaJw6dQpvvfUWRo4ciY8//rhScJSUlITMzMxqy6tUulZV9u/fj7vvvhutW7fGwoULodVqsWrVKvzzn//EZ599Br1eX+3rSktLcdddd0GlUmHOnDnQaDRYsWIF7rvvPmzcuBHJycl49tlnUVpaWul1p06dwtSpU/GPf/zDpXISEREREQEMjPwmKioKXbt2rfL4tddeiz59+uDTTz+tFBh16NABWVlZ2LJlC+67775Kr/nmm2+g0WiqBBuvvfYaOnfujKVLlzof69WrF6699loMGjQIq1atqhScqdXqasvkjldffRXR0dF45513EBMTAwDo27cvBg8ejJUrV+Lxxx+v9nWrV69GQUEBNm/e7BxZ6tSpE4YPH45du3bh5ptvRnp6eqXX2O12PP/882jfvj1mzpzplfITERERUXjhGqMAo1aroVKpqjxePhVt8+bNVZ774osvMHjw4CqjOrm5udW+R3JyMmbNmoWrrrrKrTKuW7cO7dq1q3Vq3fHjx9GjRw9nUAQAGo0GnTt3xrffflvj67Zu3YqMjIxK0+2SkpLwf//3f7j55purfc3atWvx+++/Y86cOVCr1W6cERERERGFOwZGfiLLMux2u/M/i8WCP//8E7NmzYLBYMAtt9xS5TU33XQT9u3bh3PnzjkfKy0txffff19t0HDddddhz549uPvuu/HJJ5/g9OnTzudGjhyJgQMHVnlNxTJV/K/ifkrXXXcdPvzwQ3Ts2LHG84uLi8PZs2erPH769GmcOXOm2tfYbDb88ccfSEtLw+LFi3H11VejY8eOGDVqVI3rhgwGA5YtW4ZbbrkFXbp0qbE8RERERES14VQ6P/n555+rBBaCIKBt27ZYsmQJ+vfvD0mSKj1/3XXXQafTYcuWLbj//vsBANu2bUN8fDx69OhR5T0mTpyIkpISfPrpp85kBSkpKbjuuuswevRotG7dutLxZ8+erTHYmThxIh577DEAQHx8POLj42s9vxEjRmDWrFmYN28eHnjgAYiiiNWrV+OPP/6AzWar9jXFxcWw2+1YvXo1mjVrhrlz58JqtWLp0qW45557sGHDBqSkpFR6zSeffILi4mI8/PDDtZaHiIiIiKg2DIz8pGPHjpgzZw6AsixsS5Ysgc1mw6JFi6oELOW0Wi369++PzZs3OwOjzz//HDfddBMEQahyvFqtxnPPPYfx48fjf//7H3bs2IGdO3fiww8/xLp16/Dyyy8jIyPDeXxSUhJeffXVat/70oCkLiNHjkRpaSmWLl2Kd955B4IgICMjA//85z/xySefVPuaigHTypUrERkZCaBsjdENN9yA9957D08++WSl17z//vvo378/WrVq5VL5iIiIiIgqYmDkJ5GRkejcuTMAoHPnzujWrRtuueUW3H///Vi/fn2NIzI33ngjxo4dizNnziAyMhI//fQTJk2aVOt7JSUl4fbbb8ftt98OANi5cycmT56MOXPmYNCgQRDFshmVarXaWSZvuO+++zBq1CicOnUKcXFxiI+Px9SpUxEbG1vt8eWBUK9evZz/GwAaN26M1q1b49ChQ5WOP3z4ME6ePFljIgciIiIiovriGqMAkZCQgGeeeQYXLlzAvHnzajzummuugV6vx5dffolt27ahadOm6NSpU5Xj9u3bh759+2L79u1VnuvVqxfGjBmDvLw8FBQUePU8yh04cABbt26FSqVC69atnYHeb7/95tyP6FJ6vR4JCQmwWq1VnrPb7dBqtZUe+/bbbxEREYHrrrvO6+UnIiIiovDCwCiA3HDDDejXrx82bdpUY8Y3tVqNAQMGYOvWrdi8eXOljWAratmyJUwmE955550qa5UA4MSJE0hKSqpzrZC7du3ahcmTJ6O4uNj52Pbt23Hs2LFqkz6Uu+aaa/Djjz8iPz/f+djx48dx4sQJXHHFFZWO3bdvHzp06FAlYCIiIiKihnfq1Cm89tpr/i6G1zAwCjAzZsyASqXC3LlzYbfbqz2mPDvdzp07awyMYmJiMHXqVHz33Xe48847sW7dOvz888/45ptvMH36dHz44YeYNm1apbVJVqsVe/furfE/o9EIAMjPz8fevXurbLJa0bBhwxAREYGJEyfihx9+wMcff4wJEyage/fuGDp0qPO433//HVlZWc5/jx07FoIgYMyYMfjqq6+wefNmPPLII0hNTXVOBSx39OjRKnsaEREREVHDslgsmDdvHtq3b49HH30UP/30k7+L5BVcYxRg0tLScPfdd+Ott97CmjVrKiVHKNe3b19ER0ejUaNGNSZqAIB//vOfaNGiBd555x288sorKCwsRGRkJLp06YK3334bvXr1qnT8xYsXcccdd9T49z755BN07twZ3333HaZPn4533nmnyt8ol5SUhDfffBMLFy7E+PHjER0djeHDh2PixIlQKBTO48aNG4cmTZrg3XffBQA0a9YMa9euxb///W889dRTUCgU6Nu3L2bMmIGoqKhK75GXl4fo6Ogay0tERERE3rV582ZMmDChUsf2uHHjsGvXrkptvGAkyBU3qAkBDocDe/fuRdeuXYP+y5EkCRcuXEBqaqozQQKRN4XS74UCE+sYNTTWMWporGNlTpw4gccffxyfffZZtc+/+uqreOSRR3xcqrq58v2xtU1ERERERNUymUyYM2cOOnToUGNQBJQtB8nNzfVhybyPU+mIiIiIiKgSWZaxceNGTJo0CSdOnKjz+OHDhwf9DCcGRkRERERE5JSVlYWJEyfiiy++qPPYK664AsuXL8eVV17pg5I1rOAO64iIiIiIyCuMRiNmzZqFjh071hkUxcfH4/XXX8eOHTtCIigCOGJERERERBTWZFnGunXr8MQTT+DUqVO1HisIAh5++GHMnTsXCQkJPiqhbzAwCnDhnP2EiIiIiBrW4cOHMWHCBGzbtq3OY3v16oXly5ejR48ePiiZ73EqXYAL9kVsRERERBR4rFYrpk6dii5dutQZFCUlJeGtt97Cjz/+GLJBEcDAKKDJsowzZ84gxLaaIiIiIiI/U6lU2LFjB2w2W43HiKKI8ePH4+jRo7jvvvtCvsM+tM8uBEiS5O8iEBEREVGIEQQBy5Ytq3HZxtVXX41ff/0VS5cuRWxsrG8L5ycMjIiIiIiIwlCXLl0wduzYSo+lpqbi3Xffxffff4/LL7/cTyXzDwZGRERERERhas6cOUhOToZCocATTzyBI0eOYNSoURAEwd9F8zlmpSMiIiIiCjH79u2DwWBA3759az0uNjYW77zzDpo2bYqOHTv6qHSBiSNGREREREQhorCwEOPHj0f37t1x7733wmKx1PmajIyMsA+KAAZGRERERERBT5IkvPXWW2jbti0yMzMhSRKOHTuGV155xd9FCxoMjIiIiIiIgtju3bvRt29fjBkzBhcvXqz03Ny5c3Hq1Ck/lSy4MDAiIiIiIgpCeXl5eOSRR9CzZ0/s3Lmz2mOMRiOefPJJH5csODH5AhERERFREHE4HFi5ciVmzJiB/Pz8Wo9Vq9Vo3749JEkK+Q1aPcXAiIiIiIgoSOzcuRNjx47F7t276zz2pptuwpIlS5Cenu6DkgU/ho1ERERERAHu4sWLGDNmDHr37l1nUNSqVSts2LABmzZtYlDkAgZGREREREQBym63IzMzE23btsVbb71V67FarRZz5szBb7/9hqFDh4blJq2e4FQ6IiIiIqIAtH37dowdOxb79u2r89hbb70Vr7zyClq1auWDkoUmjhgREREREQWQnJwcjB49GldffXWdQVF6ejo2b96M9evXMyjyEAMjIiIiIqIAUlpaig8//LDWY3Q6HebPn4+DBw9i8ODBPipZaGNgREREREQUQNLS0jBt2rQan7/99ttx6NAhTJ8+HRqNxoclC20MjIiIiIiIAszUqVOrTI1r3749tm3bho8//hjNmzf3U8lCFwMjIiIiIqIAExERgcWLFwMAoqKi8NJLL2Hfvn0YOHCgfwsWwhgYERERERH50Ndff42SkpI6jxs6dCheeuklHD58GJMnT4ZarfZB6cIXAyMiIiIiIh84deoUbr/9dgwcOBDPP/98nccLgoDJkyejSZMmPigdMTAiIiIiImpAFosF8+fPx2WXXYZPP/0UALBo0SIcOnTIzyWjihgYERERERE1kM2bN6NTp06YOXMmjEaj83G73Y7x48dDlmU/lo4qYmBERERERORlJ06cwK233oqbbroJWVlZ1R7z9ddfO0eQyP+U/i4AEREREVGoMJlMePHFF7Fw4UKYzeZaj42NjYXFYvFRyaguDIyIiIiIiDwkyzI2btyISZMm4cSJE7UeKwgCxowZg/nz5yMpKclHJaS6MDAiIiIiIvJAVlYWJkyYgM2bN9d57BVXXIHly5fjyiuv9EHJyBVcY0RERERE5AaDwYBZs2ahY8eOdQZFCQkJ+M9//oMdO3YwKApQHDEiIiIiInKBLMtYt24dHn/8cZw+fbrWYwVBwCOPPIK5c+ciPj7eRyUkdzAwIiIiIiKqp8OHD2PChAnYtm1bncf27t0by5cvR/fu3X1QMvIUp9IREREREdXT1q1b6wyKkpKSsGrVKmzfvp1BURDxS2C0YcMGdOvWrdJ/nTp1QqdOnQAA+/btw8iRI9GtWzf0798fH3/8sT+KSURERERUyWOPPYbOnTtX+5woipgwYQKOHj2Ke++9F6LIMYhg4pdva9iwYdizZ4/zvy1btiA2Nhbz5s1DUVERHnroIdx66634+eefMW/ePCxYsAD79+/3R1GJiIiIiJyUSiUyMzOrPH711Vdjz549WLJkCWJjY31fMPKY38NYWZbx1FNP4brrrsMtt9yCrVu3IjY2FnfddReUSiX69OmDoUOHYs2aNf4uKhERERERrrnmGtx5550AgNTUVLz33nv4/vvv0aVLFz+XjDzh9+QLn332GbKysrBixQoAwLFjx9C2bdtKx6Snp+OTTz5x6e86HA6vldFfys8hFM6FAhPrGDU01jFqaKxj5E2yLGPHjh3o06eP87Ga6tjChQvRuHFjzJgxA9HR0ZAkyadlpfpx5drg18BIkiS8+uqreOSRRxAVFQWgLB98REREpeO0Wi2MRqNLf/vAgQNeK6e/hdK5UGBiHaOGxjpGDY11jDx19OhRvPjii9i3bx9WrVrlXPterro69s9//hPHjx/3VRGpgfk1MNq5cydycnJw++23Ox+LiIhASUlJpePMZjMiIyNd+tudO3eGQqHwSjn9xeFw4MCBAyFxLhSYWMeoobGOUUNjHSNPFRYW4tlnn8Wrr77qHPXJzMzEjz/+CFEUWceCXPn3Vx9+DYy+/PJLDBo0CDqdzvlY27ZtsX379krHZWVloU2bNi79bYVCETKVN5TOhQIT6xg1NNYxamisY+QqSZKwevVqTJs2DRcvXqz03C+//ILVq1fjwQcfdD7GOhb6/Jp8Yffu3ejZs2elxwYNGoTc3FysXr0aNpsNO3bswMaNGzFixAg/lZKIiIiIQsnu3bvRt29fjBkzpkpQVG769OnIz8/3ccnIn/waGJ05cwbJycmVHouLi8Nbb72FLVu2oFevXpg1axZmzZqF3r17+6mURERERBQK8vLy8Mgjj6Bnz57YuXNnrcdGRkbi5MmTvikYBQS/TqXbs2dPtY937twZa9eu9XFpiIiIiCgUORwOrFy5EjNmzKhzFEitVmPKlCmYPn06dDodMx6GEb+n6yYiIiIiaig7duzAuHHjsHv37jqPHTJkCBYvXoz09HQflIwCjd83eCUiIiIi8raLFy9izJgx6NOnT51BUVpaGjZu3IhNmzYxKApjDIyIiIiIKGTY7XZkZmaibdu2eOutt2o9VqvVYs6cOfjtt99w8803+6iEFKg4lY6IiIiIQsIPP/yAcePGYd++fXUee+utt2LRokVo2bJlwxeMggIDIyIiIiIKerIsY/r06XUGRW3atMHSpUsxePBgH5WMggWn0hERERFR0BMEAcuWLYMoVt+81el0mD9/Pg4cOMCgiKrFwIiIiIiIQkLXrl3x6KOPVnl85MiROHToEKZPnw6NRuOHklEwYGBERERERCHj+eefR2JiIgCgffv22LZtGz766CM0b97czyWjQMc1RkREREQU8KxWK86cOYO0tLRaj4uLi8OiRYtw4cIFTJgwAWq12kclpGDHwIiIiIiIAtq2bdswfvx4AMD+/fvrDHZGjRrli2JRiOFUOiIiIiIKSKdOncKIESNwww034MiRIzhy5AgWL17s72JRiGJgREREREQBxWKxYN68eWjfvj3WrVtX6bnnnnsOZ86c8VPJKJQxMCIiIiKigPHFF1+gU6dOmDVrFkwmU5XnDQYDnnrqKT+UjEIdAyMiIiIi8rvjx49j2LBhGDJkCLKysmo99siRIzAYDD4qGYULBkZERERE5DcmkwmzZ89Ghw4dsHHjxlqPjY2NxfLly/Hzzz8jMjLSRyWkcMGsdERERETkc7IsY8OGDZg0aRJOnjxZ67GCIGDMmDGYP38+kpKSfFNACjsMjIiIiIjIp44dO4aJEydi8+bNdR57xRVXYPny5bjyyit9UDIKZ5xKR0REREQ+YTAYMHPmTHTq1KnOoCghIQH/+c9/sGPHDgZF5BMcMSIiIiKiBiXLMtatW4fHH38cp0+frvVYQRDwyCOPYO7cuYiPj/dRCYkYGBERERFRAzt79izuvPNOWK3WWo/r3bs3li9fju7du/uoZER/41Q6IiIiImpQTZs2xZQpU2p8PikpCatWrcL27dsZFJHfMDAiIiIiogY3ffp0tGjRotJjoihiwoQJOHr0KO69916IIpum5D+sfURERETU4HQ6HRYtWuT8d79+/bBnzx4sWbIEsbGx/isY0V+4xoiIiIiIPFJUVASlUlnnpqu33norRo8ejUGDBuHOO++EIAg+KiFR3ThiRERERERukWUZ7777Ltq1a4e5c+fWebwgCFi9ejXuuusuBkUUcBgYEREREZHL9u7di379+uGee+5BdnY2Xn75ZRw5csTfxSJyGwMjIiIiIqq3goICjBs3Dj169MD27dudj9tsNkyYMAGyLPuxdETuY2BERERERHWSJAlvvfUW2rVrh+XLl0OSpCrHbN26Ff/97399XzgiL2BgRERERES1+uWXX9C3b1+MGTMGFy9erPXYzz//3EelIvIuBkZEREREVK28vDw8/PDDuPLKK7Fz585aj23evDk+/fRTvPHGGz4qHZF3MV03EREREVXicDjwxhtvYObMmcjPz6/1WLVajSlTpmD69OnQ6XQ+KiGR9zEwIiIiIiKnHTt2YNy4cdi9e3edxw4ZMgSLFy9Genq6D0pG1LA4lY6IiIiIkJOTg/vvvx99+vSpMyhKS0vDxo0bsWnTJgZFFDIYGBERERGFMbvdjszMTLRr1w6rVq2q9VitVovnnnsOv/32G26++WYflZDINziVjoiIiCiMvfvuuxg/fnydx916661YtGgRWrZs2fCFIvIDjhgRERERhbFRo0ahY8eONT7fpk0bbN68GevXr2dQRCGNgRERERFRGFOpVFi2bFmVx3U6HRYsWIADBw5g8ODBfigZkW8xMCIiIiIKc9dffz3uuOMO57//8Y9/4PDhw5g2bRo0Go0fS0bkO1xjRERERBTCSkpKoNfr6zzu3//+N44fP44FCxZgwIABPigZUWDhiBERERFRCLJarXjxxRfRtGnTeu1J1LRpU+zcuZNBEYUtBkZEREREIWbbtm3o0qULpk6diuLiYowdOxaSJNX5OkEQfFA6osDEwIiIiIgoRJw6dQq33347brjhBhw5csT5+M6dO7F69Wr/FYwoCDAwIiIiIgpyFosF8+bNQ/v27fHpp59We8y0adNQUFDg45IRBQ8GRkRERERB7IsvvkCnTp0wa9YsmEymGo+7ePEiPv/8cx+WjCi4MDAiIiIiCkLHjx/HsGHDMGTIEGRlZdV6bLdu3bB9+3aMGjXKR6UjCj4MjIiIiIiCiMlkwuzZs9GhQwds3Lix1mPj4uKwYsUK/Pzzz+jbt6+PSkgUnLiPEREREVEQkGUZGzZswKRJk3Dy5MlajxUEAQ888ADmz5+PxMRE3xSQKMgxMCIiIiIKcMeOHcPEiROxefPmOo/t2bMnMjMzceWVV/qgZEShg1PpiIiIiAKUwWDAzJkz0alTpzqDooSEBLzxxhvYsWMHgyIiN3DEiIiIiChAjR49usb02+UEQcAjjzyCuXPnIj4+3kclIwo9HDEiIiIiClDTp0+HIAg1Pt+nTx/88ssvWLFiBYMiIg8xMCIiIiIKUD169MDDDz9c5fHk5GSsXr0aP/zwA7p37+6HkhGFHgZGRERERAGs4hQ5URQxYcIEHDlyBKNHj4YosilH5C38NRERERH5idVqrfOYhIQELFiwAP369cOePXuwZMkSxMbGNnzhiMIMAyMiIiIiHysqKsLjjz+OK664ol7B0QMPPID//e9/6NKliw9KRxSeGBgRERER+Ygsy3jnnXfQrl07LF68GAcOHMCyZcvqfJ0oirUmYSAizzEwIiIiIvKBvXv3ol+/fhg9ejSys7Odj8+ePRvnzp3zY8mICGBgRERERNSgCgoKMG7cOPTo0QPbt2+v8nxpaSmmTJnih5IRUUUMjIiIiIgagCRJePPNN9G2bVssX74ckiTVeOzHH3+MU6dO+bB0RHQpBkZEREREXvbLL7+gb9++eOCBB5Cbm1vrsTfccAP279+P5s2b+6h0RFQdBkZEREREXpKXl4eHH34YV155JXbu3FnrsS1atMC6deuwZcsWtGvXzkclJKKaKP1dACIiIqJg53A48MYbb2DmzJnIz8+v9ViNRoMpU6Zg2rRp0Ol0PiohEdWFgRERERGRB3bs2IFx48Zh9+7ddR578803Y/HixWjdurUPSkZEruBUOiIiIiI35OTkYMyYMejTp0+dQVFaWho2btyIjRs3MigiClAcMSIiIiJykdFoRJcuXSrtR1QdrVaLGTNm4KmnnoJWq/VR6YjIHRwxIiIiInKRTqfDmDFjaj3mtttuw6FDh/D0008zKCIKAgyMiIiIiNwwY8YMNGvWrMrjbdq0wZYtW7Bu3Tq0bNnS9wUjIrcwMCIiIiJyQ2RkJF555RXnv3U6HRYsWIADBw4gIyPDjyUjIndwjRERERFRNWRZhiAItR4zYsQIDBw4EPHx8fj3v/9d7QgSEQUHBkZERERhTpJknC00wWC1I1KtRJPYCIhi7QFBKDtz5gwmT56M9PR0zJ07t9ZjBUHAxo0buYaIKAQwMCIiIgpjWTkl+PJgNv64WAqz3QGtUoHWSVHI6JSC9GS9v4vnU1arFYsXL8Zzzz0Hg8EAtVqNe++9F+np6bW+jkERUWjgGiMiIqIwlZVTglXbT+LguSLE6lRIS4xCrE6Fg+eKsGr7SWTllPi7iD6zbds2dOnSBVOnToXBYABQFihNnDgRsiz7uXRE5AsMjIiIiMKQJMn48mA28g1WtEmOgl6rgkIUoNeq0CY5CvkGK7b+lg1JCu2g4NSpUxgxYgRuuOEGHDlypMrzX3zxBTZt2uSHkhGRrzEwIiIiCkNnC03442IpGsVoqyQYEAQBjWK0yMopxdlCk59K2LAsFgvmzZuH9u3bY926dbUe++yzz3LUiCgMMDAiIiIKQwarHWa7Azp19cuNI9QKWOwOGKx2H5es4X3xxRfo1KkTZs2aBZOp9sBv9OjR2Lx5c53Z6Ygo+DH5AhERURiKVCuhVSpgtNqh16qqPG+yOqBRKhBZQ+AUjI4fP45JkyZh48aNdR7brVs3ZGZmom/fvj4oGREFAo4YERERhaEmsRFonRSF80XmKtPEZFnG+SIz0pOj0CQ2wk8l9B6TyYTZs2ejQ4cOdQZFcXFxWLFiBX7++WcGRURhJnS6gYiIiKjeRFFARqcUnCsy4VhO2VqjCLUCJqsD54vMiI9U44aOKQ2+n1FD7qEkyzI2bNiASZMm4eTJk7UeKwgC7r9/DBYuXIDExESvvD8RBRcGRkRERAHC1xutpifrcd9VLZ37GGUXm6FRKtC5SQxu6Fj/fYzcLXdD7qF07NgxTJw4EZs3b67z2Mgm7ZB+6wRYuvbAvosODAjhuIib+RLVjIERERFRAPDXRqvpyXqkXRfldmPZ3XKX76GUb7CiUYwWOnUEjFY7Dp4rwrkiE+67qqXb5/1///d/GDhwIKxWa63HKXXRaD/0YbTpNxRmu4yjOSVYsPkwAGDAZSluvXcg42a+RLVjYERERORnDRkk1IcoCmgWr3P5de6W+9I9lMozvum1KkRplDiWU4qtv2UjLTHKrdGMXr16IS0tDYcPH672eUEQkXTlEPS+/VFo9bEAAJUSiFQrcKrAhLd/PIlr2yRBqQydpdj+rmNEwcAvv/jCwkJMmTIFvXr1Qs+ePfHYY48hJycHALBv3z6MHDkS3bp1Q//+/fHxxx/7o4hEREQ+EawbrXpS7obeQ0mtVmPZsmXVPte5e09cPm4FevxrsjMoKieKIhIi1TiRa8Cvpwvceu9AFKx1jMjX/BIYjR8/HkajEdu2bcO3334LhUKBp59+GkVFRXjooYdw66234ueff8a8efOwYMEC7N+/3x/FJCIKCJIk43S+EYcvFON0vpGNlxATrButelJuX+yhNHDgQNx+++3OfycnJ2P16tVYsGo9NKmtEaFW1PjeNoeEPEPt0/CCSbDWMSJf8/lUuoMHD2Lfvn348ccfERUVBQB4/vnncfHiRWzduhWxsbG46667AAB9+vTB0KFDsWbNGnTp0sXXRSUi8juuCQh9fwcJ1afFjlArkF1sDriNVj0pt6/2UHr55ZexdetW3HfffZg9ezZiY2Ox60QeVAoRJqsDem3V/mGT1QGVomzkKFQEax0j8jWfB0b79+9Heno6PvroI3zwwQcwmUzo168fpk6dimPHjqFt27aVjk9PT8cnn3zi8vs4HA5vFdlvys8hFM6FAhPrWGDLyinF2z/+iXxj2ZqARmoNjFYHDpwtxNkCI0b3bYH05Ch/F7NWrGN1i1AKUCtEGCw26LVVb8tGix0qhYgIpRBQn6Mn5U7Vq9EqUYffzhWjTbJYaRRDlmWcKzShU5NopOrVVV578OBBPP7443jxxRfRrVu3WutYkyZN8McffyAuLs55zOWNo9EiXodjOaWIVIsQhL+DI1mWkFdqRduUKFzeODqgPm9PBGsdCxS8jgU3V743nwdGRUVFOHLkCDp16oT169fDbDZjypQpmDp1KhITExERUbk3Q6vVwmg0uvw+Bw4c8FaR/S6UzoUCE+tY4JFkGesPG3C80IZmegUMhaUw/PWcXpZx/LwD73xdgFvbR0IUAj/VLutYzSRZhs5uwKFTZd/1pUHC6RIHWseqkHPyCHL/DJzv2tNyNxftOGAy4OdjhUiMEKFRCLA4ZOSaJESrRTQTHNi/f5/z+NLSUrz++uv46KOP4HA4MGbMGKxcuRKiWBbY1FbH/vzzz0r/7pfqwMkcO/7IKUa0WoRGAVgcQLFVgk4p4uoUBw4eDJ1p/MFaxwKBJMvINTpgssvI2bEHiTpFUFxzyT0+D4zU6rKh6ZkzZ0Kj0SAqKgqTJk3CP/7xDwwfPhxms7nS8WazGZGRkS6/T+fOnaFQVD9/OFg4HA4cOHAgJM6FAhPrWOA6U2CEMSsLlzVXVdvDGxVnR4HRhuSW6Wga53o2MV9hHauf6CaVRwcrbrSa1liNe/oE5uigJ+XuCqB9+1Js/T0bf1w0wGR3QK1V4OpWkRh0WYrzdZIkYc2aNZg2bRqys7Odr9+/fz8OHjyIu+66y+U61rUrkJaWg7d//BN/5htRZJegUojo2ESHe/q0QP/2yR5+MoEnWOuYP2XllNXPrJwS5OQVIDkhDunJetzQIYWfVRApvw/Vh88Do/T0dEiSBJvNBo1GA6DsogcAl112Gd5///1Kx2dlZaFNmzYuv49CoQiZm3AonQsFJtaxwGOyy7A6JERqVFUWSwOATqNETokFJrvcoN+dtzaDZB2rXbtGMbi/XyvnerKcEgs0SgW6NI11aaNVX/O03O0axaBNSnSNdWzv3r0YO3Ysfvzxx2pfP23aNAwbNgyA63VsUMdGuL5dCn49XYA8gxUJkWp0bxYXUim6KwrWOuYvWTkleGfHKeQbrEiN1kBpVSA6UoPfz5fgQrGF6c1DlM8Do759+6JZs2aYMWMGFixYAIvFgkWLFmHgwIG4+eabsXTpUqxevRp33XUXdu/ejY0bN2LFihW+LiYRkV/5anF6bZj4wbc83WjVXzwtd3V7KBUUFODpp5/Gq6++6uw8rU5OTg5efvlljBgxwq2yK5UirmyV4NZrg1Gw1jFfuzS9OSDDIAjQa5XQa1Ue77NFgcvn3SIqlQrvvvsuFAoFMjIykJGRgdTUVMyfPx9xcXF46623sGXLFvTq1QuzZs3CrFmz0Lt3b18Xk4jIr5rERqB1UhTOF5khy5XTc8uyjPNFZqQnR6FJbPVZpsq5m+q7fDPIg+eKEKtTIS0xCrE6FQ6eK8Kq7SeRlVPi9rn5QrCmOC8PEtqnRqNZvC7sGl2SJOHNN99E27ZtsXz58lqDIpVKhWnTpmHq1Kk+LGHwC/c6Vh8V05sDQLHJhkKzhGKTDQCY3jyE+XzECABSUlKwaNGiap/r3Lkz1q5d6+MSEYUfSZJxpsCIP4tsSCwwolk8e74CiSgKyOiUgnNFJhzLKa2yJiA+Uo0bOqbU+p25O+JzaW9p+VQ+vVaFKI0y4HtLOdLlW976vH/55ReMHTsWu3btqvPYjIwMLF26FG3btmWmMPK68vTmZpsCh84XoMBgQanRilOGfMRFatAyUefxPlsUmPwSGBGRf5U3ZI7llCA7txTf52ShTbKeDccAk56sx31XtXQ2OrOLzdAoFejcJKbONQHlIz75hrKF1jp1BIxWOw6eK8K5IlOt8+Nd2Qzy0ilQ/ubJeZPrvPF55+bmYsaMGVi5cmWV0dFLtWjRAosXL8Ytt9xS7do7qpu31g2Gski1Ela7hN1/5sMhyYjSKCGoBWhUClwsMSPfYEGzeF2DTmUm/+A3ShRmKjZkUqM1UOgViP5rihQbjoHHnTUBno74BOtmkME+0hVsPP28HQ4H3njjDcycORP5+fm1vpdGo8GUKVMwbdo06HSBFYwHE46m1k+jaC0sNgmFJhuax0VAEARYBQFqpYg4hQqnCkxIsUtoFK31d1HJyxgYEYURLigNTtUtTq+NpyM+gZD4wR3BPNIVjDz5vH/66SeMGzcOv/76a53vc/PNN2Px4sVo3bq1V8sfbjiaWn/ni83QqETE6VQoMNoQpVFClmVY7RJKLXbERqigVoo4X2zmtSTEhGZOSiKqlisNGQpef4/4VB+4RKgVtc6P91biB1/z9LzJNe5+3i+88AL69u1bZ1DUrEVLbNy4ERs3bmRQ5KFLO8X0WhUUogC9VoU2yVHIN1ix9bfsOpOUBGtSE1cZrHaolSK6N49Dsl4Lk82BEqsMk82B5GgterSIg0Yp8loSggKru4+IGlSwTpEi13g64uONxA/+EKwjXcHK3c+7f//+EAShxvVESrUG3Ybeh7seHIebBnVokLKHG2+MpobTNLzyuq1VKXBFyzgUm6w4l30RjVPiER2hRqnFDrNN4rUkBHHEiCiIudp7V7EhUx02HEODN0Z8yhM/dGocg0KjDSdzDSg02tC5SUy9p9xUzHx4pqDhe5eDdaQrWLn7effs2RP/vPveav9m+94DMPWNz3Hz6HH4s9DG0Wsv8XQ0NdjT97uqYt0GgOgIFWK1IqIjyjoAeC0JXWz9EAUpd3rvyi/2B88VIUpT+edf3pDp3CSGF/sg560RH082g/RH5sNgHekKVp583uOnPI11n34Ki6EYAKBLaoq2t45HSofeOG5Wo6XNwWmPXuTJaGo4JjW5tG6nRmvgkGSUmO24UGzhtSSEMTAiCkLuLqLlxT58lI/4bDl4AQfOFsFodUCnVqBLk1iXghNXEz8A/s186EmK80AQbKmU3f28mzZKQY8Rj2Dn2qVoOfBuXDbon9BqtbA5JOSUmJHHdMhedWmnWMXpdHV1ioVrUpOKdftYTgmySx1waG1Bcy0h9/CKQxRkPO2948U+zMhl/8ll/6fOfWI8FQiZDz0Z6fKnYF3DUfHz/ubbb/DRO29hwUdrodGoa3xNo2gtWl51C4yp3ZDeshlEsWxmv0apgEonMB2yl3kyuhfOa1PL6/bp/FLs3m9Bjy7p3Aw9xDEwIgoy3ui948U+9FUctWkSFwGdWgmj1Y7fzhfjfLG5wUZtLq2fFQOxUO5d9lSwp1I+d+4sJj/5JD766CMAwKuvrsCkSZNqPP58sRkRGhWSUxuVpUPWKqFSiLA5JJSa7YjVqZkO2cvcHd0L96QmoiigaZwOuTEqNI3T8T4Z4kKzFhOFMG/13vFiH7r8uSYgEHqXg23kJZjXcFitVixatAjPP/88DAaD8/Fnn30W//znP5Gamlrt68rTIfdoEY8TuQYUGK0otdihFEUkR2vRIkGHYpOtznpSMcFHYoGRHTx1cGc01ZNpeETBhoERUZAJ9947qps/1wT4u34G48hLsK7h2Lp1K8aPH4+jR49Wea64uBhTp07F22+/Xe1r/06HLKJnyziUmO2wOiSoFSL0WiVKLXZY6kiHnJVTgi0HL2D/mUJk5xZjy5nD6NI0FoM7pQbcdxxIXF03yKQmFE6YrpsoyDAlMdXFnxud+rN+emsTS18Lto1p//zzT4wYMQIZGRnVBkXl3nnnHezatava56pLh5wYpal3OuSsnBIs/uoYNuw9h6ycUuQaHcjKKcWGveew+KtjIZc+2t+8kb6fXBcuG+oGEnYpEwUZ9t5RXfw5auPPzIfBOvLi71G2+jKbzfj3v/+N+fPnw2SqfX+h6OhoPP/88+jevXu1z3tyHZMkGe/vPIV9pwuhVgiI1qpggRUarQolZhv2nS7E+ztPYdaQDrwOelGwJjUJVsE2JThUMDAiCkLBnpLYE8GWztgf/L0mwF+ZDwNhfZM7/P191cfnn3+OiRMn4o8//qjz2HvvvRcLFy5ESkpKrce5m1L+TIERO47nQSEACVEaAIAVAtRKEQlRGmQXm7HzeB7OFBjRPCHS9ZOlGrmTvj/Y+WMdWzBOCQ4VDIyIglQ49t6xB61+AmFU0R+ZD4Nl5OVSgfB91eT48eOYNGkSNm7cWOex3bp1Q2ZmJvr27evam7iYUv54rgFFRhsS9OpqMx/G6FTIK7XieK4hJAMjdg75jj82qg7mZCyhILDuDkRuCtcbRTj13rEHzTXeGlX05LflSeZDd943EEZe3P28Am0U2GQyYeHChXjhhRdgsVhqPTYuLg7z5s3DQw89BIVCUe/38CSlvCwAAsqCIovdAbNdhspeFvgCoXvtZ+eQ7/hro+pgnRIcKhgYUdDjjSL0sQfNPZ6OKvrrt+Xu+/p75MXTzysQRoFlWcaGDRswadIknDx5stZjBUHAAw88gPnz5yMxMdGl9/HkN90qMRKxEWpcLLFAAGC2O2C1OVBkM0GrVEAGEKtTo1ViaI0WBXvnUDB1YPpzo+pgnRIcKhgYUVAL9hsF1Q970Nzn7qiiv35bnr6vv0ZevPV5+XMUWJZl3Hbbbfjss8/qPLZnz57IzMzElVde6dZ7efKbbhanQ/vUKHz5WzYAIEKlgFqUIUBAockGAOidFo9mcaFzLQj2zqFg68D050bVwTolOFTwU6WgFew3imDm654/9qD5lr9+W956X1+PvITCtaj8N53YtGWtxyUkJGDhwoW4//77IYru7/jh6W86NkINvVYJi12CXZJhdwBKQYZGKUKtFBGnU7tdtkAUzJ1DwdiB6c97TiBMCQ5nDIwoaAXzjSKY+aPnjz1ovuWv35Y339eXIy8Vyw0AxSZbpc1KA/1aVPE3LXQbgci492EouFjpGEEQ8Mgjj2Du3LmIj4+v8jdc7Szx5Dd9ttCEQpMNfVsn4Fyhqex9TXZEahVoEhuBxrERKDDaAvbzdkfFhrosy1U2xA3UzqFg7TQIpC0PAikZSzhgK4KCFkcRfM9fPX/sQfMtf/22gvU3XV5us03E4fMlyDdaYZckKEUR8To1WibqAmqD1oou/U03jk3GjWOewif/nuI8pk+fPsjMzKxxTyJ3Oks8+U2Xf96xESoIEKBSiFCJZf9fgACtSoEiky0gP293lTfUzxUacb7IggKjFXaHBKWibHSsUYwmIDuHgrUD89L6WZGvtzwIhGQs4SSwfkFELuAogm/5s+ePPWi+5a/fVrD+piPVSljtEn49VQCbo2w6l0apgCzLyC4xI89gQbN4XYOX29VRm5p+030GDcOerZ/g3Mks3P7oVLw190koldVnm3O3s8ST33TFz9vukBGtVUHz1wavF0styDdaffJ5+1KT2AjERqiw7VA21EoReq0KKq0SNoeMnBIzzhQYcUOHlIDrHArWzg5/blRdLhCSsYSj0LlqUNjhKIJv+bvnjz1ovuOv31aw/qYbRWthsUm4WGKFVimg0ChDkmWIggCtUoDZLiMlWotG0doGK0NdozayLGPt2rXIycnBxIkTAdT8mxYEAXdOeQE2UQOLGIHzxZZqf9OedpY4N3g98NcGrzY7dColujSNQUan1Bp/0+Wfd4HRhuZxERAEwbnBa5xChVMFJqTYpQb9vMvP36eN1vI/Lf+18RME/LXxU9nDDffObgvWzg7AfxtVVxROW3IEisCriUT1xFEE3wqEnj/2oPmGv35bgfKbdrXBe77YDLskwSFJKDTJiFAroFWIsEkyCk12KBUCbA4J54vNDdLIqWvU5qp4I158dir+97//QaPRYOjQoUhLS6v1Nx2X3Bh2ScLJXEONv2mvdZYI+LvRL9TdwD9fbIZGJSI2QoUCow2RGiUkWYbFLsFgsSNWp4ZaKTbY5w34fq3l2UITCo029GwZhwtFZaNiBosdClFESkwEUqM1KAzAdVXB2tlRzh8bVZN/uR0Y5efnV7sAk8iXOIrgO97s+fN009BAuvGHKn/9tvz9m87KKcGWg3+NYFjt0KmV6NwkBoNrGcEoMduQV2qFXqOEDMBkk2CxSxAEAXE6FQQA+QYrSsw2r5e3tlEbhd2ED19fgIXbPoIkOQAAFosFkyZNwoYNGzz+TXvaWVJpg9fYChu8nivG+aKaN3g1WO1QK0X0aBGPE7kGFBgsKLXKgNKB5GgtWiToUNyAa4zKy51XaoFeq0S0VgWHJOHA2cIGW2tZ/lmnJUahaZyuSvIFhyzXGsT6S6B0dnjCk42qKfi4FBjZ7XYsW7YM7733HhwOBzZu3IhJkybh1VdfRXJyckOVkahWHEXwDW/1/AXbfhbhzF+/LX+9b1ZOCRZ/dQxHL5TAUWG60omLBhy+UIJJA9tUW0dLLXaYbA7oI8qmkFntEhyyDIVQNr2r1GJHidmOUov3G63VjdpIkoTdX32GjStfQmlhXpXXbNy4EZ9//jluvPEm5286Uq1AqcXhbGxHaRR1/qY9Caw8mYZX/r5alYgrWsTiXKEJ5y7a0DgpGo1jI2CwOmCxSQ0yPau83KfyjGUjannGCkkQVDBYHA2y1vLSzzo6ovLnbbLYg2JKmr86MINpc9lQEMyft0u/oGXLlmHHjh1YsmQJHn/8cSQkJCA1NRXz5s3DkiVLGqqMYUmSZJwpMOLPIhsSC4wcuq0DRxEanjd6/oJxP4twFy6/LUmS8f7OU9h3uhBqhQB9hAoqhQibQ0KJyYZ9pwvx/s5TmDWkQ5U6HvVXumSLTUKUBtCo/k5UIMsyLDYJOrUCUVrvN1ovHbU5+8chfLpsDk7+vqfW102cOBEDBw5ERqcUHLpQjC9/z4ZD+nsSm0IU0DZFX+tv2pPOEk+m4ZW/747jebBLEgoMVpQa7SiwFeNckRlKUUSf1gkNMj3rbKEJe04XIKfEDIckI6pCEoSLJRYoRAG/nirw+pQ2b05Js9sl/Hq6AHkGKxIi1ejeLA5Kpft7UtWHPzsw2RnnW8H+ebt0ld64cSM++OADpKSkQBAE6HQ6LFiwAIMGDWqo8oWl8kp1LKcE2bml+D4nC22S9UFTqSh0edLzF6z7WZD73O3g8ceN9UyBETuO50EhAAlRGmf91CgVUEeJyC42Y+fxPJwpMKJ5QmSl1+o1KjSP1+F0vhH5BiuitEpnUFVqtkOpFNEsLgJ6TdVRFU+VjyTk5efh/9auwI+bPoAsSbW+pmnTpliwYAHUajUAa9mDf8VEAmTI9VnoA886SzyZhieKAto30mP93rMoMduQoFMjSgWIgoDjuQbotSq0S9U3yHWkxGLDqXwjHA4ZCVHqCvVEgDpSjbxSK07nG1Fi8e60yYqf9dHsUui1SihEwZkpLSGqflPSvj6UjdXbT+JkngE2hwSVQkTLhEjce1VLDLgsxatlru4cfN3Jws443wqFz9ulwMhoNDrXFcl/ZUHRarUe7X5NlVWsVKnRGij0CkTrVEFVqSi0udvz5++sduRb7nbw+OvGejzXgCKjDQl6dbX1M0anQl6pFcdzDVUCoyaxEejWLA4Wm1Q2gmG0odRih1IUkaTXQCmK6N48rkFGMBpFa5D982as+8+LMJcU1nqsSqXC5MmTMXPmTERGRjo7KxySjIyOKVWm0mVdNNTZWeFuZ4mn0/AOny9BoxgtkiLVZYkIbECkSkZaYiSUChFHLpTg+nbJdV6XXJ3yU2q2w2R1QK9VVltPNCqxbNqk2fvTJtOT9ejfPhmrt5/Eb+eKKgU2I69oWufv4utD2Viw+XBZMBmpdgaxR3NKsGDzYQBo8ODIl9gZ51uh8nm7FBh17doVmZmZePzxx50n/O6776Jz584NUrhwc2mlAmQYBAF6rRJ6rSpoKhWFPnd6/gIhqx35hrsdPBWvgelJkSi1OFBgtEKtEJGeFFmvhronZAEQUNPfrfn9Kvbm55Va0DQu4pLefE2DLDD/5ZdfMHbsWOzatavOYzMyMrB06VK0bdvW+VjFzgpRFBEdUbmTs76dFenJerS8JtKl6VnemIbXJjkKURolik1WnMu+iMYp8YiOUKPUYq9Xud0ZmYzSKBGhUsBic1RbbovNUTZtUuP9aZNZOSX45nAOIjUK9E6Lh0IU4ZAklJjt+OZwDlok6Gost90uYfX2kygxl6U4L+/Q1mtFRKoVOFVgwts/nsS1bZIabFqdr9edsDPOt0Ll83bplztz5kyMHj0a69evh8FgwE033QSDwYBVq1Y1VPnCyqWVqnxUDgiuSkX1F8wLFF0VzPtZUP150sFTfg2MUInY/Wch8o1W2CUJSlFEvE6N1BhNg10DWyVGIjZCjUKjDSnRYpUGb5HRhpgINVolRlb7enf35HFHbm4uZsyYgZUrV1a6T1SnSbPmyFy6BLfcckuVxoq3OiuqCzB+PlFQa4DhrWl4giAgOkIFo1ZEdIQKgiDUq9zuZpbTa1VonqDDmYIapk0qRDSL11V7jfNExd9V2xR9lfpZV8fpr6cLcDLPgIRIdZVZPqIoIiFSjRO5Bvx6ugBXtkrwatkB70yPdfV+yc443wqVz9ulFkizZs3w+eef49tvv8W5c+eQmpqK6667DlFRUQ1VvrASKpWK6ifYFyi6qmIPsTsZsCg4eNLBY7DakVtqQZ7BUpbIQKuESqGEzSEhp8SMIrMVCZGaBrkGNovToXereGw7lI08gxX6Cg3eErMdkiyjT1o8msXVEZC5uCePKxwOB9544w3MnDkT+fn5tR6r0WgwZcoUTJs2DTpd9WX2RmeFJ1Mf/TEND/Ass5xz2qRdgt0uocBkc+4nlKTXQKlomGmTnvbG5xmssDkkRKgVVZ4DytoX+QYr8gxWr5Yb8M70WHful+yM861Q+bxdKt25c+cAlE2p69q1KwCguLgYJpMJMTExfy3kJHeFSqWiuoXCAkVXlfcQu5sBi4KDJx08OpUCuaUWGC12JEdrKydAiCxLgAC57DhvE0UBd/ZujpxSC45ml6CkwhoRhSjg8max+Fev5jXWT3f35KmvU6dO4bbbbsOvv/5a57FDhw7FokWL0Lp161qP8zTTmTfWFLizZvHScldUn3J7klmu8rRJK5rG69xKguAqTztOEyLVUCnEv9ZHVZ0qZ7I6oFKUjRx5kzfqiLv3y2DfXDbYhMrn7VILe9CgQZBqyHYjiiL69u2LF154gRu/usnTiz0Fh1BZoOgRNzJgUXDwpIOnrBoIZXWiWmXPNVR1SU/WY9LANi5Ph/PFbzolJQUlJSW1HtO6dWssWbIEQ4YMqdff9DQFv7fWFLi6ZvHScqdGa5yByYViS53l9jSz3KUjXUZr2R5CXZo23L48nnacdm8Wh5YJkTiaU4JItaLSdDpJkpBnsKJdih7dm8V5tdye1hFPfluhsLlsMAmVz9ulwGj69On49ttvMWPGDDRr1gxnzpzBiy++iE6dOuGGG27Aq6++igULFuCll15qqPKGNE8v9hQcQmWBoqu8kQGLAp8nHTwmmwOJUWoIAqpdvxGlVSIhUg2TzdFg5U9P1uOx610bwfDFb1qj0WDZsmUYPHhwleciIiIwY8YMTJ48GVqt1qW/60kKfn9O/65Y7mM5JcgudcChtdWr3N7ILOfrfXk87Y1XKkXce1VLLNh8GKcKTJWy0uUZrIjWqjC6b0uvJ17wtI54+tsKhM1lw0kofN4uBUZvv/02Pv74Y8TGxgIA0tLS8MILL2DEiBEYN24cnn/+eQwYMKAhyhk2PLnYU3AI17Vk3sqARYHNkw6eSLUSiVEaJEapcb7IggKj1Zn2Ojlai9RoDQChwacTuzqC4avfdEZGBm677TasX7/e+djw4cPxyiuvoEWLFm7/XXcb+f6e/l1e7tP5pdi934IeXdLrtVeWtzLL+XJfHm/sY1Seirt8H6N8gxUqhYh2KXqM7tsw+xh5Wke88dvy5+ay4SjYP2+XrlYFBQVQKCrP7RYEAXl5eQDKeq1qmmpH9efuxZ6Cg78bE/4SrgFhOHK3g6dir/gVLWKrHVUMxOnEFX/TURolSsx2Z7n1WqVXf9OvvPIKNm/ejObNm2PZsmW44YYbvHAG7jXyA2FNgSgKaBqnQ26MCk3jdPW6T1bMLJdXaoFapYAoCJBkGVabo8Eyy3mqfB+jVT+cwL7TBc461jopql77GAFlwdG1bZJcSq3uCU/riLful/7YXDacBfPn7dJVul+/fnjyyScxc+ZMNG7cGOfOncNLL72Eq6++GlarFcuXL0fHjh0bqqxhxZ2LPQWHQGhM+EO4BoThyp0OnktHm8p7xUvtDpwvMjXYfkCeKv9N7ziR58xUVp5mPC5CBaVSRJ+0hBp/0zabDcuWLcOAAQNw+eWX1/peLVu2xNdff40rrrjC7wmPvDGK4Q/lmeUKjFbkmM24WGqFQ5KhEAXERCgRG6lusA15PZGVU4L1e84iu8QMlVKEUiFCEIDsEjPW7zlb6z5GFSmVYoOk5K6Op+tOwvV+Sf7jUhfBs88+C4fDgYyMDHTp0gWDBw+G3W7HnDlz8Msvv+C7777D008/3VBlJQoJ5TeK+Eg1juWUosRc1ogqMdtwLKc0ZNeSld/gzheZq+y9Un6DS0+O4g2uGpIk43S+EYcvFON0vhGSFBzZKso7eFq40MFT3itusDiw43g+vjtyETuO58NgdaB/++SAnE4sigLaN9LjfJEZx/MMEAUgJkIFUQCO5xlwociMdqn6as//22+/RdeuXfHkk09i3Lhxde5LBAB9+/b1elDkbh37+/uyY8fxPHx3JAc7jufBYLEH/PdVZLLD6pCREq1B8wQdUqI1sNplFJnsNX5f/iJJMt7fcQr7ThdCkoH4SA1SY7SIj9RAkoF9pwvxwc5TAXltKB9B7tQ4BoVGG07mGlBoLBtBritbY7jeL8l/XOqajY2NxZtvvons7GxcuHABjRs3RlJSEvLz89G3b1989tlnDVVOopDirQWKwbRBbKhkrPG1rJwSbDn4V5Y0qx06tRKdm8RgsJc3DQ0UWTkl+OZwDiI1SvRJS4AoCpAkGcVmO745nFPvXnFfkiQZh8+XoFG0FklRahQYbSgy2aAURaQlRkIpijhyoQTXt0t21u8zZ85g8uTJ+PDDD51/54cffsCaNWswatQon5bfkz3V/v6+FOidFg+FKMIhle39FPDfV4wWSZHqshE+hwSFKCItKRJKRdXvy99OFxix40Q+REFAQmTVTHrZxRb8dDwfpwuMaJFQ/SbE/pSerEfLayLdmsIXCgv6KXi4NWclJSUFKSkpOHHiBJYtW4YNGzZg7969Xi4aUWjzdIFiMG4Qyxuca7JySrD4q2M4eqEEDllGWUJrAScuGnD4QgkmDWwTUp9ZxdS8bVOiKk2bSZXlgE1lX55YpE1KVLVrjEotdmdikZQoJRYtWoTnn38eBoOhyt966qmnMGzYMERHR7tcDnc6SjzZU63y96WvMs3JF9+XJMk4U2DEn0U2JBYY67Ue1/l9Jdf9fQXKOokTuQYUmqxIitJUm50tRqdCXqkFJ3INARkYVXe/+vlEQb3vV8G+oJ+Ch1uB0S+//II333wT//vf/9CmTRs89dRT3i4X+UkwjUCEAncXKAbzBrG8wdWPJMl4f2fZ1Bm1QoA+QuVMXV1ismHf6UK8v/MUZg3pEDKfXcXMhQBQbLJVarAGaubCiolFBEFAdETlNXTliUW2bv0SLz47DUePHq3xb124cAFz5szByy+/7FIZ3Oko8XT/JX9vPVB+zsdySpCdW4rvc7LQJllfZ2O7vt9XXYlgfH2/FGRArnEXr8CbQlfOW/erYF7QT8Gj3oGRJEnYsmULVq1ahWPHjsFut+P1119Hv379GrJ85EPBOAIRjry1maQ7Pa3ewhtc3c4UGLHjeB4UApBQoZdYo1RAHSUiu9iMncfzcKbAiOYB2EPsjvIGq9km4vD5EuQbrc4kBvE6NVom6mCxOwIuc2FdiUXOnzmNrf9ZiBW7vqnzb3Xu3Bm33HKLS+/vbsPT08DGn5kmK55zarQGCr0C0TpVvRrb3kgE4+v7ZVpiJGJ0KhQbbdBGK6qMzhUZbYiNUCEtMbCuBdzQnIJNvQKjt99+G++88w4kScK//vUvvPHGGxg8eDDatm3b0OUjHwnmEYhw441eWnd7Wsl3jucaUGS0IUGvrmXqjBXHcw0hExhFqpWw2iX8eqoAdof81wavStgcEnJKzMgzWNAsXtfgmQtdHQmoKXOWzWrBtx+/ia8+eA12q6XW94yOjsbzzz+Pxx57DEpl/c/Pk4anp4GNvzJNXnrOgAyDIECvVUKvVdXZ2PY005k/7pdN43TonZaAbb9nI6/UUmUEWZKBXmkJaBoXWB1O/h5VJHJVva5WCxYswJ133olp06b5PT0oeR97dIKLp40ZT3paybdkARBQ028u9H6LjaK1sNgkFBhtaB4XAVEsW5itUSqg0gk4VWBCil1Co2htg5XBnZGA6hKLnNzzf/js1fnIv3C6zve89957sXDhQqSkpDizw9U3KPOk4elpYOOvVMqXnnPFTH71aWx7kgjGX/dLURRwZ6/myCmx4OiFEpSY7Shfc6gQRVzeWI87ezUPuHs096+jYFOvwOjpp5/G+++/j2uvvRb/+Mc/cOedd1a5AFPwYo9OcPGkMeNpTyv5TqvESMRGqFFotCElWqx26kxMhBqtAmzqjCfOF5uhUYmIjVChwGj7a8SorFe81GxHrE4NtVLE+WJzg61ZcXckoDyxyJqtP+PtOU/g+O7v63y/bt26ITMzE3379nW+v6tBmScNT08DG39lmvRGY9vdRDD+vF+mJ+sxaWCbClkqHdCpFejSJDZgR/u5fx0Fm3rVxLvuugt33XUXfvrpJ7z33nsYNGgQHA4HfvrpJwwdOhQKhaKhy0kNiD06wcWTxoynPa3kO83idOjdKh7bDmUjz2CFvkKQUGK2Q5Jl9EmLR7MAmzrjCYPVDrVSRI8W8TiRa0CB0YpSix1KUURytBYtEnQoNtka5Frk6UiAyWTCu8v/jRdeeAEWS+3T5uLi4jBv3jw89NBDzvunu0GZJw1PbwQ2/sg06a3GtjsppP19v0xP1uMxD5PX+DJpBDdopWDjUojep08f9OnTB2fPnsX777+PhQsX4sUXX8SwYcMwbdq0hiojNTD26AQXTxoz/r6pe0O4ZE4URQF39m6OnFILjmaXT50poxAFXN4sFv8KwKkznii/FmlVInq2jKs2jbLFJjXItciTkYBvv/0W999/P06ePFnrewiCgAceeADz589HYmKi83FPgjJPG57eCGx8nWny0nOuyJXGtjsppCveL6tL9e2L+6UnyWt8nTSi4v3qaHYJ9FolFKIAhySjxGxHQpSG+9dRQHHrl9ukSRM89dRTmDhxIjZs2ID333/f2+UiH2KPjv+428h3tzETKEGwu+cdzJkT3Tln59SZA39NnbHZoVMp0aVpDDLqucFrMAWSFa9FbZKjKqVRbuhrkSedBjqdrs6gqGfPnli+fDl69uxZ5TlPgrLKDc/Sahqe9Rv1cXfzTX+ocs4aEQUmB+RCE0osUr3OuXyELrfEAqUoQJJlWGwO7D9TWOsIXXkd3XE8DzaHAxdLrLA5JKgUIpL0aqgUCvRpnRCQ90t/JVlKT9ajf/tkrN5+Er+dK3Z+Xi0TIzGyfXLAX7spvHjU+lGr1bj99ttx++23e6s85Af+mid+qWBqwHmDp418d3ppvdXT6gl3zzuYMyd68l2nJ+vx2PXu9cYHWyDpzWuRq9cTTzoNevXqhZF33oOP33+nynPaqBj0v3sSFj3zONqmxlT73hWDMlmWq4xC1DWSW7nhWfR3wzMhEiOvaFrnd+3p5pv+qGeVz9kAg8mCyMKCep1z+Qjd4QvFyCkyo8hsh0OSoRAFxGiVSI7R1jhCJ4oC2jfS48NfTiPfYIFCECAIMmRZQHaJGfGRGtx7Vcs666iv73f+TLKUlVOCbw7nIFKjRJ+0BIiiAEmSUWy245vDOWiRoAvI61G4C7c2WTnOjSIA/pknXlGwNeA85a8N7y5teKZGa5w9yxeKLQ0eBLt73sGcOdEb37U7U2eCNZD0xrXIneuJJyPnkiSj+4jH8Nl/18NqLAEACKKIvkP+icH3TMBZsxJfHbqI9OToautneVB2rtCIC0WWKvs3pcZoah3J/bvhqUDvtHgoRBEOqWwtWl0NT0/rib/qWcVz7tUqHoUFeYiNi0eppe5zPltowg9ZF/FHTilsDhkRagVUogCbJCPfaEOxxQ61QsTQyxtX+d1JkoztWbmw2h1QKQSUZYcUIAiACMBqd2B7Vi6ub5dc47XIH/c7fyWNqHjtbpsSVem9U2U5oK/d4Szc2mQVMTAiJ1/PEy8XrA04d/m7kV+x4XkspwTZpQ44tLYGD4I9Oe9gzZzor+/a33XMU55ci9y9nngyWnW20IQcmwYD756AL16fh5YdumH4uGfQNL0DAKCRxlZr/WwSG4FYnQrbfs+GWiH8tUdN2f5N2cUmnC4wYlCHlBqDsr8bnvoqAV1t37Wn9SQQ6nfbFD0AGaJZgdRYLQChzvctMllxNLssKIrWKp3HaEQBKlFAsdmOY9mlKDJZ0QyVv6/yjZe1ShHN43Ww2iU4ZBkKQYBaWffGy/663/lrfWmwXrvDWbi1yS7FwIgq8WRRpzuCvQHnjkC4UZQ3PE/nl2L3fgt6dElHs/iG/Yw9Oe9gTRrhr+86EOqYp9y5Fnl6PalutEqwmZG9YyMmPjO1zpTZ1wz7F5KSU9D5qkHOPZiAetZPZ4JIAVabBJtDgiyV/RuQa9y1ypPv2tN6Eij129XsmifzDDBZ7dCoFNVOlVMrRRitdpzMM6BTk9hKz1+68bJGVTkrb20bL/vzfuev9aXBeu0OV+HYJrtUvX4B/fv3r3Pfoq+//torBaLwEgoNOFcFyo1CFAU0jdMhN0aFpnG6Br/IeXLegZI0wlX++q4DpY75mjeuJ+WdBmcKjPj4ow/x0nOzkH3hPK7v2ATtx4+v9jXl9dPiAC7vl1Hl+brq59lCEwpNNrRLjcLRC6W4WGpxrnmJjVChXWoUCow2r3caeFpPAqF+y7KMYpMNhWYJOpMN0RHqOt9XEASIogBZkiHLQMWqIsuALMkQRaHGdo+7Gy/7837nryRLwXrtDlfh2Ca7VL1q4vi/bga//fYbvv76a9x3331o3rw5zp8/j1WrVmHAgAENWkgKXeHYgAuEdK/+4Ml5B2vmRH81CsK1MeKt68nvv/+GcePG4X//+5/zsaeffhp33HEHkpOTqxzvaf00WO3ILbUgz2CBSiGgSVwERKEsU5rVVjaVz2qXvd5p4Gk98VY9czdRxrlCI84XWVBgsKDUaMUpQz7iIjVoVMearKQoDaI0SphtDphsDqiVIhSCAIcsw2qXAEFAlFqBpChNldd6svGyP+93/kqyFKzX7ookScaZAiP+LLIhscDY4LMr/Ckc22SXqtdd8bbbbgMArFq1CitXrkTr1q2dz/Xt2xcPPfQQpk6d2jAlpJAWjg04Z7rXE3mw2yUUmGzOhdZxESoolSL6pAVmuldPeHLegZI50VX+ahSEQmPEHZ5eT4qKivDss88iMzMTDoejynPTpk3DW2+9VeV1ntZPnUqB3FILjBY7kqMr99TKGiWyi82AXHbcpTz5rj2tJ96oZ+4myoiNUGHboWyolSL0GiUEddm0tpwSM84UGHFDDWuyAKB7szi0Sdbj9/PF0CoFmO0yrLIEURCgU4kw22W0TdGje7O4Kq/1ZONlf9/v/JFkKViv3eXK6+exnBJk55bi+5wstEnWh2wSAn/X0UDg0pmdPn0azZs3r/RYSkoKcnJyvFooCh8Vb6yRagVKLQ7nKEKURhGSDbjydK/r955FidmGhEg1YiJUMFkdOJ5nQLRWhXap+gZJSexPnp53+U19y8G/9vSxOqBTK9ClSWzA3qT81SgIlMaIr3ta3W2oS5KEd999F1OmTKn1frZq1So8+OCD6NOnT5XnPGl0lq2QEWpZSVT2nFzNM558157WE09f79Ei7/I/KV/yqfz17+o+q3JKpYh7r2qJBZsPo8RkQ3ykCkqFALtDRrHJjvhINUb3bVntPk6ebLwcCB0W/kiy5O+st+6qWD9TozVQ6BWI1qlCOglBINRRf3MpMOrUqRNeeOEFTJkyBWq1GiaTCXPnzkWPHj0aqnwU4spvrIcuFOPL37LhkGWU3dIEKAQBbVP19WrABVOAIEkyDp8vQaNoLZKi1Cgw2lBkskEpikhLjIRSFHHkQkmt6V6B4Eun6a3zxl9VRC77P5UWXgciZ0DnwSatnryvv1Pw+7Kn1Z2G+t69ezF27Fj8+OOPdf79AQMGID4+vsbn3W10mmwOJEapIQhAvsGKqAqjEKVmO6K0SiREqmGyOap9vSfftaf1xN3Xe5qlstBoQ8+WcbhQVDYF0WCVISkdSImJQGq0BoU1rMkqN+CyFADA6u0ncTLPAJu5bO+ndql6jO7b0vl8TefszsbLgdJh4eskS4D/st6669L6CcgwCAL0WiX0WlXIJiEIlDrqTy4FRnPmzMHDDz+MtWvXIi4uDgUFBWjVqhX+85//NFT5KJyUJV+Csyuwnr+7YAsQyhc3tkmJqnatTanFXufixvKerLxSC/RaJaK1KjgkCQfO1r5ruz95et4Ve++axEVAp1bCaLXjt/PFOF9sDshzrqR8y5O//rcvwrlASMHv657W+jbUCwoKMGvWLLz22muQJKnWv9m0aVO88soruP322+tMROROozNSrURilAaJUeqyNTNGK0otdihFEcnRWqRGawAItU5f8eS79rSeuPN6b2SpTEuMQtM4HYpNVpzLvojGKfGIjlDDIcs4mWuocx3EgMtScG2bJPx6ugB5BisSItXo3iyu2pGi6s7ZnY2X/d1h4U/+CMjc5WnmQ2/xR6dvONdRwMXAKC0tDZs3b8aePXuQnZ2N1NRUdO/evVJaUioTTCMY/lTeK+OQZGR0SKkylS7roqHWXplgzLdfcXGjIAiIjqg8j7euxY3ln9mpPCPskoSTeUbYHRKUChFxOhUMFkdA9mR5ct7BnEK0UkAXWyGgO1eM80UNH9B52hhx9VoWCD2ttTXUJUnCW2+9henTpyM3N7fWv6NSqTB58mTMnDkTkZFVF9N7S8XpK1e0iK32Olif6SuefNee1hNXX+/NLJXRESoYtSKiI1QQBAEmi73e6yCUShFXtkqod7krcvczC7bRk3AUCEkI/NnpG8511OXVU5IkobCwELm5uRgwYACOHj2K9u3bN0TZglawjWD4U8VeGVEUER1ROciurVcmWBvLnmalO1towp7TBcgpMcMhyYjSqqDSKmFzyLhYYoFCFPDrqYKAS6fpyaLOYE0hGqx1tJw717JA6WmtrtH6yy+/YOzYsdi1a1edrx88eDCWLFmCtm3bNlQRnSpOX8m6aECjGC1idWXr77IuGkJy+oo3s1RWFCzrIIJp9CQc+TsJQSB0+oZrHXXpGz116hTuv/9+2Gw2FBcX49prr8WIESOQmZmJ66+/vqHKGFQCoTIHE096ZYK1sezMznY8D3ZJQoHRVmnERymK6NO65qx0JRYbTuUb4XDISIhSO89doxSgjlQjr9SK0/lGlFhsvjytOnmyqDMQeu/cGQWuWEcBoNhkq9T4C9Q6Crh/LQuE7+pSubm5mDFjBlauXFnnmrQWLVpg8eLFuOWWW+qcNudN4TZ9xZtZKlOjNXBIMkrMdlwotoRkIEm+5c/gO9g71IKdS4HRvHnzMHz4cDz66KO48sor0apVK8ydOxdLly5lYARWZnd40isTiA2w+qg2O9tfvcPHcw3Q15GdrdRsh8nqgF6rrDYg1KhElJjtKDUH3nm7u6gzEHrv3BkFLq+jZpsCh84XoMBorRAEq9EyUQeL3RFwddSTa5m/v6tLvfHGG5g6dSoKCgpqPU6j0WDq1KmYOnUqdDr/BKnhNH3FW1kqnQk+Sh1waG0hG0iSb/kz+A7WTt9Q4dKdae/evVi2bBkE4e8doW+55RbMmzevQQoXbFiZXefJKEKgNcDqy5mdLUaLpEg1Ckw2FJtsUJRnZ1PUnp0tSqNEhEoBi81R7WdmsZWlsb60lysQuNsr7s8Uop6MAkeqlbDaJez+M7+aaY9m5BssaBav8/oGmJ7y5FoWaNOcjhw5UmdQNHToUCxatKjSHn3+4sn0lWBa2+qNLJXlgeTp/FLs3m9Bjy7pIb35JvmWv4LvYO30DRUutZz0ej1yc3PRuHFj52MXL15ETEyM1wsWjFiZXefJKEKw5tt3ZmdLdi87m16rQvMEHc4UGKtN7atUiGgWr6s2WAwE7vSK+yuFqKejwI2itbDYJBSabGgeF+FMVKNRClDpVDhVYEKKXUKjaG2NZfDHmkVPrmWBNs3pmWeewfvvv4/z589XeS4tLQ1Lly7FkCFDfFKWhuRpPfFX8N0mJQqR6rI964w2B3QqBRrFaGGwOurVkSiKAprG6ZAbo0LTOB2DIvIqfwTfwdrpGypc+lSHDh2KcePG4cknn4QkSdi/fz9eeumlkLipeAMrs3vcHUUI1nz7nmalaxIbgW7N4mCxS865+QaLHQpRRJJeA6VCRPfmcQEXEFbkTq+4P9ZgeDoKfL7YDI2qbO1YgdFWJYiNjVBBrRRxvthcZ4pyX65Z9PRaFkjTnKKjo/HSSy9h1KhRzsciIiIwY8YMTJ48GVptzUGpO/wxauNpPfFn8G22iTh8vgT5RqtzjdG5QnPATjOl8OPr4DtYO31DhUst9Mceewxmsxnjxo2DyWTCPffcg9tvvx3jxo1rqPIFFVZm97k7tz4YFyx72uisGBDmlVrRNF4HhSg4e+UTogIzIPQGX6/B8HQU2GC1Q60sC1RP5BqQU2yBTZKgEkWkRGvQMjESRSZbwKUo98a1LJCmOd155514/fXX8X//93+47bbbsGjRIrRo0cLr7+OPAMPTeuLP4Ntql/DrqQLYHfJfnQZK2BwSckrMyKvnNFOiUBOsnb6hwqUrTmFhoXNxan5+PuLi4iAIAo4dO4Y2bdo0VBmDBiuzZ8JlTwhvNTorBoRGa9m+HV2aBm5A6C2+TCHqaRBb/nqzzVH2wCUbvJpt9UtRDrif0c6dEQxvXcsauqf1/Pnz2LlzJ2699dZajxMEAStWrMDZs2eRkZHh1TKU81eA4cmopj+D7/JppgXGS6eZKqDSCfWaZkoUqoKx0zdUuBQYZWRk4NdffwUAxMfHAwAcDgfuuOMO5+PhjpXZfZ5MQQmmfPveanQGW0DoLb6cquRpENskNgKxOhW2/Z4NtUKAPkLlnEqXU2zGmQITBnVIqTVFudmmwO/n8pFTYoHNIUGlEJGs16BVUmSdU408GcEI5GuZzWbD0qVLMXv2bNjtdhw6dAgtW7as9TWdOnVCp06dGqQ8/gwwgnXLg/JpprERNUwz1alrnWZKFOrC9R7vb3UGRn/++SfGjBkDWZZhMpkwYMCASs+bzWY0adKkwQoYjFiZXRdum+J6q9EZTAGhN/i6nngliC3fNufSPXEEAYCMml5ZPtXoxz9yUWyyoeLuO4VGKy4Um5GeHFXjaJU3RjAC8Vr2zTffYNy4cTh06JDzsccffxzr16/3W5n8GWB4a8sDWZarJIJpyIRB5dNMe7SIx4lcAwqMVpRa7FCKIpKjtWiRoENxDdNMvcmTjpZgygJIwSnc7vGBoM7AqEWLFpg5cyYKCgowe/bsKuuJNBoNevbs2WAFDFaszPUXrpviBmKjM5D5q554EsSeLTSh0GRDz5ZxOF9kqdT4S4nWIjVagwKjrdoGc6NoLQoMVuf7aVUiRAGQZMBsk5BdbEZilLraqUbeHMEIlGvZmTNn8OSTT+Kjjz6q8tx///tfbNmyBYMHD/ZDyfybkdQbWx6cKzQ662fFfbYaxWgaLGFQ+XtrVSJ6toyrNjunxSY16BojTzpawq0zjyhc1OuKU755a9OmTdG+fXtotVqo1WocP34ccXFxiIuLa9BCUugKhU1xw2UKoD/5u564G8SWN5jTEqPQNE5XpfHnkGWczDVUP82pqCyoUoplI0tlI0bCX/9LhkIUyoKqIhNaJERWfm0I7almsViwaNEiPP/88zAajTUeN378eBw8eBAajcaHpSvjz4yknm55EBuhwrZD2VArRGiUIjQqEbKEv6Z6GnFDDVM9PVUxoGuTHFUpO6cvkhV50tESrp15ROHApau0JEm49tprsWrVKnTt2hUbNmzA+++/j5UrV6JLly4NVUYKYYHSgHM3uMnKKcGWgxdw4GwRjFY7dGolOjeJweBOqbwxelEg1BN3gthLG8yXpmY3Wew1NphP5BpgsjnQODYCBosDJpsDNlmCIAiI0qqgUytgsNhxItdQJTAKhT3VJEnG++s24Olpk3Hyj6w6j+/duzeMRqNfAqOKjXydSsSFYotzT57UaE2DN/I9mpor4K91PTbn9M6y7CAyNCpFpSmc3uTPZEWedLT4u5OGiBqWS4HRSy+9hBkzZqBr164AgEmTJqFZs2aYP38+1q5d2xDloxAXCA04d6dEZOWUYPFXx3D0QgkcclkvPiDgxEUDDl8owaSBbRgceUkg1BN3VGwwR6oVKLU4nCNGURpFnQ1mQQY0KhExESpY7RIcsgyFIECtFGG2O2CwVP++FQOy6jYRDvQ91f63+zdMnPQ49v2wrc5jO3fujOXLl6Nfv34+KFn1yhv5u07m4YOfz8Bid0CWy+IMjVKBTk2i693Id7eTxp1RzbOFJpzKN0KrUsDqkCDLQHnqREEUoFUpcCrf2GAdDv5K8OFJR0sgdNIQUcNx6a548uRJjBw5stJjw4cPx4IFC7xaKAof/t4U190pEZIk4/2dp7DvdGGVbGMlJhv2nS7E+ztPYdaQDuw19AJ/1xN3lTeYD10oxpe/ZVcKoBWCgLap+hobzGmJkYjRqVBstEEbrYBGpXA+J8syiow2xEaokJYYWeW15QHZjhN5zk2AyzfPjItQQakU0SctIeD2VDObzZg2ey6WL3oZdqu51mNjYmLw/PPP49FHH4VS6f/v/c88I07kGmGxO6AQBAiiDFkWYLE7cCLXiD/zjA2+bsXVUc0Ssw2n8oxQCEB6UlSV4Duv1ILT+UaUmG31/puu8sdaS086WoK1k4aI6kd05eCEhATs37+/0mMHDx5EYmKiVwtF4aO8AXe+yAxZrjxpo3yeeXpyVIM04C6dEqHXqqAQBei1KrRJjkK+wYqtv2VDkqpOJjlTYMSO43lQCEBCVNkCZVEQoFEqkBClgSgAO4/n4UxBzWsiqP78WU+8Rrjkf9TR7msap0PvtAQ4ZCCv1AKL3QFJlmGxO5BXaoEkA73SEtA0rmpDWBQFtG+kx/kiM47nGSAKQEyECqIAHM8z4EKRGe1S9QEVtH/++efo1KkTlrwwr86gaPToe3HkyBGMHz8+IIIiu13C6u0nYbE7cFmqHq0SI9EsPhKtEiNxWaoeFrsDb/94Ena7VOPfKO+kOXiuCLE6FdISoxCrU+HguSKs2n4SWTklXi93qcUOk80BjUoBQRCgUSmgUysr/dtodaDU0rCN/PKArn1qNJrFe3+/q0tV7GipTm0dLZ68logCn0u/3LvuugsPPfQQ7rjjDjRp0gTnzp3DRx99VCVTHVF9+XOeuSdTIo7nGlBktCFBr672tTE6FfJKrTiea0DzhKo9+uSaYN08uTz4dkgyMjqkVJlKl3XRUON6BFEUcGev5sgpseDohRKUmO1wjjaJIi5vrMedvZpXe86SJOPw+RI0itYiKUqNAqMNRSYblKKItMRIKEURRy6U4Pp2yX7/zI4fP46JEydi06ZNdR7bqHUHXDN6Cp4fOxIpATRN6dfTBTiZZ0BCpBqiKEJzSZdjQqQaJ3IN+PV0Aa5slVDl9f5atxL1V0pui01ClEauktHOYpOgUysQpQ2tRr4nmfy8sUE3EQUul652o0ePhl6vx3//+19s3boVjRo1wowZM3DzzTc3VPkoDHhjnrk78/I9nRIhC4BQY7d/YDXQQ0Egbzhak4rBtyiKiI6o3GKuaz1CerIekwa2qZDgwwGdWoEuTWJrnV5V/r5tUqKqXWNUarH7fR2E2WzGggUL8MILL8BiqWGx1F8i9DEYct/juCLjdpwqCLxpSnkGK2wOCRFqRbXPR6gVyDdYkWewVvu8v9at6DUqNI/X4XS+EfkGa5VNVpVKEc3iIqDXVJ2+Gsw86WgJ1k4aIqofl7uBhg8fjuHDhzdEWSiMeTLP3N15+Z6sW2mVGInYCDUKjTakRItVeg2LjDbERKjRqpr1H+Q+T9cj+HpDRm+sR0hP1uMxF8+54vsKglAlG16grINYs2ZNrUGRIAjodeM/cNN9kxAVE48Ssy0gpyklRKqhUogwWR3Qa6vOUDdZHVApRCREqqt9vb/WrTSJjUC3ZnGw2CTYJQkFRptzn60kvQZKUUT35nEhOfrhSUeLvzrziKjh1evuMnv2bMyePRvTp0+v8RgmYCBPuZMO2ZP9JDyZEtEsTofereKx7VA28gxW6Cv0tJaY7ZBkGX3S4tGsmvUf5Bl3937yx4aM3koa4eo5B0OyCq1Wi6VLl2LIkCHVPt+8XRcMH/c0mrcr2wrC1WlKvmx4dm8Wh5YJkTiaU4JItQKi+HdwJEkS8gxWtEvRo3uz6vf889f3VXH0I6/UgqZxEVCIAhySjBKzHQlRmoAf/ZAkGWcKjPizyIbEAiOaxdd/uqEnHS3+6MwjooZXr6ts+WJnWZarDPO764svvsDkyZMr7TkxcOBAvPTSS9i3bx/mzp2LrKwsxMXF4dFHH62SDY/I03n5nk6nuLN3c+SUWnA0u3z9RxmFKODyZrH4Vw3rP8j3/LUho7/WIwTLOoibbroJw4YNw4YNG5yPxSUkoM8d49Gs102Ii9PBLkkuT1PydcNTqRRx71UtsWDzYZwqMCEhUu28luQZrIjWqjC6b0soldXnO/Ln93Xp6IfRWra3VpemsQE7RbVc+fd8LKcE2bml+D4nC22S9S59z55ssu3rzjwianj1CozmzJkDAFi4cKHX3vjAgQO45ZZbqow0FRUV4aGHHsKECRNwxx134Oeff8bYsWPRrl07biJLlXhjXn55o8DVNRzlr500sA22HPjrtTY7dColujSNQQY3eA0Y/tyQ0V/rEYJpHcTixYuxdetWWK1WPProo3juueeQb1e5PU3JXw3PAZelAABWbz+Jk3kG5BusUClEtEvRY3Tfls7nq+Pv78sfKbM9VfF7To3WQKFXIPqvLH6ufM++HFnk5rBEga9egVFmZmadx7iame7AgQO48cYbqzy+detWxMbG4q677gIA9OnTB0OHDsWaNWsYGFElXp2X/9f2MnLZ/6mSErom6cl6PHZ9cDUowo2/N2T0V9IIfyerOHToEERRRHp6eq3HtWrVCq+//jo6d+6Mbt26AQDiAbca6v5ueA64LAXXtknCr6cLkGewIiFSje7N4mocKarI39+XJyMnvlbxe05PikSJ2YYSiwy9LCM9KbLWbI8V+Xpk0d/XIiKqW70Co507dwIoyyJ04MABdOjQAU2bNkV2djb27duHq666yqU3lSQJv/32GyIiIrBy5Uo4HA5ce+21mDx5Mo4dO4a2bdtWOj49PR2ffPKJS+9Boc8b8/Ir9jo2iYuATq2E0WrHb+eLcb7YXK9ex2BqUAQKX/bSBsKGjP7qkU9P1qPlNZFuNdTdVVJSgueeew6LFy/GVVddha+++qrO19xzzz1VHnPnd+Wthqcn9VOpFKtNyV0fwThy4w/l33OESsTuPwuRZ7DAYLTiT0M+EiI1SI3R1Pk9+2NkMRCuRURUu3oFRu+++y4AYNq0aRg+fDj+9a9/OZ9bv349tm7d6tKb5ufno0OHDsjIyMDSpUtRUFCAqVOn4qmnnkJSUhIiIipfNLRaLYxG1zbKdDgcLh0fiMrPIZjORZJknCsywWBxIFKjQOOYhrupp+rVaJWow2/nitEmuWpmuHOFJnRqEo1Uvbraz1CSZGw+cB55pRa0SY786/UyojQKpCfpcCzHgC0Hz+PhfrWfgy/P2dvcrWN2u4Q9ZwqRV2pFQpQa3ZrG1ruxnZVTii9/u4ADZ4thstkRoVKic5NoZHRMRXpylMvnUJcIpQC1QoTBYoO+mv1YjBY7VAoREUqhwX9rjWM0AMrWVcqyhIb+aWfllGLr79n446IBFntZR8HO43m4oUOK1z9rWZaxdu1aTJkyBefPnwcA/O9//8MHH3yADh06+OQ6VmKywmSzo5FKA0mSUGK2weqQoVaUbdysVYkw2+woMVnhcGiq/RvVfWatkyIb5DOria/rSbApMVlxscSMPIMVFruEKLUCokaAWikiu8SMQlNZJ0BN37O3rv2uCqRrEbkmGNtj9DdXvjdBru+cIQDdu3fHL7/8UinjjsPhwBVXXIE9e/a4VspL7N+/H//4xz8wfPhwlJaWYunSpc7n3n33XXz66af473//W+ffcTgc2Lt3r0dlIfecKbZj51kzzhbbYZVkqEUBTaKV6NVEi6bRDZP96kyxHZ8fM6DYKiExQoRGIcDikJFrkhCtFjGkTWSN751jsGPtwVLoNQJ0qqqNeqNNQolFxj87RSE5svq/4Y9z9rdfzpnxRZYR50vssEsylKKARnolbkrX4YrG2lpfe6bYjg9/K8Hp4rLMfeVEQUCzaCXu6Kj3+ucmyTLWHzbgeKENzfSKKgH06RIHWseqcGv7SIheSi4TCKr8NpQCLPb6/TZclZWVhRdffBG//vprleeSkpLwySefIDKy4VPXl/+mBQHINTpQYpHgkAGFAOg1IhJ0IiALNf6myz+zIosDkSoBoiBAkmUYbDJiNIp6fWaSLCPX6IDJLiNCKSBRp3CpXtklCcfybCi0SIjViGiToIJSbLgRvmB0odSOl34sgNkuIz5CROV942TkmSTolAIm941DalTV78sb1353hOu1iChQdO3aFQpF9fvNlXPpFx8fH4+ff/4ZvXr1cj72ww8/IDk52aWCHT58GJs2bcKTTz7pvDBYrVaIooguXbrg7bffrnR8VlYW2rRp49J7dO7cuc6TD3QOhwMHDhwIinPJyinFzpN/Il9WIK2pFjq1Asa/Fg7vzFejffsWDdLb2hVA+/Z/9/Ca7A6otQpc3SoSgy6rvYf3yIUS6E5loUViJBTV9AraJRkncw1o0Tod7VKrTqnw1zl7k6t17JvDOfj46BGUmAUkRkciQi3CZJVwwWDFx0dtSEtLQ//21V8PJEnGxi8O47TBALVaC71WCaVCgN1Rlhr4tEHC3pJI3HR1e6+PuEU3KcXbP/6JfKO1ysL2tMZq3NMn8L8rV0iSjB+/Pw4xQoGeLSIrNcBayTKO5RhwWo7GTV3SPPqsi4qKMGfOHCxfvrzGHrmLFy9i5cqVWLlyZYNfxyRJxs6Cw/j6UA5UShXiolVQKQTYHDKKzTYUFckY2CEZA/tUrWPln5lRlCGoJZwz2pyBf6xOBaMo4rQcV+tn5ulo0zeHc/D2j3/iz3yzc0PeFvEiRvdtWuPvKhydyjcgYs9eyFY7IiPLRoQMBoMz+DZIFmjVSnTocBmax1cNyD299nsi3K5FoSKY2mNUVfn3Vx8uBUYPP/wwHnzwQWRkZKBx48Y4ffo0vvrqK7zwwgsuFTA2NhZr1qxBTEwM7rvvPuTk5OCll17CbbfdhoyMDLz88stYvXo17rrrLuzevRsbN27EihUrXHoPhUIRMpU30M9FkmR8degiCkw2tE3ROxth0REK6LUqHMspxdeHL6JNSnSDTDFr1ygGbVKiXZ6Xr49QI0KlhMkmVbtGyWyzQatSQh+hrvL5+/ucva0+dcxul/DOT6dQYrGjeXyEc+RYH6FApEaBUwUmvLvjFK5vl1LttLozhQbsOlkAURCQEKV2fmYKEWVTYIot2HmiAOeKLWiR4N3RhXaNYnB/v1bOhdY5JZagSUnsjnNFRpzINaJxbAREsfL3KghA49gIHL9oxIUSq1vr4yRJwrvvvospU6YgJyen1mOVSiWUSqVPrmOCIJf1tAtla4ogoOyEhb+2mvjreYVCUeV3ea7IiH1ninCxxAKHJCNK+3dQlVtqhUIUsPd0UY2fWVZOCd7ZcarCmpWy9Yq/ny/BhWJLnWtWvj6UjRe+PIoSs61Suu9jF0vxwpdHIYpirZntwonFASTpNcgzCCgw2hCpUUKSZVgdMgwWO6K0KiREqmFxoNo658m131Phdi0KNYHeHiPPuRQYjRw5Ek2bNsWGDRtw8OBBpKamYvXq1ejevbtLb5qamorXX38dr7zyCl599VVoNBoMGTIETz31FDQaDd566y3MmzcPS5cuRXx8PGbNmoXevXu79B7kO4GQacedhdqe7B0SCOfsa7+eLsDJPAMSItWVptMCgCiKSIhU40SuAb+eLqh28fmJXAMKTVYkRWmq/cxidCrklVpwItfg9cAICK+F7Q25yHvv3r0YO3YsfvzxxzqP7d+/PxYvXgyr1ery+7jjbKEJhSYberaMw/kiCwqMVpRa7FCKIlKitUiN1qDAaKv2d1liseFUvhEOh1wpcNcoBagj1cgrteJ0vhElFluV9/U0G57dLmH19pMoMdvQPK5Cp4NWRKS6rNPh7R9P4to2SQ2aOCNYRKqVSIzSIDFKXfY9GywotcqA0oHkv75nQKgx8Y6/9/kKp2sRUbBxefJsnz590KdPH+Tn5yM+Pt7tN77yyiuxdu3aap/r3Llzjc9R4AnWTDue7B0SrOfsiTyDFTaHhAh19b1lEWoF8g1W5BlqbgQL5SnRq1Xv5Y5uC5cMgt7I2HipgoICzJo1C6+99hokSar12KZNm+KVV17B7bffDkmSfLbus/x3mZYYhaZxOpSY7c4paXqtEg65bIpUdb/LUrMdJqsDeq2y2sBdoxJRYraj1Fz1tZ52lHja6RBuKgY2V7SIRYnZhnPZF9E4JR56rQpZFw21Bjb+3jeqvAzhcC0iCjYudT3ZbDYsWrQIPXr0QP/+/XH69GmMGDGizqkUFNoqNsKq404jzFfK9w7p1DgGhUYbTuYaUGi0oXOTmFqnvgTzObsrIVINlUKEyVr9WhKT1QGVoqwRV520xEjE6FQoNtqq7BMlyzKKjDbERqiQltjwi/RDXXnD8XyRudrP+nyRGenJUfXqEZckCW+++Sbatm2LFStW1BoUqVQqTJ8+HYcPH8bIkSOrBAkNreLvUhAEREeokBilQXSECoIg1Pq7jNIoEaFSwGJzVPuZWWxlmz9Haaq+9u+Okup/7xFqBSx2R40dJfXpdLA5pFo7HcJJeWATH6lG1kUDBEGAXi1AEARkXTTUK7Bx99pPRKHNpVZbZmYmduzYgSVLluDxxx9HQkICUlNTMW/ePCxZsqShykgBzt/TEjzlzrSGYD9nd3RvFoeWCZE4mlOCSLWiUs+2JJU12tql6NG9WVy1r28ap0PvtARs+z0beaUW6CNUUClE2BwSSkw2SDLQKy0BTePYi+opb/WI//LLLxg7dix27dpV53sOHjwYS5YsqbIPnS958rvUa1VonqDDmQIj8g1WRGmVzvpZarZDqRDRLF5X7QicpyN0FTsd9Nqq/ZV1dTqEo4ob4h7LKUF2qQMOrc2lDXE5pY2ILuVSYLRx40Z88MEHSElJgSAI0Ol0WLBgAQYNGtRQ5aMgEAjTEjzl6rSGUDhnVymVIu69qiUWbD6MUwWmSgvE8wxWRGtVGN23ZY1rIERRwJ29miOnxIKjF0pQYrajbPqcAIUo4vLGetzZq3lIfWb+VLHh+MfFUmQXm6FRKurVcMzNzcWMGTOwcuXKKqMnl2rZsiUWL16MYcOG+XyE6FKe/C6bxEagW7M4WOwS7HYJBSYbDBY7FKKIJL0GSoWI7s3jqg2qPO0o8bTTIVyVBzan80uxe78FPbqko1l89eu4asIpbURUkUuBkdFodK4rKr9ZarXaKnOiKfx40ggLVuF4zuVZsVZvP4mTeQbkG6xQKUS0S9FjdN+WdWbNSk/WY9LANthy8AIOnC2C0Vo2PalLk1hkdArNz8yf3O0RP3r0KN54441aj9FoNJg6dSqmTZtWZVNuf3L3d1kxqMortaJpvA4KUYBDKksnnxBVc1DlaUeJp50O4UwUBTSN0yE3RoWmcTp2rBCRR1wKjLp27YrMzEw8/vjjzh6xd999F507d26QwlFwCcdpCeF4zgMuS8G1bZLw6+kC5BnKdpjv3iyu3o229GQ9Hguzz8yf3OkR79u3L0aPHl1lT7lyQ4cOxeLFi5GWluaNInqdu7/LS4Mqo9X+Vyrlujs7PO0o8bTTgYiIPOdSYDRjxgzce++9WL9+PQwGA2666SYYDAasWrWqocpHQSYcpyX485wlSfZLgKFUih5lxwrHehJsXnjhBaxfvx7FxcXOx1q3bo0lS5ZgyJAhfixZ/bhbxzzp7PC0o8TTTgciIvKMS4FRYmIiPv/8c3z33Xc4e/YsUlNTcd111yEqirs0E/laVk6Js3fabHdAq1SgdVIUp6SRV6SkpOC5557DpEmToI2IwEPjn8S4iY+jdWr917lIkowzBUb8WWRDYoHR5fUf/uLPwN3TTgciInKfS4HRzTffjA0bNuDGG29sqPKQn/lrBIJck5VTglXbTyLfYEWjGC106ggYrXYcPFeEc0UmppulWu3atQs9evSocwf3jJH3oP8P+9Hq2hGwxaXg1f87hdZJ+fUKvssD92M5JcjOLcX3OVlok6wP6cCdnRVERMHN5U1WTCYTR4hCFG/qwUGSZHx5MBv5BivaJEc51/vptSpEaZQ4llOKrb9lIy0xOHrnyXfOnz+Pp556CmvWrMHy5cvx2GOP1XhsVk4J3t15Bm1veeyv4FtZ7+C7YuCeGq2BQq9AtE4V0oE7OyuIiIKfS4FRr169MHLkSFxzzTVITk6u9Ny4ceO8WjDyLd7Ug8fZQhP+uFiW+erS9MiCIKBRjBZZOaU4W2jiOh4CULY599KlSzF79myUlpYCAGbOnImRI0ciKSmpyvGeBN+XvhaQYRAE6LVK6LWqkAzc2VlBRBQaXAqMzpw5g2bNmuHEiRM4ceKE83F/711BnuFNPbgYrHaY7Q7o1NWnSI5QK5BdbIbBavdxySgQffPNNxg3bhwOHTpU6fHCwkLMmDGj2rTcngTfl7624j5IoRq4s7OCiCg0uBQYvfvuuw1VDvIj3tSDS6RaCa1SAaPVDr1WVeV5k9UBjVKBSLXLM2UphJw5cwZPPvkkPvrooxqPefPNN/Hggw/iyiuvrPS4J8F3OAbu4XjOREShqN45QDMzM/Hoo49izZo1DVke8oO/b+rVN6Qj1ApY7A7e1ANEk9gItE6Kwvkic6XeeKBs4+XzRWakJ0ehSWzgbLpJvmOxWLBw4UK0a9eu1qAIAKKioiqN/perGHxXp7bg25PXBqtwPGciolBUr8DoxRdfxPvvvw+VSoWlS5fiP//5T0OXi3yIN/XgIooCMjqlID5SjWM5pSgx22CXJJSYbTiWU4r4SDVu6JjCaY9h6Msvv0SXLl0wffp0GI3GWo8dNWoUjhw5gjvuuKPKc54E3+EYuIfjOZNnJEnG6XwjDl8oxul8IyRJrvtFRNTg6tXS3bRpE95++220adMGO3fuxNy5c/HQQw81dNnIR8pv6gfPFSFKo6w0na78pt65SQxv6gEkPVmP+65q6cwimF1shkapQOcmMbihI7MIhpuTJ0/iiSeewPr16+s8tkuXLsjMzES/fv1qPKY8+D5XZMKxnLJpthFqBUxWB84XmWsNvi99bWq0Bg5JRonZjgvFlpAM3D35vCj8MAMsUeCqV2BUUlKCNm3aAAB69OiB7OzsBi0U+RZv6sEpPVmPtOuiuO9UGDObzXjppZcwf/58mM3mWo+NiYnB3Llz8cgjj0CprPvS70nwXfG1x3JKkF3qgENrC+nAnZ0VVB/MAEsU2OoVGIni3zPu6nNDpeDDm3pwEkWBCTHC1KZNmzBx4kQcP368zmPvu+8+LFy4sMo2C3XxJPguf+3p/FLs3m9Bjy7paBYf2pkt2VlBtWEGWKLAV68o59I50xSaeFMnCnx//PEHJk2ahE2bNtV5bPfu3bF8+XL07t3b7ffzJPgWRQFN43TIjVGhaZwuLK4l7KygmjADLFHgq1dgZLfb8d///tf5b5vNVunfAHDrrbd6sVjkL7ypEwW2FStW1BkUxcXFYf78+XjwwQehUCh8VDIiqg3TuhMFvnoFRomJiVi6dKnz33FxcZX+LQgCAyMiIh945plnsGbNmmrXegqCgAcffBDz5s1DYmKiH0pH4UqSZM42qAP3oCMKfPX69X3zzTcNXQ4iIqqHmJgYvPjiixg9enSlx6+88kpkZmaiZ8+efioZhStmWasfZoAlCnz13uCViIgCw913342rrroKQNmI/sqVK/HTTz8xKCKfK8+ydvBcEWJ1KqQlRiFWp8LBc0VYtf0ksnJK/F3EgME96IgCHwMjChjc8I7CnSzLOHz4cJ3HCYKAzMxMPPbYYzhy5AjGjBlTKXsokS9cmmVNr1VBIQrQa1VokxyFfIMVW3/L5rW8gvIMsJ0ax6DQaMPJXAMKjWWp7Jmqm8j/OJGVAgKnYlC4+/333zF+/Hj89NNPOHz4MJo3b17r8V27dsXy5ct9VDqiqphlzT3MAEsUuNjFSH7HqRgUzoqLi/Hkk0/i8ssvxzfffAOTyYQnnnjC38UiqtPfWdaq72ONUCtgsTuYZa0a5Rlg26dGo1l8eKSyJwoGDIzIrzgVg8KVLMtYs2YN2rdvj1deeQV2+9+Nx08//RTbtm3zY+mI6lYxy1p1mGWNiIINAyPyK1emYhCFiv379+Paa6/FqFGjcP78+WqPGT9+PKxWq49LRlR/5VnWzheZq2wEX55lLT05ilnWiChoMDAiv+JUDAonhYWFmDhxIrp3747/+7//q/XY4uJiZGVl+ahkRK5jljUiCjUMjMivOBWDwoEkSVi9ejXatWuHpUuXwuFw1HisUqnEU089hSNHjqBDhw4+LCWR65hljYhCCVub5Ffc8I5C3a+//opx48bhp59+qvPYAQMGYNmyZbjssst8UDIi72CWNSIKFQyMyK/Kp2KcKzLhWE7ZWqMItQImqwPni8ycikFBKz8/H7NmzcJrr71WZf3FpZo1a4ZXXnkFI0aMqLLWjigYlGdZIyIKZgyMyO/Kp2KU72OUXWyGRqlA5yYxuKEj9zGi4CJJEt58801Mnz4deXl5tR6rUqkwefJkzJw5E5GRkT4qIREREVWHgREFBE7FoFDw888/Y+zYsfj555/rPHbw4MFYsmQJ2rZt64OSERERUV0YGFHA4FQMCmYOhwN33nlnnZnkWrZsicWLF2PYsGGcNkdERBRAmJWOiMgLFAoFXnnllRqf12g0eOaZZ/D777/jlltuYVBEREQUYBgYERF5yc0334ybbrqpyuNDhw7Fb7/9hjlz5iAighkWiYiIAhEDIyIiLxEEAUuWLIFarQYAtG7dGps2bcKGDRvQunVrP5eOiIiIasM1RkRE9WC321FQUICkpKRaj0tPT8ezzz4LSZIwefJkaLVaH5WQiIiIPMHAiIioDt9//z3GjRuHpKQkfPXVV3WuD5oxY4aPSkZERETewql0REQ1OHfuHEaNGoVrr70WBw4cwDfffIOPP/7Y38UiIiKiBsDAiIjoEjabDS+//DLatWuHNWvWVHruySefRGlpqZ9KRkRERA2FgRERUQXffPMNLr/8ckyePLnaAOjMmTOYN2+eH0pGREREDYmBERERygKeO+64AwMGDMChQ4dqPXbLli2w2+0+KhkRERH5AgMjIgprFosFCxcuRLt27fDRRx/Veqxer8fLL7+MXbt2Qalk7hoiIqJQwjs7EYWtL7/8EhMmTMDRo0frPHbUqFF48cUX0ahRIx+UjIiIiHyNgRERhZ0///wTjz/+ONavX1/nsV26dEFmZib69evng5IRERGRv3AqHRGFDbPZjOeffx6XXXZZnUFRTEwMli1bht27dzMoIiIiCgMcMSKisPD5559j4sSJ+OOPP+o89v7778eCBQuQnJzsg5IRERFRIGBgREQh7+DBg7j55pvrPK579+5Yvnw5evfu7YNSERERUSDhVDoiCnmdOnXCqFGjanw+Pj4er732Gnbt2sWgiIiIKEwxMCKisPDiiy9Cr9dXekwQBDz00EM4evQoHn74YSgUCj+VjoiIiPyNgRERhYVGjRph9uzZzn/36tULu3btwuuvv46EhAT/FYyIiIgCAgMjIgp6BoMBDofj/9u797iq6zyP428EuQgqolaja2uzCGiaA2FatmKolTMShbf1wvQYt8wMvBOOl7RRElRIBUdt03UYURdsw9RUTC1txIhMUNHQbX2simJKSNRy/+0fu54dRuVocs7hcF7Px6PHI36/z+G8j3w5+uZ3wexcdHS0Bg4cqPXr1+vIkSMKDg62QjoAAGAPKEYA7JZhGEpPT1dAQIDWr19vdr5ly5Y6cOCAJkyYoBYtePsDAAD/j38ZALBLBQUFGjx4sEaPHq2LFy/q97//va5fv272cU5OTlZIBwAA7A3FCIBdKSsr06xZs9S7d28dOHDAtL2kpETz5s2zYTIAAGDPKEYA7IJhGEpLS1NAQIASExNVU1Nzy8y6dev01Vdf2SAdAACwdxQjAE1efn6+QkJCNH78eF2+fPmOc4ZhKDU11YrJAABAc0ExAtBklZaWaurUqQoKCtLhw4cbnO3UqZM2b96sFStWWCccAABoVlxsHQAA/lZdXZ1SU1MVGxurq1evNjjr4uKi6dOna/78+bf8AlcAAIC7RTEC0KQcO3ZMUVFRys7ONjs7aNAgJScnq3v37lZIBgAAmjNOpQPQJJSUlGjy5MkKDg42W4q6dOmijIwM7du3j1IEAAAaBUeMANhUXV2d1q9ff1e/h8jV1VWzZs3SnDlz5OnpaaWEAADAEVCMANjU8uXLFRsba3Zu6NChWrlypbp162aFVAAAwNFwKh0Am5o4caI6dux4x/1du3ZVZmamdu3aRSkCAAAWQzECYFPe3t5KSEi4Zbubm5sWLFiggoIChYeHy8nJyQbpAACAo6AYAbC5l19+WX379jV9/MILL6igoEALFy6Uh4eHDZMBAABHQTECYFFVVVVmZ1q0aKHVq1fLz89Pu3bt0vbt2/XLX/7SCukAAAD+F8UIgEXU1NRo1apVeuSRR3Tx4kWz848//rgKCgr061//2grpAAAA6qMYAWh0hw4dUlBQkKZOnaqioiLNnDnzrh7n7Oxs4WQAAAC3RzEC0GiKioo0fvx4hYSE6MSJE6bt6enp2r9/vw2TAQAANIxiBOC+VVdXKzExUf7+/kpLS7vtTHR0tKqrq62cDAAA4O5QjADclwMHDqh3796aNWuWysvL7zh3+vRp7dmzx4rJAAAA7h7FCMDPcuHCBY0ePVqDBg3S6dOnG5zt0aOHDhw4oLCwMCulAwAAuDcUIwD3pLKyUvHx8QoICFB6enqDs61bt1ZSUpKOHz+uZ555xkoJAQAA7p2LrQMAsB979+7VlClTVFhYaHY2MjJSCQkJ+sUvfmGFZAAAAPeHYgTArPPnz2v69OnKzMw0O/vYY49p9erVevrppy0fDAAAoJFwKh2AO6qoqNCiRYvUvXt3s6Wobdu2Sk5O1ldffUUpAgAAdocjRgDuaNiwYXf1+4cmTJigJUuW6IEHHrBCKgAAgMbHESMAdxQVFdXg/qCgIGVnZ2v9+vWUIgAAYNcoRgDuKDw8XM8///wt29u1a6c1a9YoJydH/fr1s0EyAACAxmXTYlRbW6vIyEjNnj3btC0vL08jR45UYGCgQkNDlZGRYcOEgGNzcnLSypUr1bJlS9PHEydOVGFhoSZNmiRnZ2cbJwQAAGgcNi1GKSkpys3NNX1848YNTZw4US+++KK+/PJLxcXFacmSJcrPz7dhSqD5MgzD7Iyfn59mzZqlJ554Qjk5OVq3bp06dOhghXQAAADWY7NilJ2draysLD377LOmbVlZWfL29ta4cePk4uKiJ598UmFhYUpLS7NVTKBZKi8v1+zZsxUeHn5X5WjBggXKzs5WcHCwFdIBAABYn02K0fXr1zV37lwlJibKw8PDtP3s2bPy8/OrN+vr66szZ85YOyLQLBmGofT0dHXv3l0JCQn6+OOPdfDgQbOPc3NzU4sWXJIIAACaL6vfrruurk4xMTH63e9+p4CAgHr7fvzxx3pFSZLc3d31008/3fPz1NbW3lfOpuDma2gOrwW2V1BQoKlTp95ShJKSkvTqq6+qdevWNkqG5oz3MVgaawyWxhqzb/fydbN6MVq3bp1cXV0VGRl5yz4PDw/98MMP9bZVVFTI09Pznp/nxIkTPztjU9OcXgusr7y8XP/yL/+irVu33vbN4cqVK5o1a5Zef/11G6SDo+B9DJbGGoOlscaaP6sXo+3bt+vq1aumaxUqKiokSZ988onefPNN/eUvf6k3f+7cOXXr1u2en6dXr152f8es2tpanThxolm8FlifYRjasmWLYmNjdfny5QZnt27dqvj4eLVr185K6eAoeB+DpbHGYGmsMft28+t3N6xejPbs2VPv45u36o6Pj9f333+vZcuWaePGjRo3bpy++uor7dixQ3/84x/v+XmcnZ2bzeJtTq8F1pGfn6+oqCgdPnzY7GxQUJA2bNjAneZgUbyPwdJYY7A01ljzZ/Vi1JB27dppw4YNiouL06pVq+Tj46N58+bxCySBu1RaWqoFCxZo9erVZs+p7dSpk5YtWyY/Pz/17NnTSgkBAACaJpsXo/j4+Hof9+rVS1u3brVRGsA+1dXVKTU1VbGxsbp69WqDsy4uLpoxY4bmzZunVq1a6fjx49YJCQAA0ITZvBgBuD/Hjh1TVFSUsrOzzc4OHjxYycnJpjtCcocdAACA/8UvJgHsVElJiSZPnqzg4GCzpahLly7atm2bsrKybrlNPgAAADhiBNila9euqXv37rp27VqDc66uroqJidHvf//7n3XbewAAAEfBESPADnXo0EFDhgxpcGbo0KE6efKkFi9eTCkCAAAwg2IE2Klly5bJy8vrlu1du3bV9u3btWvXrp/1O8AAAAAcEcUIsFOdO3fWW2+9ZfrY3d1dCxcuVEFBgV544QU5OTnZMB0AAIB94RojwI5NnTpVGzZskJ+fn1asWKFHHnnE1pEAAADsEsUIaGKKi4sVGxurAQMGaMKECQ3Ourq66siRI2rXrp2V0gEAADRPnEoHNBE1NTVauXKl/Pz89Kc//UmxsbEqKSkx+zhKEQAAwP2jGAFNwKFDhxQYGKhp06aprKxM0v/eknv+/Pk2TgYAAOAYKEaADRUVFWncuHEKCQnRyZMnb9m/du1aff311zZIBgAA4FgoRoANVFdXa/ny5fL399fmzZvvOFdXV6fY2FgrJgMAAHBM3HwBsLL9+/crOjpap0+fNjs7evRoLV++3AqpAAAAHBvFCLCSCxcuaObMmcrIyDA726NHD6WkpOiZZ56xQjIAAABwKh1gYZWVlVqyZIkCAgLMlqLWrVsrKSlJx48fpxQBAABYEUeMAAvau3evoqOjdfbsWbOz48eP19KlS/WLX/zCCskAAADw1yhGgAWcP39e06dPV2ZmptnZxx57TCkpKfrHf/xHywcDAADAbVGMgEa2e/duRUREqKKiosG5tm3bavHixZo0aZJcXPhWBAAAsCWuMQIaWd++feXp6dngzIQJE1RYWKioqChKEQAAQBNAMQIamY+Pj+Lj42+7LygoSNnZ2Vq/fr0eeOABKycDAADAnVCMAAuYMGGC+vTpY/rYx8dHa9euVU5Ojvr162fDZAAAALgdihFgAS1atNDq1avl7Oys1157TYWFhXrttdfk7Oxs62gAAAC4DYoRcA8KCwsVERGhS5cumZ3t06ePvv32W61du1bt27e3QjoAAAD8XFz1DdyF8vJyxcXFKTExUdXV1XJ3d9fmzZvNPu7hhx+2QjoAAADcL44YAQ0wDEPp6enq3r274uPjVV1dLUnasmWLPv30U9uGAwAAQKOhGAF3UFBQoMGDB2v06NG6ePHiLfujo6NNRQkAAAD2jWIE/I2ysjLNnDlTvXv31oEDB+44d/LkSb333ntWTAYAAABL4Roj4P8YhqHNmzcrJiZGly9fbnDW2dlZU6ZMUWRkpJXSAQAAwJIoRoCk/Px8RUVF6fDhw2ZnQ0JClJKSop49e1ohGQAAAKyBU+ng0EpLSzV16lQFBQWZLUWdOnXSli1bdPDgQUoRAABAM8MRIzikuro6paamKjY2VlevXm1w1sXFRTNmzND8+fPl5eVlpYQAAACwJooRHM6xY8cUFRWl7Oxss7ODBw9WcnKyAgICrJAMAAAAtsKpdHAof/jDHxQcHGy2FHXp0kXbtm1TVlYWpQgAAMABUIzgUB599FEZhnHH/a6urpo7d65Onz6t4cOHy8nJyYrpAAAAYCsUIziUiIgIDRky5Lb7hg4dqpMnT2rx4sXy9PS0cjIAAADYEsUIDsXJyUmrVq1Sy5YtTdu6du2q7du3a9euXerWrZsN0wEAAMBWKEZwOAEBAZo+fbrc3Ny0YMECFRQU6IUXXuC0OQAAAAdGMUKzceTIEc2YMaPBa4humjdvngoKCrRw4UJ5eHhYIR0AAACaMm7XDbtXXFysN998U6mpqZKkkJAQhYeHN/iY1q1bq3Xr1taIBwAAADvAESPYrZqaGq1cuVJ+fn6mUiRJ06ZN03//93/bMBkAAADsDcUIdumzzz5TYGCgpk2bprKysnr7zp8/r4SEBBslAwAAgD2iGMGuFBUVaezYsRo4cKBOnjx5x7n4+Hj953/+pxWTAQAAwJ5RjGAXqqqqtHz5cvn7+2vLli0Nznp6emrRokXq3LmzldIBAADA3nHzBTR5+/fvV1RUlM6cOWN2dsyYMVq2bBmlCAAAAPeEYoQm68KFC5o5c6YyMjLMzj766KNKSUnRwIEDLR8MAAAAzQ6n0qHJqays1JIlSxQQEGC2FLVu3VpJSUn6+uuvKUUAAAD42ThihCZlz549mjJlis6ePWt2NjIyUkuXLtVDDz1khWQAAABozihGaBKqqqo0evRoZWZmmp3t3bu3UlJS9PTTT1s+GAAAABwCp9KhSXB1dVXLli0bnGnbtq2Sk5OVm5tLKQIAAECjohihyUhMTFSrVq1uu2/ChAkqLCxUVFSUXFw40AkAAIDGRTFCk9GlSxfNmzev3ragoCBlZ2dr/fr1euCBB2yUDAAAAM0dxQhNyowZM9StWzf5+Pho7dq1ysnJUb9+/WwdCwAAAM0c5yTB4gzD0IcffijDMDR8+PAGZ93c3JSRkaG/+7u/U/v27a2UEAAAAI6OYgSL+uabbxQdHa19+/apY8eOGjRokLy9vRt8TO/eva0TDgAAAPg/nEoHiygvL9fs2bPVq1cv7du3T5L03XffacGCBTZOBgAAANyKYoRGZRiG/u3f/k0BAQFKSEhQdXV1vf0pKSnKz8+3UToAAADg9ihGaDSnTp3SoEGD9E//9E+6dOnSbWfq6ur0xhtvyDAMK6cDAAAA7oxihPtWVlammTNn6le/+pUOHjzY4OyDDz6oiRMnWikZAAAAcHe4+QJ+NsMwlJaWppiYGF25cqXBWWdnZ0VHR2vhwoVq27atlRICAAAAd4dihJ8lLy9PUVFR+vzzz83OhoSEKCUlRT179rRCMgAAAODecSod7klpaammTJmioKAgs6WoU6dO2rJliw4ePEgpAgAAQJPGESPclbq6Ov3pT39SbGysvvvuuwZnXVxcNGPGDM2fP19eXl5WSggAAAD8fBQjmPUf//EfGj9+vI4ePWp2dvDgwUpOTlZAQIAVkgEAAACNg1PpYJa3t7cKCwsbnOnSpYu2bdumrKwsShEAAADsDsUIZrVv315xcXG33efq6qq5c+fq9OnTGj58uJycnKycDgAAALh/FCPclVdffVVBQUH1tg0dOlQnT57U4sWL5enpaaNkAAAAwP2jGOGuODs7a/Xq1ZKkRx55RNu3b9euXbvUrVs3GycDAAAA7h/FyMHV1tZqzZo1unz5stnZfv36KTMzU6dOndILL7zAaXMAAABoNihGDuzIkSMKDg7W5MmT9eabb97VY8LDw+Xh4WHhZAAAAIB1UYwcUHFxsV5++WX1799fx48flyRt2rRJhw8ftm0wAAAAwEYoRg6kpqZGK1eulJ+fn1JTU2/ZHxUVpZqaGhskAwAAAGyLYuQgPvvsMwUGBmratGkqKyu77Ux+fr7WrFlj5WQAAACA7VGMmrmioiKNHTtWAwcO1MmTJxucDQgI0KOPPmqlZAAAAEDTQTFqpqqqqrRs2TL5+/try5YtDc56enpq6dKlysvLU2hoqJUSAgAAAE2Hi60DoPF98sknio6O1pkzZ8zOjhkzRsuWLVPnzp2tkAwAAABomihGzciFCxc0Y8YMbdu2zezso48+qpSUFA0cONDywQAAAIAmjlPpmoHKykq98847CggIMFuK2rRpo3fffVdff/01pQgAAAD4PxwxsnMHDhzQpEmTdPbsWbOzv/3tb5WQkKCHHnrICskAAAAA+0ExsnPXrl0zW4p69+6t1atXq3///lZKBQAAANgXTqWzcyNHjrzjneS8vb2VkpKi3NxcShEAAADQAIqRnXNyclJycrJcXOof/Pvnf/5nffPNN3rjjTdu2QcAAACgPopRM9CjRw9NnTpVkvT444/r6NGjev/99/XAAw/YOBkAAABgH2xWjLKzszVy5EgFBQWpf//+WrRokSoqKiRJeXl5GjlypAIDAxUaGqqMjAxbxbSpn376STt37ryr2bfeekvr16/XF198ob59+1o4GQAAANC82KQYlZSU6LXXXtOYMWOUm5urDz/8UDk5OXrvvfd048YNTZw4US+++KK+/PJLxcXFacmSJcrPz7dFVJswDEP//u//rp49e2rhwoV3VY7atGmjCRMmyNnZ2QoJAQAAgObFJsXIx8dHR44cUUREhJycnFRaWqrKykr5+PgoKytL3t7eGjdunFxcXPTkk08qLCxMaWlptohqdd98842ef/55DR8+XP/1X/8lSZoxY4bpaBoAAACAxmezq/K9vLwkSSEhISouLlZwcLAiIiK0YsUK+fn51Zv19fU1+4tL/1ZtbW2jZbWG8vJyxcXFacWKFaqurq6379tvv1VCQoLmzZtno3Rorm5+n9jb9wvsB2sMlsYag6WxxuzbvXzdnAzDMCyYxayKigrduHFDs2bNkpubmx588EFVV1dr6dKlppmMjAy999572rdvn9nPV1tbq+PHj1swceMyDEP79u3TihUrdPXq1TvOubm5KSMjQ506dbJiOgAAAMD+/epXvzJ7yYnN7+Ps7u4ud3d3xcTEaOTIkYqMjNQPP/xQb6aiokKenp739Hl79erV5K+3OXXqlKZOnapPP/3U7GxwcLB8fX1vOZoG3I/a2lqdOHHCLr5fYJ9YY7A01hgsjTVm325+/e6GTYrRsWPHNGfOHH300UdydXWVJFVVVally5by9fXVX/7yl3rz586dU7du3e7pOZydnZvs4i0rK9Pbb7+tVatWqaampsHZ9u3bKykpSZGRkXJycrJSQjiapvz9guaBNQZLY43B0lhjzZ9Nbr7g7++viooKJSYmqqqqSpcuXVJCQoJGjBih5557TteuXdPGjRtVXV2to0ePaseOHRo+fLgtojYqwzC0adMm+fv7KykpqcFS5OzsrGnTpumDDz7QuHHjKEUAAACABdmkGHl6eur999/X2bNn1b9/f0VGRuqpp57SnDlz1K5dO23YsEF79uxR3759NW/ePM2bN0/9+vWzRdRGk5eXpwEDBigyMlJXrlxpcHbgwIHKy8vT8uXLTTepAAAAAGA5NrvGyNfXVxs2bLjtvl69emnr1q1WTmQZpaWleuutt7R69WrV1dU1ONu5c2clJiZq1KhRcnJy4u4nAAAAgJXY/OYLzZVhGNq4caNiY2P13XffNTjbsmVLTZ8+XfPnz+cIEQAAAGADFCMLcXJy0s6dO82WoiFDhmjVqlUKCAiwUjIAAAAAf8sm1xg5iqSkJHl4eNx238MPP6wPPvhAe/fupRQBAAAANkYxsqC///u/15w5c+ptc3V11dy5c3X69GlFRERwtzkAAACgCaAYWdisWbP0D//wD5KkX//61zp16pQWL16sVq1a2TgZAAAAgJu4xsjC3N3dtW7dOv34448KCwvjCBEAAADQBFGMrGDQoEG2jgAAAACgAZxKBwAAAMDhUYwAAAAAODyKEQAAAACHRzECAAAA4PAoRgAAAAAcHsUIAAAAgMOjGAEAAABweBQjAAAAAA6PYgQAAADA4VGMAAAAADg8ihEAAAAAh0cxAgAAAODwKEYAAAAAHB7FCAAAAIDDoxgBAAAAcHgUIwAAAAAOz8XWARqbYRiSpNraWhsnuX83X0NzeC1omlhjsDTWGCyNNQZLY43Zt5tft5sdoSFOxt1M2ZGqqiqdOHHC1jEAAAAANBG9evWSq6trgzPNrhjV1dWppqZGLVq0kJOTk63jAAAAALARwzBUV1cnFxcXtWjR8FVEza4YAQAAAMC94uYLAAAAABwexQgAAACAw6MYAQAAAHB4FCMAAAAADo9iBAAAAMDhUYwAAAAAODyKEQAAAACHRzFqIrKzszVy5EgFBQWpf//+WrRokSoqKiRJeXl5GjlypAIDAxUaGqqMjAwbp4W9qq2tVWRkpGbPnm3axvpCY/n444/Vo0cPBQYGmv6LiYmRxDpD4ygtLdWbb76pvn37qk+fPpo8ebKuXr0qiTWG+/fRRx/Ve/8KDAxUz5491bNnT0msMYdgwOauX79u9OrVy/jggw+M2tpao7i42Bg2bJixcuVKo7S01HjiiSeMTZs2GdXV1caRI0eMwMBAIy8vz9axYYdWrFhhBAQEGLGxsYZhGKwvNKr4+Hhj9uzZt2xnnaGxjB8/3njjjTeMGzduGD/88IMRFRVlTJw4kTUGi7hy5YrRv39/IzMzkzXmIDhi1AT4+PjoyJEjioiIkJOTk0pLS1VZWSkfHx9lZWXJ29tb48aNk4uLi5588kmFhYUpLS3N1rFhZ7Kzs5WVlaVnn33WtI31hcZ04sQJ009W/xrrDI3h5MmTysvLU3x8vNq0aSMvLy8tWrRIs2bNYo2h0RmGoZiYGA0cOFDh4eGsMQdBMWoivLy8JEkhISEKCwtTx44dFRERobNnz8rPz6/erK+vr86cOWOLmLBT169f19y5c5WYmCgPDw/TdtYXGktdXZ1OnTqlTz/9VM8884wGDBig+fPn68aNG6wzNIr8/Hz5+voqPT1dQ4YM0dNPP62EhAR17NiRNYZGt337dp07d8506jlrzDFQjJqYrKwsHTp0SC1atNCUKVP0448/1vuHrCS5u7vrp59+slFC2Ju6ujrFxMTod7/7nQICAurtY32hsZSUlKhHjx567rnn9PHHH2vr1q06f/68YmJiWGdoFDdu3NA333yj8+fP68MPP1RmZqaKi4sVGxvLGkOjqqur05o1azRp0iTTD65ZY46BYtTEuLu768EHH1RMTIwOHz4sDw8P000YbqqoqJCnp6eNEsLerFu3Tq6uroqMjLxlH+sLjaVDhw5KS0vTiBEj5OHhoU6dOikmJkaHDh2SYRisM9w3V1dXSdLcuXPl5eWlDh06aNq0afrss89YY2hUX3zxha5evaoRI0aYtvH3pWOgGDUBx44d0/PPP6+qqirTtqqqKrVs2VK+vr46e/Zsvflz586pW7du1o4JO7V9+3bl5OQoODhYwcHB2rlzp3bu3Kng4GD5+fmxvtAozpw5o+XLl8swDNO2qqoqtWjRQo899hjrDPfN19dXdXV1qq6uNm2rq6uTJHXv3p01hkazd+9eDRkyRK1atTJt4+9Lx0AxagL8/f1VUVGhxMREVVVV6dKlS0pISNCIESP03HPP6dq1a9q4caOqq6t19OhR7dixQ8OHD7d1bNiJPXv26NixY8rNzVVubq6GDRumYcOGKTc3V0OGDGF9oVF4e3srLS1N77//vmpqalRUVKRly5bppZde4n0MjeKpp55Sly5dNGfOHP34448qKSnRu+++q8GDB2vYsGGsMTSar776Sn369Km3jb8vHYOT8dc/3oPNnDt3Tu+8845OnDih1q1bKywsTG+88YZcXV114sQJxcXFqbCwUD4+Ppo8ebIiIiJsHRl26uaFpPHx8ZLE+kKjycnJUVJSkgoLC+Xm5qbf/OY3iomJkZubG+sMjaK4uFjx8fH68ssvVVlZqdDQUM2dO1dt2rRhjaHRBAYGasWKFQoJCam3nTXW/FGMAAAAADg8TqUDAAAA4PAoRgAAAAAcHsUIAAAAgMOjGAEAAABweBQjAAAAAA6PYgQAAADA4VGMAAAAADg8ihEAoEmqra3VhQsXbB0DAOAgKEYAAItLS0uTv7+/Nm7ceNePmT59ujIzMxvl+WfPnq3Zs2c3ODNlyhQFBASooKCgUZ4TAGBfKEYAAItLS0vTmDFjlJqaqpqamrt6zPfff2/hVP+vuLhYhw4dUkREhNavX2+15wUANB0UIwCARWVnZ+v69euaPXu26urqtHfvXtO+kpISzZo1S3369FHfvn01ffp03bhxQ3PnzlVubq7WrVunSZMm6eLFi/L399fFixdNj01OTlZkZKQkyTAMvffeewoLC1NwcLD69OmjmTNnqqKi4q4ybtmyRf369dMrr7yivXv36vLly/X2FxQUaMyYMQoMDFR4eLjWrFmj0NBQ0/4jR45oxIgRCg4O1m9+8xt99NFH9/NHBgCwAYoRAMCi/vznP2vUqFFyd3fX2LFjtWHDBtO+qVOnqry8XFlZWdq/f7/Kysr09ttvKy4uTsHBwXrttde0du1as8+xe/dupaamKjk5Wbm5udq6das+//xz7dixw+xjq6qqlJ6ernHjxumXv/yl+vbtq9TUVNP+8vJyvfLKK+rXr5+++OILLV26VOnp6ab9Z86c0euvv66JEyfqiy++0KJFi/TOO+/o8OHD9/gnBQCwJYoRAMBiLl26pMOHD2vcuHGSpFGjRuncuXPKycnRpUuXlJOTo9jYWLVr105eXl6Kj4/X66+/fs/PM2DAAG3btk1du3ZVSUmJvv/+e3l7e6u4uNjsY3fv3i1vb289/fTTkqSXX35Z6enpKi8vlyQdOHBAzs7Oio6Olqurq/z9/fXKK6+YHr9161YNGjRIzz77rJydnRUUFKRRo0YpLS3tnl8HAMB2XGwdAADQfG3evFk1NTUKDw83baupqdGGDRs0adIkSVLnzp1N+zp27KiOHTve8/MYhqF3331XBw8elI+Pj7p3767q6moZhmH2sZs2bdKFCxfUr18/07by8nKlp6drwoQJunLlijp16qQWLf7/Z4ldunQx/f+lS5d09OhRBQcHm7bV1tbq4YcfvufXAQCwHYoRAMAiKisrtW3bNsXFxempp54ybS8sLNTEiRP16quvSpKKiorUtWtXSdK5c+e0c+dOTZs2rd7ncnZ2liRVV1ebtv31zRmWL1+uoqIiHThwQF5eXpKksLAwsxnz8/NVUFCgDz/8UG3atDFtT09PV2pqqn7729+qU6dOKioqkmEYcnJyMmW+6aGHHtJLL72kP/zhD6ZtV69evatSBgBoOjiVDgBgETt27JCTk5PCwsL00EMPmf4bMGCA/Pz8lJmZqf79+2vp0qUqKytTeXm5li1bZvrdRa6urvrhhx8kSe3bt1fbtm21a9cuGYahU6dOac+ePabnKi8vl5ubm5ydnVVZWakNGzaosLCwXpG6nU2bNikkJER+fn71Mo4dO1bXrl3T7t27FRoaKsMwtHbtWlVVVenbb7+td+e6ESNGaOfOnfr8889VV1en8+fPa/z48fWupQIANH0UIwCARWzevFlhYWFq2bLlLftGjx6t7du3a+nSpfLy8tLQoUM1aNAg+fj46O2335Ykvfjii/rggw80duxYubq6atGiRdq9e7eCgoIUHx+vUaNGmT7ftGnTVFFRoaeeekqhoaE6fvy4wsPDVVhYeMd8JSUl2r17tyIiIm7Z16FDB4WGhupf//Vf1apVK/3xj3/U/v379cQTT2jGjBnq37+/6XX17t1bSUlJSkpKUp8+fTR+/HiFhoZq5syZ9/tHCACwIieDY/0AANzR999/r2+//VaPP/64aduf//xn7dq1S1u3brVhMgBAY+KIEQAADaitrdXLL7+szz77TJJ08eJFbd68Wc8884yNkwEAGhNHjAAAMOOTTz7RypUrdfHiRbVp00YvvfSSoqKi5OLCPYwAoLmgGAEAAABweJxKBwAAAMDhUYwAAAAAODyKEQAAAACHRzECAAAA4PAoRgAAAAAcHsUIAAAAgMOjGAEAAABweBQjAAAAAA6PYgQAAADA4f0PioHaoUjxly0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(y_test, y_pred, alpha=0.5)\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=4)  # Diagonal line for perfect predictions\n",
    "plt.xlabel('Actual Age')\n",
    "plt.ylabel('Predicted Age')\n",
    "plt.title('Actual vs. Predicted Age')\n",
    "\n",
    "rmse = np.sqrt(mse)\n",
    "\n",
    "plt.annotate(f'RMSE: {rmse:.2f}', xy=(0.05, 0.95), xycoords='axes fraction', fontsize=12,\n",
    "             bbox=dict(boxstyle=\"round\", alpha=0.5, facecolor='white'))\n",
    "\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "residuals = y_test - y_pred\n",
    "plt.scatter(y_pred, residuals, alpha=0.5)\n",
    "plt.axhline(y=0, color='k', linestyle='--')\n",
    "plt.xlabel('Predicted Age')\n",
    "plt.ylabel('Residuals (Actual - Predicted Age)')\n",
    "plt.title('Residuals Plot')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "003fe078",
   "metadata": {},
   "source": [
    "It's still looking like, even after using a polynomial regression, there are few patterns emerging.  Now I'll try using sex and age as a predictor of heart attacks, by displaying them in a swarmplot.  I was having trouble generating a legend, so I imported the 'legend_handles' method from the Line2D library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2db26fe2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.lines import Line2D\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.swarmplot(x='age', y='sex', data=df, orient='h', palette='Set1', hue='sex', dodge=True, size=4)  # Adjust `size` as needed\n",
    "plt.title('Heart Attack Cases by Age and Sex')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Sex')\n",
    "plt.yticks(ticks=[0, 1], labels=['Female', 'Male'])\n",
    "plt.legend(title='Sex', labels=['Female', 'Male'])\n",
    "legend_handles = [Line2D([0], [0], marker='o', color='w', markerfacecolor='red', markersize=7, label='Female'),\n",
    "                  Line2D([0], [0], marker='o', color='w', markerfacecolor='blue', markersize=7, label='Male')]  # Adjust as needed\n",
    "plt.legend(handles=legend_handles, title='Sex')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5a88f52",
   "metadata": {},
   "source": [
    "There seem to be different age peaks for men and women.  I'll print the average, median, and mode ages for each."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8821e344",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sex\n",
      "Female    52.474227\n",
      "Male      53.787879\n",
      "Name: age, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "average_ages = df.groupby('sex')['age'].mean()\n",
    "\n",
    "average_ages.index = average_ages.index.map({0: 'Female', 1: 'Male'})\n",
    "\n",
    "print(average_ages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "11fd6f5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Median Age Mode Age(s)\n",
      "sex_label                        \n",
      "Female           53.0        [54]\n",
      "Male             55.0    [54, 58]\n"
     ]
    }
   ],
   "source": [
    "df['sex_label'] = df['sex'].map({0: 'Female', 1: 'Male'})\n",
    "\n",
    "median_ages = df.groupby('sex_label')['age'].median()\n",
    "\n",
    "modes_ages = df.groupby('sex_label')['age'].agg(lambda x: x.mode().tolist())\n",
    "\n",
    "statistics_df = pd.DataFrame({'Median Age': median_ages, 'Mode Age(s)': modes_ages})\n",
    "\n",
    "print(statistics_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00465f14",
   "metadata": {},
   "source": [
    "As the swarmplot shows, the average age for male heart attacks is slightly higher than those for women; although the median is the same and the modes are roughly equivalent.  Now I'm curious about the columns of our data that are not numbers.  To examine them, I'll convert the labels to values, compute, then turn them back into strings.  Let's start with the 'exang' column, which looks at whether patients have exercise-induced angina (chest pain)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c8a33a4c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of entries in 'exang' column:\n",
      "exang\n",
      "False    61.040462\n",
      "True     38.959538\n",
      "Name: proportion, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exang_percentages = df['exang'].value_counts(normalize=True) * 100\n",
    "\n",
    "print(\"Percentage of entries in 'exang' column:\")\n",
    "print(exang_percentages)\n",
    "\n",
    "exang_percentages = df['exang'].value_counts(normalize=True) * 100\n",
    "\n",
    "exang_df = exang_percentages.reset_index()\n",
    "exang_df.columns = ['Exang', 'Percentage']\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.barplot(x='Exang', y='Percentage', data=exang_df, palette='coolwarm')\n",
    "plt.title('Percentage of Exang (Exercise Induced Angina) Cases')\n",
    "plt.xlabel('Exercise Induced Angina (Exang)')\n",
    "plt.ylabel('Percentage')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd6dee22",
   "metadata": {},
   "source": [
    "That is surprising to me, since I would have thought that the majority of patients with heart attacks have exercise induced chest pain.  Now let's look at the most common type of chest pain (typical angina, atypical angina, non-anginal, or asymptomatic).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e6c27ca2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     typical angina\n",
      "1       asymptomatic\n",
      "2       asymptomatic\n",
      "3        non-anginal\n",
      "4    atypical angina\n",
      "Name: cp, dtype: object\n",
      "['typical angina' 'asymptomatic' 'non-anginal' 'atypical angina']\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_clean = df.dropna(subset=['cp'])\n",
    "\n",
    "print(df_clean['cp'].head())\n",
    "print(df_clean['cp'].unique())\n",
    "\n",
    "cp_counts = df['cp'].value_counts(normalize=True) * 100\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "cp_counts.plot(kind='bar')\n",
    "plt.title('Percentage of Chest Pain Types')\n",
    "plt.xlabel('Chest Pain Type')\n",
    "plt.ylabel('Percentage')\n",
    "plt.xticks(rotation=45)  # Rotate labels to make them readable\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10bd775b",
   "metadata": {},
   "source": [
    "This matches up with what we observed looking at the exercise-induced angina column - the majority of heart attack patients do not experience heart pain.  But what about patients' resting heart rate?  Is there a correlation between low or high heart rates and heart attacks?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f5d6a24b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    lv hypertrophy\n",
      "1    lv hypertrophy\n",
      "2    lv hypertrophy\n",
      "3            normal\n",
      "4    lv hypertrophy\n",
      "Name: restecg, dtype: object\n",
      "['lv hypertrophy' 'normal' 'st-t abnormality']\n"
     ]
    },
    {
     "data": {
      "image/png": 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VHBysy5cv68svv5T0ZIS65OzXVq1aaeTIkZKkXLlyqUmTJgoICNCDBw8UHR0t6el9+k8FBATIxcVFI0eOfCo0PHr0SFOnTlX27NlVs2ZNSVKjRo302muvaejQoU+1Tib6u8FIknr16qXcuXPbBwyRnrTExcTEyGazJdl/4eHhmjFjhhISErRlyxZVqlRJt27dktlsVunSpTV8+HBly5ZNN27ckPTkxENUVJQeP35s396RI0f+tJ7f7+/kbAcAngdajADgL5jNZvXu3VtDhw6V2WxWzZo1df/+fc2cOVMRERF/eMG99KQLXbt27bRo0SK5urqqUqVKCgsL09KlS9WnTx85OzvbBzTo27ev3n33XVksFs2fP1/Hjh1TcHBwimrNli2bjh49qoMHD6pcuXIqVaqU1q9frxIlSsjT01NHjx7V7NmzZTKZ9OjRI0lSu3bttGzZMnXs2NE+utyMGTMUFxdn71rl5eWld999V5988omuXr2qkiVL6uLFi5o0aZIKFSqkIkWKPLOeJk2aaPny5erevbs++ugjFS5cWP/973/1zTffqHv37vaWqH8qMDBQoaGhmjNnjho3bqzChQsna7+WL19e8+fPV+7cuVW6dGlFRERowYIFqlChgr374+/36R/d8DcuLi5JmPw9Ly8vvfTSSypUqJCGDx+ukJAQBQQEqFWrVsqfP78uXbqkhQsX6tdff9WcOXP00ksvSXrSujV9+nR17dpV/v7+atWqlcqUKaNMmTIpPDxca9as0cmTJ1W9evU/7LL5Z7JkyaLevXsrJCREkyZN0meffaYaNWqofPny6tq1q7p27arXX39dx48f17Rp01S1alV5eHioTJkyslqt6tatm7p06SJ3d3dt3rxZDx48UN26dSU9uQ5qyZIlGjx4sJo3b67w8HDNnz//qWHKfyvxPbF9+3ZVr149WdsBgOfCBgAG1aZNG1ubNm2SvfzGjRtt7733nq1kyZK2ChUq2D788EPb6dOn7fOnTp1q8/Lyemo9q9Vqmzdvnq127dq2kiVL2urXr29btmxZkmX27t1ra926ta1UqVK2smXL2tq1a2c7ePCgff4333xj8/Lysl2+fDnJejVr1rQNHDjQ/nj+/Pm2cuXK2d58803b1atXbVeuXLEFBQXZypYtaytbtqytadOmtnXr1tk6duxoa9q0qX29s2fP2tq3b28rVaqUrXLlyrZp06bZWrZsaQsKCrIvEx8fb5s+fbqtVq1athIlStiqV69uGzZsmC0qKupP99udO3dsgwcPtlWqVMlWsmRJ27vvvmtbtWpVkmUGDhxoq1mz5p8+zx/t30TfffedzcvLyxYcHGyf9lf7NT4+3jZ16lT7a1O5cmVbSEiILTIy8g/36bMMHDjQ5uXl9af/Hz9+PMk6hw8ftn300Ue2GjVq2EqWLGmrWbOmrU+fPrbw8PBnbuPhw4e2BQsW2Fq0aGGrUKGCrUSJEraaNWvaBgwYYNu/f/+f7jubzWbz8vKyTZ069ZnzrFarrVmzZrbixYvbTpw4Yd/e6NGjbdWrV7eVKFHC5ufnZ5swYYItNjbWvt6xY8dsH3zwga1ChQo2X19fW5MmTWzbtm1L8tzz5s2zvf3227aSJUvaWrZsaTtx4oStZMmStm+++cZms9ls+/bts3l5edn27dtns9lstujoaFtgYKCtRIkSts6dOyd7OwDwT5lstj+5ahcAkOEdO3ZMd+/eTTI6XEJCgt5++201bNjQfsNNAAAyMrrSAYDBXbt2Tb1791a3bt1UoUIFPXr0SCtXrtSDBw/UokULR5cHAECaoMUIAKAVK1Zo+fLlunz5slxcXPTmm2+qZ8+eyRp+GgCAjIBgBAAAAMDwGK4bAAAAgOERjAAAAAAYHsEIAAAAgOFluFHprFarEhIS5OTk9Ic34QMAAACQ8dlsNlmtVjk7O8vJ6c/bhDJcMEpISFBYWJijywAAAACQTvj6+srV1fVPl8lwwSgxCfr6+spsNju4GjiCxWJRWFgY7wHA4DgWAOA4gMT3wF+1FkkZMBgldp8zm818AAyO9wAAiWMBAI4DULIusWHwBQAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACG55BgdPfuXQ0YMEAVK1ZU+fLl1bVrV928eVOSdOzYMTVv3lylS5eWn5+fVq1a5YgSAQAAABiIQ4JRjx49FBMTo+3bt+u7776T2WzWJ598onv37qlLly5q3LixDh48qFGjRmnMmDE6fvy4I8oEAAAAYBDOab3BEydO6NixY9q7d6+yZMkiSRoxYoRu3bqlbdu2KUeOHAoICJAkVa5cWf7+/lq2bJlKlSqV1qUCAAAAMIg0D0bHjx9X0aJF9fXXX2vFihV69OiRqlWrpoEDByo8PFxeXl5Jli9atKhCQ0NTvB2LxfK8SsYLxmq1ys3NTVar1dGlAHCgxO8Bvg8A4+I4gJS89mkejO7du6czZ86oZMmSWrNmjWJjYzVgwAANHDhQuXPnlpubW5LlM2fOrJiYmBRvJyws7HmV/MJxcXFRiRIlZTYbc2wNs9ksHx8fR5fhcBaLVSdPnlB8fLyjSwEcysjfBwCe4DiA5EjzYOTq6ipJCgkJUaZMmZQlSxb16tVLLVq0UJMmTRQbG5tk+djYWLm7u6d4O76+vjKbzc+l5heR2eykb395oDuxCY4uBQ6QK7Oz3i2SVSVKlHB0KYDDWCwWhYWFGf77ADAyjgNIfA8kR5oHo6JFi8pqtSo+Pl6ZMmWSJHuXpzfeeEPLly9Psvy5c+dUrFixFG/HbDYb/gNwJzZBEY9oOjYyo38GAInvAwAcB5A8ad7X6q233lLhwoU1ePBgPXz4UJGRkZo0aZJq166tRo0a6fbt21q4cKHi4+O1b98+rV+/Xk2bNk3rMgEAAAAYSJoHIxcXFy1ZskRms1n16tVTvXr15OnpqdGjRytnzpyaP3++tmzZoooVK2rIkCEaMmSIKlWqlNZlAgAAADCQNO9KJ0n58uXTpEmTnjnP19dXK1euTOOKAAAAABiZMYctAwAAAIDfIBgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDc1gw2rRpk3x8fFS6dGn7//3795ckHTt2TM2bN1fp0qXl5+enVatWOapMAAAAAAbg7KgNh4WF6d///rfGjBmTZPq9e/fUpUsXffTRR2rZsqUOHjyobt26ydvbW6VKlXJQtQAAAAAyMoe1GIWFhalkyZJPTd+2bZty5MihgIAAOTs7q3LlyvL399eyZcscUCUAAAAAI3BIi5HVatXJkyfl5uamuXPnymKxqEaNGurXr5/Cw8Pl5eWVZPmiRYsqNDQ0RduwWCzPs+QXjtlsdnQJSAeM/jmAsSW+//kcAMbFcQApee0dEowiIyPl4+OjevXqaerUqYqKitLAgQPVv39/5cmTR25ubkmWz5w5s2JiYlK0jbCwsOdZ8gvFzc1NPj4+ji4D6cCZM2f06NEjR5cBOJSRvw8APMFxAMnhkGCUO3fuJF3j3Nzc1L9/f7Vo0UJNmjRRbGxskuVjY2Pl7u6eom34+vrSagLD8/b2dnQJgMNYLBaFhYXxfQAYGMcBJL4HksMhwej06dPasGGD+vbtK5PJJEmKi4uTk5OTSpUqpUWLFiVZ/ty5cypWrFiKtmE2m/kAwPD4DAB8HwDgOIDkccjgCzly5NCyZcs0d+5cJSQk6Nq1axo3bpzee+891atXT7dv39bChQsVHx+vffv2af369WratKkjSgUAAABgAA4JRp6enpo9e7Z27typChUqqGnTpvL19dXQoUOVM2dOzZ8/X1u2bFHFihU1ZMgQDRkyRJUqVXJEqQAAAAAMwGH3MapQoYJWrlz5zHm+vr5/OA8AAAAAnjeH3ccIAAAAANILghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAw3NoMLJYLGrbtq0GDRpkn3bs2DE1b95cpUuXlp+fn1atWuXACgEAAAAYgUOD0fTp03Xo0CH743v37qlLly5q3LixDh48qFGjRmnMmDE6fvy4A6sEAAAAkNE5O2rDP/74o7Zt26a6devap23btk05cuRQQECAJKly5cry9/fXsmXLVKpUqRQ9v8Viea71vmjMZrOjS0A6YPTPAYwt8f3P5wAwLo4DSMlr75BgdOfOHYWEhGjmzJlauHChfXp4eLi8vLySLFu0aFGFhoameBthYWH/tMwXlpubm3x8fBxdBtKBM2fO6NGjR44uA3AoI38fAHiC4wCSI82DkdVqVf/+/dWhQwcVL148ybyHDx/Kzc0tybTMmTMrJiYmxdvx9fWl1QSG5+3t7egSAIexWCwKCwvj+wAwMI4DSHwPJEeaB6PZs2fL1dVVbdu2fWqem5ubHjx4kGRabGys3N3dU7wds9nMBwCGx2cA4PsAAMcBJE+aB6N169bp5s2bKleunKQnwUeSduzYoQEDBuiHH35Isvy5c+dUrFixtC4TAAAAgIGk+ah0W7Zs0ZEjR3To0CEdOnRIjRo1UqNGjXTo0CHVqVNHt2/f1sKFCxUfH699+/Zp/fr1atq0aVqXCQAAAMBA0tUNXnPmzKn58+dry5YtqlixooYMGaIhQ4aoUqVKji4NAAAAQAbmsOG6E/3nP/9J8tjX11crV650UDUAAAAAjChdtRgBAAAAgCMQjAAAAAAYHsEIAAAAgOERjAAAAAAYHsEIAAAAgOERjAAAAAAYHsEIAAAAgOERjAAAAAAYHsEIAAAAgOE5/52VIiMjdf36dZnNZuXPn1/Zs2d/3nUBAAAAQJpJdjCKj49XaGioli9frnPnzslms0mSTCaTSpYsqWbNmqlZs2Yym82pViwAAAAApIZkBaPjx49r0KBBKlSokDp27KgyZcrI09NTFotFEREROnz4sDZt2qQFCxbo888/V6lSpVK7bgAAAAB4bpIVjGbMmKHp06frtddee2pekSJFVKRIETVt2lTh4eH6/PPPNWfOnOdeKAAAAACklmQFo9mzZyfryYoVK0YoAgAAAPDC+duj0t2/f18nTpxQZGTk86wHAAAAANLc3wpGO3bskJ+fn4KDg1WrVi2FhoY+77oAAAAAIM38reG6Z8+erW+//VYFChTQr7/+qjZt2qhZs2bPuzYAAAAASBPJajFq3769Lly4YH9sMpl0+/ZtJSQk6ObNm3Jy4j6xAAAAAF5cyWox6tmzpwYMGKDKlSurW7du6tOnj7p27ao7d+4oW7ZsGjVqVGrXCQAAAACpJllNPWXKlNHXX3+tXLlyqUWLFoqOjtaePXv0/fffa9++fapdu3Zq1wkAAAAAqSbZfeCcnJwUGBiouXPnavPmzQoODlZsbKxMJlNq1gcAAAAAqS5ZwejixYvq27ev+vfvr8ePH2vChAkKDAxUjx49NGvWLMXHx6d2nQAAAACQapIVjPr166e8efMqd+7cGjRokCSpUqVK+vrrr2U2m9WyZctULRIAAAAAUlOyBl+4ePGili1bJovFIj8/v/9b2dlZXbp00bvvvptqBQIAAABAaktWMCpbtqw6duwoSapYseJT8z09PZ9vVQAAAACQhpIVjKZMmaK1a9fK2dmZ1iEAAAAAGU6ygpHValXr1q2T9YQPHjxQ1qxZ/1FRAAAAAJCWkjX4QmBgoFatWvWno8/FxcVpxYoVat++/XMrDgAAAADSQrJajBYsWKARI0Zo/PjxqlOnjkqXLq18+fLJarUqIiJCR44c0a5du1StWjXNnz8/tWsGAAAAgOcqWcEoa9as+vzzz3X27FmtXLlS8+bN0/Xr12UymVSwYEFVqVJFCxculLe3d2rXCwAAAADPXbKCUSIvLy8NHTo0tWoBAAAAAIdI1jVGAAAAAJCREYwAAAAAGB7BCAAAAIDhEYwAAAAAGF6Kg1FkZKQWLlyoUaNGKTo6Wt99911q1AUAAAAAaSZFwejkyZOqX7++tmzZotDQUEVFRalnz5765ptvUqs+AAAAAEh1KQpGY8aM0aBBg7Ry5Uo5OzurcOHCmjFjhubNm5da9QEAAABAqktRMDp79qz+/e9/S5JMJpMkqVq1aoqIiHj+lQEAAABAGklRMPLw8NCFCxeSTLtw4YJy5879XIsCAAAAgLSUomDUunVrBQUF6euvv1ZCQoI2bdqknj17qmXLlqlVHwAAAACkOueULNyuXTuZzWYtWrRIVqtVU6ZMUcuWLRUYGJhK5QEAAABA6ktRMJKkgIAABQQEpEYtAAAAAOAQKQpGH3/88TOnu7i4yMPDQ2+//bb+9a9/PY+6AAAAACDNpOgaIxcXF61fv16PHj1S7ty5FRcXpw0bNigiIkIXLlxQhw4dtGnTptSqFQAAAABSRYpajK5fv67Jkyerdu3a9mm7d+/WihUrNHXqVO3fv18jR45UgwYNnnuhAAAAAJBaUtRidOzYMfn5+SWZVq1aNR06dEiSVLFiRV29evX5VQcAAAAAaSDF9zHas2dPkmk//vijcuTIIUm6fPmysmfP/tyKAwAAAIC0kKKudD169FD37t1Vt25dFSpUSFevXtWOHTs0fPhwXbhwQe3bt1ebNm1Sq1YAAAAASBUpCkYNGzZUgQIFtHr1ap08eVIFChTQ0qVLVbJkSf3yyy8aNmxYkuuPAAAAAOBFkOL7GJUuXVqlS5dOMi0hIUFFihRRkSJFnlddAAAAAJBmUhSMLl26pBkzZigiIkJWq1WSFB8fr4sXL2rfvn2pUiAAAAAApLYUDb4QEhKiq1evKmvWrEpISJCXl5fCw8O5rggAAADACy1FwejEiROaMWOGunbtqqxZs2rIkCGaOHGifvzxx9SqDwAAAABSXYqCkZubm7Jnz66XX35ZZ8+elSRVr15dFy5cSJXiAAAAACAtpCgYvfzyy9q9e7fc3d1ltVp1+fJlRUREKCEhIbXqAwAAAIBUl6LBF7p06aKPPvpIGzZsUMuWLdWqVSuZzWb5+fmlVn0AAAAAkOpSFIz8/Py0bds2eXh4qGvXripSpIiio6P13nvvpVZ9AAAAAJDqUtSVLjg4WPny5ZOLi4skqUGDBmrRooU6dOiQKsUBAAAAQFr4yxajK1euaO3atZKk77//XtOnT08yPzo6WmfOnEmV4gAAAAAgLfxlMCpQoIDCw8MVGRkpi8Wi/fv3J5mfKVMmDRs2LNUKBAAAAIDU9pfByMnJSVOmTJEkDRkyRCNHjkz1ogAAAAAgLaVo8IWRI0cqLi5OkZGRslqtSeYVKFDguRYGAAAAAGklRcFoy5Yt+uSTTxQdHW2fZrPZZDKZdOrUqRRt+Mcff9TEiRN1/vx5ubm5qX79+urfv78yZ86sY8eOaeTIkTp37pxy5syp4OBgNW/ePEXPDwAAAADJlaJgNHXqVAUEBOi9996Ts3OKVk0iMjJSQUFBGj58uBo3bqzbt2+rY8eO+vLLL9W+fXv7/ZJatmypgwcPqlu3bvL29lapUqX+9jYBAAAA4I+kKN1cv35d3bt3/0ehSJI8PDy0d+9eZcmSRTabTXfv3tXjx4/l4eGhbdu2KUeOHAoICJAkVa5cWf7+/lq2bBnBCAAAAECqSFHCKVGihM6dO6fixYv/4w1nyZJFklSjRg1FRESoXLlyatKkiSZPniwvL68kyxYtWlShoaEpen6LxfKPa3yRmc1mR5eAdMDonwMYW+L7n88BYFwcB5CS1z5FwahMmTIKDAxU/fr1lTt37iTzunfvnpKnstu2bZvu3bunfv366aOPPlK+fPnk5uaWZJnMmTMrJiYmRc8bFhb2t+rJCNzc3OTj4+PoMpAOnDlzRo8ePXJ0GYBDGfn7AMATHAeQHCkKRkePHlWxYsV0/vx5nT9/3j7dZDL97QIyZ86szJkzq3///mrevLnatm2rBw8eJFkmNjZW7u7uKXpeX19fWk1geN7e3o4uAXAYi8WisLAwvg8AA+M4gMT3QHKkKBgtWbLkbxX0e0eOHNHgwYP17bffytXVVZIUFxcnFxcXFS1aVD/88EOS5c+dO6dixYqlaBtms5kPAAyPzwDA9wEAjgNIHqeUrnD+/HmNHDlS3bt3V1RUlJYuXZrijXp7eys2NlYTJkxQXFycrl69qrFjx6pZs2aqV6+ebt++rYULFyo+Pl779u3T+vXr1bRp0xRvBwAAAACSI0XB6IcfflDz5s0VFRWlvXv3KjY2VjNmzNCXX36Zoo26u7tr7ty5Cg8PV5UqVdS2bVu99dZbGjx4sHLmzKn58+dry5YtqlixooYMGaIhQ4aoUqVKKdoGAAAAACRXirrSTZw4UZMmTVKNGjVUvnx55c+fX19++aV69eqlLl26pGjDRYsW1fz58585z9fXVytXrkzR8wEAAADA35WiFqNff/1V1atXl/R/Ay74+vrq3r17z78yAAAAAEgjKQpGBQoU0JEjR5JMCwsLU/78+Z9rUQAAAACQllLUlS4oKEjBwcF6//33FR8frzlz5mjJkiXq06dPatUHAAAAAKkuRcGoYcOGypIli5YtW6YCBQpo3759CgkJUb169VKrPgAAAABIdSkKRpJUqFAhTZw4UVmyZNHRo0eVLVu21KgLAAAAANJMiq4x2rx5sxo3bqxffvlFkvTTTz+pefPm2r17d2rUBgAAAABpIkUtRtOnT9fMmTNVsmRJSVKHDh1UtGhRjRs3TjVq1EiVAgEAAAAgtaWoxej69euqVq1akmlVq1bVtWvXnmtRAAAAAJCWUhSMChYsqD179iSZ9uOPP6pAgQLPtSgAAAAASEsp6krXpUsXdevWTXXr1lXBggV17do1bd++XWPHjk2t+gAAAAAg1aUoGPn7+ytv3rxau3atTp48qfz582v+/PkqU6ZMatUHAAAAAKkuRcEoODhY48aNU8WKFVOrHgAAAABIcym6xujo0aNydXVNrVoAAAAAwCFS1GLUqFEjffTRR/L391eePHlkMpns88qXL//ciwMAAACAtJCiYLR06VJJ0q5du5JMN5lMOnXq1HMrCgAAAADSUoqC0enTp1OrDgAAAABwmBRdYyRJcXFx2r59uxYuXKhHjx4RlgAAAAC88FLUYnTp0iV98MEHio+P1/3791WjRg01bdpU06dPV82aNVOrRgAAAABIVSlqMRo1apSaNGmiXbt2ydnZWa+++qpGjhypqVOnplZ9AAAAAJDqUhSMfvrpJ3Xq1Ekmk8k+It2///1vXb58OVWKAwAAAIC0kKJglDVrVt2+fTvJtFu3bil79uzPtSgAAAAASEspCkb+/v7q3r27fvjhB1mtVh0/flz9+vVTw4YNU6s+AAAAAEh1KRp8oWvXroqNjVX37t316NEjtWvXTs2aNVP37t1Tqz4AAAAASHUpCkYuLi4aOHCgBg4cqMjISOXMmdN+rREAAAAAvKiSHYymT5+ukydPqmrVqgoICJCHh0dq1gUAAAAAaSZZ1xh9/vnnWr58uVxcXDR16lR9+eWXqV0XAAAAAKSZZAWjDRs2aNGiRZo6daqmTp2q9evXp3ZdAAAAAJBmkhWMHjx4oGLFikmSypYtq4iIiFQtCgAAAADSUrKCkZPT/y3m7Jyi8RoAAAAAIN1LVjCy2WypXQcAAAAAOEyymn8SEhK0du1a++P4+PgkjyWpcePGz7EsAAAAAEg7yQpGuXPn1tSpU+2Pc+bMmeSxyWQiGAEAAAB4YSUrGP33v/9N7ToAAAAAwGGSdY0RAAAAAGRkBCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhkcwAgAAAGB4BCMAAAAAhueQYHT69Gl16NBBFSpUUJUqVTRgwABFRkZKko4dO6bmzZurdOnS8vPz06pVqxxRIgAgA3Bzc3N0CQCAF0SaB6PY2Fh16tRJpUuX1vfff68NGzbo7t27Gjx4sO7du6cuXbqocePGOnjwoEaNGqUxY8bo+PHjaV0mALz4bBZHV+BQZrNZPj4+MpvNji7FcQz+HgCAlHBO6w1eu3ZNxYsXV7du3WQ2m+Xq6qqWLVtqwIAB2rZtm3LkyKGAgABJUuXKleXv769ly5apVKlSaV0qALzYTGZpb4B075SjK4EjZH9DemuZo6sAgBdGmgej1157TXPnzk0ybevWrSpRooTCw8Pl5eWVZF7RokUVGhqa4u1YLMY+S2boM6SwM/rnwOjMZvOTUBR11NGlwIE4DsDIEt//fA6MKyWvfZoHo9+y2WyaPHmyvvvuOy1dulSLFy9+qj945syZFRMTk+LnDgsLe15lvnDc3Nzk4+Pj6DKQDpw5c0aPHj1ydBlwAI4DSMRxADD270Ikn8OCUXR0tD7++GOdPHlSS5culbe3t9zc3PTgwYMky8XGxsrd3T3Fz+/r60urCQzP29vb0SUAcDCOAzAyi8WisLAwfhcaWOJ7IDkcEowuXbqkzp07q0CBAgoNDZWHh4ckycvLSz/88EOSZc+dO6dixYqleBtms5kPAAyPzwAAjgMAvwuRPGk+Kt29e/fUvn17lSlTRvPmzbOHIkmqU6eObt++rYULFyo+Pl779u3T+vXr1bRp07QuEwAAABkAw/YjudK8xWj16tW6du2aNm/erC1btiSZd/ToUc2fP1+jRo3S1KlT5eHhoSFDhqhSpUppXSYAAMALz2qzysnkkNtWpguJw/YbndHfB8mV5sGoQ4cO6tChwx/O9/X11cqVK9OwIgAAgIzJyeSkLQ+3KNIS6ehS4CAeZg/Vd6/v6DJeCA4dlQ4AAACpK9ISqVuWW44uA0j3aFMDAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgEIwAAAACGRzACAAAAYHgOD0aRkZGqU6eO9u/fb5927NgxNW/eXKVLl5afn59WrVrlwAoBAAAAZHQODUaHDx9Wy5YtdenSJfu0e/fuqUuXLmrcuLEOHjyoUaNGacyYMTp+/LgDKwUAAACQkTk7asNr1qzR1KlT1b9/f/Xu3ds+fdu2bcqRI4cCAgIkSZUrV5a/v7+WLVumUqVKJfv5LRbLc6/5RWI2mx1dAtIBo38OjI7jACSOA0bHcQCJjHosSMnf7bBgVLVqVfn7+8vZ2TlJMAoPD5eXl1eSZYsWLarQ0NAUPX9YWNhzqfNF5ObmJh8fH0eXgXTgzJkzevTokaPLgANwHEAijgPGxXEAv8Wx4K85LBjlyZPnmdMfPnwoNze3JNMyZ86smJiYFD2/r68vZ0lgeN7e3o4uAYCDcRwAIBn3WGCxWJLdYOKwYPRH3Nzc9ODBgyTTYmNj5e7unqLnMZvNBCMYHp8BABwHAEgcC5LD4aPS/Z6Xl5fCw8OTTDt37pyKFSvmoIoAAAAAZHTpLhjVqVNHt2/f1sKFCxUfH699+/Zp/fr1atq0qaNLAwAAAJBBpbtglDNnTs2fP19btmxRxYoVNWTIEA0ZMkSVKlVydGkAAAAAMqh0cY3RmTNnkjz29fXVypUrHVQNAAAAAKNJdy1GAAAAAJDWCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDwCEYAAAAADI9gBAAAAMDw0mUwunPnjrp27apy5cqpYsWKGjVqlBISEhxdFgAAAIAMKl0Go169eumll17Snj17FBoaqh9//FELFy50dFkAAAAAMqh0F4x+/fVXHThwQP3795ebm5sKFy6srl27atmyZY4uDQAAAEAG5ezoAn4vPDxcOXLkUL58+ezTXn/9dV27dk33799XtmzZ/nR9m80mSYqLi5PZbE7VWtMzs9ms3K4mOdlMji4FDuDhapLFYpHFYnF0KXAgs9ksZX9TMmV2dClwhGzeEscBwzObzcqlXHJKf+fCkUZyKqehfxMk/t2JGeHPpLtg9PDhQ7m5uSWZlvg4JibmL4OR1WqVJP3888+pU+ALpMD//x8GFCP9FOXoIpAuZOou5XF0EXCYn35ydAVIB3L///9gXD/pJ0eX4HCJGeHPpLtg9NJLL+nRo0dJpiU+dnd3/8v1nZ2d5evrKycnJ5lMtJYAAAAARmWz2WS1WuXs/NexJ90Fo2LFiunu3bu6ffu2cud+cnbj/Pnz8vT0VNasWf9yfScnJ7m6uqZ2mQAAAAAykHTX4bRIkSIqW7asRo8erejoaF2+fFkzZ85Us2bNHF0aAAAAgAzKZEvOlUhp7Pbt2/rss8+0f/9+OTk5qXHjxurXr5+hB1MAAAAAkHrSZTACAAAAgLSU7rrSAQAAAEBaIxgBAAAAMDyCEQAAAADDIxgBAAAAMDyCEQAAAADDIxgBAPAPMLgrgN+yWq2OLgF/E8EIhrV69Wr99NNPji4DwAvOZDLp5s2bji4DQDrh5OSk69eva8SIEYSkFwzBCIZ0+vRpffHFF/rmm2908uRJR5cD4AUWFxenwMBATZ061dGlAEgnTp48qbCwMN25c8fRpSAFCEYwpOLFiyskJETnzp3TihUrCEcA/jZXV1c1bdpUt27d0uPHj+laBxjQ71uGKlWqpAcPHmj58uUOqgh/B8EIhmKxWOz/rlGjhoKCghQeHk44ApBsvz2OJCpVqpS2bdumY8eOyWQyOaAqAI7k5OSk27dv2x9nyZJFffr00b59+3ThwgUHVoaUIBjBMBISEmQ2m2Wz2fTjjz/qxo0bevvtt9WrVy/CEYBkM5vNunjxosaOHavz58/LYrGofPnyatKkiRYsWKD79+87ukQAaeDixYvatWuXJCkqKkpDhgxRvXr1tHPnTl29elVvvfWWbDabPRhxvVH65+zoAoC0YLFY5OzsLKvVqpYtW+rBgweKiorSoEGD9N5770mSJk+erK+++krNmjVTqVKlHFwxgPTGZrPZW4MuXLig1atX68iRI8qZM6f69++v0qVL6/r163r48KGyZcsmq9UqJyfOPwIZ1Y4dO7Rv3z5dvnxZe/bs0Ycffqhly5Zpzpw5un//vgYNGiQfHx/NnDlTlSpVUpYsWRxdMv4CR2wYQmJLUevWrVW4cGGtWrVKZcqU0RdffKHQ0FBVrlxZvXr10oEDB/Ttt98qLi7O0SUDSEfi4uJkMpnsJ1Vq1aql77//Xh07dpTValXXrl21d+9ebd26VQsWLJAkQhGQQSV2p61fv76cnJw0atQoeXp6qkyZMpowYYJCQkL03nvvadiwYbpy5Yp++eUXhYWFSaLVKL2jxQiGsXr1auXIkUMTJ06UJBUtWlRRUVEaN26czGaz/P39NXbsWOXKlUuurq4OrhZAepCQkCBnZ2e5urrq5MmT+uSTT3T//n3VqFFDnTt3Vt26dVW3bl1t2LBBV69elaenp3744QedO3dORYsWdXT5AJ6zx48fq3Hjxpo5c6ZeffVVubm56Y033lBUVJS2bNmi+vXry9fXV76+vvLz89OZM2d0+fJlzZs3T5UrV+aESTrHq4MM6/cjQ927d8/eEtSnTx9dvXpVK1euVIECBTR+/HiNHz9evr6+KlSokCPKBZDOxMfHa9CgQVq4cKGio6M1YMAA1a1bV0FBQdqxY4dmzJihc+fOSZIaNWqkoKAgzZs3T1myZNG+ffscXD2A1JApUyYNGDBAefLk0b59+zRkyBBNnz5dLi4uCg0N1datW+3Lvv7662rQoIFWrlyp27dvc+/EFwDBCBlSQkKC/VqAxGbrt956SwMHDtTatWt16tSpJC1HdevWVWBgIGdyANhFRUUpe/bs2rp1qwYPHix/f399+OGHat68uSZOnKi9e/dq8eLFOn/+vH2d1157TY0bN9aOHTvokgtkILGxsRo0aJBiYmJUs2ZNTZ8+XYGBgfr5559VsGBBde7cWdmzZ9c333yj//3vf/ryyy8VHR0tm80mi8UiJycnPX782NF/Bv4CvwKR4dhsNvtAC927d1evXr00ZcoUvfLKK/L29tb9+/ftgyt89dVXOn36tD788EN5eno6uHIA6UnevHnVoUMHVahQQYcPH05ytrds2bIaO3as9u3bp2nTpunatWuSnlx7cPLkSSUkJDioagCpITo6Wjt37lRwcLDi4uI0aNAgtWrVSr1799Z3332nN954Q507d1bWrFk1cuRIffXVV8qcObNsNpuOHDmin3/+Wfnz53f0n4G/YLJxJzpkIL8dNapVq1by8PBQvnz5dObMGRUsWFCfffaZtm7dqjFjxuiNN97Q6dOnNXfuXJUsWdLBlQNIL34/mlxkZKTmz5+vrVu3KjAwUAEBAfZ5e/fu1cqVKzV58mQ5OTkpLi5OI0eOVOvWrVW8eHFHlA8glVy/fl2BgYHKmTOnFi9eLFdXV33yySfasGGDJk6cqJo1ayoyMlIRERHy8vKS2Wy2r3vt2jUVKFDAgdUjOQhGyDASL5KWnlxPNGvWLA0aNEiStG7dOoWGhqpIkSIaMWKE9u7dq8jISPn6+uqVV15xZNkA0hGLxSKz2axLly5p586dcnJysl9IPW3aNO3du1eNGzdWmzZtnlo38Rj02xM0AF5svz9Rcv36dbVt21Z58uTRokWL5OrqqqFDh2rjxo0aNWqU6tevb182sQsdx4MXB8EIGULiDxGLxaLu3bvr6tWrioiI0OLFi+Xt7a24uDht2LBBa9eulYeHh8aMGSM3NzdHlw0gHUk8jpw5c0atWrVS+fLldf/+fZ04cUIDBw5U48aNNXfuXO3du1d16tRRly5dHF0ygFSUeKLk2rVrOnXqlNzc3PTWW289Mxz17NlT9+/ftw/XjxcTw3XjhffblqKAgADlzZtXfn5+2rRpk7Zu3aqXXnpJhQsXlr+/vx4/fqzdu3fr/v37BCMASZhMJt29e1e7d+9Wt27d1KlTJ8XExGjHjh0aMGCA8uXLp86dOys6OlqXLl2iZQjIwKxWq8xms06fPq3AwEAVKVJEP/30kwYNGqTAwEAtWbJE7du3V4cOHbRgwQJNmTKFexRlALQYIUOwWq1as2aNzp07p4EDB0qSlixZonXr1qlKlSpq3ry5ChUqpPj4eMXGxipr1qwOrhhAehMdHa26devKZDJpyJAheuedd+zdaMaPH2+/JjEiIkJ58+aVyWQiHAEZ2KVLl9SxY0d17NhRfn5+mjx5slavXq0BAwbogw8+0I0bN9SwYUM1bNhQn332maSnu97hxcIrhxdW4p2nJenAgQMKCQnR6tWrdfHiRUlS27Zt9e9//1v79+/XokWLdPXqVbm4uBCKANj99txglixZ1Lt3bz18+NA+BHfiGeBXXnnF3jKdL18+QhFgADt37lS5cuXUqlUrWa1WWa1WtWjRQp9//rmWL18uT09Pbdu2TcOGDbOvQyh6sfHq4YWU2MRttVr17rvvKmvWrFqwYIHu37+vdevW6cGDB5KehKNatWopPDycrnMAkrBYLDKZTHr48KFiYmJ09+5dNW/eXJ999plmzJihb775xn4CZv/+/cqWLVuS9QlFQMby+05UZ86ckYeHhxISEtS1a1flyZNHAwYMUIECBfTZZ59p9uzZypUrl8xmc5KTtXhx0ZUOL7SxY8fq2rVrmjJliiRpx44d6t69u4KCgtS5c2dlyZJF0pNR6rJnz+7IUgGkI4ndXc6ePWvvAnPhwgV16NBB/v7+OnTokAYMGKBChQqpfPnyOnv2rJYvXy4XFxdaioAMKHGghQcPHshkMilLliy6evWqnJ2dtWbNGh07dkyzZs2SJH388ceqXr266tSpY29JRsZAixFeWLNmzdKmTZuUJ08e+7TatWtr+vTpmjdvnqZMmaLo6GhJIhQBSMLJyUm//vqrAgMD5efnpyFDhig4OFjffvutFixYoDp16mjs2LG6evWqJGnVqlVycXFRQkICoQjIYGw2m32ghfbt2+u9997TzJkz5erqqnz58unWrVvKkSOHJKl///66ePGi6tWrJ2dnZ27mnMEQc/HC+P0FjdWqVdPZs2f1/fffa+vWrapXr56kJ+Fo3LhxGj58uIKDgx1VLoB0buPGjapRo4Y++OADSVLx4sXl4eGh4cOHq169evL391dCQoIGDx6sN954Q23atOHsMJDBJLYA3717V71791bjxo1lMpm0dOlSxcbGqkOHDqpataqCg4N1/vx5xcbG6ptvvpGTk5OsVivHhAyGVxMvhN/eOPHMmTOy2WwqXLiwhgwZolGjRmnVqlUym82qXbu2JOmdd95R9erV5e7u7uDKAaQXiV1loqKilCVLFkVGRurx48eSpMePH8vV1VUNGzbU3LlzFRYWpjJlyui9996TzWbT4MGDZTKZFBAQ4OC/AsDzknhMiI6O1pkzZ1S9enUFBQVJkgoWLKjPP/9cktS+fXtt3LhRt2/fVrly5WQ2m5PcKgQZB68o0r3EMzJWq1Xt27eXJF2+fFnZsmVT37599cknn2jEiBEKDQ1VXFycGjRoIEl66aWXHFk2gHQkccCWc+fOqUuXLpo/f748PT21bt063bhxQ56envZl3d3dlTdvXvvjJk2ayMXFRT4+Po4oHUAqSOw+d+rUKQ0ePFg2m0337t1Tjx49lCVLFjVs2FBWq1WTJk1SdHS0+vTpo9dff13Sk0BFKMqYuMYI6Z6Tk5NsNpvatWunfPnyaeHChZo6darq1aunbt266ezZs+rbt68kadu2bXr48KEkRowC8ITNZpOTk5Nu3bqlcePGqUmTJipSpIjat29vbxXatm2b9u/fr5CQEPv9jH7L39/f/qMIwIstsftcZGSkhg4dqmrVqikgIEB3797VpEmT7Mv5+/srODhYERERSXqgmM1mR5SNNMCodHghnD9/Xp9++qm+/PJLZc6cWdKTmzFOmDBBt27d0vTp03Xq1Cl5eHgoX758Dq4WQHpw9epVZc2aVdmyZdODBw80d+5cLVq0SH369FG7du1ktVr18OFDTZw4UXv37lXevHmVM2dOTZgwQS4uLvZuNgAyjsRQdOfOHY0ePVq5c+fWxx9/LEk6ePCgunTposaNGye5N9Hv10XGRTsg0qXf/yCJjY3V4cOH9fPPP6tMmTKyWq3KkiWLChYsqPDwcNlsNr3xxhsOrBhAejN27FjduXNHAwcOtB87Lly4oMWLF6t48eKqUKGCsmbNqmHDhtnPCLu7u8tkMnH9AJABJQ7idOPGDR05ckQXL17UkSNH7MGofPny+uKLL9StWzfdv39fEyZMSLI+oSjjoysd0p3EUGS1WjVv3jytWrVKly9f1jvvvKMdO3bo6tWr9tHpLBaL8uXLp/j4eAdXDSC9mTRpkq5fv64WLVooPj5eNWrUUKdOnVS6dGlNmTJFBw8etC+bJ08eZcmSRSaTSTabjVAEZDAWi0VOTk66cOGCWrduLUnq0aOHnJ2d9dFHH9mXq1ixoiZNmqQ7d+7IarU6qlw4CF3pkK4kns2xWq1699135eTkJIvFoly5cslmsylr1qzKlCmTSpQoodjYWC1evNh+9hcApP87uXLjxg35+/vL2dlZPj4+mjFjhjJnzqzDhw/rq6++0vXr1xUUFKSqVas6umQAaeDy5ctavXq1XF1dFRwcrLi4OO3Zs0czZsxQ4cKF7TeL/63f3yoEGRuvNNKVxIPP9u3bVbJkSX377bcaPXq0SpQoIWdnZ2XOnFlFixbV9u3bdeXKFS1ZsoRQBMAucfS58PBw9erVS0OGDNGePXt0+fJlderUSTExMSpbtqzatGmj7Nmza8eOHY4uGUAa+fzzzzVr1izdvXtXcXFxcnV1VdWqVdWtWzdduXLFPvLtbxGKjIUWI6Q77du3161bt9S+fXu1bNlSknTixAmtXbtWZ86cUZs2bVSvXj0ujAbwTFevXtXKlSuVNWtWdenSRZLswShv3rxauHChdu/eLbPZrGrVqvHDB8igntXa06NHDx06dEhffvmlSpYsKZPJpMePH2vnzp3as2ePRo0axTHBwHjlke60bNlSN2/e1JEjR+zTSpYsqWbNmsnT01MrVqzQw4cPOXABeKa+fftqzpw5kmS/RqBw4cJasGCBbty4oXLlyumLL76whyKuIwAynsRriiIiInTkyBGtW7dOcXFxmjZtmkqVKqWePXvq559/ls1mU6ZMmVS7dm2NGTOGY4LB0WKEdGnHjh3q1auXOnfurJ49e9qnh4eHK0eOHMqTJ48DqwOQnvx+CN1Hjx6pbdu2iomJ0cyZM1WkSBH7vNjYWO3Zs0c1a9aUs7Mzw+8CGVBiS9Hp06fVrVs3eXt7a9++ffLx8dF7772npk2bqlOnTrp8+bLGjh2rf/3rX44uGekEwQjp1rZt29SnTx99+OGH6t69u6PLAZAOJXapjYyM1OPHj3X79m35+voqLi5OTZo0kbu7u8aNG6eXX375D9cFkPHcvHlTbdu2Vfv27dW6dWvdu3dPM2bM0PHjx9W3b1+VL19eDRs2VNGiRZ856AKMiWCEdG3Hjh3q3r27evfuraCgIEeXAyAd+e1Z4X79+ilPnjz6+eefVa1aNXXp0kVFihTRu+++q5w5c2rUqFF67bXXHF0ygDRy4MABTZw4UStXrrS3DD9+/FgdO3ZU3rx5NXHiREmcIEFSXKSBdK127dqaOXOmateu7ehSAKQzidcPfPTRR2revLkWLFig+fPna8OGDTp69KhcXV21du1ahYeHa+HChY4uF0Aq+v15/ujoaN26dUvXr1+XyWRSXFycMmXKpFq1aslms8lisUiSzGaz/d8AwQjpnp+fn15//XVHlwEgHTp79qw8PT3Vvn17xcfHa/To0WratKl8fX01bdo0Zc6cWXv37tWwYcMcXSqAVGKxWGQymRQdHa379+9Lknx9ffXw4UN9+eWXslqtcnV1lSQdOnRIefLkSdJKRIsREnFrbwDAC8tqtSo+Pl6RkZHq2LGjXn31VY0aNUqLFi3SgQMHZLFY7D+I6DIDZDyJ9y47c+aMRo0apYiICDVo0EBBQUGaOXOmPvjgA12+fFkFCxbU/fv3denSJa4pwh+ixQgA8EJI7O4SGxurhIQESZKXl5fOnDmjWrVqydfX137dQOIIVJwVBjKuxOsMr127pk6dOqls2bJq3LixVq1apQkTJsjLy0sbN27Uyy+/LJPJpFdffVVr1qyRs7Mz3efwTAy+AABI93470MLkyZMVGRmp119/Xa1atZIktWrVSl26dFG+fPl09OhRnT59WqtXr5aLi4uDKweQmu7cuaNZs2bJw8NDXbt2lSTt2rVLw4cPV+3atdWjRw9lz549yTq0HuOP0GIEAEjXEkPRjRs31L59e5UqVUoNGjSQ2WxWnz59dPv2ba1evVpXrlxRWFiYcufOrTVr1sjFxcXesgQgY7HZbIqLi9OKFSu0fv16nTt3zj7v7bff1tChQ/Xdd99p7NixioiISLIuoQh/hBYjAEC6FxERoZkzZypTpkwaPHiwJOn69etauXKljhw5ojlz5sjJycl+PZHEWWEgI0o8UZLo119/1ZIlS7Rz50717NlTjRs3ts/btGmTNm3apGnTpnEjZyQLgy8AANKlxB9ADx8+1I4dO7R27VpVrlxZ0pOzxfnz51e1atW0cuVK/fLLLypevHiS9QlFQMYSFxcnV1dX3bhxQ8ePH1emTJnk5eWlvn37SpKWLl0qSfZw1KBBAzVo0EDS04EKeBaCEQAgXUq8qHr9+vWqX7++rl27plWrVmnnzp2qVauWJKlcuXIqWrToU/cwAZBxxMTEKDw8XG+++aZOnTqloKAgvfLKK7p9+7YsFos+/fRT9evXTxMnTtTy5csVExOj1q1bJ3kOQhGSg3cJACDdCg8Ptw+t27VrV73//vuaOHGiVqxYodOnT+vjjz9WTEyMvL29HVwpgNSyYsUKtWzZUrt27dLmzZsVFBSkJUuWaPr06XrnnXfUo0cP/fLLL+rYsaOKFi2qn3/+mZMl+Fu4xggAkG7YbLanrgUICQnRSy+9pJCQEF25ckVfffWV5s+fL29vb7399tv68MMP5erqSlcZIIN68OCBZs6cqUWLFsnb21tjxoyxd529e/euPvvsM73yyivq2bOnrly5ooIFC8pkMj3zeAL8Gb5BAADphslkUlRUlC5fvmyfVrZsWR0+fFgPHz5UoUKF9P7776tz5866e/euXn31Vbm6uiohIYEfQEAGY7VaJUlZs2ZV165d1alTJ506dUpXr16VJMXHxytHjhzKnTu3feS5QoUKyWQyyWq1ckxAihGMAADpgtVq1f379xUYGKhevXpp5syZio2NVZMmTZQzZ06NGzdOklSgQAE1b95cjRo10uTJkxUaGipnZ2d+BAEZiMVikZOTk+7du6fbt28rU6ZM6tOnj9q0aaPBgwfrp59+st+n7NatW8qTJ0+S9Wk9xt9BVzoAgEP9fljtQ4cO6cyZM5o6daq8vb1VokQJeXt768cff9TAgQPl4eEhSbpx44bmzZunffv2acWKFXJ3dyccARlA4jHh9OnT6t+/v7Jmzaps2bJp/PjxypIli0aNGqUVK1aoYsWKKlSokA4cOKBvv/2WGzrjHyMYAQAcJvEH0MWLF7Vx40blzZtXlSpV0ssvv6xbt25p48aN+v777/Xjjz9KkkaNGpXkPiURERFycXGxhyUAGcP58+fVtm1bBQQEyN3dXStWrFCBAgU0bdo0ZcmSRePHj9fcuXM1aNAgtWvXTk5OTkpISJCzMwMu4+8jGAEA0lxMTIwOHjyoGjVq6OzZswoICFCxYsV079495cuXT7169VKpUqXswWn9+vX673//q6ioKI0bN+6pbjMAMo74+Hj16dNHPj4+Cg4O1okTJzR79mz98ssvypUrl2bNmiUXFxetWbNGTZo0kdlsZvAVPBe8gwAAaW7jxo0KCgrS2rVrtXHjRvXr10/Lly/XoEGDlDNnTk2YMEEnT560d7Hz9/dXUFCQHj9+rMjISAdXDyA1Wa1W/fLLL6pSpYri4+M1ZswYlSpVSsHBwdq3b5/q1KmjGzduqHnz5jKbzfbrkYB/incRACDNNW/eXH369NHHH3+s//3vf/Ly8pIkVatWTc2aNZOHh4fGjx+vY8eO2dcpXry47t+/r1OnTjmqbABpIFOmTKpfv77y5Mmj3r17K2/evOrcubO8vb1Vt25dvfPOO8qfP799+d9eowj8EwQjAIBDdOnSRQMHDtSpU6d0+vRp+/TKlSurZcuWkqT169dLetK15vvvv1d0dLT+9a9/OaJcAM9ZQkKCJCkuLk7Sk/uYJV7h0a1bN7m7uys6Olq9evWSJM2aNUtubm4KCQmxtxQBzxPXGAEAHGr27NmaMmWKPv/8czVq1Mg+/cSJE/Lx8bF3kbl165ZMJpNy587tqFIBPCc3btzQ3LlzNWTIkKdGpkwUHx+vtm3b6ubNm/Ly8tKVK1e0Zs0aubi4cPNWpAqCEQAg1f3+wujfP541a5ZmzJihzz//XA0aNEiy7h/9aALw4jp8+LCmT58uFxcX7du3T5s3b1aePHnk6uqaZLnTp09rx44dslqt6tq1q5ydnTkmINUwpiEAINU5OTnp6tWr2rVrlwICAp66UDo4OFhOTk7q06ePcuTIobfeess+jx9AQMZTtmxZValSRePHj1fx4sVVsGBBSU+fNClevLiKFy9uf0woQmriGiMAQKqzWq3auHGjdu7cKavVqmd1VggKCtKYMWNUoUIFB1QIIK1YrVZJUrZs2dSyZUt5enqqb9++unv3rpycnJJcO/T7YwWhCKmJrnQAgFSR+PWSeB3AqVOn1LZtW40fP15vv/32n67LjRqBjC8uLk6urq5at26dVq1apXz58mn06NHKlCmTo0uDQRGMAADPXeKF0dHR0cqSJYt9+vjx43X58mWNGjUqyXQAGdfvjwNWq1VWqzXJyY+tW7dq+fLlypEjhx4/fqwGDRro3XffdUS5MDC60gEAnpuYmBgtX75cJpNJt27dUnBwsPr166dffvlFcXFxqlu3ri5cuKB79+5J+r8uNQAypps3byo0NFSSdO/ePcXExMjJyUnOzs6yWq2qUqWKvvrqK9WuXdt+w9a7d+/qnXfecXDlMCJajAAAz82PP/6oDh06qEePHmrevLkOHDigefPmyd3dXdmyZVNISIgGDx6sQoUKadSoUY4uF0AqO3r0qN5//301btxYFy5c0IgRI+Tt7S2LxaImTZqoWLFiGj9+vH35uLg4ubi4yGQy0aUWaY5gBAB4rrZv367evXsrODhY3bp1U0JCgn744Qdt2bJFR44cUc6cOXXlyhWtXLlShQoVcnS5AFJJYpfaZcuWaeTIkSpbtqyWLl0qSZo+fbquXr2qMWPGSHpyzyIXF5en1gXSEsEIAPDcbd26VX379tUHH3ygPn362Kfv379fp0+f1u7duzV37tynhu0GkDH8NtjMnz9f58+f1+rVq9WhQwf169dPcXFxypw5s6SnQxHgKAQjAECq2LZtm/r06aNOnTqpV69ez1yGe5IAGU/i5zoyMlIPHjxQ1qxZ5eHhod27d+vDDz9Uu3bt1KdPH2XKlEmPHj2Sm5ubo0sGJBGMAACpKDEcBQUFqUePHo4uB0AqS7xB65kzZ9SvXz8lJCTIx8dH48ePl8lk0v/+9z916dJFH3zwgaKiolS2bFk1a9bM0WUDkghGAIBUtn37dvXo0UMjRoxQ8+bNHV0OgFR2+fJltWjRQl27dlWLFi2UKVMmnTx5UhaLRaVKldL333+vKVOm6KWXXtK8efMYYAHpBsEIAJDqDhw4oDJlyvADCDCAVatWKSwsTJ999plOnDihkJAQWa1WnT9/XqNGjdJ7772nqKgo5ciRQyaTiS61SDcIRgCANMPwu0DGl3gtUbly5RQVFaWiRYtq9OjR9iH6fztUf2LXOyA94NsJAJBmCEVAxle5cmWNHDlS0dHRevnll1WzZk1JUmxsrPLnz59kWUIR0hNajAAAAPDc2Ww27dq1S9evX9fBgwcVHh6uNWvWMDQ30i1iOgAAAJ67+Ph4nTlzRps3b1bWrFntoSghIcHRpQHPRIsRAAAAUsXvryHiOkOkZwQjAAAApDqbzSaTyeToMoA/RFc6AAAApDpCEdI7ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQAAADA8ghEAAAAAwyMYAQDS1M2bNxUTE+PoMl4oFotFly9fdnQZAJChcYctAICdn5+fbt26Zb8Bo81mk5OTk9544w2FhITIx8fnHz3/7du3Va9ePa1fv14vvfTSU/NXr16twYMHy83N7al5ZcuW1dy5c+2Pv//+ey1atEhhYWGKj49XoUKF9P7776tVq1ZJ1jt79qzmzp2r/fv36+7du3rppZdUrlw5denSRb6+vs+s81l1WK1WeXh4qFGjRurTp0+qDj185coV1apVSzt37lShQoXUu3dvFStWTD169Ei1bQKA0RGMAABJfPrpp2rSpIn98e3btzVkyBB1795dO3bsSHIX+5SKjY39y9aiAgUK6L///e+fLrNw4ULNmDFDQ4cO1bRp0+Tq6qpDhw6pb9++unTpkgYMGCBJ2rt3r4KDgxUQEKClS5eqYMGCioqK0vr16xUQEKCvv/5axYsXT1YdFotFu3fv1kcffaSXX35ZzZs3T+Ff//dFRUWl2bYAwKjoSgcA+FO5c+dWy5YtdfXqVd29e1fSk7DUr18/ValSRVWrVtXQoUMVHR0tSUpISNDw4cNVpUoVVaxYUa1bt9bhw4dlsVjUqFEjSVKjRo20adOmv1VPRESExo0bp08//VT+/v7KnDmznJycVKFCBY0ZM0Z37txRfHy8LBaLBg8erDZt2mjAgAEqXLiwnJyclCtXLgUGBqpPnz568OBBsrdrNpvl5+cnLy8vnTp1yj5948aN8vf3V9myZdWkSRN9//339nkHDx5UkyZNVK5cOdWpU0ejRo1SQkKCpCetc6tXr7Yvu3//fnl7ez+13ZCQEB06dEizZ8/Whx9++Hd2GQAgGQhGAIA/df36dS1dulS+vr7y8PCQ1WpV165d5eTkpK1bt2r9+vW6efOmhg4dKklat26djh49qs2bN2vv3r0qX768Pv30U5nNZm3YsEGStGHDBjVo0OBv1fO///1PZrNZderUeWpe1apVNXbsWLm4uOjo0aO6fv36U13rEgUGBqp8+fLJ3m5cXJw2b96sM2fOqEaNGpKk3bt3a9iwYRo6dKgOHDigHj16qEePHgoPD5ckDRgwQG3bttWhQ4e0YMECbdmyRTt37kzR3ztq1CiVK1dOQUFB+uKLL1K0LgAg+ehKBwBI4tNPP9Xo0aOVkJCg+Ph4eXp6qk6dOgoKCpIknThxQidPntSCBQvk7u4uSRo4cKDq16+vTz75RJkzZ9aVK1cUGhqq6tWrq2fPnurdu3eyt3/t2jWVK1fuqenDhg2Tv7+/oqKilD17drm4uPzp80REREiS8uXLZ5/2zTffaMyYMZKedI0rXbq05s+f/6d12Gw2xcXFyWaz6a233tK0adPswWjp0qV6//337QGrZs2a8vPz08qVK/XJJ58oU6ZM2rx5s3LkyKHy5ctr9+7d/6grIgAg9RCMAABJDBs2TE2aNFFcXJwWL16sL774QjVq1FDOnDklPRkYwGKx2MNBIldXV12+fFkNGzZUfHy8Vq1apYkTJypXrlz68MMP9f777ydr+391jVGePHl09+5dxcXFydXVNck8q9Wqu3fvysPDQ3ny5JH0JCAVLlxYktS0aVM1bdpUkjRt2jQdOHAgWXWcP39evXr1kqurq6pVq2Zf5urVqzpw4IBWrFhhn2axWFSpUiVJ0qJFizRt2jR9+umnunXrlqpVq6bhw4fL09MzWfsCAJB2OG0FAHgmV1dXderUSe+//766du2q06dPS5I8PT2VOXNm7d+/X4cOHdKhQ4e0d+9erV27Vj4+Prp48aJKlCihZcuW6dChQ+rdu7eGDx9u7172T1WrVk02m+2ZXdK+++47Va1aVdevX1fp0qWVN29ehYaG/uNtvv7665ozZ44OHz6skJAQ+3RPT09169bNvh8OHTqkjRs3atSoUXr8+LHOnTun4cOHa9euXdqwYYMePHig0aNHS5KcnJwUHx9vfy4GWAAAxyIYAQD+VK9eveTt7a0+ffooNjZWpUqV0iuvvKL//Oc/evjwoWJjYzV69GgFBgbKYrHou+++U/fu3XXlyhVlzpxZOXLkkLOzs7JmzapMmTJJkn2ghr8jd+7c+uijjzR8+HBt2LBBjx8/Vnx8vHbt2qUhQ4aoffv2yp8/v1xcXPT5559r0aJFmjhxoq5fvy7pSQBZtmyZli5dqrx58yZ7u56envrPf/6jdevWac2aNZKkFi1aaPHixTp+/LgkKSwsTE2aNNGGDRtkMpnUp08fzZ8/XwkJCcqTJ4+cnZ3tLW+vv/66du7cqdjYWN26dUuLFy/+w227urqmaKAIAEDK0ZUOAPCnzGazxo0bp8aNG2vs2LEaNmyYZs+erbFjx6pu3bp6/PixSpUqpQULFihTpkxq166dIiIi1KpVK0VHR6tgwYKaNGmSPD09ZbPZVKdOHbVs2VKDBg16Zve6a9euqXTp0s+s49ChQ5KkLl26qECBAlq2bJlGjBih+Ph4vfLKK+rVq5datmxpX6dy5cpau3at5s6dq4CAAEVFRcnFxUUlSpRQSEiIfZS85KpRo4batGmjESNGqFy5cqpfv75iYmI0ePBgXbt2TTly5FBgYKDatm0rk8mkWbNmaezYsZo9e7bMZrOqV6+ufv36SZL69etnH70vb968at++vQ4fPvzM7TZu3FjDhw/XiRMntHz58hTVDABIHpPNZrM5uggAAAAAcCS60gEAAAAwPIIRAAAAAMMjGAEAAAAwPIIRAAAAAMMjGAEAAAAwPIIRAAAAAMMjGAEAAAAwPIIRAAAAAMMjGAEAAAAwPIIRAAAAAMMjGAEAAAAwvP8HWdMpjddosTUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_clean = df.dropna(subset=['restecg'])\n",
    "\n",
    "print(df_clean['restecg'].head())\n",
    "print(df_clean['restecg'].unique())\n",
    "\n",
    "restecg_percentages = df['restecg'].value_counts(normalize=True) * 100\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "restecg_percentages.plot(kind='bar', color=['skyblue', 'orange', 'lightgreen'])\n",
    "plt.title('Percentage of Rest ECG Results')\n",
    "plt.xlabel('Rest ECG Result')\n",
    "plt.ylabel('Percentage (%)')\n",
    "plt.xticks(rotation=45)  # Rotate labels to make them readable\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90cb9e8e",
   "metadata": {},
   "source": [
    "After conducting this exploratory data analysis, I have found that age is not a reliable predictor in heart attacks, that the average age for heart attacks in men is, on average, slightly higher than those for women, and that exercise-induced angina, chest pain, and high resting ECG are by no means necessary prerequisites for a heart attack.  In a future project, I could apply these insights by trying to make a predictive model that anticipates whether an individual has a high risk for a heart attack.  Before making such a model, however, I would want to have a better understanding of the current state of heart disease research, more thorough data cleaning, and a larger data set."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}