Heart Attack Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heart Attack analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset contains information about people and there chances of having a heart stroke.\n",
    "\n",
    "Dataset Information:\n",
    "\n",
    "- Age : Age of the patient\n",
    "- Sex : Sex of the patient\n",
    "- exang: exercise induced angina (1 = yes; 0 = no)\n",
    "- ca: number of major vessels (0-3)\n",
    "- cp : Chest Pain type chest pain type\n",
    "- Value 1: typical angina\n",
    "- Value 2: atypical angina\n",
    "- Value 3: non-anginal pain\n",
    "- Value 4: asymptomatic\n",
    "\n",
    "- trtbps : resting blood pressure (in mm Hg)\n",
    "\n",
    "- chol : cholestoral in mg/dl fetched via BMI sensor\n",
    "\n",
    "- fbs : (fasting blood sugar > 120 mg/dl) (1 = true; 0 = false)\n",
    "\n",
    "- rest_ecg : resting electrocardiographic results\n",
    "    - normal\n",
    "    - having ST-T wave abnormality (T wave inversions and/or ST elevation or depression of > 0.05 mV)\n",
    "    - showing probable or definite left ventricular hypertrophy by Estes' criteria\n",
    "\n",
    "- thalach: maximum heart rate achieved\n",
    "\n",
    "- target :\n",
    "\n",
    "    - 0 = less chance of heart attack\n",
    "    - 1 = more chance of heart attack\n",
    "\n",
    "\n",
    "- Objective:\n",
    "\n",
    "With the dataset provided for heart analysis, we have to analyse the possibilities of heart attack on the basis of various features, and then the prediction from the analysis will tell us that whether an individual is prone to heart attack or not.\n",
    "The detailed analysis can proceed with the exploratory data analysis (EDA).\n",
    "\n",
    "The classification for predication can be done using various machine learning model algorithms, choose the best suited model for heart attack analysis and finally save the model in the pickle (.pkl) file.\n",
    "\n",
    "- Questions to be answered:\n",
    "\n",
    "Does the age of a person contribute towards heart attack?\n",
    "\n",
    "Are different types of chest pain related to each other or the possibility of getting a heart attack?\n",
    "\n",
    "Does high blood pressure increase the risk of heart attack?\n",
    "\n",
    "Does the choestrol level eventually contribute as a risk factor towards heart attack?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Import Relevant Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"heart.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trtbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalachh</th>\n",
       "      <th>exng</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slp</th>\n",
       "      <th>caa</th>\n",
       "      <th>thall</th>\n",
       "      <th>output</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  sex  cp  trtbps  chol  fbs  restecg  thalachh  exng  oldpeak  slp  \\\n",
       "0   63    1   3     145   233    1        0       150     0      2.3    0   \n",
       "1   37    1   2     130   250    0        1       187     0      3.5    0   \n",
       "2   41    0   1     130   204    0        0       172     0      1.4    2   \n",
       "3   56    1   1     120   236    0        1       178     0      0.8    2   \n",
       "4   57    0   0     120   354    0        1       163     1      0.6    2   \n",
       "\n",
       "   caa  thall  output  \n",
       "0    0      1       1  \n",
       "1    0      2       1  \n",
       "2    0      2       1  \n",
       "3    0      2       1  \n",
       "4    0      2       1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observation:\n",
    "\n",
    "    - You can see know all the columns are already in int or float data types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(303, 14)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age         0\n",
       "sex         0\n",
       "cp          0\n",
       "trtbps      0\n",
       "chol        0\n",
       "fbs         0\n",
       "restecg     0\n",
       "thalachh    0\n",
       "exng        0\n",
       "oldpeak     0\n",
       "slp         0\n",
       "caa         0\n",
       "thall       0\n",
       "output      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There's no missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'sex', 'cp', 'trtbps', 'chol', 'fbs', 'restecg', 'thalachh',\n",
       "       'exng', 'oldpeak', 'slp', 'caa', 'thall', 'output'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Now we are getting all features and see the duplicates\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(302, 14)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trtbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalachh</th>\n",
       "      <th>exng</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slp</th>\n",
       "      <th>caa</th>\n",
       "      <th>thall</th>\n",
       "      <th>output</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>302.00000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>302.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>54.42053</td>\n",
       "      <td>0.682119</td>\n",
       "      <td>0.963576</td>\n",
       "      <td>131.602649</td>\n",
       "      <td>246.500000</td>\n",
       "      <td>0.149007</td>\n",
       "      <td>0.526490</td>\n",
       "      <td>149.569536</td>\n",
       "      <td>0.327815</td>\n",
       "      <td>1.043046</td>\n",
       "      <td>1.397351</td>\n",
       "      <td>0.718543</td>\n",
       "      <td>2.314570</td>\n",
       "      <td>0.543046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.04797</td>\n",
       "      <td>0.466426</td>\n",
       "      <td>1.032044</td>\n",
       "      <td>17.563394</td>\n",
       "      <td>51.753489</td>\n",
       "      <td>0.356686</td>\n",
       "      <td>0.526027</td>\n",
       "      <td>22.903527</td>\n",
       "      <td>0.470196</td>\n",
       "      <td>1.161452</td>\n",
       "      <td>0.616274</td>\n",
       "      <td>1.006748</td>\n",
       "      <td>0.613026</td>\n",
       "      <td>0.498970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>29.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>48.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>211.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>55.50000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>240.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>152.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>61.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>140.000000</td>\n",
       "      <td>274.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>77.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>564.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             age         sex          cp      trtbps        chol         fbs  \\\n",
       "count  302.00000  302.000000  302.000000  302.000000  302.000000  302.000000   \n",
       "mean    54.42053    0.682119    0.963576  131.602649  246.500000    0.149007   \n",
       "std      9.04797    0.466426    1.032044   17.563394   51.753489    0.356686   \n",
       "min     29.00000    0.000000    0.000000   94.000000  126.000000    0.000000   \n",
       "25%     48.00000    0.000000    0.000000  120.000000  211.000000    0.000000   \n",
       "50%     55.50000    1.000000    1.000000  130.000000  240.500000    0.000000   \n",
       "75%     61.00000    1.000000    2.000000  140.000000  274.750000    0.000000   \n",
       "max     77.00000    1.000000    3.000000  200.000000  564.000000    1.000000   \n",
       "\n",
       "          restecg    thalachh        exng     oldpeak         slp         caa  \\\n",
       "count  302.000000  302.000000  302.000000  302.000000  302.000000  302.000000   \n",
       "mean     0.526490  149.569536    0.327815    1.043046    1.397351    0.718543   \n",
       "std      0.526027   22.903527    0.470196    1.161452    0.616274    1.006748   \n",
       "min      0.000000   71.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "25%      0.000000  133.250000    0.000000    0.000000    1.000000    0.000000   \n",
       "50%      1.000000  152.500000    0.000000    0.800000    1.000000    0.000000   \n",
       "75%      1.000000  166.000000    1.000000    1.600000    2.000000    1.000000   \n",
       "max      2.000000  202.000000    1.000000    6.200000    2.000000    4.000000   \n",
       "\n",
       "            thall      output  \n",
       "count  302.000000  302.000000  \n",
       "mean     2.314570    0.543046  \n",
       "std      0.613026    0.498970  \n",
       "min      0.000000    0.000000  \n",
       "25%      2.000000    0.000000  \n",
       "50%      2.000000    1.000000  \n",
       "75%      3.000000    1.000000  \n",
       "max      3.000000    1.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observation:-**\n",
    "\n",
    "The average blood pressure of an individual (trtbps column) is 130 whereas the maximun value goes upto 200.\n",
    "\n",
    "The average heart rate of the group (thalachh column) is 152, whereas overall it ranges between 133 to 202\n",
    "\n",
    "Age of the group (age column) varies from 29 to 77 and the mean age is 54.42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([63, 37, 41, 56, 57, 44, 52, 54, 48, 49, 64, 58, 50, 66, 43, 69, 59,\n",
       "       42, 61, 40, 71, 51, 65, 53, 46, 45, 39, 47, 62, 34, 35, 29, 55, 60,\n",
       "       67, 68, 74, 76, 70, 38, 77], dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['age'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "77"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['age'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0], dtype=int64)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sex'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 2, 1, 0], dtype=int64)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['cp'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['cp'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([145, 130, 120, 140, 172, 150, 110, 135, 160, 105, 125, 142, 155,\n",
       "       104, 138, 128, 108, 134, 122, 115, 118, 100, 124,  94, 112, 102,\n",
       "       152, 101, 132, 148, 178, 129, 180, 136, 126, 106, 156, 170, 146,\n",
       "       117, 200, 165, 174, 192, 144, 123, 154, 114, 164], dtype=int64)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['trtbps'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['trtbps'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "94"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['trtbps'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([233, 250, 204, 236, 354, 192, 294, 263, 199, 168, 239, 275, 266,\n",
       "       211, 283, 219, 340, 226, 247, 234, 243, 302, 212, 175, 417, 197,\n",
       "       198, 177, 273, 213, 304, 232, 269, 360, 308, 245, 208, 264, 321,\n",
       "       325, 235, 257, 216, 256, 231, 141, 252, 201, 222, 260, 182, 303,\n",
       "       265, 309, 186, 203, 183, 220, 209, 258, 227, 261, 221, 205, 240,\n",
       "       318, 298, 564, 277, 214, 248, 255, 207, 223, 288, 160, 394, 315,\n",
       "       246, 244, 270, 195, 196, 254, 126, 313, 262, 215, 193, 271, 268,\n",
       "       267, 210, 295, 306, 178, 242, 180, 228, 149, 278, 253, 342, 157,\n",
       "       286, 229, 284, 224, 206, 167, 230, 335, 276, 353, 225, 330, 290,\n",
       "       172, 305, 188, 282, 185, 326, 274, 164, 307, 249, 341, 407, 217,\n",
       "       174, 281, 289, 322, 299, 300, 293, 184, 409, 259, 200, 327, 237,\n",
       "       218, 319, 166, 311, 169, 187, 176, 241, 131], dtype=int64)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['chol'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "564"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['chol'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 0], dtype=int64)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['thall'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1], dtype=int64)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['exng'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "## or we can use loop function to check unique values using this methods\n",
    "# list_col=['sex','chol','trtbps','cp','thall','exng']\n",
    "\n",
    "# for col in list_col: \n",
    "#     print('{} :{} ' . format(col.upper(),df[col].unique()))\n",
    "#     print('{} :{} ' . format(col.upper(),df[col].max()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observation:\n",
    "\n",
    "- There are two sex : 0 and 1\n",
    "- The highest cholestrol level is 564 and the lowest is 126.\n",
    "- Resting Blood Pressure of individuals vary between 94 to 200.\n",
    "- There are 4 types of chest pain.\n",
    "- exercise induced angina has 2 types (1 = yes; 0 = no)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "96"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sex.value_counts()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "206"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sex.value_counts()[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = sns.countplot(data=df, x=\"sex\", palette='deep')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## this will show 4 types of pain chest\n",
    "chest_pain = sns.countplot(data=df, x=\"cp\", palette='deep')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observation:**\n",
    "\n",
    "- Value 0: typical angina\n",
    "- Value 1: atypical angina\n",
    "- Value 2: non-anginal pain\n",
    "- Value 3: asymptomatic\n",
    "- People of chest pain category '0' have the highest count, whereas of count of chest pain '3' is the lowest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fasting_blood_sugar = sns.countplot(data=df, x=\"fbs\", palette='deep')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observation:**\n",
    "\n",
    "- People of category '0' have the highest count, whereas of count of '1' is the lowest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VyJEj9eSTT+qWW26Rw+EILGNZVo/pYIwZM6q/owKwgdM52u4IQ0pf92fYy2Hs2LFKSEjQF7/4RUnS97//fVVVVSkyMjKwjNfrlcvl6tV629p88vutfs0KhAMfhj15vRdu6P3sz56utT8jIhzX/VId9nMO999/vw4cOKBPPvlE3d3d+utf/6rU1FSdOXNGDQ0N6u7uVkVFhRITE8MdDQBwRdiPHKZNm6aFCxfq0Ucf1eXLl3XPPfcoKytLX/nKV5STk6OOjg4lJSUpNTU13NEAAFeEvRwkac6cOZozZ06PeQkJCSovL7cjDgDgf3CHNADAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAyUAwDAQDkAAAy2lsOvf/1r5ebmSpKqq6uVmZmp5ORklZSU2BkLAG56tpXDoUOHtGvXLklSe3u7Vq9erY0bN6qyslJHjx7V/v377YoGADc9W8rh3LlzKikp0ZIlSyRJdXV1iouLU2xsrKKiopSZmamqqio7ogEAZFM5FBQUaNmyZbrtttskSS0tLXI6nYHXXS6XPB6PHdEAAJKiwr3B7du3a/z48UpISNDOnTslSX6/Xw6HI7CMZVk9poMxZsyofs0JwB5O52i7Iwwpfd2fYS+HyspKeb1ePfzwwzp//rwuXryopqYmRUZGBpbxer1yuVy9Wm9bm09+v9XfcYGQ48OwJ6/3wg29n/3Z07X2Z0SE47pfqsNeDlu2bAn8vXPnTh05ckTPPfeckpOT1dDQoIkTJ6qiokKzZ88OdzQAwBVhL4eriY6O1tq1a5WTk6OOjg4lJSUpNTXV7lgAcNOytRzcbrfcbrckKSEhQeXl5XbGAQBcwR3SAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAAAD5QAAMFAOAACDLeWwYcMGpaenKz09XevWrZMkVVdXKzMzU8nJySopKbEjFgDgirCXQ3V1tQ4cOKBdu3Zp9+7dOnbsmCoqKrR69Wpt3LhRlZWVOnr0qPbv3x/uaACAK8JeDk6nU7m5uRo+fLiGDRumSZMmqb6+XnFxcYqNjVVUVJQyMzNVVVUV7mgAgCuiwr3ByZMnB/6ur6/XG2+8occee0xOpzMw3+VyyePx9Gq9Y8aM6reMAOzjdI62O8KQ0tf9GfZy+LeTJ09q8eLFWrlypSIjI1VfXx94zbIsORyOXq2vrc0nv9/q55RA6PFh2JPXe+GG3s/+7Ola+zMiwnHdL9W2nJCuqanR/PnztXz5cs2aNUsxMTHyer2B171er1wulx3RAACy4cihublZTz31lEpKSpSQkCBJmjZtms6cOaOGhgZNnDhRFRUVmj17drijIUhfGB2l4beMsDvGgNDZfknnL3TZHQPod2Evh9LSUnV0dGjt2rWBeXPnztXatWuVk5Ojjo4OJSUlKTU1NdzREKTht4zQS2lfsTvGgLDgjQ+kCzc2DAIMRGEvh/z8fOXn51/1tfLy8jCnAQBcDXdIAwAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwEA5AAAMlAMAwDCgyuFPf/qTZs6cqeTkZL388st2xwGAm1bYfwnuWjwej0pKSrRz504NHz5cc+fO1YwZM3TnnXfe8LpvHRWtkSOG90PKwe/ipU596uuwOwaAAW7AlEN1dbW++93v6vbbb5ckpaSkqKqqSk8//XRQ74+IcFzztZEjhuub96/pj5iDXt07Bbp0sfOG1zPKNaEf0gwN1/vfC9bEMezPf+uP/Xl7bGw/JBkarrU/P28/OyzLskIRqLdefPFFXbx4UcuWLZMkbd++XXV1dfrVr35lczIAuPkMmHMOfr9fDsd/msyyrB7TAIDwGTDlEBMTI6/XG5j2er1yuVw2JgKAm9eAKYe7775bhw4d0tmzZ3Xp0iW9+eabSkxMtDsWANyUBswJ6XHjxmnZsmXKzs7W5cuXNWfOHH3zm9+0OxYA3JQGzAlpAMDAMWCGlQAAAwflAAAwUA4AAAPlAAAwUA5hwAMF+5/P51NGRoYaGxvtjjLobdiwQenp6UpPT9e6devsjjOo/e53v9PMmTOVnp6uLVu22B3nhlAOIfbvBwq+8sor2r17t7Zt26ZTp07ZHWtQq62tVVZWlurr6+2OMuhVV1frwIED2rVrl3bv3q1jx47prbfesjvWoHTkyBG9++67Ki8v1+uvv66tW7fqgw8+sDtWn1EOIfbfDxQcOXJk4IGC6LuysjIVFhZyB30/cDqdys3N1fDhwzVs2DBNmjRJH330kd2xBqXvfOc7+sMf/qCoqCi1tbWpu7tbI0eOtDtWnw2Ym+CGqpaWFjmdzsC0y+VSXV2djYkGv6KiIrsjDBmTJ08O/F1fX6833nhDr776qo2JBrdhw4bphRde0EsvvaTU1FSNGzfO7kh9xpFDiPFAQQwGJ0+e1IIFC7Ry5Up9+ctftjvOoPbMM8/o0KFDam5uVllZmd1x+oxyCDEeKIiBrqamRvPnz9fy5cs1a9Ysu+MMWqdPn9aJEyckSSNGjFBycrL+9a9/2Zyq7yiHEOOBghjImpub9dRTT2n9+vVKT0+3O86g1tjYqPz8fHV2dqqzs1Nvv/227rrrLrtj9RnnHEKMBwpiICstLVVHR4fWrl0bmDd37lxlZWXZmGpwSkpKUl1dnR555BFFRkYqOTl5UBcuD94DABgYVgIAGCgHAICBcgAAGCgHAICBcgAAGCgHoI8WLFigs2fP6oEHHtA//vGPXr03NzdXpaWlkqSvfvWrOnv2bCgiAn1GOQB9dPDgQbsjACFDOQB9sGrVKknS448/rubmZm3btk1ut1v33XefSkpKJH32XK3nn39eP/jBDzRz5kylpaWppqbGzthA0CgHoA+Ki4slSb///e81fvx4RUdHa+fOndq+fbteeuklNTc3q7a2Vi0tLdq2bZsqKys1a9Ysbd682ebkQHB4fAbQDzIyMiR99vsIY8eOVVtbm771rW/pC1/4gl577TV9+OGHOnz4sG699VabkwLB4cgB6AdRUf/5nuVwOGRZlv7yl79o8eLFkqQHH3yQ5xVhUOHIAeijyMhIdXV1XfP1gwcP6v7779ejjz6q9vZ2bd68Wd3d3WFMCPQdRw5AH6WmpmrevHn69NNPr/r63LlzdeTIEWVmZmrWrFmKjY1VY2Oj/H5/mJMCvcdTWQEABo4cAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYPh/4SwNNGHN7RMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maximum_heart_rate = sns.countplot(x='thall', data=df, palette='dark')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observation:**\n",
    "    \n",
    "    - Thall count is maximum for type 2 ( 165 ) and min for type 0 ( 2 ) ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n73GXyyW32z2gMaOjo4Y0I+6c0znW7ggYJOYOQS+H7du3a8KECYqLi9POnTslSV6vVw6Hw3eMZVn9tv3R3t4pr9e67XG86IPH47ky5GMyf8ERiLnD8BIS4rjlm+qgl0NVVZU8Ho/mzZunS5cu6erVq2publZoaKjvGI/HI5fLFexoAIAbgl4OmzZt8n29c+dOvffee3rttdeUmJiopqYmTZo0SZWVlZo/f36wowEAbrDlmsOnRUREqLCwUNnZ2eru7lZCQoKSk5PtjgUAI5at5ZCenq709HRJUlxcnCoqKuyMAwC4gTukAQAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYKAcAAAGygEAYLClHDZs2KCUlBSlpKSoqKhIklRXV6e0tDQlJiaqpKTEjlgAgBuCXg51dXXav3+/du3apd27d+vEiROqrKxUTk6OSktLVVVVpePHj6u2tjbY0QAANwS9HJxOp1avXq3w8HCNGjVKU6ZMUWNjo2JiYjR58mSFhYUpLS1N1dXVwY4GALgh6OUwbdo0zZw5U5LU2Niod955Rw6HQ06n03eMy+WS2+0OdjQAwA1hdj3xqVOn9Pzzz2vVqlUKDQ1VY2Oj7zHLsuRwOAY0XnR01BAnxJ1yOsfaHQGDxNzBlnKor6/XSy+9pJycHKWkpOi9996Tx+PxPe7xeORyuQY0Znt7p7xe67bH8aIPHo/nypCPyfwFRyDmDsNLSIjjlm+qg35aqaWlRUuXLlVxcbFSUlIkSTNmzFBDQ4OamprU19enyspKxcfHBzsaAOCGoH9yKCsrU3d3twoLC337Fi5cqMLCQmVnZ6u7u1sJCQlKTk4OdjQAwA1BL4e8vDzl5eXd9LGKioogpwEA3Ax3SAMADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADJQDAMBAOQAADEH/S3AARqa774lQRHi43TE+97p7enT5Uvcdj0M5AAiKiPBwZW1abneMz73ffP9/Jd15OQyr00p/+MMf9NhjjykxMVFbtmyxOw4AjFjD5pOD2+1WSUmJdu7cqfDwcC1cuFCzZ8/W1KlT7Y4GACPOsCmHuro6ff3rX9cXvvAFSVJSUpKqq6u1bNkyv74/JMTh93Pdf+9dg4mIARrInAxE+N3RARkXnwjU3N0fdV9AxkV//szf7Y4ZNuXQ2toqp9Pp23a5XDp27Jjf33/vAP6H/9aaxwcSDYMUHR0VkHG/8sIbARkXnwjU3BX/T35AxkV/QzF/w+aag9frlcPxSZNZltVvGwAQPMOmHMaPHy+Px+Pb9ng8crlcNiYCgJFr2JTDQw89pIMHD+rChQu6du2a3n33XcXHx9sdCwBGpGFzzWHcuHF65ZVXlJmZqevXr2vBggV68MEH7Y4FACOSw7Isy+4QAIDhZdicVgIADB+UAwDAQDkAAAyUAwDAQDkMYyxE+NnX2dmp1NRUnTt3zu4oGIANGzYoJSVFKSkpKioqsjuOLSiHYerfCxG+/fbb2r17t7Zt26bTp0/bHQsDcPToUWVkZKixsdHuKBiAuro67d+/X7t27dLu3bt14sQJ7du3z+5YQUc5DFP/uRBhZGSkbyFCfHaUl5crPz+fO/0/Y5xOp1avXq3w8HCNGjVKU6ZM0fnz5+2OFXTD5iY49HenCxHCfgUFBXZHwCBMmzbN93VjY6Peeecdbd261cZE9uCTwzDFQoSAvU6dOqVFixZp1apV+uIXv2h3nKCjHIYpFiIE7FNfX6+srCytWLFCTzzxhN1xbEE5DFMsRAjYo6WlRUuXLlVxcbFSUlLsjmMbrjkMUyxECNijrKxM3d3dKiws9O1buHChMjIybEwVfCy8BwAwcFoJAGCgHAAABsoBAGCgHAAABsoBAGCgHIAhdvbsWWVnZ9sdA7gjlAMwxM6fP6+Ghga7YwB3hPscgE85fPiwCgoKFBkZqY8++kjLly/Xxo0bdf36dY0ePVqvvvqqvvrVr+rMmTPKzc1VT0+PLMvSggULtHDhQiUnJ8vtdmvWrFkqKyvT3/72NxUXF+vatWsKCQnRsmXL9PDDD0uSNm7cqF27diksLEwxMTEqLCxUZGSkioqKVFNTo7Fjx+rBBx/UmTNntHnzZpt/MhhRLAD9HDp0yIqNjbXOnTtnNTQ0WKmpqdaFCxcsy7KsDz74wJozZ4710UcfWWvWrLE2btxoWZZltba2Wi+//LLV19dnHTp0yEpJSbEsy7I6OjqsxMRE6+zZs5ZlWda//vUvKz4+3mpubrb++Mc/WomJiVZHR4dlWZb105/+1CotLbW2bt1qPfXUU1ZXV5fV3d1tLVq0yHr66adt+ElgJGP5DOAmJkyYoIkTJ2rLli1qbW1VVlaW7zGHw6EPP/xQjz76qF599VUdO3ZMcXFxysvLU0hI/zO1f//73+XxeLR06dJ+3//Pf/5TBw8eVHJysu655x5J0po1ayRJS5Ys0bx58xQRESFJevLJJ/nUgKCjHICbiIyMlPTx0ulxcXF68803fY+1tLTI5XIpNjZWe/fuVV1dnQ4ePKhf/OIX2rlzZ79x+vr6NGXKFG3fvt23z+1267777tOhQ4f6LcN++fJlXb58WWFh/f+z/HThAMHAqw64hbi4OB04cEBnzpyRJNXW1uo73/mOurq6tGLFClVVVSklJUX5+fmKiorShx9+qNDQUF2/fl2SNHPmTDU1NenIkSOSpJMnTyopKUlut1sPPfSQ9u3bp87OTknSz3/+c/3mN79RQkKCKioq1NPTo97eXu3atcuef3mMaHxyAG5h6tSpWrdunX74wx/KsiyFhYXpl7/8pe666y69+OKLys3N1bZt2xQaGqpHHnlEs2bN0qVLlxQREaEFCxZo+/bteuutt1RUVKTu7m5ZlqWioiJNmjRJkyZN0unTp32rfU6dOlU/+clPFBkZqYaGBj3++OOKjIzUpEmTNGbMGJt/Ehhp+G0lYJjZv3+/2tvbNW/ePEnS66+/roiICK1cudLmZBhJKAdgmHG73Vq9erXa2trk9XoVGxurH//4xxo7dqzd0TCCUA4AAAMXpAEABsoBAGCgHAAABsoBAGCgHAAABsoBAGD4f9sZmyGU+q8EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resting_electrocardiographic = sns.countplot(x='restecg', data=df, palette='deep')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- rest_ecg : resting electrocardiographic results\n",
    "    - 0 and 1 is almost the same\n",
    "    - type 2 is negligible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trtbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalachh</th>\n",
       "      <th>exng</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slp</th>\n",
       "      <th>caa</th>\n",
       "      <th>thall</th>\n",
       "      <th>output</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>241</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>123</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>110</td>\n",
       "      <td>264</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>144</td>\n",
       "      <td>193</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>302 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     age  sex  cp  trtbps  chol  fbs  restecg  thalachh  exng  oldpeak  slp  \\\n",
       "0     63    1   3     145   233    1        0       150     0      2.3    0   \n",
       "1     37    1   2     130   250    0        1       187     0      3.5    0   \n",
       "2     41    0   1     130   204    0        0       172     0      1.4    2   \n",
       "3     56    1   1     120   236    0        1       178     0      0.8    2   \n",
       "4     57    0   0     120   354    0        1       163     1      0.6    2   \n",
       "..   ...  ...  ..     ...   ...  ...      ...       ...   ...      ...  ...   \n",
       "298   57    0   0     140   241    0        1       123     1      0.2    1   \n",
       "299   45    1   3     110   264    0        1       132     0      1.2    1   \n",
       "300   68    1   0     144   193    1        1       141     0      3.4    1   \n",
       "301   57    1   0     130   131    0        1       115     1      1.2    1   \n",
       "302   57    0   1     130   236    0        0       174     0      0.0    1   \n",
       "\n",
       "     caa  thall  output  \n",
       "0      0      1       1  \n",
       "1      0      2       1  \n",
       "2      0      2       1  \n",
       "3      0      2       1  \n",
       "4      0      2       1  \n",
       "..   ...    ...     ...  \n",
       "298    0      3       0  \n",
       "299    0      3       0  \n",
       "300    2      3       0  \n",
       "301    1      3       0  \n",
       "302    1      2       0  \n",
       "\n",
       "[302 rows x 14 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='caa', ylabel='age'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,10))\n",
    "sns.violinplot(x='caa',y='age',data=df)\n",
    "sns.swarmplot(x=df['caa'],y=df['age'],hue=df['output'], palette='deep')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observation:**\n",
    "\n",
    "- This swarmplot gives us a lot of information.\n",
    "\n",
    "- Accoring to the figure, people belonging to caa category '0' , irrespective of their age are highly prone to getting a heart attack.\n",
    "\n",
    "- While there are very few people belonging to caa category '4' , but it seems that around 75% of those get heart attacks.\n",
    "\n",
    "- People belonging to category '1' , '2' and '3' are more or less at similar risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Peter\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x219f65d6c70>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4OKxWK6NHj8ZisWCxWFiwYMFZHyQXVdOuXTtee+01Xn31VXRdJzU1lYcfftjoWHXe5MmTmThxIgMHDqy0mzkcVfbZzczMZOfOnTz//POG5dOUkptSCSGEqB45sC6EEKLapIgIIYSoNikiQgghqk2KiBBCiGqrV2dnHT1ahK7X7HkEjRvHkZfnrNE2QyWSsoLkDaVIygqRlTeSskLleU0mjUaNTr9+62T1qojouqrxInKi3UgRSVlB8oZSJGWFyMobSVnh7PJKd5YQQohqkyIihBCi2upVd5YQQpyqpKQIp/MYfn/wA2lWJjs7uFtEhIvsbBOaZiIuLp7o6MqPf5RHiogQot4qKSmisPAo8fGJWK22GhkGyGIx4fNFThExmzVKSlwcO1Y6sGZVC4l0Zwkh6i2n8xjx8YnYbPZ6O46cpmnYbHbi4xNxOo9V+flSRIQQ9Zbf78NqNeC+5GHIarVVq0tPurNE3eQvwZ7zEeaiH9H8LnxxF+BpMghlq/jeGaJ+qq97IKeq7u9BioioW5RO9IEXiPn1SUzeoyg00KxoyoMyx1LS4naKzp0G5sgaDlzUniiTE5O/sNrPN/k19HIGR9fNDlx6XDnP+B+n08mcOQ8zd+78MtMPH87g9ddfY9q0Wfz3v1v4+99f5rnnXq52xpokRUTUGZqvgAbbxmHL+xRP499T3HoS3viegAmLcwfRB54nZt8zWPM+p6Drm+jRLY2OLMKQyV+InrHmLBrQyr14z5QyBLTKi0hhYQE//7z7tOlHjmSSkXGo+plCSIqIqBM073EafpeOpeA7CjsswJVyC5y0e+5r0I3CTq/gbpqOY8ftxG8ZyrHuq9GjWxiYWoiyFix4ktzcHKZNu5/9+3+lYcN47HY7R4/mc/hwBk89NY/LLvs9x48f47777iE3N5sLLujEffdNwWazkZZ2BQMGXMaOHduIiYlh1qzHaNbsHJ57bgH/+c83mEwa/fr9jvHjb6+xzHJgXUQ+3UeDbTdiKfiOgi5v4Go+vkwBOZkn8UqOX/wBmu8YDf97FZo3v5bDClGxP/95Mk2aJHLvvfdx4MB+Zs16lAULXmDixPs5//wO/OUvUwDIzDzMpEmTef31dyguLmbFivcBOHbsKJ06deH119/h978fxIIFT3LkSCZff72J119/mxdf/Dv79v2K2+2uscxSRETEi93zMLb8Lyi8YBGepLQzLu9rcCHHL3wPc8lBHNsngIqcc/pF/dGoUQLNmp1T7ryuXS+iRYuWaJrGoEFD+O67rQDYbHaGDBkGwJVXpvHf/26hSZNE7HY7d901nn/+823uuuse7HZ7jeWUIiIimjX3E2L2L6Sk+a24z7kh6Of54nviTH0Ce946Yn6df+YnCFHLKvtDbzabAz/rusJiKT0yYTJpgbOsdF1hNpuxWCy8/PI/uO22uzh+/Dh33nkLBw7sr7GcckxERCzNV4Bj1734YtvjbD8XqOKZNecMwXc0jZi9j2Nq0h3d0aHSxYM5u0aIs2E2m/H7/eVMt5SZvm3b9xw5coSkpCTWrPk3PXr0AsDlcrFhw5f07dufjz76gB49evPTTz/yzDNPsmjRS1x88SX8/PNuDhzYT8uWrWoksxQREbFi98zG5Mrg2CUfB07ZreqZNSUNehOb8wW27/9EcZv7QKv4IxHM2TVCnI2EhMY0bZrMX//6SJnprVu3xuks5NFHH2TYsBG0aXMuc+fOJi8vl4sv7k5a2ojAsp999gmvvPICjRsnMnPmwyQkNKZTpy6MG/cHoqKi6Ny5Kz179q6xzJpS5ZzQXEfl5TlrfJz/xEQHOTnVP6e8NkVSVqg8r9m5m0Zf98SVcjPODs8EpseozCqfnmkp+D+iM/6OK2kE3sYDK1zOlDKEYq1ZtfKGm0jKCqHLe+TIfpKTy34jP+vrRCo4xbc29mT79u3Ohg1bqvSck8f6OvX3YTJpNG5ceWbZExERKfbnmShzLEVtZ5x1Wz5HF3yxF2DPXYOvwcUoa8MaSCgilUuPO6s9TovZhK+8kzXq6PkbcmBdRBzr0Y3Yc9dS3OZ+lK3J2TeoabiS00H5sOd8ePbtCWGQqu6F1AQpIiLixOydh25LoqTFHTXWprIl4m00AMvx/2ByH6mxdoWo66SIiIhiOfY1tvzPKW79ZzBH12jb7saXg8mGLeejGm1XhDMNJdcJAfz2e6j6IIxSREREidn7JLq1CSXNb6n5xi2xeBIuw1r4f5hKDtR8+yLs2GxRHDuWi8/npR6dY1SGUgqfz8uxY7nYbFUfmFQOrIuIYXbuxp63rvRgurnqt/EMhifhMqxHv8Ke829KWt4VknWI8NGoUSJO53Hy87PQ9dOvz6gOkymybo9rMpkAjejoOOLiqn5SiRQRETGiD/4NZbJT0vzW0K3EHIWn8eVEZa/EXLwHf8x5oVuXMJymaTgc8Tgc8TXWZn07fVq6s0RE0Lz5RB1eiiv5DzVzRlYlvI36olsaYstZHdL1CFEXSBERESHq8FI0vYSSlneGfmUmG56Ey7AU78FUUnNjDAlRF0kREeFPKaIOLcbb8FL8jk61skpvfC+UKRpb3qe1sj4hIpUUERH2rMc2Yyn+OTRnZFXEHIWnUR8shf+H5smpvfUKEWGkiIiwF5WxGN3SEHfTUbW6Xm+j/qCZsOV9VqvrFSKSSBERYU3zFWDPWok7eTSYY2p13craEG+DS7Ae/xbN56zVdQsRKaSIiLBmy/oATXfhana9Iev3Nr4MTXmxHv3SkPULEe6kiIiwFpX5Nr6YtvgaXmLI+nV7Mr64TliPbgTdY0gGIcKZFBERvor2Yzv6Fe5m14FW9TF9aoqnUV9Mfifm7HWGZRAiXMkV66JWVemGPz8vBkBrehkxKjOop1g0LzW9v+CPPR/d2hjroXeg2W013LoQkU2KiKhVVbp97YF38Ee1wH90JxzdGdRTtJS+Z5GuokZNeON7Y89Zhdm5G3/c+TW/DiEilHRnibCkefKgaB++BhcaHQUAb3wPlGYlKuPvRkcRIqxIERFhyVL4fwB4HV0NTlJKWRz4kwYRdfht8BcbHUeIsCFFRIQla8H3ENMy5IMtVoW3+XWYfMewZ/3L6ChChI2QFpFVq1YxdOhQBg0axJIlS06bv2vXLtLT0xk8eDAzZszA5/MBsHXrVkaPHs2IESO46aabyMjIAKCgoIDbb7+dK6+8khtuuIGcHBmOoi7SvPmYXfsh4SKjo5Shx1+CL/Z8og+9ZnQUIcJGyIpIVlYWzzzzDEuXLmXFihW8++677Nmzp8wykydPZtasWaxduxalFMuWLQtMf+yxx1i5ciXDhw/nscceA2DBggV0796d1atXc8011zBnzpxQxRcGshSUdmWRcLGxQU6labjOGYf1+BbMRT8bnUaIsBCyIrJp0yZ69uxJfHw8MTExDB48mDVr/ndWTkZGBi6Xi27dugGQnp7OmjVr8Hg8TJw4kdTUVADOP/98MjNLT+/8/PPPGT58OABpaWl8+eWXeL3eUL0EYRBr4ff47SkQlWR0lNO4k0ej0LAfWWZ0FCHCQshO8c3OziYxMTHwOCkpiW3btlU4PzExkaysLGw2GyNGjABA13Wee+45Lr/88tOeY7FYiIuLIz8/n6ZNmwaVqXHjuLN+XeVJTHSEpN1QMDxrUT44KrmPs+colOyD5qXvAUdly5bHasFW1ecEK9ZObFIrSP49sdn/JLbH3NMugjT891sFkZQVIitvJGWFs8sbsiKi6zraSR8wpVSZx2ea7/F4mDp1Kj6fjzvuuKPcdSilfrs/cHDy8pzouqrKyzijSLoVZjhkjVFu9EJXhfOt+f8hCnDaOhIHFFaybHnsDXy4q/icYJkauCkuLsTe+GoaHLmLo3vW44vvEZgfDr/fYEVSVoisvJGUFSrPazJpZ/zyHbLurOTk5DIHvnNyckhKSqpwfm5ubmB+UVERt912Gz6fjxdffBGr1QqU7s3k5uYC4PP5KCoqIj4+PlQvQRjA4tyB35aEsge3d2kET9JwlCmaqMx3jY4ihOFCVkR69+7N5s2byc/Pp6SkhI8//pj+/fsH5qekpGC329m6dSsAK1euDMyfPHkyrVq1YsGCBdhstsBzBgwYwIoVKwD46KOP6N69e6DAiDrA78JctAd/XO3cvbC6lKUB7sSh2LOWy6CMot4LWXdW06ZNmTRpEuPGjcPr9TJ69Gi6dOnChAkTuPfee+ncuTPz589n5syZOJ1OOnbsyLhx4/jhhx9Yv3495513HqNGld6EKCkpiVdeeYWJEycydepUhg0bhsPhYP78+aGKLwxgKfoRDT8+R0ejo5yRu9kfiMp6H1veejyJVxodRwjDaEqpmj1IEMbkmIjxWWNUZoVjZ0UdfgtL4U6c7R8DzYzDEVX1YyIpfXFnbKiJqKcxpQyhWGtW+kD30vjL9ngSBlDY5R9AePx+gxVJWSGy8kZSVgjjYyJCVInSMTt/wBfXATSz0WnOzGTFnZyOPecj8BcZnUYIw0gREWHBVLIfk78InyO8j4eczJ00Ek13Ycv9xOgoQhhGiogICxbnDhQmfLGpRkcJmje+F7o1AXv2B0ZHEcIwUkREWLA4d+CPaQvmGKOjBM9kwZ04FFvuWjlLS9RbUkSE4TRPHmb3EXxx4X9W1qk8ScMx+Qqw5n9hdBQhDCFFRBjO4twBEFHHQ07wJFyGbo7Dnv2h0VGEMIQUEWG40qvUm6JsiWdeONyYo/A0GYQ950PQ/UanEaLWSRERxvK7MBf9gj8Cu7JO8CSlYfLkQO5mo6MIUeukiAhD/e8q9cjryjrB02QQSrPBweVGRxGi1kkREYayOHegTDH4o1sbHaXalKUBnsa/g0P/gvozAIQQgBQRYaRIu0q9Ep7EYVC0D3PRj0ZHEaJWSRERhglcpR7mo/YGw9NkEAC23I8NTiJE7ZIiIgwTuEo9LnKuUq+IHpUC8V1KLzwUoh6RIiIMY3HujLyr1CtzzlCsxzajeY8bnUSIWiNFRBhC8+ZjdmdG5FXqFTpnKJryY83/zOgkQtQaKSLCEJbCnQB1q4g06YVuaSjHRUS9ErI7GwpRGYtzJ7otEWVPMjpK0CxmnRh/ZsULlNjRG/fGnrsWXc8ALfjvaLrZgUuv/OY/QoQjKSKi9uluzMU/4W3Uz+gkVaL5i9Eru2uiIwqvKYFoTw788hp6dIug2zalDAFNioiIPNKdJWqdpegnNOWvE6f2nsof1wEAS9EPBicRonZIERG1zly4A2WKwh9zrtFRapyyOPBHtcTilCIi6gcpIqJ2KR2L8wd8sZF/lXpFfHEXYCrZDz6597qo+6SIiFplKtyJyV+Az1GHzso6hS+uAxoKS9Fuo6MIEXJSREStMud8jkLDH9vB6Cgho0e1RJlisBTtMjqKECEnRUTUKnPuZ+jRrVGWOnwmkmbCF9u+dDBGGdVX1HFSREStMbkyMRfurFsXGFbAF9cBk68Ak/uw0VGECCkpIqLWnBicsD4UEX9s6aCSMjS8qOukiIhaY8v5CD0qBd3ezOgoIaes8fjtzbA4pYiIuk2KiKgVmq8QW/5n+BMvB00zOk6t8MemYi75BXS30VGECBkpIqJWWPPWo+lufEmXGx2l1vhiU9GUH3PRHqOjCBEyUkRErbBnr0K3NkZveJHRUWqNP6YtSrPKqb6iTpMiIkJP92DL/Rh34pVgqkdjfpqs+GPOwyIH10UdJkVEhJz16FeYfMfxJA03Okqt88V1wOTJQfPkGh1FiJCQIiJCzp79Icociyfhd0ZHqXW+3071lb0RUVdJERGhpXRs2f/G0/hyMEcbnabWKVsSujUBs5zqK+qokBaRVatWMXToUAYNGsSSJUtOm79r1y7S09MZPHgwM2bMwOfzlZm/YMECFi1aFHj87bff0qNHD0aMGMGIESOYNm1aKOOLGmA5vgWz5wjupDSjoxhD0/DFpmIp/gmU78zLCxFhQlZEsrKyeOaZZ1i6dCkrVqzg3XffZc+esqc6Tp48mVmzZrF27VqUUixbtgyAwsJCpk+fzuLFi8ssv2PHDsaPH8/KlStZuXIlc+fODVV8UUPsOR+iNAueJoOMjmIYf2wqmu7GXLzP6ChC1LiQFZFNmzbRs2dP4uPjiYmJYfDgwaxZsyYwPyMjA5fLRbdu3QBIT08PzF+/fj2tW7fmlltuKdPm9u3b2bBhA8OHD+fOO+8kM7OS+10L4ymFPWsF3oT+KGsjo9MYxhfbHoUJs5zqK+qgkBWR7OxsEhMTA4+TkpLIysqqcH5iYmJg/siRI7n99tsxm8vetMjhcDB27FhWrVrFgAEDmDRpUqjiixpgKfw/zCX7cDdNNzqKsczR+KPbyBAook4K2Un7uq6jnTS8hVKqzOMzzS/P7NmzAz9ff/31PPXUUxQWFuJwOILK1LhxaIYfT0wMbv3hoFazZnwEmhlHh+tw2H9bb1E+OKKCbsJRhWUBsFqwVfU5Ndh2hXkbd4JDK3FEecDa4PT5sXZiY2v3fRRJ71uIrLyRlBXOLm/IikhycjJbtmwJPM7JySEpKanM/JycnMDj3NzcMvNPpes6L7300ml7KKfurVQmL8+Jrtfs/R0SEx3k5BTWaJuhUqtZlSLh13fwJwzgeIENKF1vjHKjF7qCasLhiKIwyGVPsDfw4a7ic2qq7crymiztiAVKsv4PX8NLTp/fwE1xce29jyLpfQuRlTeSskLleU0m7YxfvkPWndW7d282b95Mfn4+JSUlfPzxx/Tv3z8wPyUlBbvdztatWwFYuXJlmfmnBTWZWLduHWvXlg4nvmLFCrp27UpMTEyoXoI4C9KVVZYelYJujsPilOMiom4JWRFp2rQpkyZNYty4cYwcOZK0tDS6dOnChAkT2L59OwDz589n7ty5DBkyhOLiYsaNG1dpm/PmzeONN95g2LBhvP/++zz22GOhii/Okj1rBUoz404cZnSU8KCZ8Meej7loNyjd6DRC1JigurPuuecerr/+enr37l2lxocPH87w4WWHunjllVcCP6empvLee+9Vut6TtWvXjnfeeadKGYQBlMKetRxvwgCUrbHRacKGL64D1oKtmFwZ6NEtjI4jRI0Iak/kiiuu4IUXXmDw4MG89tprHDt2LMSxRCQLdGUljTI6Sljxx54PIKP6ijolqCJy1VVX8dZbb/HCCy+Ql5fH6NGjmTx5Mtu2bQt1PhGBAl1Z9fUq9QooSwP89uZyy1xRpwR9TETXdfbv38++ffvw+/00btyYhx9+mIULF4Yyn4g00pVVKV9cKubiX8EfmjPIhKhtQR0TeeaZZ1i+fDktWrRgzJgxPPvss1itVoqLi7nsssu49957Q51TRIgTXVnFrf9idJSw5I/tgJb3CZbin/A5uhgdR4izFlQRyc/P55VXXiE1NbXM9JiYGJ566qmQBBORSbqyKuePaY0y2TE7f5QiIuqEoLqz/H7/aQXkxN5H3759az6ViEzSlXVmmgVfTPvSg+uqZi98FcIIle6JPPTQQ2RlZbF161by8/MD030+HwcPHgx5OBFZpCsrOP64VKzO7WieHJS94lEahIgElRaR0aNH8/PPP7N7924GDx4cmG42mwOj7wpxgnRlBed/dzvchVeKiIhwlRaRzp0707lzZ/r06UPTpk1rK5OIREphz/oX3kb9pSvrDJStCbotEYvzR7wJA4yOI8RZqbSITJw4kWeffZbbbrut3PmrVq0KSSgReSyF2zCX/EpxaxmePxi+2FSsx74B3Qsmq9FxhKi2SovIhAkTAHjwwQdrJYyIXPasf/3WlTX8zAsLfLEdsB39CnPxL/jjUs/8BCHCVKVFpFOnTgBceumlHDx4kBYtWvD555+zc+fOMw6WKCJXlMmJyV+FoayVIirrPfRGPYi2ekBVfMdJi+bFUwMZI50/th1Ks2FxbpciIiJaUNeJzJo1C4CbbrqJmTNn0q9fP6ZPn86iRYtCGk4Yw+QvRM9Yc+YFTyzvOoSp5ACuhr3O+DwtRU4JB8BkwxeXiqVwO+6mVxudRohqC+o6kR07dvDwww+zbt06Ro0axdy5c8nIyAh1NhEhLAXfoTDJxXNV5HN0weQ7jsklp8uLyBVUEVFKYTKZ2LhxIz179gTA5ZKxfwSgFNaC7/HHnoeyhOb2w3WVL+4CFCYshduNjiJEtQVVRFq2bMmECRM4dOgQl156KX/5y184//zzQ51NRACTOwOTNxef40Kjo0Qecyz+mLZSREREC+qYyNy5c1m3bh0XX3wxVquV7t27M3LkyBBHE5HAUvC9dGWdBZ+jC1FZ76MV/QpxzYyOI0SVBbUnEhMTQ/fu3SkoKGDnzp106dKFvXv3hjqbCHdKYS38Hn+MdGVVl89RegakJWe9wUmEqJ6g9kSeffZZ/v73v9O48f+uRNY0jfXr5Y1fn5nchzF5cvAkXGZ0lIilrAmlN6rK+QTayPVYIvIEVURWrlzJxx9/LEOfiDJKu7I06co6Sz5HZ2y5a9Dc2TIgo4g4QXVnNWvWTAqIOI0l0JXlMDpKRPM5uqChsGd/YHQUIaosqD2RXr168cQTT/D73/+eqKiowPSOHTuGLJgIbyZ3FmZPNq5G/Y2OEvF0ezP02LbYs5bjalH+OHVChKugisjy5csBWLPmf1cjyzGR+s1SuA3434FhcRY0DV/ToVj3PofJlYkeJWdpicgRVBH59NNPQ51DRBhL4Xb8US1Q1kZGR6kTfE2vxLZ3Efbsf1HS8o9GxxEiaEEdEykqKmL27NncdNNNHDt2jFmzZlFUVBTqbCJMad7jmF375YB6DVKxbfE6umA/stzoKEJUSVBF5LHHHsPhcJCXl4fdbsfpdAYGZRT1j8VZeoW1z9HZ4CR1i7tpOtbj32Iq2W90FCGCFlQR2bVrF5MmTcJisRAdHc38+fPZtWtXqLOJMGUp3I5ubYJuSzY6Sp3iTk4HSu/NIkSkCKqImExlF/P7/adNE/WEvwRz0c+lXVmaZnSaOkWPbo23wcXSpSUiSlCV4JJLLuHJJ5/E5XLx1Vdfcffdd9OjR49QZxNhyOLchYZfurJCxJ18NdbC7zEX/Wx0FCGCElQRuf/++4mJicHhcLBgwQJSU1N54IEHQp1NhCGLcxu6OQ5/dGujo9RJ7qbpKDTsR5YZHUWIoJyxiKxbt46xY8fy6quvcujQIRwOBxdddBF2u7028olwovxYnLvwxXUCTbozQ0GPOgdvwu+IOvwOKN3oOEKcUaXXiaxevZpnnnmGe++9l9TUVDRNY/v27cyZMwe3282gQYNqK6cIA+bivWi6C79DRioIJdc5Y2iwYwLWoxvxJvQzOo4Qlaq0iLzxxhv84x//4JxzzglMa9u2LV27dmX69OlSROoZi/MHFGZ8Me2NjlKnuZOGo5sdRGUulSIiwl6lfRJFRUVlCsgJbdq0we12hyyUCE9m5078sW3BHHXmhUX1mWNwNx2FPWsF+JxGpxGiUpUWEbPZXOE8pVSNhxHhS/PkYfZk4YuTrqza4D5nDJq/SEb2FWEvpEdHV61axdChQxk0aBBLliw5bf6uXbtIT09n8ODBzJgxA5/PV2b+ggULWLRoUeBxQUEBt99+O1deeSU33HADOTk5oYwvTmJx/gCAL/YCg5PUD974XvijWxOV+bbRUYSoVKVFZPfu3Vx00UWn/bvwwgv56aefKm04KyuLZ555hqVLl7JixQreffdd9uzZU2aZyZMnM2vWLNauXYtSimXLSk9rLCwsZPr06SxevLjM8gsWLKB79+6sXr2aa665hjlz5lTnNYtqsDh3olubyE2Taoum4Wo2Blv+F5hKDhidRogKVXpgfd26ddVueNOmTfTs2ZP4+HgABg8ezJo1a7j77rsByMjIwOVy0a1bNwDS09NZuHAhY8aMYf369bRu3ZpbbrmlTJuff/55YI8mLS2N2bNn4/V6sVqt1c4pgqB7MBfvwRvf2+gk9YrrnOuJ3ftXog4vobjtNKPjCFGuSotISkpKtRvOzs4mMTEx8DgpKYlt27ZVOD8xMZGsrCwARo4cCVCmK+vU51gsFuLi4sjPzw/6rouNG8dV67WcSWJi5NzZL6isRfngOOng+bGfQXmxJXXD5jjLg+pWS5XacFR1fVVsv6bbrnLeE2LtxMaeum06QfIVxB55i9hLHwVTxccoqyOS3rcQWXkjKSucXd6g7idSHbquo500tpJSqszjM80PhlKqSmN45eU50fWaPSEgMdFBTk5hjbYZKsFmjVFu9EJX4LE9+zusmg0nLeGk6dVhb+DDHWQbDkcUhVVcX1Xar6oztV2dvCeYGrgpLj5929iSxtLwyDiO//gvPImDq9V2eSLpfQuRlTeSskLleU0m7YxfvkN2YD05ObnMge+cnBySkpIqnJ+bm1tmfnmSkpLIzc0FwOfzUVRUFOguEyGiFJaiXfhi24MpZN85RAU8iUPRbYlEZfzD6ChClCtkRaR3795s3ryZ/Px8SkpK+Pjjj+nf/3/3405JScFut7N161YAVq5cWWZ+eQYMGMCKFSsA+Oijj+jevbscDwkxk+cIJm8+fjm11xgmG65zbsSWuwaT67DRaYQ4TciKSNOmTZk0aRLjxo1j5MiRpKWl0aVLFyZMmMD27aU3NZo/fz5z585lyJAhFBcXM27cuErbnDhxIt9//z3Dhg1j6dKlcmOsWhA4tTdOTu01SknKODTlJ+rwW0ZHEeI0Ie2fGD58OMOHDy8z7ZVXXgn8nJqaynvvvVfh8++5554yj+Pj4/nb3/5WsyFFpczOH/Dbz0FZ442OUm/pMW3xJPyOqIw3KG5zvwx+KcKKvBtFxfzFmIv3yl5IGHCl3IzZdQBr3nqjowhRhhQRUSFL0W40dDkeEgbcSWnotkSiD71mdBQhypAiIipkcf6AMsXgj25ldBRhslGSchO2nNWYSvYbnUaIACkionxKx+z8AV9cKmg1e5GbqB5X8/GgmWRvRIQVKSKiXCbXQUx+pxwPCSN6VHM8icOIyngD/CVGxxECkCIiKlB6AyoNf2wHo6OIk5S0uB2TNx971nKjowgBSBERFbA4d6JHt0JZQjPemKgeb6N++GJTiT7wMsg9fUQYkCIiTufOxew6KF1Z4UjTKGkxAWvhd1gKthidRojQXmwoIpMl70sAuYthLbKYdWL8mcEtnPw71M+xOPY/jbvz02dcXDc7cOmyRylCQ4qIOI0593N0S0N0e/VvBSCqRvMXo2dsCHp5b8NLsGatRjkuQVkbVbqsKWUIaFJERGhId5YoS/dizttY2pVVxaH5Re3xNOoPKKxHvzI6iqjnpIiIMqzHNqP5nXJWVphTtsb4HF2xHd0EutvoOKIekyIiyrDlfozSrPhizzc6ijgDT+PL0PQSrMe+MTqKqMekiIgybLlr0RtdAuYQ3WJW1Bg9ujX+6NbY8j8HpRsdR9RTUkREgKlkH5ai3fiaDDA6igiSJ+EyTN48LIXbjY4i6ikpIiLAlrMWAH+T3xkbRATN5+iMbm2MLW+9XHwoDCFFRATYc9fiiz4XFdPa6CgiWJoZT+OBmF37MRf/ZHQaUQ9JERGl/EVYj36FJ3Gw0UlEFXkb9kC3NMCWu87oKKIekiIiALDlf4mmu/E0kSIScUxWPAmXYSn+GVPJPqPTiHpGiogAfju11xyLt1Efo6OIavA26oMyx2CXvRFRy6SICFAKW+5aPAmXgcludBpRHSY7nkYDsDh3YHJlGJ1G1CNSRARm5w+YXYfwNBlkdBRxFjwJ/VAmO7bcj42OIuoRKSICW27pqb1SRCKcORZPowFYC7/H5DpkdBpRT0gREdhz/o3X0Q096hyjo4iz5Gl8GcoUgz3n30ZHEfWEFJF6zuTKxHr8P3iS0oyOImqCOQZP499jcf6AuXiv0WlEPSBFpJ6z/faN1Z003OAkoqZ4EvqhmxuUblu5il2EmBSRes6evQpfTFv8salGRxE1xWTH0+QKLMV7MBftNjqNqOOkiNRjmvdo6VXqScPlBlR1jDe+N7o1AXv2B6D8RscRdZgUkXrMlrsWTflwJ8rxkDrHZMGdNByzOwPL4eVGpxF1mBSResye/SF+WzK+ht2NjiJCwOe4EF/0udj2PI3mPW50HFFHSRGpr/wl2HI/wZM0DDR5G9RJmoa7aTp4jxLz65NGpxF1lPz1qKdseZ+i6cW4k64yOooIIT26Bb5zrib6wIuYi342Oo6og6SI1FP27JXolni8jfoaHUWEmKftJJQpitjdU+WUX1HjpIjUR/4SbNkflu6FmKxGpxGhZm9C8XkzsOetw571vtFpRB0T0iKyatUqhg4dyqBBg1iyZMlp83ft2kV6ejqDBw9mxowZ+Hw+AA4fPswNN9zAkCFDuOuuuygqKgLg22+/pUePHowYMYIRI0Ywbdq0UMavs+w5qzH5nbibXWN0FFFLSlrcgbfBhcTtnoLmzTc6jqhDQlZEsrKyeOaZZ1i6dCkrVqzg3XffZc+ePWWWmTx5MrNmzWLt2rUopVi2bBkAjzzyCGPGjGHNmjV06tSJF154AYAdO3Ywfvx4Vq5cycqVK5k7d26o4tdp9iP/xG9Llq6s+kQzU3jBc2jefGJ/etDoNKIOCVkR2bRpEz179iQ+Pp6YmBgGDx7MmjVrAvMzMjJwuVx069YNgPT0dNasWYPX6+U///kPgwcPLjMdYPv27WzYsIHhw4dz5513kpmZGar4dZbmzceW+zHu5NGgmY2OI2qR39GZklb3En34Tcj6zOg4oo4IWRHJzs4mMTEx8DgpKYmsrKwK5ycmJpKVlcXRo0eJi4vDYrGUmQ7gcDgYO3Ysq1atYsCAAUyaNClU8esse9YHaMorXVn1VNG5U/FHt4FvbgOf0+g4og6whKphXdfRThpKQylV5nFF809dDgg8nj17dmDa9ddfz1NPPUVhYSEOhyOoTI0bx1XrtZxJYmJw6w8Hjrzl4GhPo3P7VTzUSVE+OKJCE8BqwVaFth1VzVHF9mu67SrnrULb1RZrJzb2xHvUAX1eh08GkHjgIejxcmjWGQKR9DmLpKxwdnlDVkSSk5PZsmVL4HFOTg5JSUll5ufk5AQe5+bmkpSUREJCAoWFhfj9fsxmc+B5uq7z0ksvcfvtt2M2/68b5uSfzyQvz4mu1+wpjomJDnJyCmu0zVBJjD2Oyv6C4nOnUpxb8bfQGOVGL3SFJIO9gQ93kG07HFEUVjFHVdqvqjO1XZ28wbZ9NkwN3BQXn/Qe1bqReMED8MM8jjsux5N4ZUjWW5Mi6nMWQVmh8rwmk3bGL98h687q3bs3mzdvJj8/n5KSEj7++GP69+8fmJ+SkoLdbmfr1q0ArFy5kv79+2O1WunevTsfffQRACtWrKB///6YTCbWrVvH2rVrA9O7du1KTExMqF5C3bP/HTQU7mTpyqr3Oj+CL64zjh/uRvPknHl5ISoQsiLStGlTJk2axLhx4xg5ciRpaWl06dKFCRMmsH37dgDmz5/P3LlzGTJkCMXFxYwbNw6Ahx56iGXLljF06FC2bNnCn//8ZwDmzZvHG2+8wbBhw3j//fd57LHHQhW/7lEK9i7G2+Bi/LHnGZ1GGM1sp6DzK2i+Ahw775aLEEW1haw7C2D48OEMH172ZkevvPJK4OfU1FTee++9056XkpLCm2++edr0du3a8c4779R80HrAemwzHP8B1wXPGR1FhAl/3AUUtZtN3O4pRO9/jpLW9xgdSUQguWK9nog69HewNsCVfLXRUUQYKWlxJ+6kEcTumYXl2NdGxxERSIpIPaB58rBnrYA248Aca3QcEU40jcILnsMf1YoG225G8+QanUhEGCki9UDU4SVoygPn3WF0FBGGlLUhBV3fwOTNo8H2W0H3GR1JRJCQHhMRYUDpRB36O974nljjO0EEnXooaobFrBPjP2V0h6J8YpT7f4/jEvGkPoT9h+nE774XT2pwQ6PoZgcuPTTXX4nIIEWkjrPmf4mlZC8Fbaci4/XWT5q/GD1jQ9mJjqjTrgXyEIuWMBDbobfwe0vwJvTnTEwpQ0CTIlKfSRGp46IPvYZubYQ7aaTRUUQEcCcNR/NkY89ajm5LxB/XwehIIszJMZE6zFT8K7bsVbhSbgZziIbUEHWLZsKVMg7dfg7RGYsxlew3OpEIc1JE6rCYA8+DZqakxZ1GRxGRxGSnpMXtKHMcMQdexOQ6ZHQiEcakiNRRmiePqIy3cDe7Fj2qmdFxRIRR1niKW92NMtmJPvACJtdhoyOJMCVFpI6KPvACml5Mcat7jY4iIpSyJlDc6m7QzEQfeB5TyQGjI4kwJEWkDtK8R4k++BLupBFyYFScFWVLpKTl3WCyEbN/EebCHUZHEmFGzs6KUFEmJyZ/+dd8WPcvxOQrwN9mPDHqpOsDTr02oAIWzYunpoKKiKfbm1LcehLRB18m+tCruJuOwtuof8X3oxH1ihSRCGXyF6JnrDltuuZzYt3/Kl5HF/wF+6Bg3/9mlnNtQHm0FLn3uihLWRpQ3OoeojLeJCprOebiPbiT/2B0LBEGpDurjrHlfgy6B0/iMKOjiLrGZMfVfDyupBFYnDuJ2TsXc/YnRqcSBpMiUodonjysRzfgje+Jbk82Oo6oizQT3sYDKW59P8rSkKhtf6Lh1hFYjv/X6GTCIFJE6hB79grQzHiaDDE6iqjj9KhzKG5zH+5207AUbqPRt7+jwf+NLR1OXm5wVa/IMZE6wuz8EWvhNtyJaShrvNFxRH2gWeDccZSkjMa6fzG2A//Anr0SPbYd3pRr8TcdgrInVbt5GdwxMkgRqQt0L1FZ76Nbm+BJuMzoNKIe0fzF6FkbcEe1w33eLKwF/8V6dBP2n+bAT3PwR7XC5+iMz9EZ3da0Smd0yeCOkUGKSB1gy12LyZNNcYu7wCSbVBjEZMcb3wtvfC9M7kwshduxFG7HnvMh9pwP0a1N8Dk64YvriD/m3NI9GRHxZCtGOJPrELa89XgbXoo/LtXoOEIAoNub4bE3w9NkEJr3GBbnDiyFO7Ae3YAt/3OUKQpfbCo+Ryf8sR1QFtnjiFRSRCKZ7iEq4w2UOQ5X05FGpxGiXMoaj7dRX7yN+oLuxlL0E2bnTiyFO7EWfo/ChD/uArwNL8EX10n2piOMbK0IZs/+ALMnq7QbS+6dLiKByR44RuJO1jG5DmEt+A5LwVainTvQzbF44/uUFhwREaSIRCjzkY+wHf0KT8LvpBtLRCbNhB7dEnd0S9xJwzEX7cZ6dCO2vHXY8tbjK/oe17mz0GPONTqpqIQUkQhkdv6AfdcMfNFtcCcNNzqOEGdPM+GP64A/rgOaJwdb/pdYsz4i4cgHuM4ZC5fMBhoanVKUQy42jDCaO4uG312LMsfiSrlFznARdY6yJeJOvpqSPutwNR9P1OG34IPziNnzKPiLjI4nTiFFJIJovkIafn8tJk8u7m5/Q1nlm5mou5Q9CWfqfPL7/BdapBP765MkbOyO/cj7clV8GJEiEin8xTT47loshdso6LIYvUEnoxMJUSv06FbQZylHu69FtzWhwfZbaLhlKObC7UZHE0gRiQw+Jw2/uxbrsU0UdnwZT+KVRicSotb5GvXiWI/PKezwLJaiXTT6uh9xuyahefKMjlavSREJc5o7m/j/XoX12EYKO72Eu9k1RkcSwjiaGVfzW8jv8x0lLW4nKuMfJGzsRvS+RaDLrdSMIEUkjFmOb6HRN/2xFO6koMubuJtdZ3QkIcKCsjaiKPUJjvbcjK/hJcT9PIOETZdgz3wXlN/oePWKnNoTjpTCnrkUx64/o9uSOXrpJ/gdnY1OJUStsph1Yvy/3d65ols7xzbEe+Hz6LlfYvv5SRrsmIC+dw7eNnfhazoMTNZy25YRgmuOFJEwY3JlEPfjX7DnfIQnYQAFnf+BsjU2OpYQtU7zF6NnbCh9cIZbO+uAt8VdWAq3Yctdi33nFKw/zsEb3wNvfK/TPkMyQnDNkSISLnQvUYf+Tuye2WjKh7PdY5S0/KOMIyREsDQTvgbd8Dm6YHb+gO3YZmx5n2DPW1c6JH1cB3xxF6BHNTc6aZ0if6GMpnuIOryUmF+fwuzajyfhMgo7LECPaWN0MiEik2bC7+hEiaMTmvcY1uPfYnHuLN1DyV2D0qyow4uxOS5Aj2mFsiejopJLb+ZmjkNZYsEcA1o1Dxm7fdSnP63155WGGVPxL0RlvkNUxluY3Rl4G1yMM/WJ0lvbVuHGPUKIiilrPJ4mg0qHpPc5MRftxuw6gEU5sWSuQtOLK36uyY7SrGCyVfC/FaXZSv83RaEscShzA2g9GLNqi25LQlkbVb8YRYiQFpFVq1bx4osv4vP5uOmmm7jhhhvKzN+1axczZsygqKiI7t2788gjj2CxWDh8+DCTJ08mLy+PNm3aMH/+fGJjYykoKOD+++/n4MGDJCQksGDBAhITE0P5EmqO7sNSsBVb/hfYctdiPf4fFBrehN9R2PE5vAkDpXgIEULKEoev4cX4Gl4MKX1xZ2wAfwkm3zE07zE0fxGa7gbdjaa7fvvZi6a8oHvQlKf0se5C0wv+N133gu5CQy9d0eHXSTixTs2Cbj8HPSoFv/0c9Kjm6FHn4I9qjm4v/V/ZEiO60ISsiGRlZfHMM8+wfPlybDYb1113HT169OC8884LLDN58mQee+wxunXrxvTp01m2bBljxozhkUceYcyYMQwbNoznn3+eF154gcmTJ7NgwQK6d+/Oyy+/zIoVK5gzZw4LFiwI1UuoHr8Ls+sQJtchzCW/YnHuwFy4E0vhdkz+QhQaPkdXnO0exZ18DXrUOUYnFqL+Mkejm6PB3uzs2lF6aUHyFxKb3JmCQhcmTzYmdxYmVwYm92GsBVsxZa8qLUYnP1Wz/lZozsEflYJuTyn9P/Bzc5StSdgWmpAVkU2bNtGzZ0/i4+MBGDx4MGvWrOHuu+8GICMjA5fLRbdu3QBIT09n4cKFXHPNNfznP//h+eefD0y/8cYbmTx5Mp9//jlLliwBIC0tjdmzZ+P1erFayz+N71QmUzW+6et+og6/hcl9uPQbB140vfQbCboHdpfQqOQYmr8AzVuASS87QJxuisMf1w5P4z/iib8EX8MepX2vJzJVPREAmrKg2RxVe5LFjmYL4ndlslW97WBVpe1g81a3/ao6U9vVyRts22ejvLbPJuuZ2q4pJ7ddU3nLa7vGNESRDEn98Driy19EKTTfUczuI2juLEyeI5jdRzC5s9A8WVjdmZic/1duoVHmOJQ5FmWORpljSv+ZYkpPY9YsoJlRmgUwg+m3n3+b7mkyCF/cBRUmr+hvYzB/M0NWRLKzs8t0NSUlJbFt27YK5ycmJpKVlcXRo0eJi4vDYrGUmX7qcywWC3FxceTn59O0adOgMjVqVM0bNyX+qdLZlf0STb/9swJR1Vt7BeKgSdXvsxDsSY22JqEbm6sqbVfnJEwjs5/NSaO1nbumTnCtrdw1fUJuKHM3jqlsrgNoWaX2tN/+VVf0GeY3blz9327I9o90XUc7qY9fKVXmcUXzT10OOO3xyc8xmcJzF08IIeqDkP0FTk5OJicnJ/A4JyeHpKSkCufn5uaSlJREQkIChYWF+P3+056XlJREbm4uAD6fj6KiokB3mRBCiNoXsiLSu3dvNm/eTH5+PiUlJXz88cf0798/MD8lJQW73c7WrVsBWLlyJf3798dqtdK9e3c++ugjAFasWBF43oABA1ixYgUAH330Ed27dw/6eIgQQoiapykVuru7rFq1ipdeegmv18vo0aOZMGECEyZM4N5776Vz5878+OOPzJw5E6fTSceOHZk7dy42m42MjAymTp1KXl4ezZo14+mnn6Zhw4YcO3aMqVOncvDgQRwOB/Pnz6d5c7n6VAghjBLSIiKEEKJuk6PSQgghqk2KiBBCiGqTIiKEEKLapIgIIYSoNikiVbBy5UqGDRvGsGHDmDdvHlA6vMvw4cMZNGgQzzzzjMEJwel0kpaWxqFDh4CK8+3atYv09HQGDx7MjBkz8Pl8YZH33XffJS0tjeHDhzNt2jQ8Hk9Y5z3hrbfeYuzYsYHH4ZD31Kzfffcd1157LcOGDeO+++4L+9/thg0buOqqq0hLS+OBBx4Im7zPPfdc4O/AE088AYT356y8vDX6OVMiKMXFxeqSSy5ReXl5yuv1qtGjR6v169erAQMGqAMHDiiv16vGjx+vPv/8c8Myfv/99yotLU117NhRHTx4UJWUlFSYb9iwYeq7775TSik1bdo0tWTJEsPz7t27V11xxRWqsLBQ6bquHnjgAbV48eKwzXvCzz//rPr166duvPHGwDSj856atbCwUPXp00ft2rVLKaXUpEmTApmMzlpeXqWU6t+/v9qzZ49SSql77rlHLVu2zPC8GzduVH/4wx+U2+1WHo9HjRs3Tq1atSpsP2fl5X3ppZdq9HMmeyJB8vv96LpOSUkJPp8Pn89HXFwcrVq1okWLFlgsFoYPH86aNWsMy7hs2TIeeuihwBX+27ZtKzdfeYNfGpH71Lw2m42HHnqIuLg4NE2jffv2HD58OGzzAng8HmbNmsW9994bmBYOeU/NunHjRrp160ZqaioAM2fO5IorrgiLrOXlhdLPnNPpxO/343a7sdvthudNTExk6tSp2Gw2rFYrbdu2Zd++fWH7OSsvr8fjqdHPmdyUKkhxcXFMnDiRK6+8kujoaC655JJyB5k8MVikEebMmVPmcUX5Khr8sradmjclJYWUlBQA8vPzWbJkCXPnzg3bvABPPfUUV199dZmLXsMh76lZ9+/fT0xMDJMmTWLv3r1cdNFFTJ06lR9++MHwrFD+7/bhhx9m7NixxMXF0bx5c4YMGcLOnTsNzduuXbvAz/v27WP16tXceOONYfs5Ky/v22+/TevWrYGa+ZzJnkiQfvzxR95//30+++wzvvrqK0wmE/v27at0kEmjVTTI5ZkGxzRaVlYWN910E1dffTU9evQI27wbN24kMzOTq6++usz0cMzr9/vZsGED9913H8uXL6ekpISXX345LLNC6Zh58+fP58MPP2TDhg107dqVuXPnhk3en3/+mfHjx/PAAw/QokWLsP+cnZz3RAGpqc+ZFJEgbdiwgV69etG4cWNsNhvp6el88803lQ4yabSKBsGsaPDLcPDLL79w3XXXMWrUKP70p9Ih+MM174cffsjPP//MiBEjmDlzJjt27ODPf/5zWOZt0qQJXbt2pUWLFpjNZq688kq2bdsWllkBtmzZQvv27WnZsiUmk4lrr72Wb7/9Nizybt26lZtvvpm//OUvjBo1Kuw/Z6fmhZr9nEkRCVJqaiqbNm2iuLgYpRSffvopXbt25ddff2X//v34/X4+/PDDMoNMGq2ifBUNfmk0p9PJrbfeysSJExk/fnxgerjmnTt3LqtXr2blypU89thjdOrUiQULFoRl3r59+7Jz504yMzMB+Oyzz+jYsWNYZgVo374927ZtC4zavX79ejp37mx43szMTP70pz8xf/58hg0bBoT356y8vDX9OZNjIkHq27cvP/zwA+np6VitVjp37sw999xDnz59uOeee3C73QwYMIAhQ4YYHTXAbrfz+OOPl5tv/vz5ZQa/HDdunMFp4b333iM3N5fFixezePFiAAYOHMjEiRPDMm9lwi1vs2bNmD17NnfeeSdut5sOHTowZcqUsMwK0LZtWyZOnMi4ceMwm820atWK2bNnA8bmfe2113C73Tz++OOBadddd13Yfs7Kyzt06NAa/ZzJAIxCCCGqTbqzhBBCVJsUESGEENUmRUQIIUS1SRERQghRbVJEhBBCVJsUESFq0Pjx48nPzz9t+j//+U+WLFkCwKJFiwKnqwoR6aSICFGDNm7cWO70rVu34nK5ajmNEKEnFxsKUUOmTZsGwE033cSePXsYPHgwu3fv5r777uPTTz9l48aNREVFAaXDTtxwww0cP36cDh06BEZVHThwIMOGDWPjxo0UFhZyyy23MGbMGIqKipg2bRr79+/HZDLRsWNHZs+ejckk3wOFseQdKEQNmTt3LgCvv/46zZo1o127dqxevZorrriCgQMHcvPNN3PDDTcAcODAARYtWsSqVatQSvHiiy8G2jl+/Djvv/8+b775JgsXLmT37t2sW7eOoqIiVq5cyXvvvQfAwYMHa/9FCnEKKSJChEj37t0rnHfFFVeQkJCApmlcffXVbNq0KTBvzJgxaJpGcnIy/fr1Y+PGjVx88cXs2bOHsWPH8vLLL3PTTTfRqlWr2ngZQlRKiogQIRITE1PhPLPZHPhZ13Uslv/1LJ/8s67rmEwmWrRowbp167j99ttxOp3ccsstfPrpp6EJLkQVSBERogaZzeZy70t96vRPP/2U48eP4/f7WbZsWZnRUlesWAHA4cOH2bhxI/3792fp0qVMmzaNvn37Mnny5MCAoEIYTQ6sC1GDhgwZwtixYykqKiozvX///mVGUm3bti133HEHBQUFXHzxxdx+++2BeYcOHSI9PR2Xy8XMmTM599xzSU5O5ttvv2Xo0KFER0fTrFkzxo4dW2uvS4iKyCi+QoSRgQMH8uyzz9K5c2ejowgRFOnOEkIIUW2yJyKEEKLaZE9ECCFEtUkREUIIUW1SRIQQQlSbFBEhhBDVJkVECCFEtUkREUIIUW3/Dx6IIjR9RKDGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.color_palette(\"dark\")\n",
    "plt.title('Checking Outliers of resting blood pressure (in mm Hg)')\n",
    "sns.distplot(df.trtbps, label='resting blood pressure', kde=True, bins=10, color='orange')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Peter\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x219f7943e80>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Checking Outliers of cholistrol')\n",
    "sns.distplot(df.chol, label='Cholistrol', kde=True, bins=10, color='green')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Peter\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x219f78afac0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Checking Outliers of maximum heart rate achieved')\n",
    "sns.distplot(df['thalachh'],label='maximum heart rate', kde=True, color = 'brown' )\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Observations:**\n",
    "\n",
    "- trtbps (resting blood pressure) and chol looks like they are normally distributed, with some outliers highly skewed towards right.\n",
    "- In case of thalachh (maximum heart rate) the data is highly skewed towards right!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "## we have to remove outlier to make it normally distributed\n",
    "## so now we will identify the outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x219f654a910>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2340x2340 with 169 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_pair_grid=sns.PairGrid(df,hue=\"output\")\n",
    "df_pair_grid.map(plt.scatter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Pair plot helps us to see data destribution and identfy outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "## now we will export our preprocessed model and start to modelling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Export our dataframe in a new csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('df_EDA.csv', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}