{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Visualization can be done by implementing Python libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First import different libraries like pandas, numpy, seaborn, matplotlib" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Read data from the csv file" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(\"heart_failure_clinical_records_dataset.csv\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageanaemiacreatinine_phosphokinasediabetesejection_fractionhigh_blood_pressureplateletsserum_creatinineserum_sodiumsexsmokingtimeDEATH_EVENT
075.005820201265000.001.91301041
155.0078610380263358.031.11361061
265.001460200162000.001.31291171
350.011110200210000.001.91371071
465.011601200327000.002.71160081
..........................................
29462.00611381155000.001.1143112700
29555.0018200380270000.001.2139002710
29645.0020601600742000.000.8138002780
29745.0024130380140000.001.4140112800
29850.001960450395000.001.6136112850
\n", "

299 rows × 13 columns

\n", "
" ], "text/plain": [ " age anaemia creatinine_phosphokinase diabetes ejection_fraction \\\n", "0 75.0 0 582 0 20 \n", "1 55.0 0 7861 0 38 \n", "2 65.0 0 146 0 20 \n", "3 50.0 1 111 0 20 \n", "4 65.0 1 160 1 20 \n", ".. ... ... ... ... ... \n", "294 62.0 0 61 1 38 \n", "295 55.0 0 1820 0 38 \n", "296 45.0 0 2060 1 60 \n", "297 45.0 0 2413 0 38 \n", "298 50.0 0 196 0 45 \n", "\n", " high_blood_pressure platelets serum_creatinine serum_sodium sex \\\n", "0 1 265000.00 1.9 130 1 \n", "1 0 263358.03 1.1 136 1 \n", "2 0 162000.00 1.3 129 1 \n", "3 0 210000.00 1.9 137 1 \n", "4 0 327000.00 2.7 116 0 \n", ".. ... ... ... ... ... \n", "294 1 155000.00 1.1 143 1 \n", "295 0 270000.00 1.2 139 0 \n", "296 0 742000.00 0.8 138 0 \n", "297 0 140000.00 1.4 140 1 \n", "298 0 395000.00 1.6 136 1 \n", "\n", " smoking time DEATH_EVENT \n", "0 0 4 1 \n", "1 0 6 1 \n", "2 1 7 1 \n", "3 0 7 1 \n", "4 0 8 1 \n", ".. ... ... ... \n", "294 1 270 0 \n", "295 0 271 0 \n", "296 0 278 0 \n", "297 1 280 0 \n", "298 1 285 0 \n", "\n", "[299 rows x 13 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot the graphs using different attributes of the dataset" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Ejection Fraction')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.bar(x=data['age'],height=data['ejection_fraction'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Ejection Fraction')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Platelets level')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,4))\n", "plt.bar(x=data['age'],height=data['platelets'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Platelets level')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Serum Sodium')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,4))\n", "plt.bar(x=data['age'],height=data['serum_sodium'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Serum Sodium')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Creatinine Phosphokinase')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcMAAAEGCAYAAAAZo/7ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAePElEQVR4nO3de7BdZZ3m8e8j4SIohktgYkIMtBFFWhBPc5EuGsHmLkGFEdpLhsKOU6JCO20bZmom3SAOWJYoToNGSXdwlIg0FBFo6HS42FY3l0QuEi6TCAgRJMGEoKJA5Jk/1ntgk5yzz0o4e++cvZ5P1a6917vetfZvcTj5nfdd73pf2SYiIqLJXtPrACIiInotyTAiIhovyTAiIhovyTAiIhovyTAiIhpvXK8D6ISdd97ZU6dO7XUYERGxGVmyZMlTticMta8vk+HUqVNZvHhxr8OIiIjNiKSfD7cv3aQREdF4SYYREdF4HU2Gkv5K0lJJ90q6TNI2knaXdJukZZK+L2mrUnfrsr287J/acp6zSvmDko7sZMwREdE8HUuGkiYBnwEGbO8NbAGcDJwPXGB7GrAGOK0cchqwxvabgQtKPSTtVY57O3AUcJGkLToVd0RENE+nu0nHAa+VNA7YFngCOAy4ouyfB5xQPk8v25T9h0tSKZ9v+znbDwPLgf07HHdERDRIx5Kh7V8AXwYepUqCa4ElwNO215VqK4BJ5fMk4LFy7LpSf6fW8iGOeYmkmZIWS1q8atWq0b+giIjoW53sJt2BqlW3O/BGYDvg6CGqDi6boWH2DVf+ygJ7ju0B2wMTJgz5GElERMSQOtlN+l7gYdurbL8AXAm8Gxhfuk0BJgOPl88rgN0Ayv43AKtby4c4JiIi4lXrZDJ8FDhQ0rbl3t/hwH3ATcCJpc4M4OryeUHZpuy/0dViiwuAk8to092BacDtHYw7IiIapmMz0Ni+TdIVwE+AdcCdwBzgWmC+pC+UskvKIZcA35G0nKpFeHI5z1JJl1Ml0nXA6bb/0Km4Y/Mxdda1G5Q9ct6xPYgkIvpdR6djsz0bmL1e8UMMMRrU9u+Bk4Y5z7nAuaMeYEREBJmBJiIiIskwIiKiL1et6Be5ZxYR0R1pGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUZERON1LBlK2lPSXS2vZySdKWlHSQslLSvvO5T6knShpOWS7pG0X8u5ZpT6yyTN6FTMERHRTB1LhrYftL2v7X2BdwHPAlcBs4BFtqcBi8o2wNHAtPKaCVwMIGlHYDZwALA/MHswgUZERIyGbnWTHg78zPbPgenAvFI+DzihfJ4OXOrKrcB4SROBI4GFtlfbXgMsBI7qUtwREdEA3UqGJwOXlc+72n4CoLzvUsonAY+1HLOilA1X/gqSZkpaLGnxqlWrRjn8iIjoZx1PhpK2Ao4HfjBS1SHK3Kb8lQX2HNsDtgcmTJiw8YFGRERjdaNleDTwE9tPlu0nS/cn5X1lKV8B7NZy3GTg8TblERERo6IbyfAUXu4iBVgADI4InQFc3VL+sTKq9EBgbelGvQE4QtIOZeDMEaUsIiJiVIzr5MklbQv8OfCJluLzgMslnQY8CpxUyq8DjgGWU408PRXA9mpJ5wB3lHpn217dybgjIqJZOpoMbT8L7LRe2a+oRpeuX9fA6cOcZy4wtxMxRkREZAaaiIhovCTDiIhovCTDiIhovCTDiIhovCTDiIhovCTDiIhovCTDiIhovNrJUNJ2nQwkIiKiV0ZMhpLeLek+4P6yvY+kizoeWURERJfUaRleQLWm4K8AbN8NHNLJoCIiIrqpVjep7cfWK/pDB2KJiIjoiTpzkz4m6d2Ay9qEn6F0mUZERPSDOi3D/0o1gfYkqrUF92WYCbUjIiLGohFbhrafAj7chVgiIiJ6os5o0i9J2l7SlpIWSXpK0ke6EVxEREQ31OkmPcL2M8BxVN2kbwE+19GoIiIiuqhOMtyyvB8DXJZV5iMiot/UGU36Q0kPAL8DPilpAvD7zoYVERHRPSO2DG3PAg4CBmy/APwWmF7n5JLGS7pC0gOS7pd0kKQdJS2UtKy871DqStKFkpZLukfSfi3nmVHqL5M0Y9MuNSIiYmh15yadBHxQ0seAE4Ejah73NeB6228F9qF6PnEWsMj2NGBR2QY4GphWXjOBiwEk7QjMBg4A9gdmDybQiIiI0VBnNOls4Ovl9R7gS8DxNY7bnmratksAbD9v+2mqVuW8Um0ecEL5PB241JVbgfGSJlJNBbfQ9mrba4CFwFH1LzEiIqK9Oi3DE4HDgV/aPpWqhbd1jeP2AFYB/yDpTknfLitf7Gr7CYDyvkupPwlonfZtRSkbrvwVJM2UtFjS4lWrVtUILyIiolInGf7O9ovAutLaW0mV6EYyDtgPuNj2O6nuNc5qU19DlLlN+SsL7Dm2B2wPTJgwoUZ4ERERlTrJcLGk8cC3gCXAT4Dbaxy3Alhh+7ayfQVVcnyydH9S3le21N+t5fjJwONtyiMiIkZFnenYPlk+fkPS9cD2tu+pcdwvJT0maU/bD1J1td5XXjOA88r71eWQBcCnJM2nGiyz1vYTkm4AvtgyaOYI4Kz6lxgRMXZMnXXtkOWPnHdslyNpljrPGSJpEvCmwfqSDrH9oxqHfhr4blnt4iHgVKrW6OWSTgMeBU4qda+jerB/OfBsqYvt1ZLOAe4o9c7Og/8RETGaRkyGks4HPkTVohtcx9DAiMnQ9l3AwBC7Dh+irhlmNQzbc4G5I31fRETEpqjTMjwB2NP2c50OJiIiohfqDKB5iJfnJ42IiOg7dVqGzwJ3SVoEvNQ6tP2ZjkUVERHRRXWS4YLyioiI6Et1Hq2YN1KdiIiIsWzYZCjpctv/WdJPGXrGl3d0NLKIiIguadcyPKO8H9eNQCIiInpl2NGkg5NpA3vZ/nnri2q5pYiIiL5Q59GK/ynpsMENSZ+n5uK+ERERY0Gd0aTHA9dI+hzVOoJvpcZ6hhEREWNFndGkT0k6HvhXqlUrTixTp0VERPSFdqNJf80rR5FuRbWO4YmSbHv7TgcXERHRDcMmQ9uv72YgERERvVJ3CafjgUPK5s22r+lcSBEREd014mhSSedRPXM4uDDvGaUsIiKiL9RpGR4D7Gv7RQBJ84A7gVmdDGysGmqV6qxQHRGxeavznCHA+JbPb+hEIBEREb1SJxn+b+BOSf9YWoVLgC/WObmkRyT9VNJdkhaXsh0lLZS0rLzvUMol6UJJyyXdI2m/lvPMKPWXSZqx8ZcZERExvBGToe3LgAOBK8vrINvzN+I73mN7X9sDZXsWsMj2NGARL3e3Hg1MK6+ZwMVQJU9gNnAAsD8wezCBRkREjIa63aSvAZ4C1gBvkXTICPXbmQ4MLgs1DzihpfxSV24FxkuaCBwJLLS92vYaYCHVTDgRERGjYsQBNJLOBz4ELAVeLMUGflTj/Ab+RZKBb9qeA+w6OAm47Sck7VLqTgIeazl2RSkbrnz9OGdStSiZMmVKjdAiIiIqdUaTngDsafu5TTj/wbYfLwlvoaQH2tTVEGVuU/7KgirRzgEYGBjIdHEREVFbnW7Sh4AtN+Xkth8v7yuBq6ju+T1Zuj8p7ytL9RXAbi2HTwYeb1MeERExKoZNhpK+LulC4FngLknfLKM9LyzlbUnaTtLrBz8DRwD3AguAwRGhM4Cry+cFwMfKqNIDgbWlO/UG4AhJO5SBM0eUsoiIiFHRrpt0cXlfQpWoNtauwFWSBr/ne7avl3QHcLmk04BHgZNK/euoHvBfTpWATwWwvVrSOcAdpd7ZtldvQjwRERFDajdR9+CITyRtRbWOoYEHbT8/0oltPwTsM0T5r4DDhyg3cPow55oLzB3pOyMiIjZFndGkxwDfBH5GNZhld0mfsP3PnQ4uIiKiG+qMJv0K1YPzywEk/RFwLZBkGBERfaHOaNKVg4mweIiXR4BGRESMeXVahkslXQdcTnXP8CTgDkkfALB9ZQfji4iI6Lg6yXAb4Engz8r2KmBH4H1UyTHJMCIixrQRk6HtU7sRSERERK/UGU36JeALwO+A66kelzjT9v/tcGwREZuVLN7dv+oMoDnC9jPAcVRTo70F+FxHo4qIiOiiOslwcF7SY4DLMvtLRET0mzoDaH5YVpv4HfBJSROA33c2rIiIiO6ps9L9LOAgYMD2C8BvqRbijYiI6At1BtBsCXwUOKRMun0L8I0OxxUREdE1dbpJL6a6b3hR2f5oKft4p4KKiIjopjrJ8E9st64+caOkuzsVUERERLfVGU36hzI5NwCS9gD+0LmQIiIiuqtOy/BzwE2SHqJawulNlIV3IyIi+kGd6dgWSZoG7EmVDB+w/VzHI4uIiOiSOt2kAO8C9qaaiu1Dkj5W9wskbSHpTknXlO3dJd0maZmk70vaqpRvXbaXl/1TW85xVil/UNKRdb87IiKijhGToaTvAF8G/hT4k/Ia2IjvOAO4v2X7fOAC29OANcBppfw0YI3tNwMXlHpI2gs4GXg7cBRwkaQtNuL7IyIi2qpzz3AA2Mu2N/bkkiYDxwLnAp9V9aDiYcBflCrzgL+lelRjevkMcAXwf0r96cD80jX7sKTlwP7Af2xsPBEREUOp0016L/CfNvH8XwX+BnixbO8EPG17XdleAUwqnycBjwGU/WtL/ZfKhzjmJZJmSlosafGqVas2MdyIiGiiYVuGkn5ItXjv64H7JN0OvDRwxvbx7U4s6Thgpe0lkg4dLB6iqkfY1+6YlwvsOcAcgIGBgY1uxcarN9TyNjA2l7jJUj0RzdKum/TLr/LcBwPHSzoG2AbYnqqlOF7SuNL6mww8XuqvAHYDVkgaB7wBWN1SPqj1mIiIiFdt2G5S27cAO1ANmNnG9i2tr5FObPss25NtT6UaAHOj7Q8DNwEnlmozgKvL5wVlm7L/xnKfcgFwchltujswDbh9Yy80IiJiOO26SS+iGsH578A5kva3fc4ofOfngfmSvgDcCVxSyi8BvlMGyKymSqDYXirpcuA+YB1wuu3MgBMREaOmXTfpIcA+tv8gaVvg34BNSoa2bwZuLp8fohoNun6d3wMnDXP8uVQjUiMiIkZdu9Gkzw+2wGw/y9ADWSIiIsa8di3Dt0q6p3wW8EdlW4Btv6Pj0UVERHRBu2T4tq5FERER0UPDJkPbP+9mIBEREb1Sd6LuiIiIvpVkGBERjVcrGUp6raQ9Ox1MREREL9RZwul9wF3A9WV7X0kLOh1YREREt9RpGf4t1UPyTwPYvguY2rmQIiIiuqtOMlxne23HI4mIiOiROov73ivpL4AtJE0DPkM1X2lERERfqNMy/DTVhN3PAZcBzwBndjKoiIiIbhqxZVjmJf0f5RUREdF3RkyGkt4C/DXVoJmX6ts+rHNhRUREdE+de4Y/AL4BfBvIOoIREdF36iTDdbYv7ngkERERPVJnAM0PJX1S0kRJOw6+Oh5ZREREl9RpGc4o759rKTOwx+iHExER0X0jtgxt7z7Ea8REKGkbSbdLulvSUkl/V8p3l3SbpGWSvi9pq1K+ddleXvZPbTnXWaX8QUlHbvrlRkREbGjYlqGkw2zfKOkDQ+23feUI534OOMz2byRtCfxY0j8DnwUusD1f0jeA04CLy/sa22+WdDJwPvAhSXsBJ1M96/hG4F8lvcV2BvNERMSoaNcy/LPy/r4hXseNdGJXflM2tywvA4cBV5TyecAJ5fP0sk3Zf7gklfL5tp+z/TCwnGqu1IiIiFHRbqX72eX91E09uaQtgCXAm4G/B34GPG17XamyAphUPk8CHivfuU7SWmCnUn5ry2lbj2n9rpnATIApU6ZsasgREdFAdR663xr4IBs+dH/2SMeWrsx9JY0HrgLeNlS1wa8aZt9w5et/1xxgDsDAwMAG+yMiIoZTZzTp1cBaqhbec5vyJbaflnQzcCAwXtK40jqcDDxeqq0AdgNWSBoHvAFY3VI+qPWYiIiIV61OMpxs+6iNPbGkCcALJRG+Fngv1aCYm4ATgflUj21cXQ5ZULb/o+y/0bbLQsLfk/QVqgE004DbNzaeiIiI4dRJhv8u6Y9t/3Qjzz0RmFfuG74GuNz2NZLuA+ZL+gJwJ3BJqX8J8B1Jy6lahCcD2F4q6XLgPmAdcHpGkkZExGiqkwz/FPgvkh6m6iYV1WDRd7Q7yPY9wDuHKH+IIUaD2v49cNIw5zoXOLdGrBERERutTjI8uuNRRERE9FC7h+63t/0M8OsuxhMREdF17VqG36N6uH4JGz7ikLlJI/rY1FnXblD2yHnH9iCSiO5o99D9ceV99+6FExER0X0jTtQtaVGdsoiIiLGq3T3DbYBtgZ0l7cDL3aTbUz3vFxER0Rfa3TP8BHAmVeJbwsvJ8BmqeUajz+W+UUQ0Rbt7hl8Dvibp07a/3sWYIiIiumrE5wxtf13S3sBewDYt5Zd2MrCIiIhuqbNqxWzgUKpkeB3VQ/g/BpIMIyKiL4w4mpRq0uzDgV+WtQ33AbbuaFQRERFdVCcZ/s72i8A6SdsDK8kD9xER0UfqzE26uCzO+y2qUaW/IUsoRUREH6kzgOaT5eM3JF0PbF9WpIiIiOgLdWagkaSPSPpfth8Bnpa0wRJMERERY1Wde4YXAQcBp5TtX5OH7iMioo/UuWd4gO39JN0JYHuNpK06HFdERETX1GkZviBpC6plm5A0AXhxpIMk7SbpJkn3S1oq6YxSvqOkhZKWlfcdSrkkXShpuaR7JO3Xcq4Zpf4ySTM26UojIiKGUScZXghcBewi6VyqB+6/WOO4dcB/s/024EDgdEl7AbOARbanAYvKNlQP808rr5nAxVAlT2A2cACwPzB7MIFGRESMhjqjSb8raQnVg/cCTrB9f43jngCeKJ9/Lel+YBIwnWpGG4B5wM3A50v5pbYN3CppvKSJpe5C26sBJC0EjgIuq3+ZERERw2ubDCW9BrjH9t7AA5v6JZKmAu8EbgN2LYkS209I2qVUmwQ81nLYilI2XPn63zGTqkXJlClTNjXUiIhooLbdpGXmmbslbXJ2kfQ64J+AM20/067qUCG0KX9lgT3H9oDtgQkTJmxasBER0Uh1RpNOBJZKuh347WCh7eNHOlDSllSJ8Lu2ryzFT0qaWFqFE6mmd4Oqxbdby+GTgcdL+aHrld9cI+6IiIha6iTDv9uUE0sScAlwv+2vtOxaAMwAzivvV7eUf0rSfKrBMmtLwrwB+GLLoJkjgLM2JaaIiIihDJsMJb2Z6v7eLeuVHwL8osa5DwY+CvxU0l2l7L9TJcHLJZ0GPAqcVPZdBxwDLAeeBU4FsL1a0jnAHaXe2YODaSIiIkZDu5bhV6mS1/qeLfve1+7Etn/M0Pf7oBqZun59A6cPc665wNx23xebt6mzrt2g7JHzju1BJBERG2qXDKcONSG37cVldGhE1DDUHwKQPwYiNiftRpNu02bfa0c7kIiIiF5p1zK8Q9Jf2v5Wa2G517eks2FFNFu6lSO6q10yPBO4StKHeTn5DQBbAe/vdGARERHdMmwytP0k8G5J7wH2LsXX2r6xK5FFNEBagBGbhzpzk94E3NSFWCIiInqizqoVERERfS3JMCIiGi/JMCIiGq/O3KQR0acygCeikmQYGy3/gEZEv0k3aURENF6SYURENF6SYURENF6SYURENF6SYURENF5Gk0ZER2X0cYwFHWsZSporaaWke1vKdpS0UNKy8r5DKZekCyUtl3SPpP1ajplR6i+TNKNT8UZERHN1spv0H4Gj1iubBSyyPQ1YVLYBjgamlddM4GKokicwGzgA2B+YPZhAIyIiRkvHkqHtHwGr1yueDswrn+cBJ7SUX+rKrcB4SROBI4GFtlfbXgMsZMMEGxER8ap0+57hrrafALD9hKRdSvkk4LGWeitK2XDlG5A0k6pVyZQpU0Y57IixK/fsIka2uQyg0RBlblO+YaE9B5gDMDAwMGSd2FD+oYyI6H4yfFLSxNIqnAisLOUrgN1a6k0GHi/lh65XfnMX4oyIjZQ/rGIs63YyXADMAM4r71e3lH9K0nyqwTJrS8K8Afhiy6CZI4CzuhxzRDRMEnvzdCwZSrqMqlW3s6QVVKNCzwMul3Qa8ChwUql+HXAMsBx4FjgVwPZqSecAd5R6Z9tef1BORERPJXmOfR1LhrZPGWbX4UPUNXD6MOeZC8wdxdAiIiJeIdOxRURE4yUZRkRE420uj1bERsj9iYiI0ZVkGBGbnfzBF92WZNhGfiFjY+T/l4ixK8lwMzCa/4gOd67N9R/qbsXVjf/Gvba5xhWjp59+xpvbtWQATURENF6SYURENF6SYURENF6SYURENF4G0EREX9jcBmTE2JJk2CX5RY2IGFmv/q1MMoyIiJc09Q/3JMNotKb+4kfEK2UATURENF5ahhHR19L6jzrSMoyIiMZLy3ATDPWXJuSvzW7p1fyrw/3cI3otrd9Xb8y0DCUdJelBScslzep1PBER0T/GRMtQ0hbA3wN/DqwA7pC0wPZ9vY0sovvSChgd+e8YrcZKy3B/YLnth2w/D8wHpvc4poiI6BOy3esYRiTpROAo2x8v2x8FDrD9qZY6M4GZZXNP4MFRDmNn4KlRPudY0eRrh1x/k6+/ydcO/Xf9b7I9YagdY6KbFNAQZa/I4rbnAHM6FoC02PZAp86/OWvytUOuv8nX3+Rrh2Zd/1jpJl0B7NayPRl4vEexREREnxkryfAOYJqk3SVtBZwMLOhxTBER0SfGRDep7XWSPgXcAGwBzLW9tMthdKwLdgxo8rVDrr/J19/ka4cGXf+YGEATERHRSWOlmzQiIqJjkgwjIqLxkgyHIWkLSXdKuqZs7y7pNknLJH2/DOTpS5IekfRTSXdJWlzKdpS0sFz/Qkk79DrOTpA0XtIVkh6QdL+kgxp07XuWn/ng6xlJZzbl+gEk/ZWkpZLulXSZpG2a8rsv6Yxy3UslnVnKGvOzTzIc3hnA/S3b5wMX2J4GrAFO60lU3fMe2/u2PGM0C1hUrn9R2e5HXwOut/1WYB+q/wcace22Hyw/832BdwHPAlfRkOuXNAn4DDBge2+qwXon04DffUl7A39JNdvXPsBxkqbRkJ89JBkOSdJk4Fjg22VbwGHAFaXKPOCE3kTXM9Oprhv69PolbQ8cAlwCYPt520/TgGsfwuHAz2z/nGZd/zjgtZLGAdsCT9CM3/23Abfaftb2OuAW4P006GefZDi0rwJ/A7xYtncCni7/k0A1CcCkXgTWJQb+RdKSMs0dwK62nwAo77v0LLrO2QNYBfxD6SL/tqTtaMa1r+9k4LLyuRHXb/sXwJeBR6mS4FpgCc343b8XOETSTpK2BY6hmuikET97SDLcgKTjgJW2l7QWD1G1n59JOdj2fsDRwOmSDul1QF0yDtgPuNj2O4Hf0sfdQsMp98SOB37Q61i6qdwPmw7sDrwR2I7qd2B9ffe7b/t+qu7ghcD1wN3AurYH9Zkkww0dDBwv6RGq1TEOo2opji9dJ9Dn08HZfry8r6S6Z7Q/8KSkiQDlfWXvIuyYFcAK27eV7SuokmMTrr3V0cBPbD9Ztpty/e8FHra9yvYLwJXAu2nI777tS2zvZ/sQYDWwjOb87JMM12f7LNuTbU+l6iq60faHgZuAE0u1GcDVPQqxoyRtJ+n1g5+BI6i6UBZQXTf06fXb/iXwmKQ9S9HhwH004NrXcwovd5FCc67/UeBASduWcQKDP/+m/O7vUt6nAB+g+n+gKT/7zEDTjqRDgb+2fZykPahaijsCdwIfsf1cL+PrhHKdV5XNccD3bJ8raSfgcmAK1T8aJ9le3aMwO0bSvlQDp7YCHgJOpfqjse+vHaDcL3oM2MP22lLWiJ89gKS/Az5E1UV4J/BxqnuETfjd/zeq8REvAJ+1vahRP/skw4iIaLp0k0ZEROMlGUZEROMlGUZEROMlGUZEROMlGUZEROMlGUaMcZLeL8mS3trrWCLGqiTDiLHvFODHVJNERMQmSDKMGMMkvY5qCsHTKMlQ0mskXVTWpbtG0nWSTiz73iXpljIJ+w2DU21FNF2SYcTYdgLV+ov/D1gtaT+qqbSmAn9MNYPKQQCStgS+Dpxo+13AXODcXgQdsbkZN3KViNiMnUI1kTxUU4adAmwJ/MD2i8AvJd1U9u8J7A0srKbeZAuqpYoiGi/JMGKMKvNGHgbsLclUyc28PLfsBocAS20f1KUQI8aMdJNGjF0nApfafpPtqbZ3Ax4GngI+WO4d7gocWuo/CEyQ9FK3qaS39yLwiM1NkmHE2HUKG7YC/4lqYdoVVEtvfRO4DVhr+3mqBHq+pLuBu6jW64tovKxaEdGHJL3O9m9KV+rtwMFlvcaIGELuGUb0p2skjadal/GcJMKI9tIyjIiIxss9w4iIaLwkw4iIaLwkw4iIaLwkw4iIaLwkw4iIaLz/D0BDvaFTasDLAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,4))\n", "plt.bar(x=data['age'],height=data['creatinine_phosphokinase'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Creatinine Phosphokinase')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Serum Creatinine')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,4))\n", "plt.bar(x=data['age'],height=data['serum_creatinine'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Serum Creatinine')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = data.age\n", "y = data.serum_sodium\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = data.age\n", "y = data.platelets\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = data.age\n", "y = data.ejection_fraction\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = data.age\n", "y = data.creatinine_phosphokinase\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = data.age\n", "y = data.serum_creatinine\n", "plt.scatter(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pt = sns.distplot(data['platelets'])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "an = sns.distplot(data['anaemia'])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cp = sns.distplot(data['creatinine_phosphokinase'])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ef = sns.distplot(data['ejection_fraction'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " sc = sns.distplot(data['serum_creatinine'])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEHCAYAAACgHI2PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXhc5Xn38e8tjXbZki3JmyzZAssGL2BAtoGAQxIWQxJMCARD0kBCS2lC27RNm9C0NCXpkrdJSd8mbSAhCyFs4U1SX8WJgaTFbDZe8G5sy6vkRZIl25Ita537/WNGMAjJGlvLGY1+n8u+dOac55y5dS7Nb848c85zzN0REZHklRJ0ASIiMrgU9CIiSU5BLyKS5BT0IiJJTkEvIpLkQkEX0F1hYaFPnTo16DJERIaVtWvXHnH3op6WJVzQT506lTVr1gRdhojIsGJm+3pbpq4bEZEkp6AXEUlyCnoRkSSnoBcRSXIKehGRJKegFxFJcgp6EZEkp6AXEUlyCnoRkSSXcFfGikj8nli1/4za37GgdJAqkUSmI3oRkSSnoBcRSXIKehGRJKegFxFJcgp6EZEkp6AXEUlyCnoRkSSnoBcRSXJxBb2ZLTKz7WZWaWZf7mH5QjNbZ2YdZnZLD8tHm9kBM/vOQBQtIiLx6zPozSwV+C5wPTATuN3MZnZrth+4C3iil818DXjp7MsUEZGzFc8R/Xyg0t13u3sb8BSwOLaBu+91941AuPvKZnYJMB54fgDqFRGRMxRP0BcDVTGPq6Pz+mRmKcC3gL/so909ZrbGzNbU1dXFs2kREYlTPEFvPczzOLf/OWCZu1edrpG7P+LuFe5eUVRUFOemRUQkHvGMXlkNlMQ8ngwcjHP7lwFXmtnngFwg3cxOuPt7vtAVEZHBEU/QrwbKzawMOAAsAe6IZ+Pu/smuaTO7C6hQyIuIDK0+u27cvQO4D1gObAOecfctZvagmd0IYGbzzKwauBV42My2DGbRIiISv7huPOLuy4Bl3eY9EDO9mkiXzum28WPgx2dcoYiI9IuujBURSXIKehGRJKegFxFJcgp6EZEkp6AXEUlyCnoRkSSnoBcRSXIKehGRJKegFxFJcgp6EZEkp6AXEUlyCnoRkSSnoBcRSXIKehGRJKegFxFJcgp6EZEkp6AXEUlyCnoRkSSnoBcRSXJxBb2ZLTKz7WZWaWZf7mH5QjNbZ2YdZnZLzPy5Zva6mW0xs41mdttAFi8iIn3rM+jNLBX4LnA9MBO43cxmdmu2H7gLeKLb/Gbg0+4+C1gEfNvM8vtbtIiIxC8UR5v5QKW77wYws6eAxcDWrgbuvje6LBy7orvviJk+aGa1QBFwrN+Vi4hIXOLpuikGqmIeV0fnnREzmw+kA7t6WHaPma0xszV1dXVnumkRETmNeILeepjnZ/IkZjYR+CnwGXcPd1/u7o+4e4W7VxQVFZ3JpkVEpA/xBH01UBLzeDJwMN4nMLPRwHPA37j7yjMrT0RE+iueoF8NlJtZmZmlA0uApfFsPNr+l8Bj7v7zsy9TRETOVp9B7+4dwH3AcmAb8Iy7bzGzB83sRgAzm2dm1cCtwMNmtiW6+ieAhcBdZrY++n/uoPwmIiLSo3jOusHdlwHLus17IGZ6NZEune7rPQ483s8aRUSkH3RlrIhIklPQi4gkOQW9iEiSU9CLiCQ5Bb2ISJJT0IuIJDkFvYhIklPQi4gkOQW9iEiSU9CLiCQ5Bb2ISJJT0IuIJDkFvYhIklPQi4gkOQW9iEiSU9CLiCQ5Bb2ISJJT0IuIJDkFvYhIkosr6M1skZltN7NKM/tyD8sXmtk6M+sws1u6LbvTzHZG/985UIWLyHvVNrbw+Mp9PLxiF4+9vpffbD5Ma3tn0GVJwPq8ObiZpQLfBa4BqoHVZrbU3bfGNNsP3AV8sdu6Y4G/AyoAB9ZG1z06MOWLCEBn2Pmf7bW8tL2O9FAKE/MyOX6qne2Hm9h04Bg3XzyZc4tygy5TAtJn0APzgUp33w1gZk8Bi4G3g97d90aXhbutex3wgrs3RJe/ACwCnux35SLytv/eeJBVexqYW5LPDXMmkpsReWnvqz/Js2urefSVPdx8UTF3LCgNuFIJQjxdN8VAVczj6ui8eMS1rpndY2ZrzGxNXV1dnJsWEYD1VcdYtaeBK8sL+URFydshDzClIIc//mA55eNy+dX6A7y8U6+vkSieoLce5nmc249rXXd/xN0r3L2iqKgozk2LSG1jC7968wBTCrK5duaEHtukh1K4fX4p40Zl8rnH17GjpmmIq5SgxRP01UBJzOPJwME4t9+fdUXkNNydZ9dVk5ZqLJlXSmpKT8dVEZlpqXz6silkpady70/X0qIvaEeUeIJ+NVBuZmVmlg4sAZbGuf3lwLVmNsbMxgDXRueJSD8t31JD9dFTLJo9kbystD7b52en89Btc9l95CTfen77EFQoiaLPoHf3DuA+IgG9DXjG3beY2YNmdiOAmc0zs2rgVuBhM9sSXbcB+BqRN4vVwINdX8yKyNnrDDv/+sJ2CnMzmFuSH/d675tWyKcuLeUHr+xhzV69FEcKc4+3u31oVFRU+Jo1a4IuQySh/erNA3zh6fUsmVfCBZPjD/o7FpRysrWD6769glCK8ZsvLCQzLXUQK5WhYmZr3b2ip2W6MlZkmGnvDPPtF3dw3oRRzC7OO+P1czJCfOPjF7C3vpnvvbRrECqURKOgFxlmXthaw976Zr5w9XRSrPcvYE/nfdMK+cgFE/nP/91FVUPzAFcoiUZBLzLMPL5yH8X5WVwzc3y/tvOVD59Pihlff25r341lWFPQiwwjlbUneG1XPXcsOP3plPGYmJfFfR+cxvItNazYoQupkpmCXmQY+dmqfaSlGrfNK+m7cRx+/8oySsdm8w/PbaMznFgnZsjAiWesGxEZIk+s2t/rsraOME++sZ/zJ47m+S01A/J8GaFUvrToPD7/xDqeXVvFbfM0Fk4y0hG9yDCxsfoYLe1hFpQVDOh2b5gzgYtK8/nW8ztobusY0G1LYlDQiwwT6/YfpSg3g6kF2QO6XTPjKzecT21TKz94ec+AblsSg4JeZBg42tzG3vpm5pbmY2d5SuXpVEwdy3WzxvPwS7toONk24NuXYCnoRYaBDVXHALjwDK6CPVN/ed0MTrV36iKqJKSgF0lw7s76qmNMGZvN2Jz0QXueaeNGcdPcYn7y2l5qG1sG7Xlk6CnoRRLcoeMt1Da1Mrd08I7mu/zp1eV0hp3v/E/loD+XDB0FvUiC21B1jBSDOZPOfFybMzWlIIdbK0p48o39VB/V0AjJQufRiySwsDsbqo8xffwosjP6/3I93Xn6XUrGZBEOwxd/voGn7rms388pwdMRvUgCq2poprGl44yGIu6v/Ox0LirNZ83eo9Q1tQ7Z88rgUdCLJLDNB46TmmKcN2HUkD7vwvIiOsPOD1/VefXJQEEvkqDcnc0HGykflzvkNwcpHJXBrOI8Hn99H40t7UP63DLwFPQiCar66CmOn2o/q5uLDISrphfR1NrBT1/fF8jzy8BR0IskqM0Hj5NqxvkTRgfy/JPys7iyvJDHXt9Le2c4kBpkYMQV9Ga2yMy2m1mlmX25h+UZZvZ0dPkqM5sanZ9mZj8xs01mts3M7h/Y8kWSk7uz+cBxzh2XQ1Z6cPd0vfOyqdQ0tg7YaJkSjD6D3sxSge8C1wMzgdvNbGa3ZncDR919GvAQ8I3o/FuBDHefA1wC/GHXm4CI9O7g8RaONrczewjOnT+dD5w3jsljsnjs9b2B1iH9E88R/Xyg0t13u3sb8BSwuFubxcBPotPPAh+yyMhLDuSYWQjIAtqAxgGpXCSJbT3YiAHnTwym26ZLaorxqUunsGpPA28d1kt3uIon6IuBqpjH1dF5PbZx9w7gOFBAJPRPAoeA/cA33b2h+xOY2T1mtsbM1tTV6ZZmIm8dbmRKQTY5A3CRVH99oqKE9FCKvpQdxuIJ+p7GRO1+z7He2swHOoFJQBnwF2Z2znsauj/i7hXuXlFUVBRHSSLJ62hzG4eOtwR+NN9lbE46N144iV++eYAmnWo5LMUT9NVA7A0qJwMHe2sT7abJAxqAO4DfuHu7u9cCrwIV/S1aJJltOxTpIkmUoAe4Y0EpzW2d/HrT4aBLkbMQT9CvBsrNrMzM0oElwNJubZYCd0anbwF+5+5OpLvmgxaRA1wKvDUwpYskp7cONVGUm0FhbkbQpbztopJ8ygpz+H/rqoMuRc5Cn0Ef7XO/D1gObAOecfctZvagmd0YbfYoUGBmlcCfA12nYH4XyAU2E3nD+JG7bxzg30EkabS0d7L7yAnOnzi0Qx70xcy4+aJiVu1p0KiWw1Bc3/S4+zJgWbd5D8RMtxA5lbL7eid6mi8iPdtR00TYE6vbpstNFxXzrRd28Ks3D3DfB8uDLkfOgK6MFUkgWw81kpOeSsnYgb0B+EAoGZvNgrKx/GLdASI9szJcKOhFEkR7Z5gdNU2cN2E0KYNwA/CB8PGLJ7P7yEnWR+9hK8ODgl4kQaze00BLezjh+udjXT9nAhmhFP5rffcT7ySRKehFEsQL22oIpRjTxiVu0I/KTGPh9CKWbzlMOKzum+FCQS+SANydF7fVMG1cLumhxH5ZLpo1gUPHW9h44HjQpUicEvsvSmSE2F7TRFXDqcCGJD4TV58/nlCK8evNh4IuReKkoBdJAC9ujQwDPCOB++e75GWncfm0QpZvPqyzb4YJBb1IAnhhWy0XluQzOjMt6FLismjWBPbWN/PW4aagS5E4KOhFAlbb2MKGqmNcO3N80KXE7dpZ4zGDX2/W2DfDgYJeJGAvbqsFIn3fw0Vhbgbzpo5luYJ+WFDQiwTsxW01lIzNYvr43KBLOSPXzhzP9pomjX0zDCjoRQLU3NbBK5VHuPr88ViCXg3bmw+cNw6A/3mrNuBKpC/B375GZAR7eecR2jrCXJOg3TZPrNrf6zJ3Z2xOOo+v3E9qyjvHjHcsKB2K0uQM6IheJEAvbq1hdGaIeWVjgy7ljJkZMyaMYlfdCdo6wkGXI6ehoBcJSGfY+d1btXzgvHGkpQ7Pl+J540fREXb2HDkRdClyGsPzr0skCby5/yj1J9uG1dk23ZUV5pCWajqfPsEp6EUC8sLWyCBm759RFHQpZy2UmsK0oly21zTpKtkEpqAXCcgLW2u47NyCYXM1bG9mTBjNseZ2aptagy5FehFX0JvZIjPbbmaVZvblHpZnmNnT0eWrzGxqzLILzOx1M9tiZpvMLHPgyhcZniprT7D7yEmuGUZXw/ZmxoTI+Dw7atR9k6j6DHozSyVyk+/rgZnA7WY2s1uzu4Gj7j4NeAj4RnTdEPA4cK+7zwKuAtoHrHqRYeqF6CBmw7l/vkteVhrjRmVQWasvZBNVPEf084FKd9/t7m3AU8Dibm0WAz+JTj8LfMgiV39cC2x09w0A7l7v7p0DU7rI8PX81sPMKc5jUn5W0KUMiPJxuew5cpL2Tp1mmYjiCfpioCrmcXV0Xo9t3L0DOA4UANMBN7PlZrbOzP6q/yWLDG+1TS2sH2aDmPWlPHqa5d4jJ4MuRXoQz5WxPV2X3f3r9d7ahIArgHlAM/BbM1vr7r9918pm9wD3AJSW6qo6SW6/3VaLO1wzK3mCfmpBDqEUY6e6bxJSPEf01UBJzOPJQPc7A7/dJtovnwc0ROe/5O5H3L0ZWAZc3P0J3P0Rd69w94qiouF7qplIPJ7fcpiSsVnMGJ/4NxmJV3oohakFOeys1ReyiSieoF8NlJtZmZmlA0uApd3aLAXujE7fAvzOIyfVLgcuMLPs6BvA+4GtA1O6yPBzsrWDV3fVc+3MCcNuELO+TBuXS01jK4ePtwRdinTTZ9BH+9zvIxLa24Bn3H2LmT1oZjdGmz0KFJhZJfDnwJej6x4F/pXIm8V6YJ27Pzfwv4bI8LBiR11kELMk6p/vUh4dZvnlnXUBVyLdxTV6pbsvI9LtEjvvgZjpFuDWXtZ9nMgpliIj3vNba8jPTqNiypigSxlwE0ZnMiojxIqdR7i1oqTvFWTI6MpYkSHS3hnmd2/V8qHzxhMapoOYnY6ZMW1cLq/srCMc1nAIiST5/tpEEtTqvQ0cP9WelN02XcrH53K0uZ3NB48HXYrEUNCLDJHnt9SQEUph4fTCoEsZNNPGRc4kennnkYArkVgKepEh4O68sLWGK8sLyU5P3hu75WaEmDVpNC/t0BeyiURBLzIEth1q4sCxU0ndbdNl4fQi1u07yonWjqBLkSgFvcgQ+M3mQ6QYfCgJBjHry5XlhXSEndd31QddikQp6EUGmbvz3KZDLCgroDA3I+hyBt0lU8aQnZ6q8+kTiIJeZJDtqDnBrrqT3HDBxKBLGRIZoVQuPaeAFeqnTxgKepFB9tymQ5jBolkTgi5lyCwsL2RvfTP765uDLkVQ0IsMumWbDjF/6liKRiV/t02XhdMjgxOuUPdNQlDQiwyiHTVNVNae4MMjpNumS1lhDsX5WeqnTxAKepFB9NzGaLfN7JHTbQOR4RAWTi/itcp63XUqASjoRQaJu/PfGw8yb+pYxo3KDLqcIbewvJCm1g42VB0LupQRT0EvMki2HGxkV91JFs+dFHQpgbh8WiEphs6+SQAKepFB8qs3D5CWanx4zsjqn++Sl5XG3JJ8Vmjcm8Ap6EUGQWfYWbrhIO+fPo787PSgywnMwulFbKw+xrHmtqBLGdEU9CKDYOXuemqbWrnpopHZbdPlyvIiwg6vVOqoPkjJO4yeSIB+9eYBcjNCXD0Cxrbp7olV+9+e7gw7WWmp/PCVvTSe6nmQszsWlA5VaSOWjuhFBlhLeye/2XyY62ZNIDMtNehyApWaYsyYMIq3DjcSdt11KihxBb2ZLTKz7WZWaWZf7mF5hpk9HV2+ysymdlteamYnzOyLA1O2SOJavuUwTa0d3HxxcdClJITzJ46mua2TqgYNhxCUPoPezFKB7wLXAzOB281sZrdmdwNH3X0a8BDwjW7LHwJ+3f9yRRLfM2uqKBmbxWXnFARdSkIoH5dLqhnbDjUGXcqIFc8R/Xyg0t13u3sb8BSwuFubxcBPotPPAh8yMwMws5uA3cCWgSlZJHHtr2/m1cp6br2khJQUC7qchJCZlkpZUQ7bDjUFXcqIFU/QFwNVMY+ro/N6bOPuHcBxoMDMcoAvAX9/uicws3vMbI2Zramr08UVMnz9fG0VZnDLJZODLiWhnD9hFHUnWjnS1Bp0KSNSPEHf02FJ929Vemvz98BD7n7idE/g7o+4e4W7VxQVFcVRkkji6Qw7z66tZmF5EZPys4IuJ6GcN3E0ANsOq/smCPEEfTVQEvN4MnCwtzZmFgLygAZgAfB/zGwv8AXgr83svn7WLJKQVuys49DxFm6bV9J34xFmTHY6E/My1U8fkHiCfjVQbmZlZpYOLAGWdmuzFLgzOn0L8DuPuNLdp7r7VODbwD+6+3cGqHaRhPKzlfspyEkfkefOx2PmxNHsq2+m8VR70KWMOH0GfbTP/T5gObANeMbdt5jZg2Z2Y7TZo0T65CuBPwfecwqmSDLbX9/Mb9+q4fb5paSHdHlKT+ZMzsOBTQeOB13KiBPXlbHuvgxY1m3eAzHTLcCtfWzjq2dRn0hCib3qM9ayTYcwICcj9K42uurzHeNGZTIxL5ON1cd437TCoMsZUXToIdJPbR1h1uxrYNakPPKy0oIuJ6FdODmfqqOnaDipQc6GkoJepJ/erDpKS3tYF0jFYc7kPAA2VutmJENJQS/SD2F3Xt9Vz8S8TKYUZAddTsIbk51O6dhsNijoh5SCXqQfth9uoraplSumFRK9GFz6cOHkPGoaWzl8vCXoUkYMBb3IWXJ3XtpRR352GhdMzg+6nGFjzuR8Us1Yva8h6FJGDAW9yFnaU3+S/Q3NXFleRKrGtYlbbkaI2cWjWbfvKG0d4aDLGREU9CJn6aXtdeRkhKiYMiboUoadBWUFtHaE1Vc/RBT0Imeh+mgzO2tPcMW5BaSl6mV0pqYUZDNhdCardtfjuiHJoNNfqMhZeHFbDVlpqSzQKZVnxcyYXzaWg8dbWF+lo/rBpqAXOUN7jpxkR80J3j+9aMTfKrA/LirJJz2Uwk9e2xt0KUlPQS9yBtyd57ccZnRmiMvO1dF8f2SkpbJg6liWbjhIZe1pRzKXflLQi5yBHTVN7Gto5gPnjVPf/AC4Mvqp6N9+uzPoUpKa/lJF4tTRGeY3Ww4zNiedS3SmzYDIzQhx1+VT+e+NB9l+WLcaHCwKepE4PfnGfmoaW1k0awKhFL10BsofXHkOOekhvv3ijqBLSVr6axWJw7HmNr71wg7OKcxh1qTRQZeTVMbkpPPZK8r49ebDrNxdH3Q5SUlBLxKHb7+4k8ZT7Xz4goka02YQ3Pv+cygZm8X9v9hES3tn0OUkHQW9SB+2Hmzkpyv38ckFU5iYp5t+D4bs9BD/9LEL2HPkpL6YHQQKepHT6Aw79/9iI2Oy0/iLa6cHXU5Su6K8kFsvmcwjK3azWbcbHFAKepHT+Mlre9lQfZwHPjqL/Oz0oMtJen/z4ZkU5qZz7+NrdReqARRX0JvZIjPbbmaVZvaeG3+bWYaZPR1dvsrMpkbnX2Nma81sU/TnBwe2fJHBc+DYKb75/HaumlHERy+YGHQ5I0JedhoP/14FtU2tfO5na2nv1OiWA6HPoDezVOC7wPXATOB2M5vZrdndwFF3nwY8BHwjOv8I8FF3nwPcCfx0oAoXGUzhsPNXz24A4Os3zdYXsENobkk+/3zzHFbubuCrS7do0LMBEIqjzXyg0t13A5jZU8BiYGtMm8XAV6PTzwLfMTNz9zdj2mwBMs0sw91b+125yAB4YtX+Hue/tusIr1bWs3juJFbsODLEVcnNF09me00TD7+0m5yMEPdff57ebPshnqAvBqpiHlcDC3pr4+4dZnYcKCByRN/l48CbPYW8md0D3ANQWload/Eig6G2sYXfbD7MjPGjmD91bNDljFhfXnQep9o6eWTFblLM+NKiGQr7sxRP0Pe0Z7t/ljptGzObRaQ759qensDdHwEeAaioqNDnNAlMR2eYZ9ZWkR5K4eaLi/sdLL19YpC+mRl/f+MsOsPO917aRWtHJ3/74Zk8tbqq75Vj3LFAB4/xBH01UBLzeDJwsJc21WYWAvKABgAzmwz8Evi0u+/qd8Uig+i5TYc4eKyFTy2YwqjMtKDLGfHMjK8tnk1GKJUfvrqHY83tXFw6RrduPEPxnHWzGig3szIzSweWAEu7tVlK5MtWgFuA37m7m1k+8Bxwv7u/OlBFiwyGDdXHWLWngSunFTJTwxwkjJQU428/cj5/ed0MfvnmAR5fuU/3mj1DfQa9u3cA9wHLgW3AM+6+xcweNLMbo80eBQrMrBL4c6DrFMz7gGnA35rZ+uj/cQP+W4j0U01jC79cd4ApBdlcO2tC0OVIN2bG5z8wjX/82Bx21DTxw1f3cKpNQyXEK56uG9x9GbCs27wHYqZbgFt7WO/rwNf7WaPIoDrR2sFjr+8lI5TCknml6hZIYHcsKGXzgeM8vaaKR17exWcuL2N0lrrY+qIrY2VEa+8M8/jKfZxo7eD3LptCnkIj4c0uzuOuy6dytLmdh1fsov6EztbuS1xH9CLJqKMzzM/XVLG/oZnb55cyeUx20CWNSGdzZtK5Rbn8/hVl/Pi1vXxvxW4++76pGnDuNHRELyNS5MrXjWw+2MgNsycwpzgv6JLkDE0ek829C88llGI8+soeDje2BF1SwlLQy4gTDjtf+dVmfvHmAa4+fxxXlBcFXZKcpcJRGfz+FWVvh32twr5HCnoZUVo7OvnC0+t58o39fO6qc/nADJ0ENtwV5GZw9xXnYMCjr+zhSJP67LtT0MuI0djSzmd+tJqlGw7ypUXn8ZfX6ZL6ZFE0KoO7rygj7M4PXtmtL2i7UdDLiLD1YCM3/vsrvLGngX/9xIX80VXnKuSTzPjRmXz2ijLaO51HX9nDUY1n/zYFvSQ1d+eJVfv52H+8yqn2Tp74g0u5+eLJQZclg2RiXhafvaKMlo5Ovv/Kbo42K+xBQS9JbO+Rk3zyB6v4619uYt7UsTz3J1cyv0yjUSa74vws7n7fObS0d/KDl3dz4NipoEsKnCXaoP4VFRW+Zs2aoMuQYeqJVfs51dbJip11vFp5hNQUY9HsCcybOpYUddWMKNVHm/nhq3sYNyqTp+65lEn5yX2evZmtdfeKnpbpiF6SxvFT7by0vZZvPr+dFTvqmF2cx59dPZ0FZQUK+RFo8phsPnN5GUdPtnH791dy6PjIPbJX0Muwt7++mX9cto33/fPvWL61hpKxWXz+A9P4REWJxkEZ4UrGZvPY3fOpP9HGkkdWsq/+ZNAlBUJDIMiw1NLeyW+31fLMmipW7KwjxYwb5kxkytjspP+ILmfmotIxPHb3fD7749Xc/B+v8ehd85hbkh90WUNKQS/DRjjsrNxTz6/ePMCvNx2mqbWDCaMz+dMPlbNkXikT8jJ1Ryfp0cWlY/jFH13OXT9azZJHXudfbrmQj144KeiyhoyCXhJae2eYN/Y08MLWGpZvOcyh4y3kZoRYNHsCH7uomEvPKdCwwhKXc4py+cXnLucPf7qWP37yTV7bVc/ffXQmmWmpQZc26BT0knCONbfxamU9L26r4bfbamhs6SAjlMLC6UX89Q3nc/X548lKT/4Xpwy8wtwMnrrnUr75/HYefmk3q/c28PWbZnPpOQVBlzaoFPQSuLaOMOv2H+WVnUd4ufIIm6qPEXbIz07jmpkTuHbWeK4sLyQ7XX+u0n9pqSncf/35XH5uIV/55SaWPLKSm+ZO4s+umc6UgpygyxsUeuXIkOnqP29saWd/fTNVDc3sb2jmwLFTdISdFIucEnfVjHFMK8qlZGw2v3fZlICrlmT1/ulFvPBn7+c//reSh1fsZumGg3zkgkl89ooyLpycl1RDZCjoZVC0tHdS19TKgWOnqKw9QWXtCV7eWUdtYytNrR0ApKYYxflZLCgbS1lhDucU5Y6I/lJJHFnpqfzFtTP41KVTePSVPfxs5T6WbjjIOYU5LJ5bzFUziphdnDfsvweK68pYMz+ydJcAAAoGSURBVFsE/BuQCvzA3f+52/IM4DHgEqAeuM3d90aX3Q/cDXQCf+Luy0/3XMPlythw2DnR1kHjqXYaT3XQ2NLObzYfxt0JO4SjP7segwOGARgYvH3EEJmO/ATDLBKCaakppIdSSI/+vGN+KVnpqaSHBufyhydW7SfsTltHmNaOMC3tnbS2d9ISfdzWEaatM0x79PG5RTk0t3fS3NpBc1snJ9s6qGtqpbaplWPN7e/adm5GiDHZaYwblcn4vExKx2YzKS+TUKou5ZDE0dLeSXZ6Kr948wBv7GkAYEx2GpdMGcOFk/OZVTyaqQU5lIzNJi3B/nZPd2Vsn0FvZqnADuAaoBpYDdzu7ltj2nwOuMDd7zWzJcDH3P02M5sJPAnMByYBLwLT3b3X27cPdtC7Ox1hp7k1EkzNbR2c7JqO/mw81U5jSwfHT7XTeKo98rMl+vNUZH5TS3s0wIdeWqqRkxEiJz1EbkaInIxUcjK6pt+Zl2qGA+7gRN5wmls7ONHaycnWDk7E/D/Z2kHDyTbaOsLE82sZkaOh7PRUstND0Z+pFI3KiIT56AzGjc5kYl4m08blMmF0Jk++UTXIe0ak/+5YUArAkROtke+Ndh5hfdVRdtW9c7FVaooxeUwWZYU5TMzLojA3nYKcdApyMyjISSc3M0RWWiqZaalkpaeSlRb5nzKInwxOF/TxdN3MByrdfXd0Y08Bi4GtMW0WA1+NTj8LfMcih6uLgafcvRXYY2aV0e29fja/yOk0nGzjo//+Cp3hSJCH3ekMd/sfnRevzLQURmemkZeVxuisNIpyM5hWlMvorOi8t5eFGJ2Zxks7IhfupFjkqPxdP4kc0ztO9B9dB/qO0/V+GwnmSJ1dR89tnWHaOpzZxaM51dbJybZIUHeF9cm2DhpbOjh0vOWdea0dhP2dTwpmRopBdsybQ25GiFGZISblZ5KTHuLAsVNkpqWSEUp518/MUArpaalvf7JIT00hLdX45KXqP5fkVZibwU0XFXPTRcVAZIiNytom9hxpZu+Rk+yJ/t984DgNJ9viOvDLCKWQlpry9qf2rrxIiT6eXZzH9z/dY1b3SzxBXwzEHopVAwt6a+PuHWZ2HCiIzl/Zbd3i7k9gZvcA90QfnjCz7XFV3z+FwJEheJ7h5Iz2yacGsZAEor+TniXtfvnk2a/a732yEvjBnWe9eq9HXvEEfU+fNbq/d/XWJp51cfdHgEfiqGXAmNma3j7mjFTaJ++lfdIz7Zf3SuR9Es+3CdVASczjycDB3tqYWQjIAxriXFdERAZRPEG/Gig3szIzSweWAEu7tVkKdH3guAX4nUe+5V0KLDGzDDMrA8qBNwamdBERiUefXTfRPvf7gOVETq/8obtvMbMHgTXuvhR4FPhp9MvWBiJvBkTbPUPki9sO4POnO+NmiA1pV9EwoX3yXtonPdN+ea+E3ScJd4cpEREZWIl1xr+IiAw4Bb2ISJJL2qA3sx+aWa2ZbY6Zd6uZbTGzsJlVdGt/v5lVmtl2M7tu6CsefL3sk38xs7fMbKOZ/dLM8mOWjdR98rXo/lhvZs+b2aTofDOz/xvdJxvN7OLgKh88Pe2TmGVfNDM3s8Lo4xG7T8zsq2Z2IPp3st7MbohZllivHXdPyv/AQuBiYHPMvPOBGcD/AhUx82cCG4AMoAzYBaQG/TsM0T65FghFp78BfEP7hNEx038CfC86fQPwayLXh1wKrAq6/qHaJ9H5JUROytgHFI70fUJkNIAv9tA24V47SXtE7+4riJwBFDtvm7v3dNXt20M1uPseoGuohqTSyz553t07og9XErnWAUb2PmmMeZjDOxf5LQYe84iVQL6ZTRyaSodOT/sk6iHgr3j3RY8jfZ/0JOFeO0kb9Geop2Ee3jNUwwjwWSJHZzDC94mZ/YOZVRG5Iv6B6OwRu0/M7EbggLtv6LZoxO6TqPuiXVY/NLMx0XkJt08U9BFxDdWQzMzsK0SudfhZ16wemo2YfeLuX3H3EiL7477o7BG5T8wsG/gK77zhvWtxD/OSfp9E/SdwLjAXOAR8Kzo/4faJgj5iRA/VYGZ3Ah8BPunRTkZG+D6J8QTw8ej0SN0n5xLpa95gZnuJ/N7rzGwCI3ef4O417t7p7mHg+7zTPZNw+0RBHzFih2qI3lTmS8CN7t4cs2gk75PymIc3Am9Fp5cCn46eaXIpcNzdDw15gUPM3Te5+zh3n+ruU4kE2cXufpgRuk8Aun0X8TGg64ychHvtJO2tBM3sSeAqoNDMqoG/I/Jlyr8DRcBzZrbe3a/zxB6qYcD0sk/uJ3J2wAuRWwiw0t3vHeH75AYzmwGEiZxhcm+0+TIiZ5lUAs3AZ4a84CHQ0z5x90d7aT5i9wlwlZnNJdItsxf4Q0jMoV80BIKISJJT142ISJJT0IuIJDkFvYhIklPQi4gkOQW9iEiSU9CLiCQ5Bb3IEDGz/+0aHtvMlsUOCS0ymJL2gikZ2cwsFDMqZ8Jx9xv6biUyMHRELwnNzHLM7Dkz22Bmm83sNjO7xMxeMrO1Zra861L06BHzP5rZS8CfmtmPzeyWmG2diP68Krr+M2a2w8z+2cw+aWZvmNkmMzv3NPXcGq1jg5mtiM7LNLMfRdd908w+EJ2fZWZPRUc3fBrIitnOXjMrNLOp3W5m8UUz+2rM7/OQma0ws21mNs/MfmFmO83s6wO6oyWp6YheEt0i4KC7fxjAzPKIDKW82N3rzOw24B+IDLEMkO/u74+2/fFptnshkRvRNAC7gR+4+3wz+1Pgj4Ev9LLeA8B17n4gpuvl8wDuPsfMzgOeN7PpwB8Bze5+gZldAKw7i9+/zd0XRuv6L+CSaM27zOwhd68/i23KCKMjekl0m4CrzewbZnYlkVEBZxMZm2c98De8c7MUgKfj3O5qdz/k7q1E7gD0fMzzTT3Neq8CPzazPwBSo/OuAH4K4O5vERkfZzqRuxI9Hp2/EdgYZ22xlsbUtSWm5t28e4REkV7piF4SmrvvMLNLiAyc9U/AC0QC77JeVjkZM91B9GDGIiO2pccsa42ZDsc8DnOa14W732tmC4APA+ujg1r1NP7426ucZtm7aozK7LY8tq7uNev1K3HREb0kNIvcmLvZ3R8HvgksAIrM7LLo8jQzm9XL6nuJdHVA5PZuaQNQz7nuvsrdHwCOEDmqXkHkTlREu2xKge3d5s8GLuhhkzXAODMrMLMMIvcFEBlQOiKQRDcH+BczCwPtRPq9O4D/G+2vDwHfBrb0sO73gf8yszeA3/Luo/2z9S/R8eotus0NRMar/56ZbYrWdpe7t5rZfwI/MrONwHp6GJPc3dvN7EFgFbCHd8a+FxkwGqZYRCTJqetGRCTJqetGpAcWuVn6rd1m/9zd/yGIekT6Q103IiJJTl03IiJJTkEvIpLkFPQiIklOQS8ikuT+P4pvywyq3PkUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " ss = sns.distplot(data['serum_sodium'])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.boxplot(by ='anaemia', column =['serum_sodium'], grid = False) " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.boxplot(by ='high_blood_pressure', column =['platelets'], grid = False) " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.boxplot(by ='serum_creatinine', column =['diabetes'], grid = False) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot the Heatmap" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'Heatmap')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,5))\n", "sns.heatmap(data.corr(), center=0, cmap='Blues')\n", "ax.set_title('Heatmap')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "sns.heatmap(data.corr(), center=0, cmap='BrBG', annot=True)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }