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@monisoi
Created February 11, 2018 11:46
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"train = pd.read_csv('./train.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IjY1lzJgxpKamYjAYeOGFFzh06BB6vR69Xs+gQYO4fPkyxcXFjB49mv79+xMe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GPvH3c0U1NTef/995k8ebK1nOPGjRsZNmwYn3766T/eQYDPP//cupbmjBkz2LBhA7169SqU584S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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1168dd5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corrmat = train.corr()\n",
"f, ax = plt.subplots(figsize=(12, 9))\n",
"sns.heatmap(corrmat, vmax=.8, square=True, cmap='Reds'); \n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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