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@akameco
Created February 14, 2017 08:57
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"x = np.random.normal(size=100)\n",
"titanic = sns.load_dataset('titanic')\n",
"tips = sns.load_dataset('tips')\n",
"iris = sns.load_dataset(\"iris\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10ddab828>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5oRMAgOSETgAAkhM6AQBITugEACA5oRMAgOSETgAAkhM6AQBITugEACA5oRMAgOSETgAA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\njLxuAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104871400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(x, kde=False, rug=True, bins=10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10dfb4ef0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Hf4ylS5fGD37wg1i+fHm5xyIi/vIv/zL++7//O5YvXx5///d/H21tbXHPPfeU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\nJwAAyYlOAACS+//p5Lk55LgwtAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1048712e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(x, kde=False, rug=False, bins=10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1112bf0f0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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f74cZUQCcwvLA06NHD82ZM0dz5syxuhTAcu0tmzA9DLOS8vKL5K1s+kRib2Vt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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1112bf2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('sepal_width', 'petal_length', data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x111660c18>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KgJgoMpMZXgAykxmWFcv9xh5TzRw0vPprGL5cA8uKZWjctt33WuED9+PSZ4f9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FUnA0VkCf3oJ5C9aN/7F6jc2oA2K55OvYzJjOSs57UXvtRqO0/EtLq6y+T63FsMd1MEbbi+Gs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\nezpOfO7Epmd2BbetXFyGmdMseO39E5J9i3PThf1FkaC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M+fyjppubLQ5omJtliDjPsZaZ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CiQGOvBsvJ4i3ROkJvr0kzS5URERIkQ0c955s2bh4yMDJw6dQpnz57F2bNn0SXz1wJKjiL9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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111672550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris, hue=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1131e8eb8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HARVASp3uHdbv/nxUkjSrtlCLr6gyt6CLZM+x6oaFtSrKj2xB9cGh09rf0m1yVQAwMRBQ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\nERERCSgqUEVEREQkoPz/7bn2O1v6iZQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112592be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(x)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>passengers</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1949</td>\n",
" <td>January</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1949</td>\n",
" <td>February</td>\n",
" <td>118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1949</td>\n",
" <td>March</td>\n",
" <td>132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1949</td>\n",
" <td>April</td>\n",
" <td>129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1949</td>\n",
" <td>May</td>\n",
" <td>121</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year month passengers\n",
"0 1949 January 112\n",
"1 1949 February 118\n",
"2 1949 March 132\n",
"3 1949 April 129\n",
"4 1949 May 121"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_flights = sns.load_dataset('flights')\n",
"df_flights.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_flights_pivot = pd.pivot_table(data=df_flights, values=\"passengers\", columns=\"year\", index=\"month\", aggfunc=np.mean)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1125caeb8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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d87/55hv985//vHUXAgAA4CVIdm/C3XffrYCAAG3YsMGxb9WqVWrbtq3sdrtj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\nERGRwfp/vOIH0W9htMYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1131f73c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df_flights_pivot)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x113a02908>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x113a02908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.figure(figsize=(12, 9))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x112b170b8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0/L9JTk6mR9fOJCYksGz5ajzL5C737//JkUMHOH3yL/zKV8TERLFaNyUlmfPn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sFPXqORjgaVHYy5FZZMSpZMYQ+MzwAJmOlp4W5jiJaGhDvhKYQnZxWcH5zN9DgVIK8cEZGchbm+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z6UR7eukpOdTXx0JKsm/aBW32HwWCrVbUpKYhwgweDvvHYa/nw36v4Dpla23D1/jOTYaIzN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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1136b6390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df_flights_pivot, annot=True, fmt='g', cmap=\"Blues\")"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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