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@emtwo
Created March 7, 2017 20:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas\n",
"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-0.639690984619\n"
]
}
],
"source": [
"loads_vs_clicks = pandas.read_csv(\"loads_vs_clicks.csv\")\n",
"print loads_vs_clicks.corr(method=\"spearman\").iloc[0][\"clicks\"]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x10a8dd810>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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yeOuI7PfzKoXphuokvUOhKew3o3IfpTCtWLaZ835Jq6OWR4WM5PsZ1+9yAu6f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AK2uHv8H4g7+2NEwFYjIVNfBxoRR/jL7n7GPcdtyEihFuAFPJ5PYVnXUShEGBnpJ5sNc/LkCyQS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\nGv8PJauOKHIcr5gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a897050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 9))\n",
"plt.rc('xtick', labelsize=20)\n",
"plt.rc('ytick', labelsize=20)\n",
"plt.title(\"Load Counts vs. Clicks Per Person Per Week\", fontsize=30)\n",
"plt.xlabel('Loads', fontsize=25)\n",
"plt.ylabel('Clicks', fontsize=25)\n",
"plt.scatter(loads_vs_clicks[\"loads\"], loads_vs_clicks[\"clicks\"], s=200, alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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