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@mburke05
Created February 23, 2016 14:14
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{
"cells": [
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"import pandas.io.ga as ga\n",
"import pandas as pd\n",
"import datetime\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# account_id and property ID are obtained from the GAnalytics admin. I got the profile ID using\n",
"# query explorer, but it's possible to use pandas.io.ga as well. \n",
"date_range = pd.date_range(start='01/01/2016', end='02/08/2016', freq='D')\n",
"df_list = []\n",
"for date in date_range:\n",
" df_list.append(\n",
" ga.read_ga(\n",
" account_id = \"44376140\",\n",
" profile_id = \"77093466\",\n",
" property_id = \"UA-44376140-1\",\n",
" metrics = ['sessions','hits', 'bounces'],\n",
" dimensions = ['date', 'hour', 'minute'],\n",
" start_date = date,\n",
" end_date = date,\n",
" index_col = 0,\n",
" )\n",
" )\n",
"df = pd.concat([x for x in df_list])\n",
"\n",
"#reset index to fix off of date column\n",
"df = df.reset_index()\n",
"\n",
"#additional datetime parsing to correct for errors in to_datetime (func)\n",
"df['datetime'] = df.apply(lambda row: datetime.datetime.strptime(str(row['date'])[:10] +\n",
" ':' + \n",
" str(int(row['hour'])) + \n",
" ':' + \n",
" str(int(row['minute'])), '%Y-%m-%d:%H:%M'\n",
" ), axis=1)\n",
"\n",
"#re-set using correct index\n",
"df = df.set_index(df['datetime'])\n",
"\n",
"#delete unused columns\n",
"delete = ['date', 'hour', 'minute', 'datetime']\n",
"for deletes in delete:\n",
" del df[deletes]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x19c0da58>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FBqURZAAAABRsYdcSJRkUQJABAABQsJE9VymMIAMAAKBgw9H8Y5kGJRBkAAAAFEyPDEoj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YAAAg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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b1e8710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#graphing\n",
"sns.set(style=\"darkgrid\")\n",
"%matplotlib inline\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(18.5, 10.5)\n",
"sns.tsplot([df.hits], interpolate=True)"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.dates as mdates\n",
"ax.xaxis.set_major_locator(hours)\n",
"ax.xaxis.set_major_formatter()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x17bdf7f0>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0eU1nB8Y0eG1GliU97SvTiXa/dlYU2D0NANIGEQMAAACwUSKZ0scjUzo3NKHV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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17bcd518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(18.5, 10.5)\n",
"plt.plot([2,2,2,2], 'ro')\n",
"plt.plot([1,2,3,4])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x17bbaef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"save = plt.figure()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mburke\\AppData\\Local\\Continuum\\Anaconda64\\lib\\site-packages\\matplotlib\\figure.py:387: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
" \"matplotlib is currently using a non-GUI backend, \"\n"
]
}
],
"source": [
"save.savefig('')"
]
}
],
"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": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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