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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"import pandas.io.ga as ga\n",
"import pandas as pd\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.dates as dates\n",
"#mediatrak script import\n",
"from mtc import table"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sql = \"\"\"SELECT * from AirDetail where ClientName like '%Flex%';\"\"\"\n",
"spots = table(sql)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"start_date = datetime.date(year=2016,month=2,day=26) \n",
"end_date = datetime.date(year=2016,month=2,day=27) "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"start_hour = datetime.datetime(year=2016,month=2,day=26,hour=18)\n",
"end_hour = datetime.datetime(year=2016,month=2,day=26,hour=19) "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"day_spots = spots[(spots['AirDateTime'] >= start_hour) & (spots['AirDateTime'] < end_hour)].sort('AirDateTime', ascending=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"day_spots_for_tests = day_spots[['AirDateTime', 'Station', 'Spending']]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>AirDateTime</th>\n",
" <th>Station</th>\n",
" <th>Spending</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>22818</th>\n",
" <td>2016-02-26 18:12:00</td>\n",
" <td>BETSOUL</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32151</th>\n",
" <td>2016-02-26 18:18:00</td>\n",
" <td>UNIHD</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32200</th>\n",
" <td>2016-02-26 18:22:25</td>\n",
" <td>LMNL</td>\n",
" <td>225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31974</th>\n",
" <td>2016-02-26 18:40:00</td>\n",
" <td>FM</td>\n",
" <td>40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32422</th>\n",
" <td>2016-02-26 18:49:00</td>\n",
" <td>WORKS</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22834</th>\n",
" <td>2016-02-26 18:50:00</td>\n",
" <td>CWPLUS</td>\n",
" <td>75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AirDateTime Station Spending\n",
"22818 2016-02-26 18:12:00 BETSOUL 60\n",
"32151 2016-02-26 18:18:00 UNIHD 60\n",
"32200 2016-02-26 18:22:25 LMNL 225\n",
"31974 2016-02-26 18:40:00 FM 40\n",
"32422 2016-02-26 18:49:00 WORKS 15\n",
"22834 2016-02-26 18:50:00 CWPLUS 75"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"day_spots_for_tests"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"date_range = pd.date_range(start=start_date, end=start_date, 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",
"df = df.reset_index()\n",
"\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",
"df = df.set_index(df['datetime'])\n",
"df.sort(['datetime'], inplace=True, ascending=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hours = dates.HourLocator()\n",
"hours_ = dates.DateFormatter('%I:%M %p')\n",
"minutes = dates.MinuteLocator(interval=5, byminute=range(5,61))\n",
"minutes_ = dates.MinuteLocator()"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[68, 75, 63, 95, 55, 75]"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 151,
"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>date</th>\n",
" <th>hour</th>\n",
" <th>minute</th>\n",
" <th>sessions</th>\n",
" <th>hits</th>\n",
" <th>bounces</th>\n",
" <th>datetime</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-02-26 00:00:00</th>\n",
" <td>2016-02-26</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" <td>42</td>\n",
" <td>4</td>\n",
" <td>2016-02-26 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-02-26 00:01:00</th>\n",
" <td>2016-02-26</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>12</td>\n",
" <td>52</td>\n",
" <td>4</td>\n",
" <td>2016-02-26 00:01:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-02-26 00:02:00</th>\n",
" <td>2016-02-26</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>55</td>\n",
" <td>2</td>\n",
" <td>2016-02-26 00:02:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-02-26 00:03:00</th>\n",
" <td>2016-02-26</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>42</td>\n",
" <td>1</td>\n",
" <td>2016-02-26 00:03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-02-26 00:04:00</th>\n",
" <td>2016-02-26</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>41</td>\n",
" <td>3</td>\n",
" <td>2016-02-26 00:04:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date hour minute sessions hits bounces \\\n",
"datetime \n",
"2016-02-26 00:00:00 2016-02-26 0 0 22 42 4 \n",
"2016-02-26 00:01:00 2016-02-26 0 1 12 52 4 \n",
"2016-02-26 00:02:00 2016-02-26 0 2 6 55 2 \n",
"2016-02-26 00:03:00 2016-02-26 0 3 4 42 1 \n",
"2016-02-26 00:04:00 2016-02-26 0 4 5 41 3 \n",
"\n",
" datetime \n",
"datetime \n",
"2016-02-26 00:00:00 2016-02-26 00:00:00 \n",
"2016-02-26 00:01:00 2016-02-26 00:01:00 \n",
"2016-02-26 00:02:00 2016-02-26 00:02:00 \n",
"2016-02-26 00:03:00 2016-02-26 00:03:00 \n",
"2016-02-26 00:04:00 2016-02-26 00:04:00 "
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"###figuring out how to get the right time to use for the x/y vertex for our annotation###\n",
"df[df.index == datetime.date]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"x = [a.to_datetime() for a in day_spots_for_tests.AirDateTime]\n",
"y = [round(df[(df.minute == spot.minute) & (df.hour == spot.hour)].hits[0]*1.1,0) for spot in x]\n",
"z = [a*4 for a in day_spots_for_tests.Spending]\n",
"labels = [stationtime for stationtime in zip(day_spots_for_tests.Station, day_spots_for_tests.AirDateTime)]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: pylab import has clobbered these variables: ['table']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
},
{
"data": {
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ESQQCASDQ6GNaLBYuuOBCRo8OjiWYMJkGwMqVyykoyGfBgjdJSkqmb99+3HHHXSQkJLBq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/oR2tuyVJi+PzJt0V/ng6h7tV03NQyxKLdPcsXiAYhqHf731SlV3VemDZ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\nTwvMlwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x225087b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(18.5, 10.5)\n",
"ax.xaxis.set_major_locator(minutes)\n",
"ax.xaxis.set_major_formatter(hours_)\n",
"#ax.xaxis.set_minor_locator(minutes_)\n",
"#ax.xaxis.set_minor_locator(minutes)\n",
"ax.plot(df[df.hour == 18].index, df[df.hour == 18].hits, '-', label='hits', )\n",
"ax.plot(df[df.hour == 18].index, df[df.hour == 18].bounces, '-', label='bounces',)\n",
"legend = ax.legend(loc='best', handlelength=4, fontsize=14)\n",
"for label in legend.get_lines():\n",
" label.set_linewidth(3) # the legend line width\n",
"ax.set_xticks(map(lambda x: x-(1/(24.*60.)), ax.get_xticks()))\n",
"ax.scatter(x, y, color='tomato', s=z)\n",
"ax.xaxis.tick_top()\n",
"ax.set_ylim(bottom=0, top=None)\n",
"ax.set_xlim(left=df[df.hour == 18].index.min(), right=None)\n",
"for label, x, y, z in zip(labels, x, y, z):\n",
" ax.annotate(label,\n",
" xy = (x, y),\n",
" xytext = (-20, 20),\n",
" textcoords = 'offset points', ha = 'right', va = 'bottom',\n",
" bbox = dict(boxstyle = 'round,pad=0.5', fc = 'yellow', alpha = 0.5),\n",
" arrowprops = dict(arrowstyle = '->', connectionstyle = 'arc3,rad=0')\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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o4JMKOQaYgrtR4WLgIhGZlv8UW5eUVnDm1wNzG46UNnvmtiD4tNl7DXfHlAKI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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc06208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if len(df.hour.unique()) % 4 == 0:\n",
" nrows = len(df.hour.unique()) / 4\n",
"else:\n",
" nrows = (len(df.hour.unique()) // 4) + 1\n",
"\n",
"fig, ax = plt.subplots(ncols = 4, nrows= nrows)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ncols = 4\n",
"nrows = nrows\n",
"count = 0\n",
"for y in range(nrows):\n",
" for x in range(ncols):\n",
" ax[y][x].plot(df[df.hour == count].hits, linewidth=2)\n",
" ax[y][x].set_title('{} hr'.format(count))\n",
" count += 1\n",
" \n",
"### adding multiple y axes.\n",
"### ax2 = ax[y][x].twinx()\n",
"### ax2.plot(df[df.hour == count].bounces, linewidth=2)\n",
"### ax2.set_yticks(np.linspace(ax2.get_yticks()[0],ax2.get_yticks()[-1],len(ax[y][x].get_yticks())))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fig.set_size_inches(18.5, 10.5)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fig.subplots_adjust(hspace=0.5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"##################### to do ########################\n",
"## add bounces, see about page sessions vs visits #\n",
"## create a new graph that handles traffic sources #\n",
"## fix axes font, formatting, and style incl. title#\n",
"## add spot points with labels to graph #\n",
"##################### to do ########################"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"data": {
"image/png": 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/FeZu/TN8TLZz57VLMBgMge4s/kyJ6SAnQxcyLDbnCCHD4/XyzrEmNizLC7s8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uWRsXK9q5bXPShINq66oBYPniUBrbeunsNiG4qAgeZ3d9wCphtgzg5jr01Dkf5bMzMaZKW6ZI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ScrAdiYHsrSpCBu2RDN20dKefnjYgQE6lp6CfV345ePrJlyB2+y49UC61ODOZRRw5OvZtPd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dW98wKYm2K/uVptd66YJom8cUSSFcLDLQ3D1I34iR0rpOAnw9uX+bmDC7Pd3CQXJMIG1d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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2cc06208>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%pylab inline\n",
"fig"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import datetime\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import matplotlib.cbook as cbook"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"years = mdates.YearLocator() # every year\n",
"months = mdates.MonthLocator() # every month\n",
"yearsFmt = mdates.DateFormatter('%Y')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"datafile = cbook.get_sample_data('goog.npy')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<open file u'C:\\\\Users\\\\mburke\\\\AppData\\\\Local\\\\Continuum\\\\Anaconda64\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\\\\sample_data\\\\goog.npy', mode 'rb' at 0x000000001F4B2660>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datafile"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"try:\n",
" # Python3 cannot load python2 .npy files with datetime(object) arrays\n",
" # unless the encoding is set to bytes. Hovever this option was\n",
" # not added until numpy 1.10 so this example will only work with\n",
" # python 2 or with numpy 1.10 and later.\n",
" r = np.load(datafile, encoding='bytes').view(np.recarray)\n",
"except TypeError:\n",
" r = np.load(datafile).view(np.recarray)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1f73de10>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cu4jevKMvZJsDpa3t3i53iuqKBHTRLVZAz812BgO5dzAFdJ8fh93Wra/kToed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\nAUICuhBCDBAS0IUQYoD4/wELLnZoa1n/TQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xdeb2978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(r.date, r.adj_close)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([datetime.date(2004, 8, 19), datetime.date(2004, 8, 20),\n",
" datetime.date(2004, 8, 23), ..., datetime.date(2008, 10, 10),\n",
" datetime.date(2008, 10, 13), datetime.date(2008, 10, 14)], dtype=object)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.date"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"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='03/1/2016', 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]"
]
}
],
"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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