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td_intern rossmann
%matplotlib inline
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.dates
import datetime
import pandas_td as td
import os
con = td.connect(apikey=os.environ['TD_API_KEY'],endpoint='https://api.treasuredata.com/')
engine = con.query_engine(database='rossmann', type='presto')
# because of the default limit 10,000
train = td.read_td_table('train_original', engine, limit=1017209)
train.head()
test = td.read_td_table('test_original', engine)
test.head()
store = td.read_td_table('store_raw', engine)
store.head()
# date(string) to float
datetimes = [datetime.datetime.strptime(t, "%Y-%m-%d") for t in train.date]
plotData = matplotlib.dates.date2num(datetimes)
plotData= pd.DataFrame(plotData, columns=['datetimes'])
train = train.join(plotData)
def splitTime(x):
mysplit = datetime.datetime.strptime(x, "%Y-%m-%d")
return [mysplit.year,mysplit.month,mysplit.day]
# 2014-11-12 -> year=2014, month=11, day=12
train = train.join( pd.DataFrame(train.date.apply(splitTime).tolist(), columns = ['year','mon','day']))
# visualize
train=train.sort(['datetimes'])
plt.figure(1,figsize=(20,10))
plt.plot_date(train.loc[train.store==1,'datetimes'],train.loc[train.store==1,'sales'],linestyle='-')
plt.title('store 1')
plt.savefig('sales_store1.png')
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np \n",
"import matplotlib.pyplot as plt \n",
"import matplotlib.dates \n",
"import datetime \n",
"import pandas_td as td\n",
"import os\n",
"\n",
"con = td.connect(apikey=os.environ['TD_API_KEY'],endpoint='https://api.treasuredata.com/')\n",
"engine = con.query_engine(database='rossmann', type='presto')\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"border-style: dashed; border-width: 1px;\">\n",
"<div style=\"color: #888;\"># issued at 2016-03-08T13:37:57Z</div>URL: <a href=\"https://console.treasuredata.com/jobs/54553647\" target=\"_blank\">https://console.treasuredata.com/jobs/54553647</a><br>\n",
"<div style=\"color: #888;\"># started at 2016-03-08T13:37:59Z</div><pre style=\"color: #c44;\">\n",
"** WARNING: time index filtering is not set on \n",
"** This query could be very slow as a result.\n",
"** Please see https://docs.treasuredata.com/articles/presto-performance-tuning#leveraging-time-based-partitioning</pre>\n",
"<pre>2016-03-08 13:38:06: rows pending running done / total\n",
" Stage-0: 1.0M 0 0 1 / 1\n",
" Stage-1: 1.0M 0 0 1 / 1</pre>Result size: 7,645,949 bytes<br>\n",
"Download: 7,645,949 / 7,645,949 bytes (100.00%)<br>\n",
"<div style=\"color: #888;\"># downloaded at 2016-03-08T13:38:17Z</div></div>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>stateholiday</th>\n",
" <th>store</th>\n",
" <th>promo</th>\n",
" <th>sales</th>\n",
" <th>dayofweek</th>\n",
" <th>customers</th>\n",
" <th>date</th>\n",
" <th>schoolholiday</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>660</td>\n",
" <td>0</td>\n",
" <td>3245</td>\n",
" <td>2</td>\n",
" <td>413</td>\n",
" <td>2013-04-16</td>\n",
" <td>0</td>\n",
" <td>1456223560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>661</td>\n",
" <td>0</td>\n",
" <td>5340</td>\n",
" <td>2</td>\n",
" <td>496</td>\n",
" <td>2013-04-16</td>\n",
" <td>0</td>\n",
" <td>1456223560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>662</td>\n",
" <td>0</td>\n",
" <td>5747</td>\n",
" <td>2</td>\n",
" <td>624</td>\n",
" <td>2013-04-16</td>\n",
" <td>0</td>\n",
" <td>1456223560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>663</td>\n",
" <td>0</td>\n",
" <td>2795</td>\n",
" <td>2</td>\n",
" <td>450</td>\n",
" <td>2013-04-16</td>\n",
" <td>0</td>\n",
" <td>1456223560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>664</td>\n",
" <td>0</td>\n",
" <td>2731</td>\n",
" <td>2</td>\n",
" <td>428</td>\n",
" <td>2013-04-16</td>\n",
" <td>0</td>\n",
" <td>1456223560</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open stateholiday store promo sales dayofweek customers date \\\n",
"0 1 0 660 0 3245 2 413 2013-04-16 \n",
"1 1 0 661 0 5340 2 496 2013-04-16 \n",
"2 1 0 662 0 5747 2 624 2013-04-16 \n",
"3 1 0 663 0 2795 2 450 2013-04-16 \n",
"4 1 0 664 0 2731 2 428 2013-04-16 \n",
"\n",
" schoolholiday time \n",
"0 0 1456223560 \n",
"1 0 1456223560 \n",
"2 0 1456223560 \n",
"3 0 1456223560 \n",
"4 0 1456223560 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# because of the default limit 10,000 \n",
"train = td.read_td_table('train_original', engine, limit=1017209)\n",
"train.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"border-style: dashed; border-width: 1px;\">\n",
"<div style=\"color: #888;\"># issued at 2016-03-08T13:38:18Z</div>URL: <a href=\"https://console.treasuredata.com/jobs/54553718\" target=\"_blank\">https://console.treasuredata.com/jobs/54553718</a><br>\n",
"<div style=\"color: #888;\"># started at 2016-03-08T13:38:18Z</div><pre style=\"color: #c44;\">\n",
"** WARNING: time index filtering is not set on \n",
"** This query could be very slow as a result.\n",
"** Please see https://docs.treasuredata.com/articles/presto-performance-tuning#leveraging-time-based-partitioning</pre>\n",
"<pre>2016-03-08 13:38:21: rows pending running done / total\n",
" Stage-0: 10.0K 0 0 1 / 1\n",
" Stage-1: 10.2K 0 0 1 / 1</pre>Result size: 54,223 bytes<br>\n",
"Download: 54,223 / 54,223 bytes (100.00%)<br>\n",
"<div style=\"color: #888;\"># downloaded at 2016-03-08T13:38:26Z</div></div>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>open</th>\n",
" <th>stateholiday</th>\n",
" <th>store</th>\n",
" <th>promo</th>\n",
" <th>dayofweek</th>\n",
" <th>date</th>\n",
" <th>schoolholiday</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19203</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>486</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>2015-08-26</td>\n",
" <td>0</td>\n",
" <td>1456223358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>19204</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>487</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>2015-08-26</td>\n",
" <td>1</td>\n",
" <td>1456223358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>19205</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>488</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>2015-08-26</td>\n",
" <td>1</td>\n",
" <td>1456223358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>19206</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>490</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>2015-08-26</td>\n",
" <td>1</td>\n",
" <td>1456223358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>19207</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>491</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>2015-08-26</td>\n",
" <td>1</td>\n",
" <td>1456223358</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id open stateholiday store promo dayofweek date \\\n",
"0 19203 1 0 486 0 3 2015-08-26 \n",
"1 19204 1 0 487 0 3 2015-08-26 \n",
"2 19205 1 0 488 0 3 2015-08-26 \n",
"3 19206 1 0 490 0 3 2015-08-26 \n",
"4 19207 1 0 491 0 3 2015-08-26 \n",
"\n",
" schoolholiday time \n",
"0 0 1456223358 \n",
"1 1 1456223358 \n",
"2 1 1456223358 \n",
"3 1 1456223358 \n",
"4 1 1456223358 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test = td.read_td_table('test_original', engine)\n",
"test.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"border-style: dashed; border-width: 1px;\">\n",
"<div style=\"color: #888;\"># issued at 2016-03-08T13:38:26Z</div>URL: <a href=\"https://console.treasuredata.com/jobs/54553732\" target=\"_blank\">https://console.treasuredata.com/jobs/54553732</a><br>\n",
"<div style=\"color: #888;\"># started at 2016-03-08T13:38:26Z</div><pre style=\"color: #c44;\">\n",
"** WARNING: time index filtering is not set on \n",
"** This query could be very slow as a result.\n",
"** Please see https://docs.treasuredata.com/articles/presto-performance-tuning#leveraging-time-based-partitioning</pre>\n",
"<pre>2016-03-08 13:38:27: rows pending running done / total\n",
" Stage-0: 1.1K 0 0 1 / 1\n",
" Stage-1: 1.1K 0 0 1 / 1</pre>Result size: 11,339 bytes<br>\n",
"Download: 11,339 / 11,339 bytes (100.00%)<br>\n",
"<div style=\"color: #888;\"># downloaded at 2016-03-08T13:38:31Z</div></div>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>promo2sinceweek</th>\n",
" <th>store</th>\n",
" <th>competitionopensinceyear</th>\n",
" <th>assortment</th>\n",
" <th>promo2sinceyear</th>\n",
" <th>competitiondistance</th>\n",
" <th>promointerval</th>\n",
" <th>promo2</th>\n",
" <th>storetype</th>\n",
" <th>competitionopensincemonth</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1051</td>\n",
" <td>1998</td>\n",
" <td>a</td>\n",
" <td>2012</td>\n",
" <td>200</td>\n",
" <td>Jan,Apr,Jul,Oct</td>\n",
" <td>1</td>\n",
" <td>c</td>\n",
" <td>7</td>\n",
" <td>1456119345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>31</td>\n",
" <td>1052</td>\n",
" <td>None</td>\n",
" <td>c</td>\n",
" <td>2013</td>\n",
" <td>5080</td>\n",
" <td>Feb,May,Aug,Nov</td>\n",
" <td>1</td>\n",
" <td>a</td>\n",
" <td>None</td>\n",
" <td>1456119345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>None</td>\n",
" <td>1053</td>\n",
" <td>2015</td>\n",
" <td>a</td>\n",
" <td>None</td>\n",
" <td>1710</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>a</td>\n",
" <td>7</td>\n",
" <td>1456119345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>45</td>\n",
" <td>1054</td>\n",
" <td>None</td>\n",
" <td>c</td>\n",
" <td>2013</td>\n",
" <td>13190</td>\n",
" <td>Feb,May,Aug,Nov</td>\n",
" <td>1</td>\n",
" <td>a</td>\n",
" <td>None</td>\n",
" <td>1456119345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>None</td>\n",
" <td>1055</td>\n",
" <td>2009</td>\n",
" <td>a</td>\n",
" <td>None</td>\n",
" <td>1980</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>c</td>\n",
" <td>4</td>\n",
" <td>1456119345</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" promo2sinceweek store competitionopensinceyear assortment promo2sinceyear \\\n",
"0 1 1051 1998 a 2012 \n",
"1 31 1052 None c 2013 \n",
"2 None 1053 2015 a None \n",
"3 45 1054 None c 2013 \n",
"4 None 1055 2009 a None \n",
"\n",
" competitiondistance promointerval promo2 storetype \\\n",
"0 200 Jan,Apr,Jul,Oct 1 c \n",
"1 5080 Feb,May,Aug,Nov 1 a \n",
"2 1710 None 0 a \n",
"3 13190 Feb,May,Aug,Nov 1 a \n",
"4 1980 None 0 c \n",
"\n",
" competitionopensincemonth time \n",
"0 7 1456119345 \n",
"1 None 1456119345 \n",
"2 7 1456119345 \n",
"3 None 1456119345 \n",
"4 4 1456119345 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"store = td.read_td_table('store_raw', engine)\n",
"store.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"# date(string) to float\n",
"datetimes = [datetime.datetime.strptime(t, \"%Y-%m-%d\") for t in train.date]\n",
"plotData = matplotlib.dates.date2num(datetimes) \n",
"plotData= pd.DataFrame(plotData, columns=['datetimes']) \n",
"train = train.join(plotData)\n",
"def splitTime(x): \n",
" mysplit = datetime.datetime.strptime(x, \"%Y-%m-%d\") \n",
" return [mysplit.year,mysplit.month,mysplit.day]\n",
"# 2014-11-12 -> year=2014, month=11, day=12\n",
"train = train.join( pd.DataFrame(train.date.apply(splitTime).tolist(), columns = ['year','mon','day']))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
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zKqkgKdi2wq8LwLJsjYwc3wXgPfFBxRGAViR6IE39HfNihEsVrV5VHLmOHGGj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c7Wlhs55hii9x59FLj1VjV3GE1xMTBgn7VrxBLTE6tsR7uHFm6Ao7q65GIJsRjxoxVFHLqHU79q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\n4YjieHExUFKi44gjDJSWJmDbNv72Nw233GLgF78IViBKSsjfamosvP12EvP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rPWchEjGx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6qxQgYD+31BAYG7sFC9WjSFYdIkL13fsiWY97h/F+d9q6rSRg3HsnnQtezvdwyv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sfcfRPGzQERx6H/FC2gx5vKo1XbmG/2pklaRMe8pD1BDrSZdoH0PiwI1uCYbmONIKons0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\n3F9Vkwrm9840bZFRyw2oSGUctdhUjqzjrr22f3N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"text/plain": [
"<matplotlib.figure.Figure at 0x11b80b470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize\n",
"plt.figure(1,figsize=(20,10)) \n",
"train=train.sort_values(by='datetimes')\n",
"plt.plot_date(train.loc[train.store=='1','datetimes'],train.loc[train.store=='1','sales'],linestyle='-') \n",
"plt.title('store 1')\n",
"plt.savefig('sales_store1.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@myui
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myui commented Nov 21, 2017

Comments from one of our customer.

■実際のデータにはミリ秒が含まれていたので、カットする記述を追加

datetimes = [datetime.datetime.strptime(t, "%Y-%m-%d") for t in train.date]
↓
datetimes = [datetime.datetime.strptime(t.rstrip(' 00:00:00.000'), "%Y-%m-%d") for t in train.date]
mysplit = datetime.datetime.strptime(x,  "%Y-%m-%d") 
↓
mysplit = datetime.datetime.strptime(x.rstrip(' 00:00:00.000'),  "%Y-%m-%d") 

■結合時に「重複しているよ」という警告が出たので、サフィックスを追加

train = train.join(plotData)
↓
train = train.join(plotData, rsuffix='_date')
train = train.join( pd.DataFrame(train.date.apply(splitTime).tolist(), columns = ['year','mon','day']))
↓
train = train.join( pd.DataFrame(train.date.apply(splitTime).tolist(), columns = ['year','mon','day']), rsuffix='_date')

■条件が文字列で指定していましたが数値なのでシングルクオテーションを外す

plt.plot_date(train.loc[train.store=='1','datetimes'],train.loc[train.store=='1','sales'],linestyle='-')
↓
plt.plot_date(train.loc[train.store==1,'datetimes'],train.loc[train.store==1,'sales'],linestyle='-')

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