[英]How to create a pivot table on pandas DATE column and calculate time difference?
我有以下Dataframe,
D_DATE BIN Number Disposition Unit Assigned
2018-01-04 10005 SWO Issued PLUMBING DIVISION
2016-06-23 10005 SWO Issued SCAFFOLD UNIT
2016-06-23 10005 SWO Rescinded SCAFFOLD UNIT
2018-01-17 10005 SWO Rescinded PLUMBING DIVISION
2019-01-04 10006 SWO Rescinded BEST SQUAD
2018-12-21 10006 SWO Issued BEST SQUAD
2020-02-10 10006 SWO Issued BEST SQUAD
2020-02-25 10006 SWO Rescinded BEST SQUAD
df = pd.DataFrame({'D_DATE':['2018-01-04','2016-06-23','2016-06-23','2018-01-17','2019-01-04','2018-12-21','2020-02-10','2020-02-25'],
'BIN Number': ['10005', '10005', '10005', '10005', '10006','10006','10006','10006] ,
'Disposition': ['SWO Issued', 'SWO Issued', 'SWO Rescinded', 'SWO Rescinded','SWO Rescinded','SWO Issued','SWO Issued','SWO Rescinded'] ,
'Unit Assigned': ['PLUMBING DIVISION', 'SCAFFOLD UNIT', 'SCAFFOLD UNIT', 'PLUMBING DIVISION','BEST SQUAD','BEST SQUAD','BEST SQUAD','BEST SQUAD']})
如果可能,我想創建一個 pivot 表,以便我有兩列日期,一列用於發布數據,另一列用於撤銷日期,但在 pivot 中我需要維護該單元,所以我應該以三個結尾列:
單位、簽發日期、撤銷日期
然后接下來我想計算發布日期和撤銷日期之間的時間差。
Output:
Unit Assigned SWO Issued SWO Rescinded Time Difference
PLUMBING DIVISION 2018-01-04 2018-01-17 13 days
SCAFFOLD UNIT 2016-06-23 2016-06-23 0 days
BEST SQUAD 2018-12-21 2019-01-04 14 days
BEST SQUAD 2020-02-10 2020-02-25 15 days
感謝任何幫助。 謝謝。
我相信這是pivot/pivot_table
:
# convert to datetime if not already is
df['D_DATE'] = pd.to_datetime(df['D_DATE'])
(df.assign(idx=df.groupby(['BIN Number', 'Disposition','Unit Assigned']).cumcount())
.pivot_table(index=['idx','BIN Number', 'Unit Assigned'],
columns='Disposition',
values='D_DATE',
aggfunc='first')
.reset_index()
.assign(Time_Different=lambda x: x['SWO Rescinded'] - x['SWO Issued'])
.drop('idx',axis=1)
)
Output:
Disposition BIN Number Unit Assigned SWO Issued SWO Rescinded Time_Different
0 10005 PLUMBING DIVISION 2018-01-04 2018-01-17 13 days
1 10005 SCAFFOLD UNIT 2016-06-23 2016-06-23 0 days
2 10006 BEST SQUAD 2018-12-21 2019-01-04 14 days
3 10006 BEST SQUAD 2020-02-10 2020-02-25 15 days
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