Unnamed: 0 Created Date Closed Date Agency Agency Name Complaint Type Descriptor Location Type Incident Zip Address Type City Landmark Status Borough
2869 2869 10/30/2013 09:14:47 AM 10/30/2013 10:48:51 AM NYPD New York City Police Department Illegal Parking Double Parked Blocking Traffic Street/Sidewalk 11217.0 PLACENAME BROOKLYN BARCLAYS CENTER Closed BROOKLYN
23571 23571 10/25/2013 02:33:54 PM 10/25/2013 03:36:36 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10000 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
41625 41625 10/22/2013 09:33:56 PM 10/24/2013 05:37:24 PM TLC Taxi and Limousine Commission For Hire Vehicle Complaint Car Service Company Complaint Street 11430 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
44331 44331 10/22/2013 07:25:35 AM 10/25/2013 10:40:35 AM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11430 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
46913 46913 10/21/2013 05:03:26 PM 10/23/2013 09:59:23 AM DPR Department of Parks and Recreation Dead Tree Dead/Dying Tree Street 11215 PLACENAME BROOKLYN BARTEL PRITCHARD SQUARE Closed BROOKLYN
47459 47459 10/21/2013 02:56:08 PM 10/29/2013 06:17:10 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 10031 PLACENAME NEW YORK CITY COLLEGE Closed MANHATTAN
48465 48465 10/21/2013 10:44:10 AM 10/21/2013 11:17:47 AM NYPD New York City Police Department Illegal Parking Posted Parking Sign Violation Street/Sidewalk 11434 PLACENAME JAMAICA PS 37 Closed QUEENS
51837 51837 10/20/2013 04:36:12 PM 10/20/2013 06:35:49 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10031.0 PLACENAME NEW YORK JACKIE ROBINSON PARK Closed MANHATTAN
51848 51848 10/20/2013 04:26:03 PM 10/20/2013 06:34:47 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10031.0 PLACENAME NEW YORK JACKIE ROBINSON PARK Closed MANHATTAN
54089 54089 10/19/2013 03:45:47 PM 10/19/2013 04:10:11 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10000.0 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
54343 54343 10/19/2013 01:27:43 PM 10/28/2013 08:42:12 AM DOT Department of Transportation Street Condition Rough, Pitted or Cracked Roads Street 10003.0 PLACENAME NEW YORK UNION SQUARE PARK Closed MANHATTAN
55140 55140 10/19/2013 02:02:28 AM 10/19/2013 02:19:55 AM NYPD New York City Police Department Noise - Vehicle Car/Truck Music Street/Sidewalk 11368.0 PLACENAME CORONA WORLDS FAIR MARINA Closed QUEENS
57789 57789 10/18/2013 11:55:44 AM 10/23/2013 02:42:14 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11369.0 PLACENAME EAST ELMHURST LA GUARDIA AIRPORT Closed QUEENS
63119 63119 10/17/2013 06:52:37 AM 10/25/2013 06:49:59 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11430.0 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
66242 66242 10/16/2013 01:56:24 PM 10/22/2013 03:09:11 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11369 PLACENAME EAST ELMHURST LA GUARDIA AIRPORT Closed QUEENS
66758 66758 10/16/2013 11:52:43 AM 10/16/2013 04:35:34 PM NYPD New York City Police Department Vending Unlicensed Park/Playground 10036 PLACENAME NEW YORK BRYANT PARK Closed MANHATTAN
66786 66786 10/16/2013 11:42:23 AM 10/18/2013 04:57:04 PM TLC Taxi and Limousine Commission Taxi Complaint Insurance Information Requested Street 10003 PLACENAME NEW YORK BETH ISRAEL MED CENTER Closed MANHATTAN
66809 66809 10/16/2013 11:36:54 AM 10/16/2013 12:34:23 PM NYPD New York City Police Department Traffic Congestion/Gridlock Street/Sidewalk 11430 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
67465 67465 10/16/2013 09:14:35 AM 10/16/2013 12:43:06 PM NYPD New York City Police Department Traffic Drag Racing Street/Sidewalk 11367 PLACENAME FLUSHING QUEENS COLLEGE Closed QUEENS
72424 72424 10/15/2013 12:22:00 AM 10/21/2013 12:16:15 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11217 PLACENAME BROOKLYN BARCLAYS CENTER Closed BROOKLYN
75531 75531 10/14/2013 10:59:20 AM 10/14/2013 03:09:51 PM NYPD New York City Police Department Vending In Prohibited Area Park/Playground 10000 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
77918 77918 10/13/2013 03:16:03 PM 10/13/2013 03:25:45 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10000 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
78048 78048 10/13/2013 01:06:02 PM 10/21/2013 10:20:21 AM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11369 PLACENAME EAST ELMHURST LA GUARDIA AIRPORT Closed QUEENS
78352 78352 10/13/2013 05:14:33 AM 10/16/2013 01:42:42 PM TLC Taxi and Limousine Commission For Hire Vehicle Complaint Car Service Company Complaint Street 11217 PLACENAME BROOKLYN BARCLAYS CENTER Closed BROOKLYN
78383 78383 10/13/2013 03:50:02 AM 10/13/2013 05:03:13 AM NYPD New York City Police Department Noise - Vehicle Car/Truck Music Street/Sidewalk 11368 PLACENAME CORONA WORLDS FAIR MARINA Closed QUEENS
79078 79078 10/12/2013 09:53:17 PM 10/13/2013 02:52:07 AM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10011 PLACENAME NEW YORK WASHINGTON SQUARE PARK Closed MANHATTAN
84489 84489 10/10/2013 07:16:16 PM 10/10/2013 10:29:16 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 11215 PLACENAME BROOKLYN PROSPECT PARK Closed BROOKLYN
84518 84518 10/10/2013 07:02:29 PM 10/10/2013 10:29:16 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 11215 PLACENAME BROOKLYN PROSPECT PARK Closed BROOKLYN
84688 84688 10/10/2013 05:39:19 PM 10/10/2013 10:29:17 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 11215 PLACENAME BROOKLYN PROSPECT PARK Closed BROOKLYN
84695 84695 10/10/2013 05:37:04 PM 10/10/2013 10:30:19 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 11215 PLACENAME BROOKLYN PROSPECT PARK Closed BROOKLYN
88812 88812 10/09/2013 09:17:15 PM 10/23/2013 02:15:21 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 11430 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
89205 89205 10/09/2013 06:01:48 PM 10/09/2013 09:04:26 PM NYPD New York City Police Department Vending Unlicensed Park/Playground 10000 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
89382 89382 10/09/2013 04:53:01 PM 10/18/2013 08:35:02 AM DOT Department of Transportation Public Toilet Damaged Door Sidewalk 11238 PLACENAME BROOKLYN GRAND ARMY PLAZA Closed BROOKLYN
89734 89734 10/09/2013 03:13:23 PM 10/09/2013 05:10:45 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10036 PLACENAME NEW YORK BRYANT PARK Closed MANHATTAN
93990 93990 10/08/2013 06:14:15 PM 10/09/2013 04:00:59 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 10003 PLACENAME NEW YORK BETH ISRAEL MED CENTER Closed MANHATTAN
99407 99407 10/07/2013 03:56:11 PM 10/08/2013 07:04:14 AM DPR Department of Parks and Recreation Overgrown Tree/Branches Traffic Sign or Signal Blocked Street 11430.0 PLACENAME JAMAICA J F K AIRPORT Closed QUEENS
99847 99847 10/07/2013 02:33:21 PM 10/09/2013 02:36:42 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 10036.0 PLACENAME NEW YORK PORT AUTH 42 STREET Closed MANHATTAN
100073 100073 10/07/2013 01:36:02 PM 10/09/2013 09:56:55 AM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 10024.0 PLACENAME NEW YORK MUSEUM NATURAL HIST Closed MANHATTAN
101013 101013 10/07/2013 10:05:18 AM 10/09/2013 03:36:23 PM TLC Taxi and Limousine Commission Taxi Complaint Driver Complaint Street 10017.0 PLACENAME NEW YORK GRAND CENTRAL TERM Closed MANHATTAN
104020 104020 10/06/2013 02:58:47 PM 10/07/2013 12:11:16 PM TLC Taxi and Limousine Commission For Hire Vehicle Complaint Car Service Company Complaint Street 11430.0 PLACENAME JAMAICA JFK Closed QUEENS
106118 106118 10/05/2013 03:24:47 PM 10/05/2013 04:20:34 PM NYPD New York City Police Department Noise - Park Loud Music/Party Park/Playground 10000.0 PLACENAME NEW YORK CENTRAL PARK Closed MANHATTAN
106499 106499 10/05/2013 11:52:13 AM 10/07/2013 08:00:28 AM DOT Department of Transportation Public Toilet Dirty/Graffiti Sidewalk 11369.0 PLACENAME EAST ELMHURST LA GUARDIA AIRPORT Closed QUEENS
這就是我的資料的樣子。我想在這里做的是從創建日期和關閉日期中提取日期我已經嘗試過 .extract 方法,但我是新手,所以它沒有用。我想從創建日期計算小時數并關閉我可以這樣做:
pd.Timedelta(task3['Closed Date'] - task3['Created Date']).seconds / 60.0
最后,我希望輸出查找前 10 名最常見投訴的平均完成時間(以小時為單位)。還要計算每種投訴型別有多少資料點。僅對已結束的投訴進行此分析。我想要的示例輸出如下:
mean count
complaint Type closing_time_hours closing_time_hours
Blocked Driveway 3.00 4581
DOF Literature Request 30.16 5481
General Construction 66.38 798
Heating 54.88 6704
Illegal Parking 3.08 3336
Nonconst 65 100
Paint-Plaster 49 3281
Plumbing 65 666
Strret Condition 81 2610
Street Light Condition 90 4207
這些平均值和計數值是隨機生成的。一旦從資料中提取小時數,就可以通過 groupby 函式生成樣本輸出。字典格式
{'Unnamed: 0': {2869: 2869,
23571: 23571,
41625: 41625,
44331: 44331,
46913: 46913,
47459: 47459,
48465: 48465,
51837: 51837,
51848: 51848,
54089: 54089,
54343: 54343,
55140: 55140,
57789: 57789,
63119: 63119,
66242: 66242,
66758: 66758,
66786: 66786,
66809: 66809,
67465: 67465,
72424: 72424,
75531: 75531,
77918: 77918,
78048: 78048,
78352: 78352,
78383: 78383,
79078: 79078,
84489: 84489,
84518: 84518,
84688: 84688,
84695: 84695,
88812: 88812,
89205: 89205,
89382: 89382,
89734: 89734,
93990: 93990,
99407: 99407,
99847: 99847,
100073: 100073,
101013: 101013,
104020: 104020,
106118: 106118,
106499: 106499},
'Created Date': {2869: '10/30/2013 09:14:47 AM',
23571: '10/25/2013 02:33:54 PM',
41625: '10/22/2013 09:33:56 PM',
44331: '10/22/2013 07:25:35 AM',
46913: '10/21/2013 05:03:26 PM',
47459: '10/21/2013 02:56:08 PM',
48465: '10/21/2013 10:44:10 AM',
51837: '10/20/2013 04:36:12 PM',
51848: '10/20/2013 04:26:03 PM',
54089: '10/19/2013 03:45:47 PM',
54343: '10/19/2013 01:27:43 PM',
55140: '10/19/2013 02:02:28 AM',
57789: '10/18/2013 11:55:44 AM',
63119: '10/17/2013 06:52:37 AM',
66242: '10/16/2013 01:56:24 PM',
66758: '10/16/2013 11:52:43 AM',
66786: '10/16/2013 11:42:23 AM',
66809: '10/16/2013 11:36:54 AM',
67465: '10/16/2013 09:14:35 AM',
72424: '10/15/2013 12:22:00 AM',
75531: '10/14/2013 10:59:20 AM',
77918: '10/13/2013 03:16:03 PM',
78048: '10/13/2013 01:06:02 PM',
78352: '10/13/2013 05:14:33 AM',
78383: '10/13/2013 03:50:02 AM',
79078: '10/12/2013 09:53:17 PM',
84489: '10/10/2013 07:16:16 PM',
84518: '10/10/2013 07:02:29 PM',
84688: '10/10/2013 05:39:19 PM',
84695: '10/10/2013 05:37:04 PM',
88812: '10/09/2013 09:17:15 PM',
89205: '10/09/2013 06:01:48 PM',
89382: '10/09/2013 04:53:01 PM',
89734: '10/09/2013 03:13:23 PM',
93990: '10/08/2013 06:14:15 PM',
99407: '10/07/2013 03:56:11 PM',
99847: '10/07/2013 02:33:21 PM',
100073: '10/07/2013 01:36:02 PM',
101013: '10/07/2013 10:05:18 AM',
104020: '10/06/2013 02:58:47 PM',
106118: '10/05/2013 03:24:47 PM',
106499: '10/05/2013 11:52:13 AM'},
'Closed Date': {2869: '10/30/2013 10:48:51 AM',
23571: '10/25/2013 03:36:36 PM',
41625: '10/24/2013 05:37:24 PM',
44331: '10/25/2013 10:40:35 AM',
46913: '10/23/2013 09:59:23 AM',
47459: '10/29/2013 06:17:10 PM',
48465: '10/21/2013 11:17:47 AM',
51837: '10/20/2013 06:35:49 PM',
51848: '10/20/2013 06:34:47 PM',
54089: '10/19/2013 04:10:11 PM',
54343: '10/28/2013 08:42:12 AM',
55140: '10/19/2013 02:19:55 AM',
57789: '10/23/2013 02:42:14 PM',
63119: '10/25/2013 06:49:59 PM',
66242: '10/22/2013 03:09:11 PM',
66758: '10/16/2013 04:35:34 PM',
66786: '10/18/2013 04:57:04 PM',
66809: '10/16/2013 12:34:23 PM',
67465: '10/16/2013 12:43:06 PM',
72424: '10/21/2013 12:16:15 PM',
75531: '10/14/2013 03:09:51 PM',
77918: '10/13/2013 03:25:45 PM',
78048: '10/21/2013 10:20:21 AM',
78352: '10/16/2013 01:42:42 PM',
78383: '10/13/2013 05:03:13 AM',
79078: '10/13/2013 02:52:07 AM',
84489: '10/10/2013 10:29:16 PM',
84518: '10/10/2013 10:29:16 PM',
84688: '10/10/2013 10:29:17 PM',
84695: '10/10/2013 10:30:19 PM',
88812: '10/23/2013 02:15:21 PM',
89205: '10/09/2013 09:04:26 PM',
89382: '10/18/2013 08:35:02 AM',
89734: '10/09/2013 05:10:45 PM',
93990: '10/09/2013 04:00:59 PM',
99407: '10/08/2013 07:04:14 AM',
99847: '10/09/2013 02:36:42 PM',
100073: '10/09/2013 09:56:55 AM',
101013: '10/09/2013 03:36:23 PM',
104020: '10/07/2013 12:11:16 PM',
106118: '10/05/2013 04:20:34 PM',
106499: '10/07/2013 08:00:28 AM'},
'Agency': {2869: 'NYPD',
23571: 'NYPD',
41625: 'TLC',
44331: 'TLC',
46913: 'DPR',
47459: 'TLC',
48465: 'NYPD',
51837: 'NYPD',
51848: 'NYPD',
54089: 'NYPD',
54343: 'DOT',
55140: 'NYPD',
57789: 'TLC',
63119: 'TLC',
66242: 'TLC',
66758: 'NYPD',
66786: 'TLC',
66809: 'NYPD',
67465: 'NYPD',
72424: 'TLC',
75531: 'NYPD',
77918: 'NYPD',
78048: 'TLC',
78352: 'TLC',
78383: 'NYPD',
79078: 'NYPD',
84489: 'NYPD',
84518: 'NYPD',
84688: 'NYPD',
84695: 'NYPD',
88812: 'TLC',
89205: 'NYPD',
89382: 'DOT',
89734: 'NYPD',
93990: 'TLC',
99407: 'DPR',
99847: 'TLC',
100073: 'TLC',
101013: 'TLC',
104020: 'TLC',
106118: 'NYPD',
106499: 'DOT'},
'Agency Name': {2869: 'New York City Police Department',
23571: 'New York City Police Department',
41625: 'Taxi and Limousine Commission',
44331: 'Taxi and Limousine Commission',
46913: 'Department of Parks and Recreation',
47459: 'Taxi and Limousine Commission',
48465: 'New York City Police Department',
51837: 'New York City Police Department',
51848: 'New York City Police Department',
54089: 'New York City Police Department',
54343: 'Department of Transportation',
55140: 'New York City Police Department',
57789: 'Taxi and Limousine Commission',
63119: 'Taxi and Limousine Commission',
66242: 'Taxi and Limousine Commission',
66758: 'New York City Police Department',
66786: 'Taxi and Limousine Commission',
66809: 'New York City Police Department',
67465: 'New York City Police Department',
72424: 'Taxi and Limousine Commission',
75531: 'New York City Police Department',
77918: 'New York City Police Department',
78048: 'Taxi and Limousine Commission',
78352: 'Taxi and Limousine Commission',
78383: 'New York City Police Department',
79078: 'New York City Police Department',
84489: 'New York City Police Department',
84518: 'New York City Police Department',
84688: 'New York City Police Department',
84695: 'New York City Police Department',
88812: 'Taxi and Limousine Commission',
89205: 'New York City Police Department',
89382: 'Department of Transportation',
89734: 'New York City Police Department',
93990: 'Taxi and Limousine Commission',
99407: 'Department of Parks and Recreation',
99847: 'Taxi and Limousine Commission',
100073: 'Taxi and Limousine Commission',
101013: 'Taxi and Limousine Commission',
104020: 'Taxi and Limousine Commission',
106118: 'New York City Police Department',
106499: 'Department of Transportation'},
'Complaint Type': {2869: 'Illegal Parking',
23571: 'Noise - Park',
41625: 'For Hire Vehicle Complaint',
44331: 'Taxi Complaint',
46913: 'Dead Tree',
47459: 'Taxi Complaint',
48465: 'Illegal Parking',
51837: 'Noise - Park',
51848: 'Noise - Park',
54089: 'Noise - Park',
54343: 'Street Condition',
55140: 'Noise - Vehicle',
57789: 'Taxi Complaint',
63119: 'Taxi Complaint',
66242: 'Taxi Complaint',
66758: 'Vending',
66786: 'Taxi Complaint',
66809: 'Traffic',
67465: 'Traffic',
72424: 'Taxi Complaint',
75531: 'Vending',
77918: 'Noise - Park',
78048: 'Taxi Complaint',
78352: 'For Hire Vehicle Complaint',
78383: 'Noise - Vehicle',
79078: 'Noise - Park',
84489: 'Noise - Park',
84518: 'Noise - Park',
84688: 'Noise - Park',
84695: 'Noise - Park',
88812: 'Taxi Complaint',
89205: 'Vending',
89382: 'Public Toilet',
89734: 'Noise - Park',
93990: 'Taxi Complaint',
99407: 'Overgrown Tree/Branches',
99847: 'Taxi Complaint',
100073: 'Taxi Complaint',
101013: 'Taxi Complaint',
104020: 'For Hire Vehicle Complaint',
106118: 'Noise - Park',
106499: 'Public Toilet'},
'Descriptor': {2869: 'Double Parked Blocking Traffic',
23571: 'Loud Music/Party',
41625: 'Car Service Company Complaint',
44331: 'Driver Complaint',
46913: 'Dead/Dying Tree',
47459: 'Driver Complaint',
48465: 'Posted Parking Sign Violation',
51837: 'Loud Music/Party',
51848: 'Loud Music/Party',
54089: 'Loud Music/Party',
54343: 'Rough, Pitted or Cracked Roads',
55140: 'Car/Truck Music',
57789: 'Driver Complaint',
63119: 'Driver Complaint',
66242: 'Driver Complaint',
66758: 'Unlicensed',
66786: 'Insurance Information Requested',
66809: 'Congestion/Gridlock',
67465: 'Drag Racing',
72424: 'Driver Complaint',
75531: 'In Prohibited Area',
77918: 'Loud Music/Party',
78048: 'Driver Complaint',
78352: 'Car Service Company Complaint',
78383: 'Car/Truck Music',
79078: 'Loud Music/Party',
84489: 'Loud Music/Party',
84518: 'Loud Music/Party',
84688: 'Loud Music/Party',
84695: 'Loud Music/Party',
88812: 'Driver Complaint',
89205: 'Unlicensed',
89382: 'Damaged Door',
89734: 'Loud Music/Party',
93990: 'Driver Complaint',
99407: 'Traffic Sign or Signal Blocked',
99847: 'Driver Complaint',
100073: 'Driver Complaint',
101013: 'Driver Complaint',
104020: 'Car Service Company Complaint',
106118: 'Loud Music/Party',
106499: 'Dirty/Graffiti'},
'Location Type': {2869: 'Street/Sidewalk',
23571: 'Park/Playground',
41625: 'Street',
44331: 'Street',
46913: 'Street',
47459: 'Street',
48465: 'Street/Sidewalk',
51837: 'Park/Playground',
51848: 'Park/Playground',
54089: 'Park/Playground',
54343: 'Street',
55140: 'Street/Sidewalk',
57789: 'Street',
63119: 'Street',
66242: 'Street',
66758: 'Park/Playground',
66786: 'Street',
66809: 'Street/Sidewalk',
67465: 'Street/Sidewalk',
72424: 'Street',
75531: 'Park/Playground',
77918: 'Park/Playground',
78048: 'Street',
78352: 'Street',
78383: 'Street/Sidewalk',
79078: 'Park/Playground',
84489: 'Park/Playground',
84518: 'Park/Playground',
84688: 'Park/Playground',
84695: 'Park/Playground',
88812: 'Street',
89205: 'Park/Playground',
89382: 'Sidewalk',
89734: 'Park/Playground',
93990: 'Street',
99407: 'Street',
99847: 'Street',
100073: 'Street',
101013: 'Street',
104020: 'Street',
106118: 'Park/Playground',
106499: 'Sidewalk'},
'Incident Zip': {2869: '11217.0',
23571: '10000',
41625: '11430',
44331: '11430',
46913: '11215',
47459: '10031',
48465: '11434',
51837: '10031.0',
51848: '10031.0',
54089: '10000.0',
54343: '10003.0',
55140: '11368.0',
57789: '11369.0',
63119: '11430.0',
66242: '11369',
66758: '10036',
66786: '10003',
66809: '11430',
67465: '11367',
72424: '11217',
75531: '10000',
77918: '10000',
78048: '11369',
78352: '11217',
78383: '11368',
79078: '10011',
84489: '11215',
84518: '11215',
84688: '11215',
84695: '11215',
88812: '11430',
89205: '10000',
89382: '11238',
89734: '10036',
93990: '10003',
99407: '11430.0',
99847: '10036.0',
100073: '10024.0',
101013: '10017.0',
104020: '11430.0',
106118: '10000.0',
106499: '11369.0'},
'Address Type': {2869: 'PLACENAME',
23571: 'PLACENAME',
41625: 'PLACENAME',
44331: 'PLACENAME',
46913: 'PLACENAME',
47459: 'PLACENAME',
48465: 'PLACENAME',
51837: 'PLACENAME',
51848: 'PLACENAME',
54089: 'PLACENAME',
54343: 'PLACENAME',
55140: 'PLACENAME',
57789: 'PLACENAME',
63119: 'PLACENAME',
66242: 'PLACENAME',
66758: 'PLACENAME',
66786: 'PLACENAME',
66809: 'PLACENAME',
67465: 'PLACENAME',
72424: 'PLACENAME',
75531: 'PLACENAME',
77918: 'PLACENAME',
78048: 'PLACENAME',
78352: 'PLACENAME',
78383: 'PLACENAME',
79078: 'PLACENAME',
84489: 'PLACENAME',
84518: 'PLACENAME',
84688: 'PLACENAME',
84695: 'PLACENAME',
88812: 'PLACENAME',
89205: 'PLACENAME',
89382: 'PLACENAME',
89734: 'PLACENAME',
93990: 'PLACENAME',
99407: 'PLACENAME',
99847: 'PLACENAME',
100073: 'PLACENAME',
101013: 'PLACENAME',
104020: 'PLACENAME',
106118: 'PLACENAME',
106499: 'PLACENAME'},
'City': {2869: 'BROOKLYN',
23571: 'NEW YORK',
41625: 'JAMAICA',
44331: 'JAMAICA',
46913: 'BROOKLYN',
47459: 'NEW YORK',
48465: 'JAMAICA',
51837: 'NEW YORK',
51848: 'NEW YORK',
54089: 'NEW YORK',
54343: 'NEW YORK',
55140: 'CORONA',
57789: 'EAST ELMHURST',
63119: 'JAMAICA',
66242: 'EAST ELMHURST',
66758: 'NEW YORK',
66786: 'NEW YORK',
66809: 'JAMAICA',
67465: 'FLUSHING',
72424: 'BROOKLYN',
75531: 'NEW YORK',
77918: 'NEW YORK',
78048: 'EAST ELMHURST',
78352: 'BROOKLYN',
78383: 'CORONA',
79078: 'NEW YORK',
84489: 'BROOKLYN',
84518: 'BROOKLYN',
84688: 'BROOKLYN',
84695: 'BROOKLYN',
88812: 'JAMAICA',
89205: 'NEW YORK',
89382: 'BROOKLYN',
89734: 'NEW YORK',
93990: 'NEW YORK',
99407: 'JAMAICA',
99847: 'NEW YORK',
100073: 'NEW YORK',
101013: 'NEW YORK',
104020: 'JAMAICA',
106118: 'NEW YORK',
106499: 'EAST ELMHURST'},
'Landmark': {2869: 'BARCLAYS CENTER',
23571: 'CENTRAL PARK',
41625: 'J F K AIRPORT',
44331: 'J F K AIRPORT',
46913: 'BARTEL PRITCHARD SQUARE',
47459: 'CITY COLLEGE',
48465: 'PS 37',
51837: 'JACKIE ROBINSON PARK',
51848: 'JACKIE ROBINSON PARK',
54089: 'CENTRAL PARK',
54343: 'UNION SQUARE PARK',
55140: 'WORLDS FAIR MARINA',
57789: 'LA GUARDIA AIRPORT',
63119: 'J F K AIRPORT',
66242: 'LA GUARDIA AIRPORT',
66758: 'BRYANT PARK',
66786: 'BETH ISRAEL MED CENTER',
66809: 'J F K AIRPORT',
67465: 'QUEENS COLLEGE',
72424: 'BARCLAYS CENTER',
75531: 'CENTRAL PARK',
77918: 'CENTRAL PARK',
78048: 'LA GUARDIA AIRPORT',
78352: 'BARCLAYS CENTER',
78383: 'WORLDS FAIR MARINA',
79078: 'WASHINGTON SQUARE PARK',
84489: 'PROSPECT PARK',
84518: 'PROSPECT PARK',
84688: 'PROSPECT PARK',
84695: 'PROSPECT PARK',
88812: 'J F K AIRPORT',
89205: 'CENTRAL PARK',
89382: 'GRAND ARMY PLAZA',
89734: 'BRYANT PARK',
93990: 'BETH ISRAEL MED CENTER',
99407: 'J F K AIRPORT',
99847: 'PORT AUTH 42 STREET',
100073: 'MUSEUM NATURAL HIST',
101013: 'GRAND CENTRAL TERM',
104020: 'JFK',
106118: 'CENTRAL PARK',
106499: 'LA GUARDIA AIRPORT'},
'Status': {2869: 'Closed',
23571: 'Closed',
41625: 'Closed',
44331: 'Closed',
46913: 'Closed',
47459: 'Closed',
48465: 'Closed',
51837: 'Closed',
51848: 'Closed',
54089: 'Closed',
54343: 'Closed',
55140: 'Closed',
57789: 'Closed',
63119: 'Closed',
66242: 'Closed',
66758: 'Closed',
66786: 'Closed',
66809: 'Closed',
67465: 'Closed',
72424: 'Closed',
75531: 'Closed',
77918: 'Closed',
78048: 'Closed',
78352: 'Closed',
78383: 'Closed',
79078: 'Closed',
84489: 'Closed',
84518: 'Closed',
84688: 'Closed',
84695: 'Closed',
88812: 'Closed',
89205: 'Closed',
89382: 'Closed',
89734: 'Closed',
93990: 'Closed',
99407: 'Closed',
99847: 'Closed',
100073: 'Closed',
101013: 'Closed',
104020: 'Closed',
106118: 'Closed',
106499: 'Closed'},
'Borough': {2869: 'BROOKLYN',
23571: 'MANHATTAN',
41625: 'QUEENS',
44331: 'QUEENS',
46913: 'BROOKLYN',
47459: 'MANHATTAN',
48465: 'QUEENS',
51837: 'MANHATTAN',
51848: 'MANHATTAN',
54089: 'MANHATTAN',
54343: 'MANHATTAN',
55140: 'QUEENS',
57789: 'QUEENS',
63119: 'QUEENS',
66242: 'QUEENS',
66758: 'MANHATTAN',
66786: 'MANHATTAN',
66809: 'QUEENS',
67465: 'QUEENS',
72424: 'BROOKLYN',
75531: 'MANHATTAN',
77918: 'MANHATTAN',
78048: 'QUEENS',
78352: 'BROOKLYN',
78383: 'QUEENS',
79078: 'MANHATTAN',
84489: 'BROOKLYN',
84518: 'BROOKLYN',
84688: 'BROOKLYN',
84695: 'BROOKLYN',
88812: 'QUEENS',
89205: 'MANHATTAN',
89382: 'BROOKLYN',
89734: 'MANHATTAN',
93990: 'MANHATTAN',
99407: 'QUEENS',
99847: 'MANHATTAN',
100073: 'MANHATTAN',
101013: 'MANHATTAN',
104020: 'QUEENS',
106118: 'MANHATTAN',
106499: 'QUEENS'}}
uj5u.com熱心網友回復:
您可以首先使用以下方法將日期列轉換為日期時間型別pd.to_datetime():
for c in ['Created Date', 'Closed Date']:
df[c] = pd.to_datetime(df[c])
#df[c '_date'] = df[c].dt.date # to extract the date (for created closed)
#df[c '_time'] = df[c].dt.time # to extract the time (for created closed)
然后,您可以將兩者之間的時間差計算為新列(以小時為單位).astype('timedelta64[h]'),然后計算分組平均值:
df['difference in time'] = (df['Closed Date'] - df['Created Date']).astype('timedelta64[h]')
print(df.groupby('Complaint Type').agg({'difference in time':'mean'}))
回傳:
difference in time
Complaint Type
Dead Tree 40.000000
For Hire Vehicle Complaint 48.333333
Illegal Parking 0.500000
Noise - Park 1.916667
Noise - Vehicle 0.500000
Overgrown Tree/Branches 15.000000
Public Toilet 125.500000
Street Condition 211.000000
Taxi Complaint 125.461538
Traffic 1.500000
Vending 3.666667
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