gimi9 Pandas Profiling

Dataset statistics

Number of variables	30
Number of observations	186
Missing cells	39
Missing cells (%)	0.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	43.9 KiB
Average record size in memory	241.7 B

Variable types

Categorical	2
Numeric	1
DateTime	27

Dataset

Description	N/A
Author	인천교통공사
URL	https://data.incheon.go.kr/findData/publicDataDetail?dataId=15051207&srcSe=7661IVAWM27C61E190

Alerts

`종착역` has constant value ""	Constant
`시발역` is highly imbalanced (92.8%)	Imbalance
`검단오류` has 3 (1.6%) missing values	Missing
`왕길` has 3 (1.6%) missing values	Missing
`검단사거리` has 3 (1.6%) missing values	Missing
`마전` has 3 (1.6%) missing values	Missing
`완정` has 3 (1.6%) missing values	Missing
`독정` has 3 (1.6%) missing values	Missing
`검암` has 2 (1.1%) missing values	Missing
`검바위` has 2 (1.1%) missing values	Missing
`아시아드` has 2 (1.1%) missing values	Missing
`서구청` has 2 (1.1%) missing values	Missing
`가정` has 2 (1.1%) missing values	Missing
`가정중앙` has 2 (1.1%) missing values	Missing
`석남` has 2 (1.1%) missing values	Missing
`순번` has unique values	Unique
`인천시청` has unique values	Unique
`석천사거리` has unique values	Unique
`모래내시장` has unique values	Unique
`만수` has unique values	Unique
`남동구청` has unique values	Unique
`인천대공원` has unique values	Unique
`운연` has unique values	Unique

Reproduction

Analysis started	2024-03-18 03:24:17.317595
Analysis finished	2024-03-18 03:24:17.914335
Duration	0.6 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시발역
Categorical

IMBALANCE

Distinct	4
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

검단오류	183
인천시청	1
서부여성	1
검암	1

Length

Max length	4
Median length	4
Mean length	3.9892473
Min length	2

Unique

Unique	3 ?
Unique (%)	1.6%

Sample

1st row	인천시청
2nd row	서부여성
3rd row	검암
4th row	검단오류
5th row	검단오류

Common Values

Value	Count	Frequency (%)
검단오류	183	98.4%
인천시청	1	0.5%
서부여성	1	0.5%
검암	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
검단오류	183	98.4%
인천시청	1	0.5%
서부여성	1	0.5%
검암	1	0.5%

종착역
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

운연	186

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	운연
2nd row	운연
3rd row	운연
4th row	운연
5th row	운연

Common Values

Value	Count	Frequency (%)
운연	186	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
운연	186	100.0%

순번
Real number (ℝ)

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.5

Minimum	1
Maximum	186
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	1
5-th percentile	10.25
Q1	47.25
median	93.5
Q3	139.75
95-th percentile	176.75
Maximum	186
Range	185
Interquartile range (IQR)	92.5

Descriptive statistics

Standard deviation	53.837719
Coefficient of variation (CV)	0.57580448
Kurtosis	-1.2
Mean	93.5
Median Absolute Deviation (MAD)	46.5
Skewness	0
Sum	17391
Variance	2898.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.5%
129	1	0.5%
120	1	0.5%
121	1	0.5%
122	1	0.5%
123	1	0.5%
124	1	0.5%
125	1	0.5%
126	1	0.5%
127	1	0.5%
Other values (176)	176	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.5%
2	1	0.5%
3	1	0.5%
4	1	0.5%
5	1	0.5%
6	1	0.5%
7	1	0.5%
8	1	0.5%
9	1	0.5%
10	1	0.5%

Value	Count	Frequency (%)
186	1	0.5%
185	1	0.5%
184	1	0.5%
183	1	0.5%
182	1	0.5%
181	1	0.5%
180	1	0.5%
179	1	0.5%
178	1	0.5%
177	1	0.5%

검단오류
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:04:25
Maximum	2024-03-18 23:54:25

Histogram

Histogram with fixed size bins (bins=50)

왕길
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:06:27
Maximum	2024-03-18 23:56:27

Histogram

Histogram with fixed size bins (bins=50)

검단사거리
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:09:04
Maximum	2024-03-18 23:59:04

Histogram

Histogram with fixed size bins (bins=50)

마전
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:01:12
Maximum	2024-03-18 23:52:12

Histogram

Histogram with fixed size bins (bins=50)

완정
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:02:59
Maximum	2024-03-18 23:53:59

Histogram

Histogram with fixed size bins (bins=50)

독정
Date

MISSING

Distinct	183
Distinct (%)	100.0%
Missing	3
Missing (%)	1.6%
Memory size	1.6 KiB

Minimum	2024-03-18 00:04:36
Maximum	2024-03-18 23:55:36

Histogram

Histogram with fixed size bins (bins=50)

검암
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:07:07
Maximum	2024-03-18 23:58:07

Histogram

Histogram with fixed size bins (bins=50)

검바위
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:08:58
Maximum	2024-03-18 23:59:58

Histogram

Histogram with fixed size bins (bins=50)

아시아드
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:02:22
Maximum	2024-03-18 23:51:22

Histogram

Histogram with fixed size bins (bins=50)

서구청
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:03:59
Maximum	2024-03-18 23:52:59

Histogram

Histogram with fixed size bins (bins=50)

가정
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:06:45
Maximum	2024-03-18 23:55:45

Histogram

Histogram with fixed size bins (bins=50)

가정중앙
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:08:49
Maximum	2024-03-18 23:57:49

Histogram

Histogram with fixed size bins (bins=50)

석남
Date

MISSING

Distinct	184
Distinct (%)	100.0%
Missing	2
Missing (%)	1.1%
Memory size	1.6 KiB

Minimum	2024-03-18 00:10:47
Maximum	2024-03-18 23:59:47

Histogram

Histogram with fixed size bins (bins=50)

서부여성
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:01:24
Maximum	2024-03-18 23:51:24

Histogram

Histogram with fixed size bins (bins=50)

인천가좌
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:03:18
Maximum	2024-03-18 23:53:18

Histogram

Histogram with fixed size bins (bins=50)

가재울
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:05:44
Maximum	2024-03-18 23:55:44

Histogram

Histogram with fixed size bins (bins=50)

주안국가
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:07:59
Maximum	2024-03-18 23:57:59

Histogram

Histogram with fixed size bins (bins=50)

주안
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:09:50
Maximum	2024-03-18 23:59:50

Histogram

Histogram with fixed size bins (bins=50)

시민공원
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:02:04
Maximum	2024-03-18 23:54:04

Histogram

Histogram with fixed size bins (bins=50)

석바위
Date

Distinct	185
Distinct (%)	100.0%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Minimum	2024-03-18 00:03:44
Maximum	2024-03-18 23:55:44

Histogram

Histogram with fixed size bins (bins=50)

인천시청
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:05:23
Maximum	2024-03-18 23:57:23

Histogram

Histogram with fixed size bins (bins=50)

석천사거리
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:07:04
Maximum	2024-03-18 23:59:04

Histogram

Histogram with fixed size bins (bins=50)

모래내시장
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:00:41
Maximum	2024-03-18 23:52:01

Histogram

Histogram with fixed size bins (bins=50)

만수
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:02:24
Maximum	2024-03-18 23:53:44

Histogram

Histogram with fixed size bins (bins=50)

남동구청
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:05:06
Maximum	2024-03-18 23:56:26

Histogram

Histogram with fixed size bins (bins=50)

인천대공원
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:07:26
Maximum	2024-03-18 23:58:46

Histogram

Histogram with fixed size bins (bins=50)

운연
Date

UNIQUE

Distinct	186
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Minimum	2024-03-18 00:00:58
Maximum	2024-03-18 23:51:38

Histogram

Histogram with fixed size bins (bins=50)

First rows
Last rows

	시발역	종착역	순번	검단오류	왕길	검단사거리	마전	완정	독정	검암	검바위	아시아드	서구청	가정	가정중앙	석남	서부여성	인천가좌	가재울	주안국가	주안	시민공원	석바위	인천시청	석천사거리	모래내시장	만수	남동구청	인천대공원	운연
0	인천시청	운연	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:30:03	05:31:44	05:33:21	05:35:04	05:37:46	05:40:06	05:42:18
1	서부여성	운연	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:30:04	05:31:58	05:34:24	05:36:39	05:38:30	05:40:44	05:42:24	05:44:03	05:45:44	05:47:21	05:49:04	05:51:46	05:54:06	05:56:18
2	검암	운연	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:30:07	05:31:58	05:34:22	05:35:59	05:38:45	05:40:49	05:42:47	05:44:24	05:46:18	05:48:44	05:50:59	05:52:50	05:55:04	05:56:44	05:58:23	06:00:04	06:01:41	06:03:24	06:06:06	06:08:26	06:10:38
3	검단오류	운연	4	05:30:05	05:32:07	05:34:44	05:36:52	05:38:39	05:40:16	05:42:47	05:44:38	05:47:02	05:48:39	05:51:25	05:53:29	05:55:27	05:57:04	05:58:58	06:01:24	06:03:39	06:05:30	06:07:44	06:09:24	06:11:03	06:12:44	06:14:21	06:16:04	06:18:46	06:21:06	06:23:18
4	검단오류	운연	5	05:39:25	05:41:27	05:44:04	05:46:12	05:47:59	05:49:36	05:52:07	05:53:58	05:56:22	05:57:59	06:00:45	06:02:49	06:04:47	06:06:24	06:08:18	06:10:44	06:12:59	06:14:50	06:17:04	06:18:44	06:20:23	06:22:04	06:23:41	06:25:24	06:28:06	06:30:26	06:32:38
5	검단오류	운연	6	05:49:19	05:51:21	05:53:58	05:56:06	05:57:53	05:59:30	06:02:01	06:03:52	06:06:16	06:07:53	06:10:39	06:12:43	06:14:41	06:16:18	06:18:12	06:20:38	06:22:53	06:24:44	06:26:58	06:28:38	06:30:17	06:31:58	06:33:35	06:35:18	06:38:00	06:40:20	06:42:32
6	검단오류	운연	7	06:01:05	06:03:07	06:05:44	06:07:52	06:09:39	06:11:16	06:13:47	06:15:38	06:18:02	06:19:39	06:22:25	06:24:29	06:26:27	06:28:04	06:29:58	06:32:24	06:34:39	06:36:30	06:38:44	06:40:24	06:42:03	06:43:44	06:45:21	06:47:04	06:49:46	06:52:06	06:54:18
7	검단오류	운연	8	06:06:58	06:09:00	06:11:37	06:13:45	06:15:32	06:17:09	06:19:40	06:21:31	06:23:55	06:25:32	06:28:18	06:30:22	06:32:20	06:33:57	06:35:51	06:38:17	06:40:32	06:42:23	06:44:37	06:46:17	06:47:56	06:49:37	06:51:14	06:52:57	06:55:39	06:57:59	07:00:11
8	검단오류	운연	9	06:13:05	06:15:07	06:17:44	06:19:52	06:21:39	06:23:16	06:25:47	06:27:38	06:30:02	06:31:39	06:34:25	06:36:29	06:38:27	06:40:04	06:41:58	06:44:24	06:46:39	06:48:30	06:50:44	06:52:24	06:54:03	06:55:44	06:57:21	06:59:04	07:01:46	07:04:06	07:06:18
9	검단오류	운연	10	06:18:44	06:20:46	06:23:23	06:25:31	06:27:18	06:28:55	06:31:26	06:33:17	06:35:41	06:37:18	06:40:04	06:42:08	06:44:06	06:45:43	06:47:37	06:50:03	06:52:18	06:54:09	06:56:23	06:58:03	06:59:42	07:01:23	07:03:00	07:04:43	07:07:25	07:09:45	07:11:57

	시발역	종착역	순번	검단오류	왕길	검단사거리	마전	완정	독정	검암	검바위	아시아드	서구청	가정	가정중앙	석남	서부여성	인천가좌	가재울	주안국가	주안	시민공원	석바위	인천시청	석천사거리	모래내시장	만수	남동구청	인천대공원	운연
176	검단오류	운연	177	22:47:45	22:49:47	22:52:24	22:54:32	22:56:19	22:57:56	23:00:27	23:02:18	23:04:42	23:06:19	23:09:05	23:11:09	23:13:07	23:14:44	23:16:38	23:19:04	23:21:19	23:23:10	23:25:24	23:27:04	23:28:43	23:30:24	23:32:01	23:33:44	23:36:26	23:38:46	23:40:58
177	검단오류	운연	178	22:58:25	23:00:27	23:03:04	23:05:12	23:06:59	23:08:36	23:11:07	23:12:58	23:15:22	23:16:59	23:19:45	23:21:49	23:23:47	23:25:24	23:27:18	23:29:44	23:31:59	23:33:50	23:36:04	23:37:44	23:39:23	23:41:04	23:42:41	23:44:24	23:47:06	23:49:26	23:51:38
178	검단오류	운연	179	23:07:45	23:09:47	23:12:24	23:14:32	23:16:19	23:17:56	23:20:27	23:22:18	23:24:42	23:26:19	23:29:05	23:31:09	23:33:07	23:34:44	23:36:38	23:39:04	23:41:19	23:43:10	23:45:24	23:47:04	23:48:43	23:50:24	23:52:01	23:53:44	23:56:26	23:58:46	00:00:58
179	검단오류	운연	180	23:16:25	23:18:27	23:21:04	23:23:12	23:24:59	23:26:36	23:29:07	23:30:58	23:33:22	23:34:59	23:37:45	23:39:49	23:41:47	23:43:24	23:45:18	23:47:44	23:49:59	23:51:50	23:54:04	23:55:44	23:57:23	23:59:04	00:00:41	00:02:24	00:05:06	00:07:26	00:09:38
180	검단오류	운연	181	23:24:25	23:26:27	23:29:04	23:31:12	23:32:59	23:34:36	23:37:07	23:38:58	23:41:22	23:42:59	23:45:45	23:47:49	23:49:47	23:51:24	23:53:18	23:55:44	23:57:59	23:59:50	00:02:04	00:03:44	00:05:23	00:07:04	00:08:41	00:10:24	00:13:06	00:15:26	00:17:38
181	검단오류	운연	182	23:34:25	23:36:27	23:39:04	23:41:12	23:42:59	23:44:36	23:47:07	23:48:58	23:51:22	23:52:59	23:55:45	23:57:49	23:59:47	00:01:24	00:03:18	00:05:44	00:07:59	00:09:50	00:12:04	00:13:44	00:15:23	00:17:04	00:18:41	00:20:24	00:23:06	00:25:26	00:27:38
182	검단오류	운연	183	23:45:25	23:47:27	23:50:04	23:52:12	23:53:59	23:55:36	23:58:07	23:59:58	00:02:22	00:03:59	00:06:45	00:08:49	00:10:47	00:12:24	00:14:18	00:16:44	00:18:59	00:20:50	00:23:04	00:24:44	00:26:23	00:28:04	00:29:41	00:31:24	00:34:06	00:36:26	00:38:38
183	검단오류	운연	184	23:54:25	23:56:27	23:59:04	00:01:12	00:02:59	00:04:36	00:07:07	00:08:58	00:11:22	00:12:59	00:15:45	00:17:49	00:19:47	00:21:24	00:23:18	00:25:44	00:27:59	00:29:50	00:32:04	00:33:44	00:35:23	00:37:04	00:38:41	00:40:24	00:43:06	00:45:26	00:47:38
184	검단오류	운연	185	00:04:25	00:06:27	00:09:04	00:11:12	00:12:59	00:14:36	00:17:07	00:18:58	00:21:22	00:22:59	00:25:45	00:27:49	00:29:47	00:31:24	00:33:18	00:35:44	00:37:59	00:39:50	00:42:04	00:43:44	00:45:23	00:47:04	00:48:41	00:50:24	00:53:06	00:55:26	00:57:38
185	검단오류	운연	186	00:12:45	00:14:47	00:17:24	00:19:32	00:21:19	00:22:56	00:25:27	00:27:18	00:29:42	00:31:19	00:34:05	00:36:09	00:38:07	00:39:44	00:41:38	00:44:04	00:46:19	00:48:10	00:50:24	00:52:04	00:53:43	00:55:24	00:57:01	00:58:44	01:01:26	01:03:46	01:05:58

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Sample