gimi9 Pandas Profiling

Dataset statistics

Number of variables	33
Number of observations	156
Missing cells	88
Missing cells (%)	1.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	40.5 KiB
Average record size in memory	265.8 B

Variable types

Categorical	2
Numeric	1
DateTime	30

Dataset

Description	N/A
Author	인천교통공사
URL	https://data.incheon.go.kr/findData/publicDataDetail?dataId=15051203&srcSe=7661IVAWM27C61E190

Alerts

`시발역` is highly imbalanced (91.6%)	Imbalance
`종착역` is highly imbalanced (59.5%)	Imbalance
`송도달빛축제공원` has 3 (1.9%) missing values	Missing
`국제업무지구` has 3 (1.9%) missing values	Missing
`센트럴파크` has 2 (1.3%) missing values	Missing
`인천대입구` has 2 (1.3%) missing values	Missing
`지식정보단지` has 2 (1.3%) missing values	Missing
`테크노파크` has 2 (1.3%) missing values	Missing
`캠퍼스타운` has 2 (1.3%) missing values	Missing
`동막` has 2 (1.3%) missing values	Missing
`선학` has 2 (1.3%) missing values	Missing
`문학경기장` has 2 (1.3%) missing values	Missing
`인천터미널` has 2 (1.3%) missing values	Missing
`예술회관` has 2 (1.3%) missing values	Missing
`귤현` has 23 (14.7%) missing values	Missing
`계양` has 23 (14.7%) missing values	Missing
`열차번호` has unique values	Unique

Reproduction

Analysis started	2024-03-18 03:26:22.891778
Analysis finished	2024-03-18 03:26:23.538734
Duration	0.65 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시발역
Categorical

IMBALANCE

Distinct	4
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

송도달빛축제공원	153
예술회관	1
동막	1
국제업무지구	1

Length

Max length	8
Median length	8
Mean length	7.9230769
Min length	2

Unique

Unique	3 ?
Unique (%)	1.9%

Sample

1st row	예술회관
2nd row	동막
3rd row	송도달빛축제공원
4th row	송도달빛축제공원
5th row	송도달빛축제공원

Common Values

Value	Count	Frequency (%)
송도달빛축제공원	153	98.1%
예술회관	1	0.6%
동막	1	0.6%
국제업무지구	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
송도달빛축제공원	153	98.1%
예술회관	1	0.6%
동막	1	0.6%
국제업무지구	1	0.6%

종착역
Categorical

IMBALANCE

Distinct	3
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

계양	133
박촌	22
신연수	1

Length

Max length	3
Median length	2
Mean length	2.0064103
Min length	2

Unique

Unique	1 ?
Unique (%)	0.6%

Sample

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

Common Values

Value	Count	Frequency (%)
계양	133	85.3%
박촌	22	14.1%
신연수	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
계양	133	85.3%
박촌	22	14.1%
신연수	1	0.6%

열차번호
Real number (ℝ)

UNIQUE

Distinct	156
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1157

Minimum	1002
Maximum	1312
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1002
5-th percentile	1017.5
Q1	1079.5
median	1157
Q3	1234.5
95-th percentile	1296.5
Maximum	1312
Range	310
Interquartile range (IQR)	155

Descriptive statistics

Standard deviation	90.354856
Coefficient of variation (CV)	0.078094085
Kurtosis	-1.2
Mean	1157
Median Absolute Deviation (MAD)	78
Skewness	0
Sum	180492
Variance	8164
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1002	1	0.6%
1218	1	0.6%
1204	1	0.6%
1206	1	0.6%
1208	1	0.6%
1210	1	0.6%
1212	1	0.6%
1214	1	0.6%
1216	1	0.6%
1220	1	0.6%
Other values (146)	146	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1002	1	0.6%
1004	1	0.6%
1006	1	0.6%
1008	1	0.6%
1010	1	0.6%
1012	1	0.6%
1014	1	0.6%
1016	1	0.6%
1018	1	0.6%
1020	1	0.6%

Value	Count	Frequency (%)
1312	1	0.6%
1310	1	0.6%
1308	1	0.6%
1306	1	0.6%
1304	1	0.6%
1302	1	0.6%
1300	1	0.6%
1298	1	0.6%
1296	1	0.6%
1294	1	0.6%

송도달빛축제공원
Date

MISSING

Distinct	153
Distinct (%)	100.0%
Missing	3
Missing (%)	1.9%
Memory size	1.3 KiB

Minimum	2024-03-18 00:05:00
Maximum	2024-03-18 23:53:30

Histogram

Histogram with fixed size bins (bins=50)

국제업무지구
Date

MISSING

Distinct	153
Distinct (%)	100.0%
Missing	3
Missing (%)	1.9%
Memory size	1.3 KiB

Minimum	2024-03-18 00:06:30
Maximum	2024-03-18 23:55:00

Histogram

Histogram with fixed size bins (bins=50)

센트럴파크
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:08:30
Maximum	2024-03-18 23:57:00

Histogram

Histogram with fixed size bins (bins=50)

인천대입구
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:10:00
Maximum	2024-03-18 23:58:30

Histogram

Histogram with fixed size bins (bins=50)

지식정보단지
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:00:00
Maximum	2024-03-18 23:48:00

Histogram

Histogram with fixed size bins (bins=50)

테크노파크
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:02:30
Maximum	2024-03-18 23:50:30

Histogram

Histogram with fixed size bins (bins=50)

캠퍼스타운
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:04:00
Maximum	2024-03-18 23:52:00

Histogram

Histogram with fixed size bins (bins=50)

동막
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:06:30
Maximum	2024-03-18 23:54:30

Histogram

Histogram with fixed size bins (bins=50)

동춘
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:08:30
Maximum	2024-03-18 23:56:30

Histogram

Histogram with fixed size bins (bins=50)

원인재
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:10:30
Maximum	2024-03-18 23:58:30

Histogram

Histogram with fixed size bins (bins=50)

신연수
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:00:00
Maximum	2024-03-18 23:48:30

Histogram

Histogram with fixed size bins (bins=50)

선학
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:02:00
Maximum	2024-03-18 23:50:30

Histogram

Histogram with fixed size bins (bins=50)

문학경기장
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:03:30
Maximum	2024-03-18 23:52:00

Histogram

Histogram with fixed size bins (bins=50)

인천터미널
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:05:00
Maximum	2024-03-18 23:53:30

Histogram

Histogram with fixed size bins (bins=50)

예술회관
Date

MISSING

Distinct	154
Distinct (%)	100.0%
Missing	2
Missing (%)	1.3%
Memory size	1.3 KiB

Minimum	2024-03-18 00:06:30
Maximum	2024-03-18 23:55:00

Histogram

Histogram with fixed size bins (bins=50)

인천시청
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:08:30
Maximum	2024-03-18 23:57:00

Histogram

Histogram with fixed size bins (bins=50)

간석오거리
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

부평삼거리
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:02:00
Maximum	2024-03-18 23:52:00

Histogram

Histogram with fixed size bins (bins=50)

동수
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

부평
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

부평시장
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:07:30
Maximum	2024-03-18 23:57:30

Histogram

Histogram with fixed size bins (bins=50)

부평구청
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:09:30
Maximum	2024-03-18 23:59:30

Histogram

Histogram with fixed size bins (bins=50)

갈산
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:01:30
Maximum	2024-03-18 23:51:30

Histogram

Histogram with fixed size bins (bins=50)

작전
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

Minimum	2024-03-18 00:03:30
Maximum	2024-03-18 23:53:30

Histogram

Histogram with fixed size bins (bins=50)

경인교대입구
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

계산
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

임학
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

박촌
Date

Distinct	155
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

귤현
Date

MISSING

Distinct	133
Distinct (%)	100.0%
Missing	23
Missing (%)	14.7%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

계양
Date

MISSING

Distinct	133
Distinct (%)	100.0%
Missing	23
Missing (%)	14.7%
Memory size	1.3 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

First rows
Last rows

	시발역	종착역	열차번호	송도달빛축제공원	국제업무지구	센트럴파크	인천대입구	지식정보단지	테크노파크	캠퍼스타운	동막	동춘	원인재	신연수	선학	문학경기장	인천터미널	예술회관	인천시청	간석오거리	부평삼거리	동수	부평	부평시장	부평구청	갈산	작전	경인교대입구	계산	임학	박촌	귤현	계양
0	예술회관	계양	1002	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:31:30	05:34:30	05:36:30	05:38:30	05:40:30	05:42:00	05:44:00	05:46:00	05:48:00	05:49:30	05:51:30	05:53:30	05:55:30	05:58:30	06:00:30
1	동막	계양	1004	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:31:30	05:33:30	05:35:00	05:37:00	05:38:30	05:40:00	05:41:30	05:43:30	05:46:30	05:48:30	05:50:30	05:52:30	05:54:00	05:56:00	05:58:00	06:00:00	06:01:30	06:03:30	06:05:30	06:07:30	06:10:30	06:12:30
2	송도달빛축제공원	계양	1006	05:30:00	05:31:30	05:33:30	05:35:00	05:36:30	05:39:00	05:40:30	05:43:00	05:45:00	05:47:00	05:48:30	05:50:30	05:52:00	05:53:30	05:55:00	05:57:00	06:00:00	06:02:00	06:04:00	06:06:00	06:07:30	06:09:30	06:11:30	06:13:30	06:15:00	06:17:00	06:19:00	06:21:00	06:24:00	06:26:00
3	송도달빛축제공원	계양	1008	05:40:00	05:41:30	05:43:30	05:45:00	05:46:30	05:49:00	05:50:30	05:53:00	05:55:00	05:57:00	05:58:30	06:00:30	06:02:00	06:03:30	06:05:00	06:07:00	06:10:00	06:12:00	06:14:00	06:16:00	06:17:30	06:19:30	06:21:30	06:23:30	06:25:00	06:27:00	06:29:00	06:31:00	06:34:00	06:36:00
4	송도달빛축제공원	계양	1010	05:50:00	05:51:30	05:53:30	05:55:00	05:56:30	05:59:00	06:00:30	06:03:00	06:05:00	06:07:00	06:08:30	06:10:30	06:12:00	06:13:30	06:15:00	06:17:00	06:20:00	06:22:00	06:24:00	06:26:00	06:27:30	06:29:30	06:31:30	06:33:30	06:35:00	06:37:00	06:39:00	06:41:00	06:44:00	06:46:00
5	송도달빛축제공원	계양	1012	06:00:00	06:01:30	06:03:30	06:05:00	06:06:30	06:09:00	06:10:30	06:13:00	06:15:00	06:17:00	06:18:30	06:20:30	06:22:00	06:23:30	06:25:00	06:27:00	06:30:00	06:32:00	06:34:00	06:36:00	06:37:30	06:39:30	06:41:30	06:43:30	06:45:00	06:47:00	06:49:00	06:51:00	06:54:00	06:56:00
6	송도달빛축제공원	계양	1014	06:10:00	06:11:30	06:13:30	06:15:00	06:16:30	06:19:00	06:20:30	06:23:00	06:25:00	06:27:00	06:28:30	06:30:30	06:32:00	06:33:30	06:35:00	06:37:00	06:40:00	06:42:00	06:44:00	06:46:00	06:47:30	06:49:30	06:51:30	06:53:30	06:55:00	06:57:00	06:59:00	07:01:00	07:04:00	07:06:00
7	송도달빛축제공원	계양	1016	06:20:00	06:21:30	06:23:30	06:25:00	06:26:30	06:29:00	06:30:30	06:33:00	06:35:00	06:37:00	06:38:30	06:40:30	06:42:00	06:43:30	06:45:00	06:47:00	06:50:00	06:52:00	06:54:00	06:56:00	06:57:30	06:59:30	07:01:30	07:03:30	07:05:00	07:07:00	07:09:00	07:11:00	07:14:00	07:16:00
8	송도달빛축제공원	계양	1018	06:28:00	06:29:30	06:31:30	06:33:00	06:34:30	06:37:00	06:38:30	06:41:00	06:43:00	06:45:00	06:46:30	06:48:30	06:50:00	06:51:30	06:53:00	06:55:00	06:58:00	07:00:00	07:02:00	07:04:00	07:05:30	07:07:30	07:09:30	07:11:30	07:13:00	07:15:00	07:17:00	07:19:00	07:22:00	07:24:00
9	송도달빛축제공원	계양	1020	06:36:00	06:37:30	06:39:30	06:41:00	06:42:30	06:45:00	06:46:30	06:49:00	06:51:00	06:53:00	06:54:30	06:56:30	06:58:00	06:59:30	07:01:00	07:03:00	07:06:00	07:08:00	07:10:00	07:12:00	07:13:30	07:15:30	07:17:30	07:19:30	07:21:00	07:23:00	07:25:00	07:27:00	07:30:00	07:32:00

	시발역	종착역	열차번호	송도달빛축제공원	국제업무지구	센트럴파크	인천대입구	지식정보단지	테크노파크	캠퍼스타운	동막	동춘	원인재	신연수	선학	문학경기장	인천터미널	예술회관	인천시청	간석오거리	부평삼거리	동수	부평	부평시장	부평구청	갈산	작전	경인교대입구	계산	임학	박촌	귤현	계양
146	송도달빛축제공원	계양	1294	22:40:00	22:41:30	22:43:30	22:45:00	22:46:30	22:49:00	22:50:30	22:53:00	22:55:00	22:57:00	22:58:30	23:00:30	23:02:00	23:03:30	23:05:00	23:07:00	23:10:00	23:12:00	23:14:00	23:16:00	23:17:30	23:19:30	23:21:30	23:23:30	23:25:00	23:27:00	23:29:00	23:31:00	23:34:00	23:36:00
147	송도달빛축제공원	계양	1296	22:50:00	22:51:30	22:53:30	22:55:00	22:56:30	22:59:00	23:00:30	23:03:00	23:05:00	23:07:00	23:08:30	23:10:30	23:12:00	23:13:30	23:15:00	23:17:00	23:20:00	23:22:00	23:24:00	23:26:00	23:27:30	23:29:30	23:31:30	23:33:30	23:35:00	23:37:00	23:39:00	23:41:00	23:44:00	23:46:00
148	송도달빛축제공원	계양	1298	23:00:00	23:01:30	23:03:30	23:05:00	23:06:30	23:09:00	23:10:30	23:13:00	23:15:00	23:17:00	23:18:30	23:20:30	23:22:00	23:23:30	23:25:00	23:27:00	23:30:00	23:32:00	23:34:00	23:36:00	23:37:30	23:39:30	23:41:30	23:43:30	23:45:00	23:47:00	23:49:00	23:51:00	23:54:00	23:56:00
149	송도달빛축제공원	계양	1300	23:10:00	23:11:30	23:13:30	23:15:00	23:16:30	23:19:00	23:20:30	23:23:00	23:25:00	23:27:00	23:28:30	23:30:30	23:32:00	23:33:30	23:35:00	23:37:00	23:40:00	23:42:00	23:44:00	23:46:00	23:47:30	23:49:30	23:51:30	23:53:30	23:55:00	23:57:00	23:59:00	00:01:00	00:04:00	00:06:00
150	송도달빛축제공원	계양	1302	23:20:00	23:21:30	23:23:30	23:25:00	23:26:30	23:29:00	23:30:30	23:33:00	23:35:00	23:37:00	23:38:30	23:40:30	23:42:00	23:43:30	23:45:00	23:47:00	23:50:00	23:52:00	23:54:00	23:56:00	23:57:30	23:59:30	00:01:30	00:03:30	00:05:00	00:07:00	00:09:00	00:11:00	00:14:00	00:16:00
151	송도달빛축제공원	계양	1304	23:30:00	23:31:30	23:33:30	23:35:00	23:36:30	23:39:00	23:40:30	23:43:00	23:45:00	23:47:00	23:48:30	23:50:30	23:52:00	23:53:30	23:55:00	23:57:00	00:00:00	00:02:00	00:04:00	00:06:00	00:07:30	00:09:30	00:11:30	00:13:30	00:15:00	00:17:00	00:19:00	00:21:00	00:24:00	00:26:00
152	송도달빛축제공원	계양	1306	23:41:30	23:43:00	23:45:00	23:46:30	23:48:00	23:50:30	23:52:00	23:54:30	23:56:30	23:58:30	00:00:00	00:02:00	00:03:30	00:05:00	00:06:30	00:08:30	00:11:30	00:13:30	00:15:30	00:17:30	00:19:00	00:21:00	00:23:00	00:25:00	00:26:30	00:28:30	00:30:30	00:32:30	00:35:30	00:37:30
153	송도달빛축제공원	계양	1308	23:53:30	23:55:00	23:57:00	23:58:30	00:00:00	00:02:30	00:04:00	00:06:30	00:08:30	00:10:30	00:12:00	00:14:00	00:15:30	00:17:00	00:18:30	00:20:30	00:23:30	00:25:30	00:27:30	00:29:30	00:31:00	00:33:00	00:35:00	00:37:00	00:38:30	00:40:30	00:42:30	00:44:30	00:47:30	00:49:30
154	송도달빛축제공원	계양	1310	00:05:00	00:06:30	00:08:30	00:10:00	00:11:30	00:14:00	00:15:30	00:18:00	00:20:00	00:22:00	00:23:30	00:25:30	00:27:00	00:28:30	00:30:00	00:32:00	00:35:00	00:37:00	00:39:00	00:41:00	00:42:30	00:44:30	00:46:30	00:48:30	00:50:00	00:52:00	00:54:00	00:56:00	00:59:00	01:01:00
155	송도달빛축제공원	신연수	1312	00:17:00	00:18:30	00:20:30	00:22:00	00:23:30	00:26:00	00:27:30	00:30:00	00:32:00	00:34:00	00:35:30	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

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