gimi9 Pandas Profiling

Dataset statistics

Number of variables	33
Number of observations	136
Missing cells	54
Missing cells (%)	1.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	35.3 KiB
Average record size in memory	266.0 B

Variable types

Categorical	2
Numeric	1
DateTime	30

Dataset

Description	인천교통공사 1호선 휴일 하선(계양역에서 송도달빛축제공원역 방향) 열차운행시간표 입니다. (열차진행방향, 열차번호, 역사별 열차 도착시간, 역사별 열차 출발시간)
Author	인천교통공사
URL	https://data.incheon.go.kr/findData/publicDataDetail?dataId=15051206&srcSe=7661IVAWM27C61E190

Alerts

`시발역` is highly imbalanced (86.1%)	Imbalance
`종착역` is highly imbalanced (88.2%)	Imbalance
`계양` has 5 (3.7%) missing values	Missing
`귤현` has 5 (3.7%) missing values	Missing
`박촌` has 2 (1.5%) missing values	Missing
`임학` has 2 (1.5%) missing values	Missing
`계산` has 2 (1.5%) missing values	Missing
`경인교대입구` has 2 (1.5%) missing values	Missing
`인천터미널` has 2 (1.5%) missing values	Missing
`문학경기장` has 2 (1.5%) missing values	Missing
`선학` has 2 (1.5%) missing values	Missing
`캠퍼스타운` has 2 (1.5%) missing values	Missing
`테크노파크` has 2 (1.5%) missing values	Missing
`지식정보단지` has 2 (1.5%) missing values	Missing
`인천대입구` has 2 (1.5%) missing values	Missing
`센트럴파크` has 2 (1.5%) missing values	Missing
`국제업무지구` has 2 (1.5%) missing values	Missing
`송도달빛축제공원` has 4 (2.9%) missing values	Missing
`열차번호` has unique values	Unique

Reproduction

Analysis started	2024-03-18 03:17:45.106745
Analysis finished	2024-03-18 03:17:45.698296
Duration	0.59 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시발역
Categorical

IMBALANCE

Distinct	4
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

계양	131
박촌	3
신연수	1
작전	1

Length

Max length	3
Median length	2
Mean length	2.0073529
Min length	2

Unique

Unique	2 ?
Unique (%)	1.5%

Sample

1st row	신연수
2nd row	작전
3rd row	박촌
4th row	계양
5th row	계양

Common Values

Value	Count	Frequency (%)
계양	131	96.3%
박촌	3	2.2%
신연수	1	0.7%
작전	1	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
계양	131	96.3%
박촌	3	2.2%
신연수	1	0.7%
작전	1	0.7%

종착역
Categorical

IMBALANCE

Distinct	4
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	1.2 KiB

송도달빛축제공원	132
국제업무지구	2
동막	1
예술회관	1

Length

Max length	8
Median length	8
Mean length	7.8970588
Min length	2

Unique

Unique	2 ?
Unique (%)	1.5%

Sample

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

Common Values

Value	Count	Frequency (%)
송도달빛축제공원	132	97.1%
국제업무지구	2	1.5%
동막	1	0.7%
예술회관	1	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
송도달빛축제공원	132	97.1%
국제업무지구	2	1.5%
동막	1	0.7%
예술회관	1	0.7%

열차번호
Real number (ℝ)

UNIQUE

Distinct	136
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1136

Minimum	1001
Maximum	1271
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1001
5-th percentile	1014.5
Q1	1068.5
median	1136
Q3	1203.5
95-th percentile	1257.5
Maximum	1271
Range	270
Interquartile range (IQR)	135

Descriptive statistics

Standard deviation	78.807783
Coefficient of variation (CV)	0.069373048
Kurtosis	-1.2
Mean	1136
Median Absolute Deviation (MAD)	68
Skewness	0
Sum	154496
Variance	6210.6667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1001	1	0.7%
1189	1	0.7%
1177	1	0.7%
1179	1	0.7%
1181	1	0.7%
1183	1	0.7%
1185	1	0.7%
1187	1	0.7%
1191	1	0.7%
1139	1	0.7%
Other values (126)	126	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1001	1	0.7%
1003	1	0.7%
1005	1	0.7%
1007	1	0.7%
1009	1	0.7%
1011	1	0.7%
1013	1	0.7%
1015	1	0.7%
1017	1	0.7%
1019	1	0.7%

Value	Count	Frequency (%)
1271	1	0.7%
1269	1	0.7%
1267	1	0.7%
1265	1	0.7%
1263	1	0.7%
1261	1	0.7%
1259	1	0.7%
1257	1	0.7%
1255	1	0.7%
1253	1	0.7%

계양
Date

MISSING

Distinct	131
Distinct (%)	100.0%
Missing	5
Missing (%)	3.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:07:00
Maximum	2024-03-18 23:55:00

Histogram

Histogram with fixed size bins (bins=50)

귤현
Date

MISSING

Distinct	131
Distinct (%)	100.0%
Missing	5
Missing (%)	3.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:09:00
Maximum	2024-03-18 23:57:00

Histogram

Histogram with fixed size bins (bins=50)

박촌
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

임학
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

계산
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:04:00
Maximum	2024-03-18 23:53:00

Histogram

Histogram with fixed size bins (bins=50)

경인교대입구
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

작전
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:07:30
Maximum	2024-03-18 23:56:30

Histogram

Histogram with fixed size bins (bins=50)

갈산
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:09:30
Maximum	2024-03-18 23:58:30

Histogram

Histogram with fixed size bins (bins=50)

부평구청
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:00:30
Maximum	2024-03-18 23:49:30

Histogram

Histogram with fixed size bins (bins=50)

부평시장
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:02:30
Maximum	2024-03-18 23:51:30

Histogram

Histogram with fixed size bins (bins=50)

부평
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:04:00
Maximum	2024-03-18 23:53:00

Histogram

Histogram with fixed size bins (bins=50)

동수
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

부평삼거리
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

간석오거리
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

인천시청
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

예술회관
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:04:00
Maximum	2024-03-18 23:53:00

Histogram

Histogram with fixed size bins (bins=50)

인천터미널
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:05:30
Maximum	2024-03-18 23:54:30

Histogram

Histogram with fixed size bins (bins=50)

문학경기장
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:07:00
Maximum	2024-03-18 23:56:00

Histogram

Histogram with fixed size bins (bins=50)

선학
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

신연수
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:10:30
Maximum	2024-03-18 23:59:30

Histogram

Histogram with fixed size bins (bins=50)

원인재
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:01:00
Maximum	2024-03-18 23:50:00

Histogram

Histogram with fixed size bins (bins=50)

동춘
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

동막
Date

Distinct	135
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Memory size	1.2 KiB

Minimum	2024-03-18 00:05:00
Maximum	2024-03-18 23:54:00

Histogram

Histogram with fixed size bins (bins=50)

캠퍼스타운
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:07:30
Maximum	2024-03-18 23:56:30

Histogram

Histogram with fixed size bins (bins=50)

테크노파크
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:09:00
Maximum	2024-03-18 23:58:00

Histogram

Histogram with fixed size bins (bins=50)

지식정보단지
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

인천대입구
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

센트럴파크
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

국제업무지구
Date

MISSING

Distinct	134
Distinct (%)	100.0%
Missing	2
Missing (%)	1.5%
Memory size	1.2 KiB

Minimum	2024-03-18 00:05:30
Maximum	2024-03-18 23:55:30

Histogram

Histogram with fixed size bins (bins=50)

송도달빛축제공원
Date

MISSING

Distinct	132
Distinct (%)	100.0%
Missing	4
Missing (%)	2.9%
Memory size	1.2 KiB

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

Histogram

Histogram with fixed size bins (bins=50)

First rows
Last rows

	시발역	종착역	열차번호	계양	귤현	박촌	임학	계산	경인교대입구	작전	갈산	부평구청	부평시장	부평	동수	부평삼거리	간석오거리	인천시청	예술회관	인천터미널	문학경기장	선학	신연수	원인재	동춘	동막	캠퍼스타운	테크노파크	지식정보단지	인천대입구	센트럴파크	국제업무지구	송도달빛축제공원
0	신연수	송도달빛축제공원	1001	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:40:00	05:41:30	05:43:30	05:45:30	05:48:00	05:49:30	05:52:00	05:53:30	05:55:00	05:57:00	05:58:30
1	작전	송도달빛축제공원	1003	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	05:30:00	05:32:00	05:34:00	05:36:00	05:37:30	05:39:30	05:41:30	05:43:30	05:46:30	05:48:30	05:50:00	05:51:30	05:53:00	05:55:00	05:56:30	05:58:30	06:00:30	06:03:00	06:04:30	06:07:00	06:08:30	06:10:00	06:12:00	06:13:30
2	박촌	송도달빛축제공원	1005	<NA>	<NA>	05:30:00	05:32:00	05:34:00	05:36:00	05:37:30	05:39:30	05:41:30	05:43:30	05:45:00	05:47:00	05:49:00	05:51:00	05:54:00	05:56:00	05:57:30	05:59:00	06:00:30	06:02:30	06:04:00	06:06:00	06:08:00	06:10:30	06:12:00	06:14:30	06:16:00	06:17:30	06:19:30	06:21:00
3	계양	송도달빛축제공원	1007	05:34:00	05:36:00	05:39:00	05:41:00	05:43:00	05:45:00	05:46:30	05:48:30	05:50:30	05:52:30	05:54:00	05:56:00	05:58:00	06:00:00	06:03:00	06:05:00	06:06:30	06:08:00	06:09:30	06:11:30	06:13:00	06:15:00	06:17:00	06:19:30	06:21:00	06:23:30	06:25:00	06:26:30	06:28:30	06:30:00
4	계양	송도달빛축제공원	1009	05:45:00	05:47:00	05:50:00	05:52:00	05:54:00	05:56:00	05:57:30	05:59:30	06:01:30	06:03:30	06:05:00	06:07:00	06:09:00	06:11:00	06:14:00	06:16:00	06:17:30	06:19:00	06:20:30	06:22:30	06:24:00	06:26:00	06:28:00	06:30:30	06:32:00	06:34:30	06:36:00	06:37:30	06:39:30	06:41:00
5	계양	송도달빛축제공원	1011	05:56:00	05:58:00	06:01:00	06:03:00	06:05:00	06:07:00	06:08:30	06:10:30	06:12:30	06:14:30	06:16:00	06:18:00	06:20:00	06:22:00	06:25:00	06:27:00	06:28:30	06:30:00	06:31:30	06:33:30	06:35:00	06:37:00	06:39:00	06:41:30	06:43:00	06:45:30	06:47:00	06:48:30	06:50:30	06:52:00
6	계양	송도달빛축제공원	1013	06:06:00	06:08:00	06:11:00	06:13:00	06:15:00	06:17:00	06:18:30	06:20:30	06:22:30	06:24:30	06:26:00	06:28:00	06:30:00	06:32:00	06:35:00	06:37:00	06:38:30	06:40:00	06:41:30	06:43:30	06:45:00	06:47:00	06:49:00	06:51:30	06:53:00	06:55:30	06:57:00	06:58:30	07:00:30	07:02:00
7	계양	송도달빛축제공원	1015	06:16:00	06:18:00	06:21:00	06:23:00	06:25:00	06:27:00	06:28:30	06:30:30	06:32:30	06:34:30	06:36:00	06:38:00	06:40:00	06:42:00	06:45:00	06:47:00	06:48:30	06:50:00	06:51:30	06:53:30	06:55:00	06:57:00	06:59:00	07:01:30	07:03:00	07:05:30	07:07:00	07:08:30	07:10:30	07:12:00
8	계양	송도달빛축제공원	1017	06:26:00	06:28:00	06:31:00	06:33:00	06:35:00	06:37:00	06:38:30	06:40:30	06:42:30	06:44:30	06:46:00	06:48:00	06:50:00	06:52:00	06:55:00	06:57:00	06:58:30	07:00:00	07:01:30	07:03:30	07:05:00	07:07:00	07:09:00	07:11:30	07:13:00	07:15:30	07:17:00	07:18:30	07:20:30	07:22:00
9	계양	송도달빛축제공원	1019	06:34:00	06:36:00	06:39:00	06:41:00	06:43:00	06:45:00	06:46:30	06:48:30	06:50:30	06:52:30	06:54:00	06:56:00	06:58:00	07:00:00	07:03:00	07:05:00	07:06:30	07:08:00	07:09:30	07:11:30	07:13:00	07:15:00	07:17:00	07:19:30	07:21:00	07:23:30	07:25:00	07:26:30	07:28:30	07:30:00

	시발역	종착역	열차번호	계양	귤현	박촌	임학	계산	경인교대입구	작전	갈산	부평구청	부평시장	부평	동수	부평삼거리	간석오거리	인천시청	예술회관	인천터미널	문학경기장	선학	신연수	원인재	동춘	동막	캠퍼스타운	테크노파크	지식정보단지	인천대입구	센트럴파크	국제업무지구	송도달빛축제공원
126	계양	송도달빛축제공원	1253	22:51:00	22:53:00	22:56:00	22:58:00	23:00:00	23:02:00	23:03:30	23:05:30	23:07:30	23:09:30	23:11:00	23:13:00	23:15:00	23:17:00	23:20:00	23:22:00	23:23:30	23:25:00	23:26:30	23:28:30	23:30:00	23:32:00	23:34:00	23:36:30	23:38:00	23:40:30	23:42:00	23:43:30	23:45:30	23:47:00
127	계양	송도달빛축제공원	1255	23:01:00	23:03:00	23:06:00	23:08:00	23:10:00	23:12:00	23:13:30	23:15:30	23:17:30	23:19:30	23:21:00	23:23:00	23:25:00	23:27:00	23:30:00	23:32:00	23:33:30	23:35:00	23:36:30	23:38:30	23:40:00	23:42:00	23:44:00	23:46:30	23:48:00	23:50:30	23:52:00	23:53:30	23:55:30	23:57:00
128	계양	송도달빛축제공원	1257	23:11:00	23:13:00	23:16:00	23:18:00	23:20:00	23:22:00	23:23:30	23:25:30	23:27:30	23:29:30	23:31:00	23:33:00	23:35:00	23:37:00	23:40:00	23:42:00	23:43:30	23:45:00	23:46:30	23:48:30	23:50:00	23:52:00	23:54:00	23:56:30	23:58:00	00:00:30	00:02:00	00:03:30	00:05:30	00:07:00
129	계양	송도달빛축제공원	1259	23:22:00	23:24:00	23:27:00	23:29:00	23:31:00	23:33:00	23:34:30	23:36:30	23:38:30	23:40:30	23:42:00	23:44:00	23:46:00	23:48:00	23:51:00	23:53:00	23:54:30	23:56:00	23:57:30	23:59:30	00:01:00	00:03:00	00:05:00	00:07:30	00:09:00	00:11:30	00:13:00	00:14:30	00:16:30	00:18:00
130	계양	송도달빛축제공원	1261	23:33:00	23:35:00	23:38:00	23:40:00	23:42:00	23:44:00	23:45:30	23:47:30	23:49:30	23:51:30	23:53:00	23:55:00	23:57:00	23:59:00	00:02:00	00:04:00	00:05:30	00:07:00	00:08:30	00:10:30	00:12:00	00:14:00	00:16:00	00:18:30	00:20:00	00:22:30	00:24:00	00:25:30	00:27:30	00:29:00
131	계양	국제업무지구	1263	23:44:00	23:46:00	23:49:00	23:51:00	23:53:00	23:55:00	23:56:30	23:58:30	00:00:30	00:02:30	00:04:00	00:06:00	00:08:00	00:10:00	00:13:00	00:15:00	00:16:30	00:18:00	00:19:30	00:21:30	00:23:00	00:25:00	00:27:00	00:29:30	00:31:00	00:33:30	00:35:00	00:36:30	00:38:00	<NA>
132	계양	송도달빛축제공원	1265	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	00:27:30	00:29:00	00:30:30	00:32:30	00:34:00	00:36:00	00:38:00	00:40:30	00:42:00	00:44:30	00:46:00	00:47:30	00:49:30	00:51:00
133	계양	국제업무지구	1267	00:07:00	00:09:00	00:12:00	00:14:00	00:16:00	00:18:00	00:19:30	00:21:30	00:23:30	00:25:30	00:27:00	00:29:00	00:31:00	00:33:00	00:36:00	00:38:00	00:39:30	00:41:00	00:42:30	00:44:30	00:46:00	00:48:00	00:50:00	00:52:30	00:54:00	00:56:30	00:58:00	00:59:30	01:01:00	<NA>
134	계양	동막	1269	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	00:51:00	00:52:30	00:54:00	00:56:00	00:57:30	00:59:30	01:01:00	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
135	계양	예술회관	1271	00:30:30	00:32:30	00:35:30	00:37:30	00:39:30	00:41:30	00:43:00	00:45:00	00:47:00	00:49:00	00:50:30	00:52:30	00:54:30	00:56:30	00:59:30	01:01:00	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

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