Overview

Dataset statistics

Number of variables17
Number of observations28
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.9 KiB
Average record size in memory142.7 B

Variable types

Categorical9
Text4
Numeric2
DateTime2

Dataset

Description서비스구분,서비스ID,대분류명,소분류명,서비스상태,서비스명,결제방법,장소명,서비스대상,바로가기URL,장소X좌표,장소Y좌표,서비스개시시작일시,서비스개시종료일시,접수시작일시,접수종료일시,지역명
Author성동구
URLhttps://data.seoul.go.kr/dataList/OA-12098/S/1/datasetView.do

Alerts

서비스구분 has constant value ""Constant
대분류명 has constant value ""Constant
지역명 has constant value ""Constant
접수시작일시 is highly overall correlated with 서비스개시시작일시High correlation
서비스개시시작일시 is highly overall correlated with 접수시작일시High correlation
장소X좌표 is highly overall correlated with 장소Y좌표 and 2 other fieldsHigh correlation
장소Y좌표 is highly overall correlated with 장소X좌표 and 3 other fieldsHigh correlation
소분류명 is highly overall correlated with 장소Y좌표 and 1 other fieldsHigh correlation
결제방법 is highly overall correlated with 장소X좌표 and 2 other fieldsHigh correlation
장소명 is highly overall correlated with 장소X좌표 and 3 other fieldsHigh correlation
소분류명 is highly imbalanced (62.9%)Imbalance
서비스ID has unique valuesUnique
서비스명 has unique valuesUnique
바로가기URL has unique valuesUnique

Reproduction

Analysis started2024-05-11 06:34:05.758639
Analysis finished2024-05-11 06:34:09.840579
Duration4.08 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

서비스구분
Categorical

CONSTANT 

Distinct1
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Memory size356.0 B
자체
28 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row자체
2nd row자체
3rd row자체
4th row자체
5th row자체

Common Values

ValueCountFrequency (%)
자체 28
100.0%

Length

2024-05-11T06:34:10.061784image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:10.409023image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
자체 28
100.0%

서비스ID
Text

UNIQUE 

Distinct28
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-05-11T06:34:10.779498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length19
Median length19
Mean length19
Min length19

Characters and Unicode

Total characters532
Distinct characters11
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)100.0%

Sample

1st rowS240327160453923189
2nd rowS240426104610867521
3rd rowS240426105118462363
4th rowS240317103641300921
5th rowS240321103635333169
ValueCountFrequency (%)
s240327160453923189 1
 
3.6%
s240426104610867521 1
 
3.6%
s240418160150650762 1
 
3.6%
s240418155638267311 1
 
3.6%
s240418154954620524 1
 
3.6%
s240418154259146295 1
 
3.6%
s240418152606702011 1
 
3.6%
s240418135323766107 1
 
3.6%
s240419161746078186 1
 
3.6%
s240408141941457075 1
 
3.6%
Other values (18) 18
64.3%
2024-05-11T06:34:11.569773image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4 78
14.7%
0 74
13.9%
1 70
13.2%
2 69
13.0%
3 43
8.1%
6 42
7.9%
5 39
7.3%
7 32
6.0%
8 30
 
5.6%
S 28
 
5.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 504
94.7%
Uppercase Letter 28
 
5.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
4 78
15.5%
0 74
14.7%
1 70
13.9%
2 69
13.7%
3 43
8.5%
6 42
8.3%
5 39
7.7%
7 32
6.3%
8 30
 
6.0%
9 27
 
5.4%
Uppercase Letter
ValueCountFrequency (%)
S 28
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 504
94.7%
Latin 28
 
5.3%

Most frequent character per script

Common
ValueCountFrequency (%)
4 78
15.5%
0 74
14.7%
1 70
13.9%
2 69
13.7%
3 43
8.5%
6 42
8.3%
5 39
7.7%
7 32
6.3%
8 30
 
6.0%
9 27
 
5.4%
Latin
ValueCountFrequency (%)
S 28
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 532
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
4 78
14.7%
0 74
13.9%
1 70
13.2%
2 69
13.0%
3 43
8.1%
6 42
7.9%
5 39
7.3%
7 32
6.0%
8 30
 
5.6%
S 28
 
5.3%

대분류명
Categorical

CONSTANT 

Distinct1
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Memory size356.0 B
교육강좌
28 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row교육강좌
2nd row교육강좌
3rd row교육강좌
4th row교육강좌
5th row교육강좌

Common Values

ValueCountFrequency (%)
교육강좌 28
100.0%

Length

2024-05-11T06:34:11.900265image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:12.183310image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
교육강좌 28
100.0%

소분류명
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Memory size356.0 B
자연/과학
26 
공예/취미
 
2

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row자연/과학
2nd row자연/과학
3rd row자연/과학
4th row자연/과학
5th row자연/과학

Common Values

ValueCountFrequency (%)
자연/과학 26
92.9%
공예/취미 2
 
7.1%

Length

2024-05-11T06:34:12.505009image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:12.876619image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
자연/과학 26
92.9%
공예/취미 2
 
7.1%

서비스상태
Categorical

Distinct2
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Memory size356.0 B
접수중
19 
예약마감
9 

Length

Max length4
Median length3
Mean length3.3214286
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row접수중
2nd row접수중
3rd row접수중
4th row예약마감
5th row접수중

Common Values

ValueCountFrequency (%)
접수중 19
67.9%
예약마감 9
32.1%

Length

2024-05-11T06:34:13.139088image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:13.427392image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
접수중 19
67.9%
예약마감 9
32.1%

서비스명
Text

UNIQUE 

Distinct28
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-05-11T06:34:13.822911image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length52
Median length35
Mean length26.107143
Min length15

Characters and Unicode

Total characters731
Distinct characters160
Distinct categories9 ?
Distinct scripts2 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)100.0%

Sample

1st row(토)[청계천 생태학교] 개구리가 사라졌다?!
2nd row[청계천 생태학교] 5월 청계천에서 놀자 - 개구리야 안녕!
3rd row[청계천 생태학교] 5월 자연물 꼼지락 교실 - 자연물로 만드는 우리가족
4th row[공연/현장/단체]우수수 친구들의 마술쇼!
5th row[단체/화오전/진로]나도 수질연구사!
ValueCountFrequency (%)
서울숲 11
 
8.7%
5월 8
 
6.3%
3
 
2.4%
생태학교 3
 
2.4%
친구들의 2
 
1.6%
마술쇼 2
 
1.6%
단체 2
 
1.6%
힐링 2
 
1.6%
시설체험 2
 
1.6%
청계천 2
 
1.6%
Other values (87) 89
70.6%
2024-05-11T06:34:14.758676image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
100
 
13.7%
( 24
 
3.3%
) 24
 
3.3%
] 19
 
2.6%
[ 19
 
2.6%
숲 18
 
2.5%
울 17
 
2.3%
서 17
 
2.3%
/ 16
 
2.2%
체 15
 
2.1%
Other values (150) 462
63.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 480
65.7%
Space Separator 100
 
13.7%
Open Punctuation 43
 
5.9%
Close Punctuation 43
 
5.9%
Other Punctuation 28
 
3.8%
Decimal Number 27
 
3.7%
Dash Punctuation 5
 
0.7%
Math Symbol 4
 
0.5%
Other Number 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
숲 18
 
3.8%
울 17
 
3.5%
서 17
 
3.5%
체 15
 
3.1%
월 14
 
2.9%
수 14
 
2.9%
학 11
 
2.3%
아 10
 
2.1%
단 10
 
2.1%
하 9
 
1.9%
Other values (130) 345
71.9%
Decimal Number
ValueCountFrequency (%)
5 14
51.9%
2 4
 
14.8%
4 3
 
11.1%
3 2
 
7.4%
0 2
 
7.4%
6 2
 
7.4%
Other Punctuation
ValueCountFrequency (%)
/ 16
57.1%
! 6
 
21.4%
: 3
 
10.7%
? 2
 
7.1%
, 1
 
3.6%
Open Punctuation
ValueCountFrequency (%)
( 24
55.8%
[ 19
44.2%
Close Punctuation
ValueCountFrequency (%)
) 24
55.8%
] 19
44.2%
Math Symbol
ValueCountFrequency (%)
+ 2
50.0%
~ 2
50.0%
Space Separator
ValueCountFrequency (%)
100
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 5
100.0%
Other Number
ValueCountFrequency (%)
① 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 480
65.7%
Common 251
34.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
숲 18
 
3.8%
울 17
 
3.5%
서 17
 
3.5%
체 15
 
3.1%
월 14
 
2.9%
수 14
 
2.9%
학 11
 
2.3%
아 10
 
2.1%
단 10
 
2.1%
하 9
 
1.9%
Other values (130) 345
71.9%
Common
ValueCountFrequency (%)
100
39.8%
( 24
 
9.6%
) 24
 
9.6%
] 19
 
7.6%
[ 19
 
7.6%
/ 16
 
6.4%
5 14
 
5.6%
! 6
 
2.4%
- 5
 
2.0%
2 4
 
1.6%
Other values (10) 20
 
8.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 480
65.7%
ASCII 250
34.2%
Enclosed Alphanum 1
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
100
40.0%
( 24
 
9.6%
) 24
 
9.6%
] 19
 
7.6%
[ 19
 
7.6%
/ 16
 
6.4%
5 14
 
5.6%
! 6
 
2.4%
- 5
 
2.0%
2 4
 
1.6%
Other values (9) 19
 
7.6%
Hangul
ValueCountFrequency (%)
숲 18
 
3.8%
울 17
 
3.5%
서 17
 
3.5%
체 15
 
3.1%
월 14
 
2.9%
수 14
 
2.9%
학 11
 
2.3%
아 10
 
2.1%
단 10
 
2.1%
하 9
 
1.9%
Other values (130) 345
71.9%
Enclosed Alphanum
ValueCountFrequency (%)
① 1
100.0%

결제방법
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Memory size356.0 B
무료
18 
유료
10 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row유료
2nd row유료
3rd row유료
4th row무료
5th row무료

Common Values

ValueCountFrequency (%)
무료 18
64.3%
유료 10
35.7%

Length

2024-05-11T06:34:15.157655image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:15.461215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
무료 18
64.3%
유료 10
35.7%

장소명
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)39.3%
Missing0
Missing (%)0.0%
Memory size356.0 B
서울하수도과학관>서울하수도과학관
6 
서울숲 생태학습장
5 
서울숲 군마상
4 
청계천 생태학교
3 
서울하수도과학관
3 
Other values (6)
7 

Length

Max length18
Median length10
Mean length10.5
Min length5

Unique

Unique5 ?
Unique (%)17.9%

Sample

1st row청계천 생태학교
2nd row청계천 생태학교
3rd row청계천 생태학교
4th row서울하수도과학관
5th row서울하수도과학관

Common Values

ValueCountFrequency (%)
서울하수도과학관>서울하수도과학관 6
21.4%
서울숲 생태학습장 5
17.9%
서울숲 군마상 4
14.3%
청계천 생태학교 3
10.7%
서울하수도과학관 3
10.7%
서울숲 유아숲체험원 2
 
7.1%
서울숲>곤충식물원 1
 
3.6%
서울숲 방문자센터 1
 
3.6%
서울숲 커뮤니티센터 1
 
3.6%
서울숲 공영주차장 화장실 건물 앞 1
 
3.6%

Length

2024-05-11T06:34:15.823816image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
서울숲 14
29.2%
서울하수도과학관>서울하수도과학관 6
12.5%
생태학습장 5
 
10.4%
군마상 4
 
8.3%
청계천 3
 
6.2%
생태학교 3
 
6.2%
서울하수도과학관 3
 
6.2%
유아숲체험원 2
 
4.2%
방문자센터 2
 
4.2%
서울숲>곤충식물원 1
 
2.1%
Other values (5) 5
 
10.4%

서비스대상
Text

Distinct23
Distinct (%)82.1%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-05-11T06:34:16.253329image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length44
Median length20
Mean length20.035714
Min length4

Characters and Unicode

Total characters561
Distinct characters78
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique18 ?
Unique (%)64.3%

Sample

1st row 어린이(초등학생 이상)
2nd row 어린이(6세이상)
3rd row 어린이
4th row 성인(만 18세 이상 ), 어린이(초등학생), 유아(만3세~만6세)
5th row 청소년(중고등학생 학급 단체), 초등학생(초3~6학년 학급 단체)
ValueCountFrequency (%)
이상 12
 
12.8%
어린이(초등학생 4
 
4.3%
단체 4
 
4.3%
4
 
4.3%
기준 3
 
3.2%
어린이 3
 
3.2%
보호자 3
 
3.2%
초등학생(3~6학년(2024년 2
 
2.1%
학급 2
 
2.1%
가족(7세 2
 
2.1%
Other values (47) 55
58.5%
2024-05-11T06:34:17.143798image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
95
 
16.9%
( 40
 
7.1%
) 40
 
7.1%
이 29
 
5.2%
학 20
 
3.6%
세 18
 
3.2%
, 16
 
2.9%
어 15
 
2.7%
린 15
 
2.7%
초 13
 
2.3%
Other values (68) 260
46.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 309
55.1%
Space Separator 95
 
16.9%
Decimal Number 50
 
8.9%
Open Punctuation 40
 
7.1%
Close Punctuation 40
 
7.1%
Other Punctuation 16
 
2.9%
Math Symbol 11
 
2.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 29
 
9.4%
학 20
 
6.5%
세 18
 
5.8%
어 15
 
4.9%
린 15
 
4.9%
초 13
 
4.2%
등 13
 
4.2%
상 13
 
4.2%
년 13
 
4.2%
아 10
 
3.2%
Other values (52) 150
48.5%
Decimal Number
ValueCountFrequency (%)
2 8
16.0%
6 7
14.0%
4 6
12.0%
1 6
12.0%
3 6
12.0%
0 5
10.0%
7 5
10.0%
8 4
8.0%
5 2
 
4.0%
9 1
 
2.0%
Math Symbol
ValueCountFrequency (%)
~ 10
90.9%
+ 1
 
9.1%
Space Separator
ValueCountFrequency (%)
95
100.0%
Open Punctuation
ValueCountFrequency (%)
( 40
100.0%
Close Punctuation
ValueCountFrequency (%)
) 40
100.0%
Other Punctuation
ValueCountFrequency (%)
, 16
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 309
55.1%
Common 252
44.9%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 29
 
9.4%
학 20
 
6.5%
세 18
 
5.8%
어 15
 
4.9%
린 15
 
4.9%
초 13
 
4.2%
등 13
 
4.2%
상 13
 
4.2%
년 13
 
4.2%
아 10
 
3.2%
Other values (52) 150
48.5%
Common
ValueCountFrequency (%)
95
37.7%
( 40
15.9%
) 40
15.9%
, 16
 
6.3%
~ 10
 
4.0%
2 8
 
3.2%
6 7
 
2.8%
4 6
 
2.4%
1 6
 
2.4%
3 6
 
2.4%
Other values (6) 18
 
7.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 309
55.1%
ASCII 252
44.9%

Most frequent character per block

ASCII
ValueCountFrequency (%)
95
37.7%
( 40
15.9%
) 40
15.9%
, 16
 
6.3%
~ 10
 
4.0%
2 8
 
3.2%
6 7
 
2.8%
4 6
 
2.4%
1 6
 
2.4%
3 6
 
2.4%
Other values (6) 18
 
7.1%
Hangul
ValueCountFrequency (%)
이 29
 
9.4%
학 20
 
6.5%
세 18
 
5.8%
어 15
 
4.9%
린 15
 
4.9%
초 13
 
4.2%
등 13
 
4.2%
상 13
 
4.2%
년 13
 
4.2%
아 10
 
3.2%
Other values (52) 150
48.5%

바로가기URL
Text

UNIQUE 

Distinct28
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-05-11T06:34:17.868692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length92
Median length92
Mean length92
Min length92

Characters and Unicode

Total characters2576
Distinct characters39
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)100.0%

Sample

1st rowhttps://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240327160453923189
2nd rowhttps://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240426104610867521
3rd rowhttps://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240426105118462363
4th rowhttps://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240317103641300921
5th rowhttps://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240321103635333169
ValueCountFrequency (%)
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240327160453923189 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240426104610867521 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418160150650762 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418155638267311 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418154954620524 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418154259146295 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418152606702011 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240418135323766107 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240419161746078186 1
 
3.6%
https://yeyak.seoul.go.kr/web/reservation/selectreservview.do?rsv_svc_id=s240408141941457075 1
 
3.6%
Other values (18) 18
64.3%
2024-05-11T06:34:18.935600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
e 280
 
10.9%
s 196
 
7.6%
/ 140
 
5.4%
r 140
 
5.4%
o 112
 
4.3%
t 112
 
4.3%
v 112
 
4.3%
. 112
 
4.3%
i 84
 
3.3%
4 78
 
3.0%
Other values (29) 1210
47.0%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 1596
62.0%
Decimal Number 504
 
19.6%
Other Punctuation 308
 
12.0%
Uppercase Letter 84
 
3.3%
Connector Punctuation 56
 
2.2%
Math Symbol 28
 
1.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
e 280
17.5%
s 196
12.3%
r 140
 
8.8%
o 112
 
7.0%
t 112
 
7.0%
v 112
 
7.0%
i 84
 
5.3%
l 56
 
3.5%
k 56
 
3.5%
w 56
 
3.5%
Other values (10) 392
24.6%
Decimal Number
ValueCountFrequency (%)
4 78
15.5%
0 74
14.7%
1 70
13.9%
2 69
13.7%
3 43
8.5%
6 42
8.3%
5 39
7.7%
7 32
6.3%
8 30
 
6.0%
9 27
 
5.4%
Other Punctuation
ValueCountFrequency (%)
/ 140
45.5%
. 112
36.4%
? 28
 
9.1%
: 28
 
9.1%
Uppercase Letter
ValueCountFrequency (%)
S 28
33.3%
V 28
33.3%
R 28
33.3%
Connector Punctuation
ValueCountFrequency (%)
_ 56
100.0%
Math Symbol
ValueCountFrequency (%)
= 28
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 1680
65.2%
Common 896
34.8%

Most frequent character per script

Latin
ValueCountFrequency (%)
e 280
16.7%
s 196
11.7%
r 140
 
8.3%
o 112
 
6.7%
t 112
 
6.7%
v 112
 
6.7%
i 84
 
5.0%
l 56
 
3.3%
k 56
 
3.3%
w 56
 
3.3%
Other values (13) 476
28.3%
Common
ValueCountFrequency (%)
/ 140
15.6%
. 112
12.5%
4 78
8.7%
0 74
8.3%
1 70
7.8%
2 69
 
7.7%
_ 56
 
6.2%
3 43
 
4.8%
6 42
 
4.7%
5 39
 
4.4%
Other values (6) 173
19.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2576
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
e 280
 
10.9%
s 196
 
7.6%
/ 140
 
5.4%
r 140
 
5.4%
o 112
 
4.3%
t 112
 
4.3%
v 112
 
4.3%
. 112
 
4.3%
i 84
 
3.3%
4 78
 
3.0%
Other values (29) 1210
47.0%

장소X좌표
Real number (ℝ)

HIGH CORRELATION 

Distinct11
Distinct (%)39.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean127.04652
Minimum127.03796
Maximum127.05801
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size384.0 B
2024-05-11T06:34:19.197775image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum127.03796
5-th percentile127.03893
Q1127.03893
median127.04209
Q3127.05796
95-th percentile127.05801
Maximum127.05801
Range0.020048403
Interquartile range (IQR)0.019026641

Descriptive statistics

Standard deviation0.0082816988
Coefficient of variation (CV)6.5186349 × 10-5
Kurtosis-1.4965716
Mean127.04652
Median Absolute Deviation (MAD)0.0031637766
Skewness0.62531512
Sum3557.3026
Variance6.8586534 × 10-5
MonotonicityNot monotonic
2024-05-11T06:34:19.564519image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
127.05800592059607 6
21.4%
127.0389267425093 5
17.9%
127.04209051915323 4
14.3%
127.0451511903 3
10.7%
127.05795956832736 3
10.7%
127.03893292741304 2
 
7.1%
127.03917562015728 1
 
3.6%
127.04184252609625 1
 
3.6%
127.0379575176151 1
 
3.6%
127.04357685729038 1
 
3.6%
ValueCountFrequency (%)
127.0379575176151 1
 
3.6%
127.0389267425093 5
17.9%
127.03893292741304 2
 
7.1%
127.03917562015728 1
 
3.6%
127.04179 1
 
3.6%
127.04184252609625 1
 
3.6%
127.04209051915323 4
14.3%
127.04357685729038 1
 
3.6%
127.0451511903 3
10.7%
127.05795956832736 3
10.7%
ValueCountFrequency (%)
127.05800592059607 6
21.4%
127.05795956832736 3
10.7%
127.0451511903 3
10.7%
127.04357685729038 1
 
3.6%
127.04209051915323 4
14.3%
127.04184252609625 1
 
3.6%
127.04179 1
 
3.6%
127.03917562015728 1
 
3.6%
127.03893292741304 2
 
7.1%
127.0389267425093 5
17.9%

장소Y좌표
Real number (ℝ)

HIGH CORRELATION 

Distinct11
Distinct (%)39.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.552091
Minimum37.541246
Maximum37.569702
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size384.0 B
2024-05-11T06:34:19.788988image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum37.541246
5-th percentile37.542052
Q137.544006
median37.54899
Q337.557524
95-th percentile37.569702
Maximum37.569702
Range0.028456803
Interquartile range (IQR)0.01351783

Descriptive statistics

Standard deviation0.0085819255
Coefficient of variation (CV)0.00022853389
Kurtosis-0.31501543
Mean37.552091
Median Absolute Deviation (MAD)0.0067398123
Skewness0.70425166
Sum1051.4585
Variance7.3649446 × 10-5
MonotonicityNot monotonic
2024-05-11T06:34:19.994716image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
37.55752397852254 6
21.4%
37.54857270575336 5
17.9%
37.544006148699495 4
14.3%
37.5697024868 3
10.7%
37.55770407517007 3
10.7%
37.54940648012892 2
 
7.1%
37.54124568374876 1
 
3.6%
37.54291004342654 1
 
3.6%
37.5446570497604 1
 
3.6%
37.541589517840144 1
 
3.6%
ValueCountFrequency (%)
37.54124568374876 1
 
3.6%
37.541589517840144 1
 
3.6%
37.54291004342654 1
 
3.6%
37.54308 1
 
3.6%
37.544006148699495 4
14.3%
37.5446570497604 1
 
3.6%
37.54857270575336 5
17.9%
37.54940648012892 2
 
7.1%
37.55752397852254 6
21.4%
37.55770407517007 3
10.7%
ValueCountFrequency (%)
37.5697024868 3
10.7%
37.55770407517007 3
10.7%
37.55752397852254 6
21.4%
37.54940648012892 2
 
7.1%
37.54857270575336 5
17.9%
37.5446570497604 1
 
3.6%
37.544006148699495 4
14.3%
37.54308 1
 
3.6%
37.54291004342654 1
 
3.6%
37.541589517840144 1
 
3.6%

서비스개시시작일시
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)39.3%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-04-25 00:00:00.0
14 
2024-03-20 00:00:00.0
3 
2024-03-27 00:00:00.0
2 
2024-04-26 00:00:00.0
2 
2024-03-21 00:00:00.0
 
1
Other values (6)
6 

Length

Max length21
Median length21
Mean length21
Min length21

Unique

Unique7 ?
Unique (%)25.0%

Sample

1st row2024-03-27 00:00:00.0
2nd row2024-04-26 00:00:00.0
3rd row2024-04-26 00:00:00.0
4th row2024-03-27 00:00:00.0
5th row2024-03-21 00:00:00.0

Common Values

ValueCountFrequency (%)
2024-04-25 00:00:00.0 14
50.0%
2024-03-20 00:00:00.0 3
 
10.7%
2024-03-27 00:00:00.0 2
 
7.1%
2024-04-26 00:00:00.0 2
 
7.1%
2024-03-21 00:00:00.0 1
 
3.6%
2024-04-16 00:00:00.0 1
 
3.6%
2024-04-29 00:00:00.0 1
 
3.6%
2024-01-03 00:00:00.0 1
 
3.6%
2024-01-17 00:00:00.0 1
 
3.6%
2024-02-06 00:00:00.0 1
 
3.6%

Length

2024-05-11T06:34:20.230291image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
00:00:00.0 28
50.0%
2024-04-25 14
25.0%
2024-03-20 3
 
5.4%
2024-03-27 2
 
3.6%
2024-04-26 2
 
3.6%
2024-03-21 1
 
1.8%
2024-04-16 1
 
1.8%
2024-04-29 1
 
1.8%
2024-01-03 1
 
1.8%
2024-01-17 1
 
1.8%
Other values (2) 2
 
3.6%

서비스개시종료일시
Date

Distinct18
Distinct (%)64.3%
Missing0
Missing (%)0.0%
Memory size356.0 B
Minimum2024-05-11 00:00:00
Maximum2024-12-31 00:00:00
2024-05-11T06:34:20.434837image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-11T06:34:20.717993image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=18)

접수시작일시
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)39.3%
Missing0
Missing (%)0.0%
Memory size356.0 B
2024-04-25 09:00:00.0
14 
2024-03-27 10:00:00.0
4 
2024-04-26 00:00:00.0
2 
2024-03-27 00:00:00.0
 
1
2024-04-03 10:00:00.0
 
1
Other values (6)
6 

Length

Max length21
Median length21
Mean length21
Min length21

Unique

Unique8 ?
Unique (%)28.6%

Sample

1st row2024-03-27 00:00:00.0
2nd row2024-04-26 00:00:00.0
3rd row2024-04-26 00:00:00.0
4th row2024-04-03 10:00:00.0
5th row2024-03-27 10:00:00.0

Common Values

ValueCountFrequency (%)
2024-04-25 09:00:00.0 14
50.0%
2024-03-27 10:00:00.0 4
 
14.3%
2024-04-26 00:00:00.0 2
 
7.1%
2024-03-27 00:00:00.0 1
 
3.6%
2024-04-03 10:00:00.0 1
 
3.6%
2024-04-24 10:00:00.0 1
 
3.6%
2024-04-29 09:00:00.0 1
 
3.6%
2024-01-03 10:00:00.0 1
 
3.6%
2024-01-31 10:00:00.0 1
 
3.6%
2024-02-21 10:00:00.0 1
 
3.6%

Length

2024-05-11T06:34:21.103536image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
09:00:00.0 15
26.8%
2024-04-25 14
25.0%
10:00:00.0 9
16.1%
2024-03-27 5
 
8.9%
00:00:00.0 3
 
5.4%
2024-04-26 2
 
3.6%
2024-04-03 1
 
1.8%
2024-04-24 1
 
1.8%
2024-04-29 1
 
1.8%
2024-01-03 1
 
1.8%
Other values (4) 4
 
7.1%

접수종료일시
Date

Distinct22
Distinct (%)78.6%
Missing0
Missing (%)0.0%
Memory size356.0 B
Minimum2024-05-11 23:55:00
Maximum2024-12-22 09:00:00
2024-05-11T06:34:21.368323image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-11T06:34:21.677908image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=22)

지역명
Categorical

CONSTANT 

Distinct1
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Memory size356.0 B
성동구
28 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row성동구
2nd row성동구
3rd row성동구
4th row성동구
5th row성동구

Common Values

ValueCountFrequency (%)
성동구 28
100.0%

Length

2024-05-11T06:34:22.069361image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-11T06:34:22.328145image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성동구 28
100.0%

Interactions

2024-05-11T06:34:08.147115image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-11T06:34:07.521993image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-11T06:34:08.432217image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-11T06:34:07.871816image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-05-11T06:34:22.540284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
서비스ID소분류명서비스상태서비스명결제방법장소명서비스대상바로가기URL장소X좌표장소Y좌표서비스개시시작일시서비스개시종료일시접수시작일시접수종료일시
서비스ID1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
소분류명1.0001.0000.0001.0000.0001.0001.0001.0000.0000.5550.4900.3720.4900.000
서비스상태1.0000.0001.0001.0000.0000.0000.0001.0000.1420.1070.0000.9020.3710.941
서비스명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
결제방법1.0000.0000.0001.0001.0000.8880.8651.0000.6140.5330.2320.6900.4300.948
장소명1.0001.0000.0001.0000.8881.0000.8301.0001.0001.0000.8510.7800.8450.990
서비스대상1.0001.0000.0001.0000.8650.8301.0001.0000.9160.5050.5460.9330.0000.815
바로가기URL1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
장소X좌표1.0000.0000.1421.0000.6141.0000.9161.0001.0000.9810.6790.8820.7551.000
장소Y좌표1.0000.5550.1071.0000.5331.0000.5051.0000.9811.0000.6580.4220.7410.746
서비스개시시작일시1.0000.4900.0001.0000.2320.8510.5461.0000.6790.6581.0000.9730.9980.997
서비스개시종료일시1.0000.3720.9021.0000.6900.7800.9331.0000.8820.4220.9731.0000.9640.977
접수시작일시1.0000.4900.3711.0000.4300.8450.0001.0000.7550.7410.9980.9641.0000.992
접수종료일시1.0000.0000.9411.0000.9480.9900.8151.0001.0000.7460.9970.9770.9921.000
2024-05-11T06:34:22.906105image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
소분류명장소명서비스상태결제방법접수시작일시서비스개시시작일시
소분류명1.0000.8090.0000.0000.3670.367
장소명0.8091.0000.0000.7240.3830.391
서비스상태0.0000.0001.0000.0000.2660.000
결제방법0.0000.7240.0001.0000.3160.139
접수시작일시0.3670.3830.2660.3161.0000.917
서비스개시시작일시0.3670.3910.0000.1390.9171.000
2024-05-11T06:34:23.196940image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
장소X좌표장소Y좌표소분류명서비스상태결제방법장소명서비스개시시작일시접수시작일시
장소X좌표1.0000.5660.0000.1460.6930.8600.3780.456
장소Y좌표0.5661.0000.6290.0990.6040.8600.3590.441
소분류명0.0000.6291.0000.0000.0000.8090.3670.367
서비스상태0.1460.0990.0001.0000.0000.0000.0000.266
결제방법0.6930.6040.0000.0001.0000.7240.1390.316
장소명0.8600.8600.8090.0000.7241.0000.3910.383
서비스개시시작일시0.3780.3590.3670.0000.1390.3911.0000.917
접수시작일시0.4560.4410.3670.2660.3160.3830.9171.000

Missing values

2024-05-11T06:34:08.821028image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-05-11T06:34:09.523715image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

서비스구분서비스ID대분류명소분류명서비스상태서비스명결제방법장소명서비스대상바로가기URL장소X좌표장소Y좌표서비스개시시작일시서비스개시종료일시접수시작일시접수종료일시지역명
0자체S240327160453923189교육강좌자연/과학접수중(토)[청계천 생태학교] 개구리가 사라졌다?!유료청계천 생태학교어린이(초등학생 이상)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240327160453923189127.04515137.5697022024-03-27 00:00:00.02024-05-18 00:00:00.02024-03-27 00:00:00.02024-05-17 18:00:00.0성동구
1자체S240426104610867521교육강좌자연/과학접수중[청계천 생태학교] 5월 청계천에서 놀자 - 개구리야 안녕!유료청계천 생태학교어린이(6세이상)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240426104610867521127.04515137.5697022024-04-26 00:00:00.02024-05-22 00:00:00.02024-04-26 00:00:00.02024-05-17 18:00:00.0성동구
2자체S240426105118462363교육강좌자연/과학접수중[청계천 생태학교] 5월 자연물 꼼지락 교실 - 자연물로 만드는 우리가족유료청계천 생태학교어린이https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240426105118462363127.04515137.5697022024-04-26 00:00:00.02024-05-24 00:00:00.02024-04-26 00:00:00.02024-05-19 18:00:00.0성동구
3자체S240317103641300921교육강좌자연/과학예약마감[공연/현장/단체]우수수 친구들의 마술쇼!무료서울하수도과학관성인(만 18세 이상 ), 어린이(초등학생), 유아(만3세~만6세)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240317103641300921127.0579637.5577042024-03-27 00:00:00.02024-12-14 00:00:00.02024-04-03 10:00:00.02024-12-12 23:59:00.0성동구
4자체S240321103635333169교육강좌자연/과학접수중[단체/화오전/진로]나도 수질연구사!무료서울하수도과학관청소년(중고등학생 학급 단체), 초등학생(초3~6학년 학급 단체)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240321103635333169127.0579637.5577042024-03-21 00:00:00.02024-12-20 00:00:00.02024-03-27 10:00:00.02024-12-03 23:59:00.0성동구
5자체S240416094546773988교육강좌자연/과학접수중[공연/현장/개인]우수수 친구들의 마술쇼!무료서울하수도과학관성인(만 18세 이상 ), 어린이(초등학생), 유아(만3세~만6세)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240416094546773988127.0579637.5577042024-04-16 00:00:00.02024-05-11 00:00:00.02024-04-24 10:00:00.02024-05-11 23:55:00.0성동구
6자체S240429083626073620교육강좌자연/과학예약마감[서울숲] (토) 나는 아름다운 나비 (2024 서울숲 곤충아카데미①)유료서울숲>곤충식물원어린이(초등학생 이상)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240429083626073620127.03917637.5412462024-04-29 00:00:00.02024-05-18 00:00:00.02024-04-29 09:00:00.02024-05-18 00:00:00.0성동구
7자체S240418164137075453교육강좌자연/과학예약마감[서울숲] 일요 가족 생태나들이(5월,일)무료서울숲 방문자센터가족(공원을 이용하는 시민 가족 누구나)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418164137075453127.04184337.542912024-04-25 00:00:00.02024-05-26 00:00:00.02024-04-25 09:00:00.02024-05-23 17:00:00.0성동구
8자체S231229131737965107교육강좌자연/과학접수중[연간/초등생 이상]서울하수도과학관 2024년 전시해설 프로그램(전시실+재이용수 처리실)무료서울하수도과학관>서울하수도과학관성인(20세 이상), 어린이(8~13세 ), 청소년(14~19세)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S231229131737965107127.05800637.5575242024-01-03 00:00:00.02024-12-22 00:00:00.02024-01-03 10:00:00.02024-12-22 09:00:00.0성동구
9자체S240104145229508656교육강좌자연/과학예약마감[연간/단체/유아/초등저학년]서울하수도과학관 내 똥은 어디로 갈까?무료서울하수도과학관>서울하수도과학관어린이(초등학교 저학년), 유아(만 4세 이상 미취학 아동)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240104145229508656127.05800637.5575242024-01-17 00:00:00.02024-12-31 00:00:00.02024-01-31 10:00:00.02024-12-02 23:59:00.0성동구
서비스구분서비스ID대분류명소분류명서비스상태서비스명결제방법장소명서비스대상바로가기URL장소X좌표장소Y좌표서비스개시시작일시서비스개시종료일시접수시작일시접수종료일시지역명
18자체S240408135047694381교육강좌자연/과학예약마감(5월) 서울숲 어울림 숲길 (단체)무료서울숲 군마상청소년(초, 중, 고 교육기관)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240408135047694381127.04209137.5440062024-04-25 00:00:00.02024-05-31 00:00:00.02024-04-25 09:00:00.02024-05-21 16:00:00.0성동구
19자체S240408141941457075교육강좌자연/과학접수중(5월) 함께 걷는 동행 서울숲길(단체)무료서울숲 군마상장애인(복지관 등 단체)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240408141941457075127.04209137.5440062024-04-25 00:00:00.02024-05-24 00:00:00.02024-04-25 09:00:00.02024-05-21 16:00:00.0성동구
20자체S240419161746078186교육강좌공예/취미예약마감서울숲 힐링 원예교실(5월)-토요일유료서울숲 커뮤니티센터성인(누구나)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240419161746078186127.03795837.5446572024-04-25 00:00:00.02024-05-25 00:00:00.02024-04-25 09:00:00.02024-05-24 17:00:00.0성동구
21자체S240418135323766107교육강좌공예/취미접수중시민정원사와 함께하는 정원투어무료서울숲 공영주차장 화장실 건물 앞성인(누구나)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418135323766107127.04357737.541592024-04-18 00:00:00.02024-06-20 00:00:00.02024-04-18 15:00:00.02024-06-19 17:00:00.0성동구
22자체S240418152606702011교육강좌자연/과학예약마감[서울숲] 나도 시민과학자(5월)-(토)유료서울숲 생태학습장어린이(7세 이상 어린이)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418152606702011127.03892737.5485732024-04-25 00:00:00.02024-05-25 00:00:00.02024-04-25 09:00:00.02024-05-24 17:00:00.0성동구
23자체S240418154259146295교육강좌자연/과학예약마감[서울숲]신기한생물교실(5월)-토유료서울숲 생태학습장어린이(8세 이상 어린이)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418154259146295127.03892737.5485732024-04-25 00:00:00.02024-05-25 00:00:00.02024-04-25 09:00:00.02024-05-24 17:00:00.0성동구
24자체S240418154954620524교육강좌자연/과학접수중[서울숲]곤충탐사교실(5월)유료서울숲 생태학습장가족(7세 이상 어린이와 보호자)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418154954620524127.03892737.5485732024-04-25 00:00:00.02024-05-28 00:00:00.02024-04-25 09:00:00.02024-05-27 17:00:00.0성동구
25자체S240418155638267311교육강좌자연/과학접수중[서울숲] 습지대탐험 (5월)유료서울숲 생태학습장가족(7세 이상 어린이와 보호자)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418155638267311127.03892737.5485732024-04-25 00:00:00.02024-05-30 00:00:00.02024-04-25 09:00:00.02024-05-29 17:00:00.0성동구
26자체S240418160150650762교육강좌자연/과학접수중[서울숲] 생물다양성 탐사교실(5월)무료서울숲 생태학습장제한없음(초,중,고 및 성인 단체)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240418160150650762127.03892737.5485732024-04-25 00:00:00.02024-05-30 00:00:00.02024-04-25 09:00:00.02024-05-29 17:00:00.0성동구
27자체S240424103016761616교육강좌자연/과학접수중(5월) 우리가족 공원탐사대 (일)유료방문자센터가족(5~7세 유아 + 보호자)https://yeyak.seoul.go.kr/web/reservation/selectReservView.do?rsv_svc_id=S240424103016761616127.0417937.543082024-04-25 00:00:00.02024-05-26 00:00:00.02024-04-25 09:00:00.02024-05-26 08:00:00.0성동구