Overview

Dataset statistics

Number of variables9
Number of observations62
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.5 KiB
Average record size in memory74.1 B

Variable types

Categorical9

Dataset

DescriptionN/A
Author인천광역시연수구시설안전관리공단
URLhttps://data.incheon.go.kr/findData/publicDataDetail?dataId=15092234&srcSe=7661IVAWM27C61E190

Alerts

데이터기준일 has constant value ""Constant
종 목 is highly overall correlated with 프로그램명 and 2 other fieldsHigh correlation
프로그램명 is highly overall correlated with 종 목 and 5 other fieldsHigh correlation
구 분 is highly overall correlated with 프로그램명 and 4 other fieldsHigh correlation
운영시간 is highly overall correlated with 종 목 and 5 other fieldsHigh correlation
대 상 is highly overall correlated with 프로그램명 and 4 other fieldsHigh correlation
이용요금(일반-성인기준) is highly overall correlated with 종 목 and 5 other fieldsHigh correlation
기타사항 is highly overall correlated with 프로그램명 and 4 other fieldsHigh correlation
기타사항 is highly imbalanced (57.3%)Imbalance

Reproduction

Analysis started2024-03-18 04:54:35.924274
Analysis finished2024-03-18 04:54:37.797632
Duration1.87 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

종 목
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)6.5%
Missing0
Missing (%)0.0%
Memory size628.0 B
수영
36 
생활체육
18 
피트니스
6 
헬스
 
2

Length

Max length4
Median length2
Mean length2.7741935
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
수영 36
58.1%
생활체육 18
29.0%
피트니스 6
 
9.7%
헬스 2
 
3.2%

Length

2024-03-18T13:54:37.893495image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:38.035610image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영 36
58.1%
생활체육 18
29.0%
피트니스 6
 
9.7%
헬스 2
 
3.2%

프로그램명
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)21.0%
Missing0
Missing (%)0.0%
Memory size628.0 B
탁구
8 
새벽강습1
6 
새벽강습2
6 
저녁강습1
6 
저녁강습2
6 
Other values (8)
30 

Length

Max length5
Median length4.5
Mean length3.7903226
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row새벽강습1
2nd row새벽강습1
3rd row새벽강습1
4th row새벽강습1
5th row새벽강습1

Common Values

ValueCountFrequency (%)
탁구 8
12.9%
새벽강습1 6
9.7%
새벽강습2 6
9.7%
저녁강습1 6
9.7%
저녁강습2 6
9.7%
요가 6
9.7%
어린이강습 5
8.1%
자유수영 5
8.1%
배드민턴 4
6.5%
검도 4
6.5%
Other values (3) 6
9.7%

Length

2024-03-18T13:54:38.162420image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
탁구 8
12.9%
새벽강습1 6
9.7%
새벽강습2 6
9.7%
저녁강습1 6
9.7%
저녁강습2 6
9.7%
요가 6
9.7%
어린이강습 5
8.1%
자유수영 5
8.1%
배드민턴 4
6.5%
검도 4
6.5%
Other values (3) 6
9.7%

구 분
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)8.1%
Missing0
Missing (%)0.0%
Memory size628.0 B
화, 목
26 
월, 수, 금
24 
월, 화, 목, 금
5 
토요일
4 
평일(월~금)
3 

Length

Max length10
Median length7
Mean length5.7258065
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row월, 수, 금
2nd row월, 수, 금
3rd row월, 수, 금
4th row화, 목
5th row화, 목

Common Values

ValueCountFrequency (%)
화, 목 26
41.9%
월, 수, 금 24
38.7%
월, 화, 목, 금 5
 
8.1%
토요일 4
 
6.5%
평일(월~금) 3
 
4.8%

Length

2024-03-18T13:54:38.280658image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:38.407336image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
화 31
20.5%
목 31
20.5%
월 29
19.2%
금 29
19.2%
수 24
15.9%
토요일 4
 
2.6%
평일(월~금 3
 
2.0%

강습구분
Categorical

Distinct10
Distinct (%)16.1%
Missing0
Missing (%)0.0%
Memory size628.0 B
해당없음
28 
고급
5 
연수
5 
초급
5 
중급
5 
Other values (5)
14 

Length

Max length4
Median length3
Mean length2.9677419
Min length2

Unique

Unique1 ?
Unique (%)1.6%

Sample

1st row고급
2nd row연수
3rd row마스터
4th row초급
5th row중급

Common Values

ValueCountFrequency (%)
해당없음 28
45.2%
고급 5
 
8.1%
연수 5
 
8.1%
초급 5
 
8.1%
중급 5
 
8.1%
상급 5
 
8.1%
마스터 4
 
6.5%
1부 2
 
3.2%
2부 2
 
3.2%
3부 1
 
1.6%

Length

2024-03-18T13:54:38.536452image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:38.678891image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
해당없음 28
45.2%
고급 5
 
8.1%
연수 5
 
8.1%
초급 5
 
8.1%
중급 5
 
8.1%
상급 5
 
8.1%
마스터 4
 
6.5%
1부 2
 
3.2%
2부 2
 
3.2%
3부 1
 
1.6%

운영시간
Categorical

HIGH CORRELATION 

Distinct20
Distinct (%)32.3%
Missing0
Missing (%)0.0%
Memory size628.0 B
19:00~19:50(운영시간)
9 
20:00~20:50(운영시간)
9 
07:00~07:50(운영시간)
7 
06:00~06:50(운영시간)
6 
15:00~16:50(운영시간)
5 
Other values (15)
26 

Length

Max length17
Median length17
Mean length16.983871
Min length16

Unique

Unique10 ?
Unique (%)16.1%

Sample

1st row06:00~06:50(운영시간)
2nd row06:00~06:50(운영시간)
3rd row06:00~06:50(운영시간)
4th row06:00~06:50(운영시간)
5th row06:00~06:50(운영시간)

Common Values

ValueCountFrequency (%)
19:00~19:50(운영시간) 9
14.5%
20:00~20:50(운영시간) 9
14.5%
07:00~07:50(운영시간) 7
11.3%
06:00~06:50(운영시간) 6
9.7%
15:00~16:50(운영시간) 5
8.1%
16:00~16:50(운영시간) 5
8.1%
10:00~11:50(운영시간) 4
 
6.5%
07:00~08:50(운영시간) 3
 
4.8%
12:00~12:50(운영시간) 2
 
3.2%
19:00~20:50(운영시간) 2
 
3.2%
Other values (10) 10
16.1%

Length

2024-03-18T13:54:38.850513image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
19:00~19:50(운영시간 9
14.5%
20:00~20:50(운영시간 9
14.5%
07:00~07:50(운영시간 7
11.3%
06:00~06:50(운영시간 6
9.7%
15:00~16:50(운영시간 5
8.1%
16:00~16:50(운영시간 5
8.1%
10:00~11:50(운영시간 4
 
6.5%
07:00~08:50(운영시간 3
 
4.8%
12:00~12:50(운영시간 2
 
3.2%
19:00~20:50(운영시간 2
 
3.2%
Other values (10) 10
16.1%

대 상
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)8.1%
Missing0
Missing (%)0.0%
Memory size628.0 B
성인, 청소년
47 
어린이
7 
성인, 청소년, 어린이
5 
청소년, 어린이
 
2
해당없음
 
1

Length

Max length12
Median length7
Mean length6.9354839
Min length3

Unique

Unique1 ?
Unique (%)1.6%

Sample

1st row성인, 청소년
2nd row성인, 청소년
3rd row성인, 청소년
4th row성인, 청소년
5th row성인, 청소년

Common Values

ValueCountFrequency (%)
성인, 청소년 47
75.8%
어린이 7
 
11.3%
성인, 청소년, 어린이 5
 
8.1%
청소년, 어린이 2
 
3.2%
해당없음 1
 
1.6%

Length

2024-03-18T13:54:38.985762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:39.070313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
청소년 54
44.6%
성인 52
43.0%
어린이 14
 
11.6%
해당없음 1
 
0.8%

이용요금(일반-성인기준)
Categorical

HIGH CORRELATION 

Distinct12
Distinct (%)19.4%
Missing0
Missing (%)0.0%
Memory size628.0 B
35000
13 
60000
12 
55000
12 
40000
9 
50000
7 
Other values (7)
9 

Length

Max length5
Median length5
Mean length4.9354839
Min length4

Unique

Unique6 ?
Unique (%)9.7%

Sample

1st row60000
2nd row60000
3rd row60000
4th row55000
5th row55000

Common Values

ValueCountFrequency (%)
35000 13
21.0%
60000 12
19.4%
55000 12
19.4%
40000 9
14.5%
50000 7
11.3%
4500 3
 
4.8%
57000 1
 
1.6%
52000 1
 
1.6%
45000 1
 
1.6%
해당없음 1
 
1.6%
Other values (2) 2
 
3.2%

Length

2024-03-18T13:54:39.179861image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
35000 13
21.0%
60000 12
19.4%
55000 12
19.4%
40000 9
14.5%
50000 7
11.3%
4500 3
 
4.8%
57000 1
 
1.6%
52000 1
 
1.6%
45000 1
 
1.6%
해당없음 1
 
1.6%
Other values (2) 2
 
3.2%

기타사항
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)8.1%
Missing0
Missing (%)0.0%
Memory size628.0 B
해당없음
51 
수요일(자유수영)
 
5
일일입장
 
3
청소년요금 기준
 
2
주 6회
 
1

Length

Max length11
Median length4
Mean length4.8870968
Min length4

Unique

Unique1 ?
Unique (%)1.6%

Sample

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

Common Values

ValueCountFrequency (%)
해당없음 51
82.3%
수요일(자유수영) 5
 
8.1%
일일입장 3
 
4.8%
청소년요금 기준 2
 
3.2%
주 6회 1
 
1.6%

Length

2024-03-18T13:54:39.329870image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:39.440259image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
해당없음 51
78.5%
수요일(자유수영 5
 
7.7%
일일입장 3
 
4.6%
청소년요금 2
 
3.1%
기준 2
 
3.1%
주 1
 
1.5%
6회 1
 
1.5%

데이터기준일
Categorical

CONSTANT 

Distinct1
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size628.0 B
2021-07-01
62 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-07-01
2nd row2021-07-01
3rd row2021-07-01
4th row2021-07-01
5th row2021-07-01

Common Values

ValueCountFrequency (%)
2021-07-01 62
100.0%

Length

2024-03-18T13:54:39.555350image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-18T13:54:39.634465image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-07-01 62
100.0%

Correlations

2024-03-18T13:54:39.687212image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
종 목프로그램명구 분강습구분운영시간대 상이용요금(일반-성인기준)기타사항
종 목1.0001.0000.3240.6120.9660.4730.9720.481
프로그램명1.0001.0000.8160.4430.9570.9470.8520.934
구 분0.3240.8161.0000.8130.9680.9190.9390.953
강습구분0.6120.4430.8131.0000.3810.7300.6850.561
운영시간0.9660.9570.9680.3811.0000.9800.8950.982
대 상0.4730.9470.9190.7300.9801.0000.8930.965
이용요금(일반-성인기준)0.9720.8520.9390.6850.8950.8931.0000.910
기타사항0.4810.9340.9530.5610.9820.9650.9101.000
2024-03-18T13:54:39.793089image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대 상종 목운영시간기타사항강습구분구 분이용요금(일반-성인기준)프로그램명
대 상1.0000.3990.6980.7320.3690.6070.7140.811
종 목0.3991.0000.6630.4060.3900.2650.7250.919
운영시간0.6980.6631.0000.7060.0880.6600.5240.698
기타사항0.7320.4060.7061.0000.2500.6930.7470.781
강습구분0.3690.3900.0880.2501.0000.4480.3600.185
구 분0.6070.2650.6600.6930.4481.0000.8080.574
이용요금(일반-성인기준)0.7140.7250.5240.7470.3600.8081.0000.530
프로그램명0.8110.9190.6980.7810.1850.5740.5301.000
2024-03-18T13:54:39.896060image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
종 목프로그램명구 분강습구분운영시간대 상이용요금(일반-성인기준)기타사항
종 목1.0000.9190.2650.3900.6630.3990.7250.406
프로그램명0.9191.0000.5740.1850.6980.8110.5300.781
구 분0.2650.5741.0000.4480.6600.6070.8080.693
강습구분0.3900.1850.4481.0000.0880.3690.3600.250
운영시간0.6630.6980.6600.0881.0000.6980.5240.706
대 상0.3990.8110.6070.3690.6981.0000.7140.732
이용요금(일반-성인기준)0.7250.5300.8080.3600.5240.7141.0000.747
기타사항0.4060.7810.6930.2500.7060.7320.7471.000

Missing values

2024-03-18T13:54:37.633810image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-18T13:54:37.745083image/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

종 목프로그램명구 분강습구분운영시간대 상이용요금(일반-성인기준)기타사항데이터기준일
0수영새벽강습1월, 수, 금고급06:00~06:50(운영시간)성인, 청소년60000해당없음2021-07-01
1수영새벽강습1월, 수, 금연수06:00~06:50(운영시간)성인, 청소년60000해당없음2021-07-01
2수영새벽강습1월, 수, 금마스터06:00~06:50(운영시간)성인, 청소년60000해당없음2021-07-01
3수영새벽강습1화, 목초급06:00~06:50(운영시간)성인, 청소년55000해당없음2021-07-01
4수영새벽강습1화, 목중급06:00~06:50(운영시간)성인, 청소년55000해당없음2021-07-01
5수영새벽강습1화, 목상급06:00~06:50(운영시간)성인, 청소년55000해당없음2021-07-01
6수영새벽강습2월, 수, 금고급07:00~07:50(운영시간)성인, 청소년60000해당없음2021-07-01
7수영새벽강습2월, 수, 금연수07:00~07:50(운영시간)성인, 청소년60000해당없음2021-07-01
8수영새벽강습2월, 수, 금마스터07:00~07:50(운영시간)성인, 청소년60000해당없음2021-07-01
9수영새벽강습2화, 목초급07:00~07:50(운영시간)성인, 청소년55000해당없음2021-07-01
종 목프로그램명구 분강습구분운영시간대 상이용요금(일반-성인기준)기타사항데이터기준일
52생활체육검도월, 수, 금해당없음19:00~19:50(운영시간)성인, 청소년40000해당없음2021-07-01
53생활체육검도화, 목해당없음19:00~19:50(운영시간)성인, 청소년35000해당없음2021-07-01
54생활체육검도월, 수, 금해당없음20:00~20:50(운영시간)성인, 청소년40000해당없음2021-07-01
55생활체육검도화, 목해당없음20:00~20:50(운영시간)성인, 청소년35000해당없음2021-07-01
56피트니스요가월, 수, 금해당없음07:00~07:50(운영시간)성인, 청소년40000해당없음2021-07-01
57피트니스요가월, 수, 금해당없음08:00~08:50(운영시간)성인, 청소년40000해당없음2021-07-01
58피트니스요가화, 목해당없음09:00~09:50(운영시간)성인, 청소년35000해당없음2021-07-01
59피트니스요가화, 목해당없음10:00~10:50(운영시간)성인, 청소년35000해당없음2021-07-01
60피트니스요가화, 목해당없음19:00~19:50(운영시간)성인, 청소년35000해당없음2021-07-01
61피트니스요가화, 목해당없음20:00~20:50(운영시간)성인, 청소년35000해당없음2021-07-01