Overview

Dataset statistics

Number of variables11
Number of observations653
Missing cells0
Missing cells (%)0.0%
Duplicate rows72
Duplicate rows (%)11.0%
Total size in memory56.9 KiB
Average record size in memory89.2 B

Variable types

Categorical9
Text1
Numeric1

Dataset

Description화성국민체육센터, 화성그린환경센터, 화성남부체육센터, 동탄중앙어울림센터, 반월체육센터의 이용현황입니다. 프로그램명, 강습요일, 시간, 장소, 정원 등을 확인할 수 있습니다.
Author화성도시공사
URLhttps://www.data.go.kr/data/15126973/fileData.do

Alerts

데이터기준일자 has constant value ""Constant
Dataset has 72 (11.0%) duplicate rowsDuplicates
이용자수 is highly overall correlated with 시간 and 1 other fieldsHigh correlation
센터명 is highly overall correlated with 강습요일 and 5 other fieldsHigh correlation
강습요일 is highly overall correlated with 센터명 and 3 other fieldsHigh correlation
시간 is highly overall correlated with 이용자수 and 4 other fieldsHigh correlation
장소 is highly overall correlated with 센터명 and 2 other fieldsHigh correlation
정원 is highly overall correlated with 이용자수 and 6 other fieldsHigh correlation
대상 is highly overall correlated with 센터명 and 3 other fieldsHigh correlation
구분 is highly overall correlated with 센터명 and 1 other fieldsHigh correlation
이용요금 is highly overall correlated with 센터명 and 4 other fieldsHigh correlation
정원 is highly imbalanced (52.2%)Imbalance

Reproduction

Analysis started2024-03-14 17:18:22.106048
Analysis finished2024-03-14 17:18:24.480565
Duration2.37 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

센터명
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
화성남부체육센터
322 
화성국민체육센터
95 
반월체육센터
86 
동탄중앙어울림센터
81 
화성그린환경센터
69 

Length

Max length9
Median length8
Mean length7.8606432
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
화성남부체육센터 322
49.3%
화성국민체육센터 95
 
14.5%
반월체육센터 86
 
13.2%
동탄중앙어울림센터 81
 
12.4%
화성그린환경센터 69
 
10.6%

Length

2024-03-15T02:18:24.696995image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T02:18:25.057120image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
화성남부체육센터 322
49.3%
화성국민체육센터 95
 
14.5%
반월체육센터 86
 
13.2%
동탄중앙어울림센터 81
 
12.4%
화성그린환경센터 69
 
10.6%

프로그램명
Text

Distinct328
Distinct (%)50.2%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
2024-03-15T02:18:25.890393image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length30
Median length25
Mean length11.295559
Min length2

Characters and Unicode

Total characters7376
Distinct characters140
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique309 ?
Unique (%)47.3%

Sample

1st row16A 어린이반_고급
2nd row16A 어린이반_초급
3rd row16B 어린이반_고급
4th row16B 어린이반_상급
5th row16B 어린이반_중급
ValueCountFrequency (%)
성인수영(저녁 70
 
7.0%
성인수영(새벽 62
 
6.2%
아쿠아로빅 33
 
3.3%
30
 
3.0%
필라테스 30
 
3.0%
성인수영(오전 30
 
3.0%
요가 25
 
2.5%
성인 24
 
2.4%
어린이수영 23
 
2.3%
에어로빅 15
 
1.5%
Other values (311) 659
65.8%
2024-03-15T02:18:27.402620image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
수 464
 
6.3%
400
 
5.4%
_ 355
 
4.8%
( 343
 
4.7%
) 343
 
4.7%
1 326
 
4.4%
영 311
 
4.2%
월 281
 
3.8%
인 210
 
2.8%
시 203
 
2.8%
Other values (130) 4140
56.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 4705
63.8%
Decimal Number 959
 
13.0%
Space Separator 400
 
5.4%
Connector Punctuation 355
 
4.8%
Open Punctuation 346
 
4.7%
Close Punctuation 346
 
4.7%
Uppercase Letter 123
 
1.7%
Dash Punctuation 63
 
0.9%
Math Symbol 40
 
0.5%
Other Symbol 36
 
0.5%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
수 464
 
9.9%
영 311
 
6.6%
월 281
 
6.0%
인 210
 
4.5%
시 203
 
4.3%
성 192
 
4.1%
급 150
 
3.2%
개 141
 
3.0%
스 138
 
2.9%
금 129
 
2.7%
Other values (103) 2486
52.8%
Decimal Number
ValueCountFrequency (%)
1 326
34.0%
0 161
16.8%
2 83
 
8.7%
7 72
 
7.5%
6 72
 
7.5%
9 69
 
7.2%
5 62
 
6.5%
4 42
 
4.4%
3 41
 
4.3%
8 31
 
3.2%
Uppercase Letter
ValueCountFrequency (%)
A 53
43.1%
B 47
38.2%
T 11
 
8.9%
P 11
 
8.9%
C 1
 
0.8%
Open Punctuation
ValueCountFrequency (%)
( 343
99.1%
[ 3
 
0.9%
Close Punctuation
ValueCountFrequency (%)
) 343
99.1%
] 3
 
0.9%
Math Symbol
ValueCountFrequency (%)
▷ 33
82.5%
~ 7
 
17.5%
Other Punctuation
ValueCountFrequency (%)
/ 2
66.7%
, 1
33.3%
Space Separator
ValueCountFrequency (%)
400
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 355
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 63
100.0%
Other Symbol
ValueCountFrequency (%)
▶ 36
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 4705
63.8%
Common 2548
34.5%
Latin 123
 
1.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
수 464
 
9.9%
영 311
 
6.6%
월 281
 
6.0%
인 210
 
4.5%
시 203
 
4.3%
성 192
 
4.1%
급 150
 
3.2%
개 141
 
3.0%
스 138
 
2.9%
금 129
 
2.7%
Other values (103) 2486
52.8%
Common
ValueCountFrequency (%)
400
15.7%
_ 355
13.9%
( 343
13.5%
) 343
13.5%
1 326
12.8%
0 161
6.3%
2 83
 
3.3%
7 72
 
2.8%
6 72
 
2.8%
9 69
 
2.7%
Other values (12) 324
12.7%
Latin
ValueCountFrequency (%)
A 53
43.1%
B 47
38.2%
T 11
 
8.9%
P 11
 
8.9%
C 1
 
0.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 4705
63.8%
ASCII 2602
35.3%
Geometric Shapes 69
 
0.9%

Most frequent character per block

Hangul
ValueCountFrequency (%)
수 464
 
9.9%
영 311
 
6.6%
월 281
 
6.0%
인 210
 
4.5%
시 203
 
4.3%
성 192
 
4.1%
급 150
 
3.2%
개 141
 
3.0%
스 138
 
2.9%
금 129
 
2.7%
Other values (103) 2486
52.8%
ASCII
ValueCountFrequency (%)
400
15.4%
_ 355
13.6%
( 343
13.2%
) 343
13.2%
1 326
12.5%
0 161
6.2%
2 83
 
3.2%
7 72
 
2.8%
6 72
 
2.8%
9 69
 
2.7%
Other values (15) 378
14.5%
Geometric Shapes
ValueCountFrequency (%)
▶ 36
52.2%
▷ 33
47.8%

강습요일
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
월수금
238 
화목
191 
월,수,금
89 
화,목
74 
월화수목금토
30 
Other values (8)
31 

Length

Max length11
Median length9
Mean length3.287902
Min length2

Unique

Unique4 ?
Unique (%)0.6%

Sample

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

Common Values

ValueCountFrequency (%)
월수금 238
36.4%
화목 191
29.2%
월,수,금 89
 
13.6%
화,목 74
 
11.3%
월화수목금토 30
 
4.6%
월,화,수,목,금 12
 
1.8%
월화수목금 11
 
1.7%
월,수,목,금 2
 
0.3%
월수 2
 
0.3%
제한없음 1
 
0.2%
Other values (3) 3
 
0.5%

Length

2024-03-15T02:18:27.627312image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
월수금 238
36.4%
화목 191
29.2%
월,수,금 89
 
13.6%
화,목 74
 
11.3%
월화수목금토 30
 
4.6%
월,화,수,목,금 12
 
1.8%
월화수목금 11
 
1.7%
월,수,목,금 2
 
0.3%
월수 2
 
0.3%
제한없음 1
 
0.2%
Other values (3) 3
 
0.5%

시간
Categorical

HIGH CORRELATION 

Distinct42
Distinct (%)6.4%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
19:00~19:50
69 
20:00~20:50
58 
10:00~10:50
47 
07:00~07:50
 
37
06:00~06:50
 
37
Other values (37)
405 

Length

Max length37
Median length11
Mean length10.875957
Min length4

Unique

Unique13 ?
Unique (%)2.0%

Sample

1st row16:00-16:50
2nd row16:00-16:50
3rd row16:00-16:50
4th row16:00-16:50
5th row16:00-16:50

Common Values

ValueCountFrequency (%)
19:00~19:50 69
 
10.6%
20:00~20:50 58
 
8.9%
10:00~10:50 47
 
7.2%
07:00~07:50 37
 
5.7%
06:00~06:50 37
 
5.7%
11:00~11:50 36
 
5.5%
10:00-10:50 33
 
5.1%
07:00-07:50 27
 
4.1%
16:00~16:50 26
 
4.0%
20:00-20:50 25
 
3.8%
Other values (32) 258
39.5%

Length

2024-03-15T02:18:27.998058image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
19:00~19:50 69
 
10.5%
20:00~20:50 58
 
8.9%
10:00~10:50 47
 
7.2%
07:00~07:50 37
 
5.6%
06:00~06:50 37
 
5.6%
11:00~11:50 36
 
5.5%
10:00-10:50 33
 
5.0%
07:00-07:50 27
 
4.1%
16:00~16:50 26
 
4.0%
19:00-19:50 25
 
3.8%
Other values (34) 260
39.7%

장소
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
수영장
439 
다목적실
92 
체력단련실
 
25
GX룸
 
21
온돌강의실
 
18
Other values (6)
58 

Length

Max length6
Median length3
Mean length3.3644717
Min length2

Unique

Unique1 ?
Unique (%)0.2%

Sample

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

Common Values

ValueCountFrequency (%)
수영장 439
67.2%
다목적실 92
 
14.1%
체력단련실 25
 
3.8%
GX룸 21
 
3.2%
온돌강의실 18
 
2.8%
다목적체육관 17
 
2.6%
댄스실 16
 
2.5%
G.X실 15
 
2.3%
헬스 6
 
0.9%
헬스장 3
 
0.5%

Length

2024-03-15T02:18:28.342856image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
수영장 439
67.2%
다목적실 92
 
14.1%
체력단련실 25
 
3.8%
gx룸 21
 
3.2%
온돌강의실 18
 
2.8%
다목적체육관 17
 
2.6%
댄스실 16
 
2.5%
g.x실 15
 
2.3%
헬스 6
 
0.9%
헬스장 3
 
0.5%

정원
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct18
Distinct (%)2.8%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
25
378 
30
154 
50
 
34
10
 
19
제한없음
 
17
Other values (13)
51 

Length

Max length4
Median length2
Mean length2.0566616
Min length1

Unique

Unique5 ?
Unique (%)0.8%

Sample

1st row25
2nd row25
3rd row25
4th row25
5th row25

Common Values

ValueCountFrequency (%)
25 378
57.9%
30 154
23.6%
50 34
 
5.2%
10 19
 
2.9%
제한없음 17
 
2.6%
80 12
 
1.8%
20 8
 
1.2%
60 8
 
1.2%
15 4
 
0.6%
55 4
 
0.6%
Other values (8) 15
 
2.3%

Length

2024-03-15T02:18:28.671541image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
25 378
57.9%
30 154
23.6%
50 34
 
5.2%
10 19
 
2.9%
제한없음 17
 
2.6%
80 12
 
1.8%
20 8
 
1.2%
60 8
 
1.2%
70 4
 
0.6%
40 4
 
0.6%
Other values (8) 15
 
2.3%

대상
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
성인/청소년
390 
성인
96 
제한없음
80 
어린이
 
38
성인/청소년/어린이
 
12
Other values (5)
 
37

Length

Max length10
Median length6
Mean length4.9632466
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
성인/청소년 390
59.7%
성인 96
 
14.7%
제한없음 80
 
12.3%
어린이 38
 
5.8%
성인/청소년/어린이 12
 
1.8%
초등학생 11
 
1.7%
어린이(초등) 9
 
1.4%
어른 9
 
1.4%
청소년 6
 
0.9%
어린이/경로 2
 
0.3%

Length

2024-03-15T02:18:29.020612image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T02:18:29.404497image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성인/청소년 390
59.7%
성인 96
 
14.7%
제한없음 80
 
12.3%
어린이 38
 
5.8%
성인/청소년/어린이 12
 
1.8%
초등학생 11
 
1.7%
어린이(초등 9
 
1.4%
어른 9
 
1.4%
청소년 6
 
0.9%
어린이/경로 2
 
0.3%

구분
Categorical

HIGH CORRELATION 

Distinct26
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
구분없음
243 
중급반
92 
상급반
89 
일반
62 
진도수료제
39 
Other values (21)
128 

Length

Max length7
Median length6
Mean length3.6094946
Min length2

Unique

Unique5 ?
Unique (%)0.8%

Sample

1st row구분없음
2nd row기초반
3rd row구분없음
4th row구분없음
5th row구분없음

Common Values

ValueCountFrequency (%)
구분없음 243
37.2%
중급반 92
 
14.1%
상급반 89
 
13.6%
일반 62
 
9.5%
진도수료제 39
 
6.0%
마스터반 35
 
5.4%
초급반 19
 
2.9%
기초반 18
 
2.8%
서킷트레이닝 7
 
1.1%
배드민턴 7
 
1.1%
Other values (16) 42
 
6.4%

Length

2024-03-15T02:18:29.830579image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
구분없음 243
36.9%
중급반 92
 
14.0%
상급반 89
 
13.5%
일반 62
 
9.4%
진도수료제 39
 
5.9%
마스터반 35
 
5.3%
초급반 19
 
2.9%
기초반 18
 
2.7%
서킷트레이닝 7
 
1.1%
배드민턴 7
 
1.1%
Other values (18) 47
 
7.1%

이용요금
Categorical

HIGH CORRELATION 

Distinct28
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
50000
186 
60000
157 
40000
120 
30000
36 
60,000
22 
Other values (23)
132 

Length

Max length15
Median length5
Mean length5.1577335
Min length4

Unique

Unique7 ?
Unique (%)1.1%

Sample

1st row48000
2nd row48000
3rd row40000
4th row40000
5th row40000

Common Values

ValueCountFrequency (%)
50000 186
28.5%
60000 157
24.0%
40000 120
18.4%
30000 36
 
5.5%
60,000 22
 
3.4%
50,000 20
 
3.1%
48000 17
 
2.6%
40,000 15
 
2.3%
20000 14
 
2.1%
90,000 10
 
1.5%
Other values (18) 56
 
8.6%

Length

2024-03-15T02:18:30.228601image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
50000 186
28.2%
60000 157
23.8%
40000 120
18.2%
30000 36
 
5.5%
60,000 22
 
3.3%
50,000 20
 
3.0%
48000 17
 
2.6%
40,000 16
 
2.4%
20000 14
 
2.1%
30,000 11
 
1.7%
Other values (18) 60
 
9.1%

이용자수
Real number (ℝ)

HIGH CORRELATION 

Distinct225
Distinct (%)34.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean132.52833
Minimum0
Maximum6778
Zeros4
Zeros (%)0.6%
Negative0
Negative (%)0.0%
Memory size5.9 KiB
2024-03-15T02:18:30.602006image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile10
Q118
median29
Q3111
95-th percentile397.4
Maximum6778
Range6778
Interquartile range (IQR)93

Descriptive statistics

Standard deviation430.18344
Coefficient of variation (CV)3.2459734
Kurtosis140.30312
Mean132.52833
Median Absolute Deviation (MAD)17
Skewness10.796738
Sum86541
Variance185057.79
MonotonicityNot monotonic
2024-03-15T02:18:31.049955image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
25 34
 
5.2%
24 27
 
4.1%
15 24
 
3.7%
16 23
 
3.5%
14 21
 
3.2%
21 15
 
2.3%
13 14
 
2.1%
29 14
 
2.1%
27 14
 
2.1%
23 13
 
2.0%
Other values (215) 454
69.5%
ValueCountFrequency (%)
0 4
 
0.6%
3 3
 
0.5%
4 3
 
0.5%
6 7
1.1%
7 4
 
0.6%
8 5
0.8%
9 6
0.9%
10 6
0.9%
11 10
1.5%
12 10
1.5%
ValueCountFrequency (%)
6778 1
0.2%
5440 1
0.2%
4525 1
0.2%
2525 1
0.2%
1768 1
0.2%
1519 1
0.2%
1457 1
0.2%
1381 1
0.2%
1359 1
0.2%
1110 1
0.2%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size5.2 KiB
2023-12-31
653 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-12-31
2nd row2023-12-31
3rd row2023-12-31
4th row2023-12-31
5th row2023-12-31

Common Values

ValueCountFrequency (%)
2023-12-31 653
100.0%

Length

2024-03-15T02:18:31.437412image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T02:18:31.618272image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023-12-31 653
100.0%

Interactions

2024-03-15T02:18:23.358236image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-15T02:18:31.729276image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
센터명강습요일시간장소정원대상구분이용요금이용자수
센터명1.0000.7450.8050.7450.6510.8990.9110.8600.195
강습요일0.7451.0000.9380.8030.9070.7070.8490.9060.548
시간0.8050.9381.0000.8520.9630.9070.8770.8720.958
장소0.7450.8030.8521.0000.9020.7340.8440.9530.471
정원0.6510.9070.9630.9021.0000.8300.9340.9140.897
대상0.8990.7070.9070.7340.8301.0000.6750.9000.533
구분0.9110.8490.8770.8440.9340.6751.0000.8990.165
이용요금0.8600.9060.8720.9530.9140.9000.8991.0000.705
이용자수0.1950.5480.9580.4710.8970.5330.1650.7051.000
2024-03-15T02:18:32.060846image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
대상정원이용요금시간강습요일센터명구분장소
대상1.0000.5030.5970.6190.3880.5860.3150.424
정원0.5031.0000.5340.6670.6110.3990.5950.625
이용요금0.5970.5341.0000.3840.5690.6180.4500.733
시간0.6190.6670.3841.0000.6310.5120.3800.472
강습요일0.3880.6110.5690.6311.0000.5230.4050.485
센터명0.5860.3990.6180.5120.5231.0000.7080.530
구분0.3150.5950.4500.3800.4050.7081.0000.486
장소0.4240.6250.7330.4720.4850.5300.4861.000
2024-03-15T02:18:32.414354image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
이용자수센터명강습요일시간장소정원대상구분이용요금
이용자수1.0000.1250.2910.7890.2540.6800.3040.0690.343
센터명0.1251.0000.5230.5120.5300.3990.5860.7080.618
강습요일0.2910.5231.0000.6310.4850.6110.3880.4050.569
시간0.7890.5120.6311.0000.4720.6670.6190.3800.384
장소0.2540.5300.4850.4721.0000.6250.4240.4860.733
정원0.6800.3990.6110.6670.6251.0000.5030.5950.534
대상0.3040.5860.3880.6190.4240.5031.0000.3150.597
구분0.0690.7080.4050.3800.4860.5950.3151.0000.450
이용요금0.3430.6180.5690.3840.7330.5340.5970.4501.000

Missing values

2024-03-15T02:18:23.749277image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T02:18:24.278959image/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

센터명프로그램명강습요일시간장소정원대상구분이용요금이용자수데이터기준일자
0화성국민체육센터16A 어린이반_고급월,수,금16:00-16:50수영장25어린이구분없음480001072023-12-31
1화성국민체육센터16A 어린이반_초급월,수,금16:00-16:50수영장25어린이기초반48000182023-12-31
2화성국민체육센터16B 어린이반_고급화,목16:00-16:50수영장25어린이구분없음400002052023-12-31
3화성국민체육센터16B 어린이반_상급화,목16:00-16:50수영장25어린이구분없음400001422023-12-31
4화성국민체육센터16B 어린이반_중급화,목16:00-16:50수영장25어린이구분없음400001872023-12-31
5화성국민체육센터17A 어린이반_기초(처음)월,수,금17:00-17:50수영장25어린이기초반48000362023-12-31
6화성국민체육센터17A 어린이반_마스터월,수,금17:00-17:50수영장25어린이구분없음48000682023-12-31
7화성국민체육센터17A 어린이반_초급월,수,금17:00-17:50수영장25어린이기초반480001152023-12-31
8화성국민체육센터17B 어린이반_고급화,목17:00-17:50수영장25어린이구분없음400001262023-12-31
9화성국민체육센터17B 어린이반_중급화,목17:00-17:50수영장25어린이구분없음400001632023-12-31
센터명프로그램명강습요일시간장소정원대상구분이용요금이용자수데이터기준일자
643화성그린환경센터수영(경로남자) - 어른 - 남월화수목금토<NA>수영장제한없음어른구분없음20003502023-12-31
644화성그린환경센터수영(경로여자) - 어른 - 여월화수목금토<NA>수영장제한없음어른구분없음20006632023-12-31
645화성그린환경센터헬스(경로남자) - 어른 - 남월화수목금토<NA>헬스제한없음어른구분없음20002072023-12-31
646화성그린환경센터헬스(경로여자) - 어른 - 여월화수목금토<NA>헬스제한없음어른구분없음20001612023-12-31
647화성그린환경센터수영(어린이남자) - 어린이/경로 - 남월화수목금토<NA>수영장제한없음어린이/경로구분없음200010262023-12-31
648화성그린환경센터수영(어린이여자) - 어린이/경로 - 여월화수목금토<NA>수영장제한없음어린이/경로구분없음200010182023-12-31
649화성그린환경센터수영(청년남자) - 청소년 - 남월화수목금토<NA>수영장제한없음청소년구분없음25002032023-12-31
650화성그린환경센터헬스(청소년남자) - 청소년 - 남월화수목금토<NA>헬스제한없음청소년구분없음20001722023-12-31
651화성그린환경센터수영(청년여자) - 청소년 - 여월화수목금토<NA>수영장제한없음청소년구분없음25001652023-12-31
652화성그린환경센터헬스(청소년여자) - 청소년 - 여월화수목금토<NA>헬스제한없음청소년구분없음2000732023-12-31

Duplicate rows

Most frequently occurring

센터명프로그램명강습요일시간장소정원대상구분이용요금이용자수데이터기준일자# duplicates
35화성남부체육센터성인수영(저녁)화목19:00~19:50수영장25성인/청소년중급반50000252023-12-315
52화성남부체육센터에어로빅월화수목금10:00~10:50다목적실30성인구분없음50000292023-12-315
62화성남부체육센터줌바월수금17:00~17:50다목적실30성인구분없음40000142023-12-315
34화성남부체육센터성인수영(저녁)화목19:00~19:50수영장25성인/청소년중급반50000242023-12-314
36화성남부체육센터성인수영(저녁)화목20:00~20:50수영장25성인/청소년상급반50000142023-12-314
38화성남부체육센터아쿠아로빅월수금11:00~11:50수영장50성인/청소년구분없음60000582023-12-314
39화성남부체육센터아쿠아로빅월수금11:00~11:50수영장50성인/청소년구분없음60000602023-12-314
41화성남부체육센터아쿠아로빅월수금12:00~12:50수영장50성인/청소년구분없음60000492023-12-314
55화성남부체육센터요가월수금19:00~19:50다목적실30성인구분없음40000272023-12-314
60화성남부체육센터재즈댄스화목20:00~20:50다목적실30성인구분없음40000302023-12-314