Overview

Dataset statistics

Number of variables11
Number of observations113
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.2 KiB
Average record size in memory92.2 B

Variable types

Numeric3
Categorical7
Text1

Dataset

Description19년도 기준 양주국민체육센터에서 운영하는 수강프로그램 현황 정보
Author양주시시설관리공단
URLhttps://www.data.go.kr/data/15004169/fileData.do

Alerts

홈페이지 has constant value ""Constant
연 번 is highly overall correlated with 구 분 and 2 other fieldsHigh correlation
가 격 is highly overall correlated with 구 분 and 4 other fieldsHigh correlation
총등록인원 is highly overall correlated with 구 분 and 3 other fieldsHigh correlation
구 분 is highly overall correlated with 연 번 and 5 other fieldsHigh correlation
장 소 is highly overall correlated with 연 번 and 6 other fieldsHigh correlation
대 상 is highly overall correlated with 가 격 and 5 other fieldsHigh correlation
총수업시간 is highly overall correlated with 연 번 and 6 other fieldsHigh correlation
강습요일 is highly overall correlated with 가 격 and 4 other fieldsHigh correlation
문의전화 is highly overall correlated with 대 상High correlation
구 분 is highly imbalanced (61.6%)Imbalance
장 소 is highly imbalanced (62.9%)Imbalance
문의전화 is highly imbalanced (78.7%)Imbalance
연 번 has unique valuesUnique

Reproduction

Analysis started2023-12-12 16:41:19.815265
Analysis finished2023-12-12 16:41:21.881693
Duration2.07 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

연 번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct113
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean57.477876
Minimum1
Maximum115
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.1 KiB
2023-12-13T01:41:21.950141image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile6.6
Q129
median57
Q385
95-th percentile109.4
Maximum115
Range114
Interquartile range (IQR)56

Descriptive statistics

Standard deviation33.402068
Coefficient of variation (CV)0.58112913
Kurtosis-1.1906562
Mean57.477876
Median Absolute Deviation (MAD)28
Skewness0.035209382
Sum6495
Variance1115.6982
MonotonicityStrictly increasing
2023-12-13T01:41:22.128546image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.9%
86 1
 
0.9%
84 1
 
0.9%
83 1
 
0.9%
82 1
 
0.9%
81 1
 
0.9%
80 1
 
0.9%
79 1
 
0.9%
78 1
 
0.9%
77 1
 
0.9%
Other values (103) 103
91.2%
ValueCountFrequency (%)
1 1
0.9%
2 1
0.9%
3 1
0.9%
4 1
0.9%
5 1
0.9%
6 1
0.9%
7 1
0.9%
8 1
0.9%
9 1
0.9%
10 1
0.9%
ValueCountFrequency (%)
115 1
0.9%
114 1
0.9%
113 1
0.9%
112 1
0.9%
111 1
0.9%
110 1
0.9%
109 1
0.9%
108 1
0.9%
107 1
0.9%
106 1
0.9%

구 분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)3.5%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
수영프로그램
98 
GX프로그램
 
7
헬스프로그램
 
4
생활체육프로그램
 
4

Length

Max length8
Median length6
Mean length6.0707965
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
수영프로그램 98
86.7%
GX프로그램 7
 
6.2%
헬스프로그램 4
 
3.5%
생활체육프로그램 4
 
3.5%

Length

2023-12-13T01:41:22.286960image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:22.399366image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영프로그램 98
86.7%
gx프로그램 7
 
6.2%
헬스프로그램 4
 
3.5%
생활체육프로그램 4
 
3.5%

강습반명
Text

Distinct71
Distinct (%)62.8%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
2023-12-13T01:41:22.617474image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length16
Median length13
Mean length10.185841
Min length4

Characters and Unicode

Total characters1151
Distinct characters72
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique31 ?
Unique (%)27.4%

Sample

1st row직장인 새벽수영 A 초급
2nd row직장인 새벽수영 A 중급
3rd row직장인 새벽수영 A 상급
4th row직장인 새벽수영 A 연수
5th row직장인 새벽수영 A 초급
ValueCountFrequency (%)
직장인 36
 
10.5%
b 33
 
9.6%
a 31
 
9.0%
성인 26
 
7.6%
오전수영 24
 
7.0%
c 21
 
6.1%
초급 20
 
5.8%
상급 20
 
5.8%
중급 20
 
5.8%
야간수영 20
 
5.8%
Other values (32) 92
26.8%
2023-12-13T01:41:22.991427image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
230
20.0%
수 103
 
8.9%
영 88
 
7.6%
인 67
 
5.8%
급 60
 
5.2%
장 38
 
3.3%
직 36
 
3.1%
B 36
 
3.1%
A 34
 
3.0%
성 34
 
3.0%
Other values (62) 425
36.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 819
71.2%
Space Separator 230
 
20.0%
Uppercase Letter 96
 
8.3%
Decimal Number 4
 
0.3%
Dash Punctuation 1
 
0.1%
Other Punctuation 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
수 103
 
12.6%
영 88
 
10.7%
인 67
 
8.2%
급 60
 
7.3%
장 38
 
4.6%
직 36
 
4.4%
성 34
 
4.2%
오 29
 
3.5%
전 27
 
3.3%
어 23
 
2.8%
Other values (49) 314
38.3%
Uppercase Letter
ValueCountFrequency (%)
B 36
37.5%
A 34
35.4%
C 21
21.9%
P 2
 
2.1%
O 1
 
1.0%
K 1
 
1.0%
D 1
 
1.0%
Decimal Number
ValueCountFrequency (%)
0 2
50.0%
4 1
25.0%
1 1
25.0%
Space Separator
ValueCountFrequency (%)
230
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%
Other Punctuation
ValueCountFrequency (%)
: 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 819
71.2%
Common 236
 
20.5%
Latin 96
 
8.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
수 103
 
12.6%
영 88
 
10.7%
인 67
 
8.2%
급 60
 
7.3%
장 38
 
4.6%
직 36
 
4.4%
성 34
 
4.2%
오 29
 
3.5%
전 27
 
3.3%
어 23
 
2.8%
Other values (49) 314
38.3%
Latin
ValueCountFrequency (%)
B 36
37.5%
A 34
35.4%
C 21
21.9%
P 2
 
2.1%
O 1
 
1.0%
K 1
 
1.0%
D 1
 
1.0%
Common
ValueCountFrequency (%)
230
97.5%
0 2
 
0.8%
4 1
 
0.4%
- 1
 
0.4%
: 1
 
0.4%
1 1
 
0.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 819
71.2%
ASCII 332
28.8%

Most frequent character per block

ASCII
ValueCountFrequency (%)
230
69.3%
B 36
 
10.8%
A 34
 
10.2%
C 21
 
6.3%
P 2
 
0.6%
0 2
 
0.6%
4 1
 
0.3%
O 1
 
0.3%
- 1
 
0.3%
K 1
 
0.3%
Other values (3) 3
 
0.9%
Hangul
ValueCountFrequency (%)
수 103
 
12.6%
영 88
 
10.7%
인 67
 
8.2%
급 60
 
7.3%
장 38
 
4.6%
직 36
 
4.4%
성 34
 
4.2%
오 29
 
3.5%
전 27
 
3.3%
어 23
 
2.8%
Other values (49) 314
38.3%

장 소
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)3.5%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
수영장
98 
다목적실
 
9
체육관
 
4
헬스장
 
2

Length

Max length4
Median length3
Mean length3.079646
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
수영장 98
86.7%
다목적실 9
 
8.0%
체육관 4
 
3.5%
헬스장 2
 
1.8%

Length

2023-12-13T01:41:23.124152image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:23.234304image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영장 98
86.7%
다목적실 9
 
8.0%
체육관 4
 
3.5%
헬스장 2
 
1.8%

대 상
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
중고생,성인남여
74 
초등학생
23 
전체이용
 
5
초중생
 
2
유아
 
2
Other values (4)
 
7

Length

Max length8
Median length8
Mean length6.6106195
Min length2

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row중고생,성인남여
2nd row중고생,성인남여
3rd row중고생,성인남여
4th row중고생,성인남여
5th row중고생,성인남여

Common Values

ValueCountFrequency (%)
중고생,성인남여 74
65.5%
초등학생 23
 
20.4%
전체이용 5
 
4.4%
초중생 2
 
1.8%
유아 2
 
1.8%
보호자,초등학생 2
 
1.8%
고령자 2
 
1.8%
성인남여 2
 
1.8%
중고생 1
 
0.9%

Length

2023-12-13T01:41:23.372897image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:23.495625image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
중고생,성인남여 74
65.5%
초등학생 23
 
20.4%
전체이용 5
 
4.4%
초중생 2
 
1.8%
유아 2
 
1.8%
보호자,초등학생 2
 
1.8%
고령자 2
 
1.8%
성인남여 2
 
1.8%
중고생 1
 
0.9%

총수업시간
Categorical

HIGH CORRELATION 

Distinct36
Distinct (%)31.9%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
09:00-09:50
9 
10:00-10:50
9 
11:00-11:50
9 
06:00-06:50
8 
20:00-20:50
8 
Other values (31)
70 

Length

Max length33
Median length11
Mean length11.19469
Min length11

Unique

Unique21 ?
Unique (%)18.6%

Sample

1st row06:00-06:50
2nd row06:00-06:50
3rd row06:00-06:50
4th row06:00-06:50
5th row06:00-06:50

Common Values

ValueCountFrequency (%)
09:00-09:50 9
 
8.0%
10:00-10:50 9
 
8.0%
11:00-11:50 9
 
8.0%
06:00-06:50 8
 
7.1%
20:00-20:50 8
 
7.1%
21:00-21:50 8
 
7.1%
07:00-07:50 8
 
7.1%
16:00-16:50 6
 
5.3%
15:00-15:50 6
 
5.3%
19:00-19:50 5
 
4.4%
Other values (26) 37
32.7%

Length

2023-12-13T01:41:23.632365image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
09:00-09:50 9
 
8.0%
10:00-10:50 9
 
8.0%
11:00-11:50 9
 
8.0%
06:00-06:50 8
 
7.1%
20:00-20:50 8
 
7.1%
21:00-21:50 8
 
7.1%
07:00-07:50 8
 
7.1%
16:00-16:50 6
 
5.3%
15:00-15:50 6
 
5.3%
19:00-19:50 5
 
4.4%
Other values (26) 37
32.7%

강습요일
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
월,수,금
57 
화,목
43 
월,화,수,목,금,토
6 
토
 
3
월,수
 
2
Other values (2)
 
2

Length

Max length11
Median length5
Mean length4.4159292
Min length1

Unique

Unique2 ?
Unique (%)1.8%

Sample

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

Common Values

ValueCountFrequency (%)
월,수,금 57
50.4%
화,목 43
38.1%
월,화,수,목,금,토 6
 
5.3%
토 3
 
2.7%
월,수 2
 
1.8%
화,목,토 1
 
0.9%
토,공휴일 1
 
0.9%

Length

2023-12-13T01:41:23.744277image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:23.859555image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
월,수,금 57
50.4%
화,목 43
38.1%
월,화,수,목,금,토 6
 
5.3%
토 3
 
2.7%
월,수 2
 
1.8%
화,목,토 1
 
0.9%
토,공휴일 1
 
0.9%

가 격
Real number (ℝ)

HIGH CORRELATION 

Distinct11
Distinct (%)9.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47052.212
Minimum16500
Maximum66000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.1 KiB
2023-12-13T01:41:23.975825image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum16500
5-th percentile26800
Q144000
median44000
Q360500
95-th percentile60500
Maximum66000
Range49500
Interquartile range (IQR)16500

Descriptive statistics

Standard deviation11878.763
Coefficient of variation (CV)0.25245919
Kurtosis-0.086397892
Mean47052.212
Median Absolute Deviation (MAD)11000
Skewness-0.52558574
Sum5316900
Variance1.4110502 × 108
MonotonicityNot monotonic
2023-12-13T01:41:24.129980image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
44000 45
39.8%
60500 37
32.7%
33000 8
 
7.1%
49500 6
 
5.3%
38500 4
 
3.5%
16500 4
 
3.5%
30800 3
 
2.7%
22000 2
 
1.8%
30000 2
 
1.8%
55000 1
 
0.9%
ValueCountFrequency (%)
16500 4
 
3.5%
22000 2
 
1.8%
30000 2
 
1.8%
30800 3
 
2.7%
33000 8
 
7.1%
38500 4
 
3.5%
44000 45
39.8%
49500 6
 
5.3%
55000 1
 
0.9%
60500 37
32.7%
ValueCountFrequency (%)
66000 1
 
0.9%
60500 37
32.7%
55000 1
 
0.9%
49500 6
 
5.3%
44000 45
39.8%
38500 4
 
3.5%
33000 8
 
7.1%
30800 3
 
2.7%
30000 2
 
1.8%
22000 2
 
1.8%

총등록인원
Real number (ℝ)

HIGH CORRELATION 

Distinct10
Distinct (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26.654867
Minimum8
Maximum300
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.1 KiB
2023-12-13T01:41:24.279850image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum8
5-th percentile10
Q120
median20
Q320
95-th percentile88
Maximum300
Range292
Interquartile range (IQR)0

Descriptive statistics

Standard deviation34.73028
Coefficient of variation (CV)1.302962
Kurtosis36.737117
Mean26.654867
Median Absolute Deviation (MAD)0
Skewness5.5476937
Sum3012
Variance1206.1923
MonotonicityNot monotonic
2023-12-13T01:41:24.409759image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
20 90
79.6%
10 10
 
8.8%
100 3
 
2.7%
80 2
 
1.8%
8 2
 
1.8%
150 2
 
1.8%
12 1
 
0.9%
15 1
 
0.9%
300 1
 
0.9%
9 1
 
0.9%
ValueCountFrequency (%)
8 2
 
1.8%
9 1
 
0.9%
10 10
 
8.8%
12 1
 
0.9%
15 1
 
0.9%
20 90
79.6%
80 2
 
1.8%
100 3
 
2.7%
150 2
 
1.8%
300 1
 
0.9%
ValueCountFrequency (%)
300 1
 
0.9%
150 2
 
1.8%
100 3
 
2.7%
80 2
 
1.8%
20 90
79.6%
15 1
 
0.9%
12 1
 
0.9%
10 10
 
8.8%
9 1
 
0.9%
8 2
 
1.8%

문의전화
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct10
Distinct (%)8.8%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
031-828-9783
103 
031-828-9779
 
2
031-8289-7814
 
1
031-828-9776
 
1
031-828-9773
 
1
Other values (5)
 
5

Length

Max length13
Median length12
Mean length12.00885
Min length12

Unique

Unique8 ?
Unique (%)7.1%

Sample

1st row031-8289-7814
2nd row031-828-9783
3rd row031-828-9783
4th row031-828-9783
5th row031-828-9783

Common Values

ValueCountFrequency (%)
031-828-9783 103
91.2%
031-828-9779 2
 
1.8%
031-8289-7814 1
 
0.9%
031-828-9776 1
 
0.9%
031-828-9773 1
 
0.9%
031-828-9774 1
 
0.9%
031-828-9777 1
 
0.9%
031-828-9781 1
 
0.9%
031-828-9782 1
 
0.9%
031-828-9784 1
 
0.9%

Length

2023-12-13T01:41:24.552110image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:24.702136image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
031-828-9783 103
91.2%
031-828-9779 2
 
1.8%
031-8289-7814 1
 
0.9%
031-828-9776 1
 
0.9%
031-828-9773 1
 
0.9%
031-828-9774 1
 
0.9%
031-828-9777 1
 
0.9%
031-828-9781 1
 
0.9%
031-828-9782 1
 
0.9%
031-828-9784 1
 
0.9%

홈페이지
Categorical

CONSTANT 

Distinct1
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size1.0 KiB
http://sports.yjfmc.or.kr
113 

Length

Max length25
Median length25
Mean length25
Min length25

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowhttp://sports.yjfmc.or.kr
2nd rowhttp://sports.yjfmc.or.kr
3rd rowhttp://sports.yjfmc.or.kr
4th rowhttp://sports.yjfmc.or.kr
5th rowhttp://sports.yjfmc.or.kr

Common Values

ValueCountFrequency (%)
http://sports.yjfmc.or.kr 113
100.0%

Length

2023-12-13T01:41:24.874822image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:41:25.357529image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
http://sports.yjfmc.or.kr 113
100.0%

Interactions

2023-12-13T01:41:21.287137image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:20.610034image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:20.951183image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:21.418549image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:20.731626image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:21.083349image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:21.519525image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:20.833203image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T01:41:21.180247image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T01:41:25.451257image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연 번구 분강습반명장 소대 상총수업시간강습요일가 격총등록인원문의전화
연 번1.0000.7550.9740.7480.7000.9640.4840.7010.5110.375
구 분0.7551.0001.0000.9930.7221.0000.6320.9900.6710.000
강습반명0.9741.0001.0001.0000.9920.9910.7940.9660.9890.982
장 소0.7480.9931.0001.0000.7031.0000.6880.9970.7490.000
대 상0.7000.7220.9920.7031.0000.9890.7390.8980.5060.830
총수업시간0.9641.0000.9911.0000.9891.0000.9120.9320.9740.824
강습요일0.4840.6320.7940.6880.7390.9121.0000.8560.7690.000
가 격0.7010.9900.9660.9970.8980.9320.8561.0000.6980.688
총등록인원0.5110.6710.9890.7490.5060.9740.7690.6981.0000.000
문의전화0.3750.0000.9820.0000.8300.8240.0000.6880.0001.000
2023-12-13T01:41:25.614455image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
장 소대 상구 분총수업시간강습요일문의전화
장 소1.0000.5240.8890.8400.5460.000
대 상0.5241.0000.5460.7250.5080.569
구 분0.8890.5461.0000.8400.4850.000
총수업시간0.8400.7250.8401.0000.5690.397
강습요일0.5460.5080.4850.5691.0000.000
문의전화0.0000.5690.0000.3970.0001.000
2023-12-13T01:41:25.745914image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연 번가 격총등록인원구 분장 소대 상총수업시간강습요일문의전화
연 번1.000-0.499-0.2250.5490.5410.4100.6780.2650.120
가 격-0.4991.000-0.1410.8940.9290.5010.6270.5730.367
총등록인원-0.225-0.1411.0000.6000.6910.3150.7360.6300.000
구 분0.5490.8940.6001.0000.8890.5460.8400.4850.000
장 소0.5410.9290.6910.8891.0000.5240.8400.5460.000
대 상0.4100.5010.3150.5460.5241.0000.7250.5080.569
총수업시간0.6780.6270.7360.8400.8400.7251.0000.5690.397
강습요일0.2650.5730.6300.4850.5460.5080.5691.0000.000
문의전화0.1200.3670.0000.0000.0000.5690.3970.0001.000

Missing values

2023-12-13T01:41:21.656037image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T01:41:21.811844image/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

연 번구 분강습반명장 소대 상총수업시간강습요일가 격총등록인원문의전화홈페이지
01수영프로그램직장인 새벽수영 A 초급수영장중고생,성인남여06:00-06:50월,수,금6050020031-8289-7814http://sports.yjfmc.or.kr
12수영프로그램직장인 새벽수영 A 중급수영장중고생,성인남여06:00-06:50월,수,금6050020031-828-9783http://sports.yjfmc.or.kr
23수영프로그램직장인 새벽수영 A 상급수영장중고생,성인남여06:00-06:50월,수,금6050020031-828-9783http://sports.yjfmc.or.kr
34수영프로그램직장인 새벽수영 A 연수수영장중고생,성인남여06:00-06:50월,수,금6050020031-828-9783http://sports.yjfmc.or.kr
45수영프로그램직장인 새벽수영 A 초급수영장중고생,성인남여06:00-06:50화,목4400020031-828-9783http://sports.yjfmc.or.kr
56수영프로그램직장인 새벽수영 A 중급수영장중고생,성인남여06:00-06:50화,목4400020031-828-9783http://sports.yjfmc.or.kr
67수영프로그램직장인 새벽수영 A 상급수영장중고생,성인남여06:00-06:50화,목4400020031-828-9783http://sports.yjfmc.or.kr
78수영프로그램직장인 새벽수영 A 연수수영장중고생,성인남여06:00-06:50화,목4400020031-828-9783http://sports.yjfmc.or.kr
89수영프로그램직장인 새벽수영 B 초급수영장중고생,성인남여07:00-07:50월,수,금6050020031-828-9783http://sports.yjfmc.or.kr
910수영프로그램직장인 새벽수영 B 중급수영장중고생,성인남여07:00-07:50월,수,금6050020031-828-9783http://sports.yjfmc.or.kr
연 번구 분강습반명장 소대 상총수업시간강습요일가 격총등록인원문의전화홈페이지
103106생활체육프로그램오전배드민턴체육관전체이용10:00-13:00월,화,수,목,금,토16500100031-828-9783http://sports.yjfmc.or.kr
104107생활체육프로그램오후배드민턴체육관전체이용19:00-22:00월,화,수,목,금,토16500150031-828-9783http://sports.yjfmc.or.kr
105108생활체육프로그램오후배드민턴체육관전체이용15:00-18:00토,공휴일16500150031-828-9783http://sports.yjfmc.or.kr
106109GX프로그램성인요가교실다목적실중고생,성인남여19:30-20:20월,수,금4950010031-828-9783http://sports.yjfmc.or.kr
107110GX프로그램성인요가교실다목적실중고생,성인남여20:30-21:20월,수,금4950010031-828-9783http://sports.yjfmc.or.kr
108111GX프로그램성인요가교실다목적실성인남여06:30-07:20월,수,금4950010031-828-9783http://sports.yjfmc.or.kr
109112GX프로그램성인요가교실다목적실성인남여07:30-08:20월,수,금4950010031-828-9783http://sports.yjfmc.or.kr
110113GX프로그램방송재스댄스다목적실중고생,성인남여11:30~12:20월,수,금495008031-828-9783http://sports.yjfmc.or.kr
111114GX프로그램방송재스댄스다목적실중고생,성인남여12:30~13:20월,수,금495009031-828-9784http://sports.yjfmc.or.kr
112115GX프로그램K-POP 댄스 교실 어린이반다목적실초등학생18:00-18:50월,수,금3850010031-828-9783http://sports.yjfmc.or.kr