Overview

Dataset statistics

Number of variables13
Number of observations60
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory6.3 KiB
Average record size in memory107.2 B

Variable types

Numeric1
Categorical11
Text1

Dataset

Description에코스포츠센터에서 운영중인 수강프로그램의 현황을 알려주는 데이터 입니다.(ex. 수영프로그램, 헬스프로그램, 골프 등)
URLhttps://www.data.go.kr/data/15044521/fileData.do

Alerts

문의전화 has constant value ""Constant
홈페이지 has constant value ""Constant
운영시간 is highly overall correlated with 연 번 and 1 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 5 other fieldsHigh correlation
총수업시간 is highly overall correlated with 연 번 and 1 other fieldsHigh correlation
연 번 is highly overall correlated with 구 분 and 7 other fieldsHigh correlation
대 상 is highly overall correlated with 연 번 and 3 other fieldsHigh correlation
강습요일 is highly overall correlated with 구 분 and 4 other fieldsHigh correlation
가 격 is highly overall correlated with 연 번 and 5 other fieldsHigh correlation
총등록인원 is highly overall correlated with 연 번 and 5 other fieldsHigh correlation
강사프로필 is highly overall correlated with 연 번 and 2 other fieldsHigh correlation
구 분 is highly imbalanced (54.9%)Imbalance
장 소 is highly imbalanced (54.9%)Imbalance
강습반명 has unique valuesUnique

Reproduction

Analysis started2023-12-12 03:12:41.825529
Analysis finished2023-12-12 03:12:43.489312
Duration1.66 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

연 번
Real number (ℝ)

HIGH CORRELATION 

Distinct59
Distinct (%)98.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean30.05
Minimum1
Maximum59
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size672.0 B
2023-12-12T12:12:43.612134image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile3.95
Q115.75
median30.5
Q344.25
95-th percentile56.05
Maximum59
Range58
Interquartile range (IQR)28.5

Descriptive statistics

Standard deviation17.03379
Coefficient of variation (CV)0.56684825
Kurtosis-1.1688102
Mean30.05
Median Absolute Deviation (MAD)14.5
Skewness-0.009013923
Sum1803
Variance290.15
MonotonicityIncreasing
2023-12-12T12:12:43.806582image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33 2
 
3.3%
1 1
 
1.7%
2 1
 
1.7%
34 1
 
1.7%
35 1
 
1.7%
36 1
 
1.7%
37 1
 
1.7%
38 1
 
1.7%
39 1
 
1.7%
40 1
 
1.7%
Other values (49) 49
81.7%
ValueCountFrequency (%)
1 1
1.7%
2 1
1.7%
3 1
1.7%
4 1
1.7%
5 1
1.7%
6 1
1.7%
7 1
1.7%
8 1
1.7%
9 1
1.7%
10 1
1.7%
ValueCountFrequency (%)
59 1
1.7%
58 1
1.7%
57 1
1.7%
56 1
1.7%
55 1
1.7%
54 1
1.7%
53 1
1.7%
52 1
1.7%
51 1
1.7%
50 1
1.7%

구 분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)8.3%
Missing0
Missing (%)0.0%
Memory size612.0 B
수영프로그램
48 
헬스프로그램
6 
GX프로그램
 
4
골프
 
1
스쿼시
 
1

Length

Max length6
Median length6
Mean length5.8833333
Min length2

Unique

Unique2 ?
Unique (%)3.3%

Sample

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

Common Values

ValueCountFrequency (%)
수영프로그램 48
80.0%
헬스프로그램 6
 
10.0%
GX프로그램 4
 
6.7%
골프 1
 
1.7%
스쿼시 1
 
1.7%

Length

2023-12-12T12:12:44.028899image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:44.193777image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영프로그램 48
80.0%
헬스프로그램 6
 
10.0%
gx프로그램 4
 
6.7%
골프 1
 
1.7%
스쿼시 1
 
1.7%

강습반명
Text

UNIQUE 

Distinct60
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size612.0 B
2023-12-12T12:12:44.493167image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length21
Median length18
Mean length11.8
Min length4

Characters and Unicode

Total characters708
Distinct characters95
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique60 ?
Unique (%)100.0%

Sample

1st row직장인 해돋이반 초급
2nd row직장인 해돋이반 중급
3rd row직장인 해돋이반 상급·연수
4th row직장인 햇살반 초급
5th row직장인 햇살반 중급
ValueCountFrequency (%)
수영 20
 
9.0%
17
 
7.6%
성인 16
 
7.2%
어린이 16
 
7.2%
직장인 12
 
5.4%
초급 11
 
4.9%
속성 8
 
3.6%
수요 8
 
3.6%
유아 7
 
3.1%
중급 6
 
2.7%
Other values (50) 102
45.7%
2023-12-12T12:12:44.981868image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
165
23.3%
수 35
 
4.9%
인 31
 
4.4%
급 30
 
4.2%
성 25
 
3.5%
반 24
 
3.4%
영 22
 
3.1%
이 20
 
2.8%
어 16
 
2.3%
린 16
 
2.3%
Other values (85) 324
45.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 489
69.1%
Space Separator 165
 
23.3%
Other Punctuation 20
 
2.8%
Uppercase Letter 20
 
2.8%
Dash Punctuation 10
 
1.4%
Decimal Number 4
 
0.6%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
수 35
 
7.2%
인 31
 
6.3%
급 30
 
6.1%
성 25
 
5.1%
반 24
 
4.9%
영 22
 
4.5%
이 20
 
4.1%
어 16
 
3.3%
린 16
 
3.3%
스 15
 
3.1%
Other values (68) 255
52.1%
Uppercase Letter
ValueCountFrequency (%)
A 5
25.0%
B 5
25.0%
P 2
 
10.0%
T 2
 
10.0%
C 1
 
5.0%
D 1
 
5.0%
E 1
 
5.0%
F 1
 
5.0%
G 1
 
5.0%
H 1
 
5.0%
Other Punctuation
ValueCountFrequency (%)
· 9
45.0%
, 9
45.0%
: 2
 
10.0%
Decimal Number
ValueCountFrequency (%)
1 3
75.0%
2 1
 
25.0%
Space Separator
ValueCountFrequency (%)
165
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 489
69.1%
Common 199
28.1%
Latin 20
 
2.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
수 35
 
7.2%
인 31
 
6.3%
급 30
 
6.1%
성 25
 
5.1%
반 24
 
4.9%
영 22
 
4.5%
이 20
 
4.1%
어 16
 
3.3%
린 16
 
3.3%
스 15
 
3.1%
Other values (68) 255
52.1%
Latin
ValueCountFrequency (%)
A 5
25.0%
B 5
25.0%
P 2
 
10.0%
T 2
 
10.0%
C 1
 
5.0%
D 1
 
5.0%
E 1
 
5.0%
F 1
 
5.0%
G 1
 
5.0%
H 1
 
5.0%
Common
ValueCountFrequency (%)
165
82.9%
- 10
 
5.0%
· 9
 
4.5%
, 9
 
4.5%
1 3
 
1.5%
: 2
 
1.0%
2 1
 
0.5%

Most occurring blocks

ValueCountFrequency (%)
Hangul 489
69.1%
ASCII 210
29.7%
None 9
 
1.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
165
78.6%
- 10
 
4.8%
, 9
 
4.3%
A 5
 
2.4%
B 5
 
2.4%
1 3
 
1.4%
P 2
 
1.0%
T 2
 
1.0%
: 2
 
1.0%
2 1
 
0.5%
Other values (6) 6
 
2.9%
Hangul
ValueCountFrequency (%)
수 35
 
7.2%
인 31
 
6.3%
급 30
 
6.1%
성 25
 
5.1%
반 24
 
4.9%
영 22
 
4.5%
이 20
 
4.1%
어 16
 
3.3%
린 16
 
3.3%
스 15
 
3.1%
Other values (68) 255
52.1%
None
ValueCountFrequency (%)
· 9
100.0%

장 소
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)8.3%
Missing0
Missing (%)0.0%
Memory size612.0 B
수영장
48 
헬스장
6 
GX룸
 
4
골프장
 
1
스쿼시장
 
1

Length

Max length4
Median length3
Mean length3.0166667
Min length3

Unique

Unique2 ?
Unique (%)3.3%

Sample

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

Common Values

ValueCountFrequency (%)
수영장 48
80.0%
헬스장 6
 
10.0%
GX룸 4
 
6.7%
골프장 1
 
1.7%
스쿼시장 1
 
1.7%

Length

2023-12-12T12:12:45.162693image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:45.294795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수영장 48
80.0%
헬스장 6
 
10.0%
gx룸 4
 
6.7%
골프장 1
 
1.7%
스쿼시장 1
 
1.7%

대 상
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)11.7%
Missing0
Missing (%)0.0%
Memory size612.0 B
중고생,성인남여
29 
초등학생
12 
성인남여
10 
전체이용
4 
5~7세 유아
3 
Other values (2)
 
2

Length

Max length8
Median length7.5
Mean length6.1333333
Min length3

Unique

Unique2 ?
Unique (%)3.3%

Sample

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

Common Values

ValueCountFrequency (%)
중고생,성인남여 29
48.3%
초등학생 12
20.0%
성인남여 10
 
16.7%
전체이용 4
 
6.7%
5~7세 유아 3
 
5.0%
초등학생,중고생 1
 
1.7%
대학생 1
 
1.7%

Length

2023-12-12T12:12:45.436869image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:45.580840image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
중고생,성인남여 29
46.0%
초등학생 12
19.0%
성인남여 10
 
15.9%
전체이용 4
 
6.3%
5~7세 3
 
4.8%
유아 3
 
4.8%
초등학생,중고생 1
 
1.6%
대학생 1
 
1.6%

총수업시간
Categorical

HIGH CORRELATION 

Distinct23
Distinct (%)38.3%
Missing0
Missing (%)0.0%
Memory size612.0 B
17:00-17:50
7 
16:00-16:50
6 
19:00-19:50
5 
20:00-20:50
5 
06:00-22:00
4 
Other values (18)
33 

Length

Max length77
Median length11
Mean length13
Min length5

Unique

Unique10 ?
Unique (%)16.7%

Sample

1st row06:00-06:50
2nd row06:00-06:50
3rd row06:00-06:50
4th row07:00-07:50
5th row07:00-07:50

Common Values

ValueCountFrequency (%)
17:00-17:50 7
11.7%
16:00-16:50 6
 
10.0%
19:00-19:50 5
 
8.3%
20:00-20:50 5
 
8.3%
06:00-22:00 4
 
6.7%
10:00-10:50 4
 
6.7%
15:00-15:50 4
 
6.7%
07:00-07:50 3
 
5.0%
06:00-06:50 3
 
5.0%
09:00-09:50 3
 
5.0%
Other values (13) 16
26.7%

Length

2023-12-12T12:12:45.778416image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:00-17:50 7
 
10.6%
20:00-20:50 7
 
10.6%
16:00-16:50 6
 
9.1%
19:00-19:50 5
 
7.6%
06:00-22:00 4
 
6.1%
10:00-10:50 4
 
6.1%
15:00-15:50 4
 
6.1%
07:00-07:50 3
 
4.5%
06:00-06:50 3
 
4.5%
09:00-09:50 3
 
4.5%
Other values (15) 20
30.3%

운영시간
Categorical

HIGH CORRELATION 

Distinct23
Distinct (%)38.3%
Missing0
Missing (%)0.0%
Memory size612.0 B
17:00-17:50
7 
16:00-16:50
6 
19:00-19:50
5 
20:00-20:50
5 
06:00-22:00
4 
Other values (18)
33 

Length

Max length77
Median length11
Mean length13
Min length5

Unique

Unique10 ?
Unique (%)16.7%

Sample

1st row06:00-06:50
2nd row06:00-06:50
3rd row06:00-06:50
4th row07:00-07:50
5th row07:00-07:50

Common Values

ValueCountFrequency (%)
17:00-17:50 7
11.7%
16:00-16:50 6
 
10.0%
19:00-19:50 5
 
8.3%
20:00-20:50 5
 
8.3%
06:00-22:00 4
 
6.7%
10:00-10:50 4
 
6.7%
15:00-15:50 4
 
6.7%
07:00-07:50 3
 
5.0%
06:00-06:50 3
 
5.0%
09:00-09:50 3
 
5.0%
Other values (13) 16
26.7%

Length

2023-12-12T12:12:45.931541image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:00-17:50 7
 
10.6%
16:00-16:50 6
 
9.1%
19:00-19:50 5
 
7.6%
20:00-20:50 5
 
7.6%
06:00-22:00 4
 
6.1%
10:00-10:50 4
 
6.1%
15:00-15:50 4
 
6.1%
07:00-07:50 3
 
4.5%
06:00-06:50 3
 
4.5%
09:00-09:50 3
 
4.5%
Other values (16) 22
33.3%

강습요일
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)15.0%
Missing0
Missing (%)0.0%
Memory size612.0 B
월,화,목,금
28 
수
9 
월,화,수,목,금
8 
월,수,금
5 
화,목
3 
Other values (4)
7 

Length

Max length11
Median length9
Mean length6
Min length1

Unique

Unique2 ?
Unique (%)3.3%

Sample

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

Common Values

ValueCountFrequency (%)
월,화,목,금 28
46.7%
수 9
 
15.0%
월,화,수,목,금 8
 
13.3%
월,수,금 5
 
8.3%
화,목 3
 
5.0%
월,화,수,목,금,토 3
 
5.0%
화,목,금 2
 
3.3%
토 1
 
1.7%
화,목,토 1
 
1.7%

Length

2023-12-12T12:12:46.103832image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:46.242753image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
월,화,목,금 28
46.7%
수 9
 
15.0%
월,화,수,목,금 8
 
13.3%
월,수,금 5
 
8.3%
화,목 3
 
5.0%
월,화,수,목,금,토 3
 
5.0%
화,목,금 2
 
3.3%
토 1
 
1.7%
화,목,토 1
 
1.7%

가 격
Categorical

HIGH CORRELATION 

Distinct15
Distinct (%)25.0%
Missing0
Missing (%)0.0%
Memory size612.0 B
65000
24 
90,000(3개월)
8 
50000
7 
60000
6 
40000
3 
Other values (10)
12 

Length

Max length11
Median length5
Mean length5.8166667
Min length4

Unique

Unique8 ?
Unique (%)13.3%

Sample

1st row65000
2nd row65000
3rd row65000
4th row65000
5th row65000

Common Values

ValueCountFrequency (%)
65000 24
40.0%
90,000(3개월) 8
 
13.3%
50000 7
 
11.7%
60000 6
 
10.0%
40000 3
 
5.0%
175200 2
 
3.3%
30000 2
 
3.3%
2000 1
 
1.7%
22500 1
 
1.7%
32500 1
 
1.7%
Other values (5) 5
 
8.3%

Length

2023-12-12T12:12:46.440562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
65000 24
40.0%
90,000(3개월 8
 
13.3%
50000 7
 
11.7%
60000 6
 
10.0%
40000 3
 
5.0%
175200 2
 
3.3%
30000 2
 
3.3%
2000 1
 
1.7%
22500 1
 
1.7%
32500 1
 
1.7%
Other values (5) 5
 
8.3%

총등록인원
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)21.7%
Missing0
Missing (%)0.0%
Memory size612.0 B
25
20 
20
13 
9
8 
10
4 
80
 
2
Other values (8)
13 

Length

Max length7
Median length2
Mean length2.05
Min length1

Unique

Unique3 ?
Unique (%)5.0%

Sample

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

Common Values

ValueCountFrequency (%)
25 20
33.3%
20 13
21.7%
9 8
 
13.3%
10 4
 
6.7%
80 2
 
3.3%
5 2
 
3.3%
4 2
 
3.3%
100 2
 
3.3%
400 2
 
3.3%
홈페이지 참조 2
 
3.3%
Other values (3) 3
 
5.0%

Length

2023-12-12T12:12:46.662130image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
25 20
32.3%
20 13
21.0%
9 8
 
12.9%
10 4
 
6.5%
80 2
 
3.2%
5 2
 
3.2%
4 2
 
3.2%
100 2
 
3.2%
400 2
 
3.2%
홈페이지 2
 
3.2%
Other values (4) 5
 
8.1%

강사프로필
Categorical

HIGH CORRELATION 

Distinct14
Distinct (%)23.3%
Missing0
Missing (%)0.0%
Memory size612.0 B
홈페이지 참조
9 
현진석
8 
박천웅
6 
최진우
5 
박선영
5 
Other values (9)
27 

Length

Max length7
Median length3
Mean length3.6
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row현진석
2nd row임정관
3rd row조창희
4th row조창희
5th row임정관

Common Values

ValueCountFrequency (%)
홈페이지 참조 9
15.0%
현진석 8
13.3%
박천웅 6
10.0%
최진우 5
8.3%
박선영 5
8.3%
임정관 4
6.7%
조창희 4
6.7%
성시원 4
6.7%
김진우 4
6.7%
이종헌 3
 
5.0%
Other values (4) 8
13.3%

Length

2023-12-12T12:12:46.848949image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
홈페이지 9
13.0%
참조 9
13.0%
현진석 8
11.6%
박천웅 6
8.7%
최진우 5
7.2%
박선영 5
7.2%
임정관 4
 
5.8%
조창희 4
 
5.8%
성시원 4
 
5.8%
김진우 4
 
5.8%
Other values (5) 11
15.9%

문의전화
Categorical

CONSTANT 

Distinct1
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Memory size612.0 B
031-8289-7614
60 

Length

Max length13
Median length13
Mean length13
Min length13

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row031-8289-7614
2nd row031-8289-7614
3rd row031-8289-7614
4th row031-8289-7614
5th row031-8289-7614

Common Values

ValueCountFrequency (%)
031-8289-7614 60
100.0%

Length

2023-12-12T12:12:46.996323image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:47.141217image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
031-8289-7614 60
100.0%

홈페이지
Categorical

CONSTANT 

Distinct1
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Memory size612.0 B
http://yjfmc.or.kr
60 

Length

Max length18
Median length18
Mean length18
Min length18

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
http://yjfmc.or.kr 60
100.0%

Length

2023-12-12T12:12:47.268773image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:12:47.395014image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
http://yjfmc.or.kr 60
100.0%

Interactions

2023-12-12T12:12:42.926116image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T12:12:47.838525image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연 번구 분강습반명장 소대 상총수업시간운영시간강습요일가 격총등록인원강사프로필
연 번1.0000.9281.0000.9280.7960.9060.9060.7700.8490.8180.826
구 분0.9281.0001.0001.0000.5370.8240.8240.8390.9540.8470.801
강습반명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
장 소0.9281.0001.0001.0000.5370.8240.8240.8390.9540.8470.801
대 상0.7960.5371.0000.5371.0000.7100.7100.8230.9650.8890.857
총수업시간0.9060.8241.0000.8240.7101.0001.0000.8470.8270.8410.852
운영시간0.9060.8241.0000.8240.7101.0001.0000.8470.8270.8410.852
강습요일0.7700.8391.0000.8390.8230.8470.8471.0000.9400.9200.735
가 격0.8490.9541.0000.9540.9650.8270.8270.9401.0000.9280.727
총등록인원0.8180.8471.0000.8470.8890.8410.8410.9200.9281.0000.750
강사프로필0.8260.8011.0000.8010.8570.8520.8520.7350.7270.7501.000
2023-12-12T12:12:48.019043image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
운영시간구 분가 격총등록인원강습요일장 소대 상총수업시간강사프로필
운영시간1.0000.4750.3760.4070.4500.4750.3271.0000.416
구 분0.4751.0000.6500.6180.6581.0000.3730.4750.527
가 격0.3760.6501.0000.6720.7130.6500.7980.3760.341
총등록인원0.4070.6180.6721.0000.7030.6180.6440.4070.378
강습요일0.4500.6580.7130.7031.0000.6580.6160.4500.398
장 소0.4751.0000.6500.6180.6581.0000.3730.4750.527
대 상0.3270.3730.7980.6440.6160.3731.0000.3270.465
총수업시간1.0000.4750.3760.4070.4500.4750.3271.0000.416
강사프로필0.4160.5270.3410.3780.3980.5270.4650.4161.000
2023-12-12T12:12:48.165813image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연 번구 분장 소대 상총수업시간운영시간강습요일가 격총등록인원강사프로필
연 번1.0000.6110.6110.5320.5450.5450.4790.5060.5050.501
구 분0.6111.0001.0000.3730.4750.4750.6580.6500.6180.527
장 소0.6111.0001.0000.3730.4750.4750.6580.6500.6180.527
대 상0.5320.3730.3731.0000.3270.3270.6160.7980.6440.465
총수업시간0.5450.4750.4750.3271.0001.0000.4500.3760.4070.416
운영시간0.5450.4750.4750.3271.0001.0000.4500.3760.4070.416
강습요일0.4790.6580.6580.6160.4500.4501.0000.7130.7030.398
가 격0.5060.6500.6500.7980.3760.3760.7131.0000.6720.341
총등록인원0.5050.6180.6180.6440.4070.4070.7030.6721.0000.378
강사프로필0.5010.5270.5270.4650.4160.4160.3980.3410.3781.000

Missing values

2023-12-12T12:12:43.108843image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T12:12:43.396794image/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 상총수업시간운영시간강습요일가 격총등록인원강사프로필문의전화홈페이지
01수영프로그램직장인 해돋이반 초급수영장중고생,성인남여06:00-06:5006:00-06:50월,화,목,금6500025현진석031-8289-7614http://yjfmc.or.kr
12수영프로그램직장인 해돋이반 중급수영장중고생,성인남여06:00-06:5006:00-06:50월,화,목,금6500025임정관031-8289-7614http://yjfmc.or.kr
23수영프로그램직장인 해돋이반 상급·연수수영장중고생,성인남여06:00-06:5006:00-06:50월,화,목,금6500025조창희031-8289-7614http://yjfmc.or.kr
34수영프로그램직장인 햇살반 초급수영장중고생,성인남여07:00-07:5007:00-07:50월,화,목,금6500025조창희031-8289-7614http://yjfmc.or.kr
45수영프로그램직장인 햇살반 중급수영장중고생,성인남여07:00-07:5007:00-07:50월,화,목,금6500025임정관031-8289-7614http://yjfmc.or.kr
56수영프로그램직장인 햇살반 상급·연수수영장중고생,성인남여07:00-07:5007:00-07:50월,화,목,금6500025현진석031-8289-7614http://yjfmc.or.kr
67수영프로그램직장인 노을반 초급수영장중고생,성인남여19:00-19:5019:00-19:50월,화,목,금6500025최진우031-8289-7614http://yjfmc.or.kr
78수영프로그램직장인 노을반 중급수영장중고생,성인남여19:00-19:5019:00-19:50월,화,목,금6500025박천웅031-8289-7614http://yjfmc.or.kr
89수영프로그램직장인 노을반 상급·연수수영장중고생,성인남여19:00-19:5019:00-19:50월,화,목,금6500025박선영031-8289-7614http://yjfmc.or.kr
910수영프로그램직장인 석양반 초급수영장중고생,성인남여20:00-20:5020:00-20:50월,화,목,금6500025박천웅031-8289-7614http://yjfmc.or.kr
연 번구 분강습반명장 소대 상총수업시간운영시간강습요일가 격총등록인원강사프로필문의전화홈페이지
5050헬스프로그램PT 1:1헬스장성인남여강사와협의강사와협의월,화,수,목,금200000홈페이지 참조김진우031-8289-7614http://yjfmc.or.kr
5151헬스프로그램PT 2:1헬스장성인남여강사와협의강사와협의월,화,수,목,금150000홈페이지 참조김진우031-8289-7614http://yjfmc.or.kr
5252헬스프로그램헬스 파워스트레칭 A헬스장성인남여10:00-10:4010:00-10:40월,화,수,목,금3000020김진우031-8289-7614http://yjfmc.or.kr
5353헬스프로그램헬스 파워스트레칭 B헬스장성인남여11:00-11:4011:00-11:40월,화,수,목,금3000020김진우031-8289-7614http://yjfmc.or.kr
5454GX프로그램성인 요가 교실 건강요가 - AGX룸성인남여16:00-17:0016:00-17:00월,수,금4000020한진경031-8289-7614http://yjfmc.or.kr
5555GX프로그램성인 요가 교실 건강요가 - BGX룸성인남여17:10-18:1017:10-18:10월,수,금4000020한진경031-8289-7614http://yjfmc.or.kr
5656GX프로그램파워댄스GX룸전체이용18:50-19:4018:50-19:40월,화,수,목,금6000025박선자031-8289-7614http://yjfmc.or.kr
5757GX프로그램챠밍댄스GX룸전체이용08:50-09:4008:50-09:40월,화,수,목,금6000025박선자031-8289-7614http://yjfmc.or.kr
5858골프성인 골프 자유 골프골프장중고생,성인남여06:00-22:0006:00-22:00월,화,수,목,금,토6000050홈페이지 참조031-8289-7614http://yjfmc.or.kr
5959스쿼시스쿼시 자유 스쿼시스쿼시장중고생,성인남여06:00-22:0006:00-22:00화,목,토70000100홈페이지 참조031-8289-7614http://yjfmc.or.kr