Overview

Dataset statistics

Number of variables14
Number of observations83
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory9.4 KiB
Average record size in memory115.5 B

Variable types

Text1
Categorical11
Numeric2

Dataset

Description강남구도시관리공단에서 운영하는 구민회관체육교실의 프로그램 정보, 강좌내용, 운영요일, 수강료등 데이터 제공
Author강남구도시관리공단
URLhttps://www.data.go.kr/data/15044740/fileData.do

Alerts

교육방법구분 has constant value ""Constant
교육장도로명주소 has constant value ""Constant
운영기관명 has constant value ""Constant
운영기관전화번호 has constant value ""Constant
접수방법구분 has constant value ""Constant
강좌정원수 is highly overall correlated with 수강료 and 2 other fieldsHigh correlation
수강료 is highly overall correlated with 강좌정원수High correlation
강사명 is highly overall correlated with 강좌정원수 and 3 other fieldsHigh correlation
교육시작시각 is highly overall correlated with 교육종료시각High correlation
교육종료시각 is highly overall correlated with 교육시작시각High correlation
강좌내용 is highly overall correlated with 강좌정원수 and 1 other fieldsHigh correlation
교육대상구분 is highly overall correlated with 강사명High correlation
운영요일 is highly overall correlated with 강사명High correlation
교육대상구분 is highly imbalanced (58.5%)Imbalance
강좌명 has unique valuesUnique

Reproduction

Analysis started2024-03-14 18:06:39.618784
Analysis finished2024-03-14 18:06:43.170275
Duration3.55 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

UNIQUE 

Distinct83
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size792.0 B
2024-03-15T03:06:44.120801image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length15
Median length13
Mean length8.8674699
Min length2

Characters and Unicode

Total characters736
Distinct characters137
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique83 ?
Unique (%)100.0%

Sample

1st row노래교실1
2nd row노래교실2
3rd row성인 성악 기초반*
4th row성인 성악 여성반(중급)*
5th row성인 성악 직장인반*
ValueCountFrequency (%)
성인 3
 
3.0%
성악 3
 
3.0%
사마천의 2
 
2.0%
노래교실1 1
 
1.0%
댄스스포츠(종합 1
 
1.0%
라틴댄스(초·중급 1
 
1.0%
라틴댄스(주말 1
 
1.0%
라틴댄스(종합ⅱ 1
 
1.0%
라틴댄스(종합ⅰ 1
 
1.0%
댄스스포츠c 1
 
1.0%
Other values (84) 84
84.8%
2024-03-15T03:06:45.415414image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
스 45
 
6.1%
) 44
 
6.0%
( 44
 
6.0%
* 28
 
3.8%
댄 25
 
3.4%
급 19
 
2.6%
_ 19
 
2.6%
회 18
 
2.4%
구 17
 
2.3%
인 17
 
2.3%
Other values (127) 460
62.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 493
67.0%
Decimal Number 52
 
7.1%
Close Punctuation 44
 
6.0%
Open Punctuation 44
 
6.0%
Other Punctuation 43
 
5.8%
Connector Punctuation 19
 
2.6%
Uppercase Letter 19
 
2.6%
Space Separator 16
 
2.2%
Letter Number 6
 
0.8%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
스 45
 
9.1%
댄 25
 
5.1%
급 19
 
3.9%
회 18
 
3.7%
구 17
 
3.4%
인 17
 
3.4%
탁 16
 
3.2%
레 11
 
2.2%
라 10
 
2.0%
초 10
 
2.0%
Other values (104) 305
61.9%
Decimal Number
ValueCountFrequency (%)
0 14
26.9%
4 13
25.0%
1 10
19.2%
3 7
13.5%
5 4
 
7.7%
2 4
 
7.7%
Other Punctuation
ValueCountFrequency (%)
* 28
65.1%
/ 8
 
18.6%
& 4
 
9.3%
· 2
 
4.7%
. 1
 
2.3%
Uppercase Letter
ValueCountFrequency (%)
T 8
42.1%
P 8
42.1%
A 1
 
5.3%
B 1
 
5.3%
C 1
 
5.3%
Letter Number
ValueCountFrequency (%)
Ⅰ 3
50.0%
Ⅱ 2
33.3%
Ⅲ 1
 
16.7%
Close Punctuation
ValueCountFrequency (%)
) 44
100.0%
Open Punctuation
ValueCountFrequency (%)
( 44
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 19
100.0%
Space Separator
ValueCountFrequency (%)
16
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 493
67.0%
Common 218
29.6%
Latin 25
 
3.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
스 45
 
9.1%
댄 25
 
5.1%
급 19
 
3.9%
회 18
 
3.7%
구 17
 
3.4%
인 17
 
3.4%
탁 16
 
3.2%
레 11
 
2.2%
라 10
 
2.0%
초 10
 
2.0%
Other values (104) 305
61.9%
Common
ValueCountFrequency (%)
) 44
20.2%
( 44
20.2%
* 28
12.8%
_ 19
8.7%
16
 
7.3%
0 14
 
6.4%
4 13
 
6.0%
1 10
 
4.6%
/ 8
 
3.7%
3 7
 
3.2%
Other values (5) 15
 
6.9%
Latin
ValueCountFrequency (%)
T 8
32.0%
P 8
32.0%
Ⅰ 3
 
12.0%
Ⅱ 2
 
8.0%
Ⅲ 1
 
4.0%
A 1
 
4.0%
B 1
 
4.0%
C 1
 
4.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 493
67.0%
ASCII 235
31.9%
Number Forms 6
 
0.8%
None 2
 
0.3%

Most frequent character per block

Hangul
ValueCountFrequency (%)
스 45
 
9.1%
댄 25
 
5.1%
급 19
 
3.9%
회 18
 
3.7%
구 17
 
3.4%
인 17
 
3.4%
탁 16
 
3.2%
레 11
 
2.2%
라 10
 
2.0%
초 10
 
2.0%
Other values (104) 305
61.9%
ASCII
ValueCountFrequency (%)
) 44
18.7%
( 44
18.7%
* 28
11.9%
_ 19
8.1%
16
 
6.8%
0 14
 
6.0%
4 13
 
5.5%
1 10
 
4.3%
/ 8
 
3.4%
T 8
 
3.4%
Other values (9) 31
13.2%
Number Forms
ValueCountFrequency (%)
Ⅰ 3
50.0%
Ⅱ 2
33.3%
Ⅲ 1
 
16.7%
None
ValueCountFrequency (%)
· 2
100.0%

강사명
Categorical

HIGH CORRELATION 

Distinct29
Distinct (%)34.9%
Missing0
Missing (%)0.0%
Memory size792.0 B
박미서
6 
정은숙
6 
하지연
6 
황미애
 
5
김현옥
 
5
Other values (24)
55 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique8 ?
Unique (%)9.6%

Sample

1st row이혜영
2nd row이혜영
3rd row황미애
4th row황미애
5th row황미애

Common Values

ValueCountFrequency (%)
박미서 6
 
7.2%
정은숙 6
 
7.2%
하지연 6
 
7.2%
황미애 5
 
6.0%
김현옥 5
 
6.0%
복순이 5
 
6.0%
신호빈 4
 
4.8%
이창섭 4
 
4.8%
김용기 3
 
3.6%
박연희 3
 
3.6%
Other values (19) 36
43.4%

Length

2024-03-15T03:06:45.634890image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
박미서 6
 
7.2%
하지연 6
 
7.2%
정은숙 6
 
7.2%
황미애 5
 
6.0%
김현옥 5
 
6.0%
복순이 5
 
6.0%
신호빈 4
 
4.8%
이창섭 4
 
4.8%
이혜영 3
 
3.6%
노대홍 3
 
3.6%
Other values (19) 36
43.4%

교육시작시각
Categorical

HIGH CORRELATION 

Distinct33
Distinct (%)39.8%
Missing0
Missing (%)0.0%
Memory size792.0 B
09:00:00
11 
11:00:00
8 
13:00:00
5 
10:00:00
5 
21:00:00
5 
Other values (28)
49 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique16 ?
Unique (%)19.3%

Sample

1st row19:00:00
2nd row16:00:00
3rd row17:00:00
4th row13:00:00
5th row19:00:00

Common Values

ValueCountFrequency (%)
09:00:00 11
 
13.3%
11:00:00 8
 
9.6%
13:00:00 5
 
6.0%
10:00:00 5
 
6.0%
21:00:00 5
 
6.0%
19:00:00 4
 
4.8%
14:00:00 4
 
4.8%
17:00:00 3
 
3.6%
14:30:00 3
 
3.6%
06:00:00 3
 
3.6%
Other values (23) 32
38.6%

Length

2024-03-15T03:06:45.917186image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
09:00:00 11
 
13.3%
11:00:00 8
 
9.6%
13:00:00 5
 
6.0%
10:00:00 5
 
6.0%
21:00:00 5
 
6.0%
19:00:00 4
 
4.8%
14:00:00 4
 
4.8%
17:00:00 3
 
3.6%
14:30:00 3
 
3.6%
06:00:00 3
 
3.6%
Other values (23) 32
38.6%

교육종료시각
Categorical

HIGH CORRELATION 

Distinct34
Distinct (%)41.0%
Missing0
Missing (%)0.0%
Memory size792.0 B
11:50:00
8 
10:50:00
6 
20:50:00
 
5
12:20:00
 
5
21:50:00
 
5
Other values (29)
54 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique17 ?
Unique (%)20.5%

Sample

1st row20:50:00
2nd row17:50:00
3rd row18:50:00
4th row14:50:00
5th row20:50:00

Common Values

ValueCountFrequency (%)
11:50:00 8
 
9.6%
10:50:00 6
 
7.2%
20:50:00 5
 
6.0%
12:20:00 5
 
6.0%
21:50:00 5
 
6.0%
21:30:00 5
 
6.0%
14:20:00 4
 
4.8%
17:50:00 4
 
4.8%
15:50:00 4
 
4.8%
17:30:00 3
 
3.6%
Other values (24) 34
41.0%

Length

2024-03-15T03:06:46.220307image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
11:50:00 8
 
9.6%
10:50:00 6
 
7.2%
20:50:00 5
 
6.0%
12:20:00 5
 
6.0%
21:50:00 5
 
6.0%
21:30:00 5
 
6.0%
14:20:00 4
 
4.8%
17:50:00 4
 
4.8%
15:50:00 4
 
4.8%
13:30:00 3
 
3.6%
Other values (24) 34
41.0%

강좌내용
Categorical

HIGH CORRELATION 

Distinct12
Distinct (%)14.5%
Missing0
Missing (%)0.0%
Memory size792.0 B
댄스스포츠
21 
탁구
16 
헬스
10 
노래
9 
문화·취미
8 
Other values (7)
19 

Length

Max length7
Median length2
Mean length3.4096386
Min length2

Unique

Unique3 ?
Unique (%)3.6%

Sample

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

Common Values

ValueCountFrequency (%)
댄스스포츠 21
25.3%
탁구 16
19.3%
헬스 10
12.0%
노래 9
10.8%
문화·취미 8
 
9.6%
댄스 6
 
7.2%
발레·무용 4
 
4.8%
미술 3
 
3.6%
요가·필라테스 3
 
3.6%
악기 1
 
1.2%
Other values (2) 2
 
2.4%

Length

2024-03-15T03:06:46.600540image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
댄스스포츠 21
25.3%
탁구 16
19.3%
헬스 10
12.0%
노래 9
10.8%
문화·취미 8
 
9.6%
댄스 6
 
7.2%
발레·무용 4
 
4.8%
미술 3
 
3.6%
요가·필라테스 3
 
3.6%
악기 1
 
1.2%
Other values (2) 2
 
2.4%

교육대상구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size792.0 B
모든회원
70 
여성
 
7
실버
 
5
다문화
 
1

Length

Max length4
Median length4
Mean length3.6987952
Min length2

Unique

Unique1 ?
Unique (%)1.2%

Sample

1st row여성
2nd row여성
3rd row모든회원
4th row여성
5th row모든회원

Common Values

ValueCountFrequency (%)
모든회원 70
84.3%
여성 7
 
8.4%
실버 5
 
6.0%
다문화 1
 
1.2%

Length

2024-03-15T03:06:47.023454image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:47.398681image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
모든회원 70
84.3%
여성 7
 
8.4%
실버 5
 
6.0%
다문화 1
 
1.2%

교육방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size792.0 B
오프라인
83 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
오프라인 83
100.0%

Length

2024-03-15T03:06:47.822155image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:48.164911image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
오프라인 83
100.0%

운영요일
Categorical

HIGH CORRELATION 

Distinct13
Distinct (%)15.7%
Missing0
Missing (%)0.0%
Memory size792.0 B
월
12 
수
10 
화
10 
화목
8 
금
8 
Other values (8)
35 

Length

Max length3
Median length1
Mean length1.5301205
Min length1

Unique

Unique2 ?
Unique (%)2.4%

Sample

1st row수
2nd row수
3rd row월
4th row화
5th row월

Common Values

ValueCountFrequency (%)
월 12
14.5%
수 10
12.0%
화 10
12.0%
화목 8
9.6%
금 8
9.6%
토 8
9.6%
목 6
7.2%
월수금 6
7.2%
월-토 6
7.2%
목토 4
 
4.8%
Other values (3) 5
6.0%

Length

2024-03-15T03:06:48.512443image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
월 12
14.5%
수 10
12.0%
화 10
12.0%
화목 8
9.6%
금 8
9.6%
토 8
9.6%
목 6
7.2%
월수금 6
7.2%
월-토 6
7.2%
목토 4
 
4.8%
Other values (3) 5
6.0%

강좌정원수
Real number (ℝ)

HIGH CORRELATION 

Distinct13
Distinct (%)15.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.674699
Minimum5
Maximum330
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size875.0 B
2024-03-15T03:06:49.012419image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum5
5-th percentile5
Q115
median32
Q350
95-th percentile59
Maximum330
Range325
Interquartile range (IQR)35

Descriptive statistics

Standard deviation49.374158
Coefficient of variation (CV)1.346273
Kurtosis29.614906
Mean36.674699
Median Absolute Deviation (MAD)18
Skewness5.1868064
Sum3044
Variance2437.8075
MonotonicityNot monotonic
2024-03-15T03:06:49.381617image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
50 18
21.7%
15 10
12.0%
10 10
12.0%
40 10
12.0%
5 8
9.6%
20 7
 
8.4%
32 6
 
7.2%
35 5
 
6.0%
60 3
 
3.6%
330 2
 
2.4%
Other values (3) 4
 
4.8%
ValueCountFrequency (%)
5 8
9.6%
10 10
12.0%
12 1
 
1.2%
15 10
12.0%
20 7
8.4%
25 2
 
2.4%
32 6
7.2%
35 5
6.0%
40 10
12.0%
45 1
 
1.2%
ValueCountFrequency (%)
330 2
 
2.4%
60 3
 
3.6%
50 18
21.7%
45 1
 
1.2%
40 10
12.0%
35 5
 
6.0%
32 6
 
7.2%
25 2
 
2.4%
20 7
 
8.4%
15 10
12.0%

수강료
Real number (ℝ)

HIGH CORRELATION 

Distinct19
Distinct (%)22.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51819.277
Minimum12000
Maximum400000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size875.0 B
2024-03-15T03:06:49.993389image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum12000
5-th percentile12000
Q118000
median35000
Q340000
95-th percentile210000
Maximum400000
Range388000
Interquartile range (IQR)22000

Descriptive statistics

Standard deviation77971.562
Coefficient of variation (CV)1.5046826
Kurtosis13.272166
Mean51819.277
Median Absolute Deviation (MAD)11000
Skewness3.646518
Sum4301000
Variance6.0795645 × 109
MonotonicityNot monotonic
2024-03-15T03:06:50.393619image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%)
18000 15
18.1%
35000 11
13.3%
12000 9
10.8%
36000 8
9.6%
30000 7
8.4%
50000 6
 
7.2%
24000 5
 
6.0%
40000 4
 
4.8%
210000 3
 
3.6%
400000 3
 
3.6%
Other values (9) 12
14.5%
ValueCountFrequency (%)
12000 9
10.8%
18000 15
18.1%
24000 5
 
6.0%
25000 1
 
1.2%
28000 2
 
2.4%
30000 7
8.4%
35000 11
13.3%
36000 8
9.6%
37000 1
 
1.2%
38000 2
 
2.4%
ValueCountFrequency (%)
400000 3
3.6%
210000 3
3.6%
160000 1
 
1.2%
84000 1
 
1.2%
60000 1
 
1.2%
50000 6
7.2%
45000 2
 
2.4%
42000 1
 
1.2%
40000 4
4.8%
38000 2
 
2.4%

교육장도로명주소
Categorical

CONSTANT 

Distinct1
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size792.0 B
강남구 밤고개로1길 52
83 

Length

Max length13
Median length13
Mean length13
Min length13

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row강남구 밤고개로1길 52
2nd row강남구 밤고개로1길 52
3rd row강남구 밤고개로1길 52
4th row강남구 밤고개로1길 52
5th row강남구 밤고개로1길 52

Common Values

ValueCountFrequency (%)
강남구 밤고개로1길 52 83
100.0%

Length

2024-03-15T03:06:50.816964image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:51.156572image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구 83
33.3%
밤고개로1길 83
33.3%
52 83
33.3%

운영기관명
Categorical

CONSTANT 

Distinct1
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size792.0 B
강남구도시관리공단
83 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
강남구도시관리공단 83
100.0%

Length

2024-03-15T03:06:51.563205image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:51.883968image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구도시관리공단 83
100.0%

운영기관전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size792.0 B
02-2176-0801
83 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row02-2176-0801
2nd row02-2176-0801
3rd row02-2176-0801
4th row02-2176-0801
5th row02-2176-0801

Common Values

ValueCountFrequency (%)
02-2176-0801 83
100.0%

Length

2024-03-15T03:06:52.165421image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:52.525458image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
02-2176-0801 83
100.0%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size792.0 B
인터넷+방문접수
83 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row인터넷+방문접수
2nd row인터넷+방문접수
3rd row인터넷+방문접수
4th row인터넷+방문접수
5th row인터넷+방문접수

Common Values

ValueCountFrequency (%)
인터넷+방문접수 83
100.0%

Length

2024-03-15T03:06:52.873591image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T03:06:53.089796image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인터넷+방문접수 83
100.0%

Interactions

2024-03-15T03:06:41.382339image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T03:06:40.792455image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T03:06:41.710180image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T03:06:41.077645image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-15T03:06:53.296265image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌명강사명교육시작시각교육종료시각강좌내용교육대상구분운영요일강좌정원수수강료
강좌명1.0001.0001.0001.0001.0001.0001.0001.0001.000
강사명1.0001.0000.9310.8730.9970.8370.9150.8650.102
교육시작시각1.0000.9311.0000.9860.8620.0000.7790.5480.000
교육종료시각1.0000.8730.9861.0000.8650.0000.7200.5200.000
강좌내용1.0000.9970.8620.8651.0000.7890.7960.9390.394
교육대상구분1.0000.8370.0000.0000.7891.0000.3340.1060.000
운영요일1.0000.9150.7790.7200.7960.3341.0000.5920.491
강좌정원수1.0000.8650.5480.5200.9390.1060.5921.0000.000
수강료1.0000.1020.0000.0000.3940.0000.4910.0001.000
2024-03-15T03:06:53.662518image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강사명교육종료시각교육대상구분교육시작시각강좌내용운영요일
강사명1.0000.3500.5020.4700.8550.522
교육종료시각0.3501.0000.0000.7330.4070.253
교육대상구분0.5020.0001.0000.0000.4510.184
교육시작시각0.4700.7330.0001.0000.4080.305
강좌내용0.8550.4070.4510.4081.0000.452
운영요일0.5220.2530.1840.3050.4521.000
2024-03-15T03:06:53.952950image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수수강료강사명교육시작시각교육종료시각강좌내용교육대상구분운영요일
강좌정원수1.000-0.6000.5650.2320.2310.6790.0970.383
수강료-0.6001.0000.1640.0000.0000.2520.0000.278
강사명0.5650.1641.0000.4700.3500.8550.5020.522
교육시작시각0.2320.0000.4701.0000.7330.4080.0000.305
교육종료시각0.2310.0000.3500.7331.0000.4070.0000.253
강좌내용0.6790.2520.8550.4080.4071.0000.4510.452
교육대상구분0.0970.0000.5020.0000.0000.4511.0000.184
운영요일0.3830.2780.5220.3050.2530.4520.1841.000

Missing values

2024-03-15T03:06:42.234231image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T03:06:42.890471image/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

강좌명강사명교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분
0노래교실1이혜영19:00:0020:50:00노래여성오프라인수2030000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
1노래교실2이혜영16:00:0017:50:00노래여성오프라인수2030000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
2성인 성악 기초반*황미애17:00:0018:50:00노래모든회원오프라인월1550000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
3성인 성악 여성반(중급)*황미애13:00:0014:50:00노래여성오프라인화1550000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
4성인 성악 직장인반*황미애19:00:0020:50:00노래모든회원오프라인월1550000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
5생활도예채수용10:00:0011:50:00문화·취미여성오프라인화1540000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
6서예유영복18:00:0020:50:00문화·취미모든회원오프라인목1560000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
7수채화이현화09:00:0010:50:00미술모든회원오프라인월1540000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
8스케치*이현화11:00:0012:20:00미술모든회원오프라인월1530000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
9어반스케치이현화12:30:0013:50:00미술모든회원오프라인월1530000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
강좌명강사명교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분
73한국무용(상급)박은하10:20:0011:40:00발레·무용여성오프라인목토2537000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
74한국무용(연구)박은하09:00:0010:20:00발레·무용여성오프라인목토2540000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
75한국무용(중급)서보경11:40:0013:00:00발레·무용모든회원오프라인목토2036000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
76한국무용(초급)서보경13:10:0014:30:00발레·무용모든회원오프라인목토2036000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
77아침 에어로빅박진선08:00:0008:50:00에어로빅모든회원오프라인월-금4550000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
78다이어트요가신은재20:40:0021:30:00요가·필라테스모든회원오프라인월수금4036000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
79치유요가김미경09:00:0009:50:00요가·필라테스모든회원오프라인월수금4036000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
80아르헨티나 탱고정은봉10:00:0010:50:00댄스스포츠모든회원오프라인월5012000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
81모던(초급)박미서10:30:0011:20:00댄스스포츠모든회원오프라인수4012000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수
82필라테스김미경10:00:0010:50:00요가·필라테스모든회원오프라인금4012000강남구 밤고개로1길 52강남구도시관리공단02-2176-0801인터넷+방문접수