Overview

Dataset statistics

Number of variables15
Number of observations47
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.7 KiB
Average record size in memory124.7 B

Variable types

Text2
DateTime3
Categorical8
Numeric2

Dataset

Description강남구도시관리공단에서 운영하는 압구정평생학습관의 프로그램 정보, 강좌내용, 운영요일, 수강료등 데이터 제공합니다.
Author강남구도시관리공단
URLhttps://www.data.go.kr/data/15073539/fileData.do

Alerts

교육대상구분 has constant value ""Constant
교육장도로명주소 has constant value ""Constant
운영기관명 has constant value ""Constant
운영기관전화번호 has constant value ""Constant
접수방법구분 has constant value ""Constant
데이터기준일자 has constant value ""Constant
수강료 is highly overall correlated with 강좌내용 and 1 other fieldsHigh correlation
강좌내용 is highly overall correlated with 수강료 and 1 other fieldsHigh correlation
교육방법구분 is highly overall correlated with 수강료 and 2 other fieldsHigh correlation
운영요일 is highly overall correlated with 교육방법구분High correlation
교육방법구분 is highly imbalanced (65.8%)Imbalance
강좌명 has unique valuesUnique

Reproduction

Analysis started2024-03-14 19:11:58.686647
Analysis finished2024-03-14 19:12:01.792947
Duration3.11 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

UNIQUE 

Distinct47
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size504.0 B
2024-03-15T04:12:02.553423image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length20
Median length13
Mean length7.3404255
Min length3

Characters and Unicode

Total characters345
Distinct characters127
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique47 ?
Unique (%)100.0%

Sample

1st row요가라테스
2nd row파워요가
3rd row필라테스1
4th row필라테스2
5th row하타요가1
ValueCountFrequency (%)
성인발레 2
 
3.2%
요가라테스 1
 
1.6%
라인댄스 1
 
1.6%
라인댄스(초급2 1
 
1.6%
발레핏 1
 
1.6%
개인레슨 1
 
1.6%
스페인 1
 
1.6%
세비야 1
 
1.6%
정열의 1
 
1.6%
플라멩코 1
 
1.6%
Other values (51) 51
82.3%
2024-03-15T04:12:03.873301image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
스 19
 
5.5%
15
 
4.3%
인 13
 
3.8%
( 10
 
2.9%
) 10
 
2.9%
구 8
 
2.3%
가 8
 
2.3%
어 8
 
2.3%
라 7
 
2.0%
탁 7
 
2.0%
Other values (117) 240
69.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 287
83.2%
Space Separator 15
 
4.3%
Open Punctuation 13
 
3.8%
Close Punctuation 13
 
3.8%
Decimal Number 11
 
3.2%
Lowercase Letter 4
 
1.2%
Uppercase Letter 1
 
0.3%
Other Punctuation 1
 
0.3%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
스 19
 
6.6%
인 13
 
4.5%
구 8
 
2.8%
가 8
 
2.8%
어 8
 
2.8%
라 7
 
2.4%
탁 7
 
2.4%
레 7
 
2.4%
오 7
 
2.4%
요 6
 
2.1%
Other values (103) 197
68.6%
Decimal Number
ValueCountFrequency (%)
2 6
54.5%
1 3
27.3%
4 1
 
9.1%
3 1
 
9.1%
Lowercase Letter
ValueCountFrequency (%)
o 2
50.0%
m 1
25.0%
a 1
25.0%
Open Punctuation
ValueCountFrequency (%)
( 10
76.9%
[ 3
 
23.1%
Close Punctuation
ValueCountFrequency (%)
) 10
76.9%
] 3
 
23.1%
Space Separator
ValueCountFrequency (%)
15
100.0%
Uppercase Letter
ValueCountFrequency (%)
T 1
100.0%
Other Punctuation
ValueCountFrequency (%)
& 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 287
83.2%
Common 53
 
15.4%
Latin 5
 
1.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
스 19
 
6.6%
인 13
 
4.5%
구 8
 
2.8%
가 8
 
2.8%
어 8
 
2.8%
라 7
 
2.4%
탁 7
 
2.4%
레 7
 
2.4%
오 7
 
2.4%
요 6
 
2.1%
Other values (103) 197
68.6%
Common
ValueCountFrequency (%)
15
28.3%
( 10
18.9%
) 10
18.9%
2 6
 
11.3%
[ 3
 
5.7%
] 3
 
5.7%
1 3
 
5.7%
& 1
 
1.9%
4 1
 
1.9%
3 1
 
1.9%
Latin
ValueCountFrequency (%)
o 2
40.0%
T 1
20.0%
m 1
20.0%
a 1
20.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 287
83.2%
ASCII 58
 
16.8%

Most frequent character per block

Hangul
ValueCountFrequency (%)
스 19
 
6.6%
인 13
 
4.5%
구 8
 
2.8%
가 8
 
2.8%
어 8
 
2.8%
라 7
 
2.4%
탁 7
 
2.4%
레 7
 
2.4%
오 7
 
2.4%
요 6
 
2.1%
Other values (103) 197
68.6%
ASCII
ValueCountFrequency (%)
15
25.9%
( 10
17.2%
) 10
17.2%
2 6
 
10.3%
[ 3
 
5.2%
] 3
 
5.2%
1 3
 
5.2%
o 2
 
3.4%
T 1
 
1.7%
& 1
 
1.7%
Other values (4) 4
 
6.9%

강사명
Text

Distinct24
Distinct (%)51.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
2024-03-15T04:12:04.542347image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length7
Median length3
Mean length3.6382979
Min length3

Characters and Unicode

Total characters171
Distinct characters52
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique12 ?
Unique (%)25.5%

Sample

1st row김미경
2nd row윤상희
3rd row임은교
4th row임은교
5th row윤상희
ValueCountFrequency (%)
한동균,조운호 6
 
12.8%
최서연 4
 
8.5%
김수진 3
 
6.4%
김경화 3
 
6.4%
윤상희 3
 
6.4%
정소윤 3
 
6.4%
함정선 3
 
6.4%
강민성 2
 
4.3%
오명석 2
 
4.3%
임은교 2
 
4.3%
Other values (14) 16
34.0%
2024-03-15T04:12:05.476247image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
김 8
 
4.7%
정 7
 
4.1%
조 7
 
4.1%
한 6
 
3.5%
동 6
 
3.5%
윤 6
 
3.5%
희 6
 
3.5%
호 6
 
3.5%
운 6
 
3.5%
균 6
 
3.5%
Other values (42) 107
62.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 165
96.5%
Other Punctuation 6
 
3.5%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
김 8
 
4.8%
정 7
 
4.2%
조 7
 
4.2%
한 6
 
3.6%
동 6
 
3.6%
윤 6
 
3.6%
희 6
 
3.6%
호 6
 
3.6%
운 6
 
3.6%
균 6
 
3.6%
Other values (41) 101
61.2%
Other Punctuation
ValueCountFrequency (%)
, 6
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 165
96.5%
Common 6
 
3.5%

Most frequent character per script

Hangul
ValueCountFrequency (%)
김 8
 
4.8%
정 7
 
4.2%
조 7
 
4.2%
한 6
 
3.6%
동 6
 
3.6%
윤 6
 
3.6%
희 6
 
3.6%
호 6
 
3.6%
운 6
 
3.6%
균 6
 
3.6%
Other values (41) 101
61.2%
Common
ValueCountFrequency (%)
, 6
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 165
96.5%
ASCII 6
 
3.5%

Most frequent character per block

Hangul
ValueCountFrequency (%)
김 8
 
4.8%
정 7
 
4.2%
조 7
 
4.2%
한 6
 
3.6%
동 6
 
3.6%
윤 6
 
3.6%
희 6
 
3.6%
호 6
 
3.6%
운 6
 
3.6%
균 6
 
3.6%
Other values (41) 101
61.2%
ASCII
ValueCountFrequency (%)
, 6
100.0%

교육시작시간
Date

Distinct21
Distinct (%)44.7%
Missing0
Missing (%)0.0%
Memory size504.0 B
Minimum2024-03-15 06:00:00
Maximum2024-03-15 20:00:00
2024-03-15T04:12:05.706002image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:12:05.917127image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)

교육종료시간
Date

Distinct23
Distinct (%)48.9%
Missing0
Missing (%)0.0%
Memory size504.0 B
Minimum2024-03-15 06:50:00
Maximum2024-03-15 21:50:00
2024-03-15T04:12:06.168686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:12:06.586689image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=23)

강좌내용
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)14.9%
Missing0
Missing (%)0.0%
Memory size504.0 B
체육교실(5층)
13 
대강당(3층)
10 
건강교실(2층)
7 
어학교실(4층)
7 
헬스교실(6층)
6 
Other values (2)
4 

Length

Max length8
Median length8
Mean length7.6595745
Min length2

Unique

Unique1 ?
Unique (%)2.1%

Sample

1st row건강교실(2층)
2nd row건강교실(2층)
3rd row건강교실(2층)
4th row건강교실(2층)
5th row건강교실(2층)

Common Values

ValueCountFrequency (%)
체육교실(5층) 13
27.7%
대강당(3층) 10
21.3%
건강교실(2층) 7
14.9%
어학교실(4층) 7
14.9%
헬스교실(6층) 6
12.8%
취미교실(4층) 3
 
6.4%
문의 1
 
2.1%

Length

2024-03-15T04:12:06.821809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:07.015414image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
체육교실(5층 13
27.7%
대강당(3층 10
21.3%
건강교실(2층 7
14.9%
어학교실(4층 7
14.9%
헬스교실(6층 6
12.8%
취미교실(4층 3
 
6.4%
문의 1
 
2.1%

교육대상구분
Categorical

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
성인
47 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
성인 47
100.0%

Length

2024-03-15T04:12:07.300357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:07.581594image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성인 47
100.0%

교육방법구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size504.0 B
오프라인
44 
온라인
 
3

Length

Max length4
Median length4
Mean length3.9361702
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
오프라인 44
93.6%
온라인 3
 
6.4%

Length

2024-03-15T04:12:07.876062image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:08.039675image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
오프라인 44
93.6%
온라인 3
 
6.4%

운영요일
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)23.4%
Missing0
Missing (%)0.0%
Memory size504.0 B
월,수,금
13 
월
5 
월,화,수,목,금,토
5 
화,목
4 
수
4 
Other values (6)
16 

Length

Max length11
Median length5
Mean length3.6808511
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
월,수,금 13
27.7%
월 5
 
10.6%
월,화,수,목,금,토 5
 
10.6%
화,목 4
 
8.5%
수 4
 
8.5%
금 4
 
8.5%
목 3
 
6.4%
화 3
 
6.4%
월,수 2
 
4.3%
화,금 2
 
4.3%

Length

2024-03-15T04:12:08.306427image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
월,수,금 13
27.7%
월 5
 
10.6%
월,화,수,목,금,토 5
 
10.6%
화,목 4
 
8.5%
수 4
 
8.5%
금 4
 
8.5%
목 3
 
6.4%
화 3
 
6.4%
월,수 2
 
4.3%
화,금 2
 
4.3%

강좌정원수
Real number (ℝ)

Distinct9
Distinct (%)19.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.319149
Minimum5
Maximum91
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size551.0 B
2024-03-15T04:12:08.624848image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum5
5-th percentile5.3
Q115
median15
Q325
95-th percentile37
Maximum91
Range86
Interquartile range (IQR)10

Descriptive statistics

Standard deviation16.333623
Coefficient of variation (CV)0.76614798
Kurtosis13.350264
Mean21.319149
Median Absolute Deviation (MAD)3
Skewness3.4536565
Sum1002
Variance266.78723
MonotonicityNot monotonic
2024-03-15T04:12:08.865119image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
15 21
44.7%
25 10
21.3%
18 4
 
8.5%
5 3
 
6.4%
20 2
 
4.3%
91 2
 
4.3%
37 2
 
4.3%
24 2
 
4.3%
6 1
 
2.1%
ValueCountFrequency (%)
5 3
 
6.4%
6 1
 
2.1%
15 21
44.7%
18 4
 
8.5%
20 2
 
4.3%
24 2
 
4.3%
25 10
21.3%
37 2
 
4.3%
91 2
 
4.3%
ValueCountFrequency (%)
91 2
 
4.3%
37 2
 
4.3%
25 10
21.3%
24 2
 
4.3%
20 2
 
4.3%
18 4
 
8.5%
15 21
44.7%
6 1
 
2.1%
5 3
 
6.4%

수강료
Real number (ℝ)

HIGH CORRELATION 

Distinct12
Distinct (%)25.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39863.83
Minimum16800
Maximum60000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size551.0 B
2024-03-15T04:12:09.120607image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum16800
5-th percentile24000
Q130000
median40000
Q346000
95-th percentile60000
Maximum60000
Range43200
Interquartile range (IQR)16000

Descriptive statistics

Standard deviation11596.109
Coefficient of variation (CV)0.29089301
Kurtosis-0.40834882
Mean39863.83
Median Absolute Deviation (MAD)10000
Skewness0.22229768
Sum1873600
Variance1.3446975 × 108
MonotonicityNot monotonic
2024-03-15T04:12:09.425131image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
40000 9
19.1%
30000 8
17.0%
60000 7
14.9%
36000 6
12.8%
46000 4
8.5%
24000 3
 
6.4%
50000 3
 
6.4%
16800 2
 
4.3%
45000 2
 
4.3%
42000 1
 
2.1%
Other values (2) 2
 
4.3%
ValueCountFrequency (%)
16800 2
 
4.3%
24000 3
 
6.4%
28000 1
 
2.1%
30000 8
17.0%
36000 6
12.8%
38000 1
 
2.1%
40000 9
19.1%
42000 1
 
2.1%
45000 2
 
4.3%
46000 4
8.5%
ValueCountFrequency (%)
60000 7
14.9%
50000 3
 
6.4%
46000 4
8.5%
45000 2
 
4.3%
42000 1
 
2.1%
40000 9
19.1%
38000 1
 
2.1%
36000 6
12.8%
30000 8
17.0%
28000 1
 
2.1%

교육장도로명주소
Categorical

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
강남구 언주로172길 26
47 

Length

Max length14
Median length14
Mean length14
Min length14

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row강남구 언주로172길 26
2nd row강남구 언주로172길 26
3rd row강남구 언주로172길 26
4th row강남구 언주로172길 26
5th row강남구 언주로172길 26

Common Values

ValueCountFrequency (%)
강남구 언주로172길 26 47
100.0%

Length

2024-03-15T04:12:09.919215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:10.303092image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구 47
33.3%
언주로172길 47
33.3%
26 47
33.3%

운영기관명
Categorical

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
강남구도시관리공단
47 

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 47
100.0%

Length

2024-03-15T04:12:10.828126image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:11.116811image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구도시관리공단 47
100.0%

운영기관전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
02-2176-0841
47 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row02-2176-0841
2nd row02-2176-0841
3rd row02-2176-0841
4th row02-2176-0841
5th row02-2176-0841

Common Values

ValueCountFrequency (%)
02-2176-0841 47
100.0%

Length

2024-03-15T04:12:11.556617image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:12.085565image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
02-2176-0841 47
100.0%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
인터넷+방문접수
47 

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 47
100.0%

Length

2024-03-15T04:12:12.409926image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:12:12.709630image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인터넷+방문접수 47
100.0%

데이터기준일자
Date

CONSTANT 

Distinct1
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size504.0 B
Minimum2024-02-28 00:00:00
Maximum2024-02-28 00:00:00
2024-03-15T04:12:13.107254image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:12:13.470338image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

Interactions

2024-03-15T04:12:00.045593image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:11:59.555175image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:12:00.279812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:11:59.791376image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-15T04:12:13.778641image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌명강사명교육시작시간교육종료시간강좌내용교육방법구분운영요일강좌정원수수강료
강좌명1.0001.0001.0001.0001.0001.0001.0001.0001.000
강사명1.0001.0000.6500.8360.9800.5410.8730.0000.892
교육시작시간1.0000.6501.0000.9710.8290.0000.0000.4470.676
교육종료시간1.0000.8360.9711.0000.7550.3760.0000.6880.667
강좌내용1.0000.9800.8290.7551.0000.6000.5780.6050.761
교육방법구분1.0000.5410.0000.3760.6001.0000.8170.0001.000
운영요일1.0000.8730.0000.0000.5780.8171.0000.4240.607
강좌정원수1.0000.0000.4470.6880.6050.0000.4241.0000.747
수강료1.0000.8920.6760.6670.7611.0000.6070.7471.000
2024-03-15T04:12:14.209600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육방법구분강좌내용운영요일
교육방법구분1.0000.6070.726
강좌내용0.6071.0000.308
운영요일0.7260.3081.000
2024-03-15T04:12:14.605016image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수수강료강좌내용교육방법구분운영요일
강좌정원수1.000-0.4390.4320.0000.220
수강료-0.4391.0000.5540.9190.448
강좌내용0.4320.5541.0000.6070.308
교육방법구분0.0000.9190.6071.0000.726
운영요일0.2200.4480.3080.7261.000

Missing values

2024-03-15T04:12:00.660593image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T04:12:01.553065image/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

강좌명강사명교육시작시간교육종료시간강좌내용교육대상구분교육방법구분운영요일강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분데이터기준일자
0요가라테스김미경09:00:0009:50:00건강교실(2층)성인오프라인화,목2524000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
1파워요가윤상희19:00:0019:50:00건강교실(2층)성인오프라인월,수,금2536000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
2필라테스1임은교07:30:0008:20:00건강교실(2층)성인오프라인월,수,금2536000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
3필라테스2임은교09:00:0009:50:00건강교실(2층)성인오프라인월,수,금2536000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
4하타요가1윤상희10:00:0010:50:00건강교실(2층)성인오프라인월,수,금2536000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
5하타요가2윤상희11:00:0011:50:00건강교실(2층)성인오프라인월,수,금1560000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
6힐링요가김미정17:00:0017:50:00건강교실(2층)성인오프라인월,수,금2536000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
7노래교실임복희14:30:0016:20:00대강당(3층)성인오프라인목2524000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
8탁구강습1최서연09:30:0010:50:00대강당(3층)성인오프라인월,수,금1846000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
9탁구강습2김수진10:00:0011:50:00대강당(3층)성인오프라인화,목1842000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
강좌명강사명교육시작시간교육종료시간강좌내용교육대상구분교육방법구분운영요일강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분데이터기준일자
37연필스케치 중급반조영희14:00:0015:50:00취미교실(4층)성인오프라인월1540000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
38[비대면]떼모아(To amo)스페인어정소윤13:00:0013:50:00어학교실(4층)성인온라인화,금2516800강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
39[비대면]스페인어 입문반정소윤14:00:0014:50:00어학교실(4층)성인온라인화,금2016800강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
40[비대면]오쌤의 올드팝오명석14:30:0016:20:00문의성인온라인수1528000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
41헬스매일(오전)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인월,화,수,목,금,토9145000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
42헬스매일(오후)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인월,화,수,목,금,토9145000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
43헬스월수금(오전)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인월,수,금3730000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
44헬스월수금(오후)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인월,수,금3730000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
45헬스화목토(오전)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인화,목,토2430000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28
46헬스화목토(오후)한동균,조운호06:00:0021:50:00헬스교실(6층)성인오프라인화,목,토2430000강남구 언주로172길 26강남구도시관리공단02-2176-0841인터넷+방문접수2024-02-28