Overview

Dataset statistics

Number of variables15
Number of observations136
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory16.3 KiB
Average record size in memory122.9 B

Variable types

Text1
Categorical12
Numeric2

Dataset

Description강남구도시관리공단에서 운영하는 청담평생학습관의 프로그램 정보, 강좌내용, 운영요일, 수강료등 데이터 제공합니다.
Author강남구도시관리공단
URLhttps://www.data.go.kr/data/15073540/fileData.do

Alerts

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
교육방법구분 is highly overall correlated with 강습료 and 1 other fieldsHigh correlation
강좌내용 is highly overall correlated with 강좌정원수 and 3 other fieldsHigh correlation
강좌정원수 is highly overall correlated with 강습료 and 3 other fieldsHigh correlation
강습료 is highly overall correlated with 강좌정원수 and 3 other fieldsHigh correlation
강사명 is highly overall correlated with 강좌정원수 and 4 other fieldsHigh correlation
교육시작 is highly overall correlated with 교육종료High correlation
교육종료 is highly overall correlated with 교육시작High correlation
교육대상구분 is highly overall correlated with 강사명High correlation
요일 is highly overall correlated with 강좌정원수 and 1 other fieldsHigh correlation
교육대상구분 is highly imbalanced (54.3%)Imbalance
교육방법구분 is highly imbalanced (93.7%)Imbalance
강좌명 has unique valuesUnique

Reproduction

Analysis started2024-03-14 19:45:51.722780
Analysis finished2024-03-14 19:45:54.918235
Duration3.2 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

UNIQUE 

Distinct136
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
2024-03-15T04:45:55.749634image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length11
Median length9
Mean length6.6764706
Min length2

Characters and Unicode

Total characters908
Distinct characters127
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

Unique136 ?
Unique (%)100.0%

Sample

1st row골프새벽01
2nd row골프새벽02
3rd row골프새벽03
4th row골프새벽04
5th row골프새벽05
ValueCountFrequency (%)
골프새벽01 1
 
0.7%
금요피아노3시 1
 
0.7%
토요피아노11시 1
 
0.7%
토요피아노10시 1
 
0.7%
금요피아노6시 1
 
0.7%
금요피아노5시 1
 
0.7%
금요피아노4시 1
 
0.7%
골프새벽02 1
 
0.7%
금요성인피아노10시 1
 
0.7%
연필스케치 1
 
0.7%
Other values (127) 127
92.7%
2024-03-15T04:45:57.012881image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
요 50
 
5.5%
시 49
 
5.4%
0 37
 
4.1%
아 35
 
3.9%
프 33
 
3.6%
골 32
 
3.5%
피 32
 
3.5%
노 32
 
3.5%
1 30
 
3.3%
오 24
 
2.6%
Other values (117) 554
61.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 735
80.9%
Decimal Number 137
 
15.1%
Close Punctuation 16
 
1.8%
Open Punctuation 16
 
1.8%
Uppercase Letter 3
 
0.3%
Space Separator 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
요 50
 
6.8%
시 49
 
6.7%
아 35
 
4.8%
프 33
 
4.5%
골 32
 
4.4%
피 32
 
4.4%
노 32
 
4.4%
오 24
 
3.3%
성 18
 
2.4%
인 17
 
2.3%
Other values (101) 413
56.2%
Decimal Number
ValueCountFrequency (%)
0 37
27.0%
1 30
21.9%
5 14
 
10.2%
4 12
 
8.8%
3 11
 
8.0%
6 11
 
8.0%
2 11
 
8.0%
7 6
 
4.4%
9 3
 
2.2%
8 2
 
1.5%
Uppercase Letter
ValueCountFrequency (%)
A 1
33.3%
C 1
33.3%
B 1
33.3%
Close Punctuation
ValueCountFrequency (%)
) 16
100.0%
Open Punctuation
ValueCountFrequency (%)
( 16
100.0%
Space Separator
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 735
80.9%
Common 170
 
18.7%
Latin 3
 
0.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
요 50
 
6.8%
시 49
 
6.7%
아 35
 
4.8%
프 33
 
4.5%
골 32
 
4.4%
피 32
 
4.4%
노 32
 
4.4%
오 24
 
3.3%
성 18
 
2.4%
인 17
 
2.3%
Other values (101) 413
56.2%
Common
ValueCountFrequency (%)
0 37
21.8%
1 30
17.6%
) 16
9.4%
( 16
9.4%
5 14
 
8.2%
4 12
 
7.1%
3 11
 
6.5%
6 11
 
6.5%
2 11
 
6.5%
7 6
 
3.5%
Other values (3) 6
 
3.5%
Latin
ValueCountFrequency (%)
A 1
33.3%
C 1
33.3%
B 1
33.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 735
80.9%
ASCII 173
 
19.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
요 50
 
6.8%
시 49
 
6.7%
아 35
 
4.8%
프 33
 
4.5%
골 32
 
4.4%
피 32
 
4.4%
노 32
 
4.4%
오 24
 
3.3%
성 18
 
2.4%
인 17
 
2.3%
Other values (101) 413
56.2%
ASCII
ValueCountFrequency (%)
0 37
21.4%
1 30
17.3%
) 16
9.2%
( 16
9.2%
5 14
 
8.1%
4 12
 
6.9%
3 11
 
6.4%
6 11
 
6.4%
2 11
 
6.4%
7 6
 
3.5%
Other values (6) 9
 
5.2%

강사명
Categorical

HIGH CORRELATION 

Distinct42
Distinct (%)30.9%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
이지선
16 
최나연
16 
이지윤
10 
김세희
10 
정희정
 
7
Other values (37)
77 

Length

Max length7
Median length3
Mean length3.0220588
Min length2

Unique

Unique16 ?
Unique (%)11.8%

Sample

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

Common Values

ValueCountFrequency (%)
이지선 16
 
11.8%
최나연 16
 
11.8%
이지윤 10
 
7.4%
김세희 10
 
7.4%
정희정 7
 
5.1%
이지은 6
 
4.4%
윤미선 6
 
4.4%
허진주 4
 
2.9%
배정임 3
 
2.2%
김진원 3
 
2.2%
Other values (32) 55
40.4%

Length

2024-03-15T04:45:57.302474image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
이지선 16
 
11.8%
최나연 16
 
11.8%
이지윤 10
 
7.4%
김세희 10
 
7.4%
정희정 7
 
5.1%
이지은 6
 
4.4%
윤미선 6
 
4.4%
허진주 4
 
2.9%
권정화 3
 
2.2%
신호경 3
 
2.2%
Other values (32) 55
40.4%

교육시작
Categorical

HIGH CORRELATION 

Distinct23
Distinct (%)16.9%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
17:00:00
16 
18:00:00
14 
10:00:00
14 
16:00:00
13 
19:00:00
11 
Other values (18)
68 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique7 ?
Unique (%)5.1%

Sample

1st row06:00:00
2nd row06:00:00
3rd row07:00:00
4th row07:00:00
5th row08:00:00

Common Values

ValueCountFrequency (%)
17:00:00 16
11.8%
18:00:00 14
10.3%
10:00:00 14
10.3%
16:00:00 13
9.6%
19:00:00 11
 
8.1%
11:00:00 10
 
7.4%
15:00:00 9
 
6.6%
14:00:00 8
 
5.9%
09:00:00 6
 
4.4%
12:00:00 6
 
4.4%
Other values (13) 29
21.3%

Length

2024-03-15T04:45:57.667803image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:00:00 16
11.8%
18:00:00 14
10.3%
10:00:00 14
10.3%
16:00:00 13
9.6%
19:00:00 11
 
8.1%
11:00:00 10
 
7.4%
15:00:00 9
 
6.6%
14:00:00 8
 
5.9%
09:00:00 6
 
4.4%
12:00:00 6
 
4.4%
Other values (13) 29
21.3%

교육종료
Categorical

HIGH CORRELATION 

Distinct24
Distinct (%)17.6%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
17:50:00
16 
16:50:00
15 
18:50:00
14 
11:50:00
11 
19:50:00
10 
Other values (19)
70 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique3 ?
Unique (%)2.2%

Sample

1st row06:50:00
2nd row06:50:00
3rd row07:50:00
4th row07:50:00
5th row08:50:00

Common Values

ValueCountFrequency (%)
17:50:00 16
11.8%
16:50:00 15
11.0%
18:50:00 14
10.3%
11:50:00 11
 
8.1%
19:50:00 10
 
7.4%
15:50:00 10
 
7.4%
10:50:00 10
 
7.4%
12:50:00 7
 
5.1%
09:50:00 6
 
4.4%
14:50:00 4
 
2.9%
Other values (14) 33
24.3%

Length

2024-03-15T04:45:57.916549image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:50:00 16
11.8%
16:50:00 15
11.0%
18:50:00 14
10.3%
11:50:00 11
 
8.1%
19:50:00 10
 
7.4%
15:50:00 10
 
7.4%
10:50:00 10
 
7.4%
12:50:00 7
 
5.1%
09:50:00 6
 
4.4%
14:50:00 4
 
2.9%
Other values (14) 33
24.3%

강좌내용
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)6.6%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
골프장
32 
피아노교실
31 
체육교실
18 
대강당
18 
취미교실
15 
Other values (4)
22 

Length

Max length5
Median length4
Mean length3.8088235
Min length3

Unique

Unique1 ?
Unique (%)0.7%

Sample

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

Common Values

ValueCountFrequency (%)
골프장 32
23.5%
피아노교실 31
22.8%
체육교실 18
13.2%
대강당 18
13.2%
취미교실 15
11.0%
건강교실 12
 
8.8%
헬스장 6
 
4.4%
세미나실 3
 
2.2%
비대면 1
 
0.7%

Length

2024-03-15T04:45:58.152356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:45:58.470183image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
골프장 32
23.5%
피아노교실 31
22.8%
체육교실 18
13.2%
대강당 18
13.2%
취미교실 15
11.0%
건강교실 12
 
8.8%
헬스장 6
 
4.4%
세미나실 3
 
2.2%
비대면 1
 
0.7%

교육대상구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct10
Distinct (%)7.4%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
성인
83 
어린이(8-13세)
41 
어린이(7-10세)
 
3
어린이()
 
2
유아(6-7세)
 
2
Other values (5)
 
5

Length

Max length10
Median length2
Mean length4.9191176
Min length2

Unique

Unique5 ?
Unique (%)3.7%

Sample

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

Common Values

ValueCountFrequency (%)
성인 83
61.0%
어린이(8-13세) 41
30.1%
어린이(7-10세) 3
 
2.2%
어린이() 2
 
1.5%
유아(6-7세) 2
 
1.5%
유아(6~7세) 1
 
0.7%
유아() 1
 
0.7%
유아(5-6세) 1
 
0.7%
어린이(8-10세) 1
 
0.7%
어린이(7세) 1
 
0.7%

Length

2024-03-15T04:45:58.734154image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:45:59.183717image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성인 83
61.0%
어린이(8-13세 41
30.1%
어린이(7-10세 3
 
2.2%
어린이 2
 
1.5%
유아(6-7세 2
 
1.5%
유아(6~7세 1
 
0.7%
유아 1
 
0.7%
유아(5-6세 1
 
0.7%
어린이(8-10세 1
 
0.7%
어린이(7세 1
 
0.7%

교육방법구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
오프라인
135 
온라인
 
1

Length

Max length4
Median length4
Mean length3.9926471
Min length3

Unique

Unique1 ?
Unique (%)0.7%

Sample

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

Common Values

ValueCountFrequency (%)
오프라인 135
99.3%
온라인 1
 
0.7%

Length

2024-03-15T04:45:59.580766image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:45:59.784159image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
오프라인 135
99.3%
온라인 1
 
0.7%

요일
Categorical

HIGH CORRELATION 

Distinct14
Distinct (%)10.3%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
화,목
33 
월,수,금
27 
화
15 
월
13 
금
11 
Other values (9)
37 

Length

Max length5
Median length4
Mean length2.5073529
Min length1

Unique

Unique4 ?
Unique (%)2.9%

Sample

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

Common Values

ValueCountFrequency (%)
화,목 33
24.3%
월,수,금 27
19.9%
화 15
11.0%
월 13
 
9.6%
금 11
 
8.1%
토 10
 
7.4%
목 8
 
5.9%
수 8
 
5.9%
화,목,토 4
 
2.9%
월~토 3
 
2.2%
Other values (4) 4
 
2.9%

Length

2024-03-15T04:46:00.010943image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
화,목 33
24.1%
월,수,금 27
19.7%
화 15
10.9%
월 14
10.2%
금 11
 
8.0%
토 10
 
7.3%
수 9
 
6.6%
목 8
 
5.8%
화,목,토 4
 
2.9%
월~토 3
 
2.2%
Other values (3) 3
 
2.2%

강좌정원수
Real number (ℝ)

HIGH CORRELATION 

Distinct13
Distinct (%)9.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.080882
Minimum4
Maximum120
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.3 KiB
2024-03-15T04:46:00.379943image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum4
5-th percentile4
Q15
median5
Q320
95-th percentile26.25
Maximum120
Range116
Interquartile range (IQR)15

Descriptive statistics

Standard deviation16.038405
Coefficient of variation (CV)1.2260951
Kurtosis27.970418
Mean13.080882
Median Absolute Deviation (MAD)1
Skewness4.6114773
Sum1779
Variance257.23045
MonotonicityNot monotonic
2024-03-15T04:46:00.865441image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
5 40
29.4%
4 32
23.5%
25 16
 
11.8%
12 13
 
9.6%
20 11
 
8.1%
15 10
 
7.4%
22 3
 
2.2%
7 3
 
2.2%
120 2
 
1.5%
40 2
 
1.5%
Other values (3) 4
 
2.9%
ValueCountFrequency (%)
4 32
23.5%
5 40
29.4%
7 3
 
2.2%
8 1
 
0.7%
12 13
 
9.6%
15 10
 
7.4%
20 11
 
8.1%
22 3
 
2.2%
25 16
 
11.8%
30 2
 
1.5%
ValueCountFrequency (%)
120 2
 
1.5%
50 1
 
0.7%
40 2
 
1.5%
30 2
 
1.5%
25 16
11.8%
22 3
 
2.2%
20 11
8.1%
15 10
7.4%
12 13
9.6%
8 1
 
0.7%

강습료
Real number (ℝ)

HIGH CORRELATION 

Distinct12
Distinct (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44042.647
Minimum16800
Maximum80000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.3 KiB
2024-03-15T04:46:01.239901image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum16800
5-th percentile24000
Q135000
median40000
Q360000
95-th percentile80000
Maximum80000
Range63200
Interquartile range (IQR)25000

Descriptive statistics

Standard deviation17200.472
Coefficient of variation (CV)0.39054129
Kurtosis-0.14245539
Mean44042.647
Median Absolute Deviation (MAD)10000
Skewness0.95250829
Sum5989800
Variance2.9585624 × 108
MonotonicityNot monotonic
2024-03-15T04:46:01.625118image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
40000 26
19.1%
35000 22
16.2%
60000 20
14.7%
30000 17
12.5%
80000 16
11.8%
24000 13
9.6%
36000 12
8.8%
50000 4
 
2.9%
45000 3
 
2.2%
76000 1
 
0.7%
Other values (2) 2
 
1.5%
ValueCountFrequency (%)
16800 1
 
0.7%
18000 1
 
0.7%
24000 13
9.6%
30000 17
12.5%
35000 22
16.2%
36000 12
8.8%
40000 26
19.1%
45000 3
 
2.2%
50000 4
 
2.9%
60000 20
14.7%
ValueCountFrequency (%)
80000 16
11.8%
76000 1
 
0.7%
60000 20
14.7%
50000 4
 
2.9%
45000 3
 
2.2%
40000 26
19.1%
36000 12
8.8%
35000 22
16.2%
30000 17
12.5%
24000 13
9.6%

교육장도로명주소
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
강남구 학동로67길 11
136 

Length

Max length15
Median length15
Mean length15
Min length15

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row 강남구 학동로67길 11
2nd row 강남구 학동로67길 11
3rd row 강남구 학동로67길 11
4th row 강남구 학동로67길 11
5th row 강남구 학동로67길 11

Common Values

ValueCountFrequency (%)
강남구 학동로67길 11 136
100.0%

Length

2024-03-15T04:46:02.083956image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:46:02.416203image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구 136
33.3%
학동로67길 136
33.3%
11 136
33.3%

운영기관명
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
강남구 도시관리공단
136 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row 강남구 도시관리공단
2nd row 강남구 도시관리공단
3rd row 강남구 도시관리공단
4th row 강남구 도시관리공단
5th row 강남구 도시관리공단

Common Values

ValueCountFrequency (%)
강남구 도시관리공단 136
100.0%

Length

2024-03-15T04:46:02.767352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:46:03.117634image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강남구 136
50.0%
도시관리공단 136
50.0%

운영기관전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
02-2176-0831
136 

Length

Max length14
Median length14
Mean length14
Min length14

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row 02-2176-0831
2nd row 02-2176-0831
3rd row 02-2176-0831
4th row 02-2176-0831
5th row 02-2176-0831

Common Values

ValueCountFrequency (%)
02-2176-0831 136
100.0%

Length

2024-03-15T04:46:03.458606image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:46:03.778542image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
02-2176-0831 136
100.0%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
인터넷+방문접수
136 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row 인터넷+방문접수
2nd row 인터넷+방문접수
3rd row 인터넷+방문접수
4th row 인터넷+방문접수
5th row 인터넷+방문접수

Common Values

ValueCountFrequency (%)
인터넷+방문접수 136
100.0%

Length

2024-03-15T04:46:04.111104image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:46:04.641306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인터넷+방문접수 136
100.0%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.2 KiB
2024-02-28
136 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-02-28
2nd row2024-02-28
3rd row2024-02-28
4th row2024-02-28
5th row2024-02-28

Common Values

ValueCountFrequency (%)
2024-02-28 136
100.0%

Length

2024-03-15T04:46:04.961880image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T04:46:05.141848image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-02-28 136
100.0%

Interactions

2024-03-15T04:45:53.450498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:45:52.937215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:45:53.707994image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T04:45:53.196349image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-15T04:46:05.261738image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강사명교육시작교육종료강좌내용교육대상구분교육방법구분요일강좌정원수강습료
강사명1.0000.9390.9070.9930.9240.6530.9690.8500.948
교육시작0.9391.0000.9840.3860.7920.0000.5480.5040.773
교육종료0.9070.9841.0000.6390.3100.0000.6440.5170.445
강좌내용0.9930.3860.6391.0000.7251.0000.6970.7640.858
교육대상구분0.9240.7920.3100.7251.0000.0000.2190.0000.294
교육방법구분0.6530.0000.0001.0000.0001.0000.2040.000NaN
요일0.9690.5480.6440.6970.2190.2041.0000.7680.772
강좌정원수0.8500.5040.5170.7640.0000.0000.7681.0000.739
강습료0.9480.7730.4450.8580.294NaN0.7720.7391.000
2024-03-15T04:46:05.559829image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육방법구분강사명교육대상구분요일강좌내용교육종료교육시작
교육방법구분1.0000.4400.0000.1500.9740.0000.000
강사명0.4401.0000.5560.6060.8070.4050.489
교육대상구분0.0000.5561.0000.0840.4360.1050.417
요일0.1500.6060.0841.0000.3760.2470.196
강좌내용0.9740.8070.4360.3761.0000.2830.146
교육종료0.0000.4050.1050.2470.2831.0000.808
교육시작0.0000.4890.4170.1960.1460.8081.000
2024-03-15T04:46:05.768801image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수강습료강사명교육시작교육종료강좌내용교육대상구분교육방법구분요일
강좌정원수1.000-0.6800.5020.2540.2560.5680.0000.0000.517
강습료-0.6801.0000.6050.3220.1930.5210.1450.6690.484
강사명0.5020.6051.0000.4890.4050.8070.5560.4400.606
교육시작0.2540.3220.4891.0000.8080.1460.4170.0000.196
교육종료0.2560.1930.4050.8081.0000.2830.1050.0000.247
강좌내용0.5680.5210.8070.1460.2831.0000.4360.9740.376
교육대상구분0.0000.1450.5560.4170.1050.4361.0000.0000.084
교육방법구분0.0000.6690.4400.0000.0000.9740.0001.0000.150
요일0.5170.4840.6060.1960.2470.3760.0840.1501.000

Missing values

2024-03-15T04:45:54.126297image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T04:45:54.756478image/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

강좌명강사명교육시작교육종료강좌내용교육대상구분교육방법구분요일강좌정원수강습료교육장도로명주소운영기관명운영기관전화번호접수방법구분데이터기준일자
0골프새벽01이지선06:00:0006:50:00골프장성인오프라인월,수,금480000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
1골프새벽02이지선06:00:0006:50:00골프장성인오프라인화,목460000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
2골프새벽03이지선07:00:0007:50:00골프장성인오프라인월,수,금480000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
3골프새벽04이지선07:00:0007:50:00골프장성인오프라인화,목460000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
4골프새벽05이지선08:00:0008:50:00골프장성인오프라인월,수,금480000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
5골프새벽06이지선08:00:0008:50:00골프장성인오프라인화,목460000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
6골프오전01이지선09:00:0009:50:00골프장성인오프라인월,수,금480000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
7골프오전02이지선09:00:0009:50:00골프장성인오프라인화,목460000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
8골프오전03이지선10:00:0010:50:00골프장성인오프라인월,수,금480000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
9골프오전04이지선10:00:0010:50:00골프장성인오프라인화,목460000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
강좌명강사명교육시작교육종료강좌내용교육대상구분교육방법구분요일강좌정원수강습료교육장도로명주소운영기관명운영기관전화번호접수방법구분데이터기준일자
126줄넘기교실3김인섭17:00:0017:50:00건강교실어린이(8-13세)오프라인화,목2024000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
127줄넘기교실4김인섭18:00:0018:50:00건강교실어린이(8-13세)오프라인화,목2024000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
128줄넘기교실5김인섭16:00:0016:50:00건강교실어린이(8-13세)오프라인화,목2024000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
129방송댄스장승철19:00:0019:50:00건강교실성인오프라인월, 수2524000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
130성인발레윤선형19:00:0019:50:00건강교실성인오프라인화,목1540000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
131성인발레(고급반)윤선형20:00:0020:50:00건강교실성인오프라인화,목1250000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
132주산A배정임15:00:0015:50:00세미나실어린이(7-10세)오프라인화1230000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
133주산B배정임16:00:0016:50:00세미나실어린이(7-10세)오프라인화1230000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
134주산C배정임17:00:0017:50:00세미나실어린이(7-10세)오프라인화1230000강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28
135일본어 중급유지영10:00:0011:50:00비대면성인온라인목2016800강남구 학동로67길 11강남구 도시관리공단02-2176-0831인터넷+방문접수2024-02-28