Overview

Dataset statistics

Number of variables20
Number of observations156
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory24.8 KiB
Average record size in memory162.8 B

Variable types

Text1
Categorical17
Numeric2

Dataset

Description대구도시공사 유니버시아드 레포츠센터에서 제공하는 강좌 정보(강좌명, 교육시작일자, 교육종료일자 등)입니다.
Author대구도시개발공사
URLhttps://www.data.go.kr/data/15042924/fileData.do

Alerts

교육시작일자 has constant value ""Constant
교육종료일자 has constant value ""Constant
교육방법구분 has constant value ""Constant
교육장소 has constant value ""Constant
운영기관명 has constant value ""Constant
접수시작일자 has constant value ""Constant
접수종료일자 has constant value ""Constant
접수방법구분 has constant value ""Constant
선정방법구분 has constant value ""Constant
홈페이지주소 has constant value ""Constant
교육시작시각 is highly overall correlated with 강좌정원수 and 4 other fieldsHigh correlation
교육장도로명주소 is highly overall correlated with 교육종료시각 and 1 other fieldsHigh correlation
교육종료시각 is highly overall correlated with 강좌정원수 and 5 other fieldsHigh correlation
교육대상구분 is highly overall correlated with 교육시작시각 and 3 other fieldsHigh correlation
운영기관전화번호 is highly overall correlated with 교육종료시각 and 1 other fieldsHigh correlation
강좌정원수 is highly overall correlated with 수강료 and 3 other fieldsHigh correlation
수강료 is highly overall correlated with 강좌정원수High correlation
강좌내용 is highly overall correlated with 강좌정원수 and 4 other fieldsHigh correlation
운영요일 is highly overall correlated with 교육시작시각 and 2 other fieldsHigh correlation
강좌내용 is highly imbalanced (70.1%)Imbalance
교육대상구분 is highly imbalanced (53.7%)Imbalance
운영요일 is highly imbalanced (51.9%)Imbalance
교육장도로명주소 is highly imbalanced (87.8%)Imbalance
운영기관전화번호 is highly imbalanced (87.8%)Imbalance
강좌명 has unique valuesUnique
강좌정원수 has 4 (2.6%) zerosZeros

Reproduction

Analysis started2024-03-23 05:58:07.923495
Analysis finished2024-03-23 05:58:13.067465
Duration5.14 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

UNIQUE 

Distinct156
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-03-23T05:58:13.455614image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length29
Median length24
Mean length18.217949
Min length4

Characters and Unicode

Total characters2842
Distinct characters106
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique156 ?
Unique (%)100.0%

Sample

1st row06:10(월.수.금)성인_고급2
2nd row06:10(월.수.금)성인_교정II
3rd row06:10(월.수.금)성인_교정III
4th row06:10(월.수.금)성인_교정IV
5th row06:10(월.수.금)성인_마스터즈
ValueCountFrequency (%)
k-pop댄스 8
 
4.2%
방송댄스 8
 
4.2%
주2회 2
 
1.0%
레슨 2
 
1.0%
개인 2
 
1.0%
1:1 2
 
1.0%
주2회_키즈 2
 
1.0%
바른자세 2
 
1.0%
19:00(화.목)성인_교정ⅴ 1
 
0.5%
19:00(월.수.금)성인_교정ⅰ 1
 
0.5%
Other values (161) 161
84.3%
2024-03-23T05:58:14.696776image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 301
 
10.6%
. 203
 
7.1%
1 202
 
7.1%
( 177
 
6.2%
) 177
 
6.2%
: 173
 
6.1%
_ 137
 
4.8%
인 105
 
3.7%
성 104
 
3.7%
수 83
 
2.9%
Other values (96) 1180
41.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1078
37.9%
Decimal Number 683
24.0%
Other Punctuation 376
 
13.2%
Open Punctuation 185
 
6.5%
Close Punctuation 185
 
6.5%
Connector Punctuation 137
 
4.8%
Uppercase Letter 84
 
3.0%
Space Separator 35
 
1.2%
Lowercase Letter 32
 
1.1%
Letter Number 31
 
1.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
인 105
 
9.7%
성 104
 
9.6%
수 83
 
7.7%
월 71
 
6.6%
금 70
 
6.5%
정 66
 
6.1%
교 65
 
6.0%
화 63
 
5.8%
목 63
 
5.8%
초 29
 
2.7%
Other values (63) 359
33.3%
Decimal Number
ValueCountFrequency (%)
0 301
44.1%
1 202
29.6%
8 42
 
6.1%
2 38
 
5.6%
9 26
 
3.8%
7 26
 
3.8%
3 21
 
3.1%
6 20
 
2.9%
5 4
 
0.6%
4 3
 
0.4%
Uppercase Letter
ValueCountFrequency (%)
I 63
75.0%
A 6
 
7.1%
B 6
 
7.1%
V 4
 
4.8%
C 4
 
4.8%
D 1
 
1.2%
Letter Number
ValueCountFrequency (%)
Ⅰ 9
29.0%
Ⅳ 7
22.6%
Ⅲ 7
22.6%
Ⅱ 6
19.4%
Ⅴ 2
 
6.5%
Lowercase Letter
ValueCountFrequency (%)
p 16
50.0%
k 8
25.0%
o 8
25.0%
Other Punctuation
ValueCountFrequency (%)
. 203
54.0%
: 173
46.0%
Open Punctuation
ValueCountFrequency (%)
( 177
95.7%
[ 8
 
4.3%
Close Punctuation
ValueCountFrequency (%)
) 177
95.7%
] 8
 
4.3%
Connector Punctuation
ValueCountFrequency (%)
_ 137
100.0%
Space Separator
ValueCountFrequency (%)
35
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 16
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1617
56.9%
Hangul 1078
37.9%
Latin 147
 
5.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
인 105
 
9.7%
성 104
 
9.6%
수 83
 
7.7%
월 71
 
6.6%
금 70
 
6.5%
정 66
 
6.1%
교 65
 
6.0%
화 63
 
5.8%
목 63
 
5.8%
초 29
 
2.7%
Other values (63) 359
33.3%
Common
ValueCountFrequency (%)
0 301
18.6%
. 203
12.6%
1 202
12.5%
( 177
10.9%
) 177
10.9%
: 173
10.7%
_ 137
8.5%
8 42
 
2.6%
2 38
 
2.4%
35
 
2.2%
Other values (9) 132
8.2%
Latin
ValueCountFrequency (%)
I 63
42.9%
p 16
 
10.9%
Ⅰ 9
 
6.1%
k 8
 
5.4%
o 8
 
5.4%
Ⅳ 7
 
4.8%
Ⅲ 7
 
4.8%
A 6
 
4.1%
Ⅱ 6
 
4.1%
B 6
 
4.1%
Other values (4) 11
 
7.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1733
61.0%
Hangul 1078
37.9%
Number Forms 31
 
1.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 301
17.4%
. 203
11.7%
1 202
11.7%
( 177
10.2%
) 177
10.2%
: 173
10.0%
_ 137
7.9%
I 63
 
3.6%
8 42
 
2.4%
2 38
 
2.2%
Other values (18) 220
12.7%
Hangul
ValueCountFrequency (%)
인 105
 
9.7%
성 104
 
9.6%
수 83
 
7.7%
월 71
 
6.6%
금 70
 
6.5%
정 66
 
6.1%
교 65
 
6.0%
화 63
 
5.8%
목 63
 
5.8%
초 29
 
2.7%
Other values (63) 359
33.3%
Number Forms
ValueCountFrequency (%)
Ⅰ 9
29.0%
Ⅳ 7
22.6%
Ⅲ 7
22.6%
Ⅱ 6
19.4%
Ⅴ 2
 
6.5%

교육시작일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-03-01
156 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-03-01
2nd row2024-03-01
3rd row2024-03-01
4th row2024-03-01
5th row2024-03-01

Common Values

ValueCountFrequency (%)
2024-03-01 156
100.0%

Length

2024-03-23T05:58:15.199673image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:15.550113image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-03-01 156
100.0%

교육종료일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-03-31
156 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-03-31
2nd row2024-03-31
3rd row2024-03-31
4th row2024-03-31
5th row2024-03-31

Common Values

ValueCountFrequency (%)
2024-03-31 156
100.0%

Length

2024-03-23T05:58:15.884409image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:16.193638image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-03-31 156
100.0%

교육시작시각
Categorical

HIGH CORRELATION 

Distinct26
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
17:00
13 
21:00
12 
07:10
12 
19:00
12 
20:00
12 
Other values (21)
95 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique6 ?
Unique (%)3.8%

Sample

1st row06:10
2nd row06:10
3rd row06:10
4th row06:10
5th row06:10

Common Values

ValueCountFrequency (%)
17:00 13
 
8.3%
21:00 12
 
7.7%
07:10 12
 
7.7%
19:00 12
 
7.7%
20:00 12
 
7.7%
09:10 12
 
7.7%
06:10 12
 
7.7%
10:10 11
 
7.1%
08:10 11
 
7.1%
16:00 10
 
6.4%
Other values (16) 39
25.0%

Length

2024-03-23T05:58:16.591299image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:00 13
 
8.3%
07:10 12
 
7.7%
19:00 12
 
7.7%
20:00 12
 
7.7%
09:10 12
 
7.7%
06:10 12
 
7.7%
21:00 12
 
7.7%
10:10 11
 
7.1%
08:10 11
 
7.1%
16:00 10
 
6.4%
Other values (16) 39
25.0%

교육종료시각
Categorical

HIGH CORRELATION 

Distinct27
Distinct (%)17.3%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
17:50
13 
21:50
13 
07:00
12 
08:00
12 
19:50
12 
Other values (22)
94 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique8 ?
Unique (%)5.1%

Sample

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

Common Values

ValueCountFrequency (%)
17:50 13
 
8.3%
21:50 13
 
8.3%
07:00 12
 
7.7%
08:00 12
 
7.7%
19:50 12
 
7.7%
20:50 12
 
7.7%
10:00 12
 
7.7%
11:00 11
 
7.1%
09:00 11
 
7.1%
16:50 9
 
5.8%
Other values (17) 39
25.0%

Length

2024-03-23T05:58:17.067561image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
17:50 13
 
8.3%
21:50 13
 
8.3%
07:00 12
 
7.7%
08:00 12
 
7.7%
19:50 12
 
7.7%
20:50 12
 
7.7%
10:00 12
 
7.7%
11:00 11
 
7.1%
09:00 11
 
7.1%
16:50 9
 
5.8%
Other values (17) 39
25.0%

강좌내용
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct11
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
수영강습
133 
방송댄스
 
8
스피닝
 
3
자유이용
 
2
필라테스
 
2
Other values (6)
 
8

Length

Max length7
Median length4
Mean length4.0320513
Min length2

Unique

Unique4 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
수영강습 133
85.3%
방송댄스 8
 
5.1%
스피닝 3
 
1.9%
자유이용 2
 
1.3%
필라테스 2
 
1.3%
바른자세 운동 2
 
1.3%
개인레슨 2
 
1.3%
다이어트 1
 
0.6%
요가 1
 
0.6%
골프필라테스 1
 
0.6%

Length

2024-03-23T05:58:17.622285image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
수영강습 133
84.2%
방송댄스 8
 
5.1%
스피닝 3
 
1.9%
자유이용 2
 
1.3%
필라테스 2
 
1.3%
바른자세 2
 
1.3%
운동 2
 
1.3%
개인레슨 2
 
1.3%
다이어트 1
 
0.6%
요가 1
 
0.6%
Other values (2) 2
 
1.3%

교육대상구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
성인
117 
어린이
36 
전체
 
2
성인,어린이
 
1

Length

Max length6
Median length2
Mean length2.2564103
Min length2

Unique

Unique1 ?
Unique (%)0.6%

Sample

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

Common Values

ValueCountFrequency (%)
성인 117
75.0%
어린이 36
 
23.1%
전체 2
 
1.3%
성인,어린이 1
 
0.6%

Length

2024-03-23T05:58:18.301634image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:18.737101image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성인 117
75.0%
어린이 36
 
23.1%
전체 2
 
1.3%
성인,어린이 1
 
0.6%

교육방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
오프라인
156 

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 156
100.0%

Length

2024-03-23T05:58:19.120456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:19.548654image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
오프라인 156
100.0%

운영요일
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct7
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
월,수,금
81 
화,목
67 
월,화,수,목,금
 
2
화, 목
 
2
토
 
2
Other values (2)
 
2

Length

Max length9
Median length5
Mean length4.1025641
Min length1

Unique

Unique2 ?
Unique (%)1.3%

Sample

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

Common Values

ValueCountFrequency (%)
월,수,금 81
51.9%
화,목 67
42.9%
월,화,수,목,금 2
 
1.3%
화, 목 2
 
1.3%
토 2
 
1.3%
월~금 1
 
0.6%
월~토 1
 
0.6%

Length

2024-03-23T05:58:20.016531image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:20.506435image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
월,수,금 81
51.3%
화,목 67
42.4%
월,화,수,목,금 2
 
1.3%
화 2
 
1.3%
목 2
 
1.3%
토 2
 
1.3%
월~금 1
 
0.6%
월~토 1
 
0.6%

교육장소
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
유니버시아드레포츠센터
156 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
유니버시아드레포츠센터 156
100.0%

Length

2024-03-23T05:58:21.040585image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:21.434436image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유니버시아드레포츠센터 156
100.0%

강좌정원수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct6
Distinct (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.961538
Minimum0
Maximum80
Zeros4
Zeros (%)2.6%
Negative0
Negative (%)0.0%
Memory size1.5 KiB
2024-03-23T05:58:21.928031image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile8
Q120
median25
Q325
95-th percentile25
Maximum80
Range80
Interquartile range (IQR)5

Descriptive statistics

Standard deviation11.449121
Coefficient of variation (CV)0.4986217
Kurtosis14.294172
Mean22.961538
Median Absolute Deviation (MAD)0
Skewness2.7275519
Sum3582
Variance131.08238
MonotonicityNot monotonic
2024-03-23T05:58:22.319651image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
25 110
70.5%
8 19
 
12.2%
20 17
 
10.9%
80 4
 
2.6%
0 4
 
2.6%
10 2
 
1.3%
ValueCountFrequency (%)
0 4
 
2.6%
8 19
 
12.2%
10 2
 
1.3%
20 17
 
10.9%
25 110
70.5%
80 4
 
2.6%
ValueCountFrequency (%)
80 4
 
2.6%
25 110
70.5%
20 17
 
10.9%
10 2
 
1.3%
8 19
 
12.2%
0 4
 
2.6%

수강료
Real number (ℝ)

HIGH CORRELATION 

Distinct11
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean71724.359
Minimum40000
Maximum160000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.5 KiB
2024-03-23T05:58:22.848230image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum40000
5-th percentile50000
Q150000
median70000
Q370000
95-th percentile150000
Maximum160000
Range120000
Interquartile range (IQR)20000

Descriptive statistics

Standard deviation29120.124
Coefficient of variation (CV)0.40600047
Kurtosis1.7971714
Mean71724.359
Median Absolute Deviation (MAD)20000
Skewness1.6218694
Sum11189000
Variance8.479816 × 108
MonotonicityNot monotonic
2024-03-23T05:58:23.354795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
70000 61
39.1%
50000 53
34.0%
120000 12
 
7.7%
150000 10
 
6.4%
60000 6
 
3.8%
40000 5
 
3.2%
80000 4
 
2.6%
100000 2
 
1.3%
160000 1
 
0.6%
45000 1
 
0.6%
ValueCountFrequency (%)
40000 5
 
3.2%
44000 1
 
0.6%
45000 1
 
0.6%
50000 53
34.0%
60000 6
 
3.8%
70000 61
39.1%
80000 4
 
2.6%
100000 2
 
1.3%
120000 12
 
7.7%
150000 10
 
6.4%
ValueCountFrequency (%)
160000 1
 
0.6%
150000 10
 
6.4%
120000 12
 
7.7%
100000 2
 
1.3%
80000 4
 
2.6%
70000 61
39.1%
60000 6
 
3.8%
50000 53
34.0%
45000 1
 
0.6%
44000 1
 
0.6%

교육장도로명주소
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
대구 북구 호국로 57길6
152 
대구 북구 호국로 57길7
 
3
대구 북구 호국로 57길8
 
1

Length

Max length14
Median length14
Mean length14
Min length14

Unique

Unique1 ?
Unique (%)0.6%

Sample

1st row대구 북구 호국로 57길6
2nd row대구 북구 호국로 57길6
3rd row대구 북구 호국로 57길6
4th row대구 북구 호국로 57길6
5th row대구 북구 호국로 57길6

Common Values

ValueCountFrequency (%)
대구 북구 호국로 57길6 152
97.4%
대구 북구 호국로 57길7 3
 
1.9%
대구 북구 호국로 57길8 1
 
0.6%

Length

2024-03-23T05:58:23.882080image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:24.364240image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대구 156
25.0%
북구 156
25.0%
호국로 156
25.0%
57길6 152
24.4%
57길7 3
 
0.5%
57길8 1
 
0.2%

운영기관명
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
대구도시개발공사
156 

Length

Max length8
Median length8
Mean length8
Min length8

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
대구도시개발공사 156
100.0%

Length

2024-03-23T05:58:24.858148image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:25.270043image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대구도시개발공사 156
100.0%

운영기관전화번호
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
053-950-0107
152 
053-950-0108
 
3
053-950-0109
 
1

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique1 ?
Unique (%)0.6%

Sample

1st row053-950-0107
2nd row053-950-0107
3rd row053-950-0107
4th row053-950-0107
5th row053-950-0107

Common Values

ValueCountFrequency (%)
053-950-0107 152
97.4%
053-950-0108 3
 
1.9%
053-950-0109 1
 
0.6%

Length

2024-03-23T05:58:25.697088image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:26.151168image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
053-950-0107 152
97.4%
053-950-0108 3
 
1.9%
053-950-0109 1
 
0.6%

접수시작일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-02-20
156 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-02-20
2nd row2024-02-20
3rd row2024-02-20
4th row2024-02-20
5th row2024-02-20

Common Values

ValueCountFrequency (%)
2024-02-20 156
100.0%

Length

2024-03-23T05:58:26.673092image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:27.283762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-02-20 156
100.0%

접수종료일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-03-07
156 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-03-07
2nd row2024-03-07
3rd row2024-03-07
4th row2024-03-07
5th row2024-03-07

Common Values

ValueCountFrequency (%)
2024-03-07 156
100.0%

Length

2024-03-23T05:58:27.796445image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:28.130792image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-03-07 156
100.0%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
온라인/방문
156 

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row온라인/방문
2nd row온라인/방문
3rd row온라인/방문
4th row온라인/방문
5th row온라인/방문

Common Values

ValueCountFrequency (%)
온라인/방문 156
100.0%

Length

2024-03-23T05:58:28.639995image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:29.169930image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
온라인/방문 156
100.0%

선정방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
선착순 접수
156 

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row선착순 접수
2nd row선착순 접수
3rd row선착순 접수
4th row선착순 접수
5th row선착순 접수

Common Values

ValueCountFrequency (%)
선착순 접수 156
100.0%

Length

2024-03-23T05:58:29.860096image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:30.347727image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
선착순 156
50.0%
접수 156
50.0%

홈페이지주소
Categorical

CONSTANT 

Distinct1
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
https://www.ulsc.co.kr
156 

Length

Max length22
Median length22
Mean length22
Min length22

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowhttps://www.ulsc.co.kr
2nd rowhttps://www.ulsc.co.kr
3rd rowhttps://www.ulsc.co.kr
4th rowhttps://www.ulsc.co.kr
5th rowhttps://www.ulsc.co.kr

Common Values

ValueCountFrequency (%)
https://www.ulsc.co.kr 156
100.0%

Length

2024-03-23T05:58:30.760892image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-23T05:58:31.193839image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
https://www.ulsc.co.kr 156
100.0%

Interactions

2024-03-23T05:58:10.745878image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-23T05:58:09.889459image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-23T05:58:11.167966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-23T05:58:10.225686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-23T05:58:31.482691image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작시각교육종료시각강좌내용교육대상구분운영요일강좌정원수수강료교육장도로명주소운영기관전화번호
교육시작시각1.0000.9980.9590.9950.8980.9730.8480.7420.742
교육종료시각0.9981.0000.9650.9770.7810.9690.8460.8540.854
강좌내용0.9590.9651.0000.8700.8370.8610.7350.0000.000
교육대상구분0.9950.9770.8701.0000.7150.6750.5850.0000.000
운영요일0.8980.7810.8370.7151.0000.6840.8520.0000.000
강좌정원수0.9730.9690.8610.6750.6841.0000.7080.4440.444
수강료0.8480.8460.7350.5850.8520.7081.0000.0000.000
교육장도로명주소0.7420.8540.0000.0000.0000.4440.0001.0001.000
운영기관전화번호0.7420.8540.0000.0000.0000.4440.0001.0001.000
2024-03-23T05:58:32.077961image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작시각교육장도로명주소교육종료시각교육대상구분운영요일강좌내용운영기관전화번호
교육시작시각1.0000.4870.9470.9020.6200.7310.487
교육장도로명주소0.4871.0000.5620.0000.0000.0001.000
교육종료시각0.9470.5621.0000.8360.4340.7500.562
교육대상구분0.9020.0000.8361.0000.5790.7240.000
운영요일0.6200.0000.4340.5791.0000.6110.000
강좌내용0.7310.0000.7500.7240.6111.0000.000
운영기관전화번호0.4871.0000.5620.0000.0000.0001.000
2024-03-23T05:58:32.577942image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수수강료교육시작시각교육종료시각강좌내용교육대상구분운영요일교육장도로명주소운영기관전화번호
강좌정원수1.000-0.5460.6950.8440.6970.4400.2480.3730.373
수강료-0.5461.0000.4980.4830.4750.3960.4570.0000.000
교육시작시각0.6950.4981.0000.9470.7310.9020.6200.4870.487
교육종료시각0.8440.4830.9471.0000.7500.8360.4340.5620.562
강좌내용0.6970.4750.7310.7501.0000.7240.6110.0000.000
교육대상구분0.4400.3960.9020.8360.7241.0000.5790.0000.000
운영요일0.2480.4570.6200.4340.6110.5791.0000.0000.000
교육장도로명주소0.3730.0000.4870.5620.0000.0000.0001.0001.000
운영기관전화번호0.3730.0000.4870.5620.0000.0000.0001.0001.000

Missing values

2024-03-23T05:58:11.710342image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-23T05:58:12.647977image/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

강좌명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수시작일자접수종료일자접수방법구분선정방법구분홈페이지주소
006:10(월.수.금)성인_고급22024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
106:10(월.수.금)성인_교정II2024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
206:10(월.수.금)성인_교정III2024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
306:10(월.수.금)성인_교정IV2024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
406:10(월.수.금)성인_마스터즈2024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
506:10(월.수.금)성인_연수2024-03-012024-03-3106:1007:00수영강습성인오프라인월,수,금유니버시아드레포츠센터2570000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
606:10(화.목)성인_고급12024-03-012024-03-3106:1007:00수영강습성인오프라인화,목유니버시아드레포츠센터2550000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
706:10(화.목)성인_교정II2024-03-012024-03-3106:1007:00수영강습성인오프라인화,목유니버시아드레포츠센터2550000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
806:10(화.목)성인_교정III2024-03-012024-03-3106:1007:00수영강습성인오프라인화,목유니버시아드레포츠센터2550000대구 북구 호국로 57길6대구도시개발공사053-950-01072024-02-202024-03-07온라인/방문선착순 접수https://www.ulsc.co.kr
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