Overview

Dataset statistics

Number of variables25
Number of observations372
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory73.5 KiB
Average record size in memory202.3 B

Variable types

Text3
Categorical18
Numeric1
Boolean3

Dataset

Description대구광역시_수성구_평생학습강좌_20200316
Author대구광역시 수성구
URLhttp://data.daegu.go.kr/open/data/dataView.do?dataSetId=15009715&dataSetDetailId=15009715283c648acf47b&provdMethod=FILE

Alerts

교육시작일자 has constant value ""Constant
교육대상구분 has constant value ""Constant
교육방법구분 has constant value ""Constant
운영기관명 has constant value ""Constant
선정방법구분 has constant value ""Constant
홈페이지주소 has constant value ""Constant
직업능력개발훈련비지원강좌여부 has constant value ""Constant
학점은행제평가(학점)인정여부 has constant value ""Constant
평생학습계좌제평가인정여부 has constant value ""Constant
데이터기준일자 has constant value ""Constant
수강료 is highly imbalanced (50.8%)Imbalance
접수종료일자 is highly imbalanced (66.8%)Imbalance
접수방법구분 is highly imbalanced (65.7%)Imbalance

Reproduction

Analysis started2024-04-21 15:30:55.378238
Analysis finished2024-04-21 15:30:56.453660
Duration1.08 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

Distinct283
Distinct (%)76.1%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-04-22T00:30:57.249720image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length21
Median length19
Mean length7.3682796
Min length2

Characters and Unicode

Total characters2741
Distinct characters275
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique232 ?
Unique (%)62.4%

Sample

1st row우리가족 행복요가
2nd row성장판을 열어주는 초등필라테스
3rd row신나는 K-POP댄스
4th row마음을 빚는 어린이 도예
5th row초등 창의미술
ValueCountFrequency (%)
초급 54
 
7.8%
중급 47
 
6.8%
요가 19
 
2.7%
필라테스 17
 
2.5%
라인댄스 17
 
2.5%
일본어회화 16
 
2.3%
하모니카 15
 
2.2%
통기타 13
 
1.9%
b반 12
 
1.7%
오카리나 12
 
1.7%
Other values (246) 469
67.9%
2024-04-22T00:30:58.683752image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
319
 
11.6%
145
 
5.3%
87
 
3.2%
84
 
3.1%
80
 
2.9%
78
 
2.8%
65
 
2.4%
63
 
2.3%
53
 
1.9%
53
 
1.9%
Other values (265) 1714
62.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2199
80.2%
Space Separator 319
 
11.6%
Uppercase Letter 97
 
3.5%
Other Punctuation 34
 
1.2%
Decimal Number 33
 
1.2%
Close Punctuation 19
 
0.7%
Open Punctuation 19
 
0.7%
Lowercase Letter 8
 
0.3%
Dash Punctuation 6
 
0.2%
Math Symbol 5
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
145
 
6.6%
87
 
4.0%
84
 
3.8%
80
 
3.6%
78
 
3.5%
65
 
3.0%
63
 
2.9%
53
 
2.4%
53
 
2.4%
53
 
2.4%
Other values (225) 1438
65.4%
Uppercase Letter
ValueCountFrequency (%)
B 29
29.9%
A 28
28.9%
P 10
 
10.3%
C 7
 
7.2%
D 6
 
6.2%
O 5
 
5.2%
E 3
 
3.1%
K 2
 
2.1%
G 1
 
1.0%
H 1
 
1.0%
Other values (5) 5
 
5.2%
Decimal Number
ValueCountFrequency (%)
6 8
24.2%
5 6
18.2%
2 6
18.2%
1 6
18.2%
3 3
 
9.1%
7 2
 
6.1%
4 2
 
6.1%
Lowercase Letter
ValueCountFrequency (%)
d 2
25.0%
u 1
12.5%
p 1
12.5%
n 1
12.5%
i 1
12.5%
y 1
12.5%
o 1
12.5%
Other Punctuation
ValueCountFrequency (%)
/ 18
52.9%
& 14
41.2%
· 1
 
2.9%
, 1
 
2.9%
Letter Number
ValueCountFrequency (%)
1
50.0%
1
50.0%
Space Separator
ValueCountFrequency (%)
319
100.0%
Close Punctuation
ValueCountFrequency (%)
) 19
100.0%
Open Punctuation
ValueCountFrequency (%)
( 19
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 6
100.0%
Math Symbol
ValueCountFrequency (%)
~ 5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2199
80.2%
Common 435
 
15.9%
Latin 107
 
3.9%

Most frequent character per script

Hangul
ValueCountFrequency (%)
145
 
6.6%
87
 
4.0%
84
 
3.8%
80
 
3.6%
78
 
3.5%
65
 
3.0%
63
 
2.9%
53
 
2.4%
53
 
2.4%
53
 
2.4%
Other values (225) 1438
65.4%
Latin
ValueCountFrequency (%)
B 29
27.1%
A 28
26.2%
P 10
 
9.3%
C 7
 
6.5%
D 6
 
5.6%
O 5
 
4.7%
E 3
 
2.8%
d 2
 
1.9%
K 2
 
1.9%
u 1
 
0.9%
Other values (14) 14
13.1%
Common
ValueCountFrequency (%)
319
73.3%
) 19
 
4.4%
( 19
 
4.4%
/ 18
 
4.1%
& 14
 
3.2%
6 8
 
1.8%
- 6
 
1.4%
5 6
 
1.4%
2 6
 
1.4%
1 6
 
1.4%
Other values (6) 14
 
3.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2199
80.2%
ASCII 539
 
19.7%
Number Forms 2
 
0.1%
None 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
319
59.2%
B 29
 
5.4%
A 28
 
5.2%
) 19
 
3.5%
( 19
 
3.5%
/ 18
 
3.3%
& 14
 
2.6%
P 10
 
1.9%
6 8
 
1.5%
C 7
 
1.3%
Other values (27) 68
 
12.6%
Hangul
ValueCountFrequency (%)
145
 
6.6%
87
 
4.0%
84
 
3.8%
80
 
3.6%
78
 
3.5%
65
 
3.0%
63
 
2.9%
53
 
2.4%
53
 
2.4%
53
 
2.4%
Other values (225) 1438
65.4%
None
ValueCountFrequency (%)
· 1
100.0%
Number Forms
ValueCountFrequency (%)
1
50.0%
1
50.0%
Distinct186
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-04-22T00:30:59.819674image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length3
Median length3
Mean length2.9919355
Min length2

Characters and Unicode

Total characters1113
Distinct characters114
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique77 ?
Unique (%)20.7%

Sample

1st row서정아
2nd row송승아
3rd row김가은
4th row이은우
5th row김미경
ValueCountFrequency (%)
김미옥 7
 
1.9%
채미애 6
 
1.6%
김문자 6
 
1.6%
하재석 5
 
1.3%
박찬일 5
 
1.3%
정혜란 5
 
1.3%
이정영 5
 
1.3%
강석원 5
 
1.3%
석점자 5
 
1.3%
이진영 5
 
1.3%
Other values (176) 318
85.5%
2024-04-22T00:31:01.083332image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
81
 
7.3%
61
 
5.5%
57
 
5.1%
53
 
4.8%
50
 
4.5%
34
 
3.1%
34
 
3.1%
34
 
3.1%
33
 
3.0%
24
 
2.2%
Other values (104) 652
58.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1113
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
81
 
7.3%
61
 
5.5%
57
 
5.1%
53
 
4.8%
50
 
4.5%
34
 
3.1%
34
 
3.1%
34
 
3.1%
33
 
3.0%
24
 
2.2%
Other values (104) 652
58.6%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1113
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
81
 
7.3%
61
 
5.5%
57
 
5.1%
53
 
4.8%
50
 
4.5%
34
 
3.1%
34
 
3.1%
34
 
3.1%
33
 
3.0%
24
 
2.2%
Other values (104) 652
58.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1113
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
81
 
7.3%
61
 
5.5%
57
 
5.1%
53
 
4.8%
50
 
4.5%
34
 
3.1%
34
 
3.1%
34
 
3.1%
33
 
3.0%
24
 
2.2%
Other values (104) 652
58.6%

교육시작일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2020-01-06
372 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020-01-06
2nd row2020-01-06
3rd row2020-01-06
4th row2020-01-06
5th row2020-01-06

Common Values

ValueCountFrequency (%)
2020-01-06 372
100.0%

Length

2024-04-22T00:31:01.342037image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:01.652332image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-01-06 372
100.0%
Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2020-03-29
188 
2020-03-28
184 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020-03-29
2nd row2020-03-29
3rd row2020-03-29
4th row2020-03-29
5th row2020-03-29

Common Values

ValueCountFrequency (%)
2020-03-29 188
50.5%
2020-03-28 184
49.5%

Length

2024-04-22T00:31:01.978518image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:02.294373image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-03-29 188
50.5%
2020-03-28 184
49.5%
Distinct41
Distinct (%)11.0%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
10:00
127 
13:00
64 
19:00
36 
15:00
19 
15:10
17 
Other values (36)
109 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique11 ?
Unique (%)3.0%

Sample

1st row10:00
2nd row13:00
3rd row10:00
4th row10:00
5th row10:00

Common Values

ValueCountFrequency (%)
10:00 127
34.1%
13:00 64
17.2%
19:00 36
 
9.7%
15:00 19
 
5.1%
15:10 17
 
4.6%
14:00 17
 
4.6%
14:10 10
 
2.7%
15:30 8
 
2.2%
16:20 6
 
1.6%
11:00 5
 
1.3%
Other values (31) 63
16.9%

Length

2024-04-22T00:31:02.639532image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
10:00 127
34.1%
13:00 64
17.2%
19:00 36
 
9.7%
15:00 19
 
5.1%
15:10 17
 
4.6%
14:00 17
 
4.6%
14:10 10
 
2.7%
15:30 8
 
2.2%
16:20 6
 
1.6%
11:00 5
 
1.3%
Other values (31) 63
16.9%
Distinct45
Distinct (%)12.1%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
11:50
111 
14:50
50 
20:50
33 
16:50
21 
17:00
 
12
Other values (40)
145 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique9 ?
Unique (%)2.4%

Sample

1st row11:40
2nd row14:40
3rd row11:40
4th row11:40
5th row11:40

Common Values

ValueCountFrequency (%)
11:50 111
29.8%
14:50 50
13.4%
20:50 33
 
8.9%
16:50 21
 
5.6%
17:00 12
 
3.2%
15:50 10
 
2.7%
12:50 10
 
2.7%
15:00 9
 
2.4%
13:50 8
 
2.2%
17:20 8
 
2.2%
Other values (35) 100
26.9%

Length

2024-04-22T00:31:03.017004image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
11:50 111
29.8%
14:50 50
13.4%
20:50 33
 
8.9%
16:50 21
 
5.6%
17:00 12
 
3.2%
15:50 10
 
2.7%
12:50 10
 
2.7%
15:00 9
 
2.4%
17:20 8
 
2.2%
11:40 8
 
2.2%
Other values (35) 100
26.9%
Distinct282
Distinct (%)75.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-04-22T00:31:04.244612image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length62
Median length40
Mean length22.252688
Min length4

Characters and Unicode

Total characters8278
Distinct characters485
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

Unique220 ?
Unique (%)59.1%

Sample

1st row가족이 함께 즐기면서 배우는 요가교실 - 초등이상자녀 및 부모1인(30명)
2nd row반듯한 자세교정, 성장점 자극으로 성장촉진에 도음
3rd rowK-POP댄스를 통해 자신감과 표현력, 리듬감 향상
4th row흙을 이용한 다양한 작품 만들기로 창의력 및 자존감 향상, 소근육 발달
5th row미술기초와 창의적 만들기를 통한 소근육 및 두뇌발달
ValueCountFrequency (%)
62
 
3.1%
58
 
2.9%
배우기 48
 
2.4%
이용한 26
 
1.3%
기초 26
 
1.3%
유연성 20
 
1.0%
자세교정 19
 
1.0%
음악에 16
 
0.8%
다양한 16
 
0.8%
신체의 15
 
0.8%
Other values (836) 1684
84.6%
2024-04-22T00:31:05.991871image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1618
 
19.5%
294
 
3.6%
, 256
 
3.1%
106
 
1.3%
103
 
1.2%
95
 
1.1%
94
 
1.1%
88
 
1.1%
85
 
1.0%
84
 
1.0%
Other values (475) 5455
65.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 6101
73.7%
Space Separator 1618
 
19.5%
Other Punctuation 272
 
3.3%
Decimal Number 94
 
1.1%
Lowercase Letter 61
 
0.7%
Open Punctuation 41
 
0.5%
Close Punctuation 41
 
0.5%
Uppercase Letter 32
 
0.4%
Math Symbol 11
 
0.1%
Dash Punctuation 6
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
294
 
4.8%
106
 
1.7%
103
 
1.7%
95
 
1.6%
94
 
1.5%
88
 
1.4%
85
 
1.4%
84
 
1.4%
84
 
1.4%
81
 
1.3%
Other values (429) 4987
81.7%
Lowercase Letter
ValueCountFrequency (%)
s 9
14.8%
g 7
11.5%
c 7
11.5%
w 7
11.5%
n 6
9.8%
i 6
9.8%
h 6
9.8%
a 6
9.8%
t 2
 
3.3%
e 2
 
3.3%
Other values (3) 3
 
4.9%
Uppercase Letter
ValueCountFrequency (%)
P 12
37.5%
O 5
15.6%
C 2
 
6.2%
Q 2
 
6.2%
T 2
 
6.2%
I 2
 
6.2%
K 2
 
6.2%
L 1
 
3.1%
S 1
 
3.1%
G 1
 
3.1%
Other values (2) 2
 
6.2%
Decimal Number
ValueCountFrequency (%)
0 34
36.2%
1 18
19.1%
2 11
 
11.7%
9 10
 
10.6%
8 9
 
9.6%
3 6
 
6.4%
7 3
 
3.2%
5 1
 
1.1%
4 1
 
1.1%
6 1
 
1.1%
Other Punctuation
ValueCountFrequency (%)
, 256
94.1%
· 7
 
2.6%
& 4
 
1.5%
* 3
 
1.1%
/ 2
 
0.7%
Space Separator
ValueCountFrequency (%)
1618
100.0%
Open Punctuation
ValueCountFrequency (%)
( 41
100.0%
Close Punctuation
ValueCountFrequency (%)
) 41
100.0%
Math Symbol
ValueCountFrequency (%)
~ 11
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 6
100.0%
Modifier Symbol
ValueCountFrequency (%)
` 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 6101
73.7%
Common 2084
 
25.2%
Latin 93
 
1.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
294
 
4.8%
106
 
1.7%
103
 
1.7%
95
 
1.6%
94
 
1.5%
88
 
1.4%
85
 
1.4%
84
 
1.4%
84
 
1.4%
81
 
1.3%
Other values (429) 4987
81.7%
Latin
ValueCountFrequency (%)
P 12
12.9%
s 9
9.7%
g 7
 
7.5%
c 7
 
7.5%
w 7
 
7.5%
n 6
 
6.5%
i 6
 
6.5%
h 6
 
6.5%
a 6
 
6.5%
O 5
 
5.4%
Other values (15) 22
23.7%
Common
ValueCountFrequency (%)
1618
77.6%
, 256
 
12.3%
( 41
 
2.0%
) 41
 
2.0%
0 34
 
1.6%
1 18
 
0.9%
2 11
 
0.5%
~ 11
 
0.5%
9 10
 
0.5%
8 9
 
0.4%
Other values (11) 35
 
1.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 6101
73.7%
ASCII 2170
 
26.2%
None 7
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1618
74.6%
, 256
 
11.8%
( 41
 
1.9%
) 41
 
1.9%
0 34
 
1.6%
1 18
 
0.8%
P 12
 
0.6%
2 11
 
0.5%
~ 11
 
0.5%
9 10
 
0.5%
Other values (35) 118
 
5.4%
Hangul
ValueCountFrequency (%)
294
 
4.8%
106
 
1.7%
103
 
1.7%
95
 
1.6%
94
 
1.5%
88
 
1.4%
85
 
1.4%
84
 
1.4%
84
 
1.4%
81
 
1.3%
Other values (429) 4987
81.7%
None
ValueCountFrequency (%)
· 7
100.0%

교육대상구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
지역주민
372 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
지역주민 372
100.0%

Length

2024-04-22T00:31:06.403865image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:06.714164image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
지역주민 372
100.0%

교육방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
오프라인
372 

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 372
100.0%

Length

2024-04-22T00:31:07.043019image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:07.353926image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
오프라인 372
100.0%

운영요일
Categorical

Distinct21
Distinct (%)5.6%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
화요일,목요일
50 
금요일
44 
월요일,수요일
43 
월요일
41 
수요일
39 
Other values (16)
155 

Length

Max length15
Median length3
Mean length4.7446237
Min length3

Unique

Unique4 ?
Unique (%)1.1%

Sample

1st row일요일
2nd row토요일
3rd row일요일
4th row토요일
5th row토요일

Common Values

ValueCountFrequency (%)
화요일,목요일 50
13.4%
금요일 44
11.8%
월요일,수요일 43
11.6%
월요일 41
11.0%
수요일 39
10.5%
화요일 35
9.4%
토요일 33
8.9%
목요일 31
8.3%
화요일, 목요일 12
 
3.2%
월요일, 수요일 8
 
2.2%
Other values (11) 36
9.7%

Length

2024-04-22T00:31:07.686835image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
월요일 53
13.2%
수요일 52
13.0%
화요일,목요일 50
12.5%
금요일 50
12.5%
화요일 47
11.7%
월요일,수요일 43
10.7%
목요일 43
10.7%
토요일 33
8.2%
화요일,금요일 7
 
1.7%
월요일,수요일,금요일 6
 
1.5%
Other values (6) 17
 
4.2%

교육장소
Categorical

Distinct6
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
고산평생학습센터
119 
만촌평생학습센터
69 
지산평생학습센터
53 
두산평생학습센터
50 
수성동평생학습센터
42 

Length

Max length9
Median length8
Mean length8.1129032
Min length8

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
고산평생학습센터 119
32.0%
만촌평생학습센터 69
18.5%
지산평생학습센터 53
14.2%
두산평생학습센터 50
13.4%
수성동평생학습센터 42
 
11.3%
파동평생학습센터 39
 
10.5%

Length

2024-04-22T00:31:08.069632image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:08.417882image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
고산평생학습센터 119
32.0%
만촌평생학습센터 69
18.5%
지산평생학습센터 53
14.2%
두산평생학습센터 50
13.4%
수성동평생학습센터 42
 
11.3%
파동평생학습센터 39
 
10.5%

강좌정원수
Real number (ℝ)

Distinct9
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.107527
Minimum10
Maximum60
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size3.4 KiB
2024-04-22T00:31:08.776353image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum10
5-th percentile15
Q115
median20
Q325
95-th percentile30
Maximum60
Range50
Interquartile range (IQR)10

Descriptive statistics

Standard deviation6.1844294
Coefficient of variation (CV)0.2929964
Kurtosis3.4734752
Mean21.107527
Median Absolute Deviation (MAD)5
Skewness1.1135935
Sum7852
Variance38.247167
MonotonicityNot monotonic
2024-04-22T00:31:09.142773image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
20 123
33.1%
15 104
28.0%
30 63
16.9%
25 58
15.6%
12 13
 
3.5%
24 4
 
1.1%
40 4
 
1.1%
10 2
 
0.5%
60 1
 
0.3%
ValueCountFrequency (%)
10 2
 
0.5%
12 13
 
3.5%
15 104
28.0%
20 123
33.1%
24 4
 
1.1%
25 58
15.6%
30 63
16.9%
40 4
 
1.1%
60 1
 
0.3%
ValueCountFrequency (%)
60 1
 
0.3%
40 4
 
1.1%
30 63
16.9%
25 58
15.6%
24 4
 
1.1%
20 123
33.1%
15 104
28.0%
12 13
 
3.5%
10 2
 
0.5%

수강료
Categorical

IMBALANCE 

Distinct4
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
45000
266 
60000
98 
30000
 
7
0
 
1

Length

Max length5
Median length5
Mean length4.9892473
Min length1

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row60000
2nd row45000
3rd row45000
4th row45000
5th row45000

Common Values

ValueCountFrequency (%)
45000 266
71.5%
60000 98
 
26.3%
30000 7
 
1.9%
0 1
 
0.3%

Length

2024-04-22T00:31:09.565216image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:09.928451image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
45000 266
71.5%
60000 98
 
26.3%
30000 7
 
1.9%
0 1
 
0.3%
Distinct8
Distinct (%)2.2%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
대구광역시 수성구 달구벌대로 3091 (시지동)
118 
대구광역시 수성구 국채보상로 1001 (만촌동)
68 
대구광역시 수성구 지범로21길 16 (지산동)
53 
대구광역시 수성구 들안로16길 78 (두산동)
50 
대구광역시 수성구 명덕로73길 7(수성동 1가)
42 
Other values (3)
41 

Length

Max length26
Median length26
Mean length25.303763
Min length22

Unique

Unique2 ?
Unique (%)0.5%

Sample

1st row대구광역시 수성구 달구벌대로 3091 (시지동)
2nd row대구광역시 수성구 달구벌대로 3091 (시지동)
3rd row대구광역시 수성구 달구벌대로 3091 (시지동)
4th row대구광역시 수성구 달구벌대로 3091 (시지동)
5th row대구광역시 수성구 달구벌대로 3091 (시지동)

Common Values

ValueCountFrequency (%)
대구광역시 수성구 달구벌대로 3091 (시지동) 118
31.7%
대구광역시 수성구 국채보상로 1001 (만촌동) 68
18.3%
대구광역시 수성구 지범로21길 16 (지산동) 53
14.2%
대구광역시 수성구 들안로16길 78 (두산동) 50
13.4%
대구광역시 수성구 명덕로73길 7(수성동 1가) 42
 
11.3%
대구광역시 수성구 파동로3길 62(파동) 39
 
10.5%
대구광역시 수성구 달구벌대로 3092 (시지동) 1
 
0.3%
대구광역시 수성구 국채보상로 1002 (만촌동) 1
 
0.3%

Length

2024-04-22T00:31:10.330793image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:10.713785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대구광역시 372
20.4%
수성구 372
20.4%
달구벌대로 119
 
6.5%
시지동 119
 
6.5%
3091 118
 
6.5%
국채보상로 69
 
3.8%
만촌동 69
 
3.8%
1001 68
 
3.7%
16 53
 
2.9%
지산동 53
 
2.9%
Other values (11) 409
22.5%

운영기관명
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
대구광역시 수성구청
372 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row대구광역시 수성구청
2nd row대구광역시 수성구청
3rd row대구광역시 수성구청
4th row대구광역시 수성구청
5th row대구광역시 수성구청

Common Values

ValueCountFrequency (%)
대구광역시 수성구청 372
100.0%

Length

2024-04-22T00:31:11.146398image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:11.458283image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대구광역시 372
50.0%
수성구청 372
50.0%
Distinct9
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
053-666-2543
118 
053-666-4671
67 
053-666-2681
53 
053-666-2981
50 
053-666-2693
42 
Other values (4)
42 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique3 ?
Unique (%)0.8%

Sample

1st row053-666-2543
2nd row053-666-2543
3rd row053-666-2543
4th row053-666-2543
5th row053-666-2543

Common Values

ValueCountFrequency (%)
053-666-2543 118
31.7%
053-666-4671 67
18.0%
053-666-2681 53
14.2%
053-666-2981 50
13.4%
053-666-2693 42
 
11.3%
053-666-4351 39
 
10.5%
053-666-2544 1
 
0.3%
053-666-4672 1
 
0.3%
053-666-4673 1
 
0.3%

Length

2024-04-22T00:31:11.781027image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:12.136436image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
053-666-2543 118
31.7%
053-666-4671 67
18.0%
053-666-2681 53
14.2%
053-666-2981 50
13.4%
053-666-2693 42
 
11.3%
053-666-4351 39
 
10.5%
053-666-2544 1
 
0.3%
053-666-4672 1
 
0.3%
053-666-4673 1
 
0.3%
Distinct7
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2019-12-09
119 
2019-12-11
69 
2019-12-02
53 
2019-12-04
50 
2019-09-04
41 
Other values (2)
40 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row2019-12-09
2nd row2019-12-09
3rd row2019-12-09
4th row2019-12-09
5th row2019-12-09

Common Values

ValueCountFrequency (%)
2019-12-09 119
32.0%
2019-12-11 69
18.5%
2019-12-02 53
14.2%
2019-12-04 50
13.4%
2019-09-04 41
 
11.0%
2019-12-03 39
 
10.5%
2020-01-06 1
 
0.3%

Length

2024-04-22T00:31:12.560941image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:12.906342image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2019-12-09 119
32.0%
2019-12-11 69
18.5%
2019-12-02 53
14.2%
2019-12-04 50
13.4%
2019-09-04 41
 
11.0%
2019-12-03 39
 
10.5%
2020-01-06 1
 
0.3%

접수종료일자
Categorical

IMBALANCE 

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2020-01-03
330 
2019-10-04
41 
2020-03-28
 
1

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row2020-01-03
2nd row2020-01-03
3rd row2020-01-03
4th row2020-01-03
5th row2020-01-03

Common Values

ValueCountFrequency (%)
2020-01-03 330
88.7%
2019-10-04 41
 
11.0%
2020-03-28 1
 
0.3%

Length

2024-04-22T00:31:13.319834image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:13.642070image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-01-03 330
88.7%
2019-10-04 41
 
11.0%
2020-03-28 1
 
0.3%

접수방법구분
Categorical

IMBALANCE 

Distinct3
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
인터넷,방문접수
328 
인터넷
43 
방문접수
 
1

Length

Max length8
Median length8
Mean length7.4112903
Min length3

Unique

Unique1 ?
Unique (%)0.3%

Sample

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

Common Values

ValueCountFrequency (%)
인터넷,방문접수 328
88.2%
인터넷 43
 
11.6%
방문접수 1
 
0.3%

Length

2024-04-22T00:31:14.002496image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:14.327397image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인터넷,방문접수 328
88.2%
인터넷 43
 
11.6%
방문접수 1
 
0.3%

선정방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
선착순
372 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
선착순 372
100.0%

Length

2024-04-22T00:31:14.677919image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:14.992076image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
선착순 372
100.0%

홈페이지주소
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
lll.suseong.kr
372 

Length

Max length14
Median length14
Mean length14
Min length14

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowlll.suseong.kr
2nd rowlll.suseong.kr
3rd rowlll.suseong.kr
4th rowlll.suseong.kr
5th rowlll.suseong.kr

Common Values

ValueCountFrequency (%)
lll.suseong.kr 372
100.0%

Length

2024-04-22T00:31:15.315593image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:15.627047image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
lll.suseong.kr 372
100.0%
Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size500.0 B
False
372 
ValueCountFrequency (%)
False 372
100.0%
2024-04-22T00:31:15.886887image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size500.0 B
False
372 
ValueCountFrequency (%)
False 372
100.0%
2024-04-22T00:31:16.143391image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size500.0 B
False
372 
ValueCountFrequency (%)
False 372
100.0%
2024-04-22T00:31:16.414162image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2020-03-16
372 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020-03-16
2nd row2020-03-16
3rd row2020-03-16
4th row2020-03-16
5th row2020-03-16

Common Values

ValueCountFrequency (%)
2020-03-16 372
100.0%

Length

2024-04-22T00:31:16.736064image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-22T00:31:17.255774image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020-03-16 372
100.0%

Sample

강좌명강사명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수시작일자접수종료일자접수방법구분선정방법구분홈페이지주소직업능력개발훈련비지원강좌여부학점은행제평가(학점)인정여부평생학습계좌제평가인정여부데이터기준일자
0우리가족 행복요가서정아2020-01-062020-03-2910:0011:40가족이 함께 즐기면서 배우는 요가교실 - 초등이상자녀 및 부모1인(30명)지역주민오프라인일요일고산평생학습센터1560000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
1성장판을 열어주는 초등필라테스송승아2020-01-062020-03-2913:0014:40반듯한 자세교정, 성장점 자극으로 성장촉진에 도음지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
2신나는 K-POP댄스김가은2020-01-062020-03-2910:0011:40K-POP댄스를 통해 자신감과 표현력, 리듬감 향상지역주민오프라인일요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
3마음을 빚는 어린이 도예이은우2020-01-062020-03-2910:0011:40흙을 이용한 다양한 작품 만들기로 창의력 및 자존감 향상, 소근육 발달지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
4초등 창의미술김미경2020-01-062020-03-2910:0011:40미술기초와 창의적 만들기를 통한 소근육 및 두뇌발달지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
5예쁜 손글씨 어린이 캘리그라피이정영2020-01-062020-03-2915:0016:40우리글의 아름다움을 다양하게 표현하고 소근육을 발달시킴지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
6코딩 & 3D펜 교실홍종영2020-01-062020-03-2913:0014:40생각을 현실로 구현하는 sw코딩, 에펠탑 만들기 등 언프로그드 코딩활동지역주민오프라인토요일고산평생학습센터1530000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
7어린이 ITQ김기연2020-01-062020-03-2913:0014:40파워포인트, 한글, 엑셀 ITQ 교육(분기별 과목변경, 82기 파워포인트)지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
8어린이 바이올린조효은2020-01-062020-03-2913:0014:40선율로 익히는 기초 음악의 이해지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
9사고력 놀이수학손미화2020-01-062020-03-2915:0016:40수학의 기본원리를 놀이를 통하여 이해하여 생각하는 힘을 길러줌지역주민오프라인토요일고산평생학습센터1545000대구광역시 수성구 달구벌대로 3091 (시지동)대구광역시 수성구청053-666-25432019-12-092020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
강좌명강사명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수시작일자접수종료일자접수방법구분선정방법구분홈페이지주소직업능력개발훈련비지원강좌여부학점은행제평가(학점)인정여부평생학습계좌제평가인정여부데이터기준일자
362통기타 주말김진덕2020-01-062020-03-2810:0011:50통기타 기초부터 쉽게 배우기(초급, 중급, 고급, 멜로디연주법 지도)지역주민오프라인토요일파동평생학습센터2045000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷,방문접수선착순lll.suseong.krNNN2020-03-16
363가요교실이영수2020-01-062020-03-2813:0014:30유쾌상쾌통쾌 행복나눔 Let`s go지역주민오프라인화요일파동평생학습센터4030000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷,방문접수선착순lll.suseong.krNNN2020-03-16
364생활한문이성동2020-01-062020-03-2813:0014:50한자 만드는 방법과 한문구조를 익히는 핵심한문지역주민오프라인목요일파동평생학습센터2045000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷,방문접수선착순lll.suseong.krNNN2020-03-16
365시감상과 낭송오지현2020-01-062020-03-2813:0014:50시, 낭송으로 즐기자지역주민오프라인금요일파동평생학습센터1545000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷,방문접수선착순lll.suseong.krNNN2020-03-16
366셀프 헤어&메이크업김명화2020-01-062020-03-2810:0011:50나도 연에인처럼지역주민오프라인목요일파동평생학습센터1545000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷,방문접수선착순lll.suseong.krNNN2020-03-16
367어린이 도예 초급반온영미2020-01-062020-03-2816:1017:50소근육과 두뇌발달 집중력과 창의력이 쑥쑥 정서적 안정에도 도움이 되는 어린이 도예지역주민오프라인목요일파동평생학습센터1545000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
368어린이 도예 중급반온영미2020-01-062020-03-2816:1017:50소근육과 두뇌발달 집중력과 창의력이 쑥쑥 정서적 안정에도 도움이 되는 어린이 도예지역주민오프라인월요일파동평생학습센터1545000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
369가베 4~5세반 엄마와 함께김미옥2020-01-062020-03-2815:3016:10점,선,면 입체로 구성된 조각을 이용하는 놀이수업(8~10 가베부터 시작)지역주민오프라인금요일파동평생학습센터1045000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
370가베 5~6세반김미옥2020-01-062020-03-2816:2017:05점,선,면 입체로 구성된 조각을 이용하는 놀이수업(8~10 가베부터 시작)지역주민오프라인금요일파동평생학습센터1530000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷선착순lll.suseong.krNNN2020-03-16
371유럽식 교구수학 5~6세반이주연2020-01-062020-03-2816:2017:05교구게임을 통해서 재미있게 수학적 사고와 창의력 기르기지역주민오프라인화요일파동평생학습센터1245000대구광역시 수성구 파동로3길 62(파동)대구광역시 수성구청053-666-43512019-12-032020-01-03인터넷선착순lll.suseong.krNNN2020-03-16