Overview

Dataset statistics

Number of variables9
Number of observations5400
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory379.8 KiB
Average record size in memory72.0 B

Variable types

Text3
DateTime5
Categorical1

Dataset

Description예술의전당 아카데미 강좌 현황 (2009-2023)- 관련 데이터 : 학기명, 강좌명, url, 강좌시작일, 강좌종료일, 강좌시작시간, 강좌종료시간, 장르, 등록일- 데이터 기간 : 2009.11~2023.10
Author예술의전당
URLhttps://www.data.go.kr/data/3058458/fileData.do

Alerts

url has unique valuesUnique

Reproduction

Analysis started2023-12-12 14:50:58.844582
Analysis finished2023-12-12 14:51:00.534341
Duration1.69 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

학기명
Text

Distinct825
Distinct (%)15.3%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
2023-12-12T23:51:00.748078image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length43
Median length33
Mean length18.821667
Min length4

Characters and Unicode

Total characters101637
Distinct characters277
Distinct categories12 ?
Distinct scripts4 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique162 ?
Unique (%)3.0%

Sample

1st row2023 서화아카데미 가을학기 야간 신규강좌
2nd row2023 서화아카데미 가을학기
3rd row2023 어린이아카데미 가을학기
4th row2023 어린이아카데미 가을학기
5th row2023 어린이아카데미 가을학기
ValueCountFrequency (%)
서예아카데미 692
 
3.6%
정규강좌 627
 
3.3%
주1회 613
 
3.2%
서화 591
 
3.1%
미술실기 565
 
3.0%
1학기 540
 
2.8%
음악영재 539
 
2.8%
과정 466
 
2.5%
미술실기아카데미 451
 
2.4%
2학기 427
 
2.2%
Other values (641) 13481
71.0%
2023-12-12T23:51:01.265657image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
13593
 
13.4%
2 8176
 
8.0%
1 6653
 
6.5%
0 6434
 
6.3%
기 4207
 
4.1%
미 3775
 
3.7%
학 2897
 
2.9%
정 2589
 
2.5%
술 2143
 
2.1%
데 2005
 
2.0%
Other values (267) 49165
48.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 55956
55.1%
Decimal Number 25700
25.3%
Space Separator 13593
 
13.4%
Open Punctuation 2194
 
2.2%
Close Punctuation 2194
 
2.2%
Other Punctuation 925
 
0.9%
Connector Punctuation 361
 
0.4%
Lowercase Letter 313
 
0.3%
Dash Punctuation 237
 
0.2%
Math Symbol 88
 
0.1%
Other values (2) 76
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
기 4207
 
7.5%
미 3775
 
6.7%
학 2897
 
5.2%
정 2589
 
4.6%
술 2143
 
3.8%
데 2005
 
3.6%
아 1954
 
3.5%
카 1918
 
3.4%
년 1911
 
3.4%
서 1811
 
3.2%
Other values (212) 30746
54.9%
Lowercase Letter
ValueCountFrequency (%)
s 43
13.7%
a 42
13.4%
l 33
10.5%
i 29
9.3%
e 23
 
7.3%
c 21
 
6.7%
t 19
 
6.1%
r 16
 
5.1%
y 14
 
4.5%
d 13
 
4.2%
Other values (7) 60
19.2%
Decimal Number
ValueCountFrequency (%)
2 8176
31.8%
1 6653
25.9%
0 6434
25.0%
3 935
 
3.6%
4 710
 
2.8%
5 636
 
2.5%
6 586
 
2.3%
8 556
 
2.2%
9 509
 
2.0%
7 505
 
2.0%
Uppercase Letter
ValueCountFrequency (%)
M 16
28.1%
C 15
26.3%
R 9
15.8%
N 8
14.0%
T 2
 
3.5%
D 2
 
3.5%
E 2
 
3.5%
A 1
 
1.8%
S 1
 
1.8%
X 1
 
1.8%
Other Punctuation
ValueCountFrequency (%)
, 335
36.2%
& 225
24.3%
/ 133
 
14.4%
. 114
 
12.3%
· 108
 
11.7%
: 10
 
1.1%
Math Symbol
ValueCountFrequency (%)
~ 38
43.2%
< 25
28.4%
> 25
28.4%
Open Punctuation
ValueCountFrequency (%)
[ 1536
70.0%
( 658
30.0%
Close Punctuation
ValueCountFrequency (%)
] 1536
70.0%
) 658
30.0%
Letter Number
ValueCountFrequency (%)
Ⅰ 11
57.9%
Ⅱ 8
42.1%
Space Separator
ValueCountFrequency (%)
13593
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 361
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 237
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 55935
55.0%
Common 45292
44.6%
Latin 389
 
0.4%
Han 21
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
기 4207
 
7.5%
미 3775
 
6.7%
학 2897
 
5.2%
정 2589
 
4.6%
술 2143
 
3.8%
데 2005
 
3.6%
아 1954
 
3.5%
카 1918
 
3.4%
년 1911
 
3.4%
서 1811
 
3.2%
Other values (209) 30725
54.9%
Latin
ValueCountFrequency (%)
s 43
 
11.1%
a 42
 
10.8%
l 33
 
8.5%
i 29
 
7.5%
e 23
 
5.9%
c 21
 
5.4%
t 19
 
4.9%
M 16
 
4.1%
r 16
 
4.1%
C 15
 
3.9%
Other values (19) 132
33.9%
Common
ValueCountFrequency (%)
13593
30.0%
2 8176
18.1%
1 6653
14.7%
0 6434
14.2%
[ 1536
 
3.4%
] 1536
 
3.4%
3 935
 
2.1%
4 710
 
1.6%
) 658
 
1.5%
( 658
 
1.5%
Other values (16) 4403
 
9.7%
Han
ValueCountFrequency (%)
展 10
47.6%
上 6
28.6%
下 5
23.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 55935
55.0%
ASCII 45554
44.8%
None 108
 
0.1%
CJK 21
 
< 0.1%
Number Forms 19
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
13593
29.8%
2 8176
17.9%
1 6653
14.6%
0 6434
14.1%
[ 1536
 
3.4%
] 1536
 
3.4%
3 935
 
2.1%
4 710
 
1.6%
) 658
 
1.4%
( 658
 
1.4%
Other values (42) 4665
 
10.2%
Hangul
ValueCountFrequency (%)
기 4207
 
7.5%
미 3775
 
6.7%
학 2897
 
5.2%
정 2589
 
4.6%
술 2143
 
3.8%
데 2005
 
3.6%
아 1954
 
3.5%
카 1918
 
3.4%
년 1911
 
3.4%
서 1811
 
3.2%
Other values (209) 30725
54.9%
None
ValueCountFrequency (%)
· 108
100.0%
Number Forms
ValueCountFrequency (%)
Ⅰ 11
57.9%
Ⅱ 8
42.1%
CJK
ValueCountFrequency (%)
展 10
47.6%
上 6
28.6%
下 5
23.8%

강좌명
Text

Distinct3555
Distinct (%)65.8%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
2023-12-12T23:51:01.665127image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length71
Median length48
Mean length15.355556
Min length1

Characters and Unicode

Total characters82920
Distinct characters768
Distinct categories14 ?
Distinct scripts4 ?
Distinct blocks8 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2690 ?
Unique (%)49.8%

Sample

1st row(수-야간)문인화(사군자)종합반_소화 황진순
2nd row(수-야간)문인화(사군자)종합반_소화 황진순
3rd row인공지능과 함께 음악 보물찾기
4th row감성 톡톡!! 움직이는 키즈클래식
5th row나의 일기로 나의 독백을 연기하다
ValueCountFrequency (%)
315
 
2.5%
음악영재 130
 
1.0%
토요콘서트 119
 
1.0%
김무호 63
 
0.5%
한문 56
 
0.5%
김영기 56
 
0.5%
클래식 55
 
0.4%
1-2학년 54
 
0.4%
정웅표 54
 
0.4%
이숭호 51
 
0.4%
Other values (4811) 11480
92.3%
2023-12-12T23:51:02.248266image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
7168
 
8.6%
) 2970
 
3.6%
( 2969
 
3.6%
_ 1879
 
2.3%
- 1762
 
2.1%
1 1731
 
2.1%
2 1604
 
1.9%
화 1493
 
1.8%
[ 1320
 
1.6%
] 1316
 
1.6%
Other values (758) 58708
70.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 51748
62.4%
Decimal Number 7808
 
9.4%
Space Separator 7168
 
8.6%
Open Punctuation 4291
 
5.2%
Close Punctuation 4288
 
5.2%
Connector Punctuation 1879
 
2.3%
Other Punctuation 1830
 
2.2%
Dash Punctuation 1762
 
2.1%
Lowercase Letter 1084
 
1.3%
Uppercase Letter 479
 
0.6%
Other values (4) 583
 
0.7%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
화 1493
 
2.9%
오 1171
 
2.3%
한 1139
 
2.2%
문 1126
 
2.2%
서 1056
 
2.0%
기 870
 
1.7%
전 830
 
1.6%
이 791
 
1.5%
의 758
 
1.5%
토 717
 
1.4%
Other values (671) 41797
80.8%
Uppercase Letter
ValueCountFrequency (%)
A 86
18.0%
S 74
15.4%
B 69
14.4%
I 67
14.0%
E 23
 
4.8%
C 21
 
4.4%
P 20
 
4.2%
T 20
 
4.2%
D 15
 
3.1%
N 14
 
2.9%
Other values (13) 70
14.6%
Lowercase Letter
ValueCountFrequency (%)
t 193
17.8%
e 141
13.0%
p 129
11.9%
s 111
10.2%
i 77
 
7.1%
a 76
 
7.0%
l 54
 
5.0%
o 43
 
4.0%
u 43
 
4.0%
n 41
 
3.8%
Other values (11) 176
16.2%
Other Punctuation
ValueCountFrequency (%)
/ 787
43.0%
, 341
18.6%
. 219
 
12.0%
· 98
 
5.4%
! 95
 
5.2%
' 82
 
4.5%
& 49
 
2.7%
: 44
 
2.4%
; 31
 
1.7%
# 28
 
1.5%
Other values (3) 56
 
3.1%
Decimal Number
ValueCountFrequency (%)
1 1731
22.2%
2 1604
20.5%
0 1188
15.2%
3 784
10.0%
4 701
9.0%
5 530
 
6.8%
6 503
 
6.4%
7 382
 
4.9%
8 215
 
2.8%
9 170
 
2.2%
Math Symbol
ValueCountFrequency (%)
> 99
33.7%
< 99
33.7%
~ 83
28.2%
+ 13
 
4.4%
Close Punctuation
ValueCountFrequency (%)
) 2970
69.3%
] 1316
30.7%
』 2
 
< 0.1%
Open Punctuation
ValueCountFrequency (%)
( 2969
69.2%
[ 1320
30.8%
『 2
 
< 0.1%
Letter Number
ValueCountFrequency (%)
Ⅱ 39
50.0%
Ⅰ 31
39.7%
Ⅲ 8
 
10.3%
Initial Punctuation
ValueCountFrequency (%)
‘ 109
99.1%
“ 1
 
0.9%
Final Punctuation
ValueCountFrequency (%)
’ 100
99.0%
” 1
 
1.0%
Space Separator
ValueCountFrequency (%)
7168
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 1879
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1762
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 51685
62.3%
Common 29531
35.6%
Latin 1641
 
2.0%
Han 63
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
화 1493
 
2.9%
오 1171
 
2.3%
한 1139
 
2.2%
문 1126
 
2.2%
서 1056
 
2.0%
기 870
 
1.7%
전 830
 
1.6%
이 791
 
1.5%
의 758
 
1.5%
토 717
 
1.4%
Other values (641) 41734
80.7%
Latin
ValueCountFrequency (%)
t 193
 
11.8%
e 141
 
8.6%
p 129
 
7.9%
s 111
 
6.8%
A 86
 
5.2%
i 77
 
4.7%
a 76
 
4.6%
S 74
 
4.5%
B 69
 
4.2%
I 67
 
4.1%
Other values (37) 618
37.7%
Common
ValueCountFrequency (%)
7168
24.3%
) 2970
10.1%
( 2969
10.1%
_ 1879
 
6.4%
- 1762
 
6.0%
1 1731
 
5.9%
2 1604
 
5.4%
[ 1320
 
4.5%
] 1316
 
4.5%
0 1188
 
4.0%
Other values (30) 5624
19.0%
Han
ValueCountFrequency (%)
字 9
14.3%
畵 6
 
9.5%
展 5
 
7.9%
上 5
 
7.9%
民 4
 
6.3%
書 4
 
6.3%
下 4
 
6.3%
話 2
 
3.2%
通 2
 
3.2%
詩 2
 
3.2%
Other values (20) 20
31.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 51684
62.3%
ASCII 30781
37.1%
Punctuation 211
 
0.3%
None 102
 
0.1%
Number Forms 78
 
0.1%
CJK 62
 
0.1%
Compat Jamo 1
 
< 0.1%
CJK Compat Ideographs 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
7168
23.3%
) 2970
9.6%
( 2969
9.6%
_ 1879
 
6.1%
- 1762
 
5.7%
1 1731
 
5.6%
2 1604
 
5.2%
[ 1320
 
4.3%
] 1316
 
4.3%
0 1188
 
3.9%
Other values (67) 6874
22.3%
Hangul
ValueCountFrequency (%)
화 1493
 
2.9%
오 1171
 
2.3%
한 1139
 
2.2%
문 1126
 
2.2%
서 1056
 
2.0%
기 870
 
1.7%
전 830
 
1.6%
이 791
 
1.5%
의 758
 
1.5%
토 717
 
1.4%
Other values (640) 41733
80.7%
Punctuation
ValueCountFrequency (%)
‘ 109
51.7%
’ 100
47.4%
“ 1
 
0.5%
” 1
 
0.5%
None
ValueCountFrequency (%)
· 98
96.1%
『 2
 
2.0%
』 2
 
2.0%
Number Forms
ValueCountFrequency (%)
Ⅱ 39
50.0%
Ⅰ 31
39.7%
Ⅲ 8
 
10.3%
CJK
ValueCountFrequency (%)
字 9
14.5%
畵 6
 
9.7%
展 5
 
8.1%
上 5
 
8.1%
民 4
 
6.5%
書 4
 
6.5%
下 4
 
6.5%
話 2
 
3.2%
通 2
 
3.2%
詩 2
 
3.2%
Other values (19) 19
30.6%
Compat Jamo
ValueCountFrequency (%)
ㅡ 1
100.0%
CJK Compat Ideographs
ValueCountFrequency (%)
樂 1
100.0%

url
Text

UNIQUE 

Distinct5400
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
2023-12-12T23:51:02.621199image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length88
Median length88
Mean length88
Min length88

Characters and Unicode

Total characters475200
Distinct characters35
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique5400 ?
Unique (%)100.0%

Sample

1st rowhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C102104202310002
2nd rowhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C102104202310001
3rd rowhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C102104202309004
4th rowhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C102104202309002
5th rowhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C102104202309001
ValueCountFrequency (%)
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104202310002 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201405042 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201311065 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201311063 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201311064 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201312030 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201312033 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201312032 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201311062 1
 
< 0.1%
https://www.sac.or.kr/site/main/academy/academy_app_view?searchcoursecd=c102104201312034 1
 
< 0.1%
Other values (5390) 5390
99.8%
2023-12-12T23:51:03.154869image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
a 43200
 
9.1%
/ 32400
 
6.8%
e 32400
 
6.8%
0 27500
 
5.8%
s 27000
 
5.7%
c 21600
 
4.5%
w 21600
 
4.5%
r 21600
 
4.5%
1 20382
 
4.3%
C 16200
 
3.4%
Other values (25) 211318
44.5%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 302400
63.6%
Decimal Number 81000
 
17.0%
Other Punctuation 59400
 
12.5%
Uppercase Letter 16200
 
3.4%
Connector Punctuation 10800
 
2.3%
Math Symbol 5400
 
1.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
a 43200
14.3%
e 32400
10.7%
s 27000
 
8.9%
c 21600
 
7.1%
w 21600
 
7.1%
r 21600
 
7.1%
m 16200
 
5.4%
i 16200
 
5.4%
d 16200
 
5.4%
p 16200
 
5.4%
Other values (8) 70200
23.2%
Decimal Number
ValueCountFrequency (%)
0 27500
34.0%
1 20382
25.2%
2 13855
17.1%
4 7122
 
8.8%
5 3403
 
4.2%
6 2238
 
2.8%
3 2037
 
2.5%
7 1691
 
2.1%
9 1406
 
1.7%
8 1366
 
1.7%
Other Punctuation
ValueCountFrequency (%)
/ 32400
54.5%
. 16200
27.3%
? 5400
 
9.1%
: 5400
 
9.1%
Uppercase Letter
ValueCountFrequency (%)
C 16200
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 10800
100.0%
Math Symbol
ValueCountFrequency (%)
= 5400
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 318600
67.0%
Common 156600
33.0%

Most frequent character per script

Latin
ValueCountFrequency (%)
a 43200
13.6%
e 32400
 
10.2%
s 27000
 
8.5%
c 21600
 
6.8%
w 21600
 
6.8%
r 21600
 
6.8%
C 16200
 
5.1%
m 16200
 
5.1%
i 16200
 
5.1%
d 16200
 
5.1%
Other values (9) 86400
27.1%
Common
ValueCountFrequency (%)
/ 32400
20.7%
0 27500
17.6%
1 20382
13.0%
. 16200
10.3%
2 13855
8.8%
_ 10800
 
6.9%
4 7122
 
4.5%
? 5400
 
3.4%
= 5400
 
3.4%
: 5400
 
3.4%
Other values (6) 12141
 
7.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII 475200
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
a 43200
 
9.1%
/ 32400
 
6.8%
e 32400
 
6.8%
0 27500
 
5.8%
s 27000
 
5.7%
c 21600
 
4.5%
w 21600
 
4.5%
r 21600
 
4.5%
1 20382
 
4.3%
C 16200
 
3.4%
Other values (25) 211318
44.5%

강좌시작일
Date

Distinct1021
Distinct (%)18.9%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
Minimum2009-11-25 00:00:00
Maximum2023-10-18 00:00:00
2023-12-12T23:51:03.407583image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T23:51:03.576104image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

강좌종료일
Date

Distinct1059
Distinct (%)19.6%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
Minimum2009-11-25 00:00:00
Maximum2025-01-10 00:00:00
2023-12-12T23:51:03.750290image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T23:51:03.935790image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

강좌시작시간
Date

Distinct33
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
Minimum2023-12-12 00:00:00
Maximum2023-12-12 21:00:00
2023-12-12T23:51:04.089618image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T23:51:04.254408image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=33)

강좌종료시간
Date

Distinct59
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
Minimum2023-12-12 00:00:00
Maximum2023-12-12 22:00:00
2023-12-12T23:51:04.425544image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T23:51:04.580284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

장르
Categorical

Distinct16
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
서화書畵
1703 
미술실기
1085 
음악영재
851 
어린이
799 
인문감상
344 
Other values (11)
618 

Length

Max length12
Median length4
Mean length3.7424074
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row서화書畵
2nd row서화書畵
3rd row어린이
4th row어린이
5th row어린이

Common Values

ValueCountFrequency (%)
서화書畵 1703
31.5%
미술실기 1085
20.1%
음악영재 851
15.8%
어린이 799
14.8%
인문감상 344
 
6.4%
특강 268
 
5.0%
미술영재 194
 
3.6%
동양학 38
 
0.7%
서화어린이 25
 
0.5%
스페셜 24
 
0.4%
Other values (6) 69
 
1.3%

Length

2023-12-12T23:51:04.782700image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
서화書畵 1703
31.5%
미술실기 1085
20.1%
음악영재 851
15.8%
어린이 799
14.8%
인문감상 344
 
6.4%
특강 268
 
5.0%
미술영재 194
 
3.6%
동양학 38
 
0.7%
서화어린이 25
 
0.5%
스페셜 24
 
0.4%
Other values (6) 69
 
1.3%

등록일
Date

Distinct570
Distinct (%)10.6%
Missing0
Missing (%)0.0%
Memory size42.3 KiB
Minimum2009-06-10 00:00:00
Maximum2023-10-07 00:00:00
2023-12-12T23:51:04.942506image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T23:51:05.113982image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

Correlations

2023-12-12T23:51:05.208709image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌시작시간강좌종료시간장르
강좌시작시간1.0000.9800.751
강좌종료시간0.9801.0000.869
장르0.7510.8691.000

Missing values

2023-12-12T23:51:00.265515image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T23:51:00.437173image/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

학기명강좌명url강좌시작일강좌종료일강좌시작시간강좌종료시간장르등록일
02023 서화아카데미 가을학기 야간 신규강좌(수-야간)문인화(사군자)종합반_소화 황진순https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023100022023-10-182023-12-2019:0021:00서화書畵2023-10-07
12023 서화아카데미 가을학기(수-야간)문인화(사군자)종합반_소화 황진순https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023100012023-10-182023-12-2019:0021:00서화書畵2023-10-07
22023 어린이아카데미 가을학기인공지능과 함께 음악 보물찾기https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090042023-10-142023-12-1614:3016:00어린이2023-09-20
32023 어린이아카데미 가을학기감성 톡톡!! 움직이는 키즈클래식https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090022023-10-142023-12-1610:3012:00어린이2023-09-20
42023 어린이아카데미 가을학기나의 일기로 나의 독백을 연기하다https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090012023-10-142023-12-1610:3012:00어린이2023-09-20
5[음악영재] 10월 토요콘서트(48기)20231014_14시_토콘_(인춘아트홀)https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090112023-10-142023-10-1414:0015:00음악영재2023-09-20
62023 어린이아카데미 가을학기균형있는 자세 균형있는 마음으로 연기하다https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090032023-10-142023-12-1614:3016:00어린이2023-09-20
7[음악영재] 10월 토요콘서트(48기)20231014_16시_토콘_(인춘아트홀)https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023090132023-10-142023-10-1416:0017:00음악영재2023-09-20
82023년 인문·감상 아카데미 가을 정규강좌전시와 함께 보는 서양미술사https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023070192023-09-162023-12-0210:3012:30인문감상2023-07-18
92023 미술실기아카데미 가을학기(목,금,토)[토/오전](수채화)물과 색의 세계_박시완https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021042023060372023-09-092023-12-0210:0013:00미술실기2023-06-23
학기명강좌명url강좌시작일강좌종료일강좌시작시간강좌종료시간장르등록일
5390[성인미술] 2010 겨울 특강자유스튜디오 4반https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050903612009-12-222010-01-3010:0017:00인문감상2009-11-27
5391[성인미술] 2010 겨울 특강자유스튜디오 1반https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050903092009-12-222010-01-3010:0017:00인문감상2009-11-27
53922010 겨울 계절 학기-자유스튜디오자유스튜디오 2반https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050903072009-12-222010-01-3010:0017:00미술실기2009-11-27
53932010 겨울 계절 학기-자유스튜디오자유스튜디오 1반(1실기실)https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050903052009-12-222010-01-3010:0017:00미술실기2009-11-27
53942009년어린이미술-2학기(정기)[3~4세]엄마랑아가랑(토)https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050900262009-12-122009-12-3110:0011:00어린이2009-06-10
5395[음악영재] 2010년 음악영재이수희https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050905472009-12-042009-12-0410:0021:00음악영재2009-12-04
53962009년서예-석학프로그램(제02강)[동양평화론1]동양평화론의 사상적 배경과 현재적 의미https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050901832009-11-272009-11-2714:0016:00서화書畵2009-11-03
5397[어린이미술] 2010년 1학기 정규강좌Art&amp;아이https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050903112009-11-272009-11-2711:3013:00어린이2009-11-27
53981334 test강좌모음testhttps://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050902252009-11-262009-11-3000:0002:00어린이2009-11-26
53992009년서예-석학프로그램(*종합반*) 안중근평화학교https://www.sac.or.kr/site/main/academy/academy_app_view?searchCourseCd=C1021040050901822009-11-252009-11-2514:0016:00서화書畵2009-11-03