Overview

Dataset statistics

Number of variables3
Number of observations442
Missing cells1
Missing cells (%)0.1%
Duplicate rows67
Duplicate rows (%)15.2%
Total size in memory10.5 KiB
Average record size in memory24.3 B

Variable types

Text2
Categorical1

Dataset

Description한국문화예술교육진흥원 홈페이지 스크랩 현황입니다. 회원들의 스크랩 정보를 통한 주요 관심사 등을 분석하여 서비스 품질 제고를 위하고자 합니다.
Author한국문화예술교육진흥원
URLhttps://www.data.go.kr/data/15088816/fileData.do

Alerts

Dataset has 67 (15.2%) duplicate rowsDuplicates

Reproduction

Analysis started2023-12-12 17:42:15.778431
Analysis finished2023-12-12 17:42:16.093211
Duration0.31 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

Distinct174
Distinct (%)39.5%
Missing1
Missing (%)0.2%
Memory size3.6 KiB
2023-12-13T02:42:16.323005image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length60
Median length51
Mean length33.099773
Min length11

Characters and Unicode

Total characters14597
Distinct characters345
Distinct categories13 ?
Distinct scripts4 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique113 ?
Unique (%)25.6%

Sample

1st row기관소개 > 운영시설 > A.Library(정보관)
2nd row2018 상반기 아르떼 아카데미 교원 문화예술교육 연수 추가 과정 참여자 모집
3rd row마이페이지 > 나의활동기록 > 로그인이력
4th row마이페이지 > 나의활동기록 > 정보변경이력
5th row참여공간 > 원장님과의 대화
ValueCountFrequency (%)
689
20.6%
보기 208
 
6.2%
아르떼 137
 
4.1%
문화예술교육 131
 
3.9%
pick 128
 
3.8%
안내 113
 
3.4%
한국문화예술교육진흥원 106
 
3.2%
arte라이브러리 91
 
2.7%
교육콘텐츠자료실 63
 
1.9%
위클리 55
 
1.6%
Other values (362) 1630
48.6%
2023-12-13T02:42:16.742806image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2923
 
20.0%
> 604
 
4.1%
500
 
3.4%
419
 
2.9%
366
 
2.5%
364
 
2.5%
343
 
2.3%
341
 
2.3%
277
 
1.9%
241
 
1.7%
Other values (335) 8219
56.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 9158
62.7%
Space Separator 2923
 
20.0%
Math Symbol 610
 
4.2%
Uppercase Letter 608
 
4.2%
Decimal Number 594
 
4.1%
Lowercase Letter 417
 
2.9%
Dash Punctuation 107
 
0.7%
Other Punctuation 50
 
0.3%
Close Punctuation 49
 
0.3%
Open Punctuation 49
 
0.3%
Other values (3) 32
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
500
 
5.5%
419
 
4.6%
366
 
4.0%
364
 
4.0%
343
 
3.7%
341
 
3.7%
277
 
3.0%
241
 
2.6%
226
 
2.5%
211
 
2.3%
Other values (279) 5870
64.1%
Lowercase Letter
ValueCountFrequency (%)
r 99
23.7%
a 95
22.8%
t 93
22.3%
e 92
22.1%
d 7
 
1.7%
n 7
 
1.7%
o 7
 
1.7%
u 6
 
1.4%
i 3
 
0.7%
p 2
 
0.5%
Other values (4) 6
 
1.4%
Uppercase Letter
ValueCountFrequency (%)
K 152
25.0%
C 145
23.8%
P 145
23.8%
I 145
23.8%
A 9
 
1.5%
F 4
 
0.7%
L 3
 
0.5%
O 2
 
0.3%
D 2
 
0.3%
Q 1
 
0.2%
Decimal Number
ValueCountFrequency (%)
2 216
36.4%
0 156
26.3%
1 130
21.9%
9 40
 
6.7%
8 33
 
5.6%
6 8
 
1.3%
3 7
 
1.2%
4 3
 
0.5%
7 1
 
0.2%
Other Punctuation
ValueCountFrequency (%)
' 26
52.0%
, 12
24.0%
/ 4
 
8.0%
· 2
 
4.0%
& 2
 
4.0%
" 1
 
2.0%
. 1
 
2.0%
! 1
 
2.0%
? 1
 
2.0%
Close Punctuation
ValueCountFrequency (%)
) 28
57.1%
15
30.6%
] 6
 
12.2%
Open Punctuation
ValueCountFrequency (%)
( 28
57.1%
15
30.6%
[ 6
 
12.2%
Math Symbol
ValueCountFrequency (%)
> 604
99.0%
< 6
 
1.0%
Letter Number
ValueCountFrequency (%)
1
50.0%
1
50.0%
Space Separator
ValueCountFrequency (%)
2923
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 107
100.0%
Control
ValueCountFrequency (%)
28
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 9154
62.7%
Common 4412
30.2%
Latin 1027
 
7.0%
Han 4
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
500
 
5.5%
419
 
4.6%
366
 
4.0%
364
 
4.0%
343
 
3.7%
341
 
3.7%
277
 
3.0%
241
 
2.6%
226
 
2.5%
211
 
2.3%
Other values (276) 5866
64.1%
Common
ValueCountFrequency (%)
2923
66.3%
> 604
 
13.7%
2 216
 
4.9%
0 156
 
3.5%
1 130
 
2.9%
- 107
 
2.4%
9 40
 
0.9%
8 33
 
0.7%
) 28
 
0.6%
( 28
 
0.6%
Other values (20) 147
 
3.3%
Latin
ValueCountFrequency (%)
K 152
14.8%
C 145
14.1%
P 145
14.1%
I 145
14.1%
r 99
9.6%
a 95
9.3%
t 93
9.1%
e 92
9.0%
A 9
 
0.9%
d 7
 
0.7%
Other values (16) 45
 
4.4%
Han
ValueCountFrequency (%)
2
50.0%
1
25.0%
1
25.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 9154
62.7%
ASCII 5405
37.0%
None 32
 
0.2%
CJK 4
 
< 0.1%
Number Forms 2
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2923
54.1%
> 604
 
11.2%
2 216
 
4.0%
0 156
 
2.9%
K 152
 
2.8%
C 145
 
2.7%
P 145
 
2.7%
I 145
 
2.7%
1 130
 
2.4%
- 107
 
2.0%
Other values (41) 682
 
12.6%
Hangul
ValueCountFrequency (%)
500
 
5.5%
419
 
4.6%
366
 
4.0%
364
 
4.0%
343
 
3.7%
341
 
3.7%
277
 
3.0%
241
 
2.6%
226
 
2.5%
211
 
2.3%
Other values (276) 5866
64.1%
None
ValueCountFrequency (%)
15
46.9%
15
46.9%
· 2
 
6.2%
CJK
ValueCountFrequency (%)
2
50.0%
1
25.0%
1
25.0%
Number Forms
ValueCountFrequency (%)
1
50.0%
1
50.0%
Distinct331
Distinct (%)74.9%
Missing0
Missing (%)0.0%
Memory size3.6 KiB
2023-12-13T02:42:16.969045image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length153
Median length92
Mean length81.088235
Min length38

Characters and Unicode

Total characters35841
Distinct characters66
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique258 ?
Unique (%)58.4%

Sample

1st rowhttp://210.116.115.155:9018/introduction/facility/library/index.do
2nd rowhttp://hometest.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0033995
3rd rowhttp://hometest.arte.or.kr/mypage/history/LoginHistoryList.do
4th rowhttps://www.arte.or.kr/mypage/history/MemInfoChangeHistoryList.do
5th rowhttps://www.arte.or.kr/customer/director/index.do
ValueCountFrequency (%)
https://www.arte.or.kr/business/school/tutor/intro/index.do 6
 
1.4%
https://www.arte.or.kr/introduction/mission/index.do 6
 
1.4%
https://www.arte.or.kr/mypage/edu/eduofflinelist.do 6
 
1.4%
https://www.arte.or.kr/mypage/history/loginhistorylist.do 5
 
1.1%
https://www.arte.or.kr/business/school/seedschool/intro/index.do 4
 
0.9%
https://www.arte.or.kr/information/notice/notice_boardview.do?board_id=brd_id0045441 4
 
0.9%
https://www.arte.or.kr/mypage/scrap/scraplist.do 4
 
0.9%
https://www.arte.or.kr/business/school/index.do 4
 
0.9%
https://www.arte.or.kr/information/notice/notice_boardview.do?board_id=brd_id0051398 4
 
0.9%
https://www.arte.or.kr/information/notice/notice_boardview.do?board_id=brd_id0047903 4
 
0.9%
Other values (321) 395
89.4%
2023-12-13T02:42:17.425987image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
o 2842
 
7.9%
r 2801
 
7.8%
t 2323
 
6.5%
/ 2316
 
6.5%
i 2100
 
5.9%
a 2073
 
5.8%
d 2003
 
5.6%
e 1882
 
5.3%
. 1767
 
4.9%
w 1115
 
3.1%
Other values (56) 14619
40.8%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 23703
66.1%
Other Punctuation 4895
 
13.7%
Uppercase Letter 3210
 
9.0%
Decimal Number 2578
 
7.2%
Connector Punctuation 1089
 
3.0%
Math Symbol 364
 
1.0%
Dash Punctuation 2
 
< 0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
o 2842
12.0%
r 2801
11.8%
t 2323
9.8%
i 2100
8.9%
a 2073
8.7%
d 2003
8.5%
e 1882
 
7.9%
w 1115
 
4.7%
b 892
 
3.8%
s 861
 
3.6%
Other values (16) 4811
20.3%
Uppercase Letter
ValueCountFrequency (%)
D 784
24.4%
B 779
24.3%
I 384
12.0%
R 384
12.0%
V 381
11.9%
N 170
 
5.3%
C 128
 
4.0%
A 64
 
2.0%
P 45
 
1.4%
L 27
 
0.8%
Other values (11) 64
 
2.0%
Decimal Number
ValueCountFrequency (%)
0 874
33.9%
4 387
15.0%
5 235
 
9.1%
1 188
 
7.3%
3 170
 
6.6%
7 157
 
6.1%
8 156
 
6.1%
6 141
 
5.5%
2 140
 
5.4%
9 130
 
5.0%
Other Punctuation
ValueCountFrequency (%)
/ 2316
47.3%
. 1767
36.1%
: 444
 
9.1%
? 362
 
7.4%
# 4
 
0.1%
& 2
 
< 0.1%
Connector Punctuation
ValueCountFrequency (%)
_ 1089
100.0%
Math Symbol
ValueCountFrequency (%)
= 364
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 26913
75.1%
Common 8928
 
24.9%

Most frequent character per script

Latin
ValueCountFrequency (%)
o 2842
 
10.6%
r 2801
 
10.4%
t 2323
 
8.6%
i 2100
 
7.8%
a 2073
 
7.7%
d 2003
 
7.4%
e 1882
 
7.0%
w 1115
 
4.1%
b 892
 
3.3%
s 861
 
3.2%
Other values (37) 8021
29.8%
Common
ValueCountFrequency (%)
/ 2316
25.9%
. 1767
19.8%
_ 1089
12.2%
0 874
 
9.8%
: 444
 
5.0%
4 387
 
4.3%
= 364
 
4.1%
? 362
 
4.1%
5 235
 
2.6%
1 188
 
2.1%
Other values (9) 902
 
10.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII 35841
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
o 2842
 
7.9%
r 2801
 
7.8%
t 2323
 
6.5%
/ 2316
 
6.5%
i 2100
 
5.9%
a 2073
 
5.8%
d 2003
 
5.6%
e 1882
 
5.3%
. 1767
 
4.9%
w 1115
 
3.1%
Other values (56) 14619
40.8%
Distinct3
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size3.6 KiB
HOME
217 
BANK
208 
<NA>
 
17

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
HOME 217
49.1%
BANK 208
47.1%
<NA> 17
 
3.8%

Length

2023-12-13T02:42:17.629355image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T02:42:17.733374image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
home 217
49.1%
bank 208
47.1%
na 17
 
3.8%

Missing values

2023-12-13T02:42:15.987449image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T02:42:16.059767image/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

스크랩위치스크랩주소(URL)스크랩사이트
0기관소개 > 운영시설 > A.Library(정보관)http://210.116.115.155:9018/introduction/facility/library/index.do<NA>
12018 상반기 아르떼 아카데미 교원 문화예술교육 연수 추가 과정 참여자 모집http://hometest.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0033995<NA>
2마이페이지 > 나의활동기록 > 로그인이력http://hometest.arte.or.kr/mypage/history/LoginHistoryList.do<NA>
3마이페이지 > 나의활동기록 > 정보변경이력https://www.arte.or.kr/mypage/history/MemInfoChangeHistoryList.do<NA>
4참여공간 > 원장님과의 대화https://www.arte.or.kr/customer/director/index.do<NA>
52018 복지기관 문화예술교육 지원사업 예술강사 서류심사 결과 및 면접심사 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0034178<NA>
62018 복지기관 문화예술교육 지원사업 예술강사 서류심사 결과 및 면접심사 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0034178<NA>
7마감 입찰공고(수정)_2017년 한국문화예술교육진흥원 직접 사업 정산보고서 회계검증https://www.arte.or.kr/notice/bidding/notice/Bidding_BoardView.do?board_id=BRD_ID0034175<NA>
82016 복지기관 문화예술교육 지원사업 개선방안 연구https://www.arte.or.kr/data/research/Research_BoardView.do?board_id=BRD_ID0034188<NA>
9아르떼자료실 > 사진영상자료https://www.arte.or.kr/data/media/index.do<NA>
스크랩위치스크랩주소(URL)스크랩사이트
432진행 2021 복지기관 문화예술교육 기획사업 「창작 실험 프로젝트」 '챌린지 그룹' 공모 안내https://www.arte.or.kr/notice/business/notice/Business_BoardView.do?board_id=BRD_ID0053040HOME
4332021 아르떼 아카데미 하반기 연수 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0052723HOME
4342021 유아 문화예술교육 지원사업 소개 및 시연워크숍 진행 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0053178HOME
435문화예술교육사업 > 온라인 문화예술교육 지원사업 > 온라인 문화예술교육 지원사업 > 사업소개https://www.arte.or.kr/business/online/support/intro/index.doHOME
436한국문화예술교육진흥원 - arte라이브러리 아르떼 PICK > 위클리 뉴스 > 보기https://lib.arte.or.kr/artepick/board/ClickNews_BoardView.do?board_id=BRD_ID0051164BANK
437한국문화예술교육진흥원 - arte라이브러리 아르떼 PICK > 인물PICK > 보기https://lib.arte.or.kr/artepick/board/CulturePeople_BoardView.do?board_id=BRD_ID0046032BANK
438한국문화예술교육진흥원 - arte라이브러리 아르떼 PICK > 위클리 뉴스 > 보기https://lib.arte.or.kr/artepick/board/ClickNews_BoardView.do?board_id=BRD_ID0042683BANK
439마이페이지 > 나의교육연수 > 집체교육 > 목록https://www.arte.or.kr/mypage/edu/eduOfflineList.doHOME
4402021 유아 문화예술교육 지원사업 소개 및 시연워크숍 진행 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0053178HOME
4412021년 제2차 2급 문화예술교육사 자격교부 신청 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0053298HOME

Duplicate rows

Most frequently occurring

스크랩위치스크랩주소(URL)스크랩사이트# duplicates
26기관소개 > 미션과 비전https://www.arte.or.kr/introduction/mission/index.doHOME6
32마이페이지 > 나의교육연수 > 집체교육 > 목록https://www.arte.or.kr/mypage/edu/eduOfflineList.doHOME6
43문화예술교육사업 > 학교 문화예술교육 > 학교예술강사지원 > 사업소개https://www.arte.or.kr/business/school/tutor/intro/index.doHOME6
34마이페이지 > 나의활동기록 > 로그인이력 > 목록https://www.arte.or.kr/mypage/history/LoginHistoryList.doHOME5
112019년 제1차 2급 문화예술교육사 자격교부 신청 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0045441HOME4
222021년 제1차 2급 문화예술교육사 자격교부 신청 안내https://www.arte.or.kr/information/notice/Notice_BoardView.do?board_id=BRD_ID0051398HOME4
33마이페이지 > 나의스크랩 > 목록https://www.arte.or.kr/mypage/scrap/ScrapList.doHOME4
40문화예술교육사업 > 학교 문화예술교육https://www.arte.or.kr/business/school/index.doHOME4
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