Overview

Dataset statistics

Number of variables3
Number of observations398
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory9.8 KiB
Average record size in memory25.3 B

Variable types

Categorical1
Text2

Dataset

Description진흥원 디지털 콘텐츠 생성 현황
Author경기도평생교육진흥원
URLhttps://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=5IWWHP6KOAJ7A5S28HT831638906&infSeq=1

Reproduction

Analysis started2024-03-12 23:34:57.282467
Analysis finished2024-03-12 23:34:57.616791
Duration0.33 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

년도
Categorical

Distinct5
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size3.2 KiB
2020
197 
2021
119 
2022
69 
2023
 
7
2019
 
6

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020
2nd row2020
3rd row2020
4th row2020
5th row2020

Common Values

ValueCountFrequency (%)
2020 197
49.5%
2021 119
29.9%
2022 69
 
17.3%
2023 7
 
1.8%
2019 6
 
1.5%

Length

2024-03-13T08:34:57.662507image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T08:34:57.752514image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020 197
49.5%
2021 119
29.9%
2022 69
 
17.3%
2023 7
 
1.8%
2019 6
 
1.5%

URL
Text

Distinct397
Distinct (%)99.7%
Missing0
Missing (%)0.0%
Memory size3.2 KiB
2024-03-13T08:34:57.917677image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length165
Median length43
Mean length46.567839
Min length23

Characters and Unicode

Total characters18534
Distinct characters70
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

Unique396 ?
Unique (%)99.5%

Sample

1st rowhttps://www.youtube.com/watch?v=srDFerCO4WI
2nd rowhttps://www.youtube.com/watch?v=zPatZUYoZls
3rd rowhttps://www.youtube.com/watch?v=wZ3MZmdWfc4
4th rowhttps://www.youtube.com/watch?v=XdEIxIL4T6w
5th rowhttps://www.youtube.com/watch?v=X1AptMuZ3IU
ValueCountFrequency (%)
https://www.youtube.com/watch?v=x0py1lc5nry&list=plgu-xc2_8fwpuuqct9rrtga3nxpxzn1kp&index=21 2
 
0.5%
https://youtu.be/2vvrxjdk3rg 1
 
0.3%
https://youtu.be/zntc0aldloy 1
 
0.3%
https://youtu.be/tzeub8vncjm 1
 
0.3%
https://youtu.be/oqkhtq64nym 1
 
0.3%
https://youtu.be/upsx6ton6t0 1
 
0.3%
https://youtu.be/xcuocolj4aw 1
 
0.3%
https://youtu.be/ghjicqadqzq 1
 
0.3%
https://youtu.be/9iarqcbbacy 1
 
0.3%
https://youtu.be/8x8fkmfbne4 1
 
0.3%
Other values (387) 387
97.2%
2024-03-13T08:34:58.190606image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
t 1641
 
8.9%
/ 1218
 
6.6%
w 1209
 
6.5%
u 991
 
5.3%
o 845
 
4.6%
h 748
 
4.0%
. 690
 
3.7%
c 681
 
3.7%
e 658
 
3.6%
s 624
 
3.4%
Other values (60) 9229
49.8%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 11522
62.2%
Other Punctuation 2743
 
14.8%
Uppercase Letter 2496
 
13.5%
Decimal Number 1124
 
6.1%
Math Symbol 437
 
2.4%
Dash Punctuation 107
 
0.6%
Connector Punctuation 105
 
0.6%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
t 1641
14.2%
w 1209
 
10.5%
u 991
 
8.6%
o 845
 
7.3%
h 748
 
6.5%
c 681
 
5.9%
e 658
 
5.7%
s 624
 
5.4%
p 543
 
4.7%
b 462
 
4.0%
Other values (16) 3120
27.1%
Uppercase Letter
ValueCountFrequency (%)
C 168
 
6.7%
P 150
 
6.0%
I 131
 
5.2%
G 126
 
5.0%
W 118
 
4.7%
U 117
 
4.7%
F 114
 
4.6%
A 109
 
4.4%
L 97
 
3.9%
S 96
 
3.8%
Other values (16) 1270
50.9%
Decimal Number
ValueCountFrequency (%)
2 158
14.1%
8 136
12.1%
0 132
11.7%
1 130
11.6%
3 108
9.6%
4 108
9.6%
9 104
9.3%
7 92
8.2%
5 79
7.0%
6 77
6.9%
Other Punctuation
ValueCountFrequency (%)
/ 1218
44.4%
. 690
25.2%
: 398
 
14.5%
? 291
 
10.6%
& 146
 
5.3%
Math Symbol
ValueCountFrequency (%)
= 437
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 107
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 105
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 14018
75.6%
Common 4516
 
24.4%

Most frequent character per script

Latin
ValueCountFrequency (%)
t 1641
 
11.7%
w 1209
 
8.6%
u 991
 
7.1%
o 845
 
6.0%
h 748
 
5.3%
c 681
 
4.9%
e 658
 
4.7%
s 624
 
4.5%
p 543
 
3.9%
b 462
 
3.3%
Other values (42) 5616
40.1%
Common
ValueCountFrequency (%)
/ 1218
27.0%
. 690
15.3%
= 437
 
9.7%
: 398
 
8.8%
? 291
 
6.4%
2 158
 
3.5%
& 146
 
3.2%
8 136
 
3.0%
0 132
 
2.9%
1 130
 
2.9%
Other values (8) 780
17.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 18534
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
t 1641
 
8.9%
/ 1218
 
6.6%
w 1209
 
6.5%
u 991
 
5.3%
o 845
 
4.6%
h 748
 
4.0%
. 690
 
3.7%
c 681
 
3.7%
e 658
 
3.6%
s 624
 
3.4%
Other values (60) 9229
49.8%

제목명
Text

Distinct386
Distinct (%)97.0%
Missing0
Missing (%)0.0%
Memory size3.2 KiB
2024-03-13T08:34:58.353945image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length92
Median length56
Mean length29.291457
Min length4

Characters and Unicode

Total characters11658
Distinct characters551
Distinct categories15 ?
Distinct scripts3 ?
Distinct blocks7 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique380 ?
Unique (%)95.5%

Sample

1st row[전시관_의정부시] 2020의정부세계시민교육
2nd row[공연관_경기도평생교육진흥원_파주본부] 헨젤과그레텔
3rd row[공연관_경기도평생교육진흥원_파주본부] 행복한유령의집 복습영상
4th row[공연관_양평군] 목금회 전시작품 영상
5th row[공연관_구리시] 여섯소리 동아리 기타연주합창
ValueCountFrequency (%)
87
 
3.8%
평생교육 45
 
2.0%
편 41
 
1.8%
qqq 38
 
1.7%
퀴즈쇼 37
 
1.6%
경기도평생교육콘텐츠 35
 
1.5%
▶ 33
 
1.4%
경기도 31
 
1.4%
문해교육 29
 
1.3%
시화전 28
 
1.2%
Other values (1016) 1885
82.4%
2024-03-13T08:34:58.653999image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1895
 
16.3%
평 233
 
2.0%
교 230
 
2.0%
육 217
 
1.9%
[ 215
 
1.8%
] 215
 
1.8%
시 215
 
1.8%
기 213
 
1.8%
2 188
 
1.6%
생 185
 
1.6%
Other values (541) 7852
67.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 7934
68.1%
Space Separator 1895
 
16.3%
Decimal Number 454
 
3.9%
Open Punctuation 317
 
2.7%
Close Punctuation 317
 
2.7%
Other Punctuation 220
 
1.9%
Uppercase Letter 199
 
1.7%
Connector Punctuation 159
 
1.4%
Lowercase Letter 103
 
0.9%
Other Symbol 35
 
0.3%
Other values (5) 25
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
평 233
 
2.9%
교 230
 
2.9%
육 217
 
2.7%
시 215
 
2.7%
기 213
 
2.7%
생 185
 
2.3%
경 161
 
2.0%
상 128
 
1.6%
도 126
 
1.6%
스 109
 
1.4%
Other values (464) 6117
77.1%
Uppercase Letter
ValueCountFrequency (%)
Q 117
58.8%
S 9
 
4.5%
M 9
 
4.5%
E 8
 
4.0%
D 7
 
3.5%
K 6
 
3.0%
O 6
 
3.0%
G 6
 
3.0%
R 5
 
2.5%
U 3
 
1.5%
Other values (11) 23
 
11.6%
Lowercase Letter
ValueCountFrequency (%)
a 13
12.6%
i 12
11.7%
t 12
11.7%
e 12
11.7%
n 8
7.8%
f 7
 
6.8%
c 6
 
5.8%
r 6
 
5.8%
h 4
 
3.9%
o 4
 
3.9%
Other values (9) 19
18.4%
Decimal Number
ValueCountFrequency (%)
2 188
41.4%
0 107
23.6%
1 73
 
16.1%
3 20
 
4.4%
5 17
 
3.7%
4 14
 
3.1%
9 12
 
2.6%
7 9
 
2.0%
6 7
 
1.5%
8 7
 
1.5%
Other Punctuation
ValueCountFrequency (%)
: 45
20.5%
, 42
19.1%
? 40
18.2%
. 27
12.3%
! 26
11.8%
' 18
 
8.2%
" 10
 
4.5%
/ 8
 
3.6%
# 2
 
0.9%
& 2
 
0.9%
Math Symbol
ValueCountFrequency (%)
~ 5
45.5%
| 5
45.5%
｜ 1
 
9.1%
Other Number
ValueCountFrequency (%)
② 2
40.0%
① 2
40.0%
③ 1
20.0%
Open Punctuation
ValueCountFrequency (%)
[ 215
67.8%
( 102
32.2%
Close Punctuation
ValueCountFrequency (%)
] 215
67.8%
) 102
32.2%
Other Symbol
ValueCountFrequency (%)
▶ 34
97.1%
★ 1
 
2.9%
Space Separator
ValueCountFrequency (%)
1895
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 159
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 7
100.0%
Final Punctuation
ValueCountFrequency (%)
” 1
100.0%
Initial Punctuation
ValueCountFrequency (%)
“ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 7934
68.1%
Common 3422
29.4%
Latin 302
 
2.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
평 233
 
2.9%
교 230
 
2.9%
육 217
 
2.7%
시 215
 
2.7%
기 213
 
2.7%
생 185
 
2.3%
경 161
 
2.0%
상 128
 
1.6%
도 126
 
1.6%
스 109
 
1.4%
Other values (464) 6117
77.1%
Latin
ValueCountFrequency (%)
Q 117
38.7%
a 13
 
4.3%
i 12
 
4.0%
t 12
 
4.0%
e 12
 
4.0%
S 9
 
3.0%
M 9
 
3.0%
E 8
 
2.6%
n 8
 
2.6%
f 7
 
2.3%
Other values (30) 95
31.5%
Common
ValueCountFrequency (%)
1895
55.4%
[ 215
 
6.3%
] 215
 
6.3%
2 188
 
5.5%
_ 159
 
4.6%
0 107
 
3.1%
( 102
 
3.0%
) 102
 
3.0%
1 73
 
2.1%
: 45
 
1.3%
Other values (27) 321
 
9.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 7934
68.1%
ASCII 3681
31.6%
Geometric Shapes 34
 
0.3%
Enclosed Alphanum 5
 
< 0.1%
Punctuation 2
 
< 0.1%
Misc Symbols 1
 
< 0.1%
None 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1895
51.5%
[ 215
 
5.8%
] 215
 
5.8%
2 188
 
5.1%
_ 159
 
4.3%
Q 117
 
3.2%
0 107
 
2.9%
( 102
 
2.8%
) 102
 
2.8%
1 73
 
2.0%
Other values (59) 508
 
13.8%
Hangul
ValueCountFrequency (%)
평 233
 
2.9%
교 230
 
2.9%
육 217
 
2.7%
시 215
 
2.7%
기 213
 
2.7%
생 185
 
2.3%
경 161
 
2.0%
상 128
 
1.6%
도 126
 
1.6%
스 109
 
1.4%
Other values (464) 6117
77.1%
Geometric Shapes
ValueCountFrequency (%)
▶ 34
100.0%
Enclosed Alphanum
ValueCountFrequency (%)
② 2
40.0%
① 2
40.0%
③ 1
20.0%
Misc Symbols
ValueCountFrequency (%)
★ 1
100.0%
None
ValueCountFrequency (%)
｜ 1
100.0%
Punctuation
ValueCountFrequency (%)
” 1
50.0%
“ 1
50.0%

Missing values

2024-03-13T08:34:57.539140image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T08:34:57.594473image/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

년도URL제목명
02020https://www.youtube.com/watch?v=srDFerCO4WI[전시관_의정부시] 2020의정부세계시민교육
12020https://www.youtube.com/watch?v=zPatZUYoZls[공연관_경기도평생교육진흥원_파주본부] 헨젤과그레텔
22020https://www.youtube.com/watch?v=wZ3MZmdWfc4[공연관_경기도평생교육진흥원_파주본부] 행복한유령의집 복습영상
32020https://www.youtube.com/watch?v=XdEIxIL4T6w[공연관_양평군] 목금회 전시작품 영상
42020https://www.youtube.com/watch?v=X1AptMuZ3IU[공연관_구리시] 여섯소리 동아리 기타연주합창
52020https://www.youtube.com/watch?v=RKoH5QzlPhA[공연관_경기도평생교육진흥원_파주본부] 행복한유령의집
62020https://www.youtube.com/watch?v=vlDz7pKMUvg[홍보관_하남시]이야기가 있는 발코니음악회영상_1
72020https://www.youtube.com/watch?v=k8uWR20aOVU[공연관_경기도평생교육진흥원_파주본부] 헨젤과그레텔 복습영상
82020https://www.youtube.com/watch?v=VrH02D1kUaw[홍보관_포천시] 명덕1리마을 비대면 수업
92020https://www.youtube.com/watch?v=QhdXC2rDStg[홍보관_의정부시] 뉴런(U-Learn)프로젝트
년도URL제목명
3882021https://www.youtube.com/watch?v=SyX611AjFJY[ 장애인 평생교육 유니티 프로그래밍 ] 심화3. UI 메뉴 생성하기
3892021https://www.youtube.com/watch?v=wZdYb3iqBp8[ 장애인 평생교육 유니티 프로그래밍 ] 심화2. 구글 카드보드용 VR 콘텐츠 개발
3902021https://www.youtube.com/watch?v=x0oocMpuQV0[ 장애인 평생교육 유니티 프로그래밍 ] 심화1. VR 햄버거 매장 프로젝트 기획
3912021https://www.youtube.com/watch?v=4IM2ikarOtc[ 장애인 평생교육 유니티 프로그래밍 ] 기초7. 탈출구 만들기, UI 꾸미기
3922021https://www.youtube.com/watch?v=zLoUEOB-BnA[ 장애인 평생교육 유니티 프로그래밍 ] 기초6. 사운드, 파티클 효과 및 배경 꾸미기
3932021https://www.youtube.com/watch?v=t-7c53ZQbaI[ 장애인 평생교육 유니티 프로그래밍 ] 기초5. 물리법칙 이해하기
3942021https://www.youtube.com/watch?v=OlSgJnUWzDA[ 장애인 평생교육 유니티 프로그래밍 ] 기초4. 3D Object 이동 및 회전
3952021https://www.youtube.com/watch?v=VGc94mdcs5c[ 장애인 평생교육 유니티 프로그래밍 ] 기초3. C# 스크립트 컴포넌트 사용하기
3962021https://www.youtube.com/watch?v=-ChQwVWGEmE[ 장애인 평생교육 유니티 프로그래밍 ] 기초2. 3D 오브젝트 생성 및 활용
3972021https://www.youtube.com/watch?v=jwoADKFDjGU[ 장애인 평생교육 유니티 프로그래밍 ] 기초1. 유니티 개발 환경 구축