Overview

Dataset statistics

Number of variables8
Number of observations1188
Missing cells0
Missing cells (%)0.0%
Duplicate rows14
Duplicate rows (%)1.2%
Total size in memory79.0 KiB
Average record size in memory68.1 B

Variable types

Text1
Categorical7

Dataset

Description인천광역시 시민사이버 교육과정에 대한 정보(과정명, 교육 시작 및 종료일, 정원, 수료기준 진도율 등)를 제공합니다.
Author인천광역시
URLhttps://data.incheon.go.kr/findData/publicDataDetail?dataId=15061605&srcSe=7661IVAWM27C61E190

Alerts

개설년도 has constant value ""Constant
기간(개월) has constant value ""Constant
교육종료일 has constant value ""Constant
정원 has constant value ""Constant
수료기준_진도율 has constant value ""Constant
데이터기준일자 has constant value ""Constant
Dataset has 14 (1.2%) duplicate rowsDuplicates

Reproduction

Analysis started2024-01-28 07:30:20.647554
Analysis finished2024-01-28 07:30:21.132109
Duration0.48 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

과정명
Text

Distinct1166
Distinct (%)98.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
2024-01-28T16:30:21.315202image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length79
Median length48
Mean length25.703704
Min length2

Characters and Unicode

Total characters30536
Distinct characters701
Distinct categories13 ?
Distinct scripts4 ?
Distinct blocks7 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1144 ?
Unique (%)96.3%

Sample

1st row당케 독일어 회화 중급
2nd row당케 독일어 회화 초급
3rd row쁘리벳 중급 러시아어
4th row쁘리벳 초급 러시아어
5th row50패턴으로 완성하는 랜드마크 실전 베트남어 회화 Step 1
ValueCountFrequency (%)
234
 
3.5%
2020 110
 
1.7%
2 105
 
1.6%
1 99
 
1.5%
step 68
 
1.0%
북러닝 66
 
1.0%
중국어 56
 
0.8%
회화 51
 
0.8%
위한 47
 
0.7%
배우기 46
 
0.7%
Other values (2029) 5762
86.7%
2024-01-28T16:30:21.696644image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
5555
 
18.2%
2 709
 
2.3%
기 615
 
2.0%
[ 540
 
1.8%
] 540
 
1.8%
0 499
 
1.6%
1 449
 
1.5%
어 409
 
1.3%
사 382
 
1.3%
이 360
 
1.2%
Other values (691) 20478
67.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 16594
54.3%
Space Separator 5555
 
18.2%
Lowercase Letter 2105
 
6.9%
Decimal Number 2008
 
6.6%
Uppercase Letter 1759
 
5.8%
Open Punctuation 890
 
2.9%
Close Punctuation 890
 
2.9%
Other Punctuation 344
 
1.1%
Dash Punctuation 253
 
0.8%
Connector Punctuation 97
 
0.3%
Other values (3) 41
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
기 615
 
3.7%
어 409
 
2.5%
사 382
 
2.3%
이 360
 
2.2%
는 323
 
1.9%
리 268
 
1.6%
스 248
 
1.5%
한 244
 
1.5%
로 235
 
1.4%
문 221
 
1.3%
Other values (609) 13289
80.1%
Lowercase Letter
ValueCountFrequency (%)
t 348
16.5%
e 291
13.8%
r 212
10.1%
a 192
9.1%
p 145
 
6.9%
s 143
 
6.8%
o 124
 
5.9%
i 111
 
5.3%
n 106
 
5.0%
l 66
 
3.1%
Other values (15) 367
17.4%
Uppercase Letter
ValueCountFrequency (%)
D 267
15.2%
H 250
14.2%
P 213
12.1%
S 155
8.8%
C 111
 
6.3%
T 104
 
5.9%
A 93
 
5.3%
I 83
 
4.7%
B 81
 
4.6%
N 51
 
2.9%
Other values (14) 351
20.0%
Other Punctuation
ValueCountFrequency (%)
. 134
39.0%
, 76
22.1%
! 60
17.4%
: 31
 
9.0%
% 12
 
3.5%
/ 9
 
2.6%
& 7
 
2.0%
· 4
 
1.2%
? 4
 
1.2%
' 3
 
0.9%
Other values (2) 4
 
1.2%
Decimal Number
ValueCountFrequency (%)
2 709
35.3%
0 499
24.9%
1 449
22.4%
3 108
 
5.4%
9 70
 
3.5%
5 48
 
2.4%
4 43
 
2.1%
6 42
 
2.1%
8 35
 
1.7%
7 5
 
0.2%
Open Punctuation
ValueCountFrequency (%)
[ 540
60.7%
( 350
39.3%
Close Punctuation
ValueCountFrequency (%)
] 540
60.7%
) 350
39.3%
Other Number
ValueCountFrequency (%)
② 8
50.0%
① 8
50.0%
Space Separator
ValueCountFrequency (%)
5555
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 253
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 97
100.0%
Math Symbol
ValueCountFrequency (%)
+ 24
100.0%
Other Symbol
ValueCountFrequency (%)
★ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 16558
54.2%
Common 10078
33.0%
Latin 3864
 
12.7%
Han 36
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
기 615
 
3.7%
어 409
 
2.5%
사 382
 
2.3%
이 360
 
2.2%
는 323
 
2.0%
리 268
 
1.6%
스 248
 
1.5%
한 244
 
1.5%
로 235
 
1.4%
문 221
 
1.3%
Other values (595) 13253
80.0%
Latin
ValueCountFrequency (%)
t 348
 
9.0%
e 291
 
7.5%
D 267
 
6.9%
H 250
 
6.5%
P 213
 
5.5%
r 212
 
5.5%
a 192
 
5.0%
S 155
 
4.0%
p 145
 
3.8%
s 143
 
3.7%
Other values (39) 1648
42.7%
Common
ValueCountFrequency (%)
5555
55.1%
2 709
 
7.0%
[ 540
 
5.4%
] 540
 
5.4%
0 499
 
5.0%
1 449
 
4.5%
( 350
 
3.5%
) 350
 
3.5%
- 253
 
2.5%
. 134
 
1.3%
Other values (23) 699
 
6.9%
Han
ValueCountFrequency (%)
新 21
58.3%
通 3
 
8.3%
相 1
 
2.8%
民 1
 
2.8%
愛 1
 
2.8%
山 1
 
2.8%
亨 1
 
2.8%
茶 1
 
2.8%
能 1
 
2.8%
外 1
 
2.8%
Other values (4) 4
 
11.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 16558
54.2%
ASCII 13919
45.6%
CJK 35
 
0.1%
Enclosed Alphanum 16
 
0.1%
None 6
 
< 0.1%
Misc Symbols 1
 
< 0.1%
CJK Compat Ideographs 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5555
39.9%
2 709
 
5.1%
[ 540
 
3.9%
] 540
 
3.9%
0 499
 
3.6%
1 449
 
3.2%
( 350
 
2.5%
) 350
 
2.5%
t 348
 
2.5%
e 291
 
2.1%
Other values (67) 4288
30.8%
Hangul
ValueCountFrequency (%)
기 615
 
3.7%
어 409
 
2.5%
사 382
 
2.3%
이 360
 
2.2%
는 323
 
2.0%
리 268
 
1.6%
스 248
 
1.5%
한 244
 
1.5%
로 235
 
1.4%
문 221
 
1.3%
Other values (595) 13253
80.0%
CJK
ValueCountFrequency (%)
新 21
60.0%
通 3
 
8.6%
相 1
 
2.9%
民 1
 
2.9%
愛 1
 
2.9%
山 1
 
2.9%
亨 1
 
2.9%
茶 1
 
2.9%
能 1
 
2.9%
外 1
 
2.9%
Other values (3) 3
 
8.6%
Enclosed Alphanum
ValueCountFrequency (%)
② 8
50.0%
① 8
50.0%
None
ValueCountFrequency (%)
· 4
66.7%
， 2
33.3%
Misc Symbols
ValueCountFrequency (%)
★ 1
100.0%
CJK Compat Ideographs
ValueCountFrequency (%)
不 1
100.0%

개설년도
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
2021
1188 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021
2nd row2021
3rd row2021
4th row2021
5th row2021

Common Values

ValueCountFrequency (%)
2021 1188
100.0%

Length

2024-01-28T16:30:21.811354image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:21.888974image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021 1188
100.0%

기간(개월)
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
1
1188 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 1188
100.0%

Length

2024-01-28T16:30:21.965972image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.041188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 1188
100.0%

교육시작일
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
2021-01-01
892 
2021-03-01
296 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-01-01
2nd row2021-01-01
3rd row2021-01-01
4th row2021-01-01
5th row2021-01-01

Common Values

ValueCountFrequency (%)
2021-01-01 892
75.1%
2021-03-01 296
 
24.9%

Length

2024-01-28T16:30:22.120768image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.200667image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-01-01 892
75.1%
2021-03-01 296
 
24.9%

교육종료일
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
2021-12-31
1188 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-12-31
2nd row2021-12-31
3rd row2021-12-31
4th row2021-12-31
5th row2021-12-31

Common Values

ValueCountFrequency (%)
2021-12-31 1188
100.0%

Length

2024-01-28T16:30:22.285699image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.359545image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-12-31 1188
100.0%

정원
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
9999
1188 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row9999
2nd row9999
3rd row9999
4th row9999
5th row9999

Common Values

ValueCountFrequency (%)
9999 1188
100.0%

Length

2024-01-28T16:30:22.434547image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.509692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
9999 1188
100.0%

수료기준_진도율
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
60
1188 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row60
2nd row60
3rd row60
4th row60
5th row60

Common Values

ValueCountFrequency (%)
60 1188
100.0%

Length

2024-01-28T16:30:22.589315image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.663890image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
60 1188
100.0%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size9.4 KiB
2021-01-29
1188 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-01-29
2nd row2021-01-29
3rd row2021-01-29
4th row2021-01-29
5th row2021-01-29

Common Values

ValueCountFrequency (%)
2021-01-29 1188
100.0%

Length

2024-01-28T16:30:22.742871image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-28T16:30:22.816313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-01-29 1188
100.0%

Missing values

2024-01-28T16:30:20.983551image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-01-28T16:30:21.088013image/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

과정명개설년도기간(개월)교육시작일교육종료일정원수료기준_진도율데이터기준일자
0당케 독일어 회화 중급202112021-01-012021-12-319999602021-01-29
1당케 독일어 회화 초급202112021-01-012021-12-319999602021-01-29
2쁘리벳 중급 러시아어202112021-01-012021-12-319999602021-01-29
3쁘리벳 초급 러시아어202112021-01-012021-12-319999602021-01-29
450패턴으로 완성하는 랜드마크 실전 베트남어 회화 Step 1202112021-01-012021-12-319999602021-01-29
550패턴으로 완성하는 랜드마크 실전 베트남어 회화 Step 2202112021-01-012021-12-319999602021-01-29
650패턴으로 완성하는 랜드마크 실전 베트남어 회화 Step 3202112021-01-012021-12-319999602021-01-29
7비즈니스 베트남어 회화편 1202112021-01-012021-12-319999602021-01-29
8비즈니스 베트남어 회화편 2202112021-01-012021-12-319999602021-01-29
950패턴으로 완성하는 랜드마크 스페인어회화 Step 1202112021-01-012021-12-319999602021-01-29
과정명개설년도기간(개월)교육시작일교육종료일정원수료기준_진도율데이터기준일자
1178재무설계 비법 소개202112021-01-012021-12-319999602021-01-29
1179프랜차이즈 창업준비와 주요 내용202112021-01-012021-12-319999602021-01-29
1180프랜차이즈 창업 준비 한방에 끝내기202112021-01-012021-12-319999602021-01-29
1181[창업매뉴얼] 실패하지 않는 여성 창업, 이렇게 하라202112021-01-012021-12-319999602021-01-29
1182[성공적인 퇴직자 창업] 인생 2막, 믿을 수 있는 퇴직자 창업 교육202112021-01-012021-12-319999602021-01-29
1183[바리스타] 한 끗 다른 커피의 꽃 - 라떼아트 배우기202112021-01-012021-12-319999602021-01-29
1184[바리스타] 한 끗 다른 커피의 기본 - 카페메뉴 만들기202112021-01-012021-12-319999602021-01-29
1185[바리스타] 가정에서 즐길 수 있는 홈카페202112021-01-012021-12-319999602021-01-29
1186세상의 모든 금융, 세모금202112021-01-012021-12-319999602021-01-29
1187한상완의 경제 오아시스202112021-01-012021-12-319999602021-01-29

Duplicate rows

Most frequently occurring

과정명개설년도기간(개월)교육시작일교육종료일정원수료기준_진도율데이터기준일자# duplicates
0[HD]왕초보 프로그램 입문 - 알고리즘 제대로 배우기202112021-01-012021-12-319999602021-01-292
1[Z세대 PICK] 하마터면 꼰대가 될 뻔했다202112021-01-012021-12-319999602021-01-292
2[북러닝] 구글스토리202112021-01-012021-12-319999602021-01-292
3[북러닝]아마존 미래전략 2022202112021-01-012021-12-319999602021-01-292
4[커뮤니케이션 멘토링] 말에 가치를 더하는 스토리텔링202112021-01-012021-12-319999602021-01-292
5[커뮤니케이션 멘토링] 임팩트를 더하는 바디랭귀지202112021-01-012021-12-319999602021-01-292
6[커뮤니케이션 멘토링] 자신감을 더하는 스피치202112021-01-012021-12-319999602021-01-292
7버전업! The 바른 스페인어 Step2202112021-01-012021-12-319999602021-01-292
8셀프출판 공작소, 나만의 책 만들기202112021-01-012021-12-319999602021-01-292
9스낵Biz영어_커뮤니케이션 꿀팁!202112021-01-012021-12-319999602021-01-292